From 880276fcfcafd91fa42c4c62a6413c95bd50b02e Mon Sep 17 00:00:00 2001
From: Circle Ci <circle@autoreject.com>
Date: Mon, 27 Nov 2023 10:25:24 +0000
Subject: [PATCH] doc updates [skip ci]

---
 dev/.buildinfo                                |     2 +-
 .../auto_examples_python.zip                  |   Bin 33983 -> 33980 bytes
 .../plot_visualize_bad_epochs.py              |     2 +-
 .../auto_examples_jupyter.zip                 |   Bin 54868 -> 54865 bytes
 .../plot_visualize_bad_epochs.ipynb           |     2 +-
 dev/_images/sphx_glr_plot_auto_repair_001.png |   Bin 158920 -> 156607 bytes
 dev/_images/sphx_glr_plot_auto_repair_002.png |   Bin 37077 -> 37077 bytes
 .../sphx_glr_plot_auto_repair_thumb.png       |   Bin 54717 -> 53254 bytes
 .../sphx_glr_plot_autoreject_workflow_001.png |   Bin 155565 -> 176583 bytes
 .../sphx_glr_plot_autoreject_workflow_002.png |   Bin 226608 -> 226608 bytes
 .../sphx_glr_plot_autoreject_workflow_003.png |   Bin 18124 -> 18124 bytes
 .../sphx_glr_plot_autoreject_workflow_004.png |   Bin 206267 -> 206267 bytes
 .../sphx_glr_plot_autoreject_workflow_005.png |   Bin 19229 -> 19229 bytes
 .../sphx_glr_plot_autoreject_workflow_006.png |   Bin 41903 -> 43156 bytes
 .../sphx_glr_plot_autoreject_workflow_007.png |   Bin 100136 -> 106736 bytes
 .../sphx_glr_plot_autoreject_workflow_008.png |   Bin 188912 -> 188912 bytes
 .../sphx_glr_plot_autoreject_workflow_009.png |   Bin 18747 -> 18747 bytes
 .../sphx_glr_plot_autoreject_workflow_010.png |   Bin 82879 -> 82879 bytes
 .../sphx_glr_plot_channel_thresholds_001.png  |   Bin 21028 -> 21028 bytes
 ...hx_glr_plot_estimate_global_reject_001.png |   Bin 168877 -> 187568 bytes
 ..._glr_plot_estimate_global_reject_thumb.png |   Bin 69632 -> 76193 bytes
 .../sphx_glr_plot_global_reject_001.png       |   Bin 46357 -> 46357 bytes
 dev/_images/sphx_glr_plot_ransac_001.png      |   Bin 158732 -> 156446 bytes
 dev/_images/sphx_glr_plot_ransac_002.png      |   Bin 40032 -> 40032 bytes
 dev/_images/sphx_glr_plot_ransac_thumb.png    |   Bin 54569 -> 53106 bytes
 ...sphx_glr_plot_visualize_bad_epochs_001.png |   Bin 44741 -> 44741 bytes
 ...sphx_glr_plot_visualize_bad_epochs_002.png |   Bin 435894 -> 435894 bytes
 ...sphx_glr_plot_visualize_bad_epochs_003.png |   Bin 428127 -> 428127 bytes
 ...sphx_glr_plot_visualize_bad_epochs_004.png |   Bin 22078 -> 21979 bytes
 ...sphx_glr_plot_visualize_bad_epochs_005.png |   Bin 131750 -> 109547 bytes
 ...sphx_glr_plot_visualize_bad_epochs_006.png |   Bin 125422 -> 103806 bytes
 dev/_modules/autoreject/autoreject.html       |    44 +-
 dev/_modules/autoreject/ransac.html           |    44 +-
 dev/_modules/autoreject/utils.html            |    44 +-
 dev/_modules/index.html                       |    44 +-
 dev/_static/scripts/pydata-sphinx-theme.js    |     2 +-
 .../scripts/pydata-sphinx-theme.js.map        |     2 +-
 dev/_static/styles/pydata-sphinx-theme.css    |     2 +-
 .../styles/pydata-sphinx-theme.css.map        |     2 +-
 dev/_static/webpack-macros.html               |    18 +-
 dev/api.html                                  |    48 +-
 dev/auto_examples/index.html                  |    47 +-
 dev/auto_examples/plot_auto_repair.html       |  1654 +-
 .../plot_autoreject_workflow.html             |  1716 +-
 .../plot_channel_thresholds.html              |   479 +-
 .../plot_estimate_global_reject.html          |    68 +-
 dev/auto_examples/plot_global_reject.html     |    69 +-
 dev/auto_examples/plot_ransac.html            |   349 +-
 .../plot_visualize_bad_epochs.html            | 15047 ++++++----------
 dev/auto_examples/sg_execution_times.html     |   109 +-
 dev/explanation.html                          |    45 +-
 dev/faq.html                                  |    45 +-
 dev/generated/autoreject.AutoReject.html      |    60 +-
 dev/generated/autoreject.Ransac.html          |    50 +-
 dev/generated/autoreject.RejectLog.html       |    56 +-
 .../autoreject.compute_thresholds.html        |    50 +-
 .../autoreject.get_rejection_threshold.html   |    50 +-
 .../autoreject.read_auto_reject.html          |    48 +-
 dev/generated/autoreject.read_reject_log.html |    48 +-
 ...oreject.utils.set_matplotlib_defaults.html |    50 +-
 .../autoreject.validation_curve.html          |    50 +-
 dev/genindex.html                             |    44 +-
 dev/index.html                                |    47 +-
 dev/objects.inv                               |   Bin 1662 -> 1676 bytes
 dev/py-modindex.html                          |    44 +-
 dev/search.html                               |    44 +-
 dev/searchindex.js                            |     2 +-
 dev/sg_execution_times.html                   |   586 +
 dev/whats_new.html                            |    45 +-
 69 files changed, 8516 insertions(+), 12642 deletions(-)
 create mode 100644 dev/sg_execution_times.html

diff --git a/dev/.buildinfo b/dev/.buildinfo
index 13e9d9c..6d4bdc9 100644
--- a/dev/.buildinfo
+++ b/dev/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: be500588654c21b1241230d680a456c6
+config: 1faadc2bb233d0af39db30882010dd11
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
index bafcf6ea2c9e04fc3f90574203870cc84c53f23f..3d266b5b0806f8aab4aa7c592d989d1296fe93b6 100644
GIT binary patch
delta 308
zcmdnr$+V}Fi8sKTnMH&F1h|5#H}VRq@ahIthet*VM7$SeV0gb-Tg8rZbB^vk9_D3%
z)th~-)H#?}02$>@T-?l0fs7X4wZhEnfee$xqe9G&fs8-Jm-v{0hE2ZM<c4b4WR+%H
zd7v@jCl!|RzGG)#0AV?><q%>^qwVB|W?hgClQ%R=Gp0{I)2tZ{v?e?+G}OOEn1KO=
z`A~F}_%bjQ<m8vc7bWHuCnoC^R0eo6GKnxlJOy-Fcw~IHz;q!71`q~nhl4GRDw6|R
jl;nYq4qvGwv3~*3U=RlS8xFQKzL`9+MT2dB6G#XE3)EHf

delta 256
zcmdnf$+W+di8sKTnMH&F1ZH;RZR8bH;XU1v7k<Bu-SLws1H-4y+A4OOOquzcGj#9s
zFiUjgZT7NK=U|osGD@7dxS6woj7HzJ!pv$whGF7SA?8dV<7e?DK4zeKlg~A|p_(^Y
zvDp@6%;dyoX-0?1wavO9vnH<v^0FqMY}S+q8W^4z8tUI7%)kJ`d|<ahh%JrflLcF3
zL3T|xY>{SCPn_(KD5@Rc&B!Fe4Dkfe_VATD68jeb^?@+Z4{)%h@%`k!77eyTO&}ov
Dl$=Zj

diff --git a/dev/_downloads/343ec55e666b7130c35f6a4de928c39a/plot_visualize_bad_epochs.py b/dev/_downloads/343ec55e666b7130c35f6a4de928c39a/plot_visualize_bad_epochs.py
index 4d5f408..6e376e0 100644
--- a/dev/_downloads/343ec55e666b7130c35f6a4de928c39a/plot_visualize_bad_epochs.py
+++ b/dev/_downloads/343ec55e666b7130c35f6a4de928c39a/plot_visualize_bad_epochs.py
@@ -63,7 +63,7 @@
                              consecutive='increasing',
                              min_duration=0.003, verbose=True)
     # Read epochs
-    mne.io.set_eeg_reference(raw)
+    mne.set_eeg_reference(raw)
 
     epoch = mne.Epochs(raw, events, events_id, tmin, tmax, proj=True,
                        baseline=None,
diff --git a/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
index a81506a9711694db94f9fae06879d4dfb6bdbc86..12ff8f444764a0d089a0466d662aec8e43bb9793 100644
GIT binary patch
delta 285
zcmcbzhWX+eX5IjAW)=|!5YP>(-pKpGoOec0b$IquSIZa`28Ni;Tozrto2R=ni8HSV
ztlm5)#-ERQJ&^G(i%p1`E2w(&_nIzw=Ep#hmN`EanV$j~4g1cCG6M~p9C*bO)v(FS
zuQ-5=nf&UCG*eH^<kd0CleMn$fDD{$c~zR}Ue@HlS@PNe-i%Bl%n(Nbtq5lnnDH@A
zo`C^`1;I{*5L+6bPhN0UK^|y(xbIxnjuVOu3?M9qqNZf>{i~`9K!=4ppRX;NDaybA
Y!V)NI3ieIz-zPQM?wSCb{S}Z502tX?F8}}l

delta 296
zcmcb(hWW}GX5IjAW)=|!5IEhDw~_aQId52JUU;98980_k14H~~E{iT+rp)}!lU<p`
znWZ}NHqVUl=VMj_GG1q~2{F$EGQQMw$unmH8I5y(Dl%sS8MXV)i82Gto9uVR6V<%Q
zORhL50F4Qc>GPc-%*Vh0!ir$~A;gx({+P)tVw80PycwB9m?2IBS{JUiC_DO`AOiyk
z%c5v_m^JxVmi*)!S9n0qncR3)n(@`-xmOiHZkl}Hsx(vioXHdBNN6LQ2y|t*^ZDAM
XnW78~AS{7mV)0~!Yuap1S3rUQ?QU1P

diff --git a/dev/_downloads/9d3e69826a86abb695c16aa2b83fb4a2/plot_visualize_bad_epochs.ipynb b/dev/_downloads/9d3e69826a86abb695c16aa2b83fb4a2/plot_visualize_bad_epochs.ipynb
index 466161d..06a0a22 100644
--- a/dev/_downloads/9d3e69826a86abb695c16aa2b83fb4a2/plot_visualize_bad_epochs.ipynb
+++ b/dev/_downloads/9d3e69826a86abb695c16aa2b83fb4a2/plot_visualize_bad_epochs.ipynb
@@ -69,7 +69,7 @@
       },
       "outputs": [],
       "source": [
-        "import mne  # noqa\n\nepochs = list()\nfor run in range(3, 7):\n    run_fname = os.path.join(target_dir, f'sub-{subject_id}', 'ses-meg', 'meg',\n                             f'sub-{subject_id}_ses-meg_task-facerecognition'\n                             '_run-{:02d}_meg.fif'.format(run))\n    raw = mne.io.read_raw_fif(run_fname, preload=True)\n    raw.pick_types(eeg=True, meg=False, stim=True)  # less memory + computation\n    raw.filter(1., 40., l_trans_bandwidth=0.5, n_jobs=1, verbose='INFO')\n\n    raw.set_channel_types({'EEG061': 'eog', 'EEG062': 'eog',\n                           'EEG063': 'ecg', 'EEG064': 'misc'})\n    raw.rename_channels({'EEG061': 'EOG061', 'EEG062': 'EOG062',\n                         'EEG063': 'ECG063', 'EEG064': 'MISC'})\n\n    events = mne.find_events(raw, stim_channel='STI101',\n                             consecutive='increasing',\n                             min_duration=0.003, verbose=True)\n    # Read epochs\n    mne.io.set_eeg_reference(raw)\n\n    epoch = mne.Epochs(raw, events, events_id, tmin, tmax, proj=True,\n                       baseline=None,\n                       preload=False, reject=None, decim=4)\n    epochs.append(epoch)\n\n    # Same `dev_head_t` for all runs so that we can concatenate them.\n    epoch.info['dev_head_t'] = epochs[0].info['dev_head_t']\n\n\nepochs = mne.epochs.concatenate_epochs(epochs)"
+        "import mne  # noqa\n\nepochs = list()\nfor run in range(3, 7):\n    run_fname = os.path.join(target_dir, f'sub-{subject_id}', 'ses-meg', 'meg',\n                             f'sub-{subject_id}_ses-meg_task-facerecognition'\n                             '_run-{:02d}_meg.fif'.format(run))\n    raw = mne.io.read_raw_fif(run_fname, preload=True)\n    raw.pick_types(eeg=True, meg=False, stim=True)  # less memory + computation\n    raw.filter(1., 40., l_trans_bandwidth=0.5, n_jobs=1, verbose='INFO')\n\n    raw.set_channel_types({'EEG061': 'eog', 'EEG062': 'eog',\n                           'EEG063': 'ecg', 'EEG064': 'misc'})\n    raw.rename_channels({'EEG061': 'EOG061', 'EEG062': 'EOG062',\n                         'EEG063': 'ECG063', 'EEG064': 'MISC'})\n\n    events = mne.find_events(raw, stim_channel='STI101',\n                             consecutive='increasing',\n                             min_duration=0.003, verbose=True)\n    # Read epochs\n    mne.set_eeg_reference(raw)\n\n    epoch = mne.Epochs(raw, events, events_id, tmin, tmax, proj=True,\n                       baseline=None,\n                       preload=False, reject=None, decim=4)\n    epochs.append(epoch)\n\n    # Same `dev_head_t` for all runs so that we can concatenate them.\n    epoch.info['dev_head_t'] = epochs[0].info['dev_head_t']\n\n\nepochs = mne.epochs.concatenate_epochs(epochs)"
       ]
     },
     {
diff --git a/dev/_images/sphx_glr_plot_auto_repair_001.png b/dev/_images/sphx_glr_plot_auto_repair_001.png
index 1f8a45d0e5a166c4935904943b2ae095116b944d..5005a948e672bb0bb3b6c519c6367f91dfd587c5 100644
GIT binary patch
literal 156607
zcmbrlg;!P4);>&$beD9aba$tylyrA@cSwV@3P^`^H%PZMNJ+<`yE}f1d++!D1K%EF
z55_s1vG<BOpZUyZ&K033FN2Cihy(=%g(~}A@-q|^jK<5201v)tGfQ3sfB0OaG+dPJ
z&0O3KolK$R3|$;->|JaujmX_hot!Q0?Kqfunb{f1EnHk2ocUQ;Z2#{E%=S*^Eadl3
zJ>VgT4(~Ocp`g$WUvB6^kpfF7XecOINih|Vw1aeaA6(VDu*{~`U)OOTu&j1ksouVg
zY&|Hpt`PB_b#+yDXWE}vSJ&0`mcf)#g0}qYEk}X4+qyKhaGbV6Mv(-U5Em>8GYr}G
z+ZauAKKjY=?dNgJw$L#HA_W}M|91(67B>iF{qJ%p&PHH-_1`OmR2oy`|9%xkS&8$%
z%ZotD;N9E*UKgy99iJ8dd+iwFe98OYgT}kx!h96_@0A^<1eX~2-%A`l_y6w;9I(zN
zWXLFFKc|wFseRPYAgD1P+Zy3n>9K1dyM7|(bqLt6XwSI0@wo76ZD473JLErVFLSVR
zc)XmYlEpGlbCkAsmlDgCQ3QkPdKbEIn4gmqs9K`tc)jG#;dNnwgp3@!aEyzC!)n+C
zC;W6{e0Fx`z@OfK*npG53yI>0qmBSCXlrP88k{^cl@`lpc$w-N_4anAe|}rr^8Gtz
z=B?`$|LwCOme=G$LQD6@kj@4Bb~#s9F6rF(<M!u_>S}g-ed#Cy$3;JNutwP|FN+fL
zjW~BAJT^A=8vD(gfs5Tq%}N94BpoM2s8nuSBS>F#|K_#(@iJ=1Vv}>zNf$CAGV=MA
zRNiMhHl%b&Zmh64Lg(IeiFY#t5|U7$)3vf9Z%ET-qIS#k@^9CD$6M5rX(Ulm(GEvT
zeelXP6Ump&Enuyxs#^A6u&H+&LZr}WbfCc3_hC~~Qrfxn0vnbr?8|T8dWpxJv>(nt
z;`eR@FDzE%sqsh6qq2gKt7Lks_qEgc2+z0V<nRfLp0Tl5rCjOLr1po9!NEbdd-q1z
zi@s>0rn5nYh=>TWl4*9UsY0r~QjMy>lJeh?jg7o0@UTx$Pf=td8U9b_nVj6*_4nE`
z-G^>9R@3xH?azLFQE!6U+eNg>6353C&BiiDz%njnlWCbh7Nqo_f;perdG8e!fF0qo
zo`I5y@$`o1>FbZ3kBN-+L|`MLp!689Vh|AxO{?pV++FT39Cm{hYCYWA+A^xrxEa!a
z>Z&yCKDoTKb*7MTbYzPax+2Jxj;16hhYIQx6&Hu$S#rTHDk?gBQZr9qjJ<3zGdDl)
zfJJ9@+ISBG3(H0rO-)PdbTwywzE@K5SyvZT)Xt7Mf!eVfmB(YBRCwm}^i<|iC}ff#
zJ1fiK@9A0?8ImZJ(R8uuVdDMetbXgJ@clsz_mGOZ`q#M{bMK+L%QrlBX>S=AtW_&=
z&jM~1R-R^xAHK4*y;Y%CZQg{1h3!q@vYtPHxX$X*L9sb+eL9`dwnwbfS}H#J6HnD@
zYRjG42v%F*KwDfq@Xwz=J5w5Dqt+FzZd1mYtcHPw#l==NPs2YsUXhnKAN@x2FK8-5
z7kL<OKD770*G}s99m^1+q^B?L=0_L0h>J754HquesvFeaYFP2ZW@BTMnObUcE@*g2
z()W88C2ic?o~u^U+kD)%uytB5*l#<5y?vRNq=!Wqo!`x^=X<G25sbmd$0tLw-`Lpb
z<`3ZD#pLKH(s4Dw6Ploc)k<&y)W{sTH|ZFiZ4AI*w6(RZ|1{6Q^u9X4oSvShq@$B*
zx!p>oWMx%^G6KfX1v&NDpP8NgdUxl=W;@Rb9bQt=Hs4&<)~3fxjAlPKCi1+vuwvL9
z8qxa||10pa_@pE{U|G)|{@wlkG5{M^!~M8Le7d{4L!@&tl?&u?KPE9>)>oMfVA;<N
zF*kpL5-*sH2qX1+Z?jM@r=qGF5f}(_dfHFsE!CAJ79=SlA(7Po)c*Wf(YRM!(nFW&
zL&<Hw%y@QwF6HUj^bf3#$K7s$l%irBRL^FT{<7JlF{TDuSZ+6)h|eMe1A~-_$uFqj
z2@4!B(w0AigIKt@xa%*g3x;y}G>Xj9;vh+;g;ZKt_!bifhkDrqf*PNm&NMhQ)EkM*
zAZck?gdrYI=KrAdK7ksF&3cBh%Hz~XNkxUaxVX4yzRtS$;r9F$Ikha-P$HASdP59t
zWz1zu+udHtvhf>1kII`HNUW5+d`zVVqtWxz<N7xRVa)Ax_Y4n!jUgD~f2tYx_V;@Q
zj$0sQ?l&4d+}v&+Xt?tBFR<=__4l*E<HPw_ncW=?4UN&#Z`bu$|A*X$VdGe#88ZQv
z_J?YyV7&@_?FKvBn&G3R<`D29;ASh;KIWf4XQx5Kf|Q0v@^z=0wzjwAPZ9w)4}Zw|
zR~BI-|MPBqjLCdCYZ^+eYKJxPV~K|_GCzx&Phw(U5KvKZ13XT9@fR4K84s44)eEPs
zC}b1B%JCaLS0R*^*E=4!UVHUJX7&ArjM}@`P9nKl_56c>ROfa4-E}D|Rb{H0vsrfb
z+09F;w?xGj4+qFI$WV=5K=sA7beoHXMZuy@3p)Ira=y#kQe9^Cl4GXl8F}}Vu?YYo
zD^~Y8QeW?SZhCrq>ntr>ATa_hrWxKxd~9}$ylW5$mAHgNZwS8L+rN{Ou^;_$$X-A^
z&3Q}+UteGUn2w!2!E!SH6o3z#&y9od%_=N_xm)i2r~8#>_|>-iBjd$JN87|VY({YE
zx~{lTnf_0nN%z-~Sdq_qdT1TM7y>dgS1?VbV@XGB8<yZZ)_cDe6&6}Fv?l3!A*RdE
zZnc4FlLRo7HwGdzH)f5nPfScK0&Ebyj@h<AA>xi=Gwve~UIq5Ge|jbGwI6bNXRqrr
zA(iHPH7E0ZV%KHax?|1ZWX?RZZecl^XZc@#1yKiZO<7M*KCjjc5X0J+l9fhg*V=sV
zTS^oJx~no~!NZ7>hC)8%y%<lY4R^!6Ht_e!M}87E0+bdImNXa>myZT9ZI*ujNJzjs
zHoraFgevQrD%GqB1%~xaE|t5==hjJw8Q*z(REV~H`0BrLc=+k@UbET+(bLmY=3r=e
z_`)ue&zTk#74^_B6rBvMquzGm_hOjq{tUDM`%m8MMdt;kSs&~R4?&xMmDwZgot>SZ
z(s-*zeAP;(i6V_=N;OGH#{jrP{i`uoXn@J(=Hxt?x2|xU(KN@z#GIh_YNeK4#!Y?m
z=8djhbHTr6cb2-kIw+DpF(M%^P7tl2N_Cs-mz;oe=r!M`glycLLX=9T4`aL)6)`9%
zC`7j_@-lcU7}QFk4CZSsmyK0-NJnOUyjg5pWi2e;f>$h$DTq8u8W~Y?n2%m0-U7I9
zdb-<}m6tc$_!IAQF(I?Dy<Ovbe?@v6OF4~;Bk!bErZsJ~`GavtMNRGO{<!_T2V0>M
zxWi1Dc0cg__ww>ri3{!i?bj<Lh?$8lCYn~UW|%w<s~u=%uuS(eiR5ta-@mtL@N;vk
zcdvsSHmr<-+i$9Ep!yRa9$-W=Obeg1v<SD;oY8J?Z^0)<2d|(+V_uh?akL>?Iy&do
zjxTQgB>bfJTh^Aqy>IUB+=~6vTNAz3TS$2wpt5w4)5N#IDhPtr*KwUzT?CdcDI-JH
zu;O*pwCw?Ie#UPpDf3o!E*$a&-^PURqh6DGWOcuN81c^qoTGncj{AS4>q8zTBV!Z*
z+^C-%=IkCP27oX$9@a0k%uw$vcdx8DxHQT8`U*h_3k#DZTHhMjl{@p&ek)qKTf*hg
z9hly6Yi_#u`*C1wtiQiM3@lb=lk+wf8Ch&a1&dW3VSw`}U)bgTEX1w3dAcAYYm>mu
z?O=h(edo67_@ME+$Fr=Y1a_zPMtLV01lQyj($diW7!B<Gx$*I3*+y~IbtVjd`aRy&
zH9dmI7v$&XcRReTW^`Why=HUWQ>nPDp?e{<UGF}D?Z(%2!6frJf!?33C}?c_=PhA%
zJ1!?DXZk0OqCXFP1idaaG!$*9ZgD03wc!xt_I5k-Cy%{e(gH7`^-L)R6BBBHefwj*
zTs!T~jfTLt$#S}2%^|jfgMaSo0i3aqU@V=$&zH)$V`jKro?Gtj?f`q?$B9GIg#hp|
zxH^~<ycn10KjZ<7?YFI_*Yo4`%k!IIP*z6;j!jnDe9QC%y|H><1D1+Yuz8_A^e!t=
zS$IVGZGX^~K@{)-5~Q&2-@jAsxm>!ZD4!EoKrG#c(NIuq)OGmMN7W`P!i-r70%Bm>
z@$m7<Bv?`{_(Dlu-2_V*uPk-^9GU%lN^lLFK~`24N(N3!bw`-PY<TscW^8K=usY29
zt+C9pe^thBxNVZ%J39es8+=XXv&!TQiRP)cn4p9be!NibizOQa490Wy%j^FjY?GR0
z$NXI_muhBGQa@OnKEUr6?VgW+?=$<|?a~2Xab3*k!+nWMk;*D68;|ZEtvi6bhet)h
z?KqZ5e9V_ih3DjBc)r`O0A%ZG!Tt*^S?s_!I`>=mhsVdCtcEZS4>1LvkyDV<TJ0^s
zVfG#FN<4=Junb9}u>;gfgsenDQHeqU`Gi8oXSQir1OaVea1aJ9y`-Go{YVGO?PyWf
z%*?D|-Xa#v-Fa&mI>o1_x~8UCrNOf_8*(a4a=R_^JOJpjhh)a2g79td;X*@==eb#i
z@0BJo+G_x_d@DZZsN*Ktx>ZK6&bLOWn3$r;{BFKP6Y*4gU)#|$FudU5IHy#j^=vts
zh^=O!@WY8jS6A1(PBKOCDqwI%6FE|)I!y@xI?2M~Eye%K=zDv6eSiswP6k<>tadK@
zCQy5>;I-eZBUf}-qBk!sXJfl~4`+&GR#viR?K0JuS*9#CyPtz4f^}F6!N(#boZno5
z_BiQ${U!hPE<;7jUqj8<eh4mJdfu&>j=K7`ocd(K-@l(pJvZXf7A*8$HF;kjaZBKS
z|MBDWy8XGen>#Ql=t~Tfu2tRqzW>>h`%2v#_O4AQ$1$O6D7nNs>++`j?iJfu@HZ3;
z!9;Tl?2*XccM~r!ucUdAnRBoE!-m|+-8j>q`{m7}sUkH@Xbsiev0N8Xrl%@KHz#X4
zzL(R>iew`#fY(G3^Cf`b9haG@;O8d{k|Zht0iv(HT>vqY`CaMZgTCN0s8w1{(t<>!
zzfdXnU#;c0>j%I(<G+8OTH8Je;izUj2gKZI$#u4_sc;K8%tp<aFa+R2$LwqpnCFL&
z9|daPx~D?0bOD21Yy7K}H8DT0^+L;D_5+iQ?3n5LVp4%@B4%<IXR<)y8s4#GEtIHd
z@CSpGtZYPKc{!e@rsg`}G#Ktnu1SE>*mAI%n+NLEM{Nij^&p&rfFF5w<`kcq$+GNs
zZ;MGxd=R~{tmZJ9D|KrpI|Nk%@FiZO+9cvFJv|oQSE-Gytw?>pTPeY_KU9?5+-i%S
z+vzg46*S;q0JD)qC8eb!0r-9b>3Voh4&^C`?-3x`GGzbR0*$^v_^r5@-k!+O(eXb+
z`tjpOPGzN{51_4-!oqqWp>ZRyxX^#TOX9iN4t#|ysjB+Jp-Bg9U|nSW3VTBHoDCjJ
z%Sj-h(gB5~r8po2o@99QV-5(>(G_%80h5j3!ToGxl;Z)mQOe8fH{hB%zkW&DEVpR3
zoc0l|M{$f|09coq5}D@{o;jaq@0}RWmgs$<(oW9KA-zVJKY#uN#IOwmU&rAKPl7i`
zUS8fZ<TqGSNjtl82VP<@7Q}{yrM2WVD;=<+>s`n!Hg!xOSJ-jkx6hjR!Jr<gS!0Hn
zIzk(aVRZ1X%IJ8xRUCl=7%b*#=WDX?RQonfACT;W@AUj1T~DW!6)rW%l9+Yrp{o3!
zpSZ7i^kKvN=kEjr)c%k8x^6iy*f!L8oz(xTuUFIYSPMzF+CB-3#Ym5(Usi5Hhz;#t
z!)RD?(=LeFe!4#vvGNW(f8kZ$#9pm>K7d}!kbH}o508w*diU-f$@0y|4<A}~L(raG
z=<wHq(1kswbb@8DHN+84yU|6$0|EkaW4sLvRxw>;-D14gTiO7xlG&&de3(r8T1j)b
zDXQXxNjd=H6$^9o0Xs;u1l*5s2&4NLD(mf*=(mP{QmsQEtuQtK`i(#k%BimYj6fl&
zsrmCQGxJgU==Fa@8(zfS_Xe^F)IL5wl1@(5jX*2t0hq@>y#<`7=Ox9&!p05(+pSfm
z791KH3EV6k7_mmFc0>7y7f9m7IrEm9z?MpZR3fC);AK~hdcrZ+LArzw@|we${m2e0
zv-_*V_4)-nY>7}5OpxD+1C1jqi=55x!Q(}6`I`4Jsh)v9whtt>JuRN+lA@vk<GU^|
zX079WSZ6d_t}7ls8ZGNg1PFw9#q8If9?8?yAat+(H4FQh-QC^w6zg(KAY$kti)+Jt
zM4;H)+v@=i%m5+^3qbl1`GS|sb$yVb!sfaKX~OjjjimC~36N^^hLhPOf`fw*qNS;Z
z&1wi(4FVb;&W8Sz&zeyljAlTLg(_ZN03ZP;=ruZ?S&e4$Ct83T)T2VzI;UWlzow+5
zQ0@IYbUPj97z+n90+Ec2%zji#%77$d$qwH<)3=_0-6Xv6pn9kW=n<_i<GZ^)W+`tu
z8&q=z$v+1hP!e8}gO`M&%6_E{d+87oNF9vvwl)WdQX{E6HTEmQKz}MMDiSN01SGB#
zL{dJ$zXYNfzGY^P0TWR8@Bs<X<eU3@4y&oR%uO3u_BarT(u=ONX0i#ebsOM|86d<U
zQdBoI=Vmz!zlGUn1u13I{ZX?eA0zEI;3`{7cmxE0GM^u|xsy2U7wV(c^?h*x&!?6p
zK!L9~Pn)yZilED|;8E?ano<RFAMekm^+<-7?2h;O;as!D!_nSdMr<uv2_~8}lyL|u
ziijtMW0W@t<l+E#fP4n>>1d!eU;u0eiA@I(B|`Nou4l@Mi`M}+?%#BJSpvJ(OEnl6
zn72$!n;_s*Q&9zhOeX@6pT}^My8h4qol^l{i-fze<GZ&PT;Ewy!`AlqhX7jqp^6pk
z3P!|k*`;vdCsEG-v<5clbqd_XT9pVMlU8u|8o8ig8klixKmb(MyKx9`w5S1-oZ{k0
z)1gF?)8?1QXLB^_Fyk?5td8vGJKX(MFMm}qDXXM}S<!M9$%C+SFjwPUr%*uUyXnO{
ztq3<`m^`w@jV;5?;j*J>AC-{^y>Fsv1~OSuWyR+1vQI$TS|;}cq|m<ZSYwa=tqWe#
zP%q%*C5w`{cf)ljV8|FGB!|(?T)-JdMV=q@4kvft>o<|gbK!iMMol?)<x-%7!NJ4x
z!j6m~V9Oct8d<2RsnLGLC6M_0MVO`Iu&PT*P9``4v?!5TcTX<4EX$!f7on8-@A$Z=
zm>9Gu!$);PLyB=65&<CVjQk#12*D`(n?(Fk7ev62Z$D=Byipq#<Ur)KZ#jkk^5skG
z63wd+QVB<=V@kkuNtlz6gE~8Y$$o2Du(q-a$bZ+D*i@qR_iSrI=SgFqG-ha%ziYT;
z+G@d8eeFUlff^WhEVXRw5^ji|bQ2zqR*nw3+{MMYGNy*E0l=aMARj>KxXqc~+}?U#
zbJ4jUT7>8i`7(X$B>lM5tyycKRFdWdl#tD3?_=ABmag5P35yLtad!^wh}Ab(gkQ}C
z?J3M&yQ$xC7IfETjeCCI&qgd$8`8FKogSRMtsY{AL^71`sCh?r>`?=eqUCDd`cL&R
z2>W-XR9n6H`olmTX<bQOdC!P9gem(8cOK}q87(b>0QTTJK%(_V$jc=)LPCL-T9%TU
zI(TsKgM9Cad-1&1C)c_^ZGOBBHeE~l5pQNm3+}+{xxVj1a}uJ0Wn1*xFI#jPVp=}z
zXTNuL5@D0aP*qhGJRjzmnx2kNPW}UnF6a>aZrXqqN^U4-A$PNF>#Sev+F_o<{P&Wb
zX~=uJDh)=UU>$q#5u+8Clqh&T$8A~9Y&xYU@F=aIT3ZtEV7faXKqI&JVNIaRJ1P0J
z@J?5}3MtRlK@Vdkj24<nT;K4+v9h-I-1=!=SXf9-OB>ox=HDXsWs<m|7{H@0#pGZ2
z;?3?mV2BrjZq2RJeB7xcKyke?ip7ZuHL1%fuUg&14;kODig^?3`3>u@B+#X=72(ug
zgCCs%Hvd^gMbg8AS3&SJm`AdE4J3ZBBo$}YO<I-u?S4X^)w8#&77oiOFBo7-j*XYw
zUhV%oT|SNx3z|qw%C1+rHmU%0MBW@2Hkw;=I>6tI#YG*Euy~ve&<WHMOUcN1r!QY0
zEiIV++&V-=L@XPQ10I>Z&9@l134s8c7LM9*$zfvdd6PMAlq>moz;{!wgH~|+JuEO#
z{5T7tlpC;=mYemjCMG7U$H!xU!KeeS%wL-OxhPrClO5_s5i=^TC@+tB5fS7V?!Ai3
z#m6RRa14Q{$8z;Pn<}c=&47dt9_{?=1svRZ<Utq(Q(lr+KG1IY!TY-bAq7bEqInx}
zr+ThO(D4h=xKBvoXV31xV_<*)6uZ8Y19a*Xke9#z{=Ii_U<DG#;lytwp`kUHAq!6W
ziSv7UJDxk(H@xs@cFyjQo_7S-hr*rd|0$rTVUmh@dGTx4+d!u<YK{q>e`+=@`1G?2
zm1lAFk(8Ktxb=E@2*{m-iA>u6e!DUN{SqkpoSNdKUOU;`5M7dwx*-|8fTj^{PYT`W
z>Gvg9<KK_3Wm#?ODwRod6U5ta2ea3egW13+0qCmL$=P$^7eGlLXY|uz2iOa=DNg{D
zl2%sqmzS3yFtYwHoQR8y&)dEL*afjTf|N=+^$y41!lp(DdBA9+hl?j4FFd-CSnGf0
z05^k4O-EN_&>3iKMFrISg^9`7yz;J7iIVAc7k*r1BmFK2^pCs3s`4~P#AKc_^_RL(
z7oyZ@=V!$oxDSP)ZDIL2#O@Y5N<*G7Fp9G?#Ls9im8M!zklOgdlnf4Pwg0d=p9_v!
zw0=DC5G<TO*;ay6TanP#3S`J}MphJrhAy;b>~E5JfyXe#d<0y1Uj3g*HA8V<WC<D@
zw$PJJVf90NgJsU396FK*$moFwB@OtkY(k+FrOJetJUbqzcCT4*d~T<#yd$0eYebko
zyrZHiqXYAMk=Q2pJ0rpi?85g3<~fMZ<qjF8vY|E%N~9OZ`@i;)D=Kf4)sYQ=yG+qC
zG5P!8C#KdEr^@{K(O;0_Q9w{qg5yKwL|a&K8(LHPFj5#K%HGLE{Uwwty~Se;feZ@l
zZI&t?OMMM3NJ~=w^-iQ#IZ%2)K2CsOH|zIjMBIe9I7jF(H5Vi}b~{29fx_9+*D7!V
zEM1~Hu~*k8oO~m1@k)h57f`LZwtP#f&@v*&-CAx$38D&#WAY1+29cBi;$sIGb$;fx
zGg0hfzqDISh>~+U<5_~CoeRqrpZ=8&7gdMeN1e)7a;0PU<9L&lbgg)Ae>_WuA+=@G
zr5c?bZI8=Z>?~j-=fkyb>~)h6aw3*Zt$lXUTZtW23+o}af`{cI{_+z9PE(rxCi9ma
zkOP&mwMM0!>T!1DG-UKI)nx8!`VsYxaG$#oY(^0{`BAAJ`?C8bTMwvdc}ZKvV%rRH
zK11H4MCZQI_a$M!953$8a1XUt05o-qUOGkmIER5z^sqGF>@2U4INE|S52|pFUXiOd
zeRb~53Yl*?yIdi#ZzCWwbvYVW3u3@(VUQyxugb!#QXTrG!B9^5eL5!+wQzV#ufiKb
z#6?fsCFP*V3VEc%Dn#p|FhR56n7|07M$s!tR6F7oF>$w0FnD*t6t&xILCl3aMMx-}
z5iyqWWA${k{i6Nm`GGc^s<(lI9^TeajO9WN@GTcfV97g5ZB=%guKP%EfeTR_w{g!9
z4o|u_%sf=8Raqgjp}eD0beJWGk_caP-5f=kJL!p`2qxmQ&}ek9N9X*u$9F8VI`jfm
zsMd^yUKhNTu0ZZfGLbyoULAZb`}&E8(lW;OhlY0v!rBD_x0bGMbZo3brm(cDEgyX<
zs?4(?)E{^<;)$SB?fX~df2akwpoX>aCV5YDW^lPuXrCF9kZb3$R~&&UOd<gz9ybQz
zkzr=D@nltc%XY!)vu+(@{cPNpCAsQsI3Hv9{wK)W_<heJKhy^8HmZiwxU>{Xzp5jX
zB3JyGJ$QEdtD5mMREB-O++p25(Mj?yDsi?{m&PSD!ZMmaGbF2nuS_u93LiI;W3#D{
zXLeV2G7=M|rKF_n-E)0|JKVSJ8)3S&ZR>l{y5r6SW-!eSiCnpV2dZ%5-pZ)BOZR6n
z2s$-`5FxGr%A<gl<ky9Lhw^jT&Pkej5VGNCksdXxXbp@!b5g@mtE%|dqc}wVz^15o
z9IL{Gpu`pTIW<Pnoj`aRw(|Rpveu%grzT%wC~=MiEqm6A4yP3fsk`Mq8gXp^2{OnL
zYz1bbC&dgv(aEr3!MmC0(CE*?R~h`^5`CAF!!28pzpST5KFWTtWpl357EbRE{Z}39
z=(nTnBg0-Q-VQB53>1&eRw^RMLbFCQmnx+Xw@mSS;ISgD@mcrCaX~%)VY?j$kKCNj
z&Yf)(G}MV+Plyy!GFKP5RQ*F}hJJ66oisaVe64T2R!Ony=kR(Sfy)z0q%eB=ii@ak
zA#A9ukQ4DCjh8Tq8rGHR7n-It0;lWM3Ha4WL7YzAX#=sO%s|%zL9pL0rhI>d#WZ9_
zdd+qBTXK#n9cpn+>3;76Z!DmQL{AiNXyiG^P1NRw6mZvA{A&-N3WGYaTph7-+#;vq
z(9DzsVT+k-QMneSU~+)t?)0Igs#;b1en}n%y%~$h)V<_*+D>31G(u&ezNY;IA6`2B
zqlO38=HJIZGdSat<d*0{E_JxptlKTG5K0|+R#7tDhx<z>cMB^jM7G@S=&Kn)3Gc47
z<L?jB4onUlT`l4IjkV>&Hf!NrzpZI<*?)JjUEiBtnS1yjNaU|&*5TSt_~|GGr67I8
zs_q0y0OhBAJ$|eg`-Oh7UkbGb+=2s}y2Jj#x(A(Bv;qgE-SV}w@BKG9Hbj%|t)s5H
znQY>?y+pTCHs5R-Rj{N?Hw9^;H;(U4EmY|HthMfWqh|;ZlF;6jcGANN7tcg8yf>CC
zIis0k4I*DMDR!>GkSFRiBl`ufKP8VV?7iG$e!Nh4pqgCs98I0}zANP2wUC7;$`Sm9
z)Jjg#(rjLpg`1Ozs-=YmIW_gKF(gJ`S-hA()YPfChU~Ce?*?FGyGY^@0{ZDNTpzPp
zQC-cK0>?t_wdx>IUuBXqy}RzpfH8UHXjJ0NZ~m1_s%$kAz`|<iTN%uJErQnJXRXJe
zUt-lTymIa@1wW{BIlO$Yztumw`4A3gxAaJ~Ku?H4i2^NY#nqBD6-%EQNiwZv6dlN?
z1V3n7ne#qcI#7v?6b1gLZZBGzT{v>mDK0&|@_B1~V~`|2m+DVAg+>e!eUXjtv5I7A
zW*2k!`dZ#W(ABUi{0=i1)m|_O2T;_6_bVZ;;}TGfOLkLMT!-1yR*p?NheslFMP+3)
zK+*?wNKpNWNBA<R7duX%C1ra(cf#aqzT#GxM(rt;*w2GtcmXXNvQbOrBG<M2W|nL+
zG5Uo-Ovt>{$O*GwW=>r~@$Han0X@Gk-jn56=(w$<drXWeg_#5~LacACOx%y(@vPws
z_H7&I*UUj@hp!kFus&5oBkLaoQa}1Q@L!lr6L`?!<8AL*I9L`s7T?lp_m|t?#&}V6
znNhQheX<pk`ql`85y+q8IIBJpSA*>QfIzK$)A<CI(2;w*eYu<9N|9wbsA)d<Od#t<
ze1VOftVOIYLqWJYg|Ff2>I(PzH7G2^>fONQR()SZijq`T3ltE{vCLhFpceciTqfbn
zONl-4gY?ADy^l7R>C>g(_08+7qN=nwKZdt&)7n5x%$ECw#vJ|L7vZ_EHHGNY_DN?J
zod@k&Y$5Lk!P7>^`N`y-C$}>)y{NN>_A72zhWpQI#vi@E1<M5FhQwgP2!;urhx`(Q
zLTze}*G0R4HS>P;Lvgo|?2<M*0{w5Y2bn9?%IVBGfpNB!e#rdJ<Ml*f)Sk<4WjzB>
z__=iBneU1F7D(HGlsV1NigxsS9VP7%o>XZDmoT<maO{2wQv}9$^hn|rHDc@>{`9*8
zg@UZC@%#S_8_O5#Ck`j#bm#LE%TtWn{iPf3Hg7+>kOAkw)_Y+>4_sqkqeeC#n1+kY
zFC$i)^{dc6-*~?XPz5PYP+L>h5{{x+kib)XLZ?Sek*M8Qfw?qP&sR|SL!nFk#okDe
z(v6ss{ik#@vh6V3V&?!aEWDD)x*e1b#iT>XFx+%@AF&cX1SKOhuJ#Y1J|lMf<&i*2
z2mdsa#*6-Ob93Rwqea0-oIG3B+33nM6Aw}3;U@o;e_k}S62{^757RYRZ5C(XF^k?k
ztS`IhkF~1wX*Zy)yvuKeHINR^rh_XS2jw{}6zeeFeRZ0xoT^E6E}n{db+%VBr}?=n
zvwLgR9u3G>4wsSBI8)Q-58;R{RZD>~YUdp%Q2Al^XSc$*YxF;*VQ*keUVmngm6YKz
za4N(!r7fmLK&g;oYC^PBQA(<yvoJt8dc@mUlwPFyQ7Dsoy3~j*n}j&47fs+qLuo9~
zm)80ZOFBp^s9q3P_g2rQYBK&Yg^{cdB4T~+ap)%C)!Mdns#r4ZA(%l*yw(=-Qq|2u
zq?kulcgz_#H8)&t!CVNB=ar^ei;V7vkOg?|(^?rp#uH5@Sa1Jw@BbDz8du$dpeR7e
zhOpjIYVKp?(;}yHFq3B1l~groL<0hqHU8~ovn5=LXWl87Yd*Tqd_NL}8Y*_j*5VEp
zd3?eprBI|ejkV-qZ_G@;%rpHX?y!=Nv=NkFu<fQv@C&Ku2wKtbZ$JbT92PS<Pk)lw
zdjx7hQP+5uhzzeZm}2@4%?-*PGuxDyS})eJ1sIPGGYRI3j*4=)DoaeLt?yi%XoTS_
zN3l>}6b506w;qt)6^)wv_Z)aZqt4;2m>^=D=^R60N`bhyfNqTE0v=<MenhqbnfwYh
zbu-DFNf$OjFtfG4GKK4cm?24g1c9>~4<cg+CJ(XiGARfu(B$`b*=is&z`=>38pO#K
zPtwq@@84(H?CQo|@b7XSzkLuf*Bc<A3jOw3HQL8P`{TB|Y@vfkKoIj5X+!Z3mPDkY
zY4_X%;hnT;6+K&P5=ybN4?GU)Dp`9XaF<f<lto;HX>LBs_{86>$r0b2w^i^9)=%<H
z)J$9T+Snoa8n6<031t=k?hEYif6YmFkvGTNg*}n@V;wCv%W)mYXXY`G!AZ3FQphjc
z!U{d_!SRYLq&$xdZxs<iw2ZeIKnO7%kfq0IqEaN(P!ZpAzJiV;CLUnwE?6s>#57?g
zho-GdQS8pHd@WtayJI~aER!%%^s4dIADE!!Agx1JRT=i$7Qt81^qE24DJB}eij?A3
zSf&XR;lCy*dg&yd*8+kUaQ1L*U>si4x_H>6V`{Vt*}An@?5^6qj2thK!j<eQySoD-
z<|KgWMU_(hS!WFsp_SAyv2&@jDS_JL8(DFm7L?$VVd4IuHm+mOrA$(iH*u`^3qOA8
zD6~C0*$b0>BL7+9_Zvx5*d$C#a9awdR(OXRRXucMt7>N;3MER?pOv*xCJ`}lb*Sju
zKX!X&mRLlZ-||DENioM;l1|RmL`4WHc_)7)d9p8I&g$YyXwcBxP+=J93su%)$=}Wd
z6^n|iQm&=y^y9h1UwwXUm4s&b83xsStdrjp>nhH`o-9O5?(t+!CG(Ql&Y8FR!&eR)
z-stX%i$o=DG>j`?M#7|D>pif?`M%Hu?>IaUe8|Mo5YHMK>wZHNThC5r{vHKt{$=X%
zuaPw;@HDf6q+Z8_OI|Q_ad|v+E6oxQ>hDHHD-$ohm>Ch^U0s+D=KcORl!wSrGdQJd
zefstrxy~Xm<P$8BnSDZEN6e^rd6OR=eEia!u?giS^Gw{EJk6c)SjrZAX(S*T4I&t0
zV!m$O_&;{6jZgnzk$XUhgdT%4wl=?5TAHQcE%ErWlya?89gu%q4J;;m_*qH_M+zOy
zEO?9ysrVo<y(8)#fs}s(tH^UoSs_};|Ew4uni%Zo%$?950~gHrL`B16zUtJ}(m#Re
z+X>xLV2Q?#)XGxHiM!b-At9D0uAdMh<VOva@Mz#g6pKuaxc?6^xxqf$@vn-#?oteK
zuwD=YA3R`f5B1McOpYi}qc`z8PS*xR(>O98lZOjS)$C8SLX7(l-IUeUWkAyVpBBtn
zB}NS-naW}V)so}pLHD{lyP7#x0u&%+e^b`$OZIOc&cx$HthOq_CTm60>`*AG({p^K
zsItEm$Mz}b^erZOl!q3tqio>>g=b1&Dh$D)X(3^1VCdkj+@y$jBBDms_l_}<qe@#@
zH`2&Z8k4EZS8@xnXIVn3>R6zO?D`Eduw|C|Y`Kzq&N|%2M~PHM)jitN5~k4}+@Hb5
z;}|Y{bE~HT7z8tUxzz#_-)FKGzJ-myiCdJ9OC3$3vg5s56e{x@A|Vd^UF>T2Ddfl)
zG!=sG0WHl|(9od{oYVoXA*OMf!HAmriT5UU*_Y_-%BeTO|0Jx}zo4)!(ERhYqM<GI
zs=@lA&)1Nfto$DycBN%L<vy3icoao&Ug@8V(nze9##ap&ci_8>4izDxgglSZT4K`&
z&NPa<Av}1Av)7O0#pEKAt+<3l9VXK1abcDa{wQsH?5pE_#D}wrRpAY4mVH?CSG218
zCpXu}Q~%P6t11`m8fLv_OF%uMHjk!}ic*P31#*fAB`dD186!|T(3KA&CY2lSdn};v
z)P~#=sOOQVy8J6Z>EiY#*c<e65pZ^RC6il5Z)G*V5oTg<5gG4_VXh<S)r(%zU%7Dj
zK0#7mUjBbu403VI;X{!mh0(|0CP!ya$E~k|+`DX0rSbymzPIYdB$qf`D(u&f_ZGa#
zYI!@WR;8V5ooO7@cy&lys3>c@HL!@|Vx<+4W96ujtzCJ}5P6qgW>Ve-sWoZDVnM|t
zTK`m}Aw0xl)564eI;Ns%V=^0jn7zz7EN&FK1i?dxeP!pXEoKB=g%VJERj{HZ(r1@J
z^Mp_?uj?W0557~V(>u;?m=6QF%f^h&W*jq}{ym8v!ltt}mbg*1RPs_^TpRT@?U5L5
z4TZ}K3F4?-XkI%I>%1!z+F3=D!(7yTP1Pu{j?G&Bp&$Dw)_J&73MC=fR*k)wpUCNl
zLP;&(QKbhbQ%;M3@%lJkEt+`oxGyOFQ%OgG#^A^Am+C5tJB%+`S?X|1>c~OkTv`3*
z?Duuc)2ri?#zscr4Eyuyx$mjn)wMWVD5R0pvJY;DKP7K=Z&$F8XI${rR+qc5I1>p>
z-k89#w7iRd%N1e(^>%a?qa*wHi11C7FbpE%8YWKL0qvk_r~_<5l+Jqo(OHqAeLukt
zEP|vgo6)wLVo}^<79V0PoCQ5H8c9?i&{vXL^tH7d_}5i%G`LeyC&iGd1N18T*BmZB
z=tmXZTM+YLLg`A8y1ss_s5Q;w{FE|}ldg*}&e_}k_oz%%iez+yR>s5C7FufvnmFFL
za*QC*(3XGxf}WQ^VQRvk`fhQlu{)J9vCBYo(}mtoLnwI3j*gr>02DGn0eE+%-8s?l
zRfsYsXfk(6`4wkzVa0S6q--lDt#3!fk?|%%_B$1Vvh`f%4+R|?oFRAh(|LCR#LuYb
zTNcd42@$9Dv}^HVg(lQR@4g3pK&^GKXRmz-3~n#mTWyD;$o91-@={=$k9bs)BasJf
zZa8>3se-8YafXG2AK3Cr;U+i-cA|*pj;i>GW8`1W2;!b&l4b-c=6$}5x$J~kM*8Ct
z!&FCYIP&DRLaTtHfZvnF*DFZmCm7M<28sa~%u<Qze*rdEooTlmb}R26+*)D>=K?r9
zFg6;M)Dt0yh~005aL%vvEz&&Vug!H0*DMBy&}ib-cDP3nC&N(Qbe(MuMa0I6Y~lsK
z1@$7+NX6_)3l&1{rBjhUc<Qq-O!KPU@@qr{1ah_9Zr$CDrV78!u}qt_W>?KchbzS?
z`l25-B~d=(3QYs|11308qzmCHMq<UKYmuppQH_Q0gN%x16uawQ!PMSE#)3G?AIZm?
zt>fVcw$S@q+i|8F7{*z2K)-U-!EvmB6~?r`524JkA|b7Q=q9>Cy|)dh2bI+y7Opb!
z;WBCX(hSrHZ$rgA$;DrBapg6_pdpcJ!vD&*?0#tFHBKE?`u!ayZGesUj*gqJ8Trfa
zY@Gcp<id0xk;L6t2+Bukl1dWDmam+x<)xhbafZb9IFRsk?XDsOr<4=7T$Dl6_n$xS
zL1(RZ^G774)=;2aTHrS<jO;~C_q^_p$64M$#$LznAc@#^03Fz{Sx6`weLNy`xjAT1
zWyOg`U&BN)*y2*RP$8+CriF`!2+-YFmxA8dJ}pqSgpD@LE$$69mU&s&ex9gC)~39?
z0(IL=tU9Lx1Fq&-h=EzofeymPAzJ99MZ4K0Z*Zfzo5*JTeIhOQwWvi?6Xm)O{X2x5
zSVy073y(zh!i|-uzmpRU8=RbzTARO0oZJ<(YWf!O`!_!*!visi;P2-`5eOrc%VraA
z_d1lKy80TTU8Hk9!)TUcR|q*=N|zNe_G@x&)SL1LRQFmDyJrdR&ni|rh69aVknvyN
z17zUqkkmJzY6130p~I&<RDROtF-+&(>>)jQ_rB&8GC3dL&lSJ>=zsq-dL#23v~qx6
z#$6?F81;DnmXHLMyz`LbIktcF{wt4p`m`Zk8F`r4gd=ew|M$re8hk}X(mt7?&$s74
zAiVxI!d2OFPeS`@)6QdcO;C$I?yS9*ZA|zsO8OI4p%`;aaV}UXeINGlxW-R@N=}JT
zu~P47{&sn{{ZnRDgyYR@24&Cah@NvPHQb$Qsw18Bmq}<bin17{onDS{6=I+t<gWx?
zKF~FrbnYF#-4>G5#$){PVVeH-+))NWg`455QzveIP`p$YlKQknY%m3}t2VQAu{fi5
z=!fHxvf;VUs^-pNSq`OgTEvtS$mug?*81u<22Gs%dNt}zWI1^+L#1K~CVZ}Yic<D{
zZ4^zx<Sqg_dO>AnTyk=9?vx5BL|bqYs-){U<c?n}js6l(W&C%AiyGqv2SWjOT=7UY
zei5n#sboKDD``CI?I-YGnNH>mW2X8+ecJ9V?K~PT%83Q{6SnEN>QY5T%X9k&eOe6d
z$oVLPY7fefcrBeTTOBh^-ZWe{+P;PNdC-gGJV;1nOnLmR1k?5Og58wy;=YAwv#W%J
zEA&h;CL@%qU#t;44$OR>{n{Jk<c`!hH(!GzJ6P<(`^&H8?dh)Tu>>-Aegqf)<`?vX
zmeV&u|NK$rsu~M0Zi}I6N0Lv=r61q*@Nv#-ui%o#v^n69j#J3g9!3!$wz=+HZv|lR
z=E7$)jasPo2^(PC4L|m8ugY_1X_bI_r}T#pA6TxoHbDDf^u@)+@=>Tb`hUzO;^KHa
zI^<QBP@#_vH&LdIX3P*o8sUrfmBG|T90p!g`#?t~OZre@u!RnD=QIx!ZE+@<`x1A&
z_R(E>qTi%=zyz7}r%H0wO-OFhM!kP`sk$kr7aje8*u|@m8!g`~DWN1A(<SsFzT@@t
z2m-ABm}7sC!Wy(b#x{nci(auAW^!T5Ew=?xe#l}T7E}F;gN!(0Smb~vjKXi-$&Z`9
zxZq?VG6C~ZTQ8D<v1NB<y0<Zqvh^MmT0H^-CvfxEfFYPT2QCDiaCr?i8r@OMrI+E}
zi3QIDm-3MBT8(e01*pYtxP6Ip^fI|hoQWeN3=zKXz;wlpL2cEm_=N6;l{%8&gD%kf
zQazeCkw4SPM@=5>gC!a-<nnPE+7_LZ>*%+zQ=J*JSv@2gqZ1a+7!g2oI1f6;Cc+(T
z<Gg9V_gibP7=s-8zubv&b?v*^B*evL#|ivyzOy(YCBp47E6W%=ZvPy&xe${BpAkZz
zlw*G-VZ`K<=N4DVZ#|zH1=68PCQt`rQ)0&Y!C`R<I=%bbNnQ~8<G5a!+;%eWD26nK
z!x8ECK{UDSROYqh<Q4OcLHY-nlDT)c4)V1ff4?WKMOkb8UD@!*U8$7_&+o{h$DQwT
zDW%%Zl6%+1MP01wE31oGe?@YczScdla6W!KY?iAQy=-N4s{ZjUyA<o&p4h|QX&)x<
zIASzOB1rbQFLjY+)mQe*X|@qDEn99P>D<#DT%0>WaQw?6Y0U2NEZi2<b^BR<C#F7M
zE9{k`CSSnoH9h$;;vu8Dp<WB$zNyAIkYx~!CQGgF;%a#Mvrv)IEsz;<x)f&lJ#nsS
z;|@W%sqB~P!cS|WUHyfwcOL_&J}R7<uYGULh(5*;S+^$)gEM(HN9}Wb{MYV4(|x_g
z{iFSM<zz`8s#4bhx35<}0BZZs=^u)<WixBL=eux-Q<F}akyu@S(bk5Zx_Vf9`!nW(
zLSskq+kP+Bryupdll#P!Ss68hXgTn$7?W*Qa*N)Ht7?RB7ew`arL8TlU|EWgA(|`~
zb-Ex5Yoo?(n&=yAFK~R`i4fc`@8vEZ7%Ta;+!ux%*+@<E3X;s$|LCD0HGe)gxqr!<
zKAKDWS!BtPKOKdbHx6_dz@w8cE-WeSK>sIo2aY8M4Q=DO$#Kjb*4+t?Ce795;WYKS
zeABX~;d_TsCQU2S93DlFs=mk`ReNaq%eKhm#?vhFiUi4m&*1l)B{w3}Te*p~cyco{
zsKf@2@K*BpaX!bXBgO)8l`0MqTvu6mi2s6Xp)(p!*RJ?qOUE>KzL<07;|oVu?uqjv
zvra1($)HYytn%`s;7bW7zSQ9O{%BG0>UpJYTnN8AWkw&oPA9ZQgPHN2+ne%JY|*7I
zLP~E%KC7yJ1+k>0ug0rcRP)z2SFnb;??<=sFu!seQs4bJHYVaB3wW<jRWq6{JK7}`
zjQWAL2ORhM{lR-iF<rg@p;Vqcn4FtCak@mE0cIcP<vfsXmst(wn>TY-sok6F*CPwz
z3h$*8PVTg5dP2@JlL}x@29UiqtH_fkCUYCNI;)18sNZNN?q+Jd?@OU1++R$4^q?NK
zqHBJR4^;?`KWV~5Nydux@}flDojzzaeq}0R5`VJ!30|KgJuQt`Wk_Y!O3VB06qe0m
z6atbYmtfP!{^=j@#IHLqL<?Ymw)@h~UbSSv%K6Gp2>QMJHbvM~vA9mB(vG@KkK>F9
zifPloZ}3@V@B7(2h*S0mgG<^}eQjOw%Co4`CL(TF?nxzjNr~fO9VAgDchI$HXd>t(
z;PAXj|G{`}h0#3BDo@h~dbj^kTn~!Uxj%Q)OB0C^g-pPXfkLERL&Liq7k=FeQ+VDv
z&;eJdLQjk)lWL^8w(-)}o8EQkcE0#pAujP}m$LiA*VQ1$h&@6=-s9qZU}W#xE9gAO
z9R`bGWW$jmo9%i7v(LICeJg*%Bfq{f*q*0!D`zs=n0o)@acK}p`I!9N!|ReCv`&kX
zBNE#OxlsI}Cg&OxvKTh2++1{FpkT76e~+l{$aTi2bTUJ7axjZPA#n@uVW&O$_b~#Z
z1ayan=VBpir9+(v?>(tF7Zb_rQLRd9S^hkyQdg5sekJALltCw*k%+V*XGgdmqqmFU
zk6j!S2MdATXPm<V_(~$XPE%rh7Rr;3X<V3S@-n+$8zA9?VfAeUs=7jnr|Q`(16}t0
z74Pln>Tlvp@ub_9)O(ec2)p2APRaT~>-9o^V&2zAx6zOtwE8?*!j2k3D)i^yU!V1O
zN$Wm1jvp}|Mg(rX6Au~1#K)J>(<6m_jdpNY{+5_3vV&g^^wNQID`c$(0>kb0@FAvh
zN<W`Zww*PvJMDZv`7vtNcX^-Vh{rjS|8N!Yd)*;Z!2}75<$;MyQkAzk5Z(Le%XVkc
z_{1{6*yskED9Dfi*JenYBmEjv#im=&w4iD#@&qANh&T98$$H^}Ds*+nY+Qt~@3&V}
zXX*4h=5i9(GbG`*0;>_5#0LmAOGk&zceAnMekUf%4udqu5TAAD4a`Yx5`A+fjRL|$
zA)IJwNCdXV=4NB6I)>JV(~UsinPA$Xgnm>))Z*VCrc~L>dk_#Nvld!jZ-1YVb1klM
zkd&9wuOyPO!77$!xN0=~2MMKEl&AOeO3IWZkj#)Rwd5mprx5Nn{FLlQ8rr2({=9{p
z@za|bQLGcRr5JVeT@HUB=xYFSc6WFqHamO)42fnXXxm}4YgpKC#{;J+!8tSBFRn;g
zjQhNDpbhw6VpftGp7-<NY2#eNU+T2G{=QnRP+J?vAl>#_*9W3>1z0khjIolBqg}>z
z>}&awyu5iD>UK1{r5ICRtOz3sF-f7V!qc!LY1M|Z>b6-;AfDqELQ`2#_kBVAxOnrw
zyP4D&E%93CaH^r>f}^%l)nj?vfW65}&1*?lOjyYOQz^`EDU~&7N=HDqs77``mlLnn
z!i2|8s6#Wnkn+w#Q8(fp9mpNGU5+-X=#M++5V!3}t4{olh`&m}is0Lqts&k#$e>{q
zwI18mCp0NTx&Nu~fUEKT6=ez4o8#(}K~MbCo4+(0TE(Yua5?2AYq0}t4{1u`WxAN~
z>3Kp`<)1J~(-YTKDrTvI6(x7y1yEMXV=vnAsFhsqyjtiq;l)|g`Yem`(I&+#mD3Jo
zdpILPI=9n=^W<oV#bYQsb7CF!Q{X%2Zv#4+BiP-U5Pj#T?gj<_&Q}#tMm;oaI%mfd
zjpt_wBK<vu?WlAXdQcPU-7z(K=0l}C|9GEhObUox+XK{W3G+EO%awckIvzZ;l!EkL
zD?IjUe~KX-r$;CfG*C%}IR8c}U6$6>4(b<y(lv#4itk`ECVrp5(@|Ldmc)FD{Fk(h
z@&Q8~;h3n%aJx@vIXh8wUd->)ZK_(Yv{S?#?G0R=@6}0J$(T1quMp`4M#Gi<U9vk>
z!phlE6~iNg-rg3kWhueCA%*W#(`$S9(b>Pk1?W&$SBN<HcbddM&es^cQx2BdKB@W|
z9j$uCn*jsbP&vU_sxMPhQ+BiZ4|^XHjNsSJFSakko@6u>gWXq@(M38E#)MaIWyrGp
zZBRg`{(%rU)HOGILAD{`;X>};XbO+7&l56se2+Fqg;CvM>0ISLjW+tU&&s`c`A++}
zDM9s`nbLI43Z~+^`)Q6e4yfP_z0wo?+6ej%0(Ttn*^%e{Z_*St(_@WSYKfqxbsKWE
zsu8Bw?UkYhYNwVjw`1cW-!QdcGcY+E^zUb>ViXV@=X-Z8`IsiG!-FDPXb^QBxxaI+
z5>C`2DQc@l3J4PGiqYHYavl|utJFJv`l-M61{aY}x>ic_pV7B~AQp6b+@mZE&P~%s
zLDK4y5{(2Usnze!C$gH|!kN$qZ^tN^jIm!AGjdvt6cQFkT%1EfJkOi_2d=;O^%(y7
zWG?Q)TIYs;&mg~OHTdmk45J3<bWHAkrB*|h*flV+dnw5m4SMIYTUuHcCWR@!82a2-
zm_9&$`*T=7EK*(VUwR#LcGO%84%KsM7nPOM&^@{{H}c1eJgqQ7P0i0Fr7i!;b&$ie
zTj(5r4KrAe|5;x@_LrTmn(0)|UrPkv%UH!4SY1yVCndfg?t&rBEya(c)~>wzI+2fG
z8Fdu=Cdwf814ZjQ%Nf1dH2wFy({*(o53o?<He)@)#tH6T>dG%|T4X7aJ}RnKf{#-K
zNNNUOMbOQsOco`Kvn8XsZjquw7)0%~<gAFei6!>*{Koi1ojf>|+N2-EsS3qMcr4$1
zI+<pt<-}1nV!bEwy)oG|a#Pa|M@L!Ttr=aLiMG!E1t&;Kn#P@+G+U5~wSDiATS|E#
z92T42Y0v>VP5Vq?C@+Ka#WjUo77LtLGBGuEZAMKUaqB^?&2CFPfZZ*FaWFfwWh<jJ
z*gw{8)wh3Iwc_+bP5977*E4(@J4QkNuBTarRJ2Ta^54Hd<Ig&wzf`|`=)%C4+)y=c
zHQl%im5A^WWFHlxV~$-c!b0A+_}HlsyxF<$zv(EUL{;t>)@5CoHkv<9M9;OiCtX{v
z`)_@V!bPrxwC)K{Fb^6b8dGLR<ATN-+Ck<5bhUM@Px<a}eo6a*Bj#mG68jtWHcaJJ
zXGEj8gzQO?;V<rt)H?2`^tMd)=5(=aLqV@TO&<$u$<##gUls96@n0TNH2<1C<D#v(
z@W=kKL>$C1GzapmjHG>ROiX@dWo44ruW{@bH>6}^i$6FxuxpPd%jjC`m&$ZHZCP9N
zIwWQmvj25W%kR6Kjq3$YwjYs=!e-_FN_f_LWbLX65}Slmu=PZUmX{DULNGqg{4$><
zwry|l)Buo>+@lYw@6n5ja0P`}%KE+kDwlopUR;*MJ0vbE7vnJK)%nKA-)|m^Qt>`M
zW{w`rIFd#ygU0!hKvzm}E{nmBj$t9WBSHbh8{2hyMTCTLHExjm!Eb-Okrj_`@eaFG
z3EK4keMgz!l+?})qGKj@^<z8Aq9`QBQ<?c3M@>kX8(vXHQ??kIS&`_U_v^H$M-~I;
z%Q!q$6O#qQxuaB%LGj!5h_!(S*K0jNaaQ(fvbJyeN>BIn7=fvMv?sksf;O)qW$$X`
zyeAI|23Lkof0ZT8f<rW*jmE1;21)1(z<4Uq0RdX_ad2^6OP<zX_7DA^Ni-8N#m5!(
zhptBC46*Dy57f&2PvAoph&zod9)F&4r2dU>@f^tIRGD6P{4J~B8Z@HMd|q!__Fkf~
zA;=s*Vem+IuKqkh#!-6@Qyw2z<UxM(|B-Z#ah1JaA8xWHPOcNDCQddc*VNQx+qN~?
zwl&$VlU<W-+qRzl`#<l`tNpq6+3Q|wUDr2^(n9qy+9o%R?URW-vYt+R7-jWvsh-C+
zyKU=_B=n^hyZ39Wrl<yTnM6k}@jBg1c;AAGZ-Yb_K@9Xn4}V-QoY%6>hPe5zZxNcQ
zbV6R*@K{%GzGS7mr|^3a2(N<-^I-=c<qjJ;p0Jk<_VvG+rqR4g+HBHv{hhh2s%O;(
zaismoL^;VBHXWgvR4Uv;j1-NUCQ*ZtR1bA~BYT>7mxdSzvHMxZhqe<e<SrDqxEu0j
zpDJQpIR`5k{d{wso*x+xMNZ7K^#nHN%?1F99!ylbWy{j2KC>*SZo^rB(PQy_`{Lr=
zAHhWW*1B%KKB`MAY3|lpxsflkKH5jr8EiMtcD?h}=l(sasHXq37(D(1M@6~Zks~zU
z2L#N6W|Z}ha8=PP>=xutdRC_cvCh&uUgQ_Y!sXvpt8H7+xQWuB0y*P@-8oKF=mxyk
z_YTAEh1)-&?+UU*?_@9&xP15?;&^?sC+{JQV5djYQs-WV5*?aXy@gp({jK<?s#iEC
zyAR8*1{#zB#^8pkoOD%eRJXM2Wm3K0nG(qx`L&goV*2mQnO#v4l5u-`WXftq$WDvi
z1T{ogK@iL7zQbi5OU8ToS%Y^Cdo3d@gY{$@pnrx&NB;s;slvQJK*63u-yZMw8ZtYr
zY|R4KAvCnjxA$lq{>_?~kAT4)Qtn0pa<PfS>h}l@2K{~lBs8I%dGi#zn?Q(JLu}B$
zDk#@e8BZ^-Pw<_F*abS@;Yed{)yb;3cXc<CAST!DpvM>9m%l`J3qYI&su15b8>(5e
zU@Lmuiux)6vW)$)bgq-~I&LkX!S70b-PC`Dtr|BII?0YeTrv>GQ%G$TO-T+TDZhiy
zh->!3QH-o?`9|q+658#5_2qBwQaypv5AyQ>Ttl@$LaeA=M3GJlB0+U}+6G?{6&ywr
z^OK>s`$fZB(K0!%vRF-&Q~v?|)hnK;Zp^2VYQuM%5#=~fFZdf&U0X}S=<nKn3M$&Y
zzjiPlHyWXM8Gj99x^QZ}5y+cH(v4VE9xBoKP;q!^>+T&K+yIC`Z0uBnD=WYlr5i9U
z5T8>qnvZ_*)^hl^KUr%u5@Upy_*3+JeXY%FgUHm8``qJ!T*zRX^T4+Zm(_qZ(4!XD
zsoT+07!pFFO&9+p`|&#{9g`w7hFZ8C(qdBJg5tKVgthPh!}}@q5HhV%#rqvS$)>X>
zgAr|<e`N)(*JvT1=Kw=Q2}WM}L#7?ZnGIH1=Zh*J3z=P50PYq@+y>p;SqRx|SVqml
zy*arcNAomHHGJ=P>}OO#18PBujv+l~!<pP_k^v~5>hZMT3y##{>89-zPZV%w$zojk
zcI6od=VLm1h`6OYsPXjR-yHBc!yKx=e3wSLkPXm*m*_bB2Q2Rs1eMmHpGA?`axt3U
z@iOtIc3vzE66_4-rE>cRdu#lYvQW8N9A$ZOG-1GsbQT)>xxJkPv?q4bcx2(HD&ggR
zAC}#k`6{WZ4goy>(lPz=#6;CtA`RkTcCS}8N|9Sbj99_;l7ME&fv!Xd)j@VYPiwlT
z#&a}*(1)F{`rJ$k@~hdx;OU1wm-pL?9M<1^M7lpYNBQt+{Qq9suWzEiJ$Wb`6Lcnc
zeGwO%zQ`5ucqsFH?K&8Gbw8V$W98z`tdvEdOCAvg7<B;fmb!Cafh%)^$<^E7=VgLZ
z*gIX0pyCEmlR#SO;rAH#@t;l}%OzHTB!_TW8h1DiQ2wfrvL)q@(_T?pd)JJPpX7dy
zU^}Xw18VC-0pH=i=UPqe<<>L|4I<(IWXf7o%(=RK%xdpX<JDU!jTJrIPlUknlf1ms
zb1=e+7wSC(O88@fMRnD#Gt4+w4+m_YOup0R$dTcYHS3E@^*D;*m+Ltqfbs=U2MQ_|
z`p}o*D19v6mZKTS6JRy}`uXiYXiYkmd9T>c<4Y7VLvoog=``WRfV@&D9r1ObeG}8y
zrQh1)?_Z@3Ijjj|dxP_Dn3!IZ3aNWn*(?~%8+I8~|8TJ<O-jbA&oy|yB)a^RgEaSf
z?MUo89=CIv^P5Y~kY!<J#^tmnSz21sat~=}D(^_$IWsJy|DI1uif|KD(HunSJLvDd
zhp}4sy{~{nSK<v_jX0W$1XdG;q6x`ho}KXB?r>z@AUrkN;|Daq4PP{sGtIG|{5_r`
zG>nM-53N25$6`!4v~-<6R<o)MVFUxBcD>(f=C2M10zH>iKgR_Oa^Maws(Sjoz@O|o
zKr{mt{Gju>zP<$GJkyRV^9zKEjppEBvd(ZYPc3zE1IEq<o1h2Hjx8s58wW?Hr_;l`
zmYSN|KlLi^G;O6qcv<V`dK@i4OaSqpZ3l2UDfcO%PQ9`(t%1*`2rXH8I|S0Og+@1b
zR!TFzawLC9r*zd)W$*6Xj2oQ1Tr@3jsOn6V4#zKDbwQQ4zuL2JxS5o_c{@zp42)s?
zv7Sz_CX!;&YS6taPzn%&|NjA_0KiV9kIff=i9&03h)Cp>RDw?rqQTXKgOj<3?B!it
z-uTO5VTE6~o~RGYH4ro(c|Qqs1Z~uQ=xcXE3~vj`b8Oy+f67NV=u3sCnL3xyGu!vx
z|BOExZ1idOF`4-%aR4bj)(w~q*hawSooz+V;CMtX)ufqKQd`^>&#S}so6M>F21D|@
z${?nbIGwi4cHnNXsx4wT_DwY@wOcD5_A>id>Y$aTj98R$H}`ysIRF!Bfg5Ehxoati
zN7~hMAAkc__JnE=s3gRxOD3_9VSDY|Y}t{3SxUcvkH$o`84Dhd3+O|=y+)~}p{gUy
z)AsrI5VHkf-I?=tTVdygBMyQWyqXYbS|)z?al!N)Au`R+iyh}jUDHA(ROoCq=su=Z
z2mrPPfrc0W&;W?hV1muHts>3bm50BzwF>;DD;lMaqsIJphC6l|K2j-|jG{?;PH95F
z<rTr4!R^aRUwF(M<?7pOOaR>Mue?PrBla{uWL7n<QwAF7;i2fyH2ZKCwkXm)X}pLk
zj>z6p$&-(353gXp;0^n`)2YvY4F_GC#{^By|5Zn3L{1zNw`sKj2Mra~kR0Nq8DZ6?
z>1ykKi~{<J1WC}?Xu)$`#^}Fig<ZoC@B@CTsC<A=QoJL^Ym7)R*8=!|!@|afojki`
zK(xwVIBE5)J0A6KH0s;$x`YQkZaSQM-tb8WKM4mS6D}UNmh}H*S4)x$3~UHHtu*fi
z&jSBiEUt5uuORn~fdK=ge%tzziQXeANLoI=%x?d5<%U%0LJ*efAf{6!jO-7R<2Fcm
z=G@ZCA1L9_q-f@B9R!^NM);Ent4}0BP#)DNss3gc6Rx9r!T1U#K<D~v9#ilqcGU0I
zOQO=nsNk4f32vk~@c|;-o(YACgZP}>*CnSvF8>zdH7|PqOhYMpKVg;X(^h_xJVaF3
z%<0c5z#55VMa!gXCZ|ZSc{txcABJ)>h>wE@r{=3wM}19e1@_K>WtW78T}O)Q=jrxB
zo{Z9i@;cz5u-WM=AQu2U)4jc{3_W<K&9k0E@$gmSIDzMa!hDreQJubU@^__L{ZMOF
zZtka#Sn|;JZA6L+?1tgK`tO~VP4sn3o}-W_hEDcXrKLT9isME11h`|^d@oy2RNh2E
z5KWE?;vvQVWlVGaNq7q6=(&Jxr1vWe^^a`}T6&YdPIX35Hb>ra1Ln$wXviKdTIw&R
zHC{>K;`#0ZqeMexZdcP=#*A+ANu_gRo#Id%WxCxKrR=(uYpA;Lg&So}$nEHb+^ZRT
zaaY_{Ey{?J72CkCdW#*QX=(Tn))Ks?{TP1FY9@AqqFl5O=VX0<zpf5;CH0`#>t=}&
zT8SRlNTVw&DLLWF>>3tT0Q^kGXlN}T2o>NS*Uac^pX<B0FWPQGLP9o2zIXlwZq!Y!
z4*w>Je4XmC0w%e)Zl;>=UoPBOse(OR&ie>4w$}jj*nj?!9c}N_a0mNlMsokn8iN(9
zK}+_T$;rtUf79T2r!d?9Y#ho;PW^sPtZ)y;iZoat*@>c%DMh7i6coYq#9)I%5>_>{
z=J=o-dTOEKV+eW~fBdI{1$0?~VD||bN0SKAyVV(2%7`vBBj`-f)g4F3*srO#4M|XM
z%qw5Yt-7&Dfd4>OVHzw*?TPe73*!TqJ3=aWUBZ4S)3f?ayz;~RGj*jZ=#KTe+K2ae
z7K&9`0ClFZfKIy&S1k!)_6XN=GVH4(H@@-2mJ;cs>kIaI3g@3D4ii$^sG&ipuxc>)
zIRQuYOzq?OA8?d_)(s$b8Xg%rIjg+I_fpqQ9W#EvPVPiQL+kp_^Z^J27CU_e_V)Gw
ztBv!coN4y?qi#bY?TM{BS&0Pz-j$(!7SE>=LU5e(D^M<r4nI6Z1gv1mBXcyD7AkbA
z;_1_7`>uiJzg3jB5Ksh_HvaIG3Y3=G?`|^I!!b|VJbn^Sh21%*(nEp1gL2s>IEi);
zQXtVt9FA0OB>jaKeLDmdA{vg4m1t>MA8P==`MptS7H+4VFF9*C6QS4bGOr9*o4U@u
zGuS7CU^tF|c+hZB#9R@1X3xu%=uNc>Ra8b+obv?Uad<r$e4?RRvx@!(|BLX?M8{e&
zMQVv1>1$hO^Wflt;f|}!e}@Thb~*mz_H?<uc4yY820%_c7Gva>hl`8<Jsoaos2>s%
z@FrPql>gac0I!JQR!^XK1z;uA0hAU9hik*3z@CkMjbn+737slm&2c$^rvi)3GRYUA
zW|fud)z6TDfq~)?3M$abCWW3`F<s2*V{1pot;OY$@I?g3G`3(gbt3-n0->cHpv1B?
zcX8J7WE~-`gz%@e1vG4=ak|fBwUB-=0BWPZTnBlw=&)6}V%PQzd%ugT9Yr+u!MtFQ
zXk$419;plZhu2MGPjj-Qg)>ywi!VqNgiU0leM|E2cFFua;K|=k<~QgQx_431I*d%%
z<ry7$78ocZB7#<IaoxWxueA21QEytYa(s0Hu1v*tOzpt-CXaqpGVDhc7h5m9V^BWK
zCqC?4VBrv$bPN(6=T_O5KI<x}sIcgEL71DH17Zn^zx~qvM?%?+x?Gtu?@tpx*Z*19
zq-+>|p2kESRl<}}6~V9MyM<Mk5dx#+QWzw60SH|URQyP>8M6^}8;xp+`WI9ZvbW#F
z65>h<kzVgu%?%`Yb0It+UmNz#CszV?56JWC_ms02#&fkO`u+&7OGV@(f*<!JqT)3!
zzsVNP*So#IvXeVPFEem$oo6Pn!4ri)d1BKd*fPAve?;u<*<Sh<C|J0?^#nh5Om$BX
zbZk`}O#G#h7Bwrt{wV!&tWF`?+34fLKf<4Ks#YN6wN;SOE`Sx>JHFSe|K#~_#PfL?
z4-C|k*L#Dyj2Usc_%ceqN*WqcKYl<A4-fzS`}fw_#XXS!ZTWphR-gtj!sJj(UL{Z~
z0Dnop$y$iX*W65<cSDvU)GPRnF}+>ntyw#XTsV}(UFcNX>9<?K*H^Y+^X_9wiZU!c
z)?BHPF1Eh{V5gBQkpYsbji_-2KPpe?%42ua>iiZH(7-KybN-+~G(ptUjL+7RmfvDr
zAh{Xc^C&$h>@VY%+zgLn`^P>fJgEJsp#G}M;BNE`rBX_ps<2@L&E}GRE|OUK5tJBC
zzEE9(&*}|99F(J5?^fwGL4CH}o87x}2l3Wv-Q~9%LsEnitJS0dxVO+Jcc)bq{}n*?
zKS(0U#SL_BKi^b!M5TAE^b`zFJrX2%C}=pk{P%~G2KXX2p}!Jez;Hin%pW;w$@tEx
zn4-9!UR*?v?Dd#8ICHJ^4a;O>s{*1Nm`%XNunTAr&-T_cxE&9yYFV($*YlnRJm?@#
zRQrC~*p_=WuAF7s6Y_(e;L{0L{ijaXLU$szQkdn7-Cm7YCwL=ihW}`#!%H>xD5&JF
zH4w0UW)-9GLo0@b@f-8E-r`tf=!Ez<Lqc~az)||XAATik-<wvTNI4-^fS_N$jH<KH
zyGZpxRK$zWJC9X<ojN%Eg)Om_9yuDd%WP)bx;fx-xx`XhLtHo|$xIK#D>~OKJU(!_
zQe-)j)>C{lu@lq>z5Z`#H;^eG0+;bdy0PO9Uo!Qj#Y>3H#%6rGCRNzOv0Mh0`=)kE
zOG<hKE1;;f%kQ3ko2m@v#5Q}4R5&OmDQRF41)I(Z8({kZBPG!299*5hDwLH)S5{Pn
zu<eGyx&7Z4AM?kx=}5Ilyn$2Y#rPM}+e)mmrSE&T+#bT`zmSp&!5B?d0&%Az4=2&C
z&;32%Uyq{A==eJL^7vc#Zp8!yXkvVEr(%b{4yUK5l8m;}>_N|rILETsxutXiE_>+|
zgZzC)b|7S*H0k~CRhJ`&sS$L=TTXTy2M4@i=B6ZYms{agR=A39sl<9k&5h{U@JJ8q
zxd-Q4NQWw})C3Bii>f+5%$o(uBDrU~SwdpV7C**Ea8H@7Nx$(n%PV}9O!$=@=yiuk
z33p6g*%YhgWl5_pE5=QJ-<odt?uf2>W><??o|Gj12he!QDJ##Dhx=QyuSl}&EfxU{
zbAt+ioc#VEvZadA;0!#dwF*yz!DG#hOzNI>ZAri+v*KCo#Gdvtg~7++pb4$4gw=EW
zY1q$_c?X{xqs9n{yMm}iOh}q2=nFv*13BhaRX-knIQt1i@$8Uy2WN0(&Q_NAl&GS?
zFJCApOjntLJ%1W3r9u+LM5hemVyNivCR|cxDUa|^0-jwP-f8`9=moqfs=YAz_-^-*
zv|EDsS+A3j@7}LYqo~Mn1Jzs~7|aoo6v{;kHi_^8C-(XioS6I`N#bSlkG1`!#SX!d
zn>Oxz9i0qYv1a~H3(NJ|+5G%dj`!-vD3Oto>jzyWhyG6W7JG(TqOQ$daTK8e0njLb
z4s+CsCsPJswq(Mv3V^ToXM9$8Q+1{STYFnNsghP6ai4PR^8CGBi|}>tI?D-jK)uI(
zhjv^pT1zElLl^}x45if&$0M=AWVQrvQ!r(*fn8>DJ2)+=U3)(LMYjslEoD~{9mST;
ztKG1g=Omh~w7L^0Aso2~zYR*4g<IG|g1lqftj7#@xKzmG9jYl&_9OVD9?k8(Ojy5Q
zqK>Og1jZw(f#PJ2wP~MTlrK}yV7+HnyZ0>gZRd-ac)dAXMy0m9=2@PC6DBy8@y(S_
zdpX=#qb#zG-Ru|_tY6{Hc3d`{^8hN7+mj+)ni96)%uvygMC$p+Vo+ArycMdF9am{P
zUH~h1%rSnO+@*)#zHal_jL9I+ldFv_>xqudh6xy8_mN1bsYA=l%MH9gnRO7e!9ksm
z0Ohk2@E+yJmjKe-Ewcw@*ETL~CZnjm$g);%?e?prg%ysDdl5Zgj0=h`Qc&grzDqZQ
zM^`y3Ehr21YNpq<wgrS;gukOTFU0T#!k(Ep^dB;1=T3{JluyOXZ4HQ-q3;^4IL!?v
zxo55pdnb?VsnZ?ljl)G0j~N(<aAm}dnD#>ByY_djZbWD@-x&8Qw!m^N$TXheRLUz$
z)efIf3*Nh+${upGaK^u_z%wRY{WKR?{oG0&z1FWKe2r`3onbZCdEJ?3HJdPxLGagP
z`nArL?vhk_9t{8b{uRxSHYj@gf{o4er&Kc==^q%6n-Z7X^9DdSy1m07#!9V*i$gC?
zQ}!3Im<?R0=z1SmNE6eYqUQqNaA47<^Wmk0Q`EH{hbU6aLB24oZpl)-jn0A<ALvqg
zP%t{GsxC^RU)0JXmH+)qVcq%WEU%#823S4;kHX0rLngChKl9d=D>t8$OF7pd7`Tjv
zK5DEzjdeU4FR39Zn;cyQOjvVBV3aP~XY3UI>HYNet10bBYy_+&=031NwS#~xVo)L`
zA*PAo+sv+{S3LFunZ4^$?y=RUpZf^=o$$Ay@DBmd@W#K!*D+{l*=<?Lch9K{-hm2j
zNwsU%!daUh<8NC?Oc`yrs3FKTH;>t{*Xq|^uTDcwuX=rat3L0BNlAA*>1z$INi|XJ
zxf=%eL$Bno%8jvuA6`#%dyx$kL8fl5%D5AW5d{pKAmL}&2zC0IXR2yChODkgixz`z
z2<?^0md!9DBO|`|JOwqi(4Pf>B<rvEidCrd3jZyE^R(*;))!RSzo!v)s#WbV13Z;|
ze4L+lP-&xzXXcW@y$ZXx_flh5o2HOuO}*WY!BNw;c##7J-gwU3nYSkk7k|-Iz1*?3
zfXd<XAK+55(qv--h?oL`gE4V&7q=3kfKBqdDjz<%HC}2nna9;sv%JdkNgnJPgSsW~
zo{bA{VNH~nPWuu;<iO6eE}!x&8#eFVTydnJE1@;7P^5DXLhafRy1%VBjQ%P(a$u{s
zhX0ac543sWvuS_VTPOhWmGp6q6<cc<n?`)SJId)}Z_LcW_4wdJPpd5}=IJ4}Mr)+8
zR8SM=hE{eL&aQK6G(kz{dLTq@m6a)j%Nik(!jzK=-Ys4vfhF7pMS6R$#ly|$tmSn5
z5~~GYrxM90_Tt}rw*}aXj>V$+vA6SP9qWOKl`Kd~jG&ppi);hO=MT9Z@<Ie?Ff$y-
zKB-Dz#!;rjp;?l;>?_x5XYbWwwH{QR@t8SQ?1w5f9i1T{Vg)=q)15vaAd4ovwF`}@
zU91_`ov%5{22Cp(cN<(rtOJ1~lUB=-4$~4B_m!}SfVjxKLH^Y63xRk(%fn^|qX+rO
zuhh?EWMon5_qHPjQtsOwNA@l7C@7Tl^k*r{T<EuENXmd*185Of<V7VXCdOuEov$s-
z9~i3XO{P13T{KluMgvJzPc@GI%iMCzAhV3F+$BH#%&Md$;g*Vq7f4Bksp3XYDb5h5
z97$^npH|C!YECrwz$dkN`P<XRE#oo#8U6iYB(%kd5nPjBz4}Ztx7_lo8WYxCp;sX+
zt1JS|p`s?SZl$Zz5nomr^YrZ&vJmI{?iLzOB>BW9@yoriD22NK=J6}yY$LsDgqUS*
zY-k}J_7~aB_wE<m@>aiha?dBqy0FZ&gQrS;Y)RoAHw}TrlTMHDz0{Q!BN2hpdiJD%
zO#g{zm`6P1h{&+5<l=9h^HqDXN5ZadTHK(Pw_w2Q*QZ}|+x%TpO%3nAx`Y?Y0a{4+
z(e3jwBGSBo76e?yvK3d$3IjjV*}3EF63n`l)*DYnNy(Ai))LN9<lGYQ%ABq=RY^Gk
z*96r@OFW<r3aCsomW%0u2foA{ZLWisO*B<RuL?*gIlpeGKSOF=nQ+QMjsRui2wWKz
z*^moXh4KoO%7ddZ9k^A!j%sq(@Q->lJgP{Y4Gu#EESHK9;`BByC&t5Zq+<EH=p&Yi
zp8c2Ul!HEYGlq_%jm=X5C<9Gq^nT^q1x2~0TZf>Dlp)ISc$2(0w<gwbrdDPBG?vuS
zHZ*Tjx;+HBaRmpP!5H3@kM^cCixZgE1r&;TCx{zkT5~OSUuP&xj7ZNjnE}ghgB$E=
zTB-4F$FHQXS+&7?Fdpz~Hh=AMMpgDlTCC6HQ513PCK9gNYX1e}9e)N`jb^7;3TyR8
zHk050jQEb=*2vFvI-TJTh0)dybb#C|6qxWfHr}TU)R$KJzWzia-^p*2nW0HU1Qca}
zBkl6$28uKW|0MR<{P)~KUTIY?5iW!rf-dLtMuy@>$WeH<Eo#IdzYT1C^Y<n<pWh{>
zZTCW+>rZI|Ck#T+PcBQ~we^2Sq<z#kn!rRE(8D>a78XUbv9V#PB>|>S)uIzsI&4bm
zl>dzAfTZd_0r-frib|6O*IDR`u|o*HkB^T{{bR>ZplWwncQdhZ*-9t?ZgVV-?8X?Z
z?FG&Ye$!f14+eI9=jUVUWpnpwy;kBjR+(3+$Kx6fvV61kt?XO((WD$CA)CJ}sF9hN
zRPDE>o)tQc2qIsY;k~c)B6v7{*RA}aZ3zqV#M-ab*Aynd{CKj9fxN;?7=JpVUIpvJ
z0FKX{nH)RCrxnTi^PEyT^eu+&g)QOr(;8{@#vm&5PNSiO7qyyAk89*TPgX}n(HCzM
z%K%>%am^ps|03JgZD@Hs3vc>zeyzs1aXnOy8mtw=p7w@4KIN;4JXRWjB?n(vZ1&da
z1sHSBRbCCmE>*jq+OAGoQ@q5kI~siBAPErQ0GqKDWvkBy<XyjnNmd}|=syKz<^RT{
zLt|rS*PMu?i>X>&$(=U6`;M__pdO2Gm8pq|q1nD~0cawkB9qluE<LnJa>>agFL0!<
zkTGws=-!`nt@>`eEpp^{2zl@pLauTIuECRkjrCN)pp`w7olt)Ju;Mkw&tg#XWd{cD
zmm2uzuL`XSPj~D*D9Pz)ox<mz&e|>6G=9h=T7rV%b}hrR>ZesJlnvF+uit753xfd6
z02Udy3lLmRnX-zAiZ*C8@=eWPK8)?7u>lJ`K&$6Iql+6QyaQ;W$#Z(+A_vJ7=>o?j
za~yRsQ)GI~kxCPiaD^ai<?LKJ&jffIEvV_-$$rVGY-6)k8FKHNKFGi^NPShCd-vR=
z*_AAde4duDjOFswvFu3&2VD_&{;6#9yS72uOn99dRLNO;$E+;<Qm+B}J8v!K_0h|#
zl_m*x#}IaWd)(pp*eZBz2tY;7q4`B=cw+MxnZVz2Wx_~hz0WsV$K<w3y#t=!;9p8A
zuTmRmD#h1h{0sBFXMblS0<-z?lVkw%*Trmilh5Br9WGxB;m?=onlG+#Zw*x9<J~Ev
z!C436&xqRKV;Yd^Gj&~_eab1u>@0kQzt@zOEdq!48y*teXR(4QUGVYGb@gi=AGJp|
zU`Aq#jKAIR4m>4hAZ-FrhigQ~)8zyGVkP-M;ARLXQR-%`U#Jjjg{$%->;JfCN%dZ>
zc5OZLp5v9Y#--CUPuo{)&+Mwt%UlrRcr7{7)L5*^woJy0bbiCDH^f50>@_!?k>}MT
zmXYEnW@i;Ut%N)qF?nxoH4jYmVa^dlA1+wI6@>@!R0Z^kMA|lQ_6H)<GKjWz5Tc)l
z515LQo6GT>#FR(EA%U+xM%n|S(}(6`-sx7dhTpG$mJ*^+P>jM7nJ0#Emt`)I!!p}Q
zGs6VBK|{lW>=4*A)@8AL=Teh1_ftIh^qj_rhI9d`G*H+$K2B5I<M_$=&vr`w)}X@%
zvM+qqEB<FCRIPyo0t^aelUxF8R{|+K(7?ij3&2@2_9eo=5E2s`s1bE^X_@?ckh78*
zwJZ-eAz&}<#X~5nn_1}C?>C3X;ymIkd+WGXGpXe}mtF?XLtf1dc5?=1WuE1OWYw!6
z)K>nt0OTT6m1hZFEaH$x)iK*dR8sDgn4O;M!^pPR{U+X&X^GnyGGr(MIi<vH&Kq9V
zD2Us8X3Hpq-S#BGCBhWKmF%y9GGPXwgRAXqiB#4k-!v7;h|*rLVDBl9iSCB_xK~#9
zs<GM#`BtEG$Eh>^9*f+WMrffJ<zI$B;<P?{f9#NL5>I!p!wB;XloXdA?AFwhFW&}O
z-``78V=*Z=30q=glf)M_o=L;C-&mqYQzrbZkn9Gd_L^dNT)ijKO~prd2kbE28vdqG
zxmc2)qxxUsai=u(|FABl>ACC`ItE5JsD53?_Q>hVEUZqng|&2l!T6k}6*2z8vE&Aq
zeN<b70z~!Pze`jzo&RJv6<v=unB>$d)>_?|BQCs3$p8MfU+oPoBF1u-@q|mB&-L5J
zV8>5%RuTRub_Myk@qth)FwCeMlhv2~iwfoWDme{9vh+4&_q;t?qU*V&9}zh>w1vP)
zCEd?uMo4(iK}IN}`0@JXE`)J)fZKDn;Ww%^y6=i!pB#D!qlg^-(L~kf1`2Mk)W;Ff
z_*{jk730?BFEJuqSWLJr!nN$%0rlE&q(|>JSncO`I117b)GM^6JB~tBg5KL)1NiH^
z8$>z*flh0kaIetuwo_J(vnVB9z;h0m8p*|@D0p~Y;Imaoq4iDJw}T_m@Stmdd{OS{
z^OXR#K3wSJPceGjTPA(i8IQnYX+w&SXidtMTInJT5A1@`KsTqS(IEP)z|fn@2z!|N
zVq6C!RW#$Y?lZL~6t56aS_+$3fUV?2FK-1Uu?b4}^LA=h{1Q0B#UgY7jO0d+9BWM`
zKoCGu#Z0b~aFUVp>Efp@z-uiFUbUx6t9;gVn%|yU!}4n1D__*wnoO5D7e8^hX|b{a
zH<V$Q8z1bRQ<^uhs=6KaUbwcCC8owx=ForZt+BuaX^||W3pTUxrUX;v50~uN>=9J=
zUkrX>j{zUKkfuXT@zB`K!x^mKpr40M{WT?Md3uvBwI&+9f9q(5D+_TyMQ2~V<OSCS
zVXCUiI!@CF`Apq3EyDXr(aLGr;$bSxle1e2r7<ILc|&iUJ^MC!O4AXthvzEsq!2l9
zNO^yJa!_UyM#QNmEz8PPU@*3x=HYF9A}d5m7ot%cg4)0QQ;-qOQJypUr8{fe3mF$Q
z0#}-<*?R7=Kl%)%bGj^OG!5Z-f4VK3KVW<Epuxp6FCjh751FMdV<7Pj$`cBG*%e<%
zzdE>IKL=%4KAaJ+TFZF~9XsEt1n$w;gWIRmoS(Q-X8=5#smZ-3&G0%yWIAgOwAZgr
z7iCnvNz;gUaLeW|!_;({OQ+_3hHOIc3h&qrinFXv5DN?WcrQ03>dZLTb+Y4p=<1Af
z?$EtAFeRE;r-}>d!7jh?Or2{lxj&1*4^fLpg^Hns<P_`h#wP2)aJ7WYSzIL;DJZY}
zF#5$OXoi8)vbN|CMIDYPbRW94!$|A%^C`14RY>B|oqlG0UcTb)@=gL%^2#5N%^iA0
zetIceW$^B1yic!e_d@4AIc3rom=e4E?C${>#*U|pi_2uPtyn!-6h)37p16GhBuC4g
z-+^lg1`$ytg(N`11FZbPTROG|ONlxd0-XT)K`Uf;;|rfo^Xd@6jO4pBOWvk<vmHv@
z5+E!$`j<crIF<pO{=|UESu(IX|1!~>I9+Qm7KuN1n{Q3^NoxIvmPVA-E!X4n%p_;j
znBUitS`|w~(q*sIgk${4^RXZ4aWK}X=Y6=lF+Vi@F(Ig)(&y2zHiNYpgj?&r%%N-s
z@kEu_1kV(~%mX1t;~p37z`R@-h^)~JHd3O&0tBWkfZTZ1=i^N}jr9on?s|9EwSw%_
zIwdHHR#=8&O)?&;{bbjhl{jHvRrL&ku66DFm%ub$)Sl{y#fjTv@5STbENQ?6gLoWr
zh%R|)gnsGnR<VP#E_Kje<WYvo^QUw#N`*}a7Nirzmb-W#a#2bWX_SD<Ffk>JPXvvO
zgKUKRBJnr#VtL!JH_?5%jaIgL;A8W?stY;Lxo{f`A+l7n+0M5PVs3v@wq8?0ym0sK
z*1sTlqY|dX)9nUL)@Q5r*>tymH;nyv0+^Yv&;+a=A=)prtyU${FJ|OV_)y;avQK6w
z(w=kODXZPDWjfRf(!wQE%|o<`HC!(|dB)@Uh8NneV%fdz3Pm@!>wIl;TA}2eF%L*d
zHy+@yu2y0Z`I6X<cVq{NFVB%JeF&*y!cd?h7&&{0;r$;DgWS9-+I}g_=)<OlQpOC#
zRjWhAu0#(X7do#;5jV|l=lzO`b2m4&nF(i-ROOW!At67ei)6_RpXqM7=|!Jl0=(<K
z+$_~yA%}@-sRV;NP^|1o3)^|PCU$#ApH#?@VSmykzTTvx;-cY=@94bsXdR5}Zf6%Z
zaAyl8ZLJkBekU|L#}zT7_ALX}xUX0#C@=G=|6KIWB7=5hC7mcyiu{+z2Xenx^n;B#
zc4nAcWSncJ#m9E;5_!LEFX86wKqmHC?SV#p@CR-~<mei>;kjJCHMQS-P5wpPTh_$e
zCl$`W^$@W(3R-sV(XHXY>4A*tfdV^K+$*8@q+$jpR_k+|e)o&LLPLi?k<ZP6+`9hL
ziN}x@kTB`~%mAo>&1TZZP3rtzo5zta=mUpH{NCM=j6OG1Xghzc2m)`(?H*BKoD(2?
zJR;hyrAi3v!vmCbm!;Uvmck}x#0Xm0hf6kw;eGe-gwV-jG#b80^t!91Hu#&Wjm-q|
zD;2e=g%3ZkSy4`56W>|3k&LOO5W5F^#Yi@3da2%nbRt}fGQdn-+)W>2jvwpP!HF59
zCt!mJ+8}XU;mBL*Ko~ae$HWk8pA!{zrHGZ23ps{WZG*8syf-tC=clhuqn97U>7Pnr
zx55Wr5g@VzK%c|~3*?=+4|P<^d4U8K4X$S}fnhx!PzzNYb(}wA-xb1?wetpyv5Gs`
z*p$?-S=+eiXgG2pi^(Z{j`q6dlhxtM?w0Blp`h6L_id}`7~go=s1XqgXYpqVqoiiO
znyAtfMB$u?uLY)aG%6PbI=BffJ|S36CD0HB)&OGf{T+7}R-`<2!D^*?UX;0VT~PA%
zM^*^&KiUQjbV{tRP#+=lPbeH;X6yR4qD#r(xj17G1lERl8}OY@u|%L>dz^b&?G46_
zO!p9XCzDHx+i*UP1kjs@$6D)b^vvl!6W`g1Urvn%W0264ekX7wm+dE9*;+F8zd<(d
zk9?)myy5w5jOFvZD-h9fW7kpgk_nEp^z4u>+A8$mirJ9p_BF4>#}f}499=w1<$R+M
z5kyA`Ck_h#E&{$%r$|Jsp@mr+)G^R$2%<?&--~3(sG)%s$($JdOHHRym)wseKsCA{
zAtFlSEP%O!%nf@lrN1-p`O|yZ|J2c5LkmyGqTx}w6@H?;%aVO_2Q$dVmC%1es;k8c
z>C=Xfzt<)jnRw(@g9d1SfrvnY_A#)@`zl8L_dlmPDo|~$=MzuB6Gvzn{Yp&dM{KEJ
zsOdrGpaAyk&zM5=WD9{$g;Sb5FYeRyqHT9uHpRT|_Cj;BgC$SnjA<i;N~TCiPg7MH
z50!6FFSRs`KCxmuP#f1TtAVd<InWzWq^JBdLrxYdHw*Pf6p^5=uuL^*{80cRob<>H
zbtibWp~k)Ytri@D7$hJq%zQVtd#hFObRqk9x4Y?tbP;tNA7Npf->@ast+?%5Ls!pT
zh&rt%GmM!nE8uhm$Y&sM?IrB~>aOv7YW>EK=C5c+g)Pt&s6u-denI3a_3CukfPVXT
zVA^jTZuq-F;+)u%-$$z%MrB=jcioAE(YbBN8~7ai_DJ&P)bMz$C;?z>rs*iJMMp&}
zw(|G^mV9;HM^oCuMHtS3$lfGdzG80IZfs`oDqo5-y@`+<dK_+anGYGI7f}{0)!oc@
zvC?wUCU1_O95G}BK@F{t(p<!w;P3ghY(kyCPcg^)`0cTUOh~Mz$nxHV;HeXJMcJ?W
zq}=cOrUqe@?d%j}s`fJi#PeG;1qHk1e$qH5?z96P9j59uvkn9&C0(L$n6f5$Rl;AF
zfEgbpzs1E!>6@dhu2Hh`b<=mB?d%0@k%&PtAZ11XxDe(*u}Lh`Ae*M<t_R83qn$JC
zxQy855jbx(-VF-Sp`1LD8hYjD{;v9}jU%lUiRTfSnG(Z?JMcQNf$XA3NY+eY_eBAl
zA>Y_uAcLoqy!5BA=<8Cz!F%%19E@Q=zn(M07V46K-WqXFWe$Wlyc0_|6>N6cN8Zy|
zujSI85zHu~Q;MI#&=_Rex!s(xf>004Rx7P^pm&_0i0p~JX{d;eYld*KQBgkLKP$<i
zHMY`}dUlvk+hD0?{hFlN+O=Yu`~UKSuJf|}J7ESdYkkmamy#`lm8;1OppG95{W7f0
z3n}y0t5d6Ep_VYRB{qk))~{|N2t|6eOlBU(?X|1y?46o3|7M8UYrmzuebT#4&x{yR
z7d^`Iq8LvRysplDy&aKvzEJb0GZdrvYG;ud@DlfADI+_$P+nBsC*(gTBb@IqR^~6Z
zf{2fgkGCoif%ITW={ELZnsEoWADP*|+fDAewSuZv<3V2baCT5adw{896j;jL{NmZi
z5svosv<Lzx7lbFp-972g$}>Tc!QEUMJzN{S8Cz>zQbsxQP5&UK13N+@gWlc8za+K5
zvY6pSV5BbcCa%8yJD>w!3i^GpW%_>a96ZoCPCbYJI;u;-E-htQ+_z5ld1<6JRk!qD
z%qA%wyb)Tp-j}NWdH5*M)F#89l>!!`W(R_|4uZ)EK7$4J2-gc(^(b;<<ps$WVc(^c
zl|Ry}BG#Z+6kb5or+zi99YOWBsO3dy#~w^HAz9!;*QpTyQq^~sZ=@NJI-2=mptB`o
z?ew*JW8xpqjUls3r{q<d{(8$9pWm!_hpXHD1-aXXvg4gID-BCl4umEdB=HJ1K8EpB
zF{)s?1B8n_hS{+?Y?c#jE#?q?cl86UqdJ0I%Ab+%&~A^o18>iyQ77+Fzj#pJ2DA=4
zwZgr3D_EmC@l=NN2EHu$+dbIe-dA=<3S|8g^P@GYH)@@%Qi~MK?<L2RE7~Uwe%?7I
zMxa4B9?7jmmb4Kg;tLC6ndm0M_9OLz`n1s*VtG&1T}pMlBF*|n7V9K<=v)coKF<i$
zd%$W77KE==Ii*?n{$3g&NgXVcLgb6+w<aBl>jy_T?XvApsm>1F^;Vgf&(1P5%$&Z=
zDaFofAtg~rdd=I68ZygiYp<WbS3b@P#&;cuZAiK6QBU}^Ca74qCH(f$`KRp`NoCK5
z{JW)vdpd&8hl8EAIl|h|<I~7LDm0Uo5tHqo*Y=vD;|(nAv;?he5fzcXA=C{N9~(=H
zj_Ne)w!c3dh#o#aQ#D@QNNToxD(e=!3^TIi=(9I4rD*UK^S+NTu(#%}^mF%av!uqs
zRX|vK!Up^O9w=kT;eD6Ck3z~<u0t@H3&yQuZgHA;5cx}?PZSq2?8A5dn|Qp5qK5B7
z4*RpKuR!2z9^VV(xX%R?^XS_!!u(aynqAw`4UgbK_AqUJ(dA|-;VD$mRh89Bsy1<N
zm+of^PyCeoF^$<&KitHv-S89=W9Tov1H@OWEC?3<qs<%a<ep)6^MPCIa^j-ic%?sS
zVT(d>kllZZvg)uW=_8twP;;aQd>HEs8^ig%ZM^sF!$_6<4BJBGc=uhhtHITI{%)g`
zjCMA>_b-4^`d%IRle<U^ezYtas1p~mhrD>Dme6G$(HU*5!l<`-D;=h<&^k|V{4=lZ
zQsgf7!Og$Cs%Bv7_#_*e=KawOI}u(LYr<N`=#197@qrSl8LX@`h?%S@J~W^+<o;mA
zPQ-{YEs!+nfP7k4zE}PTulQDUleFfWlR*r-7*gnq<8p-V4{Lv3HPNGAJr3%gb@DzX
z+9jp>7u5iUcd9_#_$_dHC)QCl%k1`>4-c;6Ap7{!?4hUI>Vm|bxBw8-+2@2aUigtB
z(l_)zG~%-LdZIGB;Xxf2{iy*OAM5d0J@D!njdU})z#@goiuWCml&Ee@g-4-5)=F&^
zRRpM-7jyc2;V;FVK40^nR}p>;AbGZ+D>m?~mL-^V{1F#mdP_2|r2pzn9H-pFZb5d=
zNE9f=QBz=!xk7s%tBX5OHT?dX5a0WUm&HL`ThRW)74*2P4a$C?fa-xG3CLmfVp-1a
z7+5qFuYDjlQ6+2eRX1P7ilAK+Jmyk~T|^VR{9Z;~IiugGc3D;-TDb;UlZ&g=xtYb4
z9wZHQ?8Fm`s4!`vTxao{c?PHR=NsO_W(phnL9<>;$KxmAy`K@oItr^7{L*>|hf;Ny
zYFA8Ih&T+9sL;@YofJ8K%jgPMxL%AlD**+$VSheNNqk1hfC?fbgZxn>evb+ri4ByW
zCU5Gq>GaKcd1iz@Sm!<R1C_6^k<>sC0Svb=NXU^-WO6D-gcv2z9f&#tB*$(*J`WFD
zft;4s*vH$(NAAqgBamVw`vX-LC7@TvNb3z<K^<`B8;oagi8sj5Yk?DhSe4e9&V|%#
zz-6+o^UT23ue7MocX;L==ZAp{TFoXlSJ_F(<mErIgZ!L{xxnLcPC-Kx24H3~511q@
zESLa~p|7u>d@Q&ySWqPK>ld(=nha=J*dG?==i`!+ocmZ?C?tXKqW|K3osQc$fM72m
zeFzJXWpSD>wY!P7UHAUfZn=_w9TR(hxJyRXXi2*Witbly&V-|3qhQ09Q!^lQ?$ZwY
zsb5@^P{-(i&7B<fEip=3>uVq^?LrXOkogx^Ly7tMy!oZ8&vFV{mBu05sPWms;2dag
z$>ubOBL5?`z0-~(n!M?ITeov=e#8<(-K>BxA>LSY&OJoryOtDIZwY6prTwkb(2Vg@
zfzd8y#nEI9A9A-DD(I6P3CEyq4z$vjv4Q%kxb)s8roId7%Gtd-k3%k3b_N68d$ILx
z`~glYX?D6oAsedt@n3(({P?ARrP4-Bt7FX_!e1}M@KXo)eG@=jFtW4y`I&s(6+N>%
zAjYWC`<))MX;wj5>1W`)sL_WhJIssij?<0Xd!VdqNoiD-mNoy#vZRpyH-{G(3_=UT
zO$MAfgl<**(ksI~z1l?yW?acgq(QfnJ4M1FlcQ3$(G<p{BZtD+v_^!vEG3G$F9uFW
zk0neQ(jJ6t>^_7&!G9TXhS_+yINJPR5EPca9W^`Oa*}zk{VTkEi>RUooIG@?Q>2eA
z<ryk_;`K~1at6V2=^dd}VOn1np;f408RbzQLWm-mQ4CFoaLb`Em+I|#K;b#X-~>-6
zdO=p^s=}~T#k%gTfsMR@&{R$>v=vX`B}?S5`hUWzhhSH`v38G+OSHDO2B2ux5k~Ue
zb0Q%U(_D3kkxRY*7C!1DvS4t!(xn>V!zyCgDybs~jPgNoG2*tb!$}^%#UZLS4_l53
zmetsc>htCcd0p~xO3mr|hp87^*ve_A$^Ot~+zEo6OzJlCv4YV7Ep|8mkqAohFSfAE
zDa_3(-ekle&zCD(Zp;DJ?tz%EF(CV~eMQ8GzI+*pr!Jjv;UJ1~LGSCs8l*Hg=2nyF
zbk)GGwLHRWI^%kF0mxS?Q*xo02L8iRqg!9*eI&0b*yc$auC63M$MYdCIG+t$Yt9?<
zdt*z(W-k)GdEHg>(9Cg9c15G>+j4@(!NQ_Pi%X)2)mF$zXxzBpE9ND41YvM|SviQW
zvl^12+)(7sJyI-cyfl7#{>E{Q-Z*-CdeWKPSO)9Co2EJ4d_;49a!v6o9^W6KoVx9b
zalHIk-4H1|?N6bo;@C_%QzP9D7tSb-o5;LN%l1cO%>8(+Jx`gxPWd8(Xts8W`}YxZ
z{xaZpGDE>Cz>i<ed@HRar{TmHKJU?`?`O&p&^J8o{)DyZm|xnIUs)-fsrJX@3AF1D
zhw>qr;!i8LvZ^~x@)@!3<2);q@)Uq#fD9fW5itb_{EI=rq$C6uCg?R>pZ1bNfwgKN
zFhk%IA1_z6<`ZjQz;+5FBs$(7csBp&tc~QifrM^hCe^cIDcabuk=QVrt65ex+F4)N
zOO{xJ3UcFTL(P0xj~N3;5s#i<s(j54YQsx$Q3bVOr30ElZ1WglS<GQ2DjeIf(0Cmv
zuT|{{IyarW^W7}CgxpxejP<=6(vp(h0O_PPH3c#=GfNpW);BO{RYa93@48M<R<OAp
zJeP~tQ4JbDj0V8rVhejdrla)tDrL4O(+Z8IC?Ku5$vj_8*XwaBSnJqDR1^k4B_fDc
z8Xan8$f^&7oz=c}T1ss-21p>Y6|Cm}JBT{7c;aVDD<J*+>Ixyme0@39`mNA!5rUT5
zteV*Xji%!JmSFA|Q~cuUArUE<2sRUp9FE!^(6F^Igpz?*i)*(3k=%>jIM{czi3Kk~
z^Uun}K-xBhaa@#aepuu?>8pUp2a(Z=Q>IH^XT!}pRnfnv`7!h^Q82_ONMy86u%Yq_
z-Fbdk(!r#1-i@=~!rp7W7Y%c9U!|POte&V<^S-4eh{%sZ3!+hwebR*B2nHwKlyGyM
zwJp3rVQVCqNhK^|&%Jegl+JTojA=Oyq-|tbjN5R}qn{IRP+U~i9q<kHvn31Qb`A@?
zW_`fL&lw@o5*tj)U<P{)x&4)06T3K_K(nU5JXY~eU!5MIunye|8#tde;9Wky=D$&+
zD;q+E8N_v&uupFFTW{@RV;cKz5q)WVkeq@C+BPxiAU4?9xMG6ye(8I8YM1p2(C!>a
zVCw$faVIw*@XYkSz|oE*ujGB2H<G)CTeW_mAgmSDcE`@3t)80%zizt^|54@hVuvWt
z%pJFr%nJ82-f{mz-{zQtuj1eNb25{Ts;(iGZmZ@#dwaJ+N3_m~y)vt-dvVuXC~H0s
zEpJ*RXGRTEZPDT)mvp)6Ym`D!iZ!Fvd^78!VVzrm=L4<{QJFoRXROAPfo8Gv)expi
z$`I@0F<()&@j;7$Xo0HiB5$hL#%lgc4~nyCObzQaxa*hXJL8#M{_@vWI@Je*2u_M*
zbk=aKWj()Tb~^%WW@%UPf<f|B4bPld{m!y08LMnkrI>j_hJ@NScE^bQb<T^%dC3(b
z@0;eHIh=H~pVvt;yZw*a(u2s<#xS)OcIS#gGgL^oO`0+SE880zM$-zGhA}1!XEnsA
z%|6fYX<N1<;WcMW#tu89X*A|yChih>Hku-Z3Yw~=%q(_kCiB_b2~9sVj@#m-9W1<p
zt@#Gz?7xAds~*1Xe>qPBkzxhYomrCvj+{34o09tDVU<`Blvh37@{n?I?0ya;6wgZu
z!->PEuJ(C>p1`NqRtLi(A;5KTkKP#&9KzM@CMle%r>`b`akZ=qS9}SOOVz~K#AOI$
zA_>*kyg^CJ7k><RM<l*~Cl_$vwBp5xwv$vlIM$4Q5_VB&uO8fcReD~*D_=v<)@bdM
z-M!fKvXGrovTUOWBz5dy<Qsl`J4mr^8<@Q2rtN+cQOh=XXFzJnPjO2=5la`qP~lR~
zIv5nY{=$Dp;Am42f<i>D)*+ZMyt!tVbQCl(Xqnu~U=@4P(Bc`~6M^GvvuV?BNEjYV
zAyO}`Ke8)o6eqiSZKn=vL&TiQLWZv$C2AArR57f4gh5XlI!C&0XPMQM9RAy45)-7{
z7*KLZQ7Wd7FEYm8t@2%thfxa5_DfTZY!&sf58dB?#)auAY{IM4^Fik%<NfBbky5qu
zPNTCQQ<k^8+aK-;=VM#vHIVu9$IQpAKuvXZmoO?{-^=<#$469>w?$1y$9VSZaJKE;
zv66c`s6{gh2pYaTcj-*GZ+ZPyweU3ck*ZrIJbk5|yo8Q;NRx%)&K`)}t{q5ZLYM-g
zJWrvxgJ3(2h1OEH3t{5xOIagzJv?6so%bPs{x1;G?tHbSsx|26y)buY=djN|&y0Vo
z-=24pA1kfX+K-qp>i(=`Q;^qED9|S*^Y{HUh@W#%8~+u}nD;VD>_+exBot!vN~Ef(
zDFT1>OFWN33oKF~ujlA^oBmAr`ar5Ghur>MtMKv|hBbDQ$0aG;c=Ys?vtJ)!0d67K
z7u6cV4ziI{O}n`Z>R~PD$|MfLUD8kO+f{+U>m^5h>%7@@tVzcY!oiFzzR}@S|1T_R
z%V+FBQs52%1-~t?QpA<FAJ<;OB==|sl`c>$cqH;95b?_8u1MvcOvtBe?zA^0K3d%{
zHu;>YwMpdbo@3f#4%R+K>u~$pKQP^@e0>|G6J7%C%*Q)ACdw{MOoiP)2G9TEZz;UI
zyydRcM>n}BbbjTx_Te14{<u-A4TR}g;>!Ykn7v<3)62Js(YVA~GYT708fs-L^W`ob
z?$CU?Tf(5hXK{}tZICtag09t~*<)X6`cN448+SIqK3V?GGQFs`z}Y3UMd8qnJ5hXD
zTRVCs6RgvyBJumt%_h!Z9kg)AaY;Ph5j!3`ab2CC<GDu$#$>#@th%zu{vcZ_n7Hw>
zKqm%2jJ3VZB2d21)P-0ED(hcA)lZz=1goi?#MK}>ThmRes_oDR2dmAe;db=%6t4HE
zo^j2?#`9`8F$VflcEzEa<&P1SXh3(2JHImunx*3z1rj<rHuaL=>Qkra7l0)f)p|oq
zcL|3B^mfY7UrNJKEfIoc)$w5ML7(G&eC)H2|9!fB6ZO97LWtt3<3&5xOsm05umZWe
zha<H!NEL(}8z$|AQ!oDJG=cRrp(c%EBEqxlwWz}?T^#r(entxX?mG=m%eq9o3e^ww
zHUTGpf6asZDT1SZOjoT;Vf*ZrUX`JLe5^-1h~b5-p(1@<@NSJHOU({xt*9GfOf_Z<
z)|Y`e)>Ee_xKgwMX}a$Tz5b$+EZ+wm*ZG3t7MiEcZb}IFs~A`jdI|Yt$%%`3cb^EO
zgt5=QEGST8E5NEref`PX!#EJ_1j(AmDb_8_@|Bv3vWP8I2o9169nr6Y0)+xx81t*-
z?`L0QA(41t>u3kBz$=m5q^K67vNmi4>wAOMsLl0Yv1Xrp))HA<5vO8QmBWe`Mc#Py
zq?Cy4ekF0$@it%ifkOJGrNz@cD`8e+!DaF@-ifz0Q0oyXcfT70?st1PeP6f)HyP_?
z&Rk)iM~I$LM#Eymd*$Di*;M&Whs#AJ`Yd|J@Yd<QWt}2Rt)fl2)Bgu^K#aebxtDpx
zAZd>f&W^D&o?~&-<)9Z}8C!%`KZdpX6c<k1$AwdKbnOUDkrX;EGdDJwyuOa9<#~2`
znqE8R@6`va#dCzD$XXFLE=nBnmG~5wq9$)Z<G4`KNx0AnXqVgEB~9#Jie6FUT0O&7
zQzaa9Xe&N(Y@rOhbhH{v`CHURHh8pul5=~bv?H6X$-_JxkD{nGmh%O)+m5053HcYV
zQM~@g96$dD-_rB@+nQjlt*!C1Kl{3}>OJ?|!~5R%zHeB1?s*=+@f*Lv3opC?z%Ts5
zFEBSZ_utjlZxzm;KhLlJ>aP-pAwmc&%lcZvaw?VL=YRg^ziAS2_0|&UjW*#%9eHgP
zacu={prUJO++G*o(MW`X-r0fP7GV?-7zQyaTjC(GIn0a_kUgMMdc!FC+7{kh?;|?=
zjr&bK|NQfuIC0`@Vt~oIPxT{9{L9H-=e_DX8GrgBPTb`qZ?{-_{w8zHJdcJa`Es(x
z33-mMT3_a&T#-iqI{#RGmUm50^1cIel<$0yr1HH8<-hz6tgo-r>-9Kx>>EeAWSHRI
zXyaaP;$CSHcLNk#qkcMM>@5er>8nNfKbK%h341M2o_UR#)u%~Cmyx=Oj3Dm2$Z~=3
z#N7<eK8CbXNGS=t2*c9pc4EHp`>zl#nW&CN<!Fw<A&Vz>LW1)uec9vagw1$ak}8Lc
zjs$$-rO(qD^!fe=zJs*waB*dUODhYs`aPz~!`wYI$9;D{%=u^gy!zn|aVMrcX>%e~
zfW{Y@-?>FoJHc!IJX@_cMa|>;r$5eWtm2+>n7y)1$tqE=E>kJ2;rUG(_F+Ep>RXub
zmPw5*lkD9jOP5Y!62+1joiNt1?JS2TTrNZt^x{X6c1U*qZsLIpXNz?I!-u(Nc!Tkw
zeJ;#S^M?L)UfFp&l~eQlQ}xR{uy>0e_7bvAfo@W!wc6#TJ<VFWOitP7LE{V9uFXg4
zCwWKlOY|BlFZRyzeB}rE$@ITss#PcQ&v5nVIqonAIPQRt6dvMoJI!1AU!)xE@+Zz)
z`0mDM(3Nqvi=%9vJ4{l0it7H;{ESdg?J>@OWrd%vc${^I_=)ae3dNIbwTJPCi!{Ok
zJr@k2q4jlYk%ya7F?tS~qLAnbzUwmTZSzp&H4>5IwZNk_<TI>{a>Q$K!5yW!r*Qw|
z1@d}}jc^8kf0<%XC6X&Bp~g<;O~`YzB=;qJ`Etz4OI>a!#iNxH)%yeN){A7ne3j+h
zDm9~sryt<^DosAocq8X>2icVlA4pm(ggyS5V)CJ0#3fTl%PC|xG&D1z=j`Ea?~;A1
z!K3HlJ=tT_6_X$wpvOLK55lBED8{+jmPBYsnczoNeqi!NQq~fm(Ect}>GGw$I$5jB
zL9@-_**aG`Yiz7eQHj2T>12p$?+Rnl6LhRJ=S#=gR7cTbizE)&-d`l@wJ4ec#!i`d
z0={p}ryIv?B?&>nWI^OOT~IjQf-tLa<3yI_YzpI*TjV!A4!M%kNy2^x{DMJ0m&UJD
z7|hk^Y_CvV^tjbE2y~l@<ua6oFq>u1OmlfpV<e|AJ9L=%lEzzZY><rt+FAy~uaWgu
zL6Nwof}0j7sTO)B&BY7HnG;3k=d!4pf!<!ma2HV25K;#SkDjG5RiX8q!A@6Y;HGd4
z4P8k{x-Eq2q7M?B^d_U7k22VM0V7pF(+fzWOh@D)?4k~?B7!c4m1SaL3cE1O<=k6w
z+{=ulB0ixk^23Hrl1$@UhuBtB3bhMJug%V5kJ0o3tc@n=c1+mWz*_hm!^gAK%YPRo
z?~sl5AX;V1++?TQWql`y+Z^U#FJ^ZCS%Tp=aAoj)9I>CGm~`+wmBnxvUm0as=w#z2
zDH_D8N?&A2q>A*?2s=Z~Y%uAo*ij3U213MmQlXmJ;>BKoqMID@a*X>CuV@B;P+s6r
ze35?=-A*suqQL;9PdrF59=JFR@KeV*bK%q9(sTUVnqUEZ-~%7vGoSek@Otv@op;{J
z%*@Q!#1vOoS9$s6m%rBk?$Jjd<%fUxhyNx`{wt$iuk-%*zaQWCIeYdjKlzhCNj{%v
zcXyXx|Mg#IVPSz%sl>neH~;3F(v14@-M>oe0BBQrTKW{5#yEM!qj>E_jB1}u=NeIG
zg<eo%kUBta%EIY*#BLY8&_Z|Xs8)g1%_+tz5&HWdBe%VVQg7jY*PBTyU!NcM$}6uh
zH8n-0QX#rNVCj>W`M|M{@l!V*V`$|izN9U&S2#@f*)~V?duf?<0=2^f#SHs?jN%?+
zweoRdxyhZ*1V5bl5-Yt84l60%d+Y?_o}cF3^JmfhI*PlGI@qA&t5ka$)5q>4G4roS
z>Hag?pWmYPN9$<EOK69RsD}!OltES<aN~b}mh7%h`Oy;TJ7R3RhT`p@db^OgfC556
zY8j-k2-ByDDz9s@J@NSGc;wtXXbw`(BGuH_?fX|n--Fd%n7{N4W4AtrqQvx1y%U+r
zVC-zNabXpAE5I;XD480!x+y-oFiy}fkO{M7EQ{C-C=E}OSPI*5pJ-DeJ2BFB*`GEE
z4I4E!af1v>G+=5Z=Jd%94<CGvT&Y4W|6Xb>omW;8&R<w(`|1t{tVxDklY{TDF?#{&
zR~-)4K21sNvS}VCV{XxPdvuMEoxaUEX9ukxVkbR(qe#nA8TX#WuzHv?)4Y0dlG^Ia
zv`vLnuungq@bR$&oWAWWZ*;b)2cxV!sc_Q!BBQd)Zf}PEV2=caM7J1}j!>k+<k&IH
z$fq~>IHmjzs^9fbY3?qu{_!^1p)&vLe2ekH+xQ<_&*503jO1OCL4&xuhnyUyfAkEp
z_hpVOJ;il-fTucr?$@{3y{VFR?xUM3FcCjaGni#o+9;_k(fBCoq``UbD3KpBFIO3O
z9>Yo#SESezX9%5$R_;ZTPMv$2JJ_Z~i4+u7L)sPkMiF<!VByex{Nk;c!}}#h7Y|V=
z#f+GB>{=7U>(K2s+3g-8A&Z~MGBV^aWA1an-etXCB<Nfr@m7gs%;b2DjMHV|{61RH
zK~ptieFUjxF@?ai`nba*tk1m*BN1pun^e+7-`}Ou-h#|Sc=?0uyE=AjozeAQp?D-s
zjnn+oZkj#W<L?$9;b9q3D|meM*c|Q)3d`&JSko;U8&&G%B{JiZ?^roYWiExAy-w<K
zj;NdFTK^dN>=vQc=YTQEA>E}DM_h{(UThao8Zm!w;){gQEj~3k0w>OLaea+5+A+F%
z#7%35x14y1rKJmqMwapD1P3WH!8$|Q4pI}W9XW(E3YAKWFLlQG{U<%*t2Wa2@G1k&
zykVX<j49M#-sc^53p=F{&lgxI-pyCq=h#>aknCaji@b07Nxo3sV#e!JN(3(>8Dg9>
z<t$%F&eF|}kcmTNEEtRxIQYhO4jx%Xx;IEV%dC86mhl&6>3cfeBw#{YB0-}oZX-5M
z5+@289=hydh%Q-emx8^I8~C`fAWTAT`6Kj7w=*(wl*{4*Cql_dX`;n_To>A?w6z>|
zCWV~_(Ql$QZqZu&Bwg!1>Y4XY(js*87QN<Im^VEvMMJg6D5N^bWRcZQpU!TbieaEl
z%u_xJJLVAo@3zelKfs$qg(1b`D=CAd+v9=tkJ7aY>>N45U7LT5)!HIEq7dwaxZQ+a
zJ0Oa6BB`S(CIihPvQ$*vVLxtDZ*-Y+ee8G(PiATAQ`9PVky9op^gHZGiyKm5!qRxt
z#4U2>CWr`23sHrSAru<kQMP&~*&j?J6`cy;^*#388mn@Fn>5*VmiW;q<hZ|vmO8+;
zS|QX%8Oe>I$P~H3P2ymUkQPdKjboSh|JvvGpT)O5!Ag>Z4}9PQeC~6f`wQnj_Sj>*
z_r34^Tia><w|?ul_`(;y!0_-ezw#@;@^vJt-EQ;KKmF4T1_OTRhkl5+zy0lh>2*JQ
z#}5!$Z=sU6P=-Pp3!Cg$dt~i|`S=o^F~ZQ)eN^o%tJM|Et*gjjK<QwSLn0=M1WD3I
z@terZDZF|>*BBxkn`TT~B`i%)pFK-r?vcMQ$HHriShWbQwyEFTp;PE`uV+!F!+H;b
z#3Un27^;S8duSz(Zo16M{y3$?CrEVq{c-v;*V$2C;81r!=RTib^xMQ+SE%*7q%@r~
z!v)TcmYK*6@rL0FdNg1VXSumuCa-xMF2r2_;9)lQO03xvC`N)%J)CTtTydZ2Bb(TE
zhu&*5be=6?^!o5%pRs?MAd6{)h%k~7oZcA8b00?Dcp6;|umYD5iR%b%4Nv0^4KX4E
z9O={E>C^5MQL_)yYkKsmRTNEQ^wcTLY?jW}7WL(2vZJFE4;-L0GsUpGk1=Q>;(%b_
z6GoEkjT`8lMUw0R_D1hx;ZL^MZJN}*GEU(T*-Vz>>JzL7<G7;AvC4C_qXJ*9KFof*
zOkPi+n;rw<pbZ?9BmrVvZ;xi{GU1_D_)_{cil)J^{~&JiR!n)5Zf68dF|c$WPj^sk
zgKSz-yl&w716om+gHD;ZIcesV&oOY}iTW6avVxJ6Mc(d{QuauxFVSg$NFOJ(58*X;
zaH5yU=dMu?9%k(D6)r!WBUQQw*?9)EB1+-StkK|${t_>Y^cf3w`4K0Bv0h+JeHRDz
z{|z776HG{*8QbB&fj1DaM1SiFYB}IcX@Q$JrzuZH*u@8V{@_2P|IBlYHa3WFAE#QH
z;I8JMuwJ~KQNP5N8RAsyq;FiH7xqXhBiuLsRV;0bj(U!?yU1R0g1GuJ`^GGXv^u`f
zxGA#?g$7Yzu$7zPdFK!><PR~T4rsMa{x|3ULuRW_v)7@WOkhikAa{m=1?4EsQu6?-
z`b7@wx0s9Tq}2@qX|mm&C*@uujx(U!2-84S!N5cHc8ElYK)sW}AfY|z5(OJLnxtc&
zrK25VF8=~k<pnNXib+z3m_KleC-Z{d1)Ui`qSjrYqDy9!n^ZDa@MDu+oWji=XGPpY
zQ%&)(`~xEGP8j%P{2gk}SzfV@@t(=wV*7fN)`8;$wG*uMM=3fJ1WCdx{S|Vp=Q+ql
zBp!KfgrfA=9^`StT?)2`619n~3btXemlV<B7DA}B(r>^nJV;izAnB7<yL4koN!(;V
zGRP-4Sndt;WKAU?!|6honcNMm*kcomm3p21zQV3I!+8EpoVBamZhwySNfRwL2&I7+
z1uQh{;6{|&5srW$k<`41W}pyjSu$pYifxlI6$0{H^2RvU`3N09=AwL%j#i+UG`U@F
z(aa@?=sM*{=ZntW+{~4kF8NGb0bAlR8W*z+S8s5awTheA_?FEf^AbDOZMe~K65-G`
zbrPYn+p4j?yUv-S&i&)C@1<FC=O7lO`d3N$JDC63ok;{iln@PC#G#823YnZkCYxZW
z4N`U++w@4HJ!0w67Y1onkhM$1q>&;+EOexd5pk6uta5&}N_F2yQ}UcTGKN1IF<*$;
zd?h06OPtIYPIeYOe+1teBTQ1PC;@x2%VhP_R960&o>FGC*hkeYn#u{ZObbul!teL#
zxq{zQXE`+dMjj!@c5{;(TQ;TAduaw6^p!=9MOVnVD;T}&s8I)L!tkWZ#88Y3GVIny
z=nrgs>nu*@0K%AHVNhZs^%@hYm&h5*DCkI8B#284e4Fmp3+T}f8XYtvg=XauNCrN{
zL5NIzH0fbm5go(iD^`|2NtO80=gxmiefqaO!TM9&x^;`se)h9mxpIY0r}MSnXR}#O
zo;=B;k3Ra>Yx?*%j3i0;$)Eg5I-L$b_=7*lJKy=v|6<Oc60idY4)6=V@C$$GwLkap
zdnq=z>9!p9q9aTchj4->dF>)qj$-!r3B4M+rjyE5D3<D&dW$$t2>b-!mq;N=r3Ha2
zP@Dq{!VEI85SbEc&>^L@*y)(Gx)#l-O{_*B5{7TLnO#fa4YD*s!Jz9B`w0WLgCG0k
z(~?}qVwZVxW*KBeCKq$jokrJ3kxHMb^lMz#1y9<72an!jGP{P}TjKNEE?=!zQOtMH
zktdik)0{LEhFe+ml?s#lJ5+Pi#CZe5R&lfhC4#^;iF^a11l!-H;9bR#9ellj)7c|Z
zRfOqbu|Z{SiA-scg*fEuW`vW`IevG6Lxllmqlv6VY)2*^Un|mB?xAKgn1@brR2S&-
zB(^t=<!w>je*&$yL?QD3b4fLLKr@u=c@j5UB9$K|H9x`Itv2*kK6mptx*KyUx5Qq2
z8|h32D_KVgcab7yH=JU|ws>mr7>Sc7uWxWH_Zeb;pM@J+RE%{*7;#bFjypQTo5$8j
zNfqJ(H?~Jutd<CiV{C~OP1mIp#`I%JM4coK7>b9P5yKP}72R+tBd8b|is?FIe3hMc
zLNy%c__)UY)*eZJK(W|msIZ9JNodIjundzM$#KHLOFWqQHyD`%+}u$)a8&T&&rk8-
z)CRA#RbGl_u_K*1P3OQ+nW<a_C;kEhCCkgsJ#?2o#*tu)g65-IBUq^^nqi6yYuB)T
z`g^$Jr4RDK;t38tzRiTO#o^&POWjd!I!BO+ff4wmJeN$+<JeS!uB)#L8%mRomZ6_2
zGN!e$dksY5VduIeT8u)EE_3LeI-Q`8D|=WXLKOjROC>NI93?}s=aF<9NMKPr#79RT
z<?nkpQJNYe+~=diKgip5Hn<oZ=E8|Jj(E4TL(CVO3%qr`!Fy+(#S)ve2ZxbbK+;bU
zv`qppMUd!3$`TrvNUQreR)S@zv^#k;Qz2K9n7No#7CgU#6gF|9G6*F>R3)dy#BmC#
zI%tDEWYEGhOBk4lFrn**4E&HtI`riUCXEH8i1?k_I|<7fHna(jhz|D^*GSb=tp0f#
zNkWywjK|9qbV=X26W=^V5)4pwKSMgch^c!7QA|5X<KtiibtD4AF3<_m#IeAjfkq2O
zO+o30xgkgJ?LFRH@dyl?&vK68sL4IzIV|C^>K@^_ol&;a&yb&<XV)&V(p@Lq+rp72
zv7;ilg%NL;U*Oenn6D~b%Fzx-yDRiEbA<U}Hh7TXc$|#PU}y?j(!dBVQVO5M=v*fw
zddyA_v$5mT=<8_s#29oFg?v8Z$kZ;H60);5MAD1cPaoyq+dsx_fx_8flOfTjsZ6q`
zR5%)al3tKvvo%2!C$y~!4SN{fC^D8wkuzeBq*m~}I{o#JU`17QB2W|()kaZtB5jV2
zJVA3mAk=K!Oo*D_<cL+Ls3b&ThQQ0>bu}9MpCQqvaO^ZA`5q!(C1vf92n7(RicO*z
zC?cfhR@jSXur(M@wa8B=^gA|<^#r%KNf`BrlMpXah+_p^Q88tJA|p^V6e~@6xJ*u4
z#?!~yc8=pEf;g(6iAfZZCM7#m-2X(Khp5F5V`-9#(`0356TCe#N{0lKm2eu7zRX<Z
z8adI!-w9a=eu7)!U8GYH4-R**d(X2`yGb1F&}EpANi1WWQYJ;w>XQ-Y(fzNYizd1T
zLN$q%Jb}y-QY6+aGWrUJ=pcndEf{0D@8G#rq+cUzPV%OU|2HLAe-@tSF&GT6ZTr94
z4&-ke*4NkhC;#N10Pst{^h?al%={N~UV7;ze)*Sw86gC}`@6sUmwxu&AAUP4u7-ZV
z<!(2|k_nM*(;-i0X9H*KG=-sgw4_d6yo}qQW)K`Ek_s)w#qC#d{05<4rIc+@DNEde
z1I8?!cFao0rx&*wH}(<nfFyLWQaZ&Ei^$iI@i^<7G3{Ox%N(Vung|ArixwH%$1&3k
z6;srtif6-w6_GJLA_5fECRR+abe^oeoewlK^p!HIvqfCGK}*c?rj}s3?cs<rkw3|3
zdl4t;Ad7PdBLh+gnUF{yOF2(geTIT{4OPT=QGxw%jLjfVSy+sjH_2NoXj+1lDveze
zztu<JBD4gl#%x6z>%BDjxI#f!7@giE(PA!apJ8hFP2`5sWKzqNluKw{6X{D(br3p9
z5<om4i6y=t68kQME}`FJ-79eV?rC1UmT+}*z?)~%RQ(FA+>fD#dnmCB>Ig1F_%hF^
zcAk0T^JrRuk5_+;O!xP=W8^i4jdgU#LpU0~2Wed5flnMJB#HpbLAOl|BS9z;y-q^2
zTV`LLp&!4ID87d<f=<|H)2%Y_eaiU?rP3&xx5J(4XK8j-zG{terxT#AUL{-c$>nO)
zItmw8Qw)p=?w>x&&E-C`g<XbHpCwhU;q{K74h`t+#Z*^TiL4Y>=_FqY3N$^Jnt2Cz
zwM*Pl`7IK47FpXN)-1&Mz2wY;n61~i=Bhl=aXFQGimB=jMg?k0o>v<8&`S-N+$xaL
zI=t)1HJ;zDbEzJYs3vi)NLaiR)z4B4w#oHsjN1+~`8-O}p;q6eQGA%j%nvitdVzb&
zAEjAS8LnKXs@=tUa)e?uO{cSu-@d^FFOk=GQ1J;7)D@LdULpquZdDLP2AT0Wt|^Z(
zv-eeY<#8^T?nkH2=I#fW8MvG)w<(sk5UP%D8N||NbJ;-JF;2QgN*$nz1W-|gNhk#U
z$j4Daj3B`abawp%96Od{ZE*r!q|ju78f+0p3VVY?)Z8gFbB*cZQ>=$G_}be@)B%z5
z6qDu-Q_&7O0g05Tic6yDtPf7(ByC=-|1jO&I4RrV?e~2ezk7zIz1uLO%VgTWM65ZW
zMwnWJP$C?)g<&Pcibkv{NKHp0K=xy*yZ7P;2QcJK#^<J4+RD@ObPy_fvVa~xjThVW
ztUDNF9^?M0HEPi@Qd-DT+hN(wlQ&D4nn{F4ln6kghy+~;QI&utZ-K;rg2TaOhB`}x
zL5PwXqf+!p>mB-Gp0wV^OVVtG)9gkz8Lx^=1VYSEGC<cI@@a`MW7^>u4R4s?%u9?H
zUL$Y|G+Q(DsGzE^GM>FjuOaE~Yxu@FuKM$&ofHS+TM&h;^>3p`nN8m%41Mgxqhv^?
z%O?4}j^|y$-G2rpXcMXv1d2t+JkGZHW^C1D-r8U|`6_vP1IP3c2z=kbb5ryN8T>E}
z(nU#b(eE#jc1mQ^B~;bKPOl<GNZ+@K5(|Nf5GJZ(p=n_0`<O}#*F1?eQs&ym-yzto
zqx5dj7Cx?sNc3S+dQ2**lZtjBZ<8Gfn6z&|X9riCp^==1z#tReBA|pYQz*KLq6P@1
zhAMV3yfxI=Bh<&xRRf_a_=(PDPbF(^lhr)J-XwedH*-sQC!JOgz4lvFtW6Fce-B%j
zJmtlljs(YSfe31Ny~{ZAWirMdQYN%IF@vDUs((LfeulEOK}FocRy&aR2qd9Q5la;z
z0!*!sB76`bimD=1!T59krIP($2j4aX>&A^696o&bZ|(KoUl-3m|2)6;YrlpNf)9T1
zgWpg{a%*dgpZS@e0pMT$%YXToj@T{S{TQa^6Gc8E3h8wPB8<?j6lVD>dr5_9^Cd_k
z7MruwIti2MT}tU5wh5Y|Aw)<LhxA)6z0MA)OiVVH!uJEVwrd1ljBTYUPo&9D*d$?0
zXQz*%fzW*{B|+0tulJow6r_YCjtRmLFNjbqfs-?ks!FS-Gw|jpWzy^iml?_DFlB^g
z_;^ObN;l7iZkf&WaUP01%K8RL-=I?~q6P_pJ<Lj|p|xEszrob-B_@V0Ar*yoZ-_=~
zjCxZ;S_N`igS64YGF^nK5hX`)lR3=(hfrk;#U2G^o3tL``6@vWW9lBJo}g)fVj}c3
zPEo-~OX7Hpcn~8)h@?ScEBLr1Js-twppwuH=I8|pV>4YG)rSyNkwL~DUbl;uDidoO
zT|G}C41^E}BKpxVH`|Y~-#^Bf`T}L;GI?c{lC?+5@QK0(LEsViJ`owR!)dS!bd)L9
z_lC%MFQWNXVlTqhefIl#8sR*LZp)y@9o)K)W8NTTxm26u-1PqrgZyI%J;54W;;43!
z3H=65Hv@`CM(vR#35ii)qZ@K-p+rY|l=YB<<s#L#!c1`mg=K`X2k0bGg^4@!eC3l1
z^vqdIwZcI7l-Q#iyW~Ze$x_Hp^awA7C%HPh$agj$pzFDOL<#T%o&QmMiT_2p3qQ(o
zV*2;^IeCrGo);|k4f1A*D<?cAwuX6k;W(!LDvs9Vrf2ZdVw23o31&~Uc;)6E6L&w%
zC!T+rlg1A-YTQAgyTNGtDe~e1swHSxA@?1~5VR$lwnNiR)1N9*kqTN%#p`adnas0T
z{&9xbVJLnM+lz^{BaB<0LEz)JJq$fh80hR(O(N-GXBw0$J>oc_wyV;trSL+FHU&xt
z^NeJBG_UQT0k`}~u6G;6$v&aXGj2c3q;r^C>ONNsHQwvo;GV(~oqEjnZjn%yFjG2T
zX-qO_)i_;gV5(cVfyGX31R3SYWf~OnTXe$1G?Uxd>pOUHpZUxd`xL1AP0kg+L_Qs%
z#UXA|p(oxz%2tW(n{2Ik4C(9i)d{dqusbMGVTsAiv&1CS8wXK^gRQp+Vx4Am2fh+9
zH~d9(CE{ZHr?56Ja_C^0PcOu5?$=O+!mzx>Y&v8tUqjI}z{O0BvoCKal`4?3%OvXT
z>-m-)31OFh`3?{^YW-O%y$|B32Hj+odh-%3)#1$8K4m?immH;?InG$-2^v9)syoE6
zyNC<~b@v!q6js86><`9x>!DRXyLOxt(+0=Pe?{7eSn7>Z+s$Jqbrc~P7>5b1yT~TD
zC>k#_QhJ${>j7%y;FKR=SKLpXIr?!PUnwFKm9o`h(y3v}7PVWyPTanTsi_DhOCofH
z5@J|+tjriWrwa($g9!q07@}czeS=lsWw*CaoD8_lNJ!#!^ynp0(j}KJP%g(fb{B<^
zc5e*NA19UXV5he6loYO#CuIcKWZ2ui2i0jYVn0FL9}q-&_Jgx*1rL*WIr>tiX6!SO
z`3&=!moW8+PNRf1aM1NVUTWP-Vd6aur7T9R3)uQIAiFfWS^5nXBQQ`E9VyaO)jJ49
z%)Itn>_=zt%ty%C33<EAVr!gMJHt*Ck`+sg2hWhR(zr&6QgVap<_oB*f-o{zMvg>l
zV4EFmMaAuFZ0sxSXftH;M>&wXNvyP~M|UB`Jl#YPwx40f*d=Q~Z&0J!+b1>;qZhu9
zt~h{{MJnA_QG$!Sb@xNxDwhs?8xgGU{od~-o6U0DZMSju>{(8qKK)IpP5*7jXFvN{
ze)o5OmvlPK@BGg1e8V||!GIt6kskrzXMgr*|H1~?e~ODo-b6Wd6Con}D38=jn3h4>
zQjv)ZG9nBWR5c-v6Z(UgSh^(f03ketBG6K0G$T#g23<*zsvy8aCJCl6Q2;au`+{fy
zLL{h0gsO<w$y5TW{`&QpBp}f`2rVHAW0Jm$NMbY_v=pe?>-h$8q7sJ+NP(g%B#DKZ
z6i5;iG9h7-CK@F4;xd-rBW>1+6@_NsKy<65X`;%2L~1k#S$t0=qj@Mok|a7kuZYJT
zM2Ui>L}(&LBrjuYTPT_XXta9~jaJ0K(@_-_!%)eVHHsrCvMCKEQAi>Iae^WOgyIrJ
zpc*lO8xi{kx~_px5JnCy9blMsgz%8)#4?R$XOaCT!p{&#8c7%v44Tw-2Q<SudgcR^
z%BRU0&yf*dL{pl0l&SV+=(Tn^HnM`$O!iv0k)&oQr+3L1JA|Q+i~<xHqo@i}>iD68
zuv~;<;<**@+PH25T@SEIIWBKFJippten{nkIY~xy2%<E-!30KBpcd&kdQ6~9v%Itl
zhQ^>BU@2`J(*>cDO`C*+6~@X-w0i=X_)HyE*;+1OI+M)a8StUkehg1P$rDz{yW(9=
zYKuhK^VEZop7SFNHhziG9cbC-_;=}m1H~*;>ypoCpXE$vh)1jue%E*#|MT20@H<b(
z+~YJc@p-j>94E|DvzD2<W0>!b=DE1GPA=17%-*I$LMwNG+DVJ*<5lLZdm(v&Y;ljs
zjZhfH^~NxI5rt%nM0(^7rfBvGOsA{#yB4)I2V37DPCtNdj}gi|Nn#<RCUJP3Ve>hH
zD52UgF;aqz9a6|U*p`JKZP05N3_7FKykjhNax`(7b+(zZ_AqHNd}@dbH)C$B$CT9+
z6~iJ*blQ<cUm7TiO3BG{>L5hMGT|Vk*{m{K*heG~_$oq4&`q6wTtb?26jCZ-&;?m%
zXOL#EGm9O79Q4^vCW!0`wlzYARYuecyw=I!^=>ks^Efo)k<r>L$fKkNRVt$vUs`y8
zB$eZUeVuvdIr^QLy7vedlE2Tea+9L9iB26yR!NCl7@~=g5kU-=)<V++QD~s4dHRt_
zEED>PK^*wBIz23rArS&cP3R8>2yGhMRLEF6kbvuE36pV@cne+GMbWbOvOv96L+T^s
zCVq%X>wl-KKg^fgZ{hZ#e~X>e+1|+Egl*Echn}`^Y#)OLO61`)hU3iBlxI+kr?LE3
zxw(IooDfXpLV{4x>|03b5c@uX58d3)VCiW(`{y}z;Q!0gq6)nR<*_4}xiL&#!!Ru*
z0uq&#TTkINR>@{8jQkm-F@voeq>KTIaB)4AZl_MzTcQ`3B#}VM0k$)Vrldh8C?Z0m
zOBih7hCNUcQbirp&QY*bZtmSiv-1F&P?(+hBn795+rJG%X%Y4pPz;w;Stp%q5hW9>
zE*>BR%Fbm>rHxc{G<s;dz)Q+3*3R-u?M@7Pg0rRH#bug}{#zLfUSMeC8inFI`_UQJ
z`|rX@LPpImQPiGBjrWKm1w|H-v5Ej<HIJH9QR00D$q<P)N2nB0j4?zMGH6~U>fa)3
zrO>t4U&J>RowV#ypoZs1bo&~vZ_<w<^t{e=#>ZA;2A)N4U?U@)IFX=OX!bm9`y6X>
zgcnzS6GziIe(ayq2t1yOZt_EoZF1eO;NqjHY2LB_{9oUh{~3JS5Ud~l(I5R<B_O=s
z>+SgQ<D5Nvma}Ki{-xXH{B6a@KK3y_{NWE%EEf5V-}sGhI46oCe&7dw0DzzRsh|3W
zO|Zi-{5r*UAq1CZ4-zFYs;-dFs${bQC*=@DKA}HA)ilDu#dG`UhC-&2#tRe_%fig2
z&<vfxi(bzik_!GHB<KpVnH0JLNeF=-qiG?U4sjTe1Z@TbpGX#PoEB&*ZahyE``Ai{
zlqpd)1+*4P++)x;81y1E;bSU-D2@q2L82CLLkUVAO)X#;9a2t@l#@r*V&cRmiPLzI
zO;5(8l1+@H33Leql_08+NP{S;lS+3%3VL0WV36QgA*K-##~NV-NgOb6ReG*Tb}Yll
zYzal^5E(@MI)*wxBq@+OaV+WdRRUi@guB?OE~c%LB%tXgLgYyz8@C_Q>$xaeK%t_d
zY6kuwje?GD#%M-_A|z2HAOo?#i`VPY-Oo{}<N%33Xb}fJT;Im?iU?_9WqfkEI)*Vo
z%@zpbESe%wbeC9ItX@}fREg!}uuYRhm}rKJs(Qph0w@R}LG};?_>oQ&1(?bJMNOe<
z8IssV$~poUNI*!0q7q7n{bm|z%;CEUni8`T-$6X^n2=whkb=li*=^rOHeO)r@D{f&
zBn*wrkQw%flnSd?v+NY6n6MY9n>+Lw;-q(!y^)8o=V}aeoloBTBHF)N;Pmx2Pn92{
z`=)75e}0b-j{G6--x=c2=r*rbJzfg$XQX<QW2rS}^gd6w6l9zxWleMU@nc+T3WBan
zs;iP$yG-U6iA|fPI!z}C@xyUkd74-sMi>H*HW~R6cjmWvZdqqub2)uSm7RSBQ&cIK
zO<r9*i4w%9Q4``W$Ov24F%6xKo`UZj<oINt95yTahalL)$Qc|PU8Ua%a62vHs85&#
zufKqhCZ>Q8DHPS>z@0vqpHT_Dm<W|v5tvGhPC_mllFxQP^ho7ns@pkiMWyH4#OREV
zcF@ffLGbzuRGfGuu}d6-5W|F8g|*}eM0JKzA$hq^7#TFZId1mm!HzhsUBXZ`_O%me
z-gT1Zr<oeA<E2N46pPW)fSqL@x1$lochD$4g2j2t+A<y`dhslMWrpo$hOSgFk`*$V
z%9MJOQT;Ne+C$fxn06mYnoj2sLWT&@q1w5Pu2;a2`=rzxSn4*7u0{|JP=v&`b#iGz
z$_YtOh!T)VL>TEfsS<`3q0k_X6*ODJN-1o0-%Q;<ftQ#B(FiiGpo)ZpqfG|BK^O;&
z+8;-YE<#*~$U|a~D6i+Pg^58TO;VOYqpzUGTR2(|8ENdfr_pn#D5W}N%u9GdhFZ0X
z?{!cWfu^abioh}?wymJ+4w4jZ0xjR8>klyK;^-c&$fnksq8y|!gh!C<;RQ{6ze|$D
zsJekF(*(k$P!v>hDzQ=_ifuBY%0m4pjj)84&T{Yk%Or7yok1Bx+``scs7jteCrhbV
z!!(*Gvd!ww5nOi$*9}3p8BbrM8y%t_Pcv*>BCReVWE(_CI~ZXQ8l=oN#bS$QBTeLj
zp~R?~1jQgsvb2IZdchp3nUF3mP|B|()P!oajHZ^!+aoC6B5JfoI~c)?wox?`MRm}W
zh(y?|HxfeMAgkF#afx<1kC9EVMUP^53qz>%lOyc5Tn61WgkC{QvcyJASIrT1d+6>q
z4ox%#G}Ry!IzbeoB`!k7)MTETb(jMprkeXse*ETpa9#K7+MwyW{#R<J2H!>mD@hWr
zU%$@z^XGZxl~<@%t6w)hH#f%}cih3*vuD3ye$wA|e5(l7AO7JV^2dMt$6xz-c6OGZ
zdG-mSSR)EGq%e?)g6sNZvK>@WClNl8s**1SXiE6H2vZE9n~($vNJ%0EaU=*rohT9r
z)qFiHB_k54fRY9gW9b8&6xc%siU>eP4Ej0zfrQY91kAL9W*c~&G#VBNjc!M$-;VJ^
z3yDrH-9r=02xSjV2UST>wG^r`j8IJCC`1T}ZmERcCNgx9QYDrJBF0g44Lj#^{rU#`
zJ3S(i#x`^uLsA))<jVm_@OlZ!ppU5vBqoXpshok776KsZAVh>_PJpn$mS|=S#3Ydf
z8KJ0s63-^~9b~K!23?Y<iK_SrT_9Br%`l1l3W_RFG?ye+7<4Lh8Y6T%2|{={R*%w1
z1KVzr1YMF?quWX2q*a8PK}ty+4M?IsLg}MA2{&$9h}gigR3;A=F*TF07ZL{{{y-80
zE}fvlUNnS<&S<8^;n@&X6}TN(Y>yF<=XhZcMQx)S9TcO7mW^?nI_)Z?w0+D<na%2H
zw6KnCEs#kya61;EOd%D4tu(<fk@5r=dvC<rdlC`*%pO`|cSVv`RmzidXx0|ZYD`Rl
zo!|h0o28L{l%0c<l=K#NZP)mUvdyoZ{3MeH#~7<j(0j4XBOh8Jltpf(Qyf>vsWyL$
zzk62WS6`T-tB<f{=SlDHlg-w6t6s%Y0)l>kn;49a&9l{5Artn|0h9_NG0;_mNO(ln
zC~0$#4L{~;$0KW|dDqdq`Gb{HWZWgp_S2+NkMY(!pC@r^T;A0<IJv>+UOT{6dxNZ*
z=fR;Io35lj7-CrQu!M&$YmDS-<gz}uHY<dYhOTN%9mu0AK07-urZAB}Cm7K7dUS&>
zx`644Vdf8KxcXuZMNyGjhP0JuB(qN_1-14BN6!vuE(!)6he14to||KI=mOPv3^hri
z1u^IQMPA)+l272MVUgGR<cy1?<ux>W6p=oFk%>vESJCL9P^9V2vD3Vp9{Y^@Um^*1
z@Wm*C3>o7Fx|X2nCRQ$>IjG<V2|+x8OwP~=r)dWRda;l0IH=wpvbjVMB$RVA<g%kQ
z9F;9YQce^$d(ZKJdW+%lJ#@__3^n2bxN*pZc#`&7ja=pq#=>Q8$~rx1p$8f!Y0OZ;
z)Mkk}g<@FTG5IR>?KKLeJ#sl0GuNfx(@5M9O*8RA3uFW$LQx_V!z30aagvZ$A_)7$
zv5!;*YI+RSsSv6PsIb=>Lk(>*dKFuAP^Bac9Eb)e@jekLg2W;==E-MoP?L`!f@9Ph
zix~aSQ!;On#2FGXK_q)bLSm*O9HWLJ1L8m-4h6avqH2<^Z?W0a*s@J_;sH*QV$!o2
ziUwGAhkmG2ZP@fel|v(Kve{F-x;IXw3rc#2qth?r`5IXxpjMmZh0O!p3Xd_9y2?B6
z*VwJ*dF@JpLVT6`Pkos|TT<Q15MdzDu``mC-b02VQ6yilY?T=zso@NDa8d&nH|A)0
z1-!t)i&PxxVryNbm5@tGEP5nypCs<%20jRtLQ$n;`51bFVi;(Ki79#@6XHN2j2$BK
zgu+1x6*+K;M2H)AiR3InG6_k6=Q|R=_cBAmLmzvPI}0|t7_cc5f=I;}wDEc!T6^o*
zsUu{~F(S8zsavEio2EZt*Xxsy7FqQLFO5DzLdXXf{~15`b3ez*%F5S#==Xfj_wb(g
zyyvgv*S~ED)}P1b<|gOQpXdDf^DHhdejTGMm&;!xTgQ(dNBwJdOaFGjx9W=U8%40X
z?<}EeDyjfQsKjx?z%$r(r)VhW&}5C1leegCbQzv1u)PB9x<CusL~+PK_Au=t*+LoH
zPSEuphS~$oAR>j70yXMkhWoVRDWtAa&aTrN41q9F(`kfh;>Iez-{+;P7E3!8M~en?
z=^@5)K9<!)H~VzFDWZXkn)I->kVLwu>IRx=(C!Qv^y-+pho)vwgo&c)<c2axQzDIo
z-PJlfYi+^+a>Y@OpDN)E1RI+giKigs09|nrBt%IKCl%lnCNT>!>1-Q6EK{vj(1b@R
z)dG=5@l{-T2%iz$0A8)%%b2ypuyvlCv5Tez1absT%d+oHk`gX5c9C%dof|004l)Ks
zhDfPl=sIztAf<*-6cizmWJu&FF{5}&nYeg^;q-N!WRpQXOSP6JRJx3neGFY82~xzN
zN*qh{l!2aB>D5BES9){?2|~!%^_EBw$p9hy2rLqrK~*dYMV*mD2AWV&fCK@CPKd?!
zrbW<gF?*!J{zi-Tj>hn?K_*wH(Js*54bXLk;+)5z+hKEAVIX5>E2l8iH^`S`dV^7t
z#3kzOlTsXfZ5T6qn8M^9Pk!++;?@fsn4M>R`1{ayo<{2|v325J+@BEK_xmlbH)1||
z^g7qQD~$AA-a1Gjp5I_3l;~39&T}E3Sw4duSNW`(=8jgGRPY*3(#Jn|CwdsN>zv@W
z>?RW%FVmYk#`&qc7<p!nYX1d>lwDH&Rf4cW5DtN=5)QYiIJcOv9sXV65vKZ2VeY=n
za8FQ)LlRZPK6E$3y2H-e81sjoVr8d<x4lh!FaU<p@+as=0U5W>xNWf5m&{BYV#5AB
zdyV_)=(k~7lA(NuqJ4$7H$;-mp}AW$2@#f!ii#&9Mn=|9;tb7A3o%$CZN9?lzK%ao
zn3&BWbd6W8`51bRV?zmroM3BP!xOW3qKIQmkux1M-9Tzk9r)bXs8SFyBZWmK$F7h`
z)flujTJ-`QZ<4gW$IM)UqIdA!7VX*?aWu)Uaxa<01SBmZO-44zsQXMDy+t^%8T6pv
zcJccWUO$hFErifPF^CYTvO{07cpihDOdc{tidw>5`V7mPU*t^E=9-n_R9T@Ot#dZD
zkLj%;ErT!;DE0&|v?^R0T*Fq1RMdHr{U-UuV<JD`;Dkmm>>{EFG3cOYVY7aWY?PtV
zYhfiFEM*_m5j<@UxA+!D>>XNzE!;tiyxe4`zD;`Se#WN;bfYewKgM>w$kJkm2hP;-
zlMI(G4&(R<nOugMg9EaqXOO)HR;No8gaomQCIpT#K#-6mf*>%6k|8{)l2|d7(jJcO
z;duhz(+NYHFiH_dCW_|bm`ze@2vLko1a5558>Fds4fb0JzKAJh`sAI2{m7>0k0N^>
zfw#-(SiqU1l2+eh;npa(wkzZdqs(Mg4j$Pi@?%!6TeLeNDb)r=A_R<0uanC+S-v($
zXQ1OH4*fVyD>B%&3dBi~ybSo>JD)*BX)auu!IM48+8!|qi4^o>izHDok_ZJKsU+yS
zN!L8ccJ}QkxCnQR$eAPQERgSA#7Zn0hQ*q@!%%UP<K=Y@lv}K}hH32n7#9k&sO5R)
zHJ!uVCH($6y}eJN#642w(@a!gzqU(re-AAYXo^9Cjw>UIr7T0a0?V$!THs?u5q;I5
z=~xs4I1)Mxl3}j3`|LJ<pIE5;+i3Csnh~u37CN2I*T~l8%a;j);A>;HZFBncY0jQK
z%k8({PAZl98?^MVj=xNj`}X!W?|=XMf!EdQ|FVkiweSB9I=fZ6y(9d=(k*P)XGBgj
zIaTBI(KdK7omNP0JkRA<4ThbFl-?&15?$|;b`mtvB?u**C{IVu(+Gxe)CLu01)`8W
zS0~m&rss5)n#Z`Zb(&C&pr;O@D+NUFRWxlFLzw6Yw8TSAIvCOg|0W~peF`HvR(l#L
zU7#o$3LPer4non{-C4z9nVvsFdr(D_E#f2rK-V<JCyO8;(Iu4$2UUwfN~BaUOoybW
z;<*Z)R)pJWB7+b`pTe1b47+lJPSm8nJH$|~ODa<*YPhs}1{u|7D;na9uH=ke;`U4*
zLv*=1C?bP-I`I+0#NkB#B46IQ6W4Qz`kOdvz(gs-ct*jHF71Agc09_l{4%#1vkcl*
zvPPFmDMco2(DS;q+Yzh%U2>64QLmt;ZBiq*m>PZwJ>I6%O)+pMNkWs*mt^xEnNmn|
zTW7s9M?W*lYHNcR3IU#9<Kfy_hW!?)-YQahNYTgEc3&^C*2@t0fHpypkh1a&52ta`
z0wF?tSF+zJqZOetta9nub%<M>I&Baq@Y?knftxTjEtr@9w^70k@~rGnlSC2ov*#JI
z`)q7alXb@U<=}4q&gdm(Dk;AF{M#sK5k~Jxth~*qdZRRl-oe{?&!EUHG7o1N?7AqM
zX>N3$<W@FfF{6{cag%-$apLee-;?B6SQw%#F5)IRmX)(K^gHN<8g8=4Zf2h8;dL_c
zHujHvC*S|6=ee<bnDgBZNwkA-RK#qZR9s_h?<PSjh0!~}U8gNJ_5@M5L=^StB`WLY
zan=~Ys$IZ{S9suXm$}gto3HLMb4U<G1#aAW0}(E<TV==w(<<SrBM9ptT7REFF*!8x
zX`*<9wY{U@MTDfV(_4&JwrG0=3`Q|Dl}j?<#)d*M8t^~7X@$m0gT5QEw10xo3mMJA
z@q6mreC-H%Q!+ZTg6|cm)(qV4K2fqoI#(q~2DFnbPF$j)-NwYY&s261SLw1cIK{Q?
z3f5i=E!Kzzn;2Qhm+~0hCX?leLP5bbHd)@eo2g_#oH*=vbb5n6y&xcwA&weQ%=s88
z4JVT(lT&f>1Edr*w~F)|DV$Ub3B=MQbR*n;7a?2*dQ8{R7|j&O7&XeNRb=Ag4{Um!
z9GcoAYgb7u1I-X5p@r+E(5x842#BO4j0_A}V!53`Mk<rWYbXUlcWausr&H@^v22GJ
zoqeytn6XF3Y@^~ckU5t93Fb2^MCBQVCx>Y%D$j46A-_Ms3SqiXK?Vx$z-4&i22Qra
z_R>QjV@N`5OAv<}D7=7e@8P5ysM-J!2vwq34yq9oCknAINWwk~t9f47n?fiyVd$a7
z3K^mB#$!`-J;8oUP;bVddfayC0+ozU-_`NMZPI!|s493GbRvl#<vCE8py%Dfv=s7o
zLMIwQM&|3+`9jA~bb<ja-5e$g9Q4q|Cqqr_fzm}chUwQEq_Q#hAHUAtmPvinAjZHY
zgCZ2N1<Cx}F6(PUbZU7DriD-q>Sl$3=8zw((v3{E<2(av0t<t3<YL7h(p{sVSLr1-
zyT&8|Ir_25UOYf}x0uvS#<E#n)e_EYDj7oFmrj_Re4NYsX_ER`Mnr*n<D&@EBrc!h
z?ARo=J&#~-jX2S%N|k2DAx@2uw&yWRv&2?F$9R(4yBlP@4wpBsFbI2SLZE6U7$yaB
zOqj<BdM<8ngL9h~zcmj1KjUu&!TPfZf`H4HFLVC<d0u_>Ra&jq*Txh@;mDCAUyE*y
zjEwxv8Tw7)|4f;NSKs=3<kLH-d>Jj=qt|mNm0Q%d`rKO1GIO+y71fEm9v$Tnu6BZK
z;YBi*%Rt`4bIrqCkH$Em$4o{aVnlwCjO7xGgn$I87)T|<UN6s6>l$W3WBS}}^zQh6
zK6yPyzHjix9Tj(V^Yu12<}jXgX-6;N8Vw5S1d|<&a^njeKQ@OD0?!K=bX&N+HnvD%
z*e<uiCFcEgQqB~y$Px|q2}7THPs30J<HK!od7FA|3^zUpip11?Onryk=rT^)gFp})
zX<RFVp}81Fmn|<%N&2h=O|I^R99b)norp<Eg>K@|mKk!EgVb_d(npz$a~x53dAvPI
zr`_aSzR9PS#&80GmaSkoC3L+&Bvpt*G)<vYkeoICghpII$P_Y!8!oKGuQ0h=#v#oh
z8j$!tWWl#}M5{+8668|_rbi_yyTN*G3so1S9Z9#Hq20a%)4zp?w}@nfR4gP45F(O3
zUMN76$?AC|DhVpO-oY}iqiY@1+!-|YGH!R1o|n9yps!@fW%3jXHmS6NVoCy2;rt6e
z(qG}k*);vGk1I|3$`D0ylv1%y=r3U>yJ$v86vnJ>A7bWEhrRuye6VnapUgeWlj~(t
zJ8wsL4N`W2aq$$F+E=*MuaV1~;%NEZX#Ho&6mu-hDvWPt_{!dg=oV6xf9X9eY+d1f
zUwnrDB|ObzSMKFTN9ED{1#Y;rTw<PVY7}+5hGi*atQ6VMXCm$s<Z_%WJi#BmbnEpJ
za$-W&LWUAG@hI#29Ln{HLXB3xL{G#Fj2w!z$ViivBGBYI3JuUx96q3v9yhpgc^pM;
zF+X#O7p|7cdBe1=)67~;T<2Zn{AHx(kg)~LZikxw3dd6yx!%8@OU-en^en}&iJcCq
zlx{!}A^i~yZ3<1?K-Zqbo+u-gGO8j$LLf~pUz?#~HW?cp@R^+om-b%c%ov<3wJ0Vg
z^;!`_X=8~lk?Nrm(CQ{E`S&qBbr;<p#6b?vD6tuajMu(E-mB7&EJo)}gHY+$&U0w8
zi_kamT$9?)5Miv-?i=XD#F%s<hiW2-;s}ooNcJgN0}jmD9Gw}Ewqv@zG&_44R0NhD
zVi+MpYAA`0h;>>Wm44r()h;tSHpy<Ii7tC&(*+zOP2PD5PtGCC0r~s_agb$WW17I%
zG0c$X_Y_7`ZO#l|LNDt0wRt|#FnGC|<+Ryj#>nBB2?xhdv+4?tB`uQH0$IBSx<UTH
z7>eED;+1i_onbO&mW-Yz2tr(ciIWGH5sJlrJBOFF86K-~>HH8A#WKD6CVrA5F%QyI
z9h%uL)=-X;p&~;QIRI8ai50$zJ#r68@$KYP7e|foVlcEc-e8-GRb{g+SZQ~-CA$=}
zF-bS1*X)rtuJHEL8ZG%|{&{={VYJ0T!{uSW#o26(%<f}HEeI2qo9|_Bkf-lf$@Z=?
zYBX>=I|N>jeh@H-V!E0_GhL)%4-*6)Lyb0Wy2yrg7ln40J7*UdD|YevI)_plB#}>}
zp0HPyv|N=o25VB1vfsb~4q__~o+5GW7Nz7G-NdG4--a4k*g=z`rJ*DNaeo;zSfUr}
zv=g03RoP3WSq}{+!wQErhk_cjXPG=*c#YZ6=WUq=<>CsB*k&^|L2`ANQPp73a|w)y
z{gQ!q?7La_Z)2kRES0@aFrHr{W44h3WTN87I&q>>ak8v>KG7gX_ah9cW2q{NNDzjJ
zV;32J>V<EWO9%cI60ARu#l^+1MYlFKHok6bVq$_{`ITS!8?x-1!=DuzeeZkU%RAoj
zj{joLZ~yjh^Z4VBf73#vuRi#XSikj2hSOz)Wzy4AtoFW}d25RU*^h#3aW(k+H1snZ
z8vYGLY;n2ybMz^3)7qjVvUCwF=2n>>b9w*qmr!qBp{-5u+4hg}(1GX3utX}@!!6D8
znd<lOTxUQpk&M1^k^gY}+lcmU)}PYZc<~uFU->YxXJJ~8py|`N{sKMk6%zLnM`D#&
zHR)M`*bYc!k01boKz+a2#kOqjv<{&pl3i_)A;o4`X2EZv1T};)j_MpkQ4O-rb?Q6N
z<}kV06Kq8WS{yKuZjx9X?9>X`)-EkI&(kQJjo>3{hx=+F$5lZpuM#FEn-9E^y}Rxq
z`NHRT_F|1-P2sF%Qq)z3Ey1Lj&`Aos*cu@}6)}EP(%TEUJ_vc)5WM}|ee@R!RByVx
zRXoXl<s?hpK6_hLCX89sa2ve`HK&Ky?X#HPA%E{VCfYOX>)Uh_pPAtyPQ^X^r=OzS
z(vez$m0pv^-V!&W4Tj@cvSx+Rp=r9Uo5bCHhyqO2A!iPwSp|~Z1afqg)I@+asG-zV
z;=V&L*hlqmkT8O(WpIo(TCz+KH0iiqI{g-L=u;_aOiZVUbjkjLLys&or+Zv`-auuY
zQpqQdB#o}5?rY@Y41O}kD`&r#9}7P~SX|-a_7D%9fS>qsz&ZE3C=DM)-&w;+XPDDp
z<)b^7srxmI)G&7q{R4J-pW!|;<a*{X6SE_X{m2?m%cC5A>2d!3a)+h!ON{t2Z;pSI
zy4~m8*k!(yoaL%=FX_=P(-%Wdbpt}H!j>~iWAg)?9tyBW=Xrd47T@b&`?tu2bwuKF
z$5=pG2Ap5rWy}t!BrT#OAu?37yhTpw;Tw~bd<_|DY_~_T(rFH#7+^XZ+`8p4Rjwk{
z33}Dr@#Jx`bZAM7u}aKK*S7hb)TrchxK6-#8-L8GBB+^fConTOYuhBTj%{0vRjy;{
zE41S&2I_-sbQ5yz2Cm5Q(r})VvcWrzn`|?}<F{<i6+cU1e2=B{5P~^=y;I;jE|)3w
zLhyFUDvM;akc?GE#%*f-WnwK$Y5W|T8z6#^Bz=;qGsmnwpw;f61|d0BkaKQQi<Swb
z%6PHH(&8~Ry@@BARNGzl+Ab&t!&ZZ-Ld@KJh!iUORh4?x#`P^m4hTlZES4@Q>_<5k
zx*9D~96#~n1cM#Q&9CC93R~I)6(`43CgA+7RXY6;ghoNPd3f$Q>Vq+MIL-9f9wV9O
z&<T;!KzbegUXOa;roJ813o<yS{(4G6B8U>nASqxe8sjM&)lyIjT`I#NrF2YVQ?R+<
zpeku1k*6OT^xZa-<8=yopBsC#<i<`inpq{4Tt`=8w5;SK&pPzGF4uIyAn+LqJQU4F
zSa}?gryO2kD&C|TTdYR`DWPGO?<X_#2C})sXmJxUxWZlKHtX#I^=1tzn~awyh>=|0
zxz44%CG=d8iIFVdHM2lEnr5ppf{ZmLM!RTM%)o6^(~At$gADNKUEO0&32FCyLYbzW
zJ;YZBYrL!2M<?NlRiDB@!I2iak|$Jb;y58AAR5iF>ZB>uFVYSBT<K;=nOSbr=LnLB
zb)`cqS*GG|G7{EN6^T>?4jK*`x==7gh)$1KWEdzTG_@4I9g#JBhDCzq4G7&fwOAvH
z6Rf0<5D~E+(}`S4!Xc$qQ1uG^Fu}=WsH8U;8rsKnB6@wD(6um93Wn}ts4hZEqQJoI
zr}26zf`R#Z#kx#Lq$G$SMkSZBskdE11>97QNOi!CP}617QNsP#KKQM4>wo(R)}O`R
z-rm=e<gZ`9P8`R4<Rc&Xn>On&jXxz&!^6Y;>wo>PzwVl_)9LWjKmF76`~7daRZjg)
z4*g_=8sp$cII2MuZqam(QW-AurR{%4zWf=^=pW|g;P0c0d)O~t;|sDxr=Me@XrO0Y
zOm7N1F(8hRvWBKcJa%-Ctk%HycIXBro=Kfyd0?SwS9s@}O1z;s^9^n4Y;W`02S3Ed
z`75~D3a8%sE(QYj))p9<vMG&?Q5+egI68*)XRdwa(hhw7Rj_q>>K>`(9Yl8wrQ^~U
zZM<L`W#Ch^JE(EU>VAg6E?~^ea-nh>wFU1Syu?mwjFQtvtX;=<+bD^ToXnBf9rha@
zAAFn5X}iEN-(hcfjt4g!)NBd&#3?*G!@!sHmbWQ={IfXsKgf<b&h}yrZ_lTkPBA%A
zLdmO$j3D#E=V?wKWg{~~wI0*<LPqY{;`5iE;MuFs5!HIwV<Th_9wKjNI98eAuFNTp
z=jV~WAohX%9l|TCWS)2m)zR52Jcy|8B0Z1T3z2?E62};ZiJ|LgV`aKlKyE09Vkr2#
zP2$}SDh5HRh!@|a8aXUqehDj-DAGogAyHa#;K&pQ)B>`brsg@+dkRK*gVVX^@gtr3
zV#L^NhxT9;-#f&Og;k<>K+)_V6`h^z6nlpp@^X^5G#=+S58mQu2YI}#!r%XN7nzE9
zSNIPoP0ix3E>X7Y7)q0;IYPBvr(nAr&pp7!XpzT^>+A#-oa_m{nEncHvcJf`x^aMh
zdYGQ3lgo`WvX$aabApG$kMYc4Ks!3jta_YU@eJ$!%Q!2ap{q|2Yoq+&kuJ||JFIpM
zEE5i7Lyi?Z)HvdE*9Gm2zz#RC+zxVhhOCk&+ffjygnRW1Y`b|jk}{=(-^a$yKOt;h
z=WGe4j@V=iU4ouZA+^e&H^<V(DYCg?E??i`hJKTdA{cYh*iMd=X(5A6&Ze(o77gsY
zj@woVnh9!Pu-|!roar%?-@&j1iE1HL9Ylm_wP;#JL=J|cuj0oV3ypc6SsvvRcb+45
zGR&oO6!!L*ztBdlbx>uEB(+Cru*pndBV-phtm4LPA_Q3D<a2k@b3;Zg6$3%FZ&CFM
z96WFXZ!$;eUW1{9&$E83NoO}gx+$a^ksk>u4u@>C6rR0NLHMUoG>02T8#7*~66{er
zGQlHrAv-s=$c)SosugOz4xTcJkvhj(e2wD+k5(qn0k=ga?h&CNiI7Qvs)pF2fr$19
zq7n9c_tA9))47il`YoF6JelHIc9k=1^g^;!x${T^&FbM1k}?7e;bNx~Br45zmd)xo
zt-UmvWStaEY7HBthpzh^JOYUlqox8BEg^{$d_QIo#Q2F|CYK}1L@akbs(XTLw}_@|
zgkFoJTSvqR>Fg-GvB6?>g(X?0Cv!wfh+~9ID+$Lk1x`*)@X{9G%wReN91+s)t<vc%
zaUeIv^yoB^P-)Z~r2Kud>B~4yh?5@>Co!FR!k}5A(JiBxCXS4V9fR)leQXU5&`rfG
zEPenXJ?_cPk?E=&N%g5WJJgMU`edHWhR3v8q!D_ku7Z{r43Zez(fDYw$J$mCw-u9<
zI)`x>)yA-egC}dKN<ysXafN}DDu&e97ad~5=XQOI8KsGeLN~Tp6DljFiWqb_g24eZ
zL6bhQ(1~Q4FtUlfge3OxVi%zg2$U{DRTxjDQIeRR7eYlK(jjrfL>UxNDG-YYMUUx5
z8vR6LU}VX}0k%j8wU{W;=+?40X_XVx2`}9U3A)=Ps*dNRu}3nD4YzpkbN?6B!TQt6
zx9|F{@A{S`tq%qRUVH5|?z`{4zxG=Hz3^w7J>PZLUHtfu|2X-4o@%wqumAe5bMxlS
zzf!a3!RP-u;<L}<w|Cg>-^N<>7}->ZqvnUX5zbSvuM(=KSn&Q4SB(bO41<6Ym9)yB
zub?OnkuS(+Br{Wz12Zr)3B#5DV~>{>6h8g3%3E%Wx%Y6wGfzLoefQn>7up$yAx}U3
zG;ey-oBm3FGuf(PeBqCXWeW3Z7F>n>F^l2xHp+$bi2Zf8v?&H#Z8AX%nP|kCflM?a
z&%-@3$>`7gD0Y1v<B3nxZ^oqGb|*^4#xEbhSXcug=->AMaX$Zbd&hCim!Eu+$9x@S
zzk&Onw;|Kce}1qC<Es}i&R@ZQ=pMo|NB-;opTI*^R7~wJPNdwte1-8}{200su^-wH
zNu*GSWg55Z&@T-WcKgJQF7|8@t-DXfA0Xn04i0hPk<$V&G(=9J|CUE7oyk$SvP}EH
zVT{*aL<?Ia5=5+E3~G1{hkj(!^;(Q7uduHkLew=Tr(WPguZ=U&ZUPbMdt6ozJj53p
zZ=j+F{Jr!4o+u;9JmN5Pc@<UN<}3YE{NB@Trot&wg_GQ-kJ4?r9Lij0vFXtkC0<KE
zNWaqLt^P30!B;u$H1InMoIbU}AN2kMtE$d=(m>?*Sr&Z`C7T?(`)>5M#RGrxoAi~V
zTvHEnwfZF-ugg}Y3#uTSp5)<~1<t1L!HgVkdI7Z~dDJ6QT<El^@3$yD*&=(rja$?R
zx{}fE2B-2}bYbvJcM?C*IC<)O*}C}$RKyPDphqtmLz=TRN%4l+T~cWUnY+lab%S0o
z#7l)aUS15DFYRHb&oQn|k<86=b23lTfj>TPvOVbX;LIXFb!3%~_b+gxQ|2GrkMNbP
zBFPOMp|?4dy~b?nCcm2dJ7{WwAKHFD3;qn9!X%H4EK;s+^U6yW>4Odj@9gnA-VA@@
z>HMS0d+B~`KxXSEN@s_N7^w-eQG{(oWb6T^xr=Jl*j{SmCX#;MAV|;A->G8u_qgwP
zj)mnNdVLSwaY&71NtHbuW58}N&-Km2(6Z>;yX*`W>1rO4IZoPkID9aLx^)#RZE<9_
z$fvLMIXKX`e)0jX9iQjyUdRL6I-|Oc-rZ&8*cqDJK2ONU`JtmHIOOl*w_*kZi?X(k
z)?0(dDl%~C%1L(JSzHN*&^R<{lP!64J!m-=W|(DTMdR>zpN4GmANPu+sxJ5G%Z#L5
zGQ|{{ZlH<RRqP4Dh*kCnKHKdQd-4v}2J7tk7dc+I54+VwQ+%>=z#YeZUhS(45s}VD
zASGK%F-z+@RV^Wj_ejqk=8i%ItyDm!awwY(3`-}>r^!vH$Ub_KzT0Q}E0^iE7tpw$
zROe38UIU@mXjEUp+}cC!^-+v8W^R=7kt%*3tZoX^(GiZsyOI#wI*Zvi(pl0lyhXyW
z!Afll9EXEuk5bS;XdT*Vo#A4d-hQ24v&*PmVlQf=NS(gasTK<8I|WjSpk$hyuWl2n
z*MNwAoTeLRhz$o@(IKjlRs+f!6!nChlLalsCOV6O$4=sd8gqy;hk`7b*h4W@grO0p
zbQIkr-3gF>9YgD3XbCb2QKTS_RKiH$q|@woLN=Q{0wI_yjgvAg_Pi!*xf+9cjhdd}
z`qTR~Qv2kO3f^&~#KH6&uMQ59erAH)phYFKM=e$1>eM)I3pRM-<T!6CJ<s9p%k<nV
z`|1hq___c1SMo#uHGJC;tndBa?*-rkANauktprB@JkFm#&#(UKuM&nKLI`Zz{+d2m
zDwX2rfBxtH(#h?Air^Ffm@w%eybYAi9cXva+A;3YX{zykEUi9_F}g<nluGu%8?kK*
zc>Ven_$&2zeD1mDICbh2nM~%tIj_^{aP{g{?!EWkZ+effK}tjruzBM;BQJGuwt7e(
zuq{N=!PtM2zL92NPLm0G3|dvhpowM+EZIfZBSO_7O6M@%^9~?|v9^x1ZTfegBdQGj
zSGRur@yB`Okw;Khx3E9{1pY&JqtsjImlg=_K1Fc%Dfkvvxh^g)Vy^5n_4ox+BjCN`
z5u(F$UmH(CaJM0R{3^y%&(bYTu|AS#{JtZkr){n*U*Zi$8F6(NZ?B2DewBeXL}Fz~
zJ3jFpbMza6^wJ98llTFu>tPHTgd+l{xq`C4#4Do*2^*61pvgawXDK@~B*NgJb(J@y
zKS^t2h=*3&Ox<M@M|&80mW|X|h8v&e=CscF{UhW)aTor~G==3I>Yn88@)Dn@rWi~1
zXvlG{J5BB_J&4Hd@|L0B<ksaO{BVTdeA{uN&IG4IN!%JG3<bIm6Eg>Bh6+*T^9+6E
zQyg-;NL3J~Q)G@-C=AxA$76_=3w@WYOc05Jn=@&Zb>e=A<GLtrk8Wd>5w(q<=v>mX
zY`Y%W*kar$QcNwPwgdcV9+CSVZh8ZDNb_J}pSifhQ%aS$mCKx8PO#p+#rXQiaE%;O
zS(}2DaMd}&7kY1Gu`Ss|;pkYznGu_>tWI&%y3Y5HT;rc@g>()0gVZLM^#Et5LPk;f
zW#>DIcN@IB`w?<Zg$pPDE{961Oa_nB)eduT@l|fEjq$<@`&>Mo<6ZavFlW-wQsIwr
zxr4RfEL+ut!%NRoO7`#rm42WT8XATUir(d^>m#qXO!0St1Z#YXffMmYtHXuqhsoso
z?A}N*Sl1XfWA?jO2#QyjJl>>vd5CmX1DU0<*TfScu9e18GZ;D?%Jw*PyUH)_`Z%=#
zr)pjN(P?&WJHw}LewFW5@8C`G3`55<RJg!SaELE1his;Akv{(grh8rb68cj`O1B;0
zMClyyhJ)3wqx)6%S~j~?jT6(e7@CHW-eh#*1`CUaxpCblbUlP+pr*5!S{}o%lW2Vg
zn#;U-nQ~sG)*YggNZNi4mxP|GkdiTlphreVXsUrw3{WIT4<@XvXLxnFhE<4}JuE1v
z4P>OSv8UpCLllis3W|b~QLvmowy}d@bV;NnjCIzxi|i*cIbFw56jUn#;Se;2vAhB1
zSb^-BHb%CI8T4_7j<RJv#>x#F@8-*-xA*AmDvan|N~u2e;e<js0AHX5J%n3jJMnow
z)uSKwG0g;bpz`+8Sw<LQWpbI_S1wXDhcO~JEG>p(P^E${G=!?r^T5T&S7J2B!9x(l
z0%_`WE$DY^boOgB`U4!*C->NW$p7I77#ma=FG{NFHr;5K%4Ul+ZR*#Tao1Yhd}WJ9
zvyGW@Nc$xY<qBj=Bdqs&;B|OtdXmqs?oe*u&XReaHx@>CAz9)=X^-}(z}(Z&HXMvZ
z;Vs|Y=X=gL*d2oegTAk^_~Da8#ubiF2SkdF5rxEE2cZa5L%|)>*-i2|mOx6${IC4c
zx9qHj|3AU{w#54SIv@Y|$GLXx8r^P}d_K>aGiP}ByWdT@T>hrlOMd-V>D)7mw(%0}
z)9<42ssD}Mo$n?Yo}{t8fY+@ua^jt!IbZj=D_5?N&*zz#nE0mmJb(T?Gcz-Pp}o~=
zm7Sd(&YU^(P4DsNv9Ym1x7p#~%`&g1bo^SM`*Te))g81OuM*<Z&uC=w5z;USyB*f1
z4>Nc46xNOFNL5AZI{x9Kc=LzgFHxHNrvwXtAjEq7S>n+O;qAvjQU2P`^yhK?`gKyN
z6q6Ts;pGL4v_Q|Oc<*|cWNZkz*Mi@C9A<|RkKTb2hIFcX+<4_RPRz}-+3#@hJKlu0
zxQqVMDt%EQAH9rM8K%~s!Flxxs4CszIkG_mvL;GufO7E~Y}Fy1!O2#!)J39$V<<aS
zZnj2v^3-W;N2OC2#DhBD`P>4-nE>8>57w8SL75(qOl#0Oh1Pf+_rdR`@x?aY_@nd}
zX4w41NAMKM;e4B4?38#&CTNXU>7`0MdixDLF~`T(3Y-Wca=jZYVDjYXFt(l}=oWC}
zI{9paQC&x`dURuz)=xab;zvHge18~g+~&~!B1$ez^u|L>yyXb#aY6UR0&`ETk?qt;
zN*Y6Be?(*RJCIS1m#^+~E88S}(PjGZFh%<eM&|;`-ZEbLG1k0<WvxIiGt1%lc}^%E
zU-5T&V0@U>?F`fJyN4fK`y+14k5g~H!2A1GQQa=hY=ztPn2SUA<M97u@4my^D$mA`
ze~<R|-rJduoxR8&BqTtXg|G?~S|}}}6lf{G4(Qtg?b{Yg%S#I_rKN>30)enHNXR04
z?>J5z$9vn7Y;B$2A4bAXJY-uQNuJMj>ADi>EXhYl_j#WCxt~ig<0m#oOQh*Dww}pi
zd0{R#mqeX(gu6{US)g$9xpx}xIz}@>b&z}bC)LptaL=8Oty#kF_pzob7po_N2V!1g
z{gKnmcet@N#^63tNJEy1vYQ{oUwV?8D%KHcuSZT+B1aEJYOcYlif2nrGJB3xak;CC
zR9z!0j*Lg8Fkta{C{`&^DE%a8YRQw1^J;S{g$6(MCM9VqJJ*i(qRNj)b;iztX>k-}
zz-_g|c_peD=b;k}|7Z<1hYg255no0Mb7<i5Oa;eJ>S>6Gr8&}re5Qy9pB@<v!%~`2
zxD{;OUyjb%gkEVztx3eAjKX6|L1{1$<CBQSk49_2X)@6qAA{Nvfu^<sm8Y6I+@!}H
zMI%WZKc2+UBn|l|BXP<RSnYLSR6$HFPQ?MdRv(un$sG1M(WeYys3n~fCyr5c<|HPg
zk(lUMtbR8q8Y+?0Du&6KsG22)SRBNfn}~{l6UY4&`}~|%+K3*eVNPx~mI?z3e*-Fm
zqos%{ewv!Klr?5>x;YNLPf5C>iR9D*+|6d{<s9%SQPkOxeSW-JH7=DFXOkY4x0Z}y
zM<^`FpuEh2&+SL0)}XUk(8tDL$}^!!)1o<j2JNwYq{~u}D$n35J59pOD2O&geH4ds
zrt@^gezb*++_Xo5H#?Thq&VuMD@pU6;brG^&Qw?6s6ELzzlQOj7n2+phkfcW4oQ(H
zHlCnLQBS#al-Ot$E>#rezGz0L>A7UIo=AtABX6F;Rp3P_D{w_Q(P%;C_aR9NWTh6Z
zH<o6PhiXj~=JZ4qMRi1&z?J2tzN`vYaSao4hcapO6cpDkL9VZ%c26a~HD`D$q7s|G
z3B9HX>!C{gkzUg88b;zb(l8a)G55=2B)b7`sh{Q&CHZD2Ll(})ADzHSPX!r`M>t{{
z#Ty5P^XTEd#6);m_oGo5%yy!bF0LQ><FH<@MSyh?@ULHnyJ`dWl*=(~Sw_?3t8fjU
z3P4Rw4MjyoOq@9Job`6^-c3eEMvsEJg9i^19UV<dN=m286&4oa@pu?Me0aC_aki?e
zDoRUB8JCiaZ>trz2lDM|>}Cxa1~0|+3Z~!sRX&%;O=(3Xbqx)S9zD9HxT@D1Qc%@e
zn*ggH?BBni`1p8|l9G^Z&9LbRY&wL>YDJ*}U!x0cP8<r823fB~HX4xiTAE}(M~Vu`
zHd;uqyYP(2!k3+ec5g9$j}pmdMI%*VUpNa@X(Q@_G8EL(tc|2vIRdBAfZ4eVoveZV
zRYcXSMw{uy9g~b)RZCs977URnVq>7lg`(;t5t(T?(z3Bseu^{aE)>!GQK|P}OZy&?
z?>>lY!nZl{W;}5ZPNC*y52Xj!60P;)lvTXu8O~@^JX4i_z^E#xxNIu9qq135vY#3H
z97?M8U~yGb>Q_;Pj6)4Nmkvd=j%HN^8IvN=SRMG9om3nz$FDLIdGBH}qOQPdu@O~&
zim1aiRK_=Bn-)oi!cXGHLKMfqWs2j-VH?e91}KjvE75?f&VXF?4~{xC=uFqKTb4-E
zXXC=gbk_#bG-kfAon}UIJdI6Jr2jOZx;i_*`CQGRI1lFW8fx6l%*4fCPOV4QXW;eO
zsB$M!t;%9ZbPayR1ipx#h1OQiLgz<#D^K&ha~LIx3~m}y$Q;K?q)HFAj6@m}hVs|4
zOQ=^za7(fqb8`{}vWF)NSMp#|EqdJuW;gAo#yy3UGezjC%1|mKN}6=k$3?R(>l#Q&
z#3na0%$Lul&fPRd496Nhnv}||B%j<#N!~oH**B7Y`V@{ac~q*DxDW3mW5cKH9zB$d
z)4QnNAz^pvDV;Z;Whvv(n$M7BHn2F>Nb08JY>2S2F5SnkKPY2kNfCuRw_&fg5to_C
zopa;yyI|i|8}0@_exJ;kQC@r=AE%DUq(-KoH<+n3c-hr_hDo!Rkm)d>udKtJXr^|k
zfxSg1$t<>#&{RRPsS!<bA_{XHa%m|(H=Jn9L6T1pr>P@KtD`}miND@UV~rh`+lhxN
zGBS0z$1g;ckVR!v6$wfQmV^XUMhis+CG1<bfu`zOG>vgcO$N$Ur3{ah$TBBzs8q?c
z+)CnQJI-bm^-?;X3M;bPg<q*aWz>^8!iL|grP&sVDb|I~;y_j^kkxT0v=LMfnTe+?
zpSaQuG}xl3aHV2($093KNNzXT`U99!yzEj;BR)QtnD`R3<MWVG(~-Vv9G4wFd>b2)
zbP|$dKm6lAF#A&042@#ZWeYK^+>bji9Z!S?#YgLL9WLWnONa2e;|%v5sK;dWq0O$P
zCf3N&wDIJcl88|mDX`ke_{CasYZ`It{5Z4KL@3m_ic~Z;d#QGM@!Gxk-CjJh5|>U(
zRjQfVBqN5C`-nbyoG8hS%4ou$l!n`2LOy<i2)hQI9EnO5jb8yawUy>9Gr3bNq~yes
zTII%UD92yt#8V(48`LzrW!x2ZWP=~PGHBGuvJ$V;iQnm>&hKGYL=#qb0$F8aQ7kw@
z<XzJ_k{CmDnUbs;B~dk{WZU;sl0A_si;f|mmZI8XqroUqTmzSFYrn{MPl*8QBH(}H
zUR-tyKCKDc?AwraUnh;*?RNI>-`{So+LvE`$=I=DF_}!=-e-P(K5Dg^tgNg~mpgLg
z2xhaHw6wHt@8fI@4GkPWew?XOTY^VfmZ8x{@lg+jr)8#IuSci-dNT2%q9Pm)2O~#z
zoFCPdHEY%|fByV_D|Xva%b;9Q52wmuT26-(rq|ck6B!wa0#F_~iDvtLB&Q2sN+SM<
zNT~IrFFu2;^wJ!ciN_p^(rZW3C~yo(W8d+^%rjTh5S52%%}O*UcA!a<QJNJvN6f%p
z<i~rU7)JOpl{TR^C8B6Pf}E3wS33#fWxT0Qv<+`VMHHGt+o;rD3*KgGvL45|qLTXR
zPe^gwDK_dk?Q$_E^CTZ^`v$(`dM5hgiI27MtK<S6X-ekBNQsF%_mOF@#ii6zhz56V
z2C)mxq>PFnD%H&C2o*`Y53uaFTQQ|fCNnXSOG^{+q@__hG>-U;eA2W>sCSPe<;4GS
z^5~DT@35j$Rbf&zV$Lh3eutd`do3FjLz!t<M7~-}lpKj&v4g9cPGeL>v%R8#%&bH#
z>O>0eJ4RE4i)a4}cU+Rm7Y9ms>hfwNr;Xtm<I%`Eq+S2zi{_y$Za9oeQAeeA0&ALw
zGtFQ{>1)8RJcBLEj9QlXW0{UPTLllhoqRd@JE*fJGu-S&aq?r5>NjKaDEYz{%iqcx
z_+wrK!=mF+G?(L*$6;->qOg^5MxTXW(|}Vm4X-Vcqr3J{d^DdJuOFT4$Lsfz;BCSv
zc{!1i%J6tEml}$(#cHWiN1$;;uvwv}tl7uBy+;`)yE&MZhkw>6)|z#AG!fKTbEvV!
zGA`LpvF|h{rGlR{Ylv!W#yxi=QU7|I+A-JgdEHj3*KXkCx=l<@QZjY8nSUSlGd<1=
zN(G1AF+^o&Fzm90eDThInUy@6u?<>KDo{*Hh1@9W8me$qm6Batj=H`UWt59L(^!fQ
zyD>Woh)#>dk@zh%r%s}*K7%dJOIdXZ7H2JIJZ_@vB#fG9oQ)b3x&&e$xg68nA^3_;
z(@<VQfv1@>J{RVbGM3$TY9tRErz+7-Oy(Y&k=Wh&G>;gMYSj@`jnyP%6{2XYLD}S{
z84K=j-i_YuC*sTh;*A+i^{}h3)>=qnBa&9hnmtyA)HY$NKTeFk8ok~F8V#tGC=|Yy
zIaE<1dAvBY##1`!Do)sJOrAU$@S;Ec5njs>+%aR2k2~=1C_&-b3;Bm2F9&Y89_jP_
zRIl7d`uwq=Y{YZ?G;)m>Y5p*jW1>;ni*Q8e@wVMU`L<nLT5e@*-D&p6C9x?z3zh6<
zvAc;8wnm&g>!1nznP%*&8Y-(5G}$F2l>+IjmU?HCon~tzPHO|c#zvIrQOGJ96)x-^
z7m`;dQtLx+R^v~OX2>Pu(HKp{s+Gi?$Vbu8Qrpnu^W*VBGdgrlYD(04<OCn;ks7p`
z7#y3jNc&|Tt|N80Kir7l)`VhACMOR%@Eolt%F;l_gc_9bTI9T8XiXB87A5xRXoeQq
zp{@jfVGR`xBPlrT!=m*uRIfm)SCF;lcVWF=iva5)Air=A^>gpS8JBs^YhJIH4I4JJ
zn`FLr?ONu{nS)BD>h?ZQpFWM#>FhFi*|lpISy@@c#Kd%aA7^WBZf4i6UCf?6JEY}%
zlVcXJdGlt*jT_gaAhaj8Zrw_5ZY~y!rQ7RDl0;Hc66NLPUso!2dr+P!M|HXsRZ%ID
z!-WhWOZY7j_{@>uaHBp|NVTLxmp7Ft?<N|g=|pY+6DYj+y&lv$H%`w;^eHN2$$;!>
z#vP?Xb7%|Rk>AF)bS4pNKBeKh8&Ni&AadLNC~9Sz%nOiLu0nC;1WxSxCFYV9=)E5i
zDW9e)VH(e`y_yWuXlly#axAif|CbR>eYKu_b%z+4o`mDtlf1I40)3UAtcXN%kCZVz
zFOf#I9Xoa+ol5lOCAgxpX(*^6N@1W{=|&!*A={@w_NZ~xMk2XfxI8YbRtH|AjYyLU
znk2Mx4h?byMJ^vkmlmg_!0U0LRx~p?PDZIt<aNa<QhZamGRZ;2<ty+l{vq#gsK8x)
zjOrLA8yo#RBv0k7$Yac&9D~_WM?%3~=GE<>DgF|66!}Q6{Sv*#i$|v=O<9RuYobz}
zNTE|tqsPSLrdpm#97k-@aPFUW0~T4qiPdki&SztFQ$3~iZld)!qg7h?ar9C0OvQX)
z(=p9gh^#f?OdUs3=15*EIKhAS>?JYA%!BhTB}vkeZj2;GYe14DGzA;*?cYebWdRi%
zK4Y?>g5tU;+>s{KO*JS@G7$?drKqZzamNqQeCLDMBBLp8YT!&$J;&<pY(A5W(r+Tl
z(11%_!`1b6QuR8t(Gp`1pP^8d!`9I;tSL3X@s*6&_7)FjdC}{Xe9@?-IXVZ8)sCy8
zh)WkNCe~hu&!|JuYzMastH;S6myL}0Aq>roLDF0Cm=myDu0*?S9opJM6l$kZwR;<~
z)rPjNo=C}pPNPL(222JtcU;AZk|Gi;(I~$-g=70E)c7zYnoz}?an?3tcS$siie=~Y
zNHRtbV|qd+>J10ceY}B!5+#c1*(BaR2Zh6l^yv<yk_uEY^{9^TM1u<y3Y=~Ol1c?S
zEq+Ofr?weylLuLnQO8B#n=l0_H3g+giRsvJB)1F6+l*fUsNG0P7Ye5p>^A&PH-4`M
zr_GF4jzH4;kPSM#4kc2Y0cqhpm@p1WsRUU@bL2Rz-i^1gx+Q(!y4gr0TBUpVJ!oq7
zqpm-OCpw3i+=bK}-HT=A^LQIGkkw|q$tif!GVxjTINw==VrvEJykzu4Vo=zdkku-@
zS*f^;7Mgbz;n}$#TyE6KN$9d-P-!IO!)MSsE6`|akd!i#&WIZcwb6`UqeY?c<4;e<
zlQIlRp~4fNfaiEU94&_LEks?v7NysN!|umhd;-sEHT8ScXi{~UZ=Q&5$y6l2i^k{v
zL4q$I<@Cwywnb9C<}kzSOG!+&VwKIDs)?uEV<A$bB0dokjfEH|OrvQ_GoH#?)Y)!^
z{`rO8U!+@Ka|c_1_3wZGyIUjVgs#bcA2qdgZKlv^t)p(P-gJMJmzPsjRmIq`V>?}L
z)22;KoH!AK!O-b)q44>9eDTE>ELgB0q~(ttJBD7bCnF=H$NSu~XAh~Vsl>;3oCqII
z8#ZiU%9JS~7nyCX-2f|8vdr!`modw$Mq#s}%+cbA8j9hamr+H?_#-9IL}9)3+ems9
zhBud?s@;vxn1k*1`|%~m5c%HQG~9R#lB*fZ_WvMxzeL?=<@AAZ#Avr*^p{|*UxYnw
zH08%e5pjAoMLDDR;Mh=xDr2d)7UI*{xHjFviOOUo>q#Qi9zJ#*$L4kuKVlf$D@vI*
zG@BT7_+>w`qL5gNgXG##G&_8JTzH)L_-Nz`FFBE;Niru<7g<5$-Y>8yB8W+{;x-sL
zRwt1WcLnQwl}t5dFsZtZX1^D&qlpNmg9xn`pHJosSwpo|&C)z*cz85Jqnokqc!8gN
z5zlk~^KBNr_#VryN~XHeN`7H7qZFelayC<9Zl+mY!zAw(RPi}XZYso3dm3t+u@i%A
zPDQ8F<5#NrpsI-p_xy>-h#0;+eSlXsy@SGTBg>>^(zvUcGh!k}jUJ!JgL3N%b~-Km
zt#KGXj@wPP$;R8!WBIh`C?^W584?l0Zx&ohdSrBm=YqCu7y6T*v)nnBh4ETUg}agC
zvuK=h4cbFTk&Q-H6y$UH)JYg$`xD-wIrvgC@Fl0=k52}bij`-qtUgjryu${KR=!<Z
z#%D>xm{xOuYAJzOIg)g(3r}+c(G44rWEDP_3Wc*8ozj6%r$bH}jiigfX&8=I5rtnH
zNt0h<XLBi2Qeud$`y7Qf9*y%Tb;f%zNc+$??V<4-kAgyp<a7}6_WO9X88lrw8lNm9
zf4&dxp#uCCBZoarjLaPc5k^Rigp;+Dy|I(Vs%9dSj6|fGQ0bMZTrT{@HDGg~Gx+h2
z&cSI>qb;aF<?tZISYYZ1d{<8ag@ojC<9TNl_C^mbg#mY?3x9PTYK@<m*+VfVYRKRE
zC1ccHR264v`o`UOa@$UOCcAy8cNL>OQHoEi!x<4lVO=dl;x(A6H==OY;*QQkDsM*N
zQz1o|@Fqv%Nl!-B>CkW7j~pSfO6h0DqN_W<F1Q^SkFG&qc?z#ugDXB2P2CY1raywp
zdJ;|DVPq7z<HqBa67fFz8g`cw_2O~(%IZ)ZJ%vf*#AvXhh>gY<k$@aw!f()`EIELp
zu@YDAL>e6lG_5^_enbq8AwDu<j3~WM{7N0}q-;DfG58B>;Pd@3Gzo5)(WW)N<fH9)
z-r7yVZ8Ol%%fMBlz_zg*bN=T<X^v4AF`lX`rZ8eu9sqv)tW|8Hdi_48zS~4zTm{u`
z3tw2Xh*T@c^VyKgD>2XZ;>jI~RBC3(j~?mXb+HTGZ<^?1Pe1)Mie4rMOOnJde({Si
z9ntwuQuO~^jasd?&6GwRaX1|4bh@zYQ>j$q^Z7zv-sAD~s3oX1gTW9S<=G!R9#4<w
z#p)GFq9)ct^P)v4DrzwQ?LR248-|>cja$=%)>V(>EGBBjZ*XUhMCqtRw)=1_z7bz)
z9IDC+yk7;O`cr#x44sG9bS1H?9zyrXPdNUQJ&br{KaSJGaIQ)r`p#6E{?b6&v3*>o
zZ{S2jHnHkNqUQ~x=J*a8bWPZaLkHYs(y`iloaUlxmY5SM+gyYuEgOxjCj&^(PNga`
zl9+{YJYde{@P7+P&&$E?Jx#^#&(QikWR21he^)j8N~74Z(ae-#*U)4<LQd&eG_?_|
zs%Sv=)U!CT7@anf(mFdOvobmMWj@ztB+_*CP%?9~@yIey?U=!j7F(#^_j@u>;>EyU
z3Tl~|0JWOaWSS!xAC*94#O0`J(@;0=M2a+1Klg8VBPUQ;Scu#0X2ggQ07R9Q@;{q5
z^W2r!FjtD?(wu8i8jtaDX&ke1E<vSIAvv3f*|CC(%rW?MChjU+kG1L`4{4?`&FjZe
z=H|5}H<J^e(B+@nl{^VqspYcWZ*W3?J9#mwC>&NSyFSJ`<!Y2C3z_N%IU*YSLqA7Z
zT7<H!810v9QB;+K-_JKBiN#tYTb)`G<DzJes^{v0k10>qvEa;piqeO1!0Bg(>oAI$
zm*P#!r7<Rk{rLsVm@xy@=>kk!KS1F>g`Ag;KX(}AE(ee9Si#>XO(W&lMh++w7^mNb
zb=LQZ-S{tjmRK4u`yqUFy)%Eb7Oy6irfa4k>oq6<Zk>x)o&$e-8%snS()H87e&e|r
zq%O=OE596?U3kkIa2MC(uC$@Od=lo86ErQH1r?3BZ8i#XV;MDn29n*0x}XBx@*Oy4
z=iraCpt|i!;tNiqu-S2r&TZ-b`-(@FIZ<sTd(k44Wv4N}`69m6AJTl?9r!Ybp(?6I
zw=ExElosz;GybSZh>YOGwv%MdzZ6%w9^I)u=t~bHsjawjCgazt(3GD+v%L&I8k%QM
zz>|_i)0#CM{+$&L8-^1*Q56^9aVa5n9L-G)D9@B3*H;tu@uM_Ny$wgk706!=fRX^!
zpT0xn)9>K6HDXCqqgp&2W7UV)bC=?Y&jmoadnfv3|Hdh0;?azS{XTS*p-a`_J6(Z)
zV>R_-vru0$419jrw7Vq_c1$MRIUgzc>mChHQ7zWLtjDMG<N5I%3}ajNVbLBUS^qYU
zn`h88{5v?UbvUc4zJ7lwSm>Wa!`v}^c*Uo@b3BR#hl-eAzl+WDFX1iOf{I}*s`fIh
zWIe=%|GGNp0<2@ljt%r72w|YnXmGh)T`nifa<2pGp7MA+J?j2!&0sKKx7)*XL|yaw
zd;>nYxj!)$>wUKq`RBi5zv)^`um6F%2Oq_<XBmpq&FBv8LiTuYM&;s~o&$iov;<E|
z8u)!^Dhp{IIUV!9f8t1=j;Z`p3}bVtsl1+;yxn+r7vVT$B<iWTIDTHs(7HO@*&dqr
z@1S8tI#u6G=jsEe`1779PQ+-K<dwNBVk%A4^Io))k~oR9N-q;lYP^a`RBGe#E0lOX
zk*SkwFjO^Ce)?l-O<u<SW&ts!PxJ1U2^@GP5`#XDr8!sPbUUa&K7$O8m3^g~8EvsL
zCb<Ex6w79BHR<nPO8EnO$W&?=JyMDHik3klpRU_a%E%0?1~Y%yIgw(sfqxd(aEW#g
zm+F;BYBkl3^~Cw3(A4??1zzJg{F-#s^~EUMeqwYM@@uWZ&wG4w3LhOgNX3>dWa)e;
zOsA<&oXOEsdnhY9Kt*i{x0RjX=ayKSDo!$8Epd(Y1fE5|=4n5C?}K-FX3>=lkBw{Z
z&)F__!f1SBZzXHnUvbX;0md&s!e@-cvh!n#hfb&3WFUFRE}Y}W;>#R{FLPMC+nMZ_
zSy5!C$nIgPrHBJ6iNBkx_(l0zW@p6Xy8QRZx|Z&BM|CxNy&h#nC8`=L4NHFrvJd^?
z4Vd0~iqjq!|IHXp)X7cQCeI~p-S2Um=Mu5<uUO}Q3va^L`JVdqdys5kzjGES&$_-y
z5}QUOGyhl_>^s(`MxCtJ;2!&Ri?#|-x!sul`ZmqCFM*T<BtWuSX*_(mWgU|a_qa?v
z!xGVNIEvq_!+FVY+{1^VsBb{OYY*;WL-ED6<W2f~zTkDomz+t%!_Q*b@Gi!8{)trQ
zz@IrD_mr`CQxfr;Oeh;0(VafcmCYrXKlvNZ?9o`KT+@<E>+@pRyAoagcI?w{#FI1>
zZN*89XZGMP+D(=p@OfKW^xO`V_IgxJ^=JwXAr+j!-`IpZJ{8ZnDVP$I@K;pecgNzj
z3`4tPHHM>q$9B_W__DtKj1>6MEFO;Hy}kI&TBO4pX&f^XUzr~E?!>U_U6B0PuDT1R
z=OJmn3S9g?G(`tc)t1qCu!flOL#VcFMip<yKPD4@LK1$n8^5O<PgxW89aT8i=A(!;
zVYzoUwXSL+T#e|CY(jTp2Y!Qv`s*G?)|*fOI=2p|(|OK080nAV4*RWCWR|n0dItq@
zcIJP$p5if6*coNzfKJJb3AeFCp`rJQDs2tA0IMe>)`Z@ZWw}jrY;SvxwOVaR0oFkB
zdcD1F4Kf%ERJFQm>JJ?yvG*rAE{3LWU5(+*mAEHehViw(<8ydG3HIUNLUn2j&DSn%
zDODlMXiw(Txa3;2CC6~3j6ibRQQAsrnEn_spWaFI(tlC%vwax<v>5X(EAhTqhpQ%<
z$aikRdH2f<udLxz<`fhq`|<s$ibIQ|S+KBz6(5<{J3NyE>J{Xc<?*OB0tE@wnDvyo
zeHe$tkr1JyQLe-O<yQPQFO?~YY>AAeNnvHxUtUI*qwzTWEJ#^Ire+Kkr(HBR*~wIv
zaIm3{$;mE~6CKo6%DisyaC|`~-+JH-g(bDzF*|~ap_P32`IqdmDml1v7a3Ph<fz+6
zRil*~=Va3mF@$Z$Be-hDEvS_;E?Xm4?_J4bd2^W*`}N=s$<u_gsf?J0ljM0%pgU8C
zH)0q*Z7k2|6qGj|X0_hPzbYlvb$d{Gtz4xwa+kx7citWRPedGeT|{kqhQ^tX;*pd*
zxZ+)YJZFBlf~x>!${5z_=5yWA_wfuFg7)A6oMRV|xN8NCQNwVK%0;(#AKv6-JSj<_
zQlY9oji%@jil#=C%?&7;t$bT<nUo#B%+;m!xMIzmQA+$m9m(ZQjf@WjSPlnCULWd`
zQk)aUeO2Z}$-B`hyqP?be=Ai)H<qKY788^I1$AyUa)y?=n|={&wL+HBZ9a<j_(>Y?
zSaNP~MN5EVZ*Ic#?He$@`W}kP8r(A`d|f0sc#_Mgju)a^wHfE4nfOz_ZvAVo<ytoC
zXue`Rs#BF1KiGk1coLowDLAG~LVNfq>cZ3bO(uLwCCLgUibgBSnp)JyOOY#Mk<w-$
z4J$`cd<^ZXeK3Csp1kqsst%#D)v-xqX3YGn(Cs^b!tTVUGlEh@^Q0v>a_3_D@@))z
zKEpQqHk{LMpt-IZ)6Or5-0~jCe*DcY<nn5y$|`)(ak!>kjyGp4sMJW3gfb}!Z>uh2
z_l!%?9NCCv+3)daQgO{%1jcAo^^Lf4hoc%1fpO0pG-iAge~k<Em+R4$9l&|ZO?W3y
zLkfI`6(`XjT93NA2v_D<yz!Y-Cy&IiU@RJ+f#$VGk@l9Nw4Fw!IEq^1LL=EpOjMzq
zZa`8>uyY?edlUZHRHW=YY_o607nRiJ^VjLx53m3vB$7PIBvu(%u;6Nxx!3c(&tKuu
zq6!p}0yx%kT^(~-2;Yp*4Y~m9x#yk}N$&m3WHMp3T8W5=2tL=_;6tTS;q`huU1p%u
z|H9RR)t_C21Fdx+?#|9ZH}4qIt_Bp&1e&jyiK=oxngj3RQ^n#PGa3N>{yn%evXS)$
z^rsJCoqQ#c+y01c^ev#$;mlfusp>P#v&U1v>@?9!FDH8Puc%nH6h}+~`j@{$%pHG1
zF}#{ns%bcDYjAzGpQ+;$aHb|9)q&4{HHXxv_#f*bZhm|o)6*(=<>dpUpB_n8la)w?
z3)75A7%fqxZrQ?=GakIM0+%!&tIL99NW|^5P+EPM2!(+Josu%Qm8+BTiIS~U8e(`l
zTg!b{O=SMx@_E;Olp%R;VkgWZGU`*N`-*sTo1IH<o63aYscbLJrzY0IeF+JyE<8!8
zIWqWt8XghH-)1c3C%Zo3V0{I*WRFLuR3WR4cq4~F<S^DBlUY1w0@gFTi8!;DW$GrD
z`Hg6bRlL0929Raety{-c9w&-~OxzJI0hDFmKWQ3y9Zrpfhdz9d?@gV~xTMZYrF14D
zF`fLBX=K{=A;(GR_pPGQ<s+x27^SNW>*TA^oGu{p{r6BcoWYYc1V`>P{26)p4Uzcu
zW>9|p9aEOnqB&m1-iRWeX{_M~C-?GJ;XWSAn}fEhnplSu=d2l^P*Ce^;+OkYGsIwF
zh2Dgu@qn)Z`}mu1rC!3yl`C01<?^o&*5^n6`9W0nDjaiikvqs!EGa2z8MUlZ(R9y^
zs1KdM@b4AKMm?@Mlkp|Rq1ky5&CWx3hosT;t?Q5@+7?Xi?E2=-PQaTUi~3|G`c?Zt
zqryEZ6>q!+Wo;vJaXIPrUi9k^BH4YoN2btxX*y_I&JW4ejHdWF+Alsu|JgfuBjRu+
zXP~cbKv{SkPlOKb<}dI?Sn$O}BYhRXI^)Km(AQ!5@D&t|br{j2_A2p2Cm>lH@W;mC
z&mN96VLXcFMs&5uP^{aF<Zedt`;aGJ2Js_6`So?*J!&@o#54ij6o3E$002ouK~&5e
z{}09XHApq(NRk`fAp_naLut0m!Lacoa5?deo=DSOOOXvN0kh`RUQFAU<B7|_F?t@h
z_$>J9+F`GkX*NWmkBPzj?d0J8WLd`V^x)QOI6J{)&z?P`rKJ%U*Z$2yC^z+i9urw>
zz;orpG`4z8tyUABWR<TCx&TY)f62+ol$DjW39y__XRiX?P+D1BE?1uf(`UEFbtD`u
zSe@N9U1-#5H6D+r%^(!p#LI~AEXO+TJ4CGdl=>U*MKQ#H$B+t=gtDOl?TO<w+;9u3
z+EToxNGv=5gniUE@J6?c-fYUbm6%WOB<lLBD1LM|rWpxnrj5Z|+(69-O1R04?$6&Q
z>fXOH<yTpFvd8n6J00jstqe7t;L92#3PU8(WHZe$gR1A9e9}<FV!xRZbvZ?;aSWN`
zqT!QmSnX;~$=UcMB?(3&$to?;CKnoYCC!aBn0@saWfxAThxvLRa=f0$?{iYQLCdU4
zE!E3U@DV3*#1-+wAxn8<Y&0{DJ2-W!hTA5N<?i`Y@%jC{u<An|yksW!oDmcsKg<<c
zBlvv5s{UrRmKQI%j{lt8!$aGa<M#WA(HhA6>aKi6^C@b-Y+@cp@`vZLD18`96iR;d
z=|}7<FJ+iHf*73&-I>EQ%(@u>ZShw8Djf|mqj>bA<t!aNmT4K8z51J{rKM3+R7Aq$
z#dzX!Fzx?0O;#VCm|UW3ii!Wn5AjAO;LMqcHS-Qsm9;3V8d`?j$0#61h2LZf{;>K|
zW8hdR(H=GKys<p*bg(5WgU_~o&PbbwA8DJJu(Ogeej81-CwakaB)+^DpD7Y|{3se`
z{}fsE)z6?Lfz5%sv<_8C9g2n~yhEZ<HaFlJ(eXf+lP6Dd$t9Px{70d{GiC&yF(Xh^
z)}Y<63uQ$$?n!yr@4uznb@75!N<1Ty@r+1DvN_NkDM54K46;c}v)_-+WWtg+0$);O
z@Usb!wFX>6$Kx70zU2w82SrUKj?X?pSyl{wA3l=?Re3SWs&c$ZiC?WKBLj|MGm(uZ
z8tbd@SDZwxYKBMy{s=ujos3VT!yT1`tTP~M4EVJMBxLkuhlqOjX}nR1G>=(;&y<Mf
zOfd?pmFAppqRu*mC-!pO#&lFCPM|(^0Mgtv-}G%{OJwl)74|yJ>;8$~7)kv%o<P=|
z8|bRl>UMK<B}qckw?D|u?RIy1y;dj`UEZ|!_f5SBumqBllGw6k3pqJC!RMS#XV{X@
zJJQ(L*e0k8hxUSij)bEHE0izwg+imz;C8#)e73UAh%;*}hSR%njLOBheGB#}w_w@*
z3fk>QP!#E~ExaDTEMv&uiqd%)d+rT*;zoVF;jdb;45vOK@v+OO`28W$es>uWc|Sug
zypyUGHN;$(fcnXs@csM^)b}l7_#dL#_gFn?5z*M1B${mHjEUPy)kzg@Nk@&rNRuxE
zv)ajo6Q{79)KM8Z7EN|0d5K;cT@5(=dtvrb4s4xAeoZ23ryAn~EirXQ7THQD99hSf
zdy|pguyEH_BSROb@}J%NP(_#Xzp<C{#5fJ}OnRa+7PD^k7XElmEIwduc>$Vwm_K?r
z+lq^5OirSx!A8oC-8jdOLH_D{B}o#u51q*ELtFB<s-1QY*H@x(y7;Fyi>QoY_=gQ8
zxz!KwPv<Y-zUA-oKbOp6g8dY>=~sh7fugAj!^zd`$-9sL_ukt)Fl{C?GCQw97mB#J
zICk&e4S+W?gN8Xj<LK&ln5nFWh$d{KZosEcL1k^gd~5@f$Aw>Oz!jYZN(psQF$%jK
zS*5}k9fdC@2FL6i#{8#(dbFe+*~Lt28FLinH28~oPobmP7elc=j?7V)V=g>G-Mnw(
zi)<MnAvL>DpDaUlriOXNezcp9;!lsmHF*eri=N13Z(+UcigSXN0JqzX*XwO})UrPz
z7RS=XA%8ZqEQfS6C!6)Srhc8HR`ykK<;3Ku&~~I!<4;VbJS7X)g0H)<T!6Z;2t{K9
zt}&y}nK`1ms0c^uNKB#B`I981SvOFhHVN&KJ($<NgTh&lZPqO~E|~(7go|;(#XXY~
z@JycBb{l>lhCM6M7VN|}|4zK|9iM-J>vVU7dR^~`-|z4Dd|we@3Fve>TrO9ei$ypB
zEJ>0&J*gWT8;Lw?0_ENcj9v`oi#Qk(#?L1mT@;-eqcJ#aC_N3RE2>e|)nlD<Kc+7~
zMy=nBp=brGPOG?zZP=!LH#pL$wWgd~iTUJqoQp5TI60Pv6;+r=8ll8U=EP4ZTyYDr
z*Jh%A?%TK@|2LQBCi2KlJ`&!G;)*mEuhyto-;_g1oC4I1T%yP#$7LhSUq)^A0?L&d
zirf`67nM+3aE64DcFdYYjBApZt#q(RQHMUyOj%7l7W;0>uTSL7L?4Tvl&rmVRMlVf
zHi&d1(v5&1-CY6#(kR^^Dc#*6A|)*?AzjkljdYhZm+sCv_xpR-nwhm`*1Ug=>-vx0
z`?=?yv-f_Uormyqv{C2t=IKN@V}pqzX>zL6={>)L5VsvFe!}-Y{oBC&ZGN@{^55)M
zTy~qsv^_7ww8}TCHu~zl)=d--=ffH8a2p?yV$>L#!%*BeHUgPxVuvI@rAJO_BYn>^
zbCr@_iwvXPE}=O7ke<<JHf+4yxTQ)|6QR5tc7FeD?vjHso8V-yan!?hfSV@Si&ub$
zl8wSrMFmI7ST0~)wk;&DP%cIY)7hNI_^s{>e?|w=vd#HlV_D3C0Y`r^-}R>R!J7|$
zh>vtt{r&rGDbJD&3)OY0|BZk%1}ZV+Uq^4yZ(R;!9_`Y^gF$ihzS;@CNBjo?>J&K1
z0wq;Sk{WjvV|xXnL2?zG94QQxf4M}i$KB~MA#HJ~wUhZuammR<iK9|E;}<*9E4$8D
z^-RO_vnopJh(({c8(Z!jq9_(=`}c}^^1<b32?-l>elJV=f_UkJ?ouhF*Q~p%Puq5)
z?b=1|)xBfLBHmrrvync)E{_lMNeyQ|<r(--c~Iiq95hl-?R!cC%NISkc<~h&M40UC
z?1J)gIspM<WF>z*Y-}-OW9p9|4_6AgxwtNh`pvyyOPR7zr90g<0!-@Bo!`yPn=cAE
z3iL{loS1Zf)^8%-50oqzJe=~~&`OE+?tty{D<E!!H|^ZH;w_snYS~1gnic)}+?&LA
z-p^v4!_p_@Nj3wg!Dc;kzUg;^v!2+U^|<f$N92k&I-_W9Lq_pc3HDOF`cSWrS=rUJ
zGGv5S#|JgNDC6v}ragI=VLwfa2%NbJXJMl}E$>WR?zPHB)US_8;-z8;A$0wx6n#A2
z$XiX`-hIg(exwPSvBdmOy|lJXF0jotK?X|7XYTquF~k^l&21scD$+l|O|@Q}Jw4Jf
z#Xd}g=|KjG{CWn`-^br4D~7IEce1;1#14fNWxoQ$d_MU4$<0Pd1+mf+yQ$+>j{6IU
zQWQ@w*uMBj&mJQmIdSrFk0wL&7Ui1Zyii^8&!jPgVx^wQ<>zQjbv4)b@bDnXAh;DG
zt<pYrlh;wN(SVR~;oY;5J+PvhQx|Z#GZ(r?4!k8(dtYu4v{E3U?g`#NQx&jL2LH7m
zO}U#p+d_H$;%59-_@`T$lzM^1PY3GQuJE;-<(t?Xi^j6wBdYIyd5Ls>?x=U+{GLZ^
zo#dL4tE;NooyPCfdDZ}b#@ckBbL`j<I6Hr&Ts-aG^3UlCq9B790=s<F!W;zGdUxNn
zd^F;PY(k_aL%+BFs+oRZXM6N_RxQsQ)iJN6am%`|>a;mqxfh03X%|V{cUCHL0~1)^
zAOsLQvlt=mWj7OX;T4^xT`4QRUbp9KynJfWw@aE84G|w-tEn$6q-VOsZ!#W3&@64z
zv9z>=VXv$Zg+Hr+HSkUvnl>`TE$Z+8Kuk<5u%u{gY+SytoX$LT_Hqrke(d@(iFZ?Q
zLS#biWFcOVWHO-UW?lY$+c}~O@ACK4our%d=pUJlxEdF1U!5y`lse(lh>||fpCi4Z
zxD|QBO8(}0Tj9gkefuwoY?~9jZ~r+69%)nerXK%#5-tDXRuZtO$^FONn<>n7!zzku
z#O(*1t)Ln^j)Uh$nA#U2V_}7CA7RTl)E0H6pvm{83KBu{Q5{7cn(Bc}{O+^yADoQv
zoT#(y8)V&`HF4QDR46<8cX@eFl{Y_<r~A^;W=6;5GxFQ#{#<!*rXQYxkC0C6dKw*{
z?z7)r$39?THv1&YfEk)IoL*Hjy*}`vFD?et*RLrqP=_h;N;-d#W4onz&f>4($VrTD
zoMpSq4HwA-!MUodyPZ1hCl!_XW)Dtk>8NhVdCmRCo8rs*iM%!0R7C$xm+b1q>`MHg
zrEkVN@VLW@Q{3Eqp^CjR9I=m9B6QU3_=WSqzQ?wCO~l{kK8E{T=r(_pDTq$U=KmCE
zY|HXQc+P)6wSUQ%no?2n0B>i_RErQUa6pU>QsG97CS=GJjf<!&lS`9VjXQ9F<@L+H
zxzqEqmnX$yz+*`&e!ONFDi|F6NRZx<8b9~yqFD6<nK#S7dS~LYXB1Q&=E1MBs*wp6
zXxCX4vumUxc=r*hjSowsdFsVqtgR0`JF1*rB$noD>Khug;5AE^{hl8`#CEqmU9tj+
ziGD*%8=IM_q^~cBw`5;!C@CfNNn3ki%{$n)t!<WH*&MB={R<xgOSRAA7Fh*Vj=^rF
zi*js5bOY{rMnb*x8)K0N{u=rQ>j=W0{w)4EiMQr!gdRAF!)=tEZ2{Z69%(nTq@T&F
z*Oq?1+Y~1#OgikfN&EKr4gWG;@SA2Ez8~2pH9PH07qJe;E~n+~;unN->-?WO1OxPS
zK^wcTA~()|I!_F}DF6Pgx&_zteeCj2c|BjUNb0Kk%~`aY^Fpk8YDauOpR#XAM<f!u
z%^7((TP2<w)KA9r8&`Hq?`nGjr!6<Oo^96)`^qF@X}qz&+@xK`-~9ccFx;&z|KM?N
zW=q7Ib^f`LtlBeW*bLmS>oIbE7w2`-o%>14#57_edUrL|-TW!ogV<P52L-ECJ-lzD
z1Bk~i!$CyJ#9AbIAn#qtj|GUNpCeYxqKKid6N0A|+@~1)DTeG4&xaoDf^;<t8}pOA
z_mj?t@vd^rFobxhl{{r#+%~jj*m@A6kS2useClsr0{#WX&2J36No{|>db~<^$65a<
zm}UdZR9Hyl;=n%Gh}ax<%9p2zS?e0oX&2Q2UU57{`yowZaik^6-(ZU2VrdZK5Ota~
zUwuPLk;>`VzeG&c@Dlv~QX96U%K&dfFcpxXI8Q~m@xW<=-^8A&oAWxvk$L-OJ~Ev=
zM(jm*sK8G+SZYmQY8JZi6wX&nNBtr?^F@@-b6U82c(|7+Q|h+Li!F*UXs{{%+nMMp
zi2&}<9J16lQ3Fp|;&J59{>p3h6VVv<g1p}jo9WK25a-H~%FOSfCbon&xd)Fb-N&<4
zx;!`uwF#qg#tvkoVi^hD@yBnB!)Cy|D2gszhvvupS4WM)p?{q@7q1VtGVPeVM81#~
z#X8!i*rOyQBs@H}rQY-=#C?l=YBb$aP{C}h^xjUczVQ}OoKolHV95v!477##5=Kg;
zq@*ke<yX)ADt-IQsQ1(6WO3NiHSyJW9o4mwJ>HM_`1g{M2=9)!msN}G(K7>$Z*Z@U
zmt@q{@&8QbC{r*RjsBsQmr)XTJ42osD(|M4SG-P~4R3759ZsflJd1XsbV8ng4X**i
zlgeD;^pzO>t0AkLTmAA8Ig+N{ve4b<YzO(&@0EFpn}KoN6as;`L}61)5hWit6y&;u
zKfBlIq;-~-!!nhsFRm3FZEtV;9%GPjy+|Cl=(ep>(bH4#^t^jVF(OG%OZ#<UL3@3D
zy>lXPTFWYS+7iR-+R!lbQ7@^e4Ys6XOp@?ZRV&R}q+;ix>*UzjJ8y3x-?ry8|11ev
zZjAG%cT;=EuSY!+KVA#VbtF;KKhD2)zv7Wc@atkf`{*o-=b3}rH`1b;LZMK~o+Km1
z=;DU4cFo8W$Fb0UtnVAZ$eJm!aEi?(ERe!A`}!{hfztq%o!RzDc{!)#h=2&ApwxvI
zk@x=08u}2=c_(A}x^qKV^O|;vpeW?e8|L%h<bqm}!$&6nBFc|9(?wYAxEqMH3OBP*
z*l{W5I^(MozppChS1m3d29S(UW@4THQ`4j~K!|;x$VidNj;W-p*hhkr18_cyLR8V&
znak|FVcA6(n}kFTbcTR7IW7#P?Aklr5&Df2bOq|qmwo*K@4x(hrBy2BC?FPlLX*Eb
z(w|F97d^PqH-PEj2ad|R50iQ2{%9LpY*e}`B#p34c{M!RxLj7OduqUf6!XE;XH-t{
zA|QjNAymA4){WRuubNpiIXRhB!1<fs!v+PDR%PxmlEcB=AKT}O2;%8`v%ldAlvs=`
zEM>#am@U{hS$s`3MOj&|52%q}U(j6J*G3SdBkt|(b=I~-p*s^8y>%Na-GV@nAd~yH
z{Ag_=U%xiAy;&bJp!z7b{`iNh)hzoV#FFNi&Ez@%rpDpn7fT}77rNrU?e%*pp3w}U
zPF}{56Wt>=Mbf&H<$7$c1CFzqYn+q$x)Z|z%Lh5g#?XyG{n?;zhEVORp{6fOF89bK
z3X(!+;n!N8!>=&kOIDgMJK7QohS7JOTU2wOuVA@39zOi#>ASaG^DUF37#{Qi16?7T
z1CC`G*9yOWi+eaaa)4RnMzhZDa8U;+HyHTdmv7K7@eM~Gee3GxRRYA=h$CsOdE3Ep
zfF>FW3qiU<R)Mc~zw3NjevO81o>CT1+cZ{R*t*rhrnMqhh_`-04mzs60}88Z$^9gT
ztBK%z-4g71IJWCNXI<-RASg&sDT<x~W3|>90^Ri->1fA`opGLW;q$+o%L|D#GR>DW
zI%`7B;o{&=sGg^=DMxa}yfvg+otuZ})${ab+ZwJVLDtGKmX3&&(y>XC6`M2mS7O84
zN8j(?zt=yU4K?Z4!?k{6+GFv<IFHJFbwAGhmi1YfSP6AO(D6^&9lwYk%a=aUtv}yY
z&9=-ObL-PKORRm9{)DcWFdNQpP;jX8r)1tgVT@{dI5?nw<syhIoUNT7&5X8_@?}g6
zajI#)TX{CV`C;vQex7-vrGQba{t&v@r?B0dj22^>ywY+(kM*zRN9?45pHj20Xl6X=
z8qxqKkth?1hAzB0!xiVS_IFO&vOb&?B<)LMU5vN73iT6??U2`>XNRoi>I0j7)4KIy
zX_)ZQe*gZxxt*b7mP02`t71<+su()Pn9zUdt<iK(ZBw@>BQJk2{--v-ys<%G(ZCOq
zbd{iNc4xsnl|3eq9tDKb)qv!ihaHj`DALviA*>}ZQKW^u0g=kCIA4`PZAcZt*Ke+t
zh)~A8w$-u&m3u&#R8k7=!qca1%Mb&|asj~&XiVVX;8@Td1Mk1~`$2<pADp>5__tg0
z0@J~vt>?MZ%wp<SsdlK<cAWQ-5)~_B2%O~aC1Dy8J7b|Th3Cz$5k$>q&#@#N_zr&h
zudZ1|yYw<|ES&FP3heApH#29>=P9lY%>?PfG0!F`MEc#1>m!$WNXnV~(slaeO?FEX
zvz{}(TcckmpKeBduyOiEk-^`cP?&S``PqSmB&o|%kDR&&V+ZXzaCC9w$ThqtupHbs
z)J0MeX~mCt9`LM8&PgPxs!d=OYM`x6TvJnHL}E`P^Qod+Mk#RYXxsj46GAZ^e{RdI
z&0eu>O@O^3fjfbC%asdHRqwlQgrGbGG{f<1Nha-T<l^b?LtE<sNaQf9SbjG_gpzYg
zP@^s2;h?ID%gxOVab~=@C~IZRLVU6Ila}sXq3T!ew}+rg=P0hZM%jg~UBLH&?;J8}
zcdq-ZC%cLFW933%uIlIXQzw%I>?kgkDl5|7p=j*grBMBizAPA>s<;o4Uq$8A=G;be
zPsni=2tE_y>Gb6_rV^5P{g@bpEo-}eZ4ymB&$yxVqv5dfR#(^w(=z?**`2oja#Liq
zo6mq7t<pv!KXXEh+~B@u(=Bq_a}Tpk)G+H1lOU)RG+*kz7I|XrirctdG+!i2^&)#p
z>3VOi6V;o4{FGj`GK#E&P3*;t;gm#GTw@_u8*q^GUKHI}6cP)Qo16QRjEroigFc{4
zI<(87Bf2vrabHo%?tmp1zvKwDrr$yu<dL_^F^garR}Uy+K==yV@G@?5(*!7J=L{Ym
z5z#;x4&8zfL4Dj#_{ZRY=7h4~Dum)T^b4%_1s<va;q&tlWkVBPCGA4JKTcy)*6j)I
z2!kIHAExz5o6gxH3)g=CjmwR1eb>AaY<x%&w#1p*Hgf6o>kO@x+l{owH@WY)zo+^<
z+M4@0riLVn(^3_eM9u4u`iw($*|+86X7TuW@jnDKEn&|s+h%!~cDtxnmaeC%qJDps
z{Oq|0)!)FGXql<)I&9Nou8r+}qQy|?+qhQwQfEZuiuY;SHHFih)9ap~pg8=b+cfw>
zA5Q^8^Qt75havs&yJnu{#oI$XLR9sSqWjMu+kDJ5n;OM`e=5|hG?CG)Bl_U%CXg=7
z(29~ZD!f1tFKb#CNDDl<4U(awYC}DX7QQU~djZQg<)x)IbryC8BvWl{EBF7dVGtk6
zHa@>1An4m3PW6h9UnFnQ_fzzpcqgxAUu$1$h;VTk;`<A(M0x)3%2j7U8?xk_B<TCP
z_hDsKwiy=Yk`(R8&FTw-R{OS!vXR0jxjC2Vt!(Ad;A#wVz3sJ(HMJ>EYklTWDBgyg
zZu?FIp;UCrh>SD_MSQ_++b(m>RZ5G#Z|gIqM$daEr|sDQ(Blr#81-uxt{Z+s|C-~*
zoAP-(GS180;|}9tJ6+A&e9f5$Kf}az`{fUsl8rWr?kj@1T#}y7&PR))?-ql}^R|bK
zAzfb^YvElKP#CPZYfr;tF7d7RXM;u~O(6z<6rV(FGneR8<U<&iI8nNLdmT?!J67X`
zmhmjq4)+k7%UcBlu)DKrnXb(O@4?1}SpE29us2e}F@;|e1uR<W!V01Srn=YmNczxH
zgVVh*`{Cz2RR(Y|ywQFunqu+zUetde9w+3cQLj@`t!<MzyF$D}bFJ*6YFEJfBGDkp
zzf%wCsoc+SYF2uK)q!&!XS6M{&!Ta;J9I$u?dR#AQ<lCl!bwRCwN8-Is+*NIo8A~_
z3>cC5QO+K#8;?6v;C-PKM<Tf%n0=A*OkG7?RVpttJGvn4-L5@cpV@UTVHO$bo>QHQ
z4XkXG;#fDnx!J)^+^mi;ydp6!On-n;N!PI;W+%^N5A2V$d)07znAn$B7dH2R8AI|M
zzPn2Bc1e*`Ys2EF3z~?Nvm8}LUy$js6&F_9t4#U~;NAX+i{mt8=2<i2N&Pc#E!?_m
zd5l;lyf)H?x?>xb_-~5fK=G509psS2+H<joSNX-vDyBooi<q=D(iv8B!+1T)zR#4$
z?Qoqw(j@g`SCaZ#?Y9$wrd9I`kM~!!?XV~Bl_d1)$dnG4U}$~^-!)p46d#f@mzciS
zrt*7omaxCoIz@?K8rqil!u(}iG2_ONjNfU3@1O2KXFs;4-m5mzYJ!$e1LeJuv|A;l
zzph2*!^FysPMg^wq~VJB8$F#Z&0PCZJmd_9u1CtG<X9Mr(y3vIsciN_M-2E!w}Q2&
zZj)@+sRnlM6LrYRmfzj^$U9kgS~bFJ44O3SvjW_VAQP<Z%Um<W0Sec&EZn#@zU$0K
z8pTph7xbom&jwAsfckhO35Ibh#c;W$L8ys0i&w9z<#o!}V5iN^%^&Gxmba~CP(Rtg
zfa1Z=Ad(Ut*)&+Tz6tq0XKv><me;Iqaq*FT--a=h(TKhAdo(a+gjx9?3kzI$*3Rq5
z5bni~ytjEtb3J7db?We{T>S6`98niX+x<|L&QJQWA3T?SIt3Qnc%kxvFozeIb+c^D
zzg87j#*I@reSTUdq03JneVLE?(`&}tA2Sp#gg)`>ZuIAW_ryhwf#nAAxtKwW0~?f%
zL&pW|CLfdLIRa0*!*I|^cn$);w4i>Ai0C$}y4>+`QP-@jvDa|G+8Ko@7NkBFNDH-p
zxog`_xOaJXaENIVU<ShFkTJ^|qsXgKmgzAKwIw+50X1Z|iV1`1C8WDPwf|~$1@wAt
z>+0@}XBLgGi8w#jll)k!>43m8=X4ow+?1RU&ZDrW6+PU!1iiAInm*esk#^rVcQZE7
zQw(1Go0B7TR{Y2K17|HpNwWyW^P?f-u}@_<9eHC>m$7eKng71=S3@U02d`$}t9yGN
zAZtWf>u3opFDcJxTl_qwj_4EZtbCM=uRX(D$?yCqy}7+I!L?3IyiRLaHGgvdm?q%z
z{k4QZD$D%?E)LG*#_{K02*r#+g$TvGvop$V5)cVAbvMVs#&h2hav45llp{)5rYs8J
z8-g6Kr-0h~0`bBS7m->+48+&Np))<XjV(lLQ)#|}cbv~CPogi|<>dwpRUBS#R87u#
z74h9PmRa+c1rLeEeu&^XpVLcn@b2-={_PZf{K1!A^r44@5JTJde)9KD^<gH3PLU$#
z(yP!BwBjpr)A3+Z;xtTMeO8Cw+5pr2B`PiBT!#g$FXSHFc@lOAaLfayl4@?RKvERF
zPvhmEOOKMcqaK{3pq|eimNkyx@{Wng$*v3&5kg=MuiVGv3Yay?YKpGZ{b~)xc2?3e
zM%?By8{<@F(pfsI;7S4p+hAjY-dqIDH1MuvjJFDBO<AG3RXO;nIZ;>yjMnmserqZ8
z*bGY!`*Tvxb)WWYYJ6!aLciQxOkBv0e0ivQcUS0oP1`n&{lx=|v+40T+wSG+ow3to
zVOiCw=&0Yft~FYb8S$fUxTuO6>-P1xnG}9O1>d6RloCyoHKOb`2G*Pk1bn`ZUZ<~P
zxfzV!OJg}+7Bo90+OdlElf)=)R8wSIGxfS}3e(I-j}nH07cUi#^vv%Llr(01G*eU4
z_@tyN`?XGTAG096_wV6V@)Zxq8?$H|uBTn{o0k8z$T%Kjf+W=V+;yD)wUpbSqBF#E
zS>K=Adai<;%-AjrB=en0osfu0NbZ|8&E8IK1$(WJhW|z=E?%uEMl+(EJ32LImEnsk
z6VqsgHQ)OL`fnW^9J+hDCl2g!Y<NB`&%OG)AO0N9X-fZg;omLG&xD~sEoSaA1}kEI
z?~-^q^KA~1axhRVl>v>2Ea8K!D!P~3VOQ?#=czAR34Up9ej9mCiN__s%2=r|_NR~p
zmNVzAX+=ddvm`<@2;fLP#ba~HM_0$SwvPN;OHihlZIA!e8oK0%vyoP1U;KWu>>w_H
zcYCQ9EG~)yFZ{?J$QIu;Xs;1<bhM-mDK3L8DRb2G6pVe@p6rd$c!njG7^D}>5CWSc
z+x4fHVVz1|by_{ER6COMHbt>6;U!7OLvoHdYMF`F_VMlF?bS)41s8EGp1S>3t`MrF
z)rati_p^%RAMLDKcP~AcY~ALzpPR;lW8Vt@Y#j0wq{tA@+TlQY#nMb#a<uukc4UZT
zCqRs<{nec$C022{^h<FIy<neoBz)VTE%&Cz{R4*CH_F2;8o1g^A61lRZ82T3VRKWc
z=afBTWh6NHDjqRNztl+xHmD2Nw64?OeE#%ps`}vALJf{n8pCM5<B^GM*>^YipQ|M3
zB)FV45H)mLB?xSlwZ}r{-a!dfZlW1Y`WU>NtiwJvBbcs8@DPE>(Lwg!|IJ0*yTY$e
zZ#jtff=3~70i>2o3x*aQu=crrI6kLsi%W${3Im2tr}VVuQdPyP=w-n@E&r7KnT8%V
zx-pN)c@X?JekahRVBGkKV5-Kmv(W$Ua`6)MbgY0(po0;Lh9N0P_?TJFVV$>=fzt$W
z8g)<q_b=YTI=0+#HBk66nH2X2Gm$DM3tlsQngmr24WH8L^N(rv_x+|FZCmxZxD2JP
zjt9q%6LHg@%o*fo5((J2dC0=^ww4~R@5ppT%#f|3$c)U)uKbfm>wmhaQ52N}W_Qlo
z6@!Lvi8f={pzoX~D08$tF3?_7Rz?fPl^xt8Cm>e@`(k5b2TWTYCi%ErQvcIhcd)xK
z&AvBGrp+&gDb69*e8G^wV7*K~oa`3UrG3)$qgi27%2MWXX3cIcnw^Ts%E?_D4~R$&
zj^NEq#Q@CIVrpT{0#S0}-!tmadKNe5(EYIX;$s&)XY@oEM$+F#fH!?$)?_>3K5v}R
zVAezpq0+Q=r^Hzji=e{23lq<3U$Y0E!ZPH3j{zCkEzs-TFI5SH&7T;Ff)iy&0*}6a
zZPS)##Gz~L;tNlqVp*Luh4r)cv1-^WW}QFYyJj+({R1OK{*4w*Z2Xn)@65H8iT8yJ
z2{WbhV^^adD4M4hI%w}7eq(>l6@b4V<@+HuCFQO<b=r_Ec<PWW>iqRoXAvYwS?9rP
z;f!|-7=CTALnds5cc!tBvZEysKfGgV-z&y1Ie&x1h%5V>gNd3&m>f%*i`S6snV`h@
zIl|`edGn_JpkR$YZ~@FU#6Ff^uO*r4i#DVRhAP5pGqm`5Y|=P6hE_IYrxlKqLEPZ;
zPO<OQHTac%gx}Fj9sBUXmH>8&;hI%zc<bFtjvxz{zKRJ|98lq++NOB6G@h<hZ)J$E
zb9pCnNJWbNLfzagJu6BVRfAmJ>xI0T30I8*CdVsdK7H-!eIM^nj`6o)66^)q|7KHs
z`s$qzka1BFNW#PW$6dU^!#^PV6jya0KkejUaJQpM$BfTVZ;rTSZ5v*0F3`!mnx3A9
zOZlI#AFp@V_#h{@4+Lc<{@>El5}h96p`L}0h=Jx2ACerVy7^_RczP6#E;Y&`T7^_^
zPh44;iIodBal)(oCI~;dNLwba($QL~1TB1~m)*WdStd`}?<+M`+)u?}zej0dOP<EH
z(9{jKbZYVU`dgvKjOmSD<Ai`l5vMQ_cHy)oJu@@ji$wcV<wDiRME5To$pY4IcEM3p
z!7*ti&Q}=0>C{^9Ue+SXp{bkuwSmiP5id;rxdqs<bCibnCN?65<&B<qC&=ymBu|a-
zLA7zd<?RwyCOtK$2yvBupI0d6N#qiHdYN6_qGVWz@0gbV<Sfe3OV3{~%V3J3C!Y0Q
z!tH`aSUi8ysA?YZ0Z|%WvlC&!g3I-W`d=fTDPMYeX0;PUF*YtPh6W{dc&69}E0MHh
zB>2vFM(bpe>`+Z+G)yTsH!H?5Gyz3o!ZR&&>+;^C$zGJ#JQ_>n`i?-b-scGSq4IBQ
z<tN&_T-TI1bse2W)*t~E*Yq00OKE?+F*OcXKB;PY-0v*cPFV<`mZfEO*ZDE_co7e9
zGJ@O@-)=8KJxOWpx+79SS9JdvYU$Y2)S<PmP_LT9jtR-RWaTDgK{Vf{oEChhblH%h
zebdj*3@mY(LHR?T)rVV>NDUm^Na>Yt8ftqj^9OdRs71aW_DIUh$Vtc2{55k5?Kppj
zh25s<JQIkw$3L%=wP|z-c|RKTs69?5Y|}x!b0qc>oKOI&29=9ae0;pJx_a;C0JBTn
z`o_i=3yYoUohGmf!ZH1%4`8(AT9NniM_+~5`Oe$|)fsi%)woCZCM~z2-Sad3@fWs(
z#01_)kr;vvrmjODI=4cx5UmVcaG^Tk%c$Y-XTPLY+poqj<P)U4ZO}ChYjP7lIF@4~
zE_LYQ!dWVUaD1{0mE^x&iPElk@b$~w4xmqv#UvN%KbWstJTSjGS=)p_uHBo0=-a<X
zM*gm>JWGQ}lm_6Hjke`*AREWVRxIj~)~RzcaL44l!CPK9T8XyX0MeU%yVt_S!_Q~m
z7{5zh<=`%)x?p1>Rpa~!7I)c~mMT7b$FOo{jUOJ;+uN&{gktVLt;M@$n6e~*o8|1`
zdcBZ8yN@LKlml!p+9zpl^}9x%ad1IUvY^`$zl#nBCnr4v11ddHtuR>F;K)c`MMcHz
z;_l(pYqCefNCkN_KS}<E7?kce+H)@J^8Je?7PXbdwZV)kPJyE>cenUQ`fM07u{X_>
znFtbXEcy!{{okCGBZfW|<x$9@sn>tPX)Ka-6WO#ve48-HV(!Y9*(4<C|3+8!uIRnQ
zJCH4ILb*T<2?X)=ku;RYzSf!!u0vT6t^(6YY+!SbT;+muGL)o6HM=&}`StaBvg5IF
zi%SoLusyTy?XY}1HgX^cqWhqXSz3<arw9j$e{?jN(Ln#w>KWNq955yr?lE2AVKg$3
zrRED4D;Fy;Enp=Nc7LzQNd$V9!;jt>*kVw<DsBn4g?dmu->|6z2aX|4!NI{i%fZXT
zE+`s>U#~3UWkHy9BS(eLy7+y$nu_}D*p_FL<#+ZXuFdzrz}(;OF@uN#I*m+rULi^d
z4fgcj!$*dM!`f~T5dQq9S~Mi;rSIXJ#%qmhN@slvmZiob!02mkf}u+wXQF~-S__=k
z=WsEoGjx$Ep8ottvjF7VemsV%fMgIf1@_d|^g_K}>Xj>vFvs^-R@8;P$lD6!9Xcd#
zZjH?bi5^cUQsl#_INoKwmJn4*43$uG*oyU?*JVTrZX=DAOm!%gu+O3t--Y$xUU)w8
zi%Ea^LLU|u_UK7U=Hhi-D+uC$+7&F-F#FyfqUJanFkm(RqTT)eP1n-#@+L`yVq(la
zb!{EkiZ?Bje~KCRhw?zRQcwBMuaE|ZG}Aa@Kh;D&=F2&F2-q6A=i5^xy@{rjy}xWY
z9V{AN0{0o6Jnt*wv-$N`IL!#(Bia2L{S*Gti<37^#3$wN-@m?sh&khPMumvwvm~|6
z1!dY5Bl-R`@w<*Akko|p^8$p|@Q0B!2gP9-5}<}<{IJjoabt=gmIj-Gg5rSoz!pv2
zj;{B}vZC{6t_hSDF^dGbY$3=G44G_YTv^3%*OQgJ73s7o&Fe0-uK4t6u|4?pE)4F}
z%nx!RJW{Q>h54`}7Z(?*j+V^y<v`QA#c|7;$CQI*Epm0f^KUG*z!uN1Hd>;I6V_;;
zS+V`aqLcYl*NBd|PxfVhJXk?NVcD_+^rEyBg-omYb2HH<2Br{K%i^)hw|u?CJ)21s
zhA_D;==b^P{M(?*f#g`?b+<NKa<1rcao#*%W0I|sc;qZD&(6P4x3MYxV1I0GUT27h
zi_7M`Gv+J&bwrk%i<>*-uyIliZRU1rof?)&j8Ca%7K59RMI`Gl-OPd^nIsM#o}`bD
za3zylQv!3mjFsTzG)=2)2&^cFuNLjN;o2x?86;w<y(mXIXvn%qs7J}ouh&VX?6bV{
zr<2=d1oH|(-H2gX1nsk`tE423*ZeihK4JJJ0kZ-tpAt>M9k(A86^~|(cS=+x)YR}!
zPfv~JmH4DqG4TOS2tJ>Br|xtt@7C0ZXyuQ$Lt9c*v^U<^f-NgtRZ>8Rx^Ma7!&Iur
z+E=@iP3g>!hNWwO-FrM=i0P;Qi8tw*bxNGpK72UMad~*i8wwh=5mo7qpSr+|zC8fK
zNKEUOWg+~%qO2^cprF9FEoQGIoGtBzx}BXOVqDoE7pQeP_mqN%n%$DB{IQ+UM!xjj
zBUSdGTO>h7#&D3g0p0f@uYetsHS@cjb;4GZRWgr%ok3x9i(I}k3bsHh|4u-<4|07z
z`Rv`TWTzXU^?X^oBI^BP|E$-!K6B>9`R!AXeXAvzVLG2fpi$QdS;W|^0K+upkfY{#
z_FWatdxL$30iTM0x?g319g*zXb;fjm!gCgVwy4-PeDPjdT17==GUxW+La_>dkuqEf
z9Nv~qMw88zNtr4-q%~%81f}-*I1Yn}ls7h}&;aYu4H$Ut`TlPad-kG$tlo(1?eB+u
z-*eZ>vU{5#``|0;+ve9E-kgzcFu(lJUFPf>=Psh=5IRD)hX}Tz^ViIsw08x1=Is6@
z!Fz(&)!wZ{L`1@<6^)JcuC(!n{G1Faop%d7qr<}_y}exsX>W@=XBp}jopb#M5lL2l
zinI=&6)TZKDvk7%h)D?RDS<6lr@XfOrCqehIIXOuB?A&(NLIlbZbQG(tFH#Fs(F5v
z`(!D*w0xsXYlHRBG^_Gxm*axJ$VISXGcf6mrdYWYKScJ%6uwOjo(TN?g9i75`{UCp
zve<9&4y^LzQ7@fqhoWr6Hl{ctis7(IOZ}%OW{CAhoU!!H3S-&cnLF%qE6~jdV(y~F
zV`=2*z(819g%mEsd#p{P8WuBMup(PqTRN+d(OZ1O^z>eb+792t{qIn))7}RX1X#jf
ze$94%9Gy^x6aI@_!M^>=uhlC?e;m>Z3Tf${_VI&H=f6aZD#B@>ohfQeV;fE7OjaLi
z7ur_ls5693xh$8GesHeSF8%yH?M1foTYG_YIATM1S#Fv)KEez&tRpBP;sK)&LAsSu
zvnoAh$ckaxm5Zb^HY!2&Opg?jod54}i^jCo>YDRMmNM#=(h$7w?1y0KdCG756(ipC
zdLLcLP>_G|vrM~!2dQ)}`s*I4{K-qJt*fi|@84G!hTsuiygYKs&iRA^(Lqz!NK=G(
z_#EN@)+1&mtT*y*L}E_cjkOk{V!C~_V=Jex6d@yT$r)QAIFl(buyio?T@6%|FfcG6
z_T0Ms85|xq?f>x_&J!Krpuzx1zga>PM6H=ovfOFqFVv+&l18sn<)G?RJyTQB$e_rt
ziP2l=*qN2jthrnmn2C=qW29%38hoWpT3$xQ$k4c4=&)eSlL{!rE4(EnWoPFL|L9+W
zO~K*@Z|dEq0`W%pvF_!}neVd0m0u$MnRzi|Sg=n1vOlZ-=VdiQu^_W&EDbv+XShPX
zl8Y6^F@;F`W%^XBK&pOu-<D$-b};P8rNTSEI>Yp6fnv0`+7<9dFVUv@h^!lRz>O5S
z>cw8FZ0zya!KKS=o=nH&OB82kEagc-cv}&2s6It_GO=u_!@xuZ{w4-}7LfBx_m>~c
z7pyu248oUO)ysN7Z~p*f)&O|ry10mPc-Jr>1ElK)R{|eL)W)QOvtBJ@ceL0QnbYTT
z?+v9(2+53e&Ps+fMg~!DZORdbZ0j<U`2F>!yGZ0`5074fGwD!yi#vCCCHApLm~!eC
znRV)+_}`9<<dfZI<XVdaQlsw3+G)jIw?o;;uJ3Yo>kjIx5zzpd%=^lA3om9(*QOR}
z1V1EgJ5)?8*Y!bW-IE9@YCvLwvH?{Bv9utMlr(!~hJ@uK+Jk|y!-jbYEx)2)L-4nL
zhw}r68+2K?Vx?me0r(}Y=oJE%9Rd{6FZV7zp;qB`(1hcoo}O?)%BX}*hrmjlP}8eD
z$e6a0c7-Y`!iLJHIW_I2H4fLL@W_ySO`*>wb+ydMr3n8)&*eO~bn$e?Bs8)<vWQ=D
zWy`}FoZ<-fmBk%=SI3m(TsnRU8h`tq42!m#Qw6LoF=s~I)$#txrG}dgWHB!97vCuB
zUT6EKLRCIe%qdHkOax?9aN+jM+<6T`aSlr-TGmr0RADm)OtSO99pr$S5o@L$yBIc3
z#Nn4@%y15Ui^%>r9#NAX4lbYRD4Y1ajYTwbc!=6LPb0H;oz{HLO}SfuITK><L=PoW
z=3K<5o-IKPNX5l6if}9!q$L^EhL^NE&1S0Pj8WtwkXsE`>#cwElOy*mC`R@m5>3O-
z{%7UdOC+O>jI0XO&8`U<vJoo3#f6ySU8Aj0O(tikIvp$6_GYh9-!eVFmBhFtEh{lx
zOr}!bqJUVKzTxDo^sH78<6Er$GWjh!`uO}2z7YjUhbYCq{$-gD#14T~3^_(Ti;{=u
zs+q~n{<W@&z$C>vc5R+Y;f>T0;nN={LE2LMbB$;N7G3X-$9E`j`J$-4h>bJQtPkxJ
zRy^9;0v-5i*%cP!*#RQKP6gAJU=~HbQ)qg*2VNHOx4`0ANaXGe7hfP7A%dmRmzst1
zT154ChM0XbYKwX-vmTEb@1RC0tYc1?P<DSf1PmWYzLJt~0cw$+G#P*_USCrd0zKg&
z?BExN36{`xL(%=kE9kpLzE?DPelk&g$@0FmxFNIr4KeHj<Fx&2c+Kqa6DkK0rJo*I
z-=m|YV{;XokaM!LJAGq_tRdp^^5`I%vq@S2=6NZKa=vyBI@EnBPC!N$$utChfhq$Y
zJ3D*JlRo;??MniJQ1L7arw7EK7gh61b}N^y?#Ho9=~o_NFX6!}OAcy6SYBa<2K7<+
zHLt`ChIB}$p^00qd+(4y7aAVSG=z(f@5)%HThA8eBxa$IhUFsxuNg>*3|>aGfHpxN
z6wC%}C#5b8XpiDuvJWB*p!){iD*=5k2na#HNer2DJn#+lLxC^Nz?1*izX3J+?@__Y
zKtBF^RHwZB`!~ptEKc*0lMW;b`<oM^16M&1-ijdMjoL47%K)t><TjIAj(<M)phBmW
z0qz8<$N&D7FRNcirBzHL+;*c3mg5^ms9PL9T5g(ea$}`a%E&D$LTy`7GBKe6DYDJ8
zAy)I9u`Hhp#bEoLaI3EQ46h^pTAM}0c2NCW|NL~{Rk@57NhtXi8Ir8m<a+vWKDu%0
z4vHW^&@pYj(}L@)D)TYowZvCvt5nyfbUJW{%KG}}U#6~J(S1Rq5V+O5{c^~5svYJr
z3AQKm5~P#W?^X_zLWK08O}kVoOL^6?0p<rySgKuX@_tzpOS9d3<nY#do-~`4Rv#fy
z4b$-)4pVHLjUe}Ogc{T?G@o>$xeJj4i0%eABFKRsfrp3Je6t=7eBbl?mFElsefJlU
zQaER>2A;cbK<PB-8C_iqrJ&{IB>=mCMB&|DX*%To{CG_y;QTg@R$;Hpjm}xxAPo%+
zj?2xZ!DrHJ&y|V$AS)}LXbPt9-atg32Red~Zo&K~Ic@C}J_5w#)<&M{ZPzA`%V~}A
z{YxkV19cVKZVpD+{F;IG<XWxX{47b~!NKt4zBfix)YLCN$jfg^i{4=)1_gjRH}!IT
zvNIkuRMa^ziw*`$<c6}Lp#cWOq7zy41|x_#VchQz>$>jEg7tU9oz`j>Z8vTqnUJF5
zGAep{6pJr4VEXUIX&(h0H#eStwCEGx!LjsCdMh8r!lJaP=^NgE?$kg;j0DcmlKwL^
zYuEQd9$07uEJ6?#E-I=(Fw!0NWGl(wYx6R*PA$xj#Khj8?8YM=kAsZm@V^QQ-p+-*
zMK5U;Adre84HF-K8V!`nF<Pkp0t1BqYO^9lWI_WXVFi*CC7OSrZZ%8W!`VNw6G?HP
z3icUq>FGhL2DX|6xyJWts!*k4DZC8c(N-#&eEDc!;wyTG1y`+>I-#bI3yX7)H4hxK
z=uYSAI0dAuxV-gy-^LoaZ%C?8_3FWpl?tkK=kH}?P{t-q<6>hcjyM7!rdpWvqTpnJ
z%K#I&ENUJ{69zJsJbjd4#e4+f4x9bhzkb)K5DMMhdC!3oXCy3glimoT4qVtQtN(eP
zgaq6e2XR4;j218>BU-JTn4#2s;!HoP#xvTjvaD5hynGy3oVPA^CqexioPUE8<jT`a
z{N`foc5G?sFVMOukej_)v^yR)(su^PjtoJ`pF|nkMgBEYj*y6DnyP1`Q9KO`AH;5C
zc-hl1MwB$vlllB$4u~}<vHP1T+NQCH(^<?q8p^xk9ryJsqHX;eVs=iBm+udP*Z*S!
z$j<H`A8tqe^6KjeTl7b<d{5w189uH-KHHyd%FL8#Nyy5gYUn!jfZ9n95VHfj4(iI@
z$uXxyRr@kmc)wjduxtuQEPf}K$X0Q;uDjFESl-+jMJ5Pp_l2HrHpsSbkm2%KN08c9
zMpvG$ctNmxapkENxyb9C_h;}h<V`V9%d>XszA#*4k*+f?0Li8XGcQ0v@X*#C7c2FN
z_S;3=JAI%shaQiYvs!hwWU{|wrO7>lKjuhXS_q1-?1i5jb$!KvW+i3fXxV|E>C}h^
zM=b+Ft0y)8;LixCpq#;jifxdU4fQQ2=Xsi`b~G(&#KXS4VMAwUC#E!VE%}$X+N_A7
z;8aJhMg)&ffW%YFyt-cTYx^1P_;Nq|Jgc#h*do~%5+!)FW8W~G%3B3yH~!j6!)~Q*
zL`GN>ib+ZN-t+mz>S{;OAq$SXh@c=zi$2AKD_mEZ;KFvHO1_1qB`hT?Yq?Gz(?ukZ
zcUY098{<S~9mICw>m?kfPxR=DK0YGI!vEtCzs3D-_~vlBSOZwUg=X6t?I5?<fL$AL
zcAq<E7+_}>TloCW2Iyc+OiY|L8Rd2ifP}-8=rtwI8u*d<3m(-6A)w(0uYC(?og#pA
zP5hSgfTX(#c*8e_L;fb?cq>}SK~Ivr;cCGOL<dyW)z3Q7SmDnZ7#JCEmydmcmxlwe
zOxJbZ)MmyDd{nd1`AbvPzq*X>+a3Y~bo@Byre!9bS|)d+*4@0+yOVU3<!J&)Cur{W
z*h<jwPi(u6eIs}G;Dfw2P5=oS6Qn|dT2%1JhgBreRbXMv`=ZDWmKtzc^p%{PILAI&
zoc!q{->)WD^lE*6JU-uyQ~IQ<`&UItI7BhOYvXkF{1&GE>25zr>?a%FMNh*?FNq!H
z5C;sn{J~^vFoBHazOL=D)XnZ4axt)%$ijeKi1Cfer*MUtXZj>=4JA1NUA5*R0VS3H
z7dW%En>67#{mVI8@qa>^XG=y&2@@33VpfGdgxu>QgNo$H$jCJj-K^-#o*J<oei_@x
z$p697m!1ln{|`X={{quc5ElOl(xm@UfY*Pa`ux9x%YOkJcK%WaQ~%(wgvN?(pa9fi
zBXqkNx4FIjbz=;%=I+ju+;itOjm$bYo$k+nE<981nokiad~aUMB{Ho6p+)Zch}sz<
zR}EdQuKz#ZdmCLAf^Y&>OgVc5`)M_etZ7TF8cRGiH8rF8JWAby_h^Zf$U)k=x}@c8
zPo7QXWWt{DU@P(cy^b0}wW`c&n$kelt7?NJ0!X7)o3Ah^e=II*WUyYW(PRSEd*ARF
z)lX)0>`uodutIDW1MRc00Z~B?N}-Vf6Ukf+CM~!+{EDadFq0;Cotw``1brO6gT~Lc
zhEDGv|EBTdRLzsl*s$t1|BM#7`^MV#5Swb-7zTov6}AR1S#Y7`34RUsbKT;6tB)W|
zmH8;<{T1lOA>wzWsbs2hJzS`;`|o`K$b-@J_ut=M#V#GUJ^L0F7dNbZB?01057He*
z!ztXjczA2)w;yC=*1j{A8G;e69WKD!YySC+0IYd#R@RH~p3cpII4$rA+PK2W4SGgK
zV<2&)Lhe5Rx&k{3gc?-7BmzW9fik4F*~|S|ptaw^!;QhTFftbN8tvPQNhK&90_357
z*;bww2Sm34Z|aRA8v+OnTp&n^pw$dh6uI!=-Q_;?s~8e)=&^&V!t6qT$N+<ShMMX3
z<dF(NMMb@t%zS$9;lU4u-utV=4KT9;L}?I{3QJ2(p$il7{%P=hHw*Gxu657j(iEqF
z4uRos3ql6^`ikIl2HvL#SfUSXICP2!<EM6uwHW??jQgl$J~a)2oWseG!BZ@Vyz`9m
z^6-Fe;|~rF?5R99pO@+#4r%+NNq8~+0g3?gE~T%pA04IklEvgdQh7572H6%C6@5Nk
z@6q+#{S7Fx^2d)I&~6w|X+8p25Fz_#_)*bkA$ofHCFe;66La$o#|F(NS7vZ7BH-R?
zCWF>A9lMsxw8L`UhFHJn`xO}ZWR4KYaQv9W#INF6zbYzzm<}a6Jlr@yNn?i3l@_Sa
zXmWY5txE;{;;_&FBW98pFh3U7)<6d;oOeH+ot;%^GP$?t7ZnxpxgHQ2_}-d^?)UZf
zz9J%$0oW`ZMG6(mYKi}}*!y=;(RZ+f1aJ#sYD5G&I4BS*-U3)4T|P@a#4##z&jf}Q
zJe(!9q1T>t_w+cN5Az~5y__vK@EfV!-`@}Fm<DFg{oqd@p|B@cOiYX>6F&5i<CH{X
z6csVaqoF8Vwb+-LnMq+yM8aY6p=pSVm)GfFjvc1;e)-sO-ZTl+gGCIOfD+(Xkauzd
zr0*OGmy>6h0We29<2lPBiemMI-=H>RjS*NgU7yQoh>#seG9jlKI*dqWG+2MlFmkUy
z5vLgpvz|G?RvUetDl-i5<v)KC+BO~5x?Y!mDy#=)8)gp3BsAVD@B~`TSK9=Mmmz?@
zJx4`F9nD<n$jQsYgT{YO;eTH#b^HG_RwoJLInp`G)qYy&@JwLtI)Gr8M)YcUtx_@}
z_m`A&;#<xFi$1w|d9c7ZgE;@*%qh~IPoZiNrkwgud0G&ifpG^viJpn+U`9mS4oO>z
zxfXK)Ud-aPBh(9NeT9cNy=E1F&luh_an#>9GxSbQL>0>ZV66W&Cj-<CbrxD?{z0ty
z59AFSm(tz-4NyFtAOWp#2X~Bxg@;qq(S?Gv9f#RpLXb3TTGF6wk2NI%QT|%XQ(%KY
zdW{mfQ$xVAW$%b%?3H`<3`oQt0&Nvq)~CZ&$&+6jpv&9@RDa`StxHuy1GJ3{1Gx@J
zRIgpMYipT&58O8aD7L%|_Wd=v3ow0suef|Wb>+b<^MHEnJFe`}Ou@$-LT*dk;o)K6
zBtVZAjIAFXh@<28ym;Go)5Cg``Fxv+8N}4Ij9IO^a9nhhM5!C`9uq7~Tol>4Nljh-
zYF-5PMIz|+R>>*m1T5ZRqZcY^=Lc1zXHzOlS>qNbo-NJ5St2VVK&}9Z#r{&yKznxV
z6;$ZD*jx`ZVK7Pg#tz2=vQTOI;XvN|!h$46DiSs7ClfRCp?yR9)#Sv4XElXb{n&qK
zltlrpx31BS>{?qb_j_d2FRz>2f|EI2X7|21F@*IM6BBD1(kxZC=FtgV1O;HKYHBZ>
z1wK0e`t?OoQL!#s<s}Ou6yf2sD1hGE1HN!}-S(V*xL9}o`~(X32V&nu5VFHo%|}e`
z0)O!P!-F?)AipmjZiB*ZiMlKBiwHSPkZ*5qadB}g3_Ajy66sl3w&%?=P0uz5z=Ycv
z0LfHTRQ65FU{c5_I3su~9fUp4^wPY%uK@e}fp{Tz_9*^`yN{cdLo5<m$|nm}<qn{T
zOCJoy#Y`F=9NZfhVQJWWb#{I}-{vO@l1PFSSzrl6tZfI*0%-u#{(xwNtHC1pPZ+4%
zOUhp<-A9j1An+egzQ_TLip{7K9ynCP0dPnlfd8wZfv8j+s0lil@eQRF;FPZ|?wz*(
zuC+ZsvI75+RM_((4L=W?TI%FH^EnM%v*HNM7f2HV6ZJmP6nJYyJl2FxkP!^Uouv$g
zRGt@XcK?J_8BRH=kPl-vtHNub1OZYb`nanE)c`rxmiS}e>n5XRR~sAVmFK7H7w&5z
z1c55s$bn;t9~=qb#p>I2y$)+YDJ-}qVgAtaMDG@e%@5P$-O2p$RoRyUum6)?G<i=?
z0dScrK#ntj5g|5B>ct6a#p+qWGHfO4bk^#L)xZ2tHr8OPfg!EdW-eAQMb%-Pk*4qo
z9@_d0YV=<ZYrI7!-~=^q|BJ;y-DYSk;eVgm{Qpdp{y!hbB3`%RD;P`jTILlX%0B)3
zz$cA>ZYnU1@v?6~^wxH%zEx0pt(n{HNEgs4ot3+pcNE`2DJs;5kOVcERo=H}tIwjh
zn>e7`qfz(xcar`(AfqPBjV@Eu)4=^*Y<?=W^Ffn|{VC{XTaR@cn3S9hQno^uQz~#i
zZwZ?7GdxjcV*CI8CEbz0X0eC*iQ#{}j$5Fam6K-xW_ABOi-#^VeDA)%m<^}&JU!ln
z<bS(a)gPDr84*EspyTHWmcOvxy$pW31mO<2AL;3l>cv|C9GU?`_6ERtY@ZHd;ZU#D
z9bCHzkU_qUwAlVhyUq9U9Yr7|`des3h#&@-<5jGc!@89b@E5cF>Tq#jboAK11@z9X
zwoy}4-=Doi5PQjjUP*~e5NV#_A%$r2PQ+n7*n9ggkyb1X(GS0?s?7AN2dnZHeBIU@
z>9<2mz|A-$ABAN4v8*@_F*|yCHkM3VnuhmKDW!19_+HJMn}R~ZBY}{Rkd8xNFs$0q
z$*JlA2<RXVt^5yaDk_tA`mNp`{h481Yd=JRgLM1P>p0>3?93!?fTnoblK=H<u~yJ-
zv<1kI#MP}gSy^UG%xkza0I>6G9Oe{G?En&pCLmtWdy8(v=rVrvMG#S^4x4G^PY%q_
z&!4%qo|D~<Wl4~cOYgTOFb$o7_{3%?x#tIR9_ybav-_s+%F4^_szy#X`nHhB-QSH2
z48$nV#)1FY0&qM8!Y98#tNPShD<F!KyDR#MV6@rw&`=_CTzSitHkj0+HDkf$sHz$-
z<g_h+`}}nLY*M$lyw>;vFtxbjrehJ0&Hk9mdFw<B#2_K>8~a-jXo&@^WNX#q0#JA7
zTP<)2UjEP{ig*DOa0#H*;Y2_36;koNZT~fUa8R0?nGJ#t;^8wNJVSm`%-cjA+g<1M
zg9B@RQPJnL>oEaMty=5kw4@}ECtpUX05PF8mgr|dZGWUInm6rVyZP7HE;kxd&i|7r
zR2>9-%)6;?{LZe%WnZ12fnhK0QU^&B7_Vc~1lj4eR&>Om2Vfp*n#w`>V`HO$$J4`Y
zdh0cCvj;%q=waFMrRNrK#cAAw#>T1bSpY5BvHMS;y8%NC6s2Kpxd0hiXqR6H1hAwP
zGqUJD>P2gwTL7;erXr6QD)VMl2o$z;I<@oGXEt@qv~XvDaV$35g3v9BA~aY*^n;r?
z@?p+6dZ5YmFxJY-Y6}GXZUMthN=r-xZwCbqBVPtA$x1+vOuuJ~{?lc-A2WrZt9)5u
zVN9L%JXI#21J&l}766U-;|2)%Es&5Hx5I@uNr{Pr;EIJau+mLn)VSs<&vPgq3zjdv
za18m=6~V#=c6WC<C`C`ZaUkBV<k58X-oC!A)?CD<?*Kzeghu=t3JN}ym6XJbKAcE+
zOci|Wc!at#5K`%V7{)hmBo*c4;-0~J1^~Tvl#~pC?&Sbxs6?Wv7F76yhV=a&FVCRb
zqM@qV4^ks%MQX*Hz)}zSmrU+%0=USiDj$Jm0-L6k%A<g2QZ>&6sC`=^7AYU)?DX^i
z(4(_()>cCFC$rIvWm~j$5WNXnJyl5NkkkiapsTCPG&?gh7>Y>-6*5zgtAqJ75R?Sj
zUb%N>Rr8y48SdhUn->=sP9pn2>oK3d29D|d&jA8g^Ch~arIl6Cs7~pO;Y)|>Ww*K}
zTj>|#Rsl0V%d}qr%@ij3@kS;V{P-@{Bmmfn8|&*P@18*XV0P^f%ozyIPV7E;?pKY9
z#J!le;2KmfzD%11yX#_3Qpq$ltLvn|Rsf**nZF!dvoq8cik0+&pPl`qYlE(hz8#ri
zPj`1e*to-^{E`y+8Os`Q6leX^hb$YeO<VI-=0pD8fa_<Rdz!zPfs#O?A2r&g%>YYX
z>%cRgR@s~HkD6@s7aLuyPJFyKNLDOxf-?>eW;49cWQcxna&QRfN?RDL3O)hzQ|sY-
zd$t8e`0`=jkf%T1JYBa@=x!&QXT;Dcq|l_w)AF;hD7J2=SZ#vYyO#r}-)P*#>XF@r
zG7RazGM3c`?(FQWT7kQVpq9{ro@URU@9siV-+c`M1{!6Z)-YH;;s6u)g-+VxV46>R
zNyu!ipnj4=58j$+f7KN>0Rc4P0xiIs^l`}p3<-F>$o|JZ$6kj~n-LKao4jqe7%;$n
z^aeDS%=Q=>-UZJ)Y`vOod%{clKe+npsHnQ{@1a3jK)O>2k#3Mi8bm@$y1To(yO9<J
zk?sZ&X;HenyN3LodA{rY=XI@7m$+u`oqNvS`xASgAt@`XSDg=s_Vaqul^@Q(89Y1-
z0HeWE!otE5mWT2mFBl;(av0Fqe~&nff5xl=V2(5@i~_%%&~LN~E>Egt&qK_|yb5ix
zY;yPJ(B5C(*B7LU-~4Vz3v!;Go+s62BP0+zaOo=?;QWA<$Gc<m`3Bnx?ONpcfnL*e
zy{S?c#U>akVS~^2yL|~z2c$bOxN^~PfE)q}M-i|@L<Hl&5;I(^@I2r8)HpBbv$44e
z=djWR2h7i{^Q~vUnR}gd!5$ELxR@Ny;*JI_Y(QN5@u!_m4pia@E&_jQs%&R#=(QH=
zFR_2lrm<)T=~tl`f+G;f*`{aBuK}rqz-~TD2Ij?t`xk+@2>~5t*GG%g?ePHWssIz#
zf}i<z7f6$EfC|^lwypTsh!p^ySXx9xM8Xww$UqPhI*dC9WheQL1iuX6K7gmFdjJSD
z!wJ+98Jy-y4w<RUnr9%rM=vbs!jPTl6I2--GKzNwohPTMBMgZa`wTpp@87qIRsaqh
z=x~WqQP03GceU$)Zi(>60Z%=kIw4KR9e1!-i|)YjwYsLJjFHhAf0e1Z`SooEkL_Gv
z{j@%*8uuN*;rho_W$<s&x&W#W&{eAZz-cqX4lC}>a%)|$X30hU$Sf@R_bQO8>&0;9
zQo9-g6FyRYw4XPtRn^cyqAIl{fdIA?<nAySt_6wiOYetq2M@5cVJ`u_EnuB1E-TAF
zZv&MuxEbttp)=GZI@cz@6~V<84N=|yvQX3Q?X98a1mG(8ye=$Sheq;*v)z|G!vR03
z{yz`JOngZhT-4;Q&9x^uj3T?Ypt?E{rWt{p0dSb-#e@t<v{)dXf++&{QEAeT06D7a
z>c&j(AO3sv>IF&Q$rd<L^`>li@@q$D1?~>K&fNEQ?D6AlTXny$bXI<_K3NXDetA&^
zWSckuh)w}Rcm}Z7)vO;N@kPKko7?38;QUbJ35ZwY;McBhhF@oXIHg|(fWn9$hkNBf
zdFT-6y<gcFq-R6vfA3i4$qz%!pq2=RC9#8nKLYGGfU0Q*6-I9dn2_FJLkw0j6aKRf
zz_?+34AXh~l3!Wdx*p(wXjU1F21*&r>5N4?QS;m*_DlsXF0PYx%BQAYAkbR*VvzwZ
zYG#D!>(p_1EkteSBW!<Wiu#Mh3twsFAJPg4v<$GyS9RRJ0)@I~I2=*e!}anQXjK40
zg0nJqwK@z?u{i`Db$0-03dsEK4+VhcxEd5`F@Ab{5R(^omFd<1{S#%CYy!DhpC`NF
z0xiS5iY_<$0IRX<0D>y%Fv0$A$j`u|-i{m6`lGCa!7I?{0sKyogZakSy5aOLlfcZW
zU1x!-EOgq(U&X3j69Sq<lhV@(4~$@kc0&h5A8~cJz!!|AB=7_@sce97INc6rczE5$
zgw8QwgxCOhu%om7s;anvq2gbLj=Bp7J%Z8+CKhG9?zkx&YvBhDNmRlgU>E+do#%o0
zoh9c}HKv&Do}2;+jlu#=2-r$zDt&=R`Ev<U1x!x@#1B#cDAijT?O#^F>nZ1wJ8SX-
zj!sT&exb0oQn$Hg(l+F5762wzqMVNFC2w-JYZxjFZU<N6*0LN2W3C|;`t2<rix4Cd
z!42IHdwF4jqfsChyU2SLuGPW?K2zcre&^ZCCm<>3a<1Ni<vI$JEdikjJ5~W`YNYmU
ziSEn3gci+cFrErLCw`fDip^eZQIq|tO4#|9Sy?0^01139iFN=2Vy?)Xb%EDm{WQ?b
z?Rl5qr<qcCtiYwcHW+Pj-TwsuXs~i=C`=`TpK76h#lF$b$-C&Hej?M>TB!wCM6u~g
zZV>mGAlbb3TY%NuchSxtlL6SfF|J4uo^TqZp8D2&@VjfKiJ<G=dk9RN0l~R-{sw@{
zg<T$T=mFSl&3j+JK|FR#()j=(#y`Zx!*h1C9*>Zak?{+VQv!?jGDm<21%QqxJNDRT
zTd+G2jeM7-Nhq66uKPn2OeO*>n`=wk<gO5-_ESMP1-wp+9jKi0l!8lYTg?&jfq&^T
zVC%0QDv;SmK+X1or4{!C2(@5gXq77GkAg?Q=e&gh)Xp^^$^D(427IiJ*>FanQkn7L
zT)oYFLo7_Ev0LB+!taZFHfb3dPH?G8l;-KHfLv$;n#6xNB5emI2m@v6u@~sIk+U|X
zg@r+&ow?(s@+9NGdc?Ox4t|{mqr<}~aQv@dzuvfnN1{niPByKYW*%~~2$fz2U}S{@
zwgiE#>ZP|3#q9cNj(X%BOde(f7<u}4zRy{tu8z(tSou+=oS!Cocfbi-^VK<dd2Gx6
zPY<?Jn44PSsrmV@nem?yCxl~DviaYvhC6wBHUk(y*Lm?r-pR(MA}1k%N=8P;T?-YA
zRVb=aD^G#*1m`ZC&DC3P0+P7-#}Adq&Zj$3ejc6=6oB<B8@PWs_7~O4_5Jr%!%0Fy
z;-uDE*jIJ`-4S5)fJENOlF#of{r&6LB+Uw~3A4G+U@P3^Jmd%yelmXq>?2}2Ij>#L
zJpg}0Kw(cIB_Y}P^GD4Sq{1^8<oFG~`Xpy(=P~WhTJa)KT<39HfB3O-py$3wU-hw3
ziS704^!>fP4PZWlg2kLd305g6aE@|}YHJqUqKYghO9zkJuk&=()M#K;CWt4A2ELaX
zo&bS#zdM4fH0SbIi)4g-=Io){5U7kjI?xYWLFKz?{k^$##2J*OHPS_BdFo)BByW#o
z6XxI=uJuKBzk3pWJdNLk;er1lF%a_7O|{buK&1pNFUxy2|K__+{X681^?~@tJFgXc
z|Er>Qeo^oL#Hv65Uwu#3PC<YUZ(D*<+$&x{{z)<AulrmIMlg+zj@n(Xxn9Lr3~eTL
z0yfo+pO=j4=_Fj#rq+%RG&$G_!d=bAgQ3ozKrPh!pmS_P3ILn!tN2FuVZilcJj%Md
zu3}H?h7@=}H`9av{T1|%p%i`0ac#|t{!v~1Mk}-9+W`9OHiyw$K#+~N@RJMAWv6qn
zkBrS?zaji|><erYXPCSTR6{i^$BV6+AIjf%L#($)bI*E0(KmrF*bw5jGfvIV$S4ED
zCg8rAnVC0hYH9-cZ`kpQQ0IZAX#{|9ewQ5_a7HgkC*XhwP>`5_uMSo!=3*s_fPF>j
za{>nzB39fLF|QpNpfQBOqRBmK<=uZKZe7`WW7oWymN4B4s!UICL4ewXu>yeKV=BG`
z^M?SJzoyxFO8^Vj^z`)PSc}sZT=xK@Y=U|o)YJN()_=wV9bm<Q4>0E##2g{=Y|SC`
z@@a_Ywzt3Wl!e{`A{+JqK?RNtIOUWSe74pD4!?^c%FvV|0F{*4oi=12FUmxb8WS@!
z2Nii2`;6m-r%YqNw6zKG*e(2mt<V~f2Y?hKc#sBS9R=Y1?oZ?WK}Hu@1rY<#^`HqP
z6Z`<k6b>_CIm>_@0aIc^()GO}!AYGeDk@@N?jImVfggZDA){-pKRTEb&LtewvccFQ
zhJcBI-7<_X1I5>Z9WNl_L7Oh9Ud$XuxTo1c0qi`b`6~6l&ji#hgFkf0U<Ne60G=6m
zQq|Pdehm$+15U^0`X1Dx%AU8oWk73FW&*7B`7Amc1CY(OfUg7{P^vV*P7YEgvOzYN
z<#Qw?Bn6O>`1t6+zk;f}3?_u!Jiub@)BUz+u&38Hr(Bw;=Vxpqb|96kfkLJDa=?h4
z$bpZndmGF)gzc(1@`76HX|_Bd_Xts7C(#v5?gkm?7ft*c^Sj~<!yx{1)ZtzG9kAGj
z9Dt(Yv6<-t+xnl`MFy2FizND#HoUqjO!fp$0+7eUyA8Vz-C*yh?|sM(thZ25+YeDb
z-N*nZmct^5O)!uGJ_i=8!2+NMvIDGO^*NOSG$|AWsWGtN1Eh;AYnPWQm{Eh+XMkRT
zphqZ05Q3gcB<1m<c6JyLl7fC<MR1z_PBE-Ej+O2Ob_VDwwm)heqNF*tqTc`SPzg+%
z5E8weh-W9l_&YUK<8`^`d^Ml#3b-a@Jngh#?(beY(LgSCr|A-ip0KcS*DneH<stw{
zD0Rc%UaSC#;xg<7o34ivvpO)9{$Ln^QJq`$unQ~zhoHb9xE@wBA)5~n#rblTl=4MJ
z;=z(#S%?GEK(O~kLQe3e!#b$pD=1JE{^9H>Ap#o-+KV<)z>~G^Bjt&L+?rkd`~STi
zkhv9fB|}972|*2S2DWPuk~M<!6k2e06VC-EuAyu4qFovAPJC9B*M!+e)FfZi)0Zr|
zB8&~yC|FurYE2P<RHXnMS}-xGO!VQUJ-`BDlyOuTM2Q<qiZJ<$A|54IX@EXm_qmS<
zdv3^t1%^_;Lj$0gK|kwZ3!s35`vGic9}fqA1A{PIRsn_O1C}LZ!J!vZizRKvI?zir
zH}=H(L1+I~tX=!sh9Z7D$4tLoXYtbtgRT&r91Sxwpd^uRRYKqxMv)4*9YyL;uaC>X
z^q}|p`lGNF0i;Z@_0dPscxHeU*EX`C&uKOc)cTul2t^{h*3PAu-`)H&*2Sj_;@M*v
zzg;9qvHfy*@ig`cE~Y-=Z8MciJRhYF@WJVWRnHSV2qSM`WqHwIB!n3ekm2`$x%dfS
zyvZ*d3eSy1XPO5w4ILOe=BCs6LaU>3Kku+*|GPD3xAh7i5YzhmN(uSpk|IEJ5n%bz
zt2=&d?R>%~*7m?l9&fwm8HxT52vm|fwhQOCI~0y00q;s^UcHI}p&}hf)QmSi_Fn#y
z0slZ3k+k2#z5#3i81PL!9X~yEx*_C<Eq*O6WdNSTR{xZ#X7x(vuU@rBvjSG57hdf~
zA-|;9aBRGV^3acIUJYfq9e-YJDfvZ$x##Ph5FLHOz<_;`i20820^D*oA7w`=w((FS
zm`)Q3-Vw&y0>_k`tn7-p=$-Zt$=+Eo{xEP<23k+SngKv*8d&BKMOEs&jrSW>P6UU}
zgoaB$uyj(@a1r0`DARQ91pwj)AW)bk2zb4~xTB}G$+V)sfBzc(xdYCyc|C>`A2&C*
zY^G)q@Pi;>dV&^NeDpW|of8qxl2~Ewttcm7fC>O?2H(g*d|rMyatAsT9xiS-I3Wxj
z)Q5t4G6gE^wsTw%pk(+exdR>F6et0Z?O}{%unAX<%Gj9u35i4R|J8kfi>t;P&l{Hc
z)QCNvhz2w!Jh&-suuxvNoxp>X+4ny`9?J$>GmQBFS_rU&fuD)9+kdU8NrHVgX!gLx
z!-G)-FQ#B`ZZ^{#TRNDYa~DMSDckvFsp9_KT>=mdB$MuD0TTx>wO~M6S_Le<ld}l|
zx62V&6Dv=~Mn*T?*nVB-W1?f=zsxi{GkUd)@O^8Wu-E{`5$nb!4f`pAkm%H!QWEWw
zpOm;0NBc`5k|{jQzc_R^xc$JFYXHKD{5~$eU1RIyAGE-gvU*U3o&xfx#s}&YN5&sC
zVn)lulLiypfX@hzlyrXe$_qqV-Iy4`#z`($ow6a1H9QrK4=aiadu2ty00NQgm>Dq9
zrvsTxDl;rPhfa=;o?ca7->(~^KhEb`k;Ja8e$tey3|&<-Wx^%$mjOl-&KOd`b{}+H
zZH)=^5Le9O0}mfnPCCAupkHwL(B?w9<rn#=yVVGo82X>bb5wpWibF__+U2hNJu6hx
zhymd(&TZna?&r69oJv<#=W?h0iMzJYzy(7nIB&#QR(81Z<1d_Phx?oIsV&;UXGV(>
zsu6c^1q2#W{6_}`)U5kTiW2Hh$nIutl$5DJb3_Ni#=~!EPUV4)Fha`b?2Vo@oVrE7
zcqx$3OiZR^sy@j=9o!@z(9{1s3s@o?Ot}?AxmpQ*E2XDF?4+M6NQ=H$-3xO76f8$D
zz!fOZI-bQDF_RL=z|Gjq#1k6Gv(tB*J&2G!lgV~9F==bk31UV|=qj-3iYFA+KZsi7
zdWnVI)ryOZsg0c9SaSCoaVg|!Y{@r#P~%@brT;RIubH{I_i?u3aVmb&xS%X9uF45|
z1i=NPTSApz<!2@%xWq!2;%PDX;_C)Ep6tW+F{S)w=b_{HSTx-Cf5n0prq4G#w?<i=
zk1_{`&BvfQ&S$E~x69k&+AJ@IK7Bw>+w@Hq+q9auS0x_u)wcZW+#muyfn%6aB=y|&
z(QV1*D2K<^4|^UQ!4xB<=}$gEV+cX`ZO<Nx4^cH{_M9W2++fv?!!zOvT0L#Q#zTbb
zU6qvW16{EGer^3m)%W2QkfF1VSvm?L^zT@s$6Bx5oaFat+-9)GsW7RD?L^4+!Xkc!
zmVYaEh~G3u3T2n0mew}GC68;TlKv9;`lq1<OOt?yup*g|w7VHUXd7O-PFs28vC>9r
zxZ+WB#ak*<``>*K7Hs;e8=0J6HP_mrtV1g#$)#(8>avE~ucX_wiBp=-W=nZ$dFlzP
zdKJyw7$lOA%V}i)uD&CrSqr88ZsF@A`ZcA4;t%v#x96P-UV>8lK7aYyvjbb!WA_P`
z7tu&RbbheNWSS8zWNXC+4wmJhLo;~N%{N(R6hn{8Uc(vIE)3Xwd~<GNI;`<7A*5Q&
zGOTiM+|@*C?I6Z^NB(*u(XQ;Dg=v-md6gRtE|gV_PF|Q&oiy|>RsuTC!Mex|X#*MF
z*$QM1E!vUCmRePWzyv8ECjF@A{Xxj+&As608;*O~f^ihR_tE`lxTZ*2X+?V#E98hH
z)$}2G3U-?%!=zfo+(b0}iU(`m73$54?mU@E(LA;xtX70^#e>L}lm)@to0-H4Z#V}X
zO^oplhaE?xoUKA6g6U*vWVh&Y)NtJf(Th6aFdz!93_;g*#;*Hm*in{21;(T{y-Usz
z)28f`9OobPhvM#cxOH3&abAD_$Q|=(T$|IxB2PSI4t!pD5xrT|w`W{U#{IPbmjgQ<
zH6}yO@7vL*0J>Bj(azWW!AAaA;_tRwX{$~uSDxvU+EOu={xGb=a{PjEr@|lIv;Hf}
zwDwI~rba<(o51a}L64;27$Js~yx{3fW$|NiWxI{4ZURVoF6F)AM-c}jzL3?+RXZ&i
zi^qZSd(S44sdepZz6q)H=lrM19v?*E=LFNk-lb|9TGzLrvA!6(8+!(xV60*a?s6I}
zJq-@8tCCZ?v;V2KY=rLe<?~$Hw^=AP6XD-xNrwv!)I9~b-wh`aaZ6IjW8%Fln+PAm
z4YP{8-hNJkS>3q)GHI9nUuapvc76yoavV#*&SSvwj1vn}dpoLGj>kV1g?{NaH?~o|
zs>H7uVV3Tn1cds`bHdCYl8^Z`S(yi>Ca$^(=Zva-HniZ<HkUby<IckK%x7`FimpKo
zZrS>o`A!VC-InQn=$&7P4vQvgRJ)1%yCf^i3SFSYE_}lS7mO^FL+0x(i2sTqHnO*w
z!&0GT@{K~TlKR-U3nX{d6ya#GBaR=6@FqAuE1i2MQWyx{$Idg}dC0vwG@G4~l|@Kz
z-zC2Kjv$7C{mHQKi(KCf6J)RjF9BsPA*?l?Z`y?qSN$b>OlNxq*ui8PAF$Fk4S2pF
zYqzcI{3#6!==ulUKB-R{+EodT(R}8~y3fo--+Q3U$n<-d`bG3x_R+<wev=5EDd&xg
zXYj^}j|To{8?@5TC`4Wjy}{GKPKqccCJ4IW<b2b^h`X(TW2(|ChHpdRBUmN%J{;n3
zA);up<$G)pswKi#8d+p3N}I0xrlEss<)bTQqG|q52d`6G&%g;hHe_vTr#~7u`VYe0
z=$)=RS^+NlB4=WhbFDGrb)X<D>IV<pe>!iR!fwGAL1cDdk@KkA{v5%<e;K`ar1}Fj
zUNXw9!CK_%TN<xta7_g#ba~2s+Ha1HD@gV>F5?)a|72d2A~!csb(QI5-ct!gATxE9
z>B4a-=*x%xpmzGYsI2y3HXYRnK8i}ExG4fNR7FD0MuahPDm`(CF;SHR*LLVUVzqr{
zjT}<k{x4$hWR+bJJs!!Rp*r&AqPP9e*-O+g*62j&Sdj1?LWRbVf6r1orFuhwc}%-`
zLz?YQ2U%T?8ss^_q(j3Iohm1~FfC!d%k$AiW;q3Iza0`QZGI2|nY(JVSdN*$MUS6-
zU(?BP=E+f%s0&mq%GSD{DwMdh(xsOfwWojad@32p`x*Cz=Jd;?y!myOC;h_qCkqi>
zx3WPz+#`*1cafzSZN5kuxzHUwB*bKnZ}Yh!^UsK_hRoHg#0A#Gc7|nkh6f0T8Q+jG
zOo&G1y_drXiTH|Dh{97S6+TGh4-blys&9LrCA0X?idX}Lc)S~JSGaY_uW3o-icNU6
z_eXCbR+CQeEi82}_hkt*$h>~HLp=-8U-Q@HzN+Y-^5=^b=DD*W^IjHM<FHaiYxq8T
z-Pr~r3hfAZipN&=CfF_Ilyh-b6B6-bBl<mZkNh);nE^T7W#?l;YYU!%??!)r+wdpl
zeXdZ3Q%yc+4pGM3!6@sN6yscVKV;9qhwk?TD}IXHTB?4aVt*be$?n!?U3?O3`FySs
zxj#F!-D3~;u87-U0G~XgFj(s!rm<c`0NLE2LHaT-gj)EFaw=src+FxdwxC&#@C5=@
z@mfX{`Q(<6PeMfi6ZMzDYFpJFms=cT`|PK8sz056xR6Kp8+mqW>4l`Zb9W2k$|a0r
zxgmMsALHKna~|!7Q;>#rbN1fts7lBN{h}<>d+ScqBmcnqerBNwGt<xZU_b$}h9I=G
zQBR(C)qe83!eiJFQo%`qV)j@tajKk*v}}mXk66KE$!#x)TC?*6d@T{C(0$z9yBGds
z?n8PRrO2ps=c6}-R{c&asDp?{nEMW7Goc9_k)t{o0hQL2R;M@aWck0VdZwlozPhZ<
zxIy3B9Jb0T@hv>dW@8cGJ*3vtJ?mZw={JJ@s)lD7YIPc9)7LrS;63VqtJ>IXob<nT
zk0+2yOjQ^4-*Jo+Om1~Q+=^>!9{%<0$9K`6!4E|iZn<MGw%7+*YlRW_x+|{e?E>G6
z8}@N^2k6Lkz5Gpw757;C5{GG+jxDpe#}Qw(J2f#<+v(LiXXf2pZ$~yAS))hR;>qKj
zyPZP}bKKtOrLI{=(JXt8@*d}SrBLm-4i}Q^DaDyNoyd{AU>0m@3e<HATZS})fXbr0
zzWJci&UXY;D~r`@5s;zQs|i~8ifW;X5C7XOq~MQxz4|4cJcE-S+_6J4yS4Ri9l=(`
z&7Th>{e<qkMh!egy`}G%9BywG>du?ri00=XEsQwObSoUcpDRLUNH|WhP-umk?$2a&
zo2DXnKVrDm#j`rAy^u{NPbQL!jDci6a?wktyjL-N@?*-`8d$_fkdU(788{^EqS%wb
zL5$JnbQ}<88e2vSd+YKilI|5_;=`ZxL^bL^nW-@>Pt*}KVc$Zu78^xRZtL!?eV8>r
zzevYv+u%4@#4JAh`s13SYidHtXAWZ{(5;R>-)F$Hv^O?GDb5w{-E(PaETfxWiQjgE
zXcqRT{Ztyk-~o}K3Nn_V&W$9EWrnZxDwwe{9}Tvh_bE;9WO=_9tk=wE=H)9toUjK+
zA|j8!_=oL!eL3K&Z-x6t0j@X2qjpxBrTk=i;adl8sL7rK+Xp8}DsGwp{;Ss=v~GQU
zhgah(T4RNlh1VD0tWsR(C|pd;<L}dhUWeJTk)IGHB#7<$+V67p!qV1LzSD*V(J?9^
zzwKJ8ryR+R&LgH0@TboE$NUC+>tj19cNxaK;oa&G6g?rxHyk^G4oB*Sku~oHD0z-+
zz$)yN{D=KSm6^d6f(-dp*Q#}WT2)<FoZ;bBVQp{Y_su<f(kiAqF<JQ0_IEWMS+nQ^
zFXnfWQHk#CL<Q;%d}_TjjbCi=3dMcD3N#5J{C`g=j>esYel&6=e&uVrX-tz=C`*v;
zEj~w=O;0Ph;4LyueONqKm#UxfCc(DXROp{-SdTFNBh^3C(z+DC_7PNt1cus6dP3yp
z5@X2XgX6ek`KmRLRl}LJH1d0kt!CLEvF6w4RU?6BJ6~F)OBGkcT68)@Sn;F~wFABl
zK);-1XZ)P$+zS{i&Y^RW9jC9UU=X+TGh*olh=4R*tOhO&EiAHfAvVF3G&+qgaAU36
zf`67MD(J{-UbdzJ9;08$<jgb!)i@oGu25aXv9CR%fM;V>ngw`ud-apn2b{hf_>L5x
zeM`8z8$UaP8?PZ}dN}R$?l>9|kHUy&#lZYhl3d+*EV7pI9#qqDQ`fs#01?RKrUsjO
zhL1WhMpNo5%*oO|qruL-#6gcHgm>5us&cU09ITV_=I``DW1H>%J^9^u=vOzr9LCHv
zNioCPX3*MmJI^;UbF4JaR6cwgpJfzlM1}urW_>VwfFuD?Sn^;^)=}rHTO3dAH(ACh
zf2{6A2vNX$^HSnmi#aRtTj6FJHRVivipYXS3R9+-#~(SW!Qxu$YRm(AZ4T_-T<4vP
z;q>o46AkbIE>j+1Y<`yyRa!&dG+$nczY1L?CT+Glwxbf*r1KHXml-0-Hhdp-QFK>I
zeSLYqh$g}9FLGu<sbdCLIvJc06>J&6e&zY+>`e7T=jq#pBoOLQYe12Id=mR_S&aL=
zf`W_sc33JeS@l!M{Y%{szOUG3;l!pLP+y8%sXk-SxHXoWa>sH$TO^%bDly9VOzdzz
z^!Ca<+PLyvX&3WHn~ZQTI3z?pKBJFnm%tRQr8KpJg+}r?*MszDPk&*|?kz=B*JH1q
zun}3GEFy$eMXK%SfHsI3B6DYriZb7rvg#X=NIP9oOD1@Qa3}XKu97n%P5Qk$5!SVq
zbqbTX08*iX%c`1?^%76y7t1xRR?53l2KJF^yPl(7))XCmdZ(v(oeD`@byXa-a_pT^
z*prQftyk)yJlDR4fh~TcR>vQ~SHWn#qMpw5>B47>`XcOC5<K{^$@}E{-{nbraL=`g
z{W+UcqXL;IV$#^(ia33&X&(w|vu_QH9WStb%gfG9&Y9Xbu_!ls>=(<$hZ+{hHG}4#
z>j91ei5Li5yY>F}2@2xGF|8+iSIu=}!tW}{7)kavV^*DpqlYh2>+Eg%7-i^h$b#zP
z_WKWs{0L=fMpG|~ACQ=6!x6UML*E}%3dVV`))(WK4E-Ld)nbv!|0iYP8BUphW4yHI
z7rolY&NkaGVJ_@qu`K8AANU|aZrEeFzIFOxUMpt3A$DX+1PAL)rw@y=G>(x;t5ldV
zGOEKM26nI>GAnriq->0H5G{PB>31kqkEdq1$~-=aW)s|(4)&<OC5aX<-Uj7_B6AJ0
z3#Ca`z1UpYqk!OrocRo^Aa+|KWRrJuIaFy!7Hz(i<c32<9D8_Gj%KWvThP2rWxO5_
zNuFtn?oNcl{rkR2iM#ejLAB2%rao@2^$It)hOFdU_(k_U^G6xs@~^~@FR2<cq*zpL
zd&Op&1*vha)UWQm9op;gga^WjNc$b`RHOGD>^<WetI$5DX{;=?Bh-K0LTFb8F>x7&
zXpUDB$Za~E?gaDfv9GHAe;}M2)=n_TlD@opO-n(tdHEALX_rghiunyjvL)2-h|e0C
z?d_JlJ63`$5zDXo^8;zjYEqof&go*--_RA{)WaE%Mm{Tv^06YQJT+yXj^akd)ti))
z8}gZ49MOpf2D!W?u4X{mZjmNim&ZLcKDW&Db~A=oYa@O`AUgBGbj|-%^MVrN$J%5S
zt;j>mbu$C&(<@jsay1@2+#xB<>T~c)yt`9j9*`z@<vSv&+(Z;m$BQ!d6;qN;J1WuD
zqdxGWNgN}ce0mSZ%^e|f@La4R)|Jz0Z^l?`X!I?GfKwa`D6IHND%iw_ytm#TpxW<i
z;{}*kHAM-<hikp+XB`t(WO*ThkHjzp=l9qr^8M!RYg=K<+hCyGPb1X1IWeJFkHL*!
z_AUneTppfW;o!bN4d3eiGaXadNf1~ZIs3Knp%8O-6}c_}Vd6VZyyQ3q6wk~a8}JQQ
z(8S8;Tg#c8gHHE9cqyqgG=#63sxsf}(?foXiSFhIjsKxSr5ZHm*WAy-<uE47G_K4O
ze-%VTik@+i#9}m5X1x5@-Gl4XsfUf;9aiUODnq^;)W|**k8~Jt?y~BxX)|xmQ(((#
zi(z!D630R8@LSt7X%)7C-p7W=d9I``vgE1uYM*~?S{tZJpf@|4_F)|1dNhlDi&rL3
zML-!{@$5IIu4>}V_{?d84FWP2<>AUNp;z|%6o?9BWr{r!C8(HjhHU!C(dn_|hD1$n
zZ9(`HJ^1v}Y>!8(-*JZ~=wjoHnuLs_-ymG&Nf+V`Op)VrVd5i|7-R4D=s-3a-qxLw
zg}i@O(wOa{igpxcp3s|XxKkXpmB5l2ze|vi-7;?VPF6#qclO7N`umf$6)Q{PhBzLz
z^`++T1u!P46~+X;Za%Dd?KrP(Ah6cViZTcN`<ha6()IrPDc1!96l$K%-oYj2uSpVE
zeMBS|5?YHnWlL<$Cw%>$$jddPI~V~{mWOPH*XJH%+xo7X6Rpr&5vR*d4Y@6eFJ~q$
za;JKo&z5Fz`YPeHi&AWwU6@UL`H5o&A6e9W3`K=Gt*E=YDsQ7t&X}|`k|^G=i38`k
zV@&6kiR<6wSJ@Z=w#tl=C3tUw+zwbrilg7D1dSl3`w+Si$XqjU@H`=NYIZjdDi)U_
zvR1)EV^QKg7T-$|<hg#Ugbe+Mk^uvC++zK&D)Z*hk>zm$4I>2Q@yId1`FyPS4@t`>
zj^~GKiM%A1hv?_MV>w+xnQziY960OeMi&j3KXc%0CYOaYU%Lgr^kknIEO;Bj{0Pal
zCtEtwM?umQ8@YCMB8;KA#k9#ElF2y`@1Vn*G#@yP<TqXvQWk;R<qG;l6JpFq>GgP=
zrfI1!GxapWcurU*;j*#wA!~ElY~MnLl@&z{3-dG78BXQ)4vW5txgAB8@Gq5QG8Jlu
z9m;MGP0A8QvFz&>M*9kM)rMr2k9|8mRn*Vl;>#qqguTUiLv9x$c`?3ELhM)UKosLn
zTyIsa#qz}P4Qc4?dxN{pdfDp-)LyQL(!!k6X!Y5%#oowcgU(|t{pIFJ{`zFu{qW>6
zg`OON#r~@NrJsk>uS?jL<yc<y+a*JL$^?ihK$^=O5cfGfr<YM^J>jk8gBbQ<&Q%>D
z65w=k56DfppR3TK#Yma2F#V!ETT?=$b?q}i@7Y0J`q&YX@b3A;a4eAq%C<&STmtk?
z9v6e0b4Kn;`30wo^~1zBzM)RW+@E!`Kew9UZQ4h^K#k=N!_6F~Cykrm*928|5V$(+
z&NLTBd}>^`Fi@^>xDsT`{hc2q{4dg29<O?h<!@5tjKFom*Ie%%qWUjHC9TOWgUbef
z1E92iB!Cg9dbYOnQH~x{%HpR0pW1ux!R6^*3lvqOR@oUSOMMSviede{?mE|enH&w>
z^IZ2h>VH7wc(`A-y}Z956eK1VAd85_*iBL3K*bNRBteDG@!-eLg`hH^GC*sos`+_d
z=)z^-%s)52JoNuGZ*0FZ^vkf$JK|RznUSUeJ5QSd#00HmR|CveD=zT!5rs0)4WwyQ
zyV{BVRilO&?K#MYZO$ZyBahc$D<fNz?n#cY!C^5pZ4-RH;7%T`g71|)B9mt37c$7!
z(GP4l=CoScaMu;o;3KucMWl}W%NwP`L;P_d@vZCE1}qul-a8j}Sik~EkL7sppxm4`
zI-HcxT!YMxSgYN99(O<*kG10dk<fD`jCuBAvg%W^DRTJQg3CE+h1a)SL4UVr<#i4l
zsFHAXP0}9r%op|47<DS#QuI}9810qg^Y1*I1>cqX^yPfEqKa5PTwi#tA69|h_PD+M
z1{0yOG-hJnp2la=oamvS7w6C3>ZAffwK>a#d}Rh^;l;GREXG)3@>iWWOw-T#E=S$a
z$v-a@<VZ+gqDDj_mQF^(knbSkMgv^kneNhKpjz}f?z-I17ga(@N6he?ksIWF9VNu9
z--tZFoJSbf<>+p72TBxSvVz+cHFd?+S<=v#7P0p^WIfV_GXLD1cKla3MmFcZc~;xJ
z+hJgo#Q^UxSg6kQ`*$%FXYjd*FA75MCpuNhzptQY)0!u>lq}n$^GYS3j@b>GuOKaU
zPKW8W9;;7ba*RLy#xJ;pPU}UYkh%C~99|qx5ZlPDi;fNKoPUxG?`k@ZFSF1grgNdI
z$|Wuv4tIVeRA5)mj5{rHhOp~VM1&2n(a8~^ID0$X5VbfWb#(e5^k&Q7tj&vlCaJ%t
zb@CTIoi)~TYY61|yAV}PzROiAbj4lba?B`l_&%rVh`##%SK2H3KOyC&@kp}v@f+BG
z;8SI3dovoWl7xGAuBwGtCOsWe;opi4jYv@Jh}M0sgN1WOSU7i2HAy{PkM_HY+aAmB
zBugI|#Ix3Pm>b5snL%TOb9h>}-XX<+Gb9qI`5X2foK;d)wW2917+Dg{3>~5TdHO4N
zK0~NJA<q1%)cYv6Gukk~Ix4QkHsEX32sL|ILc_@2%-NiPSx$9A-=VVc-9Cv>mEFMo
zLMCdB<c^H{ddoE-Y9wDIvxvKeksO4!Dr{m*#PR*!FDDn-0#%o%8JpXNB?co`^nlI=
zo6SH=nlEy)XjJkUY<IZZ^WKexW{Q#&B$7jez5|!Zq0SDW2A_(S`n!s}Ej6A;C<~34
zE%RYani$z38wk%R64k?l%EJl&KgQN+Zx|^@z_}ZDtVC@Ncb+G^>sx$YC{s_?cFWB@
zw)<K0@#~d+_dH2+^@Jh+yzb*Fn?m<%su?}qn{}f#?_`??eL{;@{LW70t$f(4Vo6zL
zWzPk1OzuoyCtc>E4Y%IEM^qf>Xx&^yw{XXKI+$Lrnr|di-0H^q_!crL85PPdlsU6B
z7i0Xu6VnE9dr-viX1F4+EM`ch@a)KwmK~7QQ0$qSyZ;XNAv!0#(p;1+JGdn$GNkQ!
zZ6Qk2?SeA=$+yecg~ci-3FT?QQP8ZM<{u8A!K1P0?LWP?lfC_>93|b+chBX}-Ub}|
zK*>zBB_}a-uH*iIphG(9o3@J{&3FAZa#*w^#=b)+Tau|?<zq+;4T{x=sNZD>H^1BX
zYI8G62W4xr^`2^j0tr8MbDcga^T$0W44Mq%FGJ=bhjg*vtr({p%^jYsKS@<Ei8c@z
zdn)%ip!RN~h&{tDfY#s|q1gyt_lEc+X{<Z)RP<vE%`~>lolViE^VMJ;NsVMi=%|HR
z?=z_3?TrhEPp93V$5mGFjsJQ;O11End-h`LEHY2mt3~sCoBU(5&76XWXjRy8M@RMt
zb!uxak1yOKu;8utA;8pAIZykNi1+Epny7Rz=w&qYu<<8@^+KI5igM@8vr@~#(n*t>
zEYFqePCDKpc?-Uu^yhwJ0+q(KgEOIMhVN_)<`w-yb9o=#X^HtM-j$jqYaG#9{|aU;
zO(fB<^lr}W*6TGH9Ta<#N4FZ%axXMO=WyD64VUnY<CpgpI;tFjvmws+yL&BbSq?OV
zM-rj)8LibK>H}Uj3DkJQt<<EJL)V1L_{USD3Q~uPe}hZYF*+)tzMIHNLtCqhwP?0J
zm`3|UbX$30tS#it<p`BqCoa#fjz;>dm1Mfah<Cf|%`w$D#09=3m??{p&doPn_r%wJ
zy5v+isbBjMn&>T4&caeuUK`u_>lvX!R?o-~gX0tJVot3iGk;m0OU2h-u+h_h_?faC
z53+W4qA61D!|S%5WA0_Uag=+#QmnMiuqX8-P^M#IB_YjppG<!Y@cJ>&o~oeE?VGa8
zxveHlpKKX@20f2+Juvt;@~E*0dCxl7Uu}!X>h$BAYQVyzncC@%T9C5)=kQ6oV=qLk
zE#2M4B0Bw<*t>)BjE4uAIEZ{1ws76U3P*_HlU9_bGUxB(PNmyh_pLPTI84val=VI=
z<$A;iRI2Q_?(<$rWv_b{8j%p;-f#r{{g%Y%{xZ&7^Rq@e1zFTr8kv>}VW>&P6Z)WI
zvaG3Q!G{k;F)ny>7XqCQnSE-ONBd(Nt2tgVM-RpC253Wm-}qVL=8KL84VkUi%?XG&
zK5~Q|K@slEhd=4Y9TQE*0LFm5w$$=R8{^h8hC%$#0qLDw&p#YCzqNAMP~nGO<T>mR
zt=pUZOv6t^2hM+T?DoORb9+X1js8?qi4>#-ez(y(sKSc}M~WnM@dTurts7#$6Yi<}
z6X&E`)LG5<4-fE4`S4ebm=mu>bINEDQLr}0&;!PoAFDJ2HhpQau|98Z1eOL-8Twl@
z51KkB%7jhS)ZiFXW0YaPA(DDM`u6opv87r{?`zVVhUK`U-#x7l1W6@$ks}%L&dd5Z
zh<~*EeMD*2UsjkbX4U)nOo16geK$;2dT^5Wd;-@e$&+JS6S?!Vlgr_gmSqim>4FCH
zqZZ;1+o6phVs!Sx^8X+`qd^>11Zt4jTQ^*1hFByuViC%*hh35Ht!K&iH-gI>Q`sHx
zVl))n>(e7rALtNOyUfy|XV+uvdCE_jx0)oV*D@XtqrBQa>eRgd^80htktlNRjq{p!
z+=pAuIku<sL%+Eb7VYb(diQeq9cqiu3!M7zv)~}%AcnwW|IVR-NM>VFv|zJAiF~g7
zagJNoRc0qOpN?nficvF?Vs6W`0fkz7?<=m;UpM;$v#!VsJ@KQ!1jBpEobGl=i8p0d
zCz<d(FHdey4*bHHaPZOaz>jpQP?-rm5jA=|b{}JF!e?LKZSOE4=~L!PO=gfR46N0#
z{Jk%a`St2Fkq3hx&-637R8rGJg>&=er6zHV)SLaE&hm+U*B_=j*Rj!IB0v@5<SjB(
zmWYgu?xDf1)_<T&ma=F<)k=Q<an-Sv2OP_?Z`aL^A*sD}C3Ez-&Wi=-_UbQXVoWg>
zx!~pnTFyfWp66QeGR59naxO={-93Z-KVM39VWB(kSwcef$ITL=u(vnq*w5RKUqXui
zz(31-7!hUju_s;YxFniP6JIIf$1uP_1pVPVhlj#;@F;IJPTOx-3eMU3S`SU@c#>Ug
zx#x;W+N#>ceQp(W1@k0$U&+Oi#w&gdFK>FYPY`o2)P`_f<js)C!c3>ph5^|gJ<O;X
zCZAxcpPj9+Qgo7_l6~7X_Dq7#{@D1J5x>3a(7)W*i8mY5KbkpbMESa|H7i%J&GTfA
zhQ`i&*N8W~$b4*!2H$)yDLVGJXVHoy-#>>$6@rsv&d0Ft3AI?Y(ym!}6P}cVnF9=b
z&bN13;w-avcDb;ZFINhD@svs2cdDsShdVq-RvU1aI-VEgQS9qnD7_N$QB|e7t3xx!
zmP*_S9*aRTDUDp3kay}G_1FCp<P>9??q?GGZ9P@U!y}T+(gdg68r9b5a>mVpNH`%>
z=x-oS4eiTH3t|mAc_oH=8@MYCQXJz?;^(4)U&3&W+aYuVu>;lql=}iYnF*T1vNTd#
zfAJ!?ZPqpoqxkI-cZu~y+<NE~Xv6O`MTUxO$zz5FH-8h?LZ`Bs-yFD!d`#|_k8Q7u
z{~4$K05%WyYnTKvpESs4&~oI%CSZ*`CUV(TuzeUuo6hX$xfo6{##a{eyV)&@0jcSJ
z6rH%UIIIxwo5}*p8183_Rjr=$zXKvts|2-<A54?{9f=!sw^ySdM{E{*0I$@`9<h97
zTbSR9YCGn}GQbOBBr7i^b!wMQRFbZM`$79ZSDe1;HWu~1lNr?>6j>C8xLk`y>W#n`
zFQsJ5RE3=#j<jQK4G_d%N%e3sY1-KA5Se*uh$y?bo)>;gm~SJ|`JCm_rF>+_8FyCh
z(~nx~Y7!DF(VO#LPu`TOD?dl6?IZ7L`)2aZ(*9+!>pJCf1gu)b{O^vxx1VwCx!anV
zm;@L+9(+7lYDNn<e%yL-pd?txv^I9;e8~G9X$4BTG_aW8lA3n8zq{BPwI*j=glU>R
z+;6X^y!+Cx)X(mDnWzUb`;=PAK$a|5W$|%A=Z{ZIWvVhillD0~u80#Pagc1(_kSo;
zVvF7TkG}Oj6Nx$8k2LV6@G{>=(PK^X4-}e-Ps<MH_=C_(GFO}>F}CmZ{5rU^#|E9+
zwX(-1f~uYid?{H>9c;r4KaOX^xkx02m}FACs*h&}bi$**9k?yokQ%Be)VwC!8V)U6
z-QgD#XvG?42gFHIt+~;@)oR+y<Qv;{xZCGw-?Li-Tz9#G^~mv=;kT7pw!X)r#C>Ab
z2Frl<zb^$G=8P@OqnKQot%;zbqSi%AO0hn8sC+t*dTlH?Q&@i$NQk|uO`J8Fb(e=C
z7W>oFWa*zv+r5CG|0SeK|I$DFyWq+2$MDfN8nH_<A0R93H!e|)!cwPKWrOWcGU0K&
zSyvQnp9_lGp?~fiw$qBFo`sHca;WHJjYpkf)hoOrKSYgfr4mJ;twsJV`S&Y7pS~}N
z=k*I41Y1-yjLH`Hk?csFj}l+qc!J0zD_>I4mb|faN$Jo^3bV+tSI&xHit4l8ril-!
z#^fz*<;1bEWXE5KB;r-h9By<wps^+Lc}n5DsU49%-mh|S)5Bd{MHKW79%yO+jCA;5
zxEV#o(vm)C=jz(oVfuPI7Oo7O@S&7q<sx$o3OU`Qhx>3iQjvJ+xewU!*N7abZrCxl
zs4DCoWC2s#(*=y!9c86*+rKNrM-zpV>Jozop+Ny<-(&nGf3bEQi11+sQ_+kFtWr|g
z^M^fVDKMk{8p-V&7!#-)YB+LDV$6&C=8m^Jto=nD-ole};-_M_@0jhcOgD!wbV}M$
z#{WvIBV~{R->*hy<l5KhyvW3#VESO>Q|Khr)7_=W`sL@pI;8G#*|fNU*@oozP&(c0
zDYcG!3=wVBQS80zv-a|2=th6~8>eY<8%yiWeR&3l_2~JVUZ`_opZiCyNl<~txh$Y)
zfm7`kz!{04OXX31TN`c)G!}MxrL-R3QlnfQZ%t0$i~eS|j-L_zGaX&QbW>9UchjRT
zx=LuiEbGJ76S7&G>AUI#xv!@WpDI8|SW4^VUeC<0K3u3Ol)>A`Ys{!H4fhYh1Qv^U
zn-Evgrl6a2w%&uoF1JI)U#{xQ>E4a^+r{HdUSX7w0?{D1E3G5)NIoNblyW440q5m+
zOqc~`@v%6Ps<QfLmOh<L#Kt)&MO1{2Onhmz^m0UTklt15sITTV?)g3cR@q2skZx=l
zHuE5;@Pjpjd;%!l5!5K&k;8gXPp8W`AN`Q!&(CM@o}FrWqY$R2s?|B5G3$F1PtR^U
zOWRWWFU|fWm}HJq42A8D)OCR_FkWCya2bj<XmU30ERv6%J#vLTTH~W4sk$*Y=D)9Z
z{jiecY&ly^&YtP}b5{5Iy!B+$>})aC-)ErOlk?}BUH?(D<A>J;e1|y?>68?6+bo0Y
zA-32Qj%_?7CQmg`qEo)0MWw@N=4ygi%o0L!Hla@My`9D4O<&HmmAvqb2=PCC!^4m+
z=o%i82A-p>FWeiUkllAQI|8M}kQF;EWiO~xas9W1>mw@Rf@hxgoO2u1kf#a1#Qn0L
z{Gz*Cp;{5KzQPN_f8}IYWD}W#H~CF<Q<8pQABc~<l;BWD6(=cg#BQg`-?z4IvRgMx
z+uly(b`_ZBJ=m<6Hdr+`&l?)4I^M3!f_D;*GyY%?c!=KBCafR8I*gk%NT*bm3~Rgv
zGdWfqv<z$pS`GavSp^%6vy5r0csehHrXTLV`+JPuXIGg$j%aq4?Yl4Cc*g9^%!QcI
zyq$N|RJ~h>da4*t!v@rKypDG4!erR$C4@>+{1?hqqP`Qu_ey{9#?+vlo~MIDLkl{F
zoCu-6GDf<@yYixe>zQSd`QG$#ybVQ)-{~`CRjO_iq_c^6(6x3O9eu~CyndHcMY;Tx
z_N+5SN#@E#3%)}e5yn$~Anhy557{2sM)SSrj0o!D=Ki<f`#G~pIV(V0zq@LYqNCXf
z$w1rVnW$cSe14wD1JQIIp!=7|r{#{o_yB|z(C%n9TVwjc;gXt~S*C&gS&yLe2a2bQ
zGN_yefjg^~7ze)Bz@x9|6aU!XzbE&9%O$h2<7dnt4@1i5{CNVuZqBG6qsVS=7|l24
zySVa0;t2D*$ao3Vm1rzTtTyqD&R^4ctn#Ay9b|hfdu2!t(xs>{@3sl75&Du0d^N{;
zE+<=FVI$IYw&!RQ1<lNy80#xB|BQicXiaj5k=pd&WBTX0e!aJBUrz=PsgZ!3(VUNs
zZ>tz-_Ke$y4*}mjavmj<Zeq0Gb5nk1V@#h)wByL-nQFkM_+|yvEz0Kut^t?RCRgR^
zl|otAc=l9XIklrwI8u^wYcbX$?tPCVU;yW26v0k8enA`-McYac?G?)Y{;d1m;Z7vt
z-U<7+Q4tQ$j+-)fs+mKoDAXwN-Pit49m~m^zMo6pswT{PsWK{x5fMw05lc$<EY%~p
zB=%i+hQ}*gqt+m>4#lSs{d6$<grE9JAZG{4mZEp3JvsHe@a$d3BE*1AAwm1SlFt=c
z+qVxZdZ!$FvI!p>FpIYG-Z8y=zB?yb;~{j_VfHsjCntM~+^gBz`WtjHkU^mgeQ|$1
zEQy0+p(9jzglWAoJ4@E`R`7Tb1V1c+@2#kyM{9R)Pkge@SPy@wb7yYeufM+WVNdV+
z@@U4f&#ky@JL1qmqIVV7EPx`OvU)kqperO7WgPi7(fNESamSAT5v?4*bVTGzB%W?u
z{+YuAw2^MCjc9(Z5$CT6MhTAa>+5m;QQQ3psI}vf7dfW{KUayw*@3*{)1$d8f?OE9
zfZi$lp<JS4rf0EQQL)wjI0pw9WVq|MWoqXpFS#HRBFom3RmOg<)LnuNtc5}xdH3Xz
zNYRjtgKKAdb#%RIKKkhNBxw4;jsN)zhwa<Oo4&u63$68`W22S)44390$omgmzMcdJ
zLc-0odtbj{i`=xx0z(f_leikFK_R=9MSDe<>qb(z=w~5lJ(}aLD}gU%14V+ZaeC}n
z)<jzApo|*$(nxlJpv=tJgd+)d*S~FpfVMBk-%3_4TDrrjev4;0giKR){mE`IE>p?a
z%eS~}ltFmBkFPAeszQ6<V2$NZGiNoX9RgKeYVT5nbZ^^kMV?BC`xgE}^eEL(;zo-k
zL<ePJkwQ$0gm2-&UC)-gQ+PaN*8xYbDWl}>`cnonoOu@OB5e%ABQ)g=jQ`zjvg;NA
z<6^ZzTPSRn8t7L82TNS%=bP{!ZT|gtDr(>M_5qAA6!7LDkWVA4Hn{TOvpqM<I_e-*
z_T=A8*L8|{XXV-XOG3h8mVf5@u$Sq#)Sk`T*Wbh~ZNzpgf5!B&3xBL$ZitukC$n7A
z^`Xp`Ke>47_MngCWW}?z?7yGvJ*mu=&GiuY8AX^en>}zI_q?O&GuC3RT+6zv$n{_4
z84;p_VQTi5J7&f->GpjF+nk(L+tP#5rrqqy49t9Ysf4l$AH%j|w^8+c2q5d==;+?h
z+$1H1b!6W1c%r|4Z`E+yJ3X|iLwl!Qbkv;WSB+T$FO65+K4j?7?Htwt4+di8!iMrq
zDvRcV`IbqUnNa1AY&EsDqMy}t9?7){2w0$dnomc5GE`l~*><-Oc@rp=9IeEc<g(SJ
zy3F^B9vkg~s&01T3(dH_rV=OosEms<XEi6pxj4tPdT)51Qg(4wTEcMIpftmIk)GF-
zxE-e&M^zQ;YrcYpYA-p@5g-c_ZzQW}^O?sU;5lo^>e`wTqs^xOe5yOUi|t%hut%z$
zmw{Fb#Hoibck!)CE@bNqaaFzOG6&mJ(HKuO^G)ndVTp<8BfI7_AWD|uuCQl`;>vzG
z%|0zv>ae86e*sxI2)LQSXov;SR{|Tj2zxzUkiEr$4b~9}_ydx)e>fRN;T<P#YnZGa
zJKQq%5w+hgw@C+-@sCty@iiJM9>Zrn7m?FPzqa_L&{G}3pvLE_(VzG@ae5_)Hcc};
zn~6wyPJ`zAFLyub$2?-a)Rl?fG2Il45LF!Q$+g|~Hy~eKm?L=+)1b<0&A=wLMQTmC
zRS=_pF>79P8LO8feEw{y?H$=i-lUvbNWimr6e)ZQ44E&No@n_#B!rb-v7D2yrpH86
zmu;=qvKf_xesTltDvo!+6+Zgw*ZUnA(KRqlubX}8&gyDw{&_Jl3p>hAzr}z1FR^7_
zY;xRs59g0+UkCeXAmUb#REF~R(D{7&xgCbAihkdD>^I2V&y&;ED*O>3t9a=+{u_=R
z<PYd$DgTl<Ro?yFvv(e-U1nrHX1Q<XZmTn6MrY0){xZ~4H;)rs#8Q#*yFU8$b~0<F
z!dR-qSVh4ij>jAQK<D#l8T@O`e;Nz(3mhLVDs0qJ|M@Jhn?9+K>a8OBCibD|27)c<
z;jY_gDExGP4jUpG0Gc+c4ZGn%&st^X0&5y}ZE$z$!fagTYR~1yLouV$K>a3xive35
zx3SNyH>!I_fWwlmO&|%ra>}oRTG>kG9>=HPFVRsabq}F4_wm#-1ZpLE7O}Gn9G29C
zSE55#ZTm#FPqf%yI!z6pVsp4YF^|q=LMkTYGu|)9I8R_~r76*=d>Flq_sKTUyBEGE
zzwG<ywfmRj$MTc9O}Zc4<ksh&b!uB8m;QD9R$aQ%F%v6qX8(ouXltd`fMpx2HSZxt
z%JnEfMh_%|HK)_=#SIxsf4!a6No;8bwp~u~1eKQ=Lxb=gdp&hs&8xb-Q<DRqteekK
zYfOE*)hKKRQL#ix<Z8|95S1DYwX)o(yF1>ZJYn<_Z_&{PQRjHk;PQ6Aj^}?P3G<`w
zx<%PtyD?o-7{AP%>*WMbQ*+syxAG-2@-ldM^bMpQQFA!e>~f3tGR7+UTs6-(cY45M
z6Aa~$qb1~yM?4*w9c=4G7ZoQdYigVgY`y5<^n8vA4-WoVo5x-nl5ejJNutRu;G-x0
zZmio1dr*$L?zmW3ahT~M+d0m0jzISunxMhPE-*Evoj&fy!3?R3(ti)X%5FrX^oJWR
zss_gjJ+TKjMOM^GAIXR=YQ2l0xJT{c_u$DrgU^@`B`3rBH5;w}-fqs^#Vh-qG^qwG
z)6Hksu^);?Td~ru$rG>I7tT*`IHR2guiu}v%8)NSxja+Wepzk!#`zy<Q;j2O`iC3T
zpTQZkn|&|zdso!2Cog~3D*Qf~$d={Ec?V}Gkjqq-qXeC6Y_fBscemyHKLA%jsJ?KF
zYt~}198Zqx0L$%m1K{y^j&VsW7R%8hj|`(_W+Ha%A$G;*5JyK)LR}==qu8>%q<RIo
zco9lx7g}BxrmP^SY3#e}F`WX5Sqn&h@mkV_rI;--2Gh$}u6U7sF<j%TsDI#Y>L)Ga
zoYx;BshM~toPwdn`1bmF_%$D8LovQ`oya|xwKKIQ$kW@yTv+!8Cl?M<6Z#%sTDh9U
z>^gQ2w^H0bLf&V;%fN7q`0u~V4UQBKwzM6(7oofoB_|hU=LU4sq<JKI>?+n`u^d;9
z>i}!qxUp`5uCA_QToQ}La<oXpLkLX`;LZex1H<LPv26vq?8O*JVBUBEf&fZaE0P%@
zl~aLZ`%Y35YcXuDvFQ_fJ5a_Ap{ZVW?R<eda$Q^*a`583YEJEiag`-FdVBebeIMce
zIM;2sl|p@l|2^+%X3aIww~f+X?BrB$J;hUZ^W}y!SYSNEm#%U$DS0iwe5;4J(Z;&b
zIMQI4>6d<-$7`>}RbS7!tM4J**>LE7O3wWl;=X!rtPSw%4UNaJW-S)W@#MG;u+BN>
z97Iv%$tRz*Mh03e|0TqD9Q(Re7_}3Sn;X!p>ySH|5EK_?W)}Xo2MN6TZJd!8aW%b)
z&=)5)aRNg70g@y6=r8TUJkW^}>0son&$G1q0E01w1tmE=(z1bV6BeV|Tx=*`MBw%3
z_|dO*^1Q=*>C!kO4Xb%@_bWWVuAV#AKFX{8JLu?qk=~5$+}GfsDgHX&xgySDX(`W%
zh1?f@jsvgmKoA73II)OF3oqfNs!ubp?ioC9{0RWB)5%NYCs6R#D|i)=Jp=Dty!^jX
zTEq3HXL0}fA>6-x1m{D~<9Oi>q?XQOT{4U1xNuwtSk=|lTzB1d?A^PUpZ@fx^!N84
z>mpe!mj8rlLOg<)*3fFIkel|Q=j5P;RP4$K`i!YWrhJlw?;M7gd<!{r0JW|TRaH>-
z??H3tB8?Yt=d_ZTdl_qrJ(wO3m%sWt69Orm&H~Ic&LH}imw3^C0dhEsOWDo*syHpX
zb?)mJ;*C8|@Q1|1sOw$a-=N`a^U>0|k_S7h*|&B(SM+|LD{G#mAoVFeW-s82LyvL)
z%C!iBz?YX~FlyxU1?Oo9kzthHvAnB`7A)p*!{D2~)JG#1E1AN5&*P|5>xg~s6U07q
zA<5Ggk)BwC^MyANyRGkPi{-c;Mfkn%eGdSy*UQ$eTiLpGD|vZ&|8ypIK@j-vcfb2V
z71Ls|yhma@j@jP{au#Y$4UQda5Tp=lSixQCVsy^ANFyU?`FY5%zQ%Bem&EEfQTJ!z
z%G^VGVl86n1f0)*pW!qA#IIiYGv?%3oV|8E|8IvKv-k{7EY4<qteO+;Eo{$Q#8ts(
zY4DWuzYWct=$*}j*)O0hx`b%x6gnaj(O^3lEYIfY4d3F)^%qe*oaTA|UTP+<q_^QJ
zep&ZAw{CxmR<WO(mz>W{%QLy=sTlv4eG)gn@gO6Y+)R$!!=B<2KE7`k<)w4k(mleg
zqQJ4P?)QZdjpM%eNs^~8Myn|sds3D$0~zRn3}RQFhx-pt5c|wUm|pj>Ev&_I3?0`k
zSbO*GW$)g-1cSjt&-M5B)6mdxXy3d2+p}lSF)X#kV)=Wdfj)?Z5eyqzARAMZu<zN3
zY5Fj{6__3eN=GN5y=@FXx`JrtOoTP7(CH%DIKuF+R-pdzP7=jSXpD}MifO!1FrMLD
z2iLA{Wr@3#pWiLee)7pw?|z<Jl2ggiMksoAH@7Za!ivJ3NaJq6z2%Q6HKUY_#2CN0
z6klrx=P$d3&zA3`#C<CJ5~aMp?tXgQVZ`<<{$J5j8e4m~`l&lHOr1N=Ddd?JJ6)yo
zaBX`DfNSS3;vPZZ|0$#Vc2m=TWm<y}4CB80aT4dBbU3*B8>Y`g;-b@VJ@7PW+6P-e
zi{&_ST(@8?Uc4AV5RP>*EEdaAV%xSJt#&d>TL`JM4XvacTi0fsr8%fYlaYFQ8CbCy
zL(?ex<ZK3pmXdW!51wKdN_-y5^v|Gw^AmLLox-DMzKK08vnMLjl<S~&D2eBh2HcCP
zIALZ!TUOa9FMflcPo2Z9t*s0{x0;74PouGJF=agmus{EG9@K7O+Mjxf6{x(jI?dOM
z`gyW`gi9~Hfc$+TSMB<L44Jp{t;qxYaDSRx6dM;l^aJj@@J2p!f}2lm8qW&(ev;$n
zlkd%<t*{uWrIA_Xb6L|q$fEM&V1ar~L)o<%sjCek5l2WR5E2PgzaM$pJkqse^LqU=
zQcEY!XI>|M+1VJmS^w}@y*MBBgqgS=eTn!d&U#PRw;VsrR2n1^L6(knQ9jfJ^S|-W
zEXz9#4i1t|r;l|pEXR-_2ow|)(A(R4%vx76Zuv5a<rm@HTTi?s3%R!*c~=9D@@$4r
z`6?qn`whw&OUcQ1AaoB9nsOS>j01Rf{fXGrPh!e4&c-L{QkK*Ct2-E~%I5a+Gnklo
zoy!JmncCAt{b@JyRMJax!&_Y0{tWZ(xtphVKgcOhzlA#E9QrnPku6J9(T0@eB_++q
z7VaiGp_Er+5vB`mT)6Xe{`b^4bFzjx^VOHB?!BBvCwFmrI>0Sn2Mw)H@SAh4=Ns!r
z`MAU2s^sg$=6-@?TPtmw)-y*@*r`fPD$ggf^dt<g?|rM&hOR!gHg|H$v^sJ!yoa6_
z`+KmjUV+rnOnT~UwCeGg4i~1w2~Icp9w))SJcQg>PkQ1E)CJ2hy&3O(0mH!Y@@mAs
zArc=y1JmVv&t-GGyc$zcNG+dtG;Y=MKKbi+Lr+f+=Bi!r$~F)Mm|6j+%|yuf@9*kW
z6os6eoTGY8E5Q1QumUX0u@11r!G3(d{t=<cOL=f_D|14P6eNb|lJc+x;&iNssaKyz
z_DLrozqX3Lzx1K!_z_a01f-2Pi@~k!!6>X|x8!D5LZP-fN|xEkcF#gi&J`K#anV0o
zNXOEt{B~!Q`;-lYFFloSHvW+rqyNL%TYt~y6Bgqts^yKXd(nHhF>T5eriIElaiocX
zi8Z(rud=%4T)y*!o9|Y&Gw#xv-1e)t7#cJfpVh)wFa8YQ8HllY-`#xU<ZJlzn@Jvv
zJcyiKMtsVN{Hkd`*NlwtP{mA2Z31Vt??x@JBtCP_*!qj_m1%;iBBWE8b|)yx5xaxY
zIKO;u6|t1c(#f^Fxvid}U@vF7O(v+Lh=FWU3r|6>tbIodk^tnpz4S%Hn5KbTza9I!
z*D)m-^@QbUbyGkT5k^LFKlB3X%!#P;roOW!N=qa4bRxAkA-6Xp4i93A;@ArSm>_la
zky>yP$?EB_u@Rbjp*$C^J_SKKuCr7=G6X>&JFGGAvqxY`Ih->WBoVeX!%JJi=Yo$d
zKq$^W)<r#fO!Ls^SqO%4>}?|RqO*?bOIQKcM}!q%S&nsp<#_5rTHE^R=t>hfdp<KZ
zK8G~af-rtQ;f8)%a%%a3)6Fl13=*&HBjd9(@kLi4_v}MVB?xDq$jEC^#LF(_YTFLP
zen|VvIN_mJSm+cvwR!{Vq9x=-QtXJI%-RWVzBYFPZ~ghl{Atd&N%U{v2Xz@t8EPf5
zd<kaBbb_m&<;oX-PG4#+`Sv)EIm+>7jIgt0IlIP<vi{j@?CxwXzg*^5cZaA`H?n(l
zH`ibO86F%}=-u~6ZWF3`+%cD1<);aK{1%2%D!+T`asDqWn+s#v{Njx16gKU{v3EDo
z#Y;&S79)g$$ZbtX9nFZNBM8wj=<kxRWV2(+HUu>V+SvbJ(=_NF2{9CkQjwcQhTDl?
z7?`q5ytIn7ri+I<L%7^-E?zi;nN_8SQZ0mV6x+sKD0`c6<mZqa31S*!p9Rz904<5s
zcK|WegW=5sTPBIqmSE&&j|F(Tj?~eD+}emV(1R&T=tZUIW!30qRTzPsLqA$(Gyz+i
zVM9Ic{cj-zY{W0U8e_&JSh;g--<QupupJH@P17VCkI_FmOhsN1ihNvWvHVvs!*O`%
zO`L{E^5Y92;C<&YorCcESKzV}5$cNH^*YjMANIzL2)c%#r4jTry30p=)>$AP2VIS7
z3c0lrxp6OYa|0xjh_N_AQpd>5L!U7l|J7F=)t5Z311wcl*|lpI05fLH_=h704Z~pD
zwrv1RojMieZ~of*sIvkr%drfw^t4Lk=CAN$TLr%oO%hj}jqBInLw1@7E<YUyJY;<K
za(3Rc4oTn2qOvAZwKGVTO~;t99CyQ0*gM~1<b-ds<My3wb0_IpR>PZnQ@A^-xu<R)
z&Fi)!S9Gx;*v*>3@k~A86t?AMkb3P+T2mv;`{tLaDa^&TdIh%iuadSo`P0Z=<`j%$
zoM$(;_MXSneT{ra4zb9S&Hq*Ykj%oLP}ESvBSTZU^t@hPeLld#g7pkE?It89kn*eO
z$Wf8}r}2rAZqBbziOoHa|6BDMU+wRuecB29p*_NnPMwOpX9u1~@5PX1w9<0)vTC%_
zDvYdbOt%jqnm}%9$H>k^uXy(#F;&y}^4(9ccv3YNoiGDQ6zLl5<Mo}J7>bNC6dolQ
z3SvgWcx^snhM%A+ab;N%i+To$X$Eiky{r-iB%2)xlhT|_%5wtLX8M>^l!qXRn1I~0
z7rCo-Eb!CP2<bEk0(waWT172-Qi4Cd0h$4_2-z8!8FuLJf!2OdB=m}0HVSFB+H739
zcRz8xi!Gv^J8S`_M?@|hg0JVL85MMFN(#l6M6ubh+nr<x28+i}<>G}WQ=Famfqq^;
zY)su4Yi)XM2SgJfOHi2)lgnXzF@n?n&U4ZlJhut9H6vWQgu;{O{lo7DGoFMWJ`R^J
zL#Qo+M0~9EvabuNqY1~ZHE4lCjGR1-yh8N+LL@zky<<0_v%Z9BbG*Nm@UDe6k@q*^
zeEJc@!Cnk^4yGp;qo4#MD-*4z46Pu5+}Vb$vjzXBu0N_Te_RJxuf6sfci(+C6DCaH
z=9_Q+r^nxV>#gkBvxggQxPf`|tUmv@vjQy3u?nyvi6oEz;#Vy2%FL{rh_ZessoDAP
z_;Uy+&qvy}j(wSDliT<#+2s*l)T&6<%;4lXRhR`6aRm2bjCA2{`3s}PiwLRtBp(l9
zstPxGmvHh)NhZ}z;E7*6%1<+%=NfGhzmL31#9zyr&;owr8s;8t2v4~SJzFNVdndZf
z!Aqm-ad|FgS-yjUu3eDsBWhOgN;-`{p|U-98XE$q@iEsE^b{=N`HeZ`7qt`Y&SkP^
zBWbrnTY8ZCp(b+6^I24RHUF>aE*ziy8pFu^?CHn(wa3ekq&%)@dXwzjY?5bQf^**<
zl)(YQr<{S@(2BBsA7Uti?s1`NF~p`e%+r>mEj!_edNd4!uRrh%r%oTw@~L&S^mXz3
zm!Bk=Rylj-Vk*=W#T^}F$qMSY33SIJY-?{~ps|HHJsLl<rzrH;IU$h2Nm<#HRM*m4
zJAsyHlJ<dNwlsC%uqph%^H2JRgNw|h3J<>t10lHjWN;~%Yu3XXYe3bYtO6}BlTEFi
zY&g)2SJ9bi=wzpLvXdsOWQ}}9=ZkVFlN}0Q2#WmvG>t6p6uLW-1Uzm|npVdvUHeH!
zMsdVPh$Z5D?yO6gR95}>%auxlP5wv?j50@~@WK|@(+<<CVEI&pfEQEOp}7z0+hJcP
zq|%V-f$Bo2DS)By*m<W+hb5B`CFwnVH<-Z?wjcZ&Tb>FY2YN{*Ms^PFT`v+j`?F}-
z#YlbKh&`Q1Jsrp``!Q;&u!oz7O}_xSs~)YQ7`6HY5Z@W}{reSR9?^X*wRdBCb0bQ_
zMj%1z<nu`_UOcu6#NQ!DlH`u7JbGo~I1jLX@{^yib?a8Hx#k*{FJJyok6*cRCBOUK
z@0dGxE;rtI;|EZ}4-YHAvK)&5t1lSlru&}a-qe0vr+y467)9E(gSO7?6htGur3NUp
zCn-#KVn`m|)Mw*M_mQ92MF0bv-HF!~!5$DWa!-XUomaGp*whrtHVuDzkcx%#=ysG5
zcG|G-x*e@4O5Vh3l>QCKqiuwx44lpqY~dt{swFhdzknZX_!^hHrZPnbX`qKnM<<<U
ze2Jo_-=nEBiFEJ8*QfE7(sN1JMPi|L2Asv@D>X!dZj8(Uei4YVvdGPgdk#?F(TFG|
z`TV34_=I}^|0UP+^VeSHE1TZH;jr<g%-MYVveR+f#=5+02M*wV=sA+rRV0eDF*a|8
za0FrA9PoOP9{vl4sbS2Ug)o0EW_1-mdh%7O3v!rRp2eNdJVA8CBu6en9g5(NhESa@
z437_|*F|A|CS}E0Ohu!5&pwjZTuf4geVwiBYCAxEdlRv65Pxu#8Ra!hJn=MY%PP5l
z<wgcVQEs~6<aZ5J%#HiusrB%&6JT07<~{d8{{X`Lxv*d!n#;+9t2Xl3nvIAA`Q}9z
z;8(JEVZ}~%H+SMrHE>Hbg<Xyk4=DU#TnSP~norfs+)|Y0wDa;gb=nf1T|LN9IKkpM
zwcNjbGoP9^od;fgm>*vLdCGDN50@vNgbn*)eFMZ(P#A#Eo`LYM<hp$bnYs?oZ-y-g
z#@>sm75_A_G)E%P+zSVK!7jsDa}exfJw5;IyFnNk#QE&Q2;mUvx@oAZ`Z2FQ1EC^^
z%)k7Y===*YB`=Pq0~nGFp(Mg^1YsnI)VCWk)`y&{k*u4A&}Se<Mlr`n(8gDxW}iUX
zKNG}%(CcIvNNoqO?Oc!Cv~R4-TmaMULe|oVdKyd(GnN=@!83GBSwUU21a;P8(z)fJ
z92wA=x&iyUVDkZJ>LG1YDF4mTjT?^Z0PD+N{xZG2z1()&Z4?*3dz1Owb$54j<Bc~`
zSXju<fBy3ipoAYDR)A&spaZP^-Ti$3v6uMe%u)(Q2Z(qAtXsE_=Jrvp*7lN7WRMt2
zW0!hKr+f^?4E(8HVnPwazUd^>PKxXjN-Bn_4I$X0ILv0+CtpUhw}Lfo3STt#kP+NP
z+V2H*fL)_QOi|J#Vs4z-1-$0>a<<+?TWAqa)s5%Ot-H7@>j2{?Uc@EymSVH*Wzb$t
z`*XWlwEu^sZu%|0*ZvR5<zt}7hPk($`)aP^s=5xY?VU=8>f!54JpB4Tks0H9_<p5K
zV%a2~Y#Qd)$A5-7pzw#xF5C+~$;|DqbBE&LhQcyloqIAXTl)FV(n*NDgSZ}jk<^Sj
zj6dFkIdca3#TO#vzHJ1PVc_`73iQztQbvgG&AT~}U%;wNnQaX^<BH2Taoz-$$Px0R
zBkUMA5%XZ4OCqH*8cGo89HD5}KJN175lp5LMFG<UyG_R9aZpu~M~y2?M&EYy&OJzi
z%9`@|#51Q5il_Mc$4)uoN84=Zf~VKR4d+23j(OW12&bQduwbmWAeGj*=GPB0Fxtw;
z7tJQ4#?RdkzDXpa5y~})iJi=>oX1TQvY7gG6RD97v{8*`Pq_-W%}4IKb=;`6A`ie>
z<5J}L6khCcQ#aSnS~X29Ensix;Qr6wOrhvO`0b0>Gy~?2gZXs`UMJ>jJ78xkeCeG3
z+9?Li`gVBe4OlW6mQO`Ys9*w^V4B3WH1<s2p_CdkWq?gM^j_9??dGw~k5ZUfM8FY1
zR%H~`Mt(*<$z&2i7(2GOxR}z?Qf%8dV1M&v;^$w17&DQZI}lsCNp9~UqqG^#TLD5g
zQfL%CBNJo^BRd1p+k;Jb7B&BL;zeiReEiQS`Ut5LPbX2m5c`^~C=Git>yk+M^_a33
zHD?K_>?N4?9MDu8^{a6{{}@E$m>FJ-k`naHBFrHHB@sl72TA(_n8`R&e-I;(Lu%0i
z^x{&SjeBr3Y(vZOAZQVUbP_GMoJiSpw!PVoW6gdV3tU7d6;qtdU~#uX$z2y8)%WVS
z4zMo2{Bl%P<=%Vm#qIv*!$f1T7*}0&6%L1k`|rR111RB#hZSI1KF9!T!>&f|esdE)
zx#C<(?)eGVXOAcGRx6*$P>@Q(%-dFvnPcLVhZ*em(iR-1Et1F6Mk!y-4xtXa*%~XQ
z-Ys&|iA}WRo<gcMg#Kzh1rxWk#&Z&Lvxf+f!aM3lak#j<JcHG}C-Ldi1Dvq_4th2Z
z;GaH@+noova(EX;w1}aRax%0gqNW4M;i1Hli`(yIuj*$?cn_}lPP%+2Q0(Z(KifrL
zXg2$sSL1X}p>jbfcgZt&e!qjM#Vs_ina(Gx_j1A6<1vb}_}?uZJhJ{azLUu2!uIX_
za^^WKK6x3&D=%=u@)KAS+sUl15Wf8?(evkE{_Yio%P+^*(*~MGWa-J6NgZ)h3k(J^
z2Ro3Px`>6-{N9nonHXYHEKWs<NLO_Z8F4Rb<0_B!3{g;0%!IrGJa#*nCM8YH)D9-t
zFfPCu3ulv`pO5CxMHeLGee1Cu*bIir{)oi3A&Hi>hhiBna_``KVm56;F{L?W+;Ztz
z2!epA>G0h@!PhT>p?=KY+=Foa{~%P917ktmB|rTwHlv^GC;PcaixFPq#$J^{Zn=$h
z-5dDiiF27)F7nKv9dB6T)@_j2u#R|E0mH*d`lURi*(q%L4u0HVr*T+DN!keyJE`*M
zWGXrhhQdfl<riiKJ1Pp<C&`o+Wie-3B{Qd#<8eDM*X)J2>fx*BACW-+VP>l7u^g*6
zc8`tdyL>59Qp5S?Ui1tniDZ&+I7~8?BEwKXlNgl)fD6$sA{!DZyT;wYCwaX62}*2J
z(M^@2tPBeC0<?ykxbEcZnN=_wUDq)TgVy~G6s~v*G2o@cmrYso2$9MHytU&9RMq0$
z@EDrmBefxkI66xD@-v{O2!c_R=2gfYTS??zfG0hGSz1VZ=4@<lzJz1V%Sd^4;>#~3
zRW=pJD{B$^hDcs8A0@UPNApUQjsfV=&_^ZI#dVk^RR~cDQ*|RX#*k%=bXEaryhyuS
z(FG5Q6Bi)PKQdQONTqOZT!%c+Py58F)USMlX)X15^9@{;6~sd^Ts=`_!$8Nx``gEk
z>ic$F2Uu5Lc_qnYlHdI1Hv|IzeA$VSkr6)o+0SCL*?9252S0!kes~;@0hVc+)DP8D
zKUB}&;k~qn+evCk<`>TAv(r9{Lp}yck^jZs?*Pk8Yp{9`-A}A07Ee++ZvyEOmB-d>
z;Nbxe#hE?atoiW_?59Z4NI65;?FkMH+iB<yu%l-d`Lcm4rD2xFm>cNh?v`@$5tzKJ
zl$_Eq*#q_Ty*5Z)K{IAf0WGKeggrS`obtpyY)je@&Rj;d)WuWjC?9Wp9?!lYT4@H^
z-ZY}xOFYy`T9^WY%7{IKmon3A5mTI0av_fKOF3!(MzkF-AZAU(zI6@K!b!vj^7*~8
zor?zY$edNl-M&+3NvJe-DA?NlT%Pv^sd0N*(i0%r(T)&rM=5af)R4k}X6KsHENX`Y
zQboo5Np*7ar<dZp;}>vRIl=@#Xae%<qX@4B(c^Z^3McqQB5prVwe&G@B*8dU;3c<7
zoy&$E3*!wAurEG@U4(2&A}K&qaSpx3MO@%<F>zEUebohQ-Mg19Z>^#tJ;ag>oou&*
zROxs&_=^~j6!No6s4lHzXXhYyJ@*!cdz!ehxP{xZ#<QY*2(KfH$G&<Uxv%Vj+zhbC
zF<*KW;VWN4@Ml0Y#Yia3dB6HS^YUaaS2P}P@spKGv1nWt8?#kbM0Rui1yfmVD?mtR
zkr6T2GT6zG8e!_bL4LZup5MBMs2kRqF__D%H6`p!j3+O1h;bD|Z1;`w_#QWc9jg32
zT)8!iRn9mqOa06*tR-K_r?X9E*RDQ_va|U5)#u_n(97tPn|b=&i%8k*m?j(?EJ=pL
zB;bI6(<G*klIu2^oaIOS4^p>6YLbkjoWyOWHQ3SwYxhDVfib0$0Wk+#sh`~VF!oTC
z`alL94Pi10+!R&klF=<7Ms<`T6K8iPreH8sm&cl+R_=KDH>C6d{#f%10v<o<T$xqD
z9jxluj-p72nZ2A`eiEk?oW#(|H_6}f6kQn;DN0G$6`6QhH6!H$?ZP0%otu#bnQU7P
z9?3@d#M9xez0f_3Z0kanJ4sIbB#1Js+lSQFiCmLS>Qm<-8cAG_{Q)UDfK=!sIc_$#
zrh076`-%9yZ10DnSQ?>h9M1W($cXO8^y`T6UTiJ9(E>IMT|wICN5F)-Aci-SggK9t
zIU8X~Il|w(nOk32N%>>z2o!qokI%tyXEM?tBSl=eeIpn#1*1HRoSV-(s_)@(9bnyX
z!wvNG^zfChe1$o4=KRy+H*MO)ZMWS<ettf8+;PVTP{I!f{h6l;&X|e%4-)*|m1!al
zk0SL9AjA`>GbX}O_>0gOO4GZwoxQ8KV@7qJalcH1rv-=N#AS1F;;iMoG599ePrsfM
zOBMnmg7Dwj-2Xv(zXB{X9EWE&qSv?cw45fkU>sMRzKF)xH&FBEU-PJ1!{#%y`9d&C
z)th@riW*sgA;L<SRBwva`%BnAT1=_rCS=6v6Nb=8Gt)QB6we4PxX_9Mq+-RC+B$GL
zH1yFdY_TDViw9|wE9fyr#*Mn!Gp>SE<v70Cyn|ntbaP672a(}&UJRT<Q(h}eTyf_1
z?*Ju-csQGgOCZbLOqV*!O=NOb?KEbXr$Orz)W{mfwicSFpNCga`5tfZ<yI%23FCRj
zbq34J6t=(F%*@_F+U=b<&GqcJi@csy%QQ*m7A43pV?{jB6-0A|IemID8@wJq_rf6a
zFS`Ke+_`Yy>(Dub==LBx+&FW(c}v#0yRU~m{UTZR42A~d{5;Q1^?=6z_3Wc_XqZ{W
zWt^NHASa=+HqS|y&r51o3v&}A%$H3fxh7@~1PZf}3(9#@)p=m&e%jiH5z_{<JrxLv
zDjE!vhykXe<8(+Ad8)a<+sG8Q@O<`iR_YN3>f8CD=Aq`iX}I<uK={(<5Yi_43wsIf
z?_y(rKQo<f<hX#TizM6veKQ4QR|h{iu#+#8Ux?D;p}u{HO#`C@)iA0Q!!%RKNrRkZ
zn%`IS@PBQUh=##c_6}Zj=nPJqjFC}A>Hs*BDVzlZWR1k|7D}|`G%yfJQdF18=9EBJ
z0z_RV-zcDYgMyJ&z+_LDt6D~Q<KsD$O`XIvPYuQPJi@9#f6U<Frv3DUlBh`&MarVe
zUxb=S5*+DgQI&@|rEUr`oj7b`-#x0X(;gh5X?Pe>5U9<{C8lcpeCImCi4>w!XK`UM
zRf3)N?oLe8Aj|6~%jYNC=chC$AHUm6N=?(!K1fIRFa^08RF>u9agPOOreVO|PFS^T
zY!Jb$YNEwu?0L4E-o1nL<PG2&((t7M<l8f-GIrsy4<Ng|m<bmMZghJt)XYF#X5*#4
zwY;%$4Vu`8KgZ5FCtu9hwtWY?VPl+H$xLAivxI4MhQsWNbP`nR`NBvo<HJp)C!dV3
zvmdRzobbfS1h+Sn(VNCs&<#R@kS(7PPn72a5l+%`3Hb9U@b5#?JBieMhxE&TL0kPQ
z(zLnA^Ooa$qaJ-*2il_PL@t=gz>XCZzVagdUXzrXM(9dY78TKCkw3{9bm&=(q--dm
z45nq8lw^6aClzYqgXlWE;c$}j*vYh+<T~S=TG55w*A8YJJy4G7I|Cz8#?W)?Fb6~A
zEt!twcA&c*M7QWDS`5XN0&M7~RuXTQsraAiN9}tNj`INPo_p?L#flZw)YNe6t+)Qu
zX&P?6`DPj$8(F$^Dc4<h-3M6G<6Hm2&x2_oxILH!MNn0UwzLYo4#Z>{=b8qzv_@J4
zv$-3gYX~8cLU1XFr2))IWeB+$*f;McJ*kG&qFG?K{mbP@zZFK^8D^KUhwa)f#<g^F
zrcjC|+R;sg5od}vCCHbwr<hVRp3j^(4pB%mF0&e2#`y@+yUa5E5g>Q&C-c$UFuXqW
z>@2kG6140RQWeuNUGIH{@b@FYimq+NxN8-CSqs=_b5oe<#-279NJi)g-HGH?=ni-|
zw?(Hi*@1~2UuqC{egm-qgY^x?Y!2p<<H#o-$V0R1XvCQlf0e$ZghB?AXk$gx$0-Xt
z7>qB%Jt~p^)w3B|+lJ@aO-!A?lUvO5nNn2GMQdA8#TW%eeIybYsA2_yEEO}ZF`|Z1
z@=8dmCN5zRkI_v$7$7EPlU))=vc-5fYX*NB-a(<~GA<o?lM|Ft^p-ST?uB@kEu$|s
zLh)PAp^9!4DVG7$fnp?a=)*i5_!#R?TuDk=fIs{ki-tNm0U!6<PU6WOZz827?nJ;b
zZ8`f3YdGcA^~C1Qq_{7IF)fED%>6vQZY2exhwdSX{82De2_X_ETZr+Q><s)ufHyqz
zI1o|k3il&Pqs+`0p(JIaJQ^Xx&^h2SC<-K~@6Dwkw1+i<i>RZRW%=b~Ih;h|D!t)m
zTxK_lAoG^kjV|a!O_5EqjN3MaX@-w)Ol;(i$Rw8U9c3lmlrhMg3#YQA&qH<C#l1o=
zF5G-3olP<g?QVr;w}awQou#^jsu?tdQ>+~xVRuX;B}%vyC*w1+2{~jU$uK?12yTa+
z5?h2HXRPN7k!jS1)0Al=#I!h-QWCo$5*EF<vEwjQ-qHm|B$H8O_KOONC?H}YAfRFr
z^QFlzaFIw#OewdsY)^s)zf8{w5~ma=Q8H_}vp0rsSS8%u#}qRUr71<(h=#{ZqX;_v
z4j0cAR@0G@g<__OX)z2#$0^CU6$QgI=u1S1=`nngfddUKC7|jGC<-pSlN`H<Pt-6{
zBP5c;j0{CklL7&shiT(0m_BYC149v-+Xhgh2^J58Sg6Qk%p1q(%nH`7YGLrjAwpu3
zXpx6NstEsJCdKv+#_Q`z8X}$I1oAx9q?1v)lI@I^H<RNIQr(om@JvT9o58NU1FZIM
zB*TcYELzEwz-0X8)gVi>C%UK)?PbTvZlXIPd}GLihd%mjc@*jn(wS~dryXnxtz~8O
z+9RCM*o>Z>MAOV-x>H4z8xEW`B8m7d_`;*8+w#y`_ON&93^vUz$GdMI)m!$H**}Vw
z6=1wEg}$_n+ddW~9#YBPrZT!cA4i~=E9Ng}y4g>1XoyHpH%1~#B;}<9C$cFpEazj)
zs6#0$pyly6f?q|5w-RX$GpHu1a5>2KDmc6<MYUUSb{o7}UCH!MTta(S9KAhG-tI7d
zHICbnKv-IZP+3UdFGuiq{Fw=>Z#ydAi+^=o2UzXx?R@QPUjty?ym?%A-E}yf?_8!K
znN0HA-~N{M>(>MD!yo>T%F3fV-139e(b2)vPe09`J$r~oqhw@cFm2j2F1X+Vva|p7
znRL^JPOzyR>9Lm(H#eZiO$<%KP!tSRL$}+IZ3c=F!?eqULpCDW1*mcvVkC}|3?rmR
z@qP1D+{qC3)munUs3x^^E-3$eB0$qHNk20}bF!76*?!F@dX_P3UmL@jX?|PN%BLFV
zvfJKGUbKoz4GO(oe8I7qHKPYObKaT6oW0yO?{pOR5(HcMzfq$fUiLlf@I8MY(b*rz
zOi9QMO=vU95HbavyH^pLeKx7ux$k;zxG#a-BV+d{sD{a3hC=ivBu>q=G2Ux?$EYLI
zG<j>sTMWljl;jpslATX(M&>*Iu<2+_(YiK<=Z(!2t3kGB&!BB!knxEEY=T5o)XCK2
zOvt;3Gw0aIsV?D9k2In8iX?q*N^Dz6Cz?olDtV%73GNO%DJg^2%uY_y*5XL@uqRQ>
zuzdpYc$!nPTQP+WqN>D(&}7cPrj9kQ<T35qi5%D)!1d5QOq;zMGvgCDg(ix4jaMA=
z2~;iOFXJ;QU%Qe8%|Xh|2nX5(HfHIp$@XGP`uK!nKec+2{()NRs#*|Y?Q~PY!}gD}
zB@pJ?zMs=CJDD>&i-L&Cfzm?iUFDoS+(@sOBvVYY$5TaL>O>Y8N&2J=Hs<?C6vbFM
z`aBo<;Bz`8)g&u6HLx!&(-|n_$`J>B`3202R?`&AC9OJ;OfWEr=qZL%K|<OfhTBGU
zP7bZf2yM|Wt`}AE?Jo8PD~V<oBYH#(BSuxS1-~&$x0%Jb{1<3!n?N!iAy!t)#KbUS
z_X`Y(CVj~yDVv6wlSO~ZMS&tQO>vMeR7u$)h<n@FpGdP(_R((^@`D<khVC*_W{OS1
z1kQD5^2gW+ucbnq;_z~s?BQqeBm@H391=>CjP5pwL^?RhE^>aZ4?{2s2woJy$p{Yi
zt2X>{7B6Tv5~7^~1Vkf?$;u8+*MGwr&lME(w&Bo&45d{}-G!kiKuWOQ$R&qdyn=*F
z=*N}bL3dt&(Bh9F2Ru|Kw=;O4fhYFH86L9Xx7%>$o6J*9CZ^z*c`{-&$<#=i*@g{W
zS2&<3GzILmW!i}=5{4#Ftfo12I6_W50Uj96wA1L77<G)INFgG+$~MhSwhZGH5mz$J
zKr);Ds2@Yfz;08pd2A>)C%SAyMM4#1Y>G)d8b)kwqpquyv_HY5EH^VFUK*zP_`|*^
z<vo7J2Mfs0&!8e;$0j)tMuIp~`*9iV49gQa;8=#CWg-e7c+-Sy+OfAA_zr+mQ%K7Z
zysmnR^+w{R3<#t(6*V0MHG(OKgeMe`s`Qc{OOt(Im@G*oW|vTX7vf58A!wUSwl@c*
zIKgIjlH$%aR1NQ?z5G=6Rm`GvV;81PWph@T`JOe14M|c>1H7_0hrx;>&eFyqNFIWs
zi7M+L8f12LQ1tprM)X255|e0iEnzS<3E3tgN&;zAG)>25*vW9DQ4AHY*v?wp4#L?9
zDz^uiBIn={WRkLnSW+PFRT!{Ij81Q6OY<(u2ck?)>jV-3HjR|BH8Vj^PJ}|Am+QQB
zR7XeH!vGy-l!ERIMBPT2`4&kbn<d+hZtnJR9bf@G@W2DS@WKlKxLht~&z?<rc{vV;
zgJd#ETU#5OH*Y2$j{|VV8E0_il~*3iBL7FWY}vxkfBtjQ=`?~M;BYudBoY9)-EO}9
z?Qc_6RrN1j^Q}+ci6ff8ZVG6cK+;sm62fGfCW00wF}Mp|lu0CPgo84s<iO{OfnB2^
zX94N73t!&=WgZRh6?0I|n}f2Y9{a{!#I86OGvl2z|NfP!nWP>X;1zKdtwJm3Hk494
z)WnX-e*XN-<2dz9-0lENy%Q)=GT9yqGBu|dgzaoE_Hak!A<UFUfzQLumt0L<<pKn`
z4moxJIogO6Ye6v6m`G^;8K{Bzn6eik9mlkJKzL`Xr)ipmSM-o-iXb{AM5m14lyKDe
za8B^Q=Xw=mA?z*NNK9P(zRXnYTK6=r)vuArnuRFnfPgND=xIAbC_(T1*<=l@hIojV
z(sSwTOEP_OHKY4d^wo#)<k~TGf#Gn9ZplE4NvK6IsvD$2B4%91Oxwt*iBNRHD7*H&
z!U?%5)tPph#A$SdlJt*`py?79Pr8hOCO2KH<G2$kPE*zsmx~C6^O<hnh+Rq0A(pUf
z$VPZjV_wltJdPRkm$p(B+=Shz!ky3=9U7plbPv7pTt=i^HtouUjCyi{O#}!tEVxNJ
zig4*^4AFrgLXH%o$P;8|a4Jq$HinXoW84H{p=`)6CEe3OU3?!t-$R76(s*hvWY0(u
z=^b7C!oQZ0N<S4j9=;hrliG%tX$(%n9Bw95GoIwk87P6hOxkug#!!G{9*p$$GtNk`
zeWZ#3#}rPsZKF$Y(kGX*Al-~8n8Ye-2uc|k!#%v5JCQ9OKTWLxW{E9aq?O=v*jVp0
zc`@l^QPKTeG}Ml5SjAz=$g&T~RYXen(POGSR*=W0f)TR1Cs4OFi>d)PiX%YUrDK}?
z7$FZP`IwRmRgsyWv5F#l51I*S(}^hw^qC6b3XPeLO}r8RG#Q$Sf7fQbqc0&EA%+WQ
zGhq0sb|(qfTt=|i$${EFY%v?{Z}l*#FUIUVFM+vX9LZi*Zs{YjYd=f<5z<O7N#$||
z1uu;*J08P9i`vJDsJxt$MXK6QXJ;Eiw}Gp6gk5Xea869)iD-P<JO!H?B1=^GV=R+G
zd@Lk_j|6tXPS|v_L-Wukc!-K{qOpaA;*0!QzLo)O^z<c3Wi)cx!fw{IDWr6hvZ4d*
z*&5+QGeDg!4_7)!me7GB>a@G^*yWu`cg9q_+BRO>H$=4CfzxF&zADb#z9@-onP|41
zNHEDlv7Zckng|MQvWE_%oc-oB8tn?I-p|KITNpPoiZ5=UNhS%mLALCoHRa>cNC4Gl
zV0a9q%mf4maM<Fwg&5gRm3%*hoDM3o7Ls~k63NCW1yUbn@^(C85KYJ?OBy9*NazSi
zf`MTgAe%UyHj+XX;dBO>W)ntcfRuYWF(VV7FhD@DGn#ZU+AWe)6(asZDDV?iCG55c
zMTtQI=~luWkCRRXvHNo|9SIz|jA743z(5*mLRF&}rba=bAA3dtvD}$N!)**sTf`la
z7g&%e<`c<0+|mJh@ba2|7Bl)@#9@YMoV|=}ca#~SrwG5<h0T?ZE3XJyaDZe(O$#JK
zDj_|=;7AyCG>E3gNeVhjdIV2=7*WhXR79e3K3(!+qP|HOsz78|qQq-b>xqyhc4JfG
zASh!CP}>Chf+^6P1Y}So0nrpuO`T5F#><W*Ym5<+1u9aYg>elToHrDwRylw}w9#$o
zcx@H99Rbu>JL!=|48exO8(>b;zN7jbe%uFGhGFo)0}t@hOE3M?W6wPEOfJ9t@(=Aq
zbHl^KeEG{?CY4GtYt}5Tx#k-Dem{MEecXBHoisK!l9iRk9e3P;&Gz2A=vJL@FH(-1
z{7M}opx}%qXlWQ>xV42^qZxZ(0kMQcNcXchF+|)U<DBDUaYrxyzItr76wZPo28~i8
zt#OnLJK7}|;Ry(2uX};m>B})EmAqpb6C<h-x~Gi?#77t>R&esZIAOJkH+)X^uie18
z`PY%<^$^P}L#v6B5$z+;X>efBPo}2>*|D0t(mScGo4^z5cDjPYWEgf%E6C&0nF}b(
zsRYS~APUIQ9+Yq^Qfz4KwH?`*at5YoXJpvM=B<@P<YE$fIXSyKi5KVMo{>$tF9HKe
z!aG8w+lR^gxJ<!0-Pl40kdi}4#=*H$OcQZ<2r(KXT`(1Kpa*+<AIVG+N5nv#=mU2K
zhT<oge>Q3V40KgRS5;)Y9qGNkU%G~v2;*7#XT<t;Oh+l<36qGI)iN4%(f#HY4s2{C
zAQ!SQqluq%XHsGt<l>q}R_vd|ww`=Uhl^}qIr%mRDZ@q5)QHDJsOm83bdqR}6ZcFT
zGYc9>q#Af;%ZUhj1%5>%CpV2fH;Frxpg&c}fR=@5sDwj%DILzII5*8n{p$z|Gs#j%
zDbH<UOKc_`(JUr9yQ%Q*BH(C3Bt<xpj~MGg&YHl>i8M8Of^p*0*nQcInAHTk+8GQw
z(GbbBchWlRWBfKS#5h`+cIGwYM7E*5mY{G)J-zZL@kiIOrYk^x@->|FBGoOSaCiW_
zl4dmb1g5+HLPU4cH1S+){VhCE;^Gsla(U2^$w<i@Y<aoNvFm)Q{YU7IO!Qa+eRz<h
z-A>T$Bs1MjzA#GC<zgtKg8bp_40S22lV%c-2B~xm(rGV4)a(?+k_`Eah)4=qYA2bJ
zN{hdYu5>wVzEO-}7njE#$El|gRSjEO2irJILqu0JjN~AiWDvIn$n%BR-h47z(nps5
zEGQD9rhpETU?2-25{`T#)nCVExRKK_)WiUe@LJN5{fx$<$fC*2c`@pD#W9nkIE^@>
zltEI;A{Mt{BZ@~#p*dWL$zfExpSXVluDV*>St3eXAGS~nsxk$SYbGuujM=k-v?7yR
z*F$GxkQYiac}endd0;%J4@_i-zl?@ajeYy$xHDAx;`QV@-XdS^rK0rXNa-oG57$%K
zx1E$XhbbPDl+aIS?*U>ev<a0I<;-PTZZ%0Yh9S7v7tLX!dlPxmPBzD9BjjhY+ta~N
zG>6)7ArmGZz}>u^h|fcJ-U!cZ4`Vaul4&eusw2c1=CARVgmDTwrrpHMg4Upm=bF6a
z4JlM<0~C2o!fBKKw1O%cs1651LNOsN3%^@tvNAwp(nVv)#yQ$HdSj#Ll0t@I5HL(+
zK|_-r$le*W+p=-G9gKJiNr!AWOHw#0Q-qsb1RFGBJre1Zz@+S9D(!nn<3cn8D1wK6
zA;4C{jVi)WRAG`=V}1Z)2^X!&0!%%EEzv?!$Rg7wlF|lnY7ty%1&16WGZ4n>9YL1j
z2#A1yDT<`fi6r_-hDPa0jmPdk8JnXR-PACM5+8gKpVN=q>nEMukB1~LkEU@O?M%}(
z(s>ya<`<Ifw~;V>G;8BX`lsLx`bgOnx}7#0p$;lro**dL$cS&k5y(VN1c@enNLn8f
zNpuk;#ULg6i8&XsQF5~`GC-kdkR7{-d|MU;(K~Q!^>~alT2d#KiX$r-xH2oi6Cyt=
zh$IONq$@GyA_PGuM+qZ|aU4=N1`gudc!J3(jHb&;B(n%6WVGQ&aVFN{68drI!^n<&
z1XmrBsFN~Of<_!&Q>k_&u;rJK6kCa!8Vgr8zvti8_u{w@u>R`6fdjnw;)~SR*Aoth
z4?XYm`ItO;GH0A|2G!Mnf0o}5gM03|hgV;HmAt$>ZoBQaBZ8<<D8!e(^d;i)I9FV8
z1!tZ0-WR2Oea1{ieNzb8ms2wwLQz#b;vOV5M29ems3cJ11>$W4!vi?d2|P9vo6SJ6
zi`bnaij+c4XJF5)MAw`oLn=v6AyH&<T>}J_BKpiKWM2?1I!HVg#_ZPU%Nt_4A~Gq^
zGB%1wG>HYX3H4QDh$&1#!<79blNp3f8zW*d<8z1E9Gp&(qm?YrUhZNlapieFy{LuG
zR3{I0bkQ77lhO^!T^<%><S;ky4Em*6Y#1!2H)v2K2Dvh4ADuhv2#*xw^62>cdr%??
z!v0cB!3A;}*&f3j4U;49!4V5#gk0bR$K+v>f{tFg6(QL{SvW{M4H2h{DNd1?XcAUL
zoc1&?)Xrn^o(PXM2=up)kR=Ck%PAy(4FOLbp`m^vp*9>IH<?C~fT<F9c!{_&kQ@%Y
z@e%Ac5!vfN@Y$GdOOO%rF{*nA%Z1R<O(ZVhbArv`X3&_#uE7HQQiADu{p=9WCK``Y
z;d_cAcMHRPF6`l*B$LC4Hi?*+N2f899%DYDIGJ#`pW&gsw0qkb_9c*I8O3xXBo#z|
z4WiwPVKgF{qj;0W_@h<0b(rfozyzrW({vN?527j#o@)0~m!UAhH%z9o4>XhR_%x(M
zKQ65krRXFEwKDn=9n3U;f!D91*-A(&ahe)VA={@B9eAE0*JrTFx#R^RXp%<1kw8eU
zCevu7#q%rn?EV$=?e(P6NqTHGOe?#b3~7{ZX^3sXVNNMo&v4r)BW<NrmWRpDEn%Ja
zR)&%W<AR&8MMp6WgM{0|sH+^=?Vw!hV;>^KgOmn45u;&5o1Mzs?fCP$h@0cF(Mexq
z5_)GnBQ`&x*w2>Q<rIV+__S`?{FQX)OrR>>!lITnj3f;LMhi)IfTzq)VmM-)HPpaU
zwG&ysPiC)sJ}x!Q)2>#QXl0BW*oi-XFJ-o^#0G+-l>(B28y#@z8iJr8>H>1Q9nl;_
zHwAQ4VK|b{aH<Y_rVo$Ppt!V|R4_(DE5PB+!R64|)*q%t5y+jGOYwG{%y<gBIZE7A
z$#Aq_BTOtM6HX{Z#X6#a6Y(pJ<fdLnPy@WmOjbK)5KvS;QP@bNHJd>6P3-m@9uF@j
z>?r1>;taY&1K3Ajrc&RB>Ry7~RRz8G<1?BuBnL6uG<3m@7#qTtGl{g4Lsu+KAh{Kn
z+KDPxAh}N^;VMIt2gq}#$dVh`tySX`WdcGcHnX3&X0kIpnWC#)JY!a~d-Vtor$M}L
z6?*pw?r<J8IVW<CxDC_W$34~kWCVLC8wj&7WRh_Cc|KzzySwV}#RancF3N;CWEuaT
zz5foBExYPF@y|Z_R8IHS&EegbL%-NLtEE;ebSr?6M6g9LWBg-m;D^Kb$B(gRZ15N`
z7-Ji-ErJ0FkXlGWEw!YU)M|Bl{a(MEZ_c4|ovM@1o<ACEB#;5&W-M$z|J^$K?%Gx7
z+`Ybct+m&ZWTR!QU;)#+Osap0@w`L1XmfSNq95A$A%rr)Qxak&AgeeGTRpOwK|Yhe
zpEy?OhZ*#KjzKR+Mp4MBP&HQ>QZL{nS?b9czIKp#QQ)TRFshZ9$&ZndJ*KS{T78#|
zb{E6l!3vg;i9@KBiL5)ZjD$gBmV&-OB14*vLDR|6j3?2<kjQm$V-<}qndEcC*}Ex@
zj5C^9M3vV`sXm%ekW!K)5eOYWHrZ-;^!pA|yG;ruoghx()HUjB9hy5Gq+(!XC&-lc
zk<JX@1re^hP0PQ5<;+t}*D;NRTixAU*KcEkG)B0KvO0{ehp4JgHhPgm_OtZaMJo3=
z%ibvGwl`_iew&n@p;S77W8X$nn`hEK%WZ>~7|U(ba&|H6d>flxi#_Qja?x2-)!;(-
zAdAsm1Tsy=^x0p$!2ZIkl&meZc$L`MM2!-NU-SASls_sHCP+}ere>HzOG&X61>i;4
zQsKk}=k+w{e{}@b*W!5|{eB<Yw!dLc)?Y=EB;f~t@CWI1I(+wce>YD&@x-4P^Irtm
z%*+fw{nJ1F=broLhTg}BfEjy-K(R5EkQIhlt?uLS_9aqI2O~8?%Bo^oD#gO9__Dx!
zVzFIoqBgq}be~-VE|x8E`e~HxZM2*KFM&u=n8+EBIIOolI-X8YpJi;K&g6Ij>F0=C
zg~00~M2xDd7<NdUDD)izU8n?#O;6;|l@Kctgs8ORG6fwHRpH6tyLeHbrEb{>88I~e
zdyE#An5_+Px&An+ahcoG7LRzh<IWvIja2j`z*1wfVH=~pfy|WYn<>1`60*I78o8)Z
z55+L?N)veb3CfjOtm_Tz{w-3Ob;c&<35Ch?^?Q+Jk7Hw7{QhN^=EfT3T$&TM$L`7&
zPi>TV_|yn%oidtsC&hRO%WI*Bi<sdeGHT*!0X3OW+i245b*bQECW1KDnU766V`F^V
zejD2>@*6M0v8qGG=yS1ijNHh(>9>}k-DN!IFjQQ}C#Drl)AmQX#Sjmh|ADkp$2AiQ
zgDy4CVr|nQ<9gVs3<J?RwrtXk3N)jGfJrP&y2gIC^LMkV4uI<;+>nfKlTQSih)8I2
zP<???W}B4WLYQgJhZZ+wi#OT^MYo6JM0j$Tm<FD7>1>ZNF>`|UMjOv{7#nz%eCh?v
z%mf?TEy|;5uAEt<WGbxbd-y`FMJ*~&l4D>Nxns1)J(+8`;c<GwExMY{MtB=X#T>Do
zqu;qeqqohL6ObLvP^cF9MSnkU$PY05@>#~Si<C<-ztPdS=4hC@PF~A0VIF1Jy-BuT
zCxwP-q|p_XShdKE-A$4mBy^X_Zrx()WQ~?F#z61_aa_QU(u7_cIt>D;(YA-liXAet
zhX^BNEQ$4D{J6}`I^@(5@==3N#bq8z9pw)aj~VNJd{ZIgv}v~Hc(F9g|I&Sh(wI#-
z7ZG>~YV0B7ke;v5>qq!rh>r=OAdinp2QwXGn1E%F%BN8EG;56_ZLdP&??QwsiIyd6
z-lAySpspAMTF6M$#E5&iR+cTbKuUHg%Px8pki-#wsL*k4ryh(_FwS$O`5@Q&_w&dd
zU*bmNFc0VR?6d;(-gBt_HH7q0aY(F5cA`9XI7>RJ;o663sJltU7s<vK*x8Qgg+(%o
zf?*c1b7QnxKB0_I=wXR9VyO^m2k5E$sg!ncXuM9{n`X9_Fze<p@?}b<Nu1bdqK9oO
zcv8@dRh-1269)8y9$F+hD9$p`{7-aUhbXlhH9yXPwMtg4(U!YdO5Tp69>fzm_}3Zm
zU!)Y?K*c~+3k;=wdNNJ5utU4vCU85TTDVq<QpKY~l~?8uQt5n&lANb&9_D88XNW}s
znM72R>l_rHCiDa5+xw9AG_lZ--31~ojWTe6d})yB)I5>9gunVxl>Rc27)Im|q2xv=
z**yx%0*2hib0g+jY3kd<^wkmc%rIp;g{BDl5_F}G-Tn-5|0c!U0H&c4pkk+XP*s&q
zSRg_{Ra0bin=UR{wMIj^hy63#bUS;wdGlUGe~T!&gzw)1O_HOBEgOV!mry21%_fsB
zF<9wf>rIl(2#T4-h&PeKAW{dAKq6xlp%TSKyl4zR97T8=SmBq6<!;o(r0>N<Qo%Hv
zq;o4MserBCVOHFCupZonzWR$8;YDV4-$zbsvDmj+@c?i@kH1`|lPe6dgDxP^t0a03
zOI{<Rt)gj?M5=WBDVpJ7%tS>9i5mu>XjnOwI9(>I&6CltU?@G3BqCA_LNUnXQ`cWN
zn-1SX0_*zq>+IXN@2_ll@4uDh<z;^S$A27ntwqq()YP9CbNcjYe)ea779j+`{_DT~
z=N6X>cRzp=B;07lOsEM>0RxIn)D1DR`zYs%bo2q#j7L>D&F5AhVALuyr~_d_ocQ$p
zZPw}=Sji@Ph8h$HBBD@`gc`kW#M<@>2{2H~k;|pXRdk|Ip|R!A>D0*Bt=Fmydm6eP
zVd@FGp<t#B)LaoSOw-x1xUe+CmU)~vPkA)N2AW!9DjQ--pL5Qgyx6^s%iYs#4BSf~
z4A5-8Tdq-P8)%V=9ks~H7AO!WF?bPyRB0sw#oeKptuZvTMLu_vSVXvfmauOVIvPU8
z<O@A=#Q;qcL~fnNMoj1?C_-WUj&YV=UV=p8CwV-k(DN1Yxiy9gE?&QknMx44pxsgs
zK@%YiB5C1!eZsJZP;-RRBA@CZWQgnbv6Lop6jGe1;CgvpSt@dD5*FPFlI%&KOIndE
zIHzcbV<d@(47V7{XdJdaLPfcW+r368B#NzrW)g%s6g)~*ovvfE(@?OqfRv#jl0Ig*
zjT8!@RYDPcOr?hm6?$HZHTOQ&&F{ihi<JB?b4U6)JW*t6^ET|N;1kU*&#5(jDk~{$
zt$`A-k<Ih*L6xDGG~!O1yAMs{dwWSaYwR0*iYVA5Gtj^=53pJ@Q1MuuUt&Yo85Eh<
zdhkhyFkNCSt&z7RSE3V~CdDD=cFKFEkg7{(`vPY3CjY`e$w>Gd4~#gxZ{Q{V!?RgJ
zwLo3bNXEw5x0d2fyIW}CSuVBGY}ggni|;{*CHgz(7${AnXIz$F{URkM*jqS8t~-ws
z*XiXC(yczik<3kI3b$Ch98uVNnUC={%)xtju-n63ev&~hqmtk#Q>^5Nx!F&+*J?4I
zYM=x;oJNzKEeAtQvt-|e2=BrZ>xBI!_NK2;sVrlrz;SF^O_fX~OAwmOUX!R58$0fj
zHv4o`iy&!{2p3ZrSjHqdks<PyFpZFbios6fVX~G^oW!_+OF!r^poO&EkU&DgSVj@B
z&^XR!G{b?x8iVF@^igQVWj1@eA&NO(coEIqM%5%ca)!R2LBv^F$=~9h<G;seF1&{;
zj$qPS;7;*DgeE{3AXHLpW0)NjB|s#QC^oSu6EjGmu!!6Bm|OpL+U+t$V->A@FRR-T
zanwdcI~27A(#m-{$qY`=C2Plcg>NUFKS(v*qwQL_o<ZML2)zU~2@x_O(hNE&1>2ry
z+<$>~<5isQ4lO0i?IS8#%VAp%&{U2QDKi*ig90z2MNM`(11xoSkyZ*!SPt9K0M&xU
zf;U57*~M+~Pm><nhpxsb<~FvvL49YGlzWE4s6~jywapV`+81z}bJ&?N?DRfjp|d3K
zp=CadKtoAFWD=6nd?qptGRX~`mH&X--ylgOs+uNIi`ZsJp_n3*Nz>>Kv(mVojlNFR
z^ck>fsA8TdX%fT^VH_h=6+^}Z{cU0-rY#sL*%)dc+v*X9CQYYED=1Rq5Iyw}86(Ab
zy2)_nISg^0$dBoIyV>a9jpG!lDdQ|EDy|ifvZhgehw1n^4(G2^&Rs+JO}3K>!t@Vf
zsTE}0WutKmxAijPHrU1(u9~A}j*?aqGVwJ`v4mkJ#Cn%>&_M%~{3PwjX1-I!=^Ur%
zbxCV$gt0;p>4fSnigAs0yGAcbkt<A)&WsZI22HWXxOSDSvWbi%6jiX(8{=8`4Xh>y
zsVEgjvV-{j8-%TAsEAp{a*~W?QtQ^KYe(_3Z=)~M6!al{Wq`5f$9Q<*pT9l^{g3#T
z5m@hi?|aGRavVQ?oKvSxarEd>O!IYY2Kg<{3opFDFZ{wUAcWwze(Sf;^*>o}YHe+e
zAN|oE1>mQC>ZktPA<_90M+uTDIje(I6p}Ea-O7-*aww|Drg<Af)+H<fXRa0T+yGr|
zGE(U>JQR^hflv};B*6eJ1^sS}s>dj*g5Qo%Vhte`0zV=<q0`xL*;#3lO0}^qK^T?D
zmQx5NCX9N-(nVD@G)16D4<(6EQwl~wLx=<<2%#X+kSNF)L}CyJB|>Si74@*p9s{-l
z2}ngHk_K)x$WAXq)RV|g3K^|4XfBbmy9h-R#U{O8fktzHPMAl@43Ns@Q1USq+O+Ey
ze(QNMW)p4TAS(-LdhHFS_q)i*r?u9iRLW2;=Mf^N*J<JPB#N#uvb)dD@(_utF|fyG
z`D&Zx6^BM(Vh=vVv566s-Z_ZoNZVWJMucYNP|PB#Q1Sa+RK-9j5#3&c9p!FX+6f{t
zLKOOpr@ur>uF-e0Xkniq*0I$t8M8|!o2A_|Ns<Uf5$IZssd^}iicnM(Re~0Plq6A_
zC^3i=K@xU|1BZGv&ehr=b$6LlqsvT}vZzTOr<dW<))O?NLlj0`GU^g`cb2l!q}ejq
zh{loW6z<LnqVJJ0cgR~3MaF3A1_R|K);A-j4<*ds)H!t9LE37}#!Zb4`<?74qnNtS
zu8PLLQ|i2D=U1q@I!ik_FzzNheJ9tPa}-x~KCisMO6CyX7k63nM|d#^`TrmLD4)E1
zkT=9%;N_M=7-!M7h`t_jxOg}FO9h1gMGPfit^;jz6#c;6+;Dp=zWi|pGmlfQz8g1u
zirs3+xYA-!UPF&-#EMC=sNn`NiKmm!wCMG0>Ry3-F^v)k{LF4l?+VT2L3+s@*ijqH
ze;Gr}Q>r?cI{48dQU(ORKuUp?lC;`sHn(Qz^@fP73^_GM#to(q*KoFXm|tqs3ksw}
zfqK}X9XJGui7K*as!bd_4CNo-p}QAIS_=rjMvxeIULL6kvW7z>C2^7_6uX#fR_M7A
zY3(}u2Aa72D$ULmfpr^+*1{IsSgPPcZyQrJnbv(wb)KQY5KHwT3URdo+*reNRMe=&
zXX5*D&AWJ$@hVf9j}rt6zJEIn@dTciLX{ho^h;P`7AF|SvTe$_FCh(`g|%a7!8pqt
z<>mE0E-A*1iyXH9kljTGL)D0721T?9Ly6Ezprz=BqeSXKaQnp0CW$qQP&EwiS;Eku
z?Sj+_$mzeyr1C2?jC)xPPcYd33bwX_U7926b#OX1eQ%l}t4Y~h<*M@#=QbbW;9wJT
zK&7iy7+wDbUQzGn==d3I6BK`(xD#-xeG<(+%pvDrB8J|~aOOF59J<{}>|~ZW4v?aR
zVV6*p5QGYfh9rmMDAYDyCg?5$d1B)p(%CfSypL@M1aXRb(<1C%A@=8S0}0rK+2b^`
zla#|6f#=}&cd(K*Y*{A=eLUTuTCOlPV6#*kqF~K(ZRc)E$!;>kHHIpeu#8m{ddOI!
z*$R=phm9NWB5@T`_S0DUWh5FwJWMw_Ok3Kdve(JlHQL?)p({v79hPfvM@yh@kI^02
zjYo%vE5FTvbqgsiRJwTHUfj+Qgmrv1izl+!vW|?}bb}PGqA_K@LQj7LBXt*zo=?=e
zh}L<YB<f>YHl^G!O71qc<P_&xD@?i1Fsfe%HKOYph`=XR(D*|8PCS2xX=+pz2UF>x
zDm}v3!%ZsmlL4ei)A9|PPMyT4P^j!Bj6;;rCga`02+yIh%G;c!*U_qf3kj_6{oe2W
z>PbKVUDr8u=n$t)o#ND~QxuEE|BkEs%jc=5p5oVk{nyE4GJNoZAN+=6`u#p1_`nAM
z_y_;sA8_i_sXs9$48yOh*e-;?eg7kL7VE@86T=LUN(MV!MAdZyKSEI?-ByT1Bb}1i
zSq05fh?N+p=aXn@vSkZZSLwI&^fqH`wT|ZoB=ICxIwCdDM$saK8nJe{iKVv47c&So
zkE%(8-lOm2NCF#OPf)dlC<&3Ghn8+*rd(ntB6MOvMKLWRY}zeJ5*d_7OstF`azls(
zx=7LUB`d85h|D6oRz`#^GWK;!#s%W;4l;}|(h))jKi28@ExJt=&9KO54!RQHc?J63
zIEWOXH;a{RP@JxkB$CagHiM%%bQz!}4w0M2u=50Nhrn$hgpUvjiX!Rt1w9wWX0r4;
zX{5|h8cCz50vRX7YDg4xQT#0kW0Xt=C0jwDpa=))```@|CkefFKoZmm`W^bc6pEfD
zoior>2PqBEHLP40;W-Em)Qmx_?8Y#3JU>FAL*je1b|TuXh?G?%pB13=FioFC3M2`_
zu#sYjIMz`U7hMTakc60YyIGvTr<`5HG`b{GC5p4O+QUfuP0U`O#|JFCMB+3sM3a^>
zjH+u4D=(8tyO=3SyJj*t;ox>0ve_wYJ0>Y-`HAa4#P=w(oU<R|>hS0J?yXfOl?z;}
zzK8IRdze|A=Vs?3?q{CmeELB?diMrDaAq&Bq%Tt6e3pNdKgmWh553cTaiNI0`##>;
z`Y4P2h}nih3b2Q#dDoGneDOjWTkBBeI>Yt?s@bC_6ijn3f$WkPA=$D0%ylzdtKCPh
zxlX?GW!^kdWpm*chwinwusOiW(h~O{>5&OKY|WMM*hPRwA|1-<TNLaL+clM*YvD&0
zp|O{VYMxS6u)PI#Z~;@RAwvV9WN?!L>)ikuwkTQ-s-h#b0ruRPVfL(~-;uO~6kePq
zt-7d6OjDRRxgrP5KD!22(9~6GJCkg*YZQ!#p<;(PGN?Bvh?NYPT%UYC!q5|h2#I2Y
zPBKCx8K>zE5^ro{L@qu39(*HDti}ZX98LEkcMe7%C5z2jZX0b-N_WxoDPp1E1S!m@
zgGzwYw(ym=GH?D(wz@i6dxe}#p~{%pv<U4y#q<Kh@(;0-tEfpIOWQ#=LXyzNkH?Wx
zqro0lm6NoBB1Y{c2Dwf_-yv3V)Eg~C+@zQZDP|)KQxHWeQRv}%0>@K{k`yVsilw>~
z@(rTIz>g=`RNh3oc!5~2v(h+7KCsEB8<f(^<kAkBW)gLQpn+nZpzTg0z27HOkR)C}
z+Z`l`bPP2>*A#MT9fU?ND53=GbfP0fagR#nDmNGZKcvkSMCU_<QACu)L=qI$#4-{J
zsgOe6!nBJBRl$!X&A?!@m!)6Nu-+Xb3N@;!He;y<hNu%ob^6{GLFA(9I#LQ`EKxO+
zOjf6m4TutrPI!Qu!3YO)r}@I>`zh!ucTK*`SZNi{IZPC}NU=jYw}zc|kdZ^^3;aMQ
zQ3^;*hysM)MkWG9N|Yoflonk%&Q^3gweTpW-z4KMV5GK~7`}wAyR2>Pp&gB*Yc6?Z
zg`ByLY4j1QhU1RXcBhH7am-W+Tj>xxYsg@gymb>z?GeTniCQ7lM@W<$In~GMZzF;R
zni?V!i(WL$YBEaCP#H0=;u_O*`;SuS_UU$BCQ3T!(nCrI;sk+$&@6;Dh@lP=Bx(Aw
z2}vIr?4Tx1v}B%0<j{>Vgktiht>4FW-LI<?sO$PSba?!E_?8h^Ns@5w+BMFcIm6kr
zXW81?`nv18cJ1Qi$&;Kqb?O_2&;F|O<daYG;SYb9QmMo*|MD+?!!c15@txoKodEpZ
zzx#K&@4ox~#F*dvz2D;_ANj~vf1aM6=G%VvH<&mwK&N9ezc9^ECZL$vB4znRk&k5x
zlGrDT91Pnd4qXCYq8U26ZPDwQ)V37bttOeG$@qaG+-@4_tE4OsQ%ewp2oWHJK@unU
zk%4OTNEDa8pF#$0EY(L95=Djxk)Ub{k}QfcKpaY(PDC%XfQXE?j-vEYb%7!TVXP7+
z1+0{Xm6NzlNh+O3hyW=Kq*NjC5h6xPflwteO)jje#7=}3x}?(@gVmU{9pQ8f^xPC#
zt%a$zkbsu52}AJv5G5H5L!zrbRyssgD}W?UnjlOR)j+BSQpw>tCc5mPYl0+p01u%>
zgbB1Ai)=B4m4pakBQZ%-fxt%<F>$C9_!d#1(b|E5i5=`*n<%J2pdu3=uh(LIy-yhF
zWHTCeN+N_tW&o^WnkXJ1=s*&*sBJcA)I)4t$1*Ie%s3t81atLiA~i#37CAEg1$Jdl
z(^?Y<;iKCMw%NdoRASF3WjYYW`0607WE9=opkOvpl;DrbMMx6)TIf^AkVwnW53?lQ
zCZ=i<Dx+NLA7ixh0wS+c&d%f2Z)13-L9K41n+a=;0V?VOiU~DsKhKvZIPM)`u&1&*
zp|JSqdA1JZdG+*Z9{l-$iX-^d>5#YA-@yFC4%yFrf&cH}IsVBjkK+ZKl!6`wWu4p1
zCR!oIthJkDafRu$f*}&N-2gBs=>`=&L{k((JV;kbA`?F<uo6B%tfz>T>l_)}=4P!)
zb8~}{%m9x*9C7i*K8d$UWgM~vID2V`ZqTKVO~tS|ScKT@<HR}(t$R3}YO`Lekyf`E
zpE7U*m6fH4z(`|>WwJ^SWB@`%s5Vk)1hK$O+w3`-<?;&(rXG<sAe0tvV3IZ4l=BPt
zev0gPp7psw`kge2nxT+u(Mfip6--8~XD|$dZjhzb$>Mo=e0?{A`DN%{#_iXTsT_rz
z!G=G^kadMj&O?YCeg6=N*h?%mq_>6LyF@qY(eEr%$ou5;kQh}~Z|wzhh&Xke$dBlI
z5?>YwQWe5Ng-|-wx3AFJc>yi-nM$?TKhR?!+dx$k6cHkmI;Ito2!Rvk@p?HndMUy<
zA@JLD1BHXt3|?;=8O8LH7(Y>nLmflcP|Z>7)EI`=qpV!T&=O2r5XK2%tdL1HP?Zpw
zXhbqYqFO{UM>iP82}ddAhqyAo!}QQ5<N2$^{Y{8sP&6VXgO(|vnI@ovREXjNahxGe
z1kzcB*rnfbAoo^MIYG+$3Y(oLh@w6nw}CDMYJZ-ra+8etTFO970S^sT6C?;)Nr5Pi
zDd<~Ru@9k!7mskERptv@O}5R1UQRHagiN<LDW+m}mo$nR)cV8p<v61QyBIJX?BHoO
zS_cU{$c=1}E4AoF1tQ<1(<qQm4Nw^pT)prZK}u&V_e-cD%-$F#5-y<{ku@SpRvSgv
z@nw;`(ju+ZLG2T%5DNuOO{k<gbbBSD$V4U@GByaq6uqc|C)0!?KoNBYO3PGBJ1A1p
z-m&O=d3=3@RDKMpjnb2&jEbkx<u<W(H$ttlqfAnZO7xo!#zq&k7<F)-F<wTI8jg1l
zjh2ejdl4xb1o^iR8Kdm9pXS2A<7}k%<Hs!?oBIg+NTVrTEVYZRX#|O2Csb(#3Nl=0
zAf4iT`mLz(E`D<PE&RiO_zziFSoo?9{q}GFcD~~~{$fp_zhwm0A7^!Sl{06~aOTVz
zW@l%=PEl4Wm9L7eLx&EbezPrLz6E)`1lBk5U<L0uh!7fzs-x-(GLa<Ih?5>ZIpV}b
zHFa#$VRc0(ZR%u|Z2}*XAOs~rQ4%x(2mt~l0;#AV6cV9;P|;8jNkDoqMhb)V)&2CG
z5D_(z5qR-1K2=7ip;+#-Grxz(bx3D(bfOex>jJ9m5c&cV1sNx}y*Z*dLbp{iSp&;9
z5sHSQgv61L5NSvp!eEOq(UDq}STSkUyW|QMg<OW(R!F;R&~ptuS0RiW3|5+yOAe`w
zkCoO?6%(hHVCVt?AR$Ur;z%P~9KmS}63Qx>>JDbkCFp8|ZHcb<2t7i}^%0^+*o%n0
z5F!s^7l>ZF5sE<~Qa}bFa>QYtFtkaeijY2v=%A|3YdMIjjb?44+YzcYLf8Z82OtDe
zk*Kzhrgv$!Oct;AiM#-isH#Fbl_H(aU|MMm!$1(Dh~SUvfu%sa_C0icgOOcblsLw3
zEA)HQXlk0JT0q;k*}v}$MPmirE?Tb2%Gz#hk*3?)A`wl723IgsA&W~Rgnl12S7mUx
zP1ek@usw*fy+*HijD5wA;MO&CT_ZC%P0P`!H!QYl3NID^R~`$W!U<K}{2Pc5nIz1S
zUDEh>mCKwNIzzQ@kXzqj-<-u88ZIrNQ8XT)y8B~j-4bV3`)tPh>E;ILwH1a+A-5|R
zAq>DSl9LW2<qVxtA17_HadCij(?v>$FxX2N<%o10?_`n5&EF$&YQ%-T^vj3&;<{jb
z`O|1>p2?EUoA1@R{OSyidY+`b$ibOweD3N2rjrJ-Ow;LXkU~<-N~Q;E)S5Q+W|4+0
zk~1c$6dDW;CEQvYW;3Xew>`%47PjxO+3s_FXA3i(V5eh_?)AuMIy*~}Zg(34pW#xI
zC{}r8XNppBfJ4)LmM<mfYD7j)aH1K~rIQR-&eHOyas3fYP2qafVz$0Tr#HeO8B(%5
zCdXQ2)0eTWS>hmtjB<2Z(5`!AhAq;$9YSBByD9K{F`8aQRZ6(Q2$4~xFm#cUet|~g
zHafj=y734;l5Dhzh-#>63sY}lnH@~iMW`0tWRe@@-F&#0!;j#52M=;o++gwYIdUTf
zOukH{8I0!@bls;d@~pK|u;>$~5A(kdjMDX&c;84CYkdX1*CT7Cu>zm{sT7%1OybUx
zRqKSQQPNfyr<r1Vsf4KoD9IYJYSEQdjFe<J*CL8NR7Ic)4?hTKo0BB^0c=AfudU<x
zt0cY)LZRW?448d1Vn`wk%|{BID2!2)kVI-kB8#T^bi5;|aTi<LA`D$3Pf(BU;+ddA
zHtBM}*kU9<OR><#)Fa{m;s6AoW+aWKAaFqi!VshsfP#Xc)6>{&nRNY#Sb7LmXL|TB
zIqMRiUK}PTQoQx{W%7BCE4RjJZVce+Dyaiy_7-Di&kRxTcJUGeU9;FddX=&A5?9Y1
zgxEmSV`AMVh(nr@z)P~o#9$&<BBlB$)=hR#Uf{y3hglEC*k*{5(Pl_lMaTe|NRSDM
zS;e<^vu2&7=XKD$YaGfy#b91gFbkNnODI~%bPtUX$5BZ<Fq4>em?ou_Fv;Sj%cO!?
z`t2$~e2RLvL9ch3Pz^Y59w!tkhs8X;-^SAN3`$7~6%zwcK(}x-gPqtVjC}?bi;`jx
z$%JJ&!i7cz$uc{s2EW!i{XeD$>rbQ8>3mgeUAlCMAPByC&9-fh9zDvbQ>Qp_;soh*
z`oH5!|Khw}A;NFO*^_?*hZ$xDI&9W1qf#T31@w}EmCH~x+BBEu@mda(Lp?fvnc4YC
zOg+TREKx2)HUoV}&}k=xfl4kNq6&#jcrD~4B&r3uQpn2MIO$S>fl5NRKS&Uj2}7IE
zhwAVGiz|~XE=>{(6J3Plk{39zJIBS98eaZx^0_>@Xq{p>OTlU(6px_0Ovf>(H*3Uk
zf|P>Fn8o<MBF>6H%7nSORiem65rVX(lTX{^hI3?xGxRnjst~m5KAsCf<YTE0g9rCv
z7AINQ+K=bA>3fot+C%TRP`YdEJ>s#{DYGr_U{_ku341iXO@^%yC7nXGJ(g-C6a$~7
z_Bd<uPD;uKW7;+;RYL|EG7Lz<O*FNRt+z>;ZF;Us7#b)dg<@vWQ-iosmM}_@Bnc`4
zDQgs~Pf{}K#Il5-1&T{|Cyf%RD5?TNLkJ6@Xe3ghAD0N?98KTA3lgHZj~4DAdP|6?
zh9tpG<w&J%G8vn6*1|9qG*dxp0>#o_J09+aC~Af<k<?}v85oG@iYabhu3{nCNxD?*
z(;Pe`Sy&N-og8ID65~)DGBHgL5lc3=@|dZ|=x1Dp3VmWb$BWM%BBOQb`AbY3d=s&=
z%u*+!5Y$-Om*qZ1V|zPdt=Hg-;zg7_GZ>S@T)2FTdtcq)cwXa<T{WJ+vWL->!)!M~
zk0V;@FmviSixUr1FjOXbUnc)uk1={_i9?&4oL@Oks5rc8PcjlG4E25k<SpWwK`Pt>
zn#%B~MMXPHv%O5BX@pjVZV(bnNwXL8=-nwke`6nUdl&oFFS38{W$JC6%h&f43_XJ8
z*U0y7Q88mu`93MDMYH(;u4m%scQZXA$r@K7sWZPm%+hL#Y$?M?B_=IA&V@tV*vu0~
zA#Z=<Gn|{>!yA%I=*j|L-Wp=1qj85VICWo}t5+3@C7p65LRDkh>n<rpFgw?v>u4nE
z1e(5!d~OCkog-sO9OE2T`aEeA>Kh|0tdHV*EsV?{`*(X}l@&H`HBb_t)X)GU(<@wD
zcmmU%qNpunDi@H6Ac!->retX18h*z^i9ARml0*=MDnU>oipL1V6hU0Y3u|am9VKp)
z=q5dLfHlRWXvCZvT0l##Vi<jTUP#{;obDax-fV+HVF5*#=!!&WuNCABVnN?a;kXJZ
z%^{ajh$L(`11vw{hC0fF)g2sf5NQpgY6h>al+m^VrqVUy{vwHh21S<L5vGh;Tmeq@
zG4_tNP>ow`?kM!@L+q-Y!Vj-7Jh_f(2FzdCLw#!!!?XzEI<d9Mp_wgWt|O8TX^|ij
zNfLy(UX~;YkZK0iHVCzlDE3kO9_ds}&o#NcRpp{TNL^DHWSne&gOlT{q^%G$E4kI*
zLs@Q9RO<91!OfP*POF3CIBW$P^ZFn^e&|7ldmo}NAfFAfElI7D;_1`-5xR|Mra5&;
zWmn4M*7*z~tYH#@lmx;=N{e*KXJ+OaSFY|R=w|Rjofal;<l>T0w|CKz5f2vUxp&Vh
z3%4Gk>8y}R98?k0i?eKm6UaD5$beW#6nsq4p<;S;MVS@z0fN$PG?aDLxI$%Zk;w=q
zHJ!z%!$vA(sL<fH@&?m}%C(!v*lamiT8e7%2)d!rZ$3+sju;!;gQn@k%?-k48=+cc
zav35`u+dcroC7#R<G3_f+Wd8rOcq__=!6<hl0_;S2QWEl&ft40S9hML?Vsfzhg*N9
zJ^g0*D<QDHmLLeYbm<aj&Ya=ZS6`*oYJK&ZqA2X&zyGV=t)Zcz|9%VoCi(Luxv#IU
z^CLg<Bfx9zfd0G{-9NYYJ=pGb+V-1p)VuJ*ZEC$QuqS+pRMa9eOb#8&p(F_}&cB<X
zp>-w(=GgWO0`(r+;Ze@r>XY8J%8^WyLGdC4bHqtNq*)-+1YVw7?Lp4nYGYU`lQZKS
zJ8trc?i0*x^eDzIh8i)~IZoY`gyE~i@dD%KB)QBOxs5M!XeLk3$m6<#ycuFC37Xp>
z?(~>#XUQw4DX1HGVIE|cUZ{iOGj*GRt!o%kCozK8s;UbE(0DBaKEN(0L_P#NK&;Yt
z3#6wk`rZ`3bRo}_-Da2F<%Nbvq21$T&gbB+Hg!Eqqg$nHH)s)IYNJ$?GEarOcz#Xe
zKrqN#hAy+wpJLHJK&<K{u}d6m6S`|;*kUB7P_7J8wz_E2;R~%p9Mrm$RhNF?(C$aL
zUO>}t()BxJ;{r-7u@pf*T_&CGF*fuZfm`DAr7Xn^<n219mBMwwa~*0)npLGh<So!G
z?jq-HQB`5c^$8*aC(NOU6t)_ZF|T6jHAo%COqJ+2UWIsrY*r_q%V60#Jl~|zNRh7E
z<g1d4&n`1Pu}ZcGi?tN<H`}a+gCwfPJ5F|}6v1&NYLMVaNT)hjy5NOtZ)0Mtidni&
zuM6F5hT7@Jkh;KdzC_(!;n1Gj_ycE#tYvZ3TcW223?3{a4nuHV<wM42**trTVzbBf
zW7GU}dY!L`_b~bLUb@O9ZZmH2(f*yJ#T22R#kBH7Ig5^0M+=|hfL`FPVxDH=^1|hd
zNW~>nj)-$6QKrbq<~4M$houg3aJ0&ED+*GdL~3OeAdX{VuSpavk?5Cs_uV1RrpL;v
z!diQp1JjaS<2N{WVFc-?7|f<wH=ba<-QsvDVkGlXB7HYW@*rI&rs;I(s9p9~*2vi%
z)|=z3*N5?C!v0E!tfkQPd@OB&O6e88u=ohw?i3SdpTR<tT}PKuw3v3SLeCv1NrtJ%
zYm8^FkjmCEk|u!{5&8j<j8T#Zfkvd3@RCz_&N13<ng(T-+#S-L%Vd0qRJ=;Hl297b
zX-B8%tX{*7EKVG|f#-~}yfn&s!vT>nkm*rM^|7t+wN40ziegE0D<M;e@w$TMl1YNZ
z&UZ)@P}K-c4N%n(UG)%B;&d&XP8QcGAQBTziIH)eN_l~nGlCx<V(j1srqMtN>v+8s
zJ8M-?eNX~?KTo@F<El+&$_rd?PxH{>Szfxai<P=UMTu}S6C9gT$riVX>Eo}aF#8%p
zQSsCSC0!vsSVFhvm|HEdUfWG%m6^%3*gJk1w>!>_TLbjHfJ298k%`LE++p(RJbJK7
zzj+H#Q1uE%M#IXiQYyWGnesr>h}A)SPlv=OZMINU6Hn|VB!lNRiGmJEEYMYxC`jXU
za->9)thk1rNm%TJeB!Kz&|``@hjKwsDGSo3!c1xi(c0upJH<+KfQR-(B#g1JwHL+P
zCM~Zqu}dKeVD`L&tH3pF2sb522V0Ev95e%DQovFqx1VTmaee}?u9HpbAYG6WFsKa2
z43BzTyl{wqoF|>xMUt%|G#$fP#PpX4^a`$h7)7<viLsIx*Xh#fFOX)LUZS%Wq^Ogk
zt)_{!kX*RMSe&D%<_Hi-Ox)}?2TxwZlnTB1{cLPKi%dFr_HN!da~IbZ7RbjDp*cva
zbSHg#5UD6sye-D<vkX+`5hCDL&*1883pa>q6S5OSr<)M@5f+j$Rd6gl#ekk8NL23M
z`sC|l(Eo_Pasum*Gdnx`Rqxiy%F5SW8yg$r=YH<>ZQl5o#b0Kbh6``~b)K&|Ow~R?
z(mai6*bw+6#sSJhDW*zixY2!#Rr3SfKKReM)Vq)8owsqo7^M?N^b`qbY^nh_a%)(l
z^Q8BUFts<v+DLQb>41mSPqHFXjLzt6dt;pL?q;syqC9++lbHb?ed>PJp8P1WpTaO_
zQ1wY-MJJ+zrKV8hi0t+!7}B>82%K({NE#$&9xFADEx&|G%&qPfPUKQ#3?2L$UKkT5
zDH3G}Gd;vmxxx0bLLw@JN|8hf38jlvV`gS73M1>>imPbd9V&s&nWRb_uHwWV|GsgV
zf8b7Wuv(yE_enAe8&Qc@YenWeB_5~<G6F0VhRlSJEWIe?Y~A2;%V)Bx;4JkiWr{@l
zFo`vWmkg20+1xpN7CYJE6ALv;y2TnZSmp*Zy)4S6hlfX~s>rNK?x0J*vc+lESYO`a
zzNI3&{0Sz_5kjTM#kor~NwDG)ww9$@9!Kro!cXdi<cK4mBx;}_NE?Hs^*qu_6BMdw
znKY5<psnwakFKIb*N8<CGk+Z2uF~0hn!dAws%zx)S@JmxI}eKsUA8y-NF(9+K@ZpQ
z@I%nlEK<v3XdaD523Knk$30B1#JsqRHywR}t&IuPDOlg`aKjyAbLlqrCl!L?VRD<l
zhQ|)s>TZ5NeuC0K$T7!du={CJ)iExo+7x!0#E<o;ANnVBul+F5X2c(C!xLM13LE#c
zJhaH$<4r!){WcIqw8+QSV<vMNW9<mX80DI`#(Rf8&mXQxHhr6%*GCV05+R9Imy+u6
zrWuWk3$x^tkWkA&(nE=SP$Y^87&%O3ka1fjGpVDP8jV(lwII#H@(td8Xayz7GQaa(
z%(f+W6h<NLp=2|d;$`rj=9%C=`teb2GcBavXVzcls2ww^uc8Q-9Vds>M;SGqBNTgx
zGa0hEHc_Hr>pfyaWzpZm;^IT>P2ZqZzrsNACYh|ym0010zDXk~^4*5YaNb44A?}W(
z*E9)x9U^TDqcq9b)C94R#C?OH)1vQ4n%)$aGRkPx!AQ=sx^@&pNr?P;QbVtR2)K29
zj2M;eShDH+B(aAk161LYR(*1+M=lkz|DeJ6DD--Qo3kourAj}{vs@o$%T1BVjFYqS
zl*J->J!YW|+3XmK(r2_{)2J;mR(y$EIiS{gD;pcbTx>2gJ#dTr4&FjzA8~kqAcDSk
zi^#vkWq*|WM{n?vS9f#6S171G^sq=wiE%R`pUN^aILh>B8{J+Y>i8s~M9T>-%n5GR
zN=#>tFled_O`NCEOgMcuK~rLOP3~uCa1t+y=|-p7HCSivw8orkvKdt&j@S&g5v0+~
z6sbxEpNO%}Sq|rJQXW%Kb5qQEe}ir?i00j5KzGU6MbcIoBUwhJMWTC{nKc?tz?o|a
zrKH9kV{5p=<3o$%^hV!8mjQMMbG*&EfG<PVtPh}x3cK>Z$miOp_{yTs+Xv=3S?$sH
zOuFl3Hg@`4?ks@FQB+i#nE@^hog|}{xP5(*lIwE4G{}<K=KIT^<5p*qb30?)o2zl4
zT*tQ8sP_ZDcoT|V4?B)Y67Xaek1~Ohr;!?>Oo!d^I{ieYFEUsPq(p)xd^C|D<Nj+Y
z9a1MqY?4GF5jv5Y!50cTf~=vT(!!7)R=&rcgMD11OlKp9*0!iMB(XV3&zK}_TwwZO
z14C~jw>ty@^m`_eZ(yqmX*)qP0ut3j(?T>gL5SBhqwgC8p-MkdabkgHRyq3Ynb*yx
z!~XyR>ucHG-u`Nm{IzS>h~t>w{oUXF@4c))7hhXw^n1SNdwBfu$N$8b|MZ{!6Hh<=
z^fz5-^!k0fS!@^CQO3!o?qXs6G<rGWj?^Wpl`>!6`DsQ|U!Y<?!zZ`@23h+sd85Mh
zk>~kJGD=s`Ffu#5abJbo#1bb{uaLLfeB#Dq%rz(Y{<}U4u}fZA;`z0=@tf)0G};6B
z)f@clhYm4n769ls6*ex#%zg0%*3W#J&c-}pXb~n&LKze487w75Z1vEp3fXFg>gY7p
zJ(G-1@50>flKRwnVn0AnTckUE)Ls+WZ_ra_*jA^|(t;W5CET`6t>z*sdoZT%<d(<~
zm@O)Dn-lR1=%&LfnYVDr*}~~Hh{9`R8g0V7MLu+iCv2|0{T+NPwaSIotNhT`eny^E
zS!?U~TAm<+-BFKeO|Y0bf|DuG*JB##*NU&+SDK^{nS?=zJ^wsCnPEj7Mhd7qeXi;+
z^1SjiHASHiAOHYk6iGxuRJ+CC*ci)8*BQV4P87Yw<njy$odfJnPcV=!qR1F^=Mu`r
zS1EZllENTc^@v_?n=teVU6VwDp~u8QgH)<QPA{Y6N>D7kRxhXBgE&Fc4NTp}OJZhs
z=J8{XRK-A#W6U6+pjRm97J9Nk=-p(~Nyz3B_U!RF_i_~l7thi;anfVq{Cx=R7M;!o
zoNk0CiWC)%NZ8cOaf~+_%&c|UKlq27*_xt|QTS&U<_Lm2dB6HL^sq^{c$`Y>^9*I1
zJk{vX@p=pl9H43*q|9l`vB%cf!^HQrsPA9l#M4jl_g+e4wbyad6HLbYxlcJxC6_Ry
zJj*YwY?Gdz=Dylp*!CFP#vbaMpFubm5Y;<*@9s^0Wp0$7-XrNRqeT%TDU0u%i22}_
zPF!2V>U9|s3bt7yni#?ynP9jui*jR*p<cwQH$qgLz|8GOX+Fbfp-nkoL$Nbt)E25(
zKvKf>rwNnYym+-jeRGGi8K1|d<|u}@P-Tp7PcWeGM(O$(RtqcH!V)n;&l4p%+Wiqc
zW17K%Hc>xMy1I%$q1`&hIvPQAjZytN2G@D{Vur<{Nli4F4}1)Dkb$7W?QM<B@H+de
z5gAoOIvTzc&}{DDc>#91NVd9<T)v8JcZm|XczK!uy}{VvO}=s~#dEb)P!moa5=;+n
za(dPzoKKKZ3dIh|ChO=*LZO;vW;~)7>Reg1+1V5v-ZjS21Cp0tYT-F;vV}qHT!EI%
z(M?KZhrffxrB8B7X>qL|vVY&ZS?b*4@W={wW`(&0D6`CB^Dz!s<75n-UergbpJT9m
z12u{<f;RnF!*^k)eh@z#M2ZZNG)Y8=8qJf0TS$>%Y@$NC8j{Wi$QUduMnnlwtdb;v
zl=wa@UIy1yQFIG|L#$Zz;tpQqB8&{fhiz8Xh#S{p?3T(+E1_E&V_#znqu0QU9cF0L
zi4EpLkBAwhI!GuoC~Aswd4j5`lEUR^wMnPjXJtDeiamrHvU_rZ(eWOtwZY4m^Bf!M
zl8R0f_+@02AQ_|Q&)`QYhP}eT#6=u`63a3OVukfp*zWA5SSVwq9BP?K<medrGatro
zby1{B&o|h1GHhUw$s3GHjkKbH0p;pNT4J4-wjvg`RZ?D+Df0w|lBE|n*pW4AqDLmG
zk;9>>7f5L~Lt2WwUL=i2S~jU01I*`a>b8L?B*h?RG*lVuw^96Uw$%hbBdDlZ)Q*Ga
zx+s8Y<d7)`w=IYR71N3s8w&{SZ3>2uk|an}`rRykJ5S;lF|-7sB>16@8{4!(LDTDz
zs1f@|28ffGbL}=o%_HvW6bh11k%Xl|WHwJ))_Bv?e|Ag0Z-#Fff%RWbzP;;R?|NO5
z*8BZF=gytu-h1!;Z=UP_E&hvus#dG~tAF*czAjAI>2&yefA8<n>-E0rRyp<ejUyTk
zo-7k;MMMCb$^%S}Tx1~_q?$Uz+}Q2R)qj9oV}x@8UXB%nnJ`+(QjF6`PsO%kvW1X-
z6jN^noS16yz@9Bc*kfU>PgkGh`EWP)9EiE^K!WyX+{P%Bbk=%gs#$bXextt3-w@ey
zz%meqhW6a2Xl^f({z469dz;?$6fZq~gp)76LTRJNwf+>X<t+l$rdt~4u<B9KUDA1n
zjB<s*@oCocWcN*C?x~`__&LPE5}$wDV_cEjyn8#x?#pXLxialXpCBogzHTj|(Z+u2
zSqLL~58p@IGsvbbw8+6ce;#dV4gdaAgeMPu-RIWy*9z)hT)EC~z3?RYQk7%l2RJY|
z#Z++!<&S?EQbKo|=+{3F&(5J`b!ypt$S4DjPuT7gb$yaBL`m7Cj*gRk^CW6DLp;|&
zzH|*`X$|T71iDT;@o1CAaU*mYU{!KxxeUXZHN@myNF|H0+=Th7MBN+YOEpwm;o`=7
z$aPm37=M+p7qYfw)9XiQicg{`+?w7CGh1BKPw}3mErz{U7&u<Xs2ezTj(_+WhfdID
zAbmS;G#)|gtg|9h%&4;rW&-{|PT|EqlbK-(p3P`+k+6OX%iPQ8zGwN(&ZC?$CTS@K
zimqYX6_WX9$sVcl#`71r$C>A<^APpIab|0u2j>;K=^TEtNh!OF!@6XDxxi|Afbp?}
zLZ{DW*XDFEM0?G_YBn(jRdjEO!0Vw}laxh)6Y^CeR4xWZ^!%M<vIERs_>Ua0L6e}U
zW%drFIKS3od~k+J;Uc5EuF&%G=w^l&Zo=h;#z8%ep2^dj7^kaw;IB{{$g*M#p^gkP
zVAff`d4@ZpH!!|sG96zcCAt{d9<dNC1iSEs$)s@utFlN_s{Eh9Pg2x+96$RpcFI+f
zhws6Pdbm3aJlU^ue8uMA$~rd>jnU5<oLGH@I~F$x;ubm{Nl+sW+r+|Va=OgGq{io;
zi@DX`;$4SJeD+F+Od@pICvV2=8w(g6a&U=R@(LJcjsc^^g=LQ~E-7f@Fq6?3i5Z~W
z7Gd<)`1ZXD|LIl-Gte0Ac392X#HA@_M1kEw3WJ!8*FY)j<gA!D<+8G1B14ai=8)Gm
z*yIl8f+D6?A=4FP`(L7xy2xgIgkE$4Gqa2Rdjy`+=jwpY&09J8w>AjEgvvgX_v~M!
z6FMwh+hKW2uxgjlj4GqOG>7dCJR`>?6Us~T*ii=|n~aU-87Sun!id#%2V#k$NZLf~
zI+f$%jV{ebNIFa~{Fq47i6Vt4QrMOroq-9OnL+A}HGJFWaJj;+j*1z16sIKzQd69Z
zwz&{bQ;82Vl0D2|$|qHHSXlThnU2eydzv(7i}<w;m9g_Ex*$;msu5wO5(JWV_Zaci
z5TVr2w^E3pN{22lFD*c#a42drXhJ6}(Hu-Mcz=_ds{xsdO-A|}Zm4p-=`!zZQx#(r
zwGk#ODQ-1)xIVN>J2S@Sa+Wv<DJm((l_JB5K}oMsPIbv@UBW1$76>*Y=*N;UiOGwI
zq8gJC5-Gruf=DLlDV<c>W}puu^nio}h*bqY0VVd)6i`Hhr3*|=!;d23Bmq?=rCTVd
zL{h<5CCa491?lpI3td(U%Lsdj-Q`C(7!;Ul*2o18mKk9ebUqwa*fs`8J6#GHg@eX2
zrS<}e<MPIf|ATt4-uvG70`Qx^`J4Y!6&U?mzP8!(9e3Qp5B$InP$(4G+S=lme(9IE
zapT5csM)jknIA{4UPSimB(p6N2W-)yTRFm9`@LN4okEcoOM`v<8H<6U#=bEN5t}S5
z!O|*t0pzo=dm466!RQbuU!wuqeYn1=aB6pg`sWl%uNUTxYZ$A`u+}4db%$Vk4w<yj
zG76^X(j2~v&c3^_&dd|U0cvl9q`gHttCRblyRcSI6Yhj4bBkyP1_|zYJK9bIZKFnF
zWof_ZapKCrpSlKRa|ioV&ms*S(d{EMDg1kn6Ym;-?d0X_i2V0Yp*2@AnoT;>d+@6h
zAQYk`O*ph4=UNm0m5XE-FOU&^0>z|lSLhY0q=(B?daKw@3p3ausE*U$f1F~ehiMD8
z2ggvB)<}nS?A11r(<2EZY+Q`a7jZj+ZFd(}2TyTy=qdhx8zu)kF=JEru|Dt?&TV!X
zwtXH-FOYrqBiu3EC3wRK=~r%{=v#CK9^r+}GyKleIo>QEW?*nPveu*?G})8gqV2~l
z1QpI`29x$Cqp7<%HP}IQf0=BO;p6%bvYnnL3{6T#lljyZ<$j60GQzk$gxEUEuKwrg
z`8VkH66X3ki*c92;X!s)b%r#9s%n!gcez$isFkV=4NCl^g&Z>(&PBwpY_hPuo6+oE
z#`|Y+>zlmlr)c#xrbq6ipw{R%&odSVbeO@;-ouc+#K)5ZJZPrK_U1_+PS|NB$lh79
zQ)lq?0;C7|%+P%-HOJ|65+X}b$r)I3klA*II}i5x;XS|2qAc@cFI?g0M<?-8A$!iR
zljs&p<vl3<7kN2&n6d3yh;%NLpWxf3f0e0t1(7%`T;I#WR}{p9d-$<*$onTB<MAOA
zrQOH<%1iVvZDCD-*fT?RqfZ!wMB825)gJWv)V(F_LW4W+D01P|ZKA&9@U9_Vy3)nh
zEQ~^$V9zdc<00jEo}k@ht{-vpLXk>;7*kaVdRqk6Ho8$p?<*ugI3jufDfs+L>zox4
z$EpL2*4Iey&$9P#zJn<B2=mYR?7Q+AycBGD@4&P)qEv=jw~M#>3^S?IsO=4Or-rUb
zP*W`E-^aE(MMryuW+}tat1H|$wvU0L&-t5zdR*u36Oc;P`SJ@R)Z{2B1bS~9T`r=_
zRg?r`O`s(WQc8fYm#J3A7%ui`_F`t;4z^Sn%c}Gvm5cK#1B$|AF=qIL;IlVM_z2?p
zO+qg~M<Y&U*v_U2gF3^79EXe|8EN2^O_F0XjHxE-<~HuVM+ui^NpGK}CVeo+k*x`W
zxelt=MM?S?QIGMHKEARKFLw_a?_~^inO;V6YuCFdwdYYTY+x^_#D>OvKaWd?0ec7G
zw@{rHouI;kTxEPX#i6NbItOB&efbQdOViB8ZCd^s59cdngw0A{<BFbUe|v!8G~C*V
zn2+i-OFnJIVqC&)noCMexD{J0I$fOh5<RU-A)R5Dy~?2vJjhO7;l<f4CPoi3Iy_F4
z^-!7{<VOpLVv0@<Zt6R<{^LbbHzQ8S0{)FILy1p!yNwsbpqt!#XquPKT_X?)<-!1?
znE}q$=Q*ESW^2%)7ief(uhkSh^ah3ZKXM19oPs|;#|J<3D!1=5areEMPWv$T-rS-T
z2DoooVIaMN5`}aJrl^e_qm!TDzJovfy6)9~EwH}DICJI<KmYSTPZ)*>A+T-xs|8ro
z=`=s_6F>3iPHz7%B)|ACXx;ZPZY4$j%l{nX<_4`t-%K>}285C!c2z_!|9b0y|1KoU
zF4313>2KC4B^}iE3dYt~h@+S&)QA(4XwPocyH6l}2m1@3LigG*Tt?YHMlyI3tzIV>
zpTIkKnD~!*to|&N^=*=34s7c$=@WtsBlsu3gLwB{ST}B>x*qP^A10}mU%P%|75Qt=
z5FS1Nx9`Uo)DS5Rp=%6}jj^%5j`4-7#EU+fKTA?;({`(<J9W&Y2Z|sP8veil>9UGi
zYZGs`FpH8DrwLVy-fD-<efQ9^J^qiaQ?$G;DfJ>bdln%DPb{Z+43Ci`A<NdI==~SS
zkKIC>_h_EjO=dXD%Iurj{De-h(W4V+nEhF*<qj7*6WE;#EHgneVDRur$o|2v@b534
z<jvkHR}A>=`}Q-OyGpvghnpLD$_<0+%wC3uTl8lyBA+{tUnz5VxWIT;B{w!r(fc@;
zgZ)IyZQK9`2Q|!{CRx?Qt`<;ipR~V2*i(s}ES+x1&5f9DP9=_@P#&OEN)xR$$%iVv
z?7L`$0lUl_Tut4{p0G{9U&9>=v3!dKtIWT7_c~Ko3@YJ^{C!@)Mx|A#a=I|WkoPu5
z)C^ZLA$#&EKDtzAsXffyw!&t5kxx0F<1=CjPuq{H6*%AR@yX^p`2fF4sx-*&-(Tht
z<0R+TN0`u;`BLY8eyIAhJhS`=3!nTC+|kNXyz4mXosxsvll1MoNNLkFUb#-=bU?4E
zQyhs<?w#WIkEYqlrg+G`#-Z*OwHtdlwRVMz#x&Zg6#HMk%9A;hOJBK+7L?FB!<734
z%Arr3>~QE|m6RuGU1?F8vRF#ZuyFGNaka$u;v$y0i<v@(C-$#%=9NBMI}xsMN#Z7j
z$j8-m4jvgHT`J)&PtY0K#X^0D$wmh~?$GPsB=(v#$>UUZkve>oQ&ab1t@V-XE9jn!
zf*=tI-SQ;9-{N3;4zskx>Oz&9SF3n3CX7N9#UxwYgHRNDN{d!}3vFkPFqI`PWO=Z%
zz_#1vW9us2M8OMUR8=xoF7RMQ;h@=JrO{)(8!>KL>^q=w^BmMHh5YykeiTv0AZw;D
z;w(~X^!FBV9Ut}5EYj<e8;Qx66M8M1Myo{M%8>GW6p^4C35IGwQXn8tCq09mYA{xP
z2Horv%M3fUVZ2#`v=RV<AlB%(l7bcxXhq^wOeVaDo{?y~VZ#jB*iw19-Nn7I%DYF7
zqJ>4`-7s*siTU=wPgEG>*{7aj_!FO^u-&A)9iaIJ#epJ=T8h-h78$d{6(ivJqkC95
zbUW>Z9%8e`n|68J?=NxY>C4o%UB(InRExW@h7S^$F%pRt+gOoBW_Oi=`!igB<@b61
z^UpJ094ENsQSc>R60mN?3=V5pdBK}Y$9X|(aH$*dz-Ez#;_|tJEBJ$uKQ9PwB*Y@1
zdQ@S0M#WfnNn)Q-RVVS`j-%6L2Q(txr)PO6rbT0AoWkcV>L+r{f5#ZkZ~?d7BkB13
z?R$Rgb=|A~T3~$(vb?;^$3FHku3o)Lx7(#qC~)l9G2Z>|cT=fUzUldr5C0bRhu=u%
z5B@Rgc8kV4{}D-f>@Q*E-x|bUX%j^7Y}=-d<cYm)iqAbmbGb*Z+QevYgX<v_f%oQj
z5Z(14=KLJ`<~rWK14M(>*WK&%dL!!{_=A^VZWA#xh}~--ge17OgNzc)g9A{?zUF3(
zVnh@{lwe8d+<$`b;0)&TH;@}4u`kK_=Wy=3n@%{6-`1htr@H(qL>;7bk(vTdA9MQx
zYPf|M%hOx*$&I?y-}xY(b~}piBSI6o5n+7dv!w0oXvYo^Z}l<LeZqYcX#FoCw-lJn
zAxlNBJ@Wz9y9UYUU#5|-GUnVsD_K0*+ske3GuXjJ9=z)ci}eo>rL&w~Yjc<M=rzwW
zADdj#2k-?n3qF->p2NinTJzUgfAn$oPOWj}H(z3?pJB+U)0!BecH5nZ2df;N$gyXm
zP5hFJtTpJ(w<%=|CJtT3oBDQEZ{A{VVViABGS;e6mB-LKtB9SCv&tk!{y{EB0gq(X
znKg<W@+0i1$(D#18!*}4Q|8!%FYx^zk9pv&1^(UHi0}Qj+nIRgU-Cq471JK3zh|1c
zts1Jehl#RF-#yCHox?Px$>L7TyZqnbg?Nx{b(EE4h&xY~`Js)U<C((S*({7RT1Z$d
zRd}%V93QVg$emG(8}8Hm=bcs3<NuJo#XjHj(!VEozCrfLF$PC=c$PdfQw>Vh1B`5a
zWmKD8@F%nscPK8UxJz*_?o!;{-QC>_6pFhQcXy{~aF^ijPROS3|LpGBb2eY{A<vbW
z`y0ENXC^enwZ;Lct6ReQdmGN`<qyO75Mtpo$6402w0i3dw@4QmPrmNKx9l}bRhQ6j
zh(3}Ii8gjK{yZa&Hi_$*a0r`^$rC<q(WQp~UXmJyuITq!j_^iUjddy`k6=<ilf*p$
zX;If6;N^z?NoP$iZjtrZ&&*raR=+cKTo$LfPXu*etgI|02&$CK8PxJ9D1rj326xQG
zcc!>VjQ)1_FW9`YPIJ&$Lhq*&+B#egn-Eab8QD!Hwlc-liZ*Oe^RH4LbHd~5RGu}o
z1#J0WTvpA{%Q?H5gb=#iQn1R&UyvtH*UeScaWE@e(_Un48dVfKH_>{%k;KK$7JtJ9
z4D?s3&J3_SVegKRMG=~qVapV<x^I#re&)T0esTKjrfOm82)*-s=Ye>~`$<HW`U{n-
zcBn$+QWJXn-}ynr=7o`4mGzU(<O#dEqLSO?SH=lHo+Ap&X<z*P6btxNu5Aaf{NMoE
zccSF?L9KN-w4`5b^9C;;WfZ~C)$_{=#qg-|&UD&4!@J-}=EX(N;wBjfv(F}frZyV<
z;sc!GWZHUrI)p}21$xh!VU`mk#?9UoVt$l}{md!a(HLtXn{&V3a9iD|fVYDqx64;A
zrzymu3B!IbrgV;>;?W8(QtU-VDU@I{H`>(SdB_^dk51Un{z{USFT^f=vm$#HB)RPD
zH}y6=;#gDj&3$Ir=M`I-BW`Zl_;K-bJoC~_ZL8-9clIB|;_$vZ+XVL!qsopj0v~qS
z0pH=x0Z|J+?x;MWeM}NWn)Ng1J8GeuQiskh3W#s?PW@#?m+ZZXl<IHXj4zNh=mnQP
z<3Zz7y3}4q!a9Oes%Ucyg#`AlfU5aczK{$ulBm)`O@hn&XR%=fUF}e2{m^rq&PV9M
zI=wB&O7!4--^4`+fvEb%@W)g*C6Ui|?pSrZ1@44~5%9>rda1ejLw(+8?34N~;oquz
z*K<s6CZ?0tZ81~A(Y1pK>}R>1Fe#C;;`%sdT56O?E*n4x;5c9@7zGg2k`$Y&G;#Q|
zF5!N^G*XdYq@_NhqK7*!5#Rjvx#kPCtek6V>$V0@;nWrRtAEh69&h~I53jj=>8WTt
z#1&L)E=il?uZ8w;3JjJq#9Y{sBGKHxjb3VlvL<S0IW#p_cI0>61Ur2BBK)6FQT^!@
z-CeR*?GS3ZM|PEkdQZ-jd|qO71H74Exx<TBDkV6F^TGjJy<45V);3X-f7fWE{n)Dz
zsgqpT-xyKxLtrjY2{!~=hzU&3uW*=!+WUU@u#MWS4d_;H8Y=!7>KG=9ePcr9;*@eX
zE*LLeN#hn*V)^6B*IG9aS)7z-VqXdPd*nOJblvBj5x~_jRDIgO4JUz659yL|^V-D6
z^Q)rXAe~A;@GrA%cYpKJPU$dbD}@59$}6LwMOW^SV|YvM`xixh{6n(K5BbUc@swRB
zH2!sw8l#CtlyHTzd*5I`+5DXB$BUmEiBIKOZIkg(j6!Le*iJ`Tg=6HL5<R8UB>xQQ
zSolj3ML^i%p6GH8%xKZrbtaF18bk8(KqtRb+sM+t`rBCj`Z}8vEfz5}J>O@K6*c`-
z_b&WtKtAOv#YR=N^|d-=d3NOW#)__p^)a4JkUMhytl)xFxXmtfWz<L$;@W4rP6@;`
z6#Znygq8SFw96ZB68w8xI_(n1*Vrtmug{A8hpM~lggZ2Sq4SwtOEPhSQp<F$=bOE~
zOm3fQj?=f0Y<PP?pTw7ElJn;2xO}RLA*xbT;$5Fk)RQVI8yz#us^L-1xLPv|Tk5-T
zkHXZsq94J!ED3)Wof^C5#~rBX<b`R&X19VMA`VI+b{#0>-K5ICO)L*)mbt6Km}klV
zx%E9>5j~baustR3USIsyK?yt+0BeqjFPo&%KAJ)x^ZH3MD}<|y`1)A(Y7<WC+%-z#
zmO?$`EV)NwUFOO`NXGRIzJ}i??4)15{iA&NWZ)xOX9$MLPx4~Kw&1ClINpdBznrIR
zjWRlDS!=YFjXrkO_A&IYkc2LZ#x=gilgy`r7#2tlsuBmGLz6_OifEjODn5CU7!9JI
zD48Gdiw{Y_2Rl)q-Wn_!jXb3$7O~~vFB}_gw*(3%*54$((nMlBhNg0*n$1^L$(jwg
zG?$%XXHS*YIGS}4PM5XZjY$0-{(Sw_4I8;8kFqH1?#aLxx|AUlvApC__@S6<Kw@>Y
zMG3yw4OY$R``glo(|`|2xxT;N|Fq2V+~d+ef;EU~jVdVd>HKYcir?!oL|FLwCx(Y%
z8+kPq{qT#|$UE&wci#2jnTI`{Ql-+K{*c|JP{zjbVE3R!OJw~`!bVIxU>lzO9r?lu
zI>!vtqjyd3?*K?v5x`H9%fl6#?y3*7ws0MF?SD+Ox#dRd47vjfi8H{Z9d?KMJnq^G
z>X@Y>l%K2E=7JeOEC=yBF0L{ay46Bc_f<a2PBn(B0`F57Wd0V-Qv#2nzP$6TT9wH?
z^FXm0*{QYftl{{cj%ZDPsZ`1pbj%TQz-%1U<N3QIQaPK#E5!glE#cpv-L-TYyG%k)
z^K2a&y0i?7dnVK$`O!+)Cs>R(GPaT8N3Q3yxr4$Bv|^(xu#<3T-G2Gcm=zMboXq3J
zv{<lgX^^!)U<%#V;k5Oz4)<R+djV$zbJ%`AEt@!qo$6D1Usy<;(LJ}3c)P?Xad{2#
z_ov@6b(exa7*rE&&*!M+tOR4Y3AMQ>-b|Nl4Q_eQZ5`w!B1rlE_#J?vE;L}_4GT73
zJLvNrM3XPap2VX(p38jmS3e;es!+V{7&F@B6O`oO9gVy3_vg4;vF4mPK`jjWYgxuR
zqlnk#7VkJNejHS)LosY)RED*isjD-wONsD$L$aAeo4R?!a@#&6zGc?7G>k$ieF-0t
zWOr6+D33B)Ec^C^YFbiWRGpo_lwRb|K5&xqo3{Jr^-T7a-)CSand{4xc^c7_id1H3
zj^v!%DADS)M;F*fn$dPwQNC|Sx*%^Pp!JD|gfPprM5*}dH~@i*zyE}39RSii6dY@7
z_%wKgybl+z^xl718-nsHc5iVH`JxGS@eXF;(vO<3$0KYVDOW5d$@50P{!%ddivK{q
zZ-v=_nz!q_$^7<k2v2+t_vo&u55D&4j{iI6%J?CfnrIGpaQf8l+YSe|-KUCqvNIjc
zbeM1ZbD7=A@8=GEnq8l8r{=QUqBNTO*p(jTj4lbOHP*h?jljo<TJFG_zv4u<pneZj
znZ|Sz-8*8r$w{VhkDsW*WzB4Gjp+H<lk@W|3tB*!|6QHi8-@(#1kx6<#uxD~M)WMz
z07I9G!;sHy2L{`4S+=OdM!$!oQ%<{rcu%NF>GRR`rD5^U17WJkOa$pF#^fxWyw`m<
zWHn=dL$2(<PQ3JdgHqV?qLwE%`rv)yw-xzy!pzWf)VeLn@ngIeG)z1aE+28K%Z_aF
zgpIJ9ric|_<lSv<k<-9P8^D6adM@q<OfuP@Yw??OR0&>5B|#ay_^;h}Ul*rP`j>?-
z2*~}PswnEB9%t27Eo#UXJx0rzwAIm34=m$QvG(L0ZLRsp{=^WD(#RXl7%I{hWv01m
z_@esm|JL6Uc+`<M1Ra9ka(n*3T=X1FOXxo{H1+KoEQuV}Jm)6VeAWc-PwTr9-PyQU
zE*&WIqF#@FDLDVapKA$b>Nk0n{`(1DWKaRgtt-gg57p)w^X~)xUXIaA10`FSSJDZ_
z%K{%lj5uA*8^ctchoQi|(Ygm1?*ioU<7qU)vg?qK?4ite2f=iDxJAJ@*Dt9pOmfBh
z>azCqt+e(nVQ#&dHEH1O<_>ODmv(lmTU_Y)Ct>AvxNc$?N8eB7QYVe*T!(<r9~OZl
z-RC1uPt0I8q4$poKd!KtsyDx;>xt@B0aWO-uIMWv|K$m8nQP(_<;vwRge!^srtuAH
z@<P#)PfoWgV4|4M=#Y;34*LzipL-x<0)3FI&^Rs&nAlwIx{rE#&pJC|H|xRZI5P43
zr}iM4-wnFZ198Wndyl8$Z)6Sv&Y^F{iOlCKU%Sj4J2Q8Ko-90_uKWerRe*^v3|sE^
z;x{@KcXC+r34aKa8^6Y>RrFt9f|qp5Yi??C!Futi=Or^I&gQ#p8@d>@F35<Ppk%Zi
z@el@%?L4pK!8PF8n}sGD9CzA})_l}!r1Ht2zjz6XM8F-8<jVT`TYK{tDd~fo2(R-L
zvR^Z$K5vsW=XTMgpdLqRl0E@9xR;>@JV;~)&bg$-Pk+iV`0eY}FwATat879X8dJ{k
zR4U8o>q#@2FeM=RwLEP{UZ0^W$np{TP9q?<ONY4-@%yBT<|PHY4`N3`SAq!~6-Ilo
zMwW;vyQ#u{DNgsO-hkRBP`1A3)n(K*>>#lx<m}I{mUr?ht~d0tKItraB+s4)<s|i3
zAw4rk`|Qddl+T1}De(AtgU~?&3PO0jT9(`M{46MEzeK8yjj`=$OqCjF`_D<TQ<ySn
z|KR8WKf+17w_DOrV^mmmlD_Cf`eDJ4J~Q03l{x`GRN0fz9~)UQ%_3dheHaSikx951
z5qd|r1S_)lX{L$(@qkYza#A60sui)^zjFR4B_E-Hvgi;rCk%s1>xQGFRf=^!lEs67
zl^psi8HHr^!+<wIsX6MQybO0~X2Xs5@&zMF?)sD~j6$Twpx;urkBwSM@cndf3_VH(
z20KYEx+pE&R;(cOP9JAfhwq4bgk_ww|5lnnAlN&%H_E6ik~f`NB~A33fEd(lOeB{M
z1tYFJ3ZMxuN`}Ffg5U?d>hyO4T1-Y1jtK5(rE;xWcCkIO4`@TDWT3!N4RjtXR!%AI
zTDZog8@*&XoOH&Ydx)dDK`{?h7ZKfZJ9A`TEq3J(SkD9t_tWOZ!m~V5vgtp%;v!27
zQ!sA{^{>4z3VHfHt~+o9H3fkEe}RW<<Isb1-^Ox%1yb*Ykooxd{)-t72@xu5L}eiN
znWmg^6K3!8ZL_&AFefWWmf5mp5iXt&<eE*)WNx1+QKL9x2F;KFPFA47=`SyS&eOiB
z54)FQ=Zn$?ei?(EL4K#=1<vW4F^sVfobe!%&Nt}h(~;wVcXDJk5q}pT<KAKkKwIOO
z2E!q{?AE7(q%_uv3aG}!rJiQT!P=muZ7s$a#qEEGKJ<p?b1x+JXI<2tb4Wvippr|&
z%hnm@v7dsEPe6TvQm!yu)2{Xv6oFooWns4|w&ug!?#E}~IDIR8h!>ifw!u--C_hUD
zZ#0KMyvVCnO>B96WcS$}G`dUkLGYGdahA<b@Jcu?;3eH<T???RBV#!(?au2lLyETz
z=x`9lfNq-xvk(LuUcp=Hv0u{Z?@xMuBZbQUQoQ#n_|oyVN1ni@$3PYmh@0z$DQ@R<
zwnwhHF978V`ss2iudij}=vNwY@%Y4Z4r#d?vIRdr7!iLnx`%;^Qw~q|K4C%TxBrOY
zB%CD}xTsm`b5m7TC6Ac<v?R8I-;NeQ_#+Sm*b=_;8I_AK;uYa%7x_WZtKpW@#wOX+
zG^ptjHF(aFv^+oTZo)^><g+OnP%L5R9<{rJI<$!@GcOSdCGHK6k>7YCHTiW4CCQRD
zGXH>E^9N;dY2Bn&@G;*J(Hqlj)nToM;++5O78O&%2g874hT$`+^PX#S7Ivt4SuWOG
z0eSFi4~URNO!`G|vy>Twc@Y8EMruSf6eA<aF#dqWnAFWB!m|<aqZhYe2%FxJ|AUKV
z3sVyE9(??k0$V+jpH+I<uP}G4RLFZai9U~z>J8sx+KVg<@_o*f3q<b0TEba|-E1-K
zbA5hSU()Dq6r+wbf9H_-9qft?42TV3K-wi)+6?-bNMTnJmO453z&u`wzAc?>NA{9)
z1jNhPrS{qw>4Mp&#zx>v(ej%PrGBUd-`G+7>04@!s?nu<xze!wL{<LhXL@bjMV1I-
zQLR0HjJkn10ud%<%%R-ZS4?cQ$#ilV<aQ1uyT>ojehAvL-w|G(>O-Af@bSZbeoKt-
zAdjKM<O^Y+^AyNjy__&wZ;P0Cy$~+L#6DNtD1`ceapiQY5~|4T@=DEKuO5|?G;`WQ
zON9XxiwU}cZP%vo$d|gn^?#qvy3O3tQ84V%e^aAnc>&}6leY{Z6+^#o6s%#?LXp1j
z3@^fH99Wo=qBKsKy_w(5>&q&b=iaV!#ZeOsr#8ioT^$v(zPemAc&bQ7I)8>0df1rX
zx?_%FBWLgfM~rqViUu6G$M$IDgMI`*+K@s@Cthhi>}H}FwQ-GQt(rb&Ou=!<5~;lq
zDTF<ZQROzS@z-ARdEMOABqf`5n>feT5yLIfIA;sWa7i-B0ZM`@Unrtuu0(@vT+&iy
zd<S>s#<yqgwoHBn&LPQ{>>@03G0mMWde$~hjS9!>7Y+^i@sh8Z`I{Xw^gJzpuk5*3
zZ_MXkYeEITP799pczQ+$tjBp>Oi=nCUB9mAKG|*Z%o}Rd%Pln4P9R3<OIVAmI*=rh
zTs*yANp4<KBac{j41pi+N}u9dx|8pQWCsW6q8IxK1F)b_dZzCmI9paZ7BdLfdm09%
z9fByyC&7TNNr$e(4rTDNP*p&V1)1BqNg0U1=oou=3Nc&7A%db`5bQNu;|m*bKrt0^
z`Tc}yb(Ls%(#0}{OUZ+iEIw+I0mZ0cS)=wd&4W*?w3I%qYaBxyK<{j&2Z@zU;s^0}
z^V^!R^a8xo1((oW6ZnOp?w8MvO@vt*90%itoo2RKXZHz!ty`ExHA>J8={AW!`r{~}
zzD+VE<)TKlkzSj~sm~Vl!IGrde3;r<f{^It$4e0$=YWGkreZPpp!zn^6H&z-->r_s
zwh5cKl^)pQW5a-V{vY-s4R5P9Q6l{O@d0NrWdtX)46FT&^Hpv|1$k&@PM2QD0jA8W
z*2JennPP?bEaYO?WGEjoV5H>9nf9V&DU*z$tGeO@9_g%W#0&5(bzI8gIDoFu0XOIe
zZ{nSx#~GoA60r4D6};b%7KOsg%Iymt@#8^|t-T$2#yIlZ!&a#a_|*xm2h?<VmvDPL
zM>DM_=Cy0ozm{P5L~p7Ok~bClcpezv@Y_>Bgt(!Wb2`Wz9hvyM)7NEtOb7R<c4%xi
z8j%8XWZ<P|+Fm>;QmFiv94jioJn@}+D&*@ZxF#VF)f7DOdLO4bkNceT{JB{GcUmny
z?{Aur@SiH+g9n~HBdbcT$<wR<DKk4bAkKj&=pL7c@-gnI1^lqp&2;;g&~JcL*>m9b
zSu?QC9}9G1c1H~kG<`w;3XnqFO?yX@`f_&U>JPMl8udNC^@Kyk`Yp3(@J3Swx0xUS
zMwanFsd5W@2m#~1YyTc11;e~<YLs3B`NlwlFj1%Vx7j@s>esEcCJos<3ezZFZ|9l5
zH^F1~t1LUcoDr+gXn3@kqT&Tfh`#Qj!!inzDnF1PZw!a<UacoM)+&2k!&wpK1ax<r
zu}Jp}8cB`LA1Tn(HskIXlfEdDowyi1t04<ai;}w_W2-K@^RCmO)mk`52VCEf-V~zY
zt#fb>IIO$D5rTeN_+RooY`O$`5aWyM3XJzSz~I3RD`oJ#9dvAo;z_>EY2*THcdmnW
zK4=F-(YV0;LN0Fz2XZBrOaICx`+F&IQo~Ub@R0JmwWC?weqtv)2RNV~o~e+mNrjD)
zIk3X!;FclBhk}<GS~b^cQvA23`?YJYO6d5{^Q|D#;*CaaYR&+m54MR-`V_HZr@7;9
z<is~c<LVqr>C&he(a;6GP|=P^x?KZ{c`VxFa0C=)<FmQLrz+(bNoL<1LI)puG)0mp
z?|e-0Ws7Ny2{|lqA|pI7Ex_fThwk3Y-}R8++b)7eAXwEc_&Vh7!W(z?sj%6|NbbZ1
z7my|2sp13ge*PYwE4xyj_>wJD1b%NxMh2~LO0JYAzho=UzIHo^9)PjQnJI@;)b0pv
zU|Qrc70?Q5s`Ksab}qMMlg2vTTVc_=m=07(huR%swRj}>+2z^wz7P<9CBYN+uVO(K
zotMD!c~Fa8MBJIdyO@wJ=-<}Z(s0YrL^@<WoWlGqaa|g}op2_4V(?8dDUVlvqUjWG
zE#~fVU4f+&Zl?|T^Np>YtuRr(ogO9l4DNX2miR6~=-TaZq|*s$$IG)jsIxBI9rQta
zog#ayfbfib*$>lcg#Do+R~$xgb8SnK?TSOcT}Zn|ck=*je>t^VSbYIX=;>~lHr?XF
z{2;w7-QPV%C4~<C8N<=8qG_>dbJ54n$4>8}%h^Y#iSB&bxJtI7HBU*{j5fI5p+59y
zm~h~k58IfWIr#lOGD-|{F-qi#pA?M*?SRi>>T$v`t<wdPsUClOAJ=Mg=IK3@FB>nm
zMU5%%3B{Ou2;^0YbrN%6X!tfW6p?egb>zF!#nh}5^HfmxlUtNUMPwGwGOEvz1^u(z
z!#yhVycuq-X_C+5&p^sI;#ws&kruze!tWu^;{iM4$V2WMT{E_Q^)HOt!@40p6Q=BO
zD4~_Fzg~1427GNv1w-&HfWrNpLZYA|YJ^uvY%}tP=-~KOoRnm^<B(-+N4p$_3;nh1
zlY_WGQ_mY-;ez~kKWzE9Nf@yQa)GL-g?(r-9ubz%^0SIbBSTyE0k&5qLTi)B@{K3h
zJByRhcjQr3o`)&ta;}gPNYh?CdAqb!-L>DEO*?}=5&$mGull7(4HftuUC}1-u>B$Z
z>7QRH34X`(e>%~@RPxUl-V%C7*6?G!M9vJgkfYqkNPl}b6j*SJ8<dk7IB=h7WKJ-k
z9CT)9`c?GgN%biG{9>Zw_4wr9tcr8pk;sK^e1sQ>t%%e<EaDm$MneMEooeW-hWg%e
zOwj@HBz|)KVpZ-sCd7u=Pw^!s>6xJWWfh6-=wtbr-!W}fRAB~kx$-?sIHO%ZyYnjO
zDUNz|xG@`8R8s+2Jj4!$r!S7}Dnm!IGS}f@I|?UZ1n7>7?btR*sVEV(D5yZG2PXY!
zG@!=uQW6oizjo_M3|GCId<%I~apjvej}ZF+x(`oz32xl(WxoXibZ*PQQS|J5uo;Mq
z-%pe^Wp9@Iu%w}-xGpM?OVED9%4oTl>5^tqb;;;?gw9qd!$Y53A4(<$$xom5WmoN~
z|AXTrf~1X&aNX(*_d1ONDR-x(4Y6l`(@}IwULA*FrW@e}89DF7WdGrSsxOQR06Gid
zqa$JAjN0NhUMh6^6mv2y6Ws7Dzg+S2(_NL2A_o&(c|ji`UO0U@mwpQ@D8K6{`bL=%
zI*q)rj!%0$50F>I9hOf4=Wr>OVegL|S1uZGgIzt3-Km^-bQ+K8c|^=VSXfb2yz>%q
zmHvUnel5~y%U%0`p+A%NDl0eTMCDqY9mt~`@+yY1Sxz;9^=gEd<2p=Z<S~1Ck6Al7
zln4PcNiCF~->206uGR&|JGhoYfi_af;U-JP?7Zh4>OR9ScZH8u?GL=2MmwSY*QhAT
z_5(j^VcE6MK<0%NJR-tVI_wJX#85sY@4xc#;gn=+3YloLpGfhXE_mYo_BHVIm=qSY
zXeJ(hV$}RNi`xCU5j>!tAWaxMU0{gZG$XX~J%uYc+=K(B!c2?{+XN|^a??(nBMbmU
z61K4E-*d@-Y@4AIRMPuJPjwPY@KvNAp`1Ryr!B);h2j$|RzwQA?KIw)KXpQT*R!uD
zh*8rVZ8-gr?O9&BvvIoD;Qi2^0aie0ttqM8&aLxx_fyt#YhsZ!7C^#PxA8&Pjy49(
zZ>nrmEIf3Gje;Q+Mi!p#=a%NsMKso(kXn%PeQl2i|L)h<tFv&FPN!45wC?x5awm4I
zdY4ZqyY}BXv{~$Y5=)~$*HcYdc#169Z0K1U%q-g=tlT3qN~^G_FYJ6vt3~OA&82L0
zyDO?D(Q{%YC`D3~L(Un!TC80dLzD9J$6vkij*aueHZ8eTJthO*o0C|v&7`5r_y&sn
ztjYrJ8UWo_ju(6w%>5`{yy+KNxe89=XxynGqZ-xJ8#&am6VMjQMp(<4$p|&(xDU;J
z58-{Fxb^T_&ct*5u$R(Ybxme<B-1+eT_xj<mVNMwhobxd4D(k%U6z(sEHvgqccfTX
zSIt!$pbhf=fD%d-+3j=;@DRKEJD;(B)&Ed!_%yw}<Eiq4RgGvUeI_^c*W!3AR7N{*
ztk);*aI?IONeiI>*>B|%G1lybj66X`YZ8rSrB`<fec6JD4qN^-+Ioke{JNa09sy`K
zb^dU?c^0G$c$5ry#+)m$Ml*H(AVA|CNmz3M%)kX>>$j2ZtgMCS;-T?07zQT*g<;eM
zye3qi&!XWaUu-XP%Pt;X*v_(owlOu3gcbT$!$;Xy|BQUZu#7*xy96c|5H#f-U1Idu
z42D8oyE1&GQ8#fDpeEfM{COP5z0f_MNsZ+J#|}2(D<2nC(#9(lTpwI4$38g8wiTL>
zTr>RM1OwQH$agK4u1>H-6Ton$!1JRNU|}0@G6tY3gc+Ho21H8Kq2u`khlYN5cQ<CB
zj_H(Z;7rC_l3KpzO_JlVl|~>BFh@V-w85)mi7X>lh(G+yA}}bnWmNd&my|#m&+KWR
z5}wQNNk0Zk`ctd(ynnz^#2$9NdrDoq7bDM4njBcF@ge7_6*V_|{FHJ_duZnc5p_vJ
z$=X3oP0bvSyltpjbgoAz{ORf82296b_&SF5=Dv!2<qf~_KqikrcO5RaGi5M+_{x>Y
zvacLI=+2*D@De;Ct@Oa=x@erGoPKnA<{9$UkpiU;3lnr-&`jd0wqR*<I<stB<r2|9
za3vwOjf83qe&n>{36!WB)NMvm6k(B(XGM`<G}Hbl$&wrs)z~;@N{L3z;=q@2Kt+_=
zcl7rJz|N;M3Cn-I<5?JTEdd+SeIL<gHm#r<l9(E6bhzfH(<XrDPBK{g$kH8&&W<AA
z3U@ceVNGMb{2ZtKoZMW1w|g-SAZ8w{00eydzG2x<h?T%4h+$w!5gx6bbu4-v=8EyI
z`nk9cb)cL02<^O&a0zMY$;vaCw>o7hU+BsA9|gF-14lwSG(JGX3HEAw<JDM8*xiV9
zp{(2U=hr>;7hDfh?!+k$&IQm|&v<~no<sgOzz{W~8^V4PlLGjUw1YYQ;;AR&=&hl0
z@}ObtG-U_g#PeuEZNcywre9u$cQqw9w|1(j^d>Prp!P`b{sMnAy!?AU=<oZpjBNKB
zRl}-mg2FvfX3l^!WLokVWlYmROWc8BPc__yVnn#L13#ez1BHr62F6`&0A2JWfQqZ>
zdiOe`z-o5cX@q!3Qyjwu?$G6|SMJBUK7&3f2Zw~Kkv*n>8uz4pC1_gE*UC~@52x>A
zi>XrmA<g|g3e0B`GV^6e8S^4%pIp<$&K?4TedUWR9_ZIVr#FKKD(iUmdc#4MdO|vB
zcmyK}8G_*fp1g$}1(`wI`DeY1=((^ROEOOZZa5SeP&(GH+>O?p@&l?Ijx~5W!ub4Y
zbZba4?)Nt|?ot8yo}*<KaHgJ!fzmo-T8!X`W<8Rk5?l0AWC<jf<y+1SURIr-ljJ>Y
zE}^^&<4bum9$i9y15V-feBnt`Su}L<aA<kjwb*@u*PGmYuR|O+qzYQVJwAyBjZ8Yu
z(zY0X6h_(i?1W`Y0zw3Ru$50h2aP^+hBtlpXsyd{kRbP&CH?qJ>gPg6NN<f!7&|@U
z?m#GCBaA0VJBW|LGpeZtf2t(D58)C;^Z8+4+$9n-3*<;Z7c}t_ppuBp&4+S*CGx0&
zQH|NpWOKJU)oo!qX`OYG?B#v*ix+`+!YK#H%|&X#_}$~jLw^J;XRxRfQFyKiS(0#~
zsge?8evT`I5hZ4i_kW7j85T$kQEGyf6Sr}?OP7ABOvK*55T2wh)$qm2*%PA^iv99X
zs$%8ufLnKYaAWX|JWaLCQD=oVe8TbCNSc3f6<vlf7@v(HRZINSJS^p{R$lO*W)e}+
zkI|($gSseK?9yojKCC>0L$n6iC60^(u@RPaYqcQLuZj=TMn4>3K&eAXyu#x_96kt$
ztaBZWX)k3;GWD~q9S)=lDT_B|{@-d88w-Bn{`k!n9O7nn^tTK7GIKOnaCIuzAp?y7
zWh!4(TM||wOKfgEmWu+$L5@9o0Kf}0X(>FpZ^iQ2iMx1-d2g9B7k<FSUZj2F><B#A
zfb(2!`7}_JJNL@pzfk<+-uw(?-<#tu5PkzXI*k!tiY+Nd^mAh>0V*o#GCoc8wGLoj
z!-@eFPUK}r#rO|s8d2o)06-K(D#LrhJGBwvHCA-mY8;W~n*KTL1Z#vo|J~k)VjSK=
zEBmi|4QiS-9q+TvZL`+QTaKR$>$lIdqgx)Wk{<;~CVYDOi3!8XJ(V*u9WCOAaY@`R
zvgv#UT`7zIxrY=~z~k&luCiO{xAOhJMCmVrdhXDtcUvXa*49wq4K13`Ba+QLN81o;
zqp>yU1;ld7sDt@F8f#*s%p8%^D`1nRB@yV9>Cjwr1e|)+Bs7dQ3)laO)oIBaj#8t1
zcftQ6cm>;C6i~QVquoyx+lQAlnIOopcRsd5!-Z__ZX|&9!$#WG%P~_&2{HaBVUn19
zeWEgkH|Dr@-g>lX9Tv6&nZ%M*%$l%lLxj?y5m6kfz8fKa21nYm--zdf7=w<Bj1nP%
zQ-UJ!MMrW+t0|LFkdKl}0m$X|x_#~aJW!E)b1HeTT{RypE4lgZ7K<cRz|<Voo{IA!
zR${`gP$@c?i><)zLrZyqRbxR#dA|kQj?8h4HEXU0H_I<vV`uh6-edDr8pKqPgE3kg
z3g*k}Z7!tJDN6MdMk`P<>p5#Wrmhj{7Sa=}-H>P}<l4V$w3zE96NBb;LhgeGFZ}Z!
z7Qw+Lyd?|HzRA?&@Em4@iEaS@7{J0Vyt+IoFQ955g9FK7Q0=Kfq_og%FLJS%F$wef
z?&57~3{~~Bo)!L!%8(~;*D;n*R8!<b_sz{>6?3S8F64|{(FE?$qYJJUbsWabM9G+3
zE=I+Ox-wa;5tTFhSUvHeB|QpH;7m?G%gde=H7NQn5Ll+Y@EZ}56xbj90KS+Sl4wsm
z;aaAep|d`JG{#{nIHv!!HkKbc#P@XUql19NWpsCPTm`GVt`uTTd$2L1ZI2jBzT1o8
zYMxRuBdkkB2)Z&>C*(QcG$LLOb+}+jVt4B7*`sl}kTv(w6Re0|krw;_G8t&IIS^(~
z;nc0Tc^VlL5tMVe8Y=@pb>8=>n=43DbMpSe8CQjv1x3{`q=clt35*cU0QOvbE4@$>
z@jhIFVEVg$Dg}B4zSOsDb~)QFWOIg<F!g)kEm~Yv#g;isCo0szbZ&G#QA+3tt`PME
zyX~h3K6L1LVXTMKa3igrgqh-sK1i%!TS93CQ+>BtR?={JVno9$(VLUazV3=tzRyq9
z^r*_q7>_Z)axN4Jbly2mnRz}+S&Qp#B+}Eu&soOP9*+G`^}yGqb7}3o0>dD#tfY1y
z`waDa44ai~(94kuRb*{Fu+JxY+b`Gnk}Le+&Sv`cUQiZ$(FrVlRAQhcWI{WrVEhzE
z^4A7v`G+?DJu1M6WFhlPdB;=kk8g<!hEZeUE)DQlBJ3rqk4P(V&@&+}AuHnfp09_>
zA|mA@p|fU@CJQWH8Gd(+lm!Q=Hm=coOx%-T%G=Qx@;n~%TFl?HMQ&J|@R-vJ;#f)L
zvdZd%!x(VyA9%FO&1abCf}cK(u>~p%>kXEeP@BDYCz%yvF+`&~%<)&FSyr7d*9xf<
z*@sKhTt~g(i_<C<qHC)0#g4@HSONP>E>D@%?69ZHnE+08496$g8B3=jijaavCWJi8
zE0m>tMvuHdu7D&~cnj@S$bF6Blwe@~6ZSn9^O0-ys+wfQ5Gy|x=o%}{<5GO#^m=f3
zJ1Snp#!f^-Hx}r;8<k*#re5Hq#|cgU<xAkffq8jFg|v(e?;}zu`fo~zHRjHQ+eSeY
z^4L*mE&S$qmo0u(J+#br@wLd3cGIh;z_TM$9}ALQwc}=~e!_zN8fj}!MfL^Hr7K=Q
z)C8W%&3ST~=<SI#u82b8ItCXU!WD2YTXOCKWb@V}BoXeD#Q60{Fr3{|!g5raXz51a
zTmCmhQmAO_;Ju9Os<$gd89Qv3TH$(PJfL5|nI_p!9h1Dk%Bj_J-+@r`?NkSHzXq1H
zV?N;0NHhk_sOrQI8TJB4{M6zgQR>8Z&;H%MT?)_33WxzL8c%6w=Gy#eS!v=RVpH{f
zNi(eAMX8fSNo^eiVHs8)rsj9v^im-+?eGHEC$$>Mg=6J=Z}v%fJcVpA19imcVEQ(+
zI2ZfwMjj1;IEfIxCgzLzZW>hT_P;W6aHu;-h=VDq;RJ>}9>o0)OqqcxSy>Z10};<_
zTkpeXD-Cs7?vEn+`Xnz%ZzyIndEejd3($eSG=Ie-DmWQI_TO7xA7Om&HL&$CUI6Bp
z&BKMVAlh%3izYpftV-Ca_AftQ>C|s(W`p>hFMSa=!C9?97=6Mcqx+~o6o0%tb9jOU
ztJ2XNi28qp)O@oqi|9poEEGD&{7Y!op(KQAq2x`$H6;UU2;L!j-x5mQ$>N39duJkP
zf82udJgzx?2J}aT!uZ`1r)+78t0^&a?pb^@nXv5i5!?-b$6`AE#+?nc?ele2JT3mN
zM(Md_vkbc#%e?(J(`64Oevoioyu*z*!+fIO@r<VZFCume;n41Pr;ckahE{KC6GFc4
z5(ZNt)@;Cw?9h%DWKCZK2z%T%+?Jf4u8f>rT*f9R&#%^9rUg8{yU|AX`&@P%P9GqU
zb(_c+f{8_s-9=j7f`xB$ujF4@H_v%}u`pTY{e$S85k0gru2$)egsxC+@72{&VvJI*
z@nl6yO+c6X>$ZP^icOg-98B?C2{qKbV)<T2Jv#!7x@Jo$x6?wuZ#5S!tF!0Zm9K^w
z*EAcPu;P+O26n3WeGWekhKbjE`7q%$1SzKzFJZg{c=37K&WPna*JlOXUKr^$q*oe(
z<MclfuLs&4Vb7efkm@9GeId}WE!jHhS#SL@>sXw%%a)J+yUk^N;CTa|&z<3M-386a
z=(m4N<-{6hfrTSwY$?;JA|8GBm--`R*ZAbt7CeM!AZ@<}v#|`w{ykaRl!Dr^w(M8O
zOVJKh?EV4W0i?dG3&^SbHDRFnM)pE0N3p6D$3aO5D#Olx(_bhz09-@N&*=bzH6q?%
zKZnczus26EB_uN$%IewBawX&;C~U3!b)iW;wPs~N@$!PZ^i0f!n2t^`Goff%(>7cQ
z5rwxO$vt@5V=Ol)|BOb^1nMGE|EMCtu#7v>?&?jpS_2-?#gvJ`5Lj8sP+wnPt6jyN
ztw7@cWCWEH@b1+XqZC>3i`o^h+wq&c6<B)vk373QvFyUr5&~OK1mF2@%`MNc!88{2
z3*J$*(zyL(AWV`_8JWAQKm@0%Q-Cp+jUUpoH+#Y#<~<hb%a05)1~-W1GbnXQZpn$e
zUTe=!14JeI-{QC4Z=C$w97q?5b8p_zNT@iNFmk6yF5mAEdY+E&@$QIwI1MJ(`aXh2
z8r)wos!3VXxK0_?tu$lEuQ`LeUt&up@Nv7i3!Cc*Wc!#1s<k4A)#bN$9<5prep^(M
zQ-!v^>8e9l$U8cYe3~pMD4;MzaBBL2%^zfy=VqeV1E&{2I<-Uxkk5>41LlUpX7E^5
zl>#oHwp&I%mLWVx|DH>hqQQ?Q6CW@1nA{V3d`ni;1NVX7_b<8q2xs8_H11hO)}fKp
z7Nc=Z<Vq`Ou?D;a^pKC59q#*(kV8lb^bp+aTi&6)lRjyMvJBghDIEU}{z-#_Te(lI
zh4nNixz^@z<T=B>BZnt^wD@R6AlPu~C8;;FgpKvHA#Avg>!YBEI~d`#3{L6ZV#`MX
z-pQ+#;iGyc9Em5?b})4-5}7xSg&fXsdDC*pOFkY4-bHNx11F4u!LR|A3riM*v9l=E
zgGP5hrf<?L{+yOda}YS&pK)Apd}k~c%P`&)SVkt7b;Z|Np5TKD&K8#mh?bS1wXPP6
zNw(8R3FzGQ4<Dgy+#+i=(-5SVvG%;NaGADTGPv=$Nq#rsafP%&kE;8{p%sOKJiOvS
zWn{oF3)<V-Mu?;Gye#F$gxi*y;;wnLp`q{feS?bIb@;x355Mv(X&YkSN4N~4Z$ct_
z+pR~{R4I{r?#}!Y+KSvNDrwB~e)uqwp+p>>*<V+k7Cg)seFmu%??Y=^y2$4KraF8q
zDqTa=Yq0(*H8j{AH;%{SWb}HvRk=QSw(MG+KmaRh=q62j`uDGwjWujvDM&=au`(+`
zXk#2K&~_C&gl9v{sjxzThm+XruvmQ%F*jV#%N4=%5iUqQp$kkD{0RCCVYX$OBRzDR
z4#G+^kwpzOx5;Y(0bh^Vrm8EH=z=uC$i@e4Mra;VU^G!6y?I%#kQ$koM-tMrNaT2~
zM8q^+NJ;Tsrl_<;tWfM%V4oPItXjy7jZa;NRzf-2r|p37Sjw%{!M(7Lo-Td@W;u(D
zV$noRXLh_pZ=-UEmGb=E4nkgW>iPs61){Cxe{6t5ON-a@%=QvBLbo1(9^#G3E|7$Y
zM>|bTOA;pG(1Qv!-c|=1)Kn;-bwCB4_X?H<vAHkVk|5_(`R_c?DLlv-A9^Jdesojr
zDrX_o-Y<8C@iM<*(U@2Ow^5tnxdPCdVI`ft;+I>6UZA79NUkXY4;aQz4y$t(U>p;&
z7Agrns?8fHEx(INFh6duI-mY@<od?x#anR;mRgO)!C`nuvU;S<2hgqK3kDhZx&=a2
zrAorxk<;ewa?+zl#8~KSjxm$w$Xi~elgq3B4mo>4Bq3!B`^<;N=JNC<eqnKjkDX}4
zN>;eB$lPd5M|yk5j2*3uIF|=r(ploPSR@xsPxKQFLFYl<B1YAm#Mp;;-%wyP;McRL
zmYhl?{m)oK1hQ)Q>d`2?3h=_Qc_Sbw$X87zdVKf1R&G2tjUtDO>znIxp=tbRo^u$X
zhaDTC%<1!U;QO0~`3wHeUvrO}2_*V9pLZDV#}i-Ums3fP+kr-9n&^HDgMCNP)%Pu3
zk~f^!z)Yx5vKP_uik9pU_v1Qrs37A*H-d7xjNt>@m6xSLk8FPmx&{q`rbr}x$Z#aR
zE&I!Al?8taKH>CBfiEVx2<;y`OQGtf+(FY?7Fwq-0iEPA2xLa<6-c`)vH5o|i_K)^
z<@HuRObJ3Av0e=lIdy54nXnp2uQsyj1eqerW+<#=-!)@l-9P6VyVgu;Oxlyw!&ems
z1(K5njjY`JsH%NHdnZ=2800j~52YuoHpHwAMc0T;E#hOv1%qODmmU<%476B}{V=(e
zRA>Fye>|}@ccV24`JZ(&Z0fWnYrHoH$*;vLshNDrD<}^#V0`~sI70ul+u-4fUk#<t
zygZcf8uwipJJn%pnsGOxuBY->Y^!Hu22=Ns&tWAKq(F`ctmb<U7!prHI~TQ6m-6W9
z9hjh%arm`2<jp`!+mE0Q=|*&52er$;eIYNP2bCuXujvMI)f&8B*L5X%Ip1oBKg#b_
z$#<lEv!+=sd0X_u_}H`JJY+d@3vBREaxKrudi#<3Zi2<(CV%9rP4W(KO~NYV<+JPX
zF3pC3%3sivjil!H0QI=nTgma8_eSYDpY_BFVGRxUi`-Bm|0h2?=%9$-`K`7z`nWkW
z6hvLa0DjYahOcyDXk^f`@J`}&)L{7WC@xEa`c{x;*;p(vB=8G)Y555hJof|QB<OuN
zcImWHd-i28X^}cL(>%U4&xIM}y+JRo`~<vGrb3e*+PPLTw)?^X<j2KS!(LAWS;d|u
z0PVjor0@O6Ll^k@R!$Mx3c103&2P0))@>q=kHBX<tETNUo!KqljF?7`o}PWqDvMD*
ztxa6goP0Vmg@PE@!8jAPe{ox7BQ&mBX*ri{D`r7NQXpk$E3lDbGwgX@h?j_vh<M<T
zIw2`1OSrGP$LR7k(qQ`8`dz`F*N_1!1x3A)AS^O3u;!A4=xoUaA}+rFp@Ya{kOS|;
zBV-BSZ)+>!;9O3RM{H&0;m07T61z2}ac+6wslsSd;QjGx3fHIA4k-0Evr-coRz!}f
zCtDUC@J*^0Q$*Jb`;+8)T-slaCQ<@y;+TyK)1p(qZfk{y(_{UAcKhQn^tNN$KU)C+
zC21ulPj>dzhsB`-<=DpbAUt;-+>$!FSOcs=+S_pz@-z86tjOB+Y7*(Al$Yn!1#AzM
zSy~k=FZPa(iv458Xq?F`^s+aQ`!RvUW9$%J<c|M8QmEoEYz}gj*W>a4`E<Pc<ER#S
zNeWwdxZ){IcX0yKe6Lf$>9#d5$6n7oH`dwdhyAP70T0K#&R=)S4V8WnUY3t>g`fkY
z_rDEoqnt!=<uMD&Vrr{=@F^e1TjWZtiN`f?2AMrbloL&wN>D)6?n{vszEYaZ96x<|
z{c;;&u6x51iY|~0!$2mM0AOZ|{t_!T1XBlIE{3b5Y+Lj6+zx#h8Sh>nw@a32uJ&8-
zgtjq&90Tvay$cNY9%%v_zn|GK71#H9OS^quBd~Pk!NbHs>IKx(eGUGIfQD>10Pr<0
zx_^{R4nr6C_1`jy7`PD|2j-IZ(!mT=1a^$LdQ0?@%{QaHHmjsPO;)%<X{+tTQyHD)
z6C_{$t=3Kj0Xe{A@Y5%im36VmJ~8W>BUC~mgGelSH||b**iea&N=vqdQ`Y2+f*IN!
zC~*bo=A5q$$0Cs=5+7303r3W%KZU4||4PF?3(ASfIeM45P$$7>uLE6o7&K0Geb98H
zh-mv5@l@O;5}70WZ-gX1HnC_WRV2RwiWlW)+_#sr7iacp5pBm)825<r$(%y!HghFJ
zD8dBd{ncNpJ<VG1fZKnVx}!OEy57^!D4er&^y%{K+`RR#Dlg{`ctV00j$+VqbT(X@
zmo02`fs&?<=nqRgiEIWknow@Of6AAHQh+l@^s|{<oNOO@0d-H~NvA<aId?>za#s{9
z9Q5}6^OLOsDp#y^7sV4`M|7P{ta%tiBrEejmSPg)NySYLyIq6IxcGP+b8c(TNN~sF
zFAsAX0p}y{ZY&A3qH{AgO;4&RAI*x96D}9@<Z(srzWjHL@me(_m4HH|xw?w0J+H0<
z#kRH9nk`LaZN?ezwyTgTgSzbu45%|Y!Lg%3ik>qE$nD=V#2Y2^&LU&2BdV@6v^J(I
zUW9Z4CbD1*sBg<DTqGzNDs3WN)A5WB>M}-P$A{L0h|grm{!Jb_@a;cFaUVNX-PYE7
z-$!UN+B}%%Hobw(9Dq^zOYYnc4<&l*es-t*1&sDwDU<RP5n&!WnGp2E{6}gs3E@b7
zv@_;Mk#v6cxMH2=!gA|Uvn_##&j_jLKZ40u6NnirzAoE-<t=ine+}>dP%WEM<rIp3
zsQ4ci5WeYHT3T&T9Rl*PqT=C!*V7tq@LD9f38jxUrGuNJ%yWG4`dw{K)Iu48)u8K)
zbs~E_mZJ`<P6#R>`3j*&i67!5D&rU1G{78(url$BH|zOvW#uwmb5n}V0i#!uFz+Tu
zs_domy390?w<6t>32;9N$4!PSRQ$IKTru@=ERj2@<2omzY6c76OTjzYNU~A8FS-^x
zLJ!sX5QX8uR&C;_X&bTh<SY1oxr_4lnC-HbQ1w?}BCehz9v%2W`XADy@awLLXqe3)
zGeDW5kcQ@K$@UD=unp`+v3$z9&PZ@4GVIU8HXaCGOYrlr{Mj>UaF^Yr1JQk>lp+vO
zXWu)Gy09~k!<(S?aY@6;U9@T~w`s03pEkP4xS13wl(Z>7CdOIp=1fHw$zuKwpR}Wv
zg9pw{LZ~eGQHZETW%VU<H`6uCqdgm*jO}y%^O8IfX+jiTYio3&M_&Koqmrc|owuV4
zbX~QCZ1Ma6viJpo1ZK9nsClkKbKmtJx`@Byqp`A23agMITK_YoIWBkYU%dHb%0ur?
zvK=!Z`A-9@EVy-cdVdq@ang=hy5M&U21Iq4*$|NpibMW(4?U`z-Q}Gc_<<b;Za3ki
z>dHyV@a`Vv`I|}TakGoRi-2&{iaapFvoewV4+yx@7hkbO?leV>fu3$l@u(w71^v>|
zysxQT5WI145=!SAZLIK<iJ?(JJjzIt@yaEW#nV5Q*6n#qReTxKvFs}ZlJHK~|82KX
zC&Ik;?WzySdy?8q()8bsDF53LfQstTY%S`mub%D0n_Zh)N@ylyXqw!{Ivbgo;(z+A
z&<Z<@HA?!7-woLLx2Mw&DIvC}#D@?<&Hqf@`RO>lGvKI~XPlUUnS9+iUqi~Wr9~PZ
z(D2{+dtUdEEpOPL=x9%AUnufH)MsndmU0C|E2l%mWKhj$b34CsV(jAPS%9+i=rg8_
zt<sFgG96@f%6~3{T3YIA0!rAYGCetW@a@z&Kev0o$NK;MnZ>dRIX-G<+e+uKamBqL
z@?BY33>L;0jS&J~vHuKLocQs8=cVDuWR9BJ{=&vuTfp7Z<sUVO3YBX9iy@-R@#E{)
zKepDux&?YGXCBC53oeWl?P2#%9JpwFfrz6tL>z(TH;0)AyLaC3?05hxQ*;A(fWSY#
zR@2$NVj=#EO$@d|(M90N-sB)pL%u_E$0++NLKUdN^93n)p8ygs!Q2}Q>!j_wUG&x(
z6&DC(kjEoqzW#;}Yn5qiY`hx8Qk-#)2R(^RQ~Q0-Qg{*lmvl6!CZeVm9Ua}iPA8!&
zP{bTLCmnD^@{g+jXDJAufpqyxr|Cigg5FxDx8?t5iVpa&|9Mp6|1;*_Hm@2gJoJ1a
z&Mc&Rrt$vYl)b&Zne}x!DJl5$^z?~Lu7uIi(U|hNW7m4?1v>Y$<?m{0pCt+t_x4Q9
zCo_g3G05NEP(yp38kk#knI6v9M&3cMJnm<BYHDf_r63|IiqB#QwPX+=@aNB;jXQ-<
zA=eR)ftIeTex$SYHmtz0Wa`@)QMBjc%^V4;HYBI8l@1SP=I*Dj_AP|s$}H(}=kzRa
zFfdn;CUi+jNzUKhIJvlP=T#Jyb#;*g$4vXr-FNT3q0_h=NMdjpZ!QTjeot)q?W9}e
zkWo{Yg6i~ZBntuCuDsAn*kR%^I8L{dT(6ID@I6QIm*Eb4j@wYv0*|_{CJ35($rub|
z)nA&LnmX@hWm`AwCE|(36#Z|oAQb#5D>EERqQu6=zKRff3;M0^jS$l3xOxBnJRMNd
z+M4$BCpwAG87nLrN$mLkKNd0=bVH)y_q6$WRme0eahD3ZkrziuBnc6%t=uJwxl^Nw
z<WVs(qH1a~GBTc!J&jFGnXlBFQBYCI7_?5fE_n<b>oVci^t|($H>6)(Im*b&g5H?C
zaneI52S1w*MSq6eAsHJRd!9kw_Ci7V^o5f%H30k=Fk)P%q@y$ba(_DAG1cEM@^G<%
z)JvYg-@n}#0?mSl%%E8th=4@}b@l#w`T95+DLYH-w-e8Iu|0%qU<zphI5;!}T~(+a
z6&1yQJ&1L8vVauGVYB!I0!7Ns5rgs@TvXN7olmP;FflQKrKyj)5E!<KJo$D%c%d!n
zd2HbKgoTHOI!<ydLDkx=HQ!cyygr;mL5NDq$?+e)<yv?A2t}=!W7`u-(`~S^fD4O^
z7br3JobV~6uNP9e3yOx0u072>#(q{0wBu@KW>%@)6g@a7R^9XdB5QM{CIXQwjmV@V
z%u027;nMF%ce^7Aqz<`0PE2+#_Ti|+tH-yrw6riVFs?N8|II%|Nkao~2?}CjBHa=X
z@C4m2IdyFOyDhbBT8(iyQxp5&6Xx9~$%}}Hl$x!^SCo6}-;%4U6<1aw=YejfTWF(2
ze0_Z*I3q7LJnq77o%TjC^4uC#bOqZxglsq3Q_jw8spQgT1jB^?^KYurQBY8XPd9}1
z&hc?@aNH%H8>}Fo9??p>DG7_!9KKv$@yFBnZbv3+g)GCziw!8bbhiDZQ>^#7Y*3$l
z%k9IOg9%%D>uGfdQ*pWmF~pqdk`bZ8^=e&0@q*f#Zw^%s+fFzL;-Jor<a~SD3z@Ux
z=8pGLH1zupZxbOG=S@rcKGOFH;FGEMtBa1y*_oN%x93{~G_;;43H`8t8Y}cDY5H&%
zG9tgV6|Z4sV%q=Vn=7x@&Y|_cLLQv9%fcce9~#UjU%E40{-ufye(pE@U#(qdR8!d&
zMikMBB8UZ*Dq=$ef&$W|DKijskY07bN)ds8C;<T#m5v$|Lmh+(ZKOqk2n<FBk&>Y)
z5rR<&AqIvJA|VO9eQ~|@)?4rWd27A=x%rcub9VW@Z=b!_y*ew(FH^(Dc+8=<xef#-
zkreoa7`W@F<pqTKv;HdjIzrw-_U@K<Fs6<vs?3O4DT|}Cf=Ev7;7O;4a4zj)F=w6T
zV3(+AMKj);-FchFnF_0*utGI4xuMj})gO|m7hbc%a>BiBXrWBU;tAX^b*mv_j9CFQ
zx3K?`0CKG>?^ryVs7xi-7n<Fefwn)qH$7ebc*c__QE&Vybw;*i?_gmle&d(xJD1Hi
zG{wE#fZBWXs31wFm~P*PWzs*?Jk;F3f08TH(mQ?l0rh@|B{(%$I2ymfwffw8Xhs4S
zwc{S(pHEF}=<n}0XY-9B=+P1QvAUq)w*%!KHwR4BU#TIGZ2{?Ve{|GWqN=*u=wL6l
zF_``;t8;voNaED7D<+L`A_Kkb^|5M}w>?j0TYsCVc+~@Vc?6(AF;+O$P#K;6W5~71
zsYO+E3Xouh?Dphm(HfjN_TXo1gOPD?tvf9yGk`WSej`c6OgWapU|^b_nn5#GA_{_L
z%-xOA(C-z!!uRu=<VG={Ch;-)+pt}(>F|bwTZVr#T4;@vLe0aj>P5ZSmyz5r?VL8N
z<4C&3eGKchS4g(muc>*BRfHd6Izdizh4dxm>`ogit5v$^-c9^nzrl1qRtmKxte!1q
zWgBR@Rs9-$$QIv0;f{6CnzFW{J>Mr!+j*7%rWs+s`hxq-*-hV|Rns7jUb8fj0-H*H
z*RqlE!$vu|79_m9Z_HR@r$;(-Os;EZcfRLf^TP96+EijhW$aI3<1NxEU*J{E1puYR
zxw!3_?Flr_8}^)}cJN3eUv@Wo1H{6}HKx*OCn;afP;Hr4LtRHzC7C}|L|*a9Wq58_
z6`h0FP+R?Yir)-_Qs(+R4!-vE^;!A(?fMssp(=E>wbPh6*HfHIouB{GCPO3=VL3cj
z?;W@5bM32`9S@p>79KAoF9ZbeB0{b8*(uYjLuNM3@s>^@OexFAXjeRd(DoX$Owe+0
z{dE4nQSmaZ>Ou@6Kf)mr3a)>2FDIX@#XO>V{{1FZTk~ZZRnAUMl-3PqH*CWXfW^rv
z#W_*;TH>XJg%|O)3ky-o(Y#Zetj_=wt&*1Zxk{LBoRwJ;G0h&ET-SpjC8@aYv+CAZ
zK3ZH!URo3aN1W?=%EDif(mvm%m}H~Q9w;v)65nct|3GzYUjve+YRl%$6k2f8Fe~)s
z%a;ed8x@eyOuZ|=2kYK-sTS)YL?5S6C;=ml+cMi<KRp^Mat^+7Mcd8I4T0uwBiB=p
zt3>w&hoh*y%f}Q0o2*;>bix;&w)kFHYVfX{u6o+;$B5rxI`N3_mEv6HdJ}->$>j>Q
zy?g(x4DWt=G_$|dr8<zNw*~Ea!p<(qhrP9+IPIqdI2?^Xtgl~vc@QnJ+y2RyZwu<`
z>WGej)4Pz*Hcf+CRt{>*ig%iKmrJm}8Z(i9r=+6d+@eT;a2$t5sy@@Y8k1vucaW{2
zrgjtD8v?Xc)AX#YED4;SP9WIB^i4}kOVaiu_aM?`6%--|_zxaFe2(R~Lq`8rUQS`o
z%E`$cv$0tn%Iwn6(cu=*+2ftrKp|Gv*3_n$C3J^dxwEO5=g6O?J6Kywq4D>do6Y0m
z<83jR-RkP`z_fY&m%1Z4ukXr3qt1VJyb~5DLBQZ1teFYqHbHb?s>4`6FV0oQgc~@!
zy8hXr)ns?=+ELO-l%}+d;^?id-p!w`)Zk$;{t)*d%>Je?iRpkc7`6{N>Il4e7wuh1
zYMtS7ufFZ*_)v3EKGlS;pl*}&qJ%$<sH>!;b(^eNHFmbPYrBnS*Ci(>E2Ze`>HYQo
z{fUr}LmqVjYP!1By=%FUBNB%XA5O#L+tSo5(Zq5Ko*xp}jLSYafd)vqci^jwz0VMX
zz)pk7b6W%g0U~oi?aeaoYh|RRHUDu7#iEh4FvXe4JM_6TZ7PnQp6~8$)_ei@)Ljw-
zI}nMdW2Aj~6I4Hc|MaY^M4Q6=l9I%+4t!>AZZ}G+v6(@+5B>A{Jbr^GIz`E7wK)v&
z;Kv@Jy?*@V7j^I!;#@#fSw+R9w$J%Q;=RU3<GMiFz!)0>WbOL(Mfv$RA@d;^3*>dA
zA?;ovImIE-;aLhFEvHAwYuByYb>zsyJvot*z&S)B#C+ELd}PkG@yC3*oRX5gTMoMS
z;ns$Lug>>*`S{S4E6#Q2bbd}X>*~q3gn!U5FvtR{=0r{ITP>rQNaKtTN6^WmFgLZS
zCN-((*I&cj-vp5|@p$QG@i%&R(l*`1)YLryJ3T!oL6^0Cd>JYjp2kHCj42ICdIkke
zNs$~AOK&2GFz*g%1+ixGInvixmBnI7M3TLOn#6pW2<^JZ+GiwtqF80mo;_;~-JuuI
z%)!b7xWY3~sVqUbp%Q8<dX?|eqWFD49qLkyt*xz)-caAr&77@WGBGw5#Z8)d1q2+B
z0F7TiVVE${j$qO2K~PQiK!FXO_3(v9ORw90c%sZd?}#4(ZDh0~FFN7vrz>F##V(cJ
z5+%g9GoRbEO2mQeXjWJ~8eg^sEV+OG53wNa3DELG8Md+J%-LS|i|^>ES!se$O_23L
zp-^n@%R0Hz(a}-NbeR!(T}{^=LoYYCZ4w@&Ab-FkW`7RKOSQKAhPipOTZed5+H4f~
zzWDdw)4)Y>;14kJpRp@eo^Wv3V`#YWlz9o|N+kaE@#9xgKjYTKzVF+p-%hUY(dpT4
zj5$xDX}vHBA_?PsLQQQ_l{+0BOeg?SRv3&7@cC&Mm)SAAk7RjaKm>Hr-S)gisdZtH
zdhLd^-EMik?BtiB%&Sa71h(VokWG5m`KbZW914do$YL7^adDDdF4rLPZ`HOGC3Ss$
zJbjT*G8TTV_PSjLvmbfkMdHwMp~ma}6XS?+Bl0*^9-v}Lgu;Wq*Nk&yE{744DQ6+$
zGNBTA9yxP12e)u>-RhN47C^D^qGPaDsw^)rZ&tZqo^fgCk|v~|QCfQXispRFJLvhT
z=GlI|W6F621&o48SkXzLQf5(6k=LWkrDlf?%@lO0TRH4OnC8_=z~_m%D0g@F$hm%(
znMmXF2kCnI7A<(}!OCb!+?g|Hiv2-C+uPfF4Sbpvln{xM25cK@AnJ*XqQT#Bw0*Dp
z&A;zJb?44F715})2oTDDu)<5UFxYgC|MdfJnx31NrwXzZpaIIF-+@b^Ug<Vl5=jwS
zeYMjvGAxcATXE~wEs!MQBpu)oB+*V4+8jFjdd&ilWeL?Kz-3jHj;Y{FCcn0PXkc!k
z?#YwwlWg{ide170#8Sd?N~FBYI<zv`rgcYfV++udYn7iZ-e1ULg`Q$6z<7X^l$4@z
zq^y&Z(Qs<d*wyDybyNr4(G6i(L95*`dJ5_uiG+j%ZQthD`<IGkO}^h$#y;1S00Sn~
zIB}GWk|Dsk6t+RBka`02PxJy0@enN4>$Es?j{{Pc^$iSUWM^N0v&In;OwbvOv&3Tc
z0RQ^>`g-2KPb3l(Zr{#$^ytlleU3x=VN>rO9rTdMG7R5uNDwK=73khu;85Iw?>(vB
zIDtPRBx^4Az5s$2yGH~D9t5qWDxpQ@{VaTR)FLs(FQWkt+_m+G!{qN3AY~NFd;OxP
zsqm}rX(xZt{LIFR1OpTzEvT)#G&Bx{Po4%hl)6;%J;=_b55w65`Ms<coI0Awxl-07
z9Wmm>%`FF9W2qPXhU>#|J1FkJ9DvbfWo5HNl`wtq7?j#~!Lse2U;YQ>@_&&(|8Wy>
Yj814}Q=0t8QVICjT4Ss#EPUhs0YF(!!vFvP

literal 158920
zcmce71ydbewCus%-QAtw9^47;?(Pl&g1ZGm2<{F6g1bv_cMtCFZ}{$g?<c%dHI)i=
zm_2(*ukM~r<QGLLBzSyy5D0`MBQ3510)cCNT(Ho<PdY5pR)K$b-6XW!R2?ncJdIt<
zK?=rhPIiuNcGf1O9_B8t){YLJn0c7l7)h<%+?-tbSXk`;-xru2T`XCqD=-9ro4`3q
zYrBF#D8?TbSc!14H3$p@k`e!`=9O`h>6w8k@f4nYHvH+=b*=Z0w%rUgOw4}5v%XJ*
z*}TWzK4G6SEQJJbZ~8*uBrqk=sAR_RuoumLjPWXE9X`FXozx%@7(2tgu38EdwU)KC
zw0J(9Hm*N)B%zAt<o)kw+ImQT4GimlJ}Ih5b6qOR|MNLCQ-hF`_@7T<vN96m|NWAp
zBxjA<|9<%J{{R2N9_4O+ypU*8frT(%W?V@LEwxhCUtP!c(B3Vcv)AE~k?oe_Dhgg+
zyx{K5^U+i$-MHu9>WWBJt!I3cGTSkq#t)9FN=n?|%Yq8?T%xuvy=WO2Oox-GR^1o$
z5s3xTUS3{yJlfjY1SDf{y9Y@E{suw7I5q1Ho@&txjq~gv0yhB`I6kV%xZ?QwQ(5^C
z_P;wNUC$^9D{E@*zhh!!Up=39x<2mxfJjJ8+<L#i+|2Y`&#kRRPaf{`-0+u@k%{bN
zfq+KjaTrtwqRpH55#E$!!sKCb5s|=m3<84Dhs&Lxg1%fo^jzRTw(}Lnw?}h>dk?ye
z4p2r%v!!}oTcP3-5|7X1qen_Hvd<3(`SGZtHExH~RcBFAvc)-XPo*UpJ*$4#V{ZY~
zhMjLsguNDZV5sQmE_%zFA4}r>x1?%XU!VAU=c$Kp^j-++-=CktqgguAnwoeJp&^Wo
zjbliJvl=(P5;U&(i)V&4eTR<k1p=~4x%gIEoW++nes{Xkd|32LT28Llj2)=WzMRj&
z4=WpQlHT6l(XadhARpkd^}P2|C@Cp(W)5*VtR~Uiv6*!GV(>mm%gXjxai9|t{=L}h
zecTs*kDRlyztpk^5~5XW26w;aNg@`8NXEm1o2e*eW=5Gzqx27mqBSRSW&5Qn($2$_
z6v<<w;O(rcbW&ff`Dh@;U|XScb$R(tD2{>A?oeV#SeOY1zKp#5ZdrMi$=*l`)1C3*
zbm5zatBXrXS=qK@z%#+?(=7!nYt2$9VrXcnz|%oKB0fh%LIP@xBt>ay>8jUG?8)+<
z@_y4l+(WNg)yHqI&&}^|&v-meq`A4dY4X(5)6+c9Cw1PZe-=tADj-Q|XkcWLn%<s{
zU)@nij(2x=x#Ejm@F{?9QREYPxex<`6=Bq_E$DYaz-GMo@r%<|qt2Y3fuVnQIQexi
z{TY#fOaA-!?;NEII^H4zkGshVBb_(Xa-ykw*rVZLVNvFzshlf=w$<$#Ad~IB$nDd{
z4Q%|_BAGRyM4v{NPd%LXQZyTu8)s+LetVv;d&J&uwE+)fpY<GpMgi1|MBOcoVg@b9
z8F=0XpNz1Ek7s&spvm^D?cM3HU*ST-!CA1$gdy?!LL22GPLj%~z0GpH;@BA(5)wjj
z<gnhhWcUVD2r6}QY5$HD2ma-{?>VP$M{KpTtJ{FPKTz?Z8s+wXViyd26=2E4Jv=;q
znPz_fKD+%J2mt^mdz1z3(DQpg44FZ>Gl${^2J2|gYYvULf<E;iaU-J~ue&A7{s#LM
zadY#+q49BS$M)M)SR^E@z%*9lZx=r8Z!PZb?s-*JiZKM-ilA*Eu~&}e<>eTP#WRL?
zbrV9@_l<^~UrpBAyz>eQ#0hzvL|%Z(x+I|>B^5C<Hz%5!2n%;~bE}`U`D1dj_<Q?@
z;n&MXwtzRkfTdC9R(X(U^+NQ=?(G(9J_Ao20ieL;<siv(Y=}X-Pvq0n6LS1(!27cy
zo9O`J<uFZl#2?#*sMS?HWgQ)QF2{AotglbjXxP})AZH*H+`8{th>XQEOGjxWLT7t>
zd*obP8lWCC_DCE9ug_){7E!ge?3W+W{cSq<6o0)P%|bjCJ^-zur<VbXfPmrH@mRFj
z8PG|~#Do=%&4k|H-!BSF_Vr;4hD;_2)K?&r+}GxPE&lm)P)SJ%>gW#^oS9-JoWKN1
z8AiRPiwM&{=0-%v?*2foU-qY4Jsm%G5`A)Fr>w3{b$7BvA@sP5;k@p>AIZJ$B?e0t
zl1KXy*|z7i);FK<_&-29-r|>Ktd~HiMvcfwn?f8HXMeT1$~RO~qtvL-B6|Zu`#k#5
zG-D0dBMjBBBDjdqzrVgdS&Z7PwWtIC0gI^ae0z#`wZ}t54j22tD-t_SPEM)sOZC>t
z@3=UIewS#^1jHSIxZDnU7!-MIuK)gC3iovaEoL#gySEoPG$aic@x#EUbcubi2LPK;
z$$YdV%E-Te|5DtML<h}Hah)~q6Tf>gYSnB;yaGkwSb>KaM$z^?7KyRlV53iW4!3pf
ztaAXkg>~IJD_KYyn`zj_kWj`vVufjY6$~;VDqp4|$mDMtTP6OyLu2dk{Xl?iF+bA6
z0RSRawf<+T%`|-vlvGrl$JTAHcPp>vSpjd}Y<7#RXsD>9<P;SB!1rj`+1cad0%mbP
zFg(L`Lhwgdm&iK}7gwtD&cG#5?9-hA0T$yK!w4*GlXh!B{cM0%eb3v0Zm(Ek2gZQW
zKnxzp4=8=2vkesC7ZGb~IuJ|81NrCApQXOz33#zKuKO^6uK$hYS5#E=-x+*;G{5oj
zuX|qi+Cc(UHEqK)H*J2i80{MzbluPN1efv@vY)Cp6b?hg`-b{$<Lh(f%!(t6LG=Pj
zr~8xyjx(?jiLzw%!t*&;@yu|AcAbvhc^H9%71un{CeYkD_4Sy+-CaN%Oy*gr_4+rN
z4kEuF&D=RvEZhPB+<odnG0L9pcLj$XUD$7G{b$+Z{@AV0isK5XUln!rxjB8_Z@0$_
zs%mPx?=Mfs)gT2k8(<0#5P7b4r*qmq+%6b8x30-&^4+Fwv+Ig}kO@U&pdNc)9<O<w
zHoMTCflTjj2sv+y9~~d-zTBK|kOU$TaJe<1FlbbOy6m`Ifvh)ZRc%R49^cm5%#~S;
zhJ=TIa@ifSxL>m4>cs2^T0=)L8z@Dv8vB)oe00gm>gs)9-TjKXadK+vqDY^1N|`sT
zU%vNer%o%G{lJ0%+=E%E!`NSJb{7;Dg4OsvUSW>{+x2ETvt^|WM<I!m%(r%4?d|D_
zh=>3!2e7ygxa-$jp@DV=Vz0ByN2aEnCK_+1=TpQbCDAc3cHUnecH)6Mu>so%_z8u8
z?X>2;keHP<-W3G#2u$mtu`zStS2Nd1=F~Kmd55)Y&18~OG^6sq7#NJ7cfODB#0!sS
z@VaXKHh}_~pIlII&Cp>YOYkkA(c*!lh;u?kjsw?O(D%-6j(@VraSSg61Z;t6eggoE
zfImC-jcWtIHE*$jDFG0Vq_ng&u2HTU-+PB~-hDzBSJxHB6{AfzsMx_8$BmB4R0Sm^
z8U}{)e&_J{!Hz8h9bna<prF$uL*Mhl@un(mZEX;f&!*aPyk!2?<9@a!P_e82_iI4O
zku;hLzQ0@x09R$|(jQyR<hg02COu}0vGo4e`;Cn<_<-IGD=n?X-|h`~|IGkQu~c(_
zem0%dj;8TAlehcc7ZntQ01R&KT;W^3?*o74IPyYic{v0rDQV7}ODxG>BzNRNJFZ5p
zcdOW+al1A*UIKbPhlRWU{-L9yb^(tuI9sYJqo_#D%8D8*3DL#7pV2##!f@#&AT?J!
zo^y%Y;CZ5p?|Ja@+wr`~bHKf_vJ%Rw@v?ZD4}c)HU}&Um0LpiRQG@_K)_mHq(zG4L
zpu;p%soQAL7yu9vHBHS%`tUqj`1^HV7SqAFTVG**j1S_=8yXoCvzr&qZ1V5#&kDWf
zq@EtpcNCSK@UtrY)`OYi3FkwxUa`uKjt*cO_atM%HJ6VsH#17|zql%U?d$si+OpX0
z%MIG_yH==kR+xNhZlEdFx5Tvo($a1kP!BELyJ+a#kL7nerztfjscYXmWw-!<OIcZ&
z4kxKP-vH3ALjZU1zUYRDUt#O%>4{seyXl4@VYOeb$3|ie<UeZ)CgS(t@V-2e{|}#3
zGX`c1V~Ydvl^!|da|u!K`*82i)>g{4YFzinDURH3c#ulH;}#w{AT0pG(O{+5tXD-n
zQyp%~fgdy<YKVY<5TE-)2tVG~7ChU@>Lgx+r*6xDk9cPtZ{ZKnO(3a=yfQ*T3~Kq!
zle&q2)d8=^XwOAT+2fPBVuuUW*#X_%6!8K*0MUFkcWByz{x_b9&;^W@5r6}Ju&Vow
zfX>dp*Av1Ult@~x+5d`;PzZUt96MhJ6u8%BP2SJjt`)z&TuK4N#AUUJSN(%hU>4`(
zbiJPstOo)Ok48X%FnMSYJ^&B|<O?VU7Ok3`eitCV0JL2KG{Y@C9s{79038b4@f1Q*
zEikBV>}Lls(!PAg5Xp2s9c_M@2kgMDh3okPLcawEgQb14RE*wha9ESIu%LE2&~g7>
zs#*+Q<9%%bz=o%qeZ9D)-U6L!5vT+A_v`b$XNg0vme}!*Ki}0vz*{m2Fs~y7ia+p@
zfZM_Bbor0K{i-WZrXq9ai%ZAblWo_2?gx&{6e*Yjnecmmy{|B6PX}sG1pop762Uew
zw*dImdF9y8eY)sHiHwS}@h}cU{l<UZmfY;RU+Z;gqN1V_*E{s^<wHfNrU6CR@qEVL
zb)R#z*4h}54M1IE|Ag@Ss^eyTNbi;vCu|E9kP}5UHOx)lXnTiri{tsqw(D_z(0{T*
zQqtpr2ZSPU0owFU=y*CRuS~u5Y5&@r*Us^RyD&fhG&9Fh)YOy~PV%*BjtgJov%^};
zAMMg_NlEBg-v54TtiYn6!06n&S##hAybJ^KVWq+>WaaeVS?f8pU)G=U>W-GVorb<S
zO+y9X38L~ofbkD6)z8GlsocBx+m>~Y75jr*A54j@W!vi8{Rz9c-u4P4Q>4rtZGn`7
zjZR@refJc@qx>L%WX1x-m)+toE&yo50H7|`7@ur(W|x)Ge~665-==K%v5Y$P5uCR3
ztia5MM#Ap{CeX_Q3nOF984#N%UcarFJX*hpt#Ccx(?4U(Wz9Qr{ArxF*x3PZyZ``V
z;^3(2>8+MYJ(ln?AL-E3(+{T1he+Dm*z^HfpdSbUZBjBo-2vWrNU`kPtY`A_aQPK&
z@VL6ufYG2$3lj?~a%4m{@#jyvj`ufTXJ9->4Gj%hgz~OX_$+A+`*#I`Z3A~fEi5b~
z=jPV@$O5^5z-smGdIpcBF8xNVHDiqrFtj5dulJ+BeFOjCZZ0k^eLy-HiN8J=C#I#*
zo;B^najn?OtE;ELA|hf2M#RQq)me<810pOhCr9LOI;R}KVBqSOPH+V59OQvbyx0Rj
zhy<pL!S^3OqF-M8E)R>dqjq=A5>r#>%O(#x-)>ntANEg{>Hy6U>eRZ{bLzpZyy94~
z>+oBv4*(t7+S*!iZ|`QUdaK0u<r!qE`;(IsjX{gIm&Z3XX=`iiZD4ew;o;%sm6geU
z1mS}xb8q;mW;hSvk&}{cMm*W;?*J4mR+aGfbVbweYM6$chDJ(FT|LtO`7RRJo}Qjl
zH`G_Ed+4a>=+}Ms*V~2Yj10mpH@?u7Q*7e+;yE_nxu&~i+Ybh|Xr}Ao(EzZ4uenqG
z(KyjE$<%PIYs?|2CI^$bCIFuRc=JcJ0D>v+JfpxJ2_T9FELk6cV;fnP&rzx3@eWJp
z3pwbw<wTanJ@+a^ctH9yKflKRN|xV2b6FFWjqA(1-79J7>G;lDp*RiYnY|=JqV<OA
zZFMea4WToKm;g(&Z5`hSde645z4s>|?xOdNS#kR`4gKf-rPa?%0=#~)+10XK_yq{-
z+l^>=KpZvB76gjGqy=+N10o|?$iv(7xrDT|^sgOae0(4AwT3EZ09-zZa)dx?cmTc&
z8dp&vVT28H55*(UPkrV;^r?Ye0@P5neC`RU0^nWI02D<4sq6%60EpXEu@Z^0fdLST
z4?zSt6CMit{QsFYyl~cIT}hNOkdTlOH#ct1*JIq#>g5`L%Eu(4u_He;Ccs|cqWj6+
z_%b76VlYhyV$e_oZxR4P0?5c^TO+tFxmMR+B<_gs-!Y9j@Ff7}0+-b&(Cg&)pg6!6
zqHp<3j5uqYcO;#UD;uMP{GTF#$(1{2BcY|0hAZUP)O1|c+6RPvI&W$T8}Ml`00_h&
zBP09JV1O&(JjS^Y!KB*&OSa5SjbtAZ8VVQOO$rF^J|JM5B;gI~6`$DIKVXCj;9IZ6
zA^$!CSW;PuH6eJP@v#6bGBUPLy8+-mL@-ph)%G9Liw`0(lKBny8hUL(u^IP3qM@OY
z)$3H&XfftV#S?E|jk4gJx8EDoMb@nN#sW}eVP+Nqj8L(gvo&2UMr>oQUlIUD_c!ln
zF$g_uLMZF&`->BW_mXA#-)Xa1O_BnlU~{6m1Yb*P+li-d$ugVi>E@7vx%Gsd&1F}*
zGl(h#m5z>X8xTu&DwgvV+9sP_L3si1Zzce6nGD7e1-LcFBYfC%(;<K~oUhU!jU(dc
zaoPmU&CLOjXkuc5%jZVBpXKXN-ooD8-0TOClatlv<fkVeU{c|6SfK)bQKVu2gV*eT
zzLIwHS<CSQKtz9XSffYdu$&#8m6Q;EDhqPQ1pw#6@ZuoGu3L&(bGUazKtkFB=Cy5|
zTspViVi!;VVJoMSNt7{?`NCe~CciI$+cc(?ZD}2q0dh0ruighQ0lG3H;O+76FYfB{
z*8Dt|za^si;kmT%px!W~9l&bK0n~Wfn1voQ4gr_lW-p3xL0MT8P|k@9h5<x?KUb}*
ztlSNBVbIE{1rUQ(mr*9bY51b2_hIPuuebYp13KD!Czd--TEmyoUH!vI@xb3DiqnV&
zCcn5?iZxFRP*ny#hg2W^4LEjNN+`Jt$9SJC5I-EG%})`?3vX%sp3I8H$p;5kXFzsE
zMMXi`lRIK4f+0(GMR|GOLJ@F?omWju%k!p*R~@+PEGO>v-Bo%0d6mzgevC?d{tQ;#
z@l<9A>2|d{tiN15lZdhRm1ph?QbjLNIAhdtb~ylr{u-M#@Xb9cuf}2wzl+Akv*`yN
z56>dYcB9MQ2=#MZVO5l@FCcpWLyr3>zGMW>l||s?q8H%L&+b)WC?w+msop5`=OY3Z
z4gauV`QY)d+&SfGz<2lepE074aanVge2`Y|&o?&2XHWib5&#PZ9UZ+1m>NKw3}4{t
z)PeY@L6is2E-WPf_yIH7H<OZ`jq))2duMw)y>g{SA9jk;fB5(RmWMZxKY%3zMEdIA
zFGqBI{N*`)73D*YS<-vtE5KaZ_GkqrXbe8*NN0OX3;u-y8`rr0T-tyzG16ZApR=u|
zwKIy<HonZNeh+m;5=t3zDk><Mq?Q&2di@w5mJ$xhb`n3gyK7a>8on-|k{^I61Nxx-
zu<-C#=eE*k%ggYc1JC$0!GftR;h#LuR;hXS2I7cD1@Bj9OuSQOU;w`qm^O=ZYdlr7
z*#YoTIFBp~?(Uk3R*K=ip9^10?t@V>6$b$eWsP$Fv38VsCyJqpr|b@hKqfGCE&=tK
zPYVwad_H3cHb7CE0JP`qef>fb(5dd?=&C9I(E2q5j%6qH6W{}nch(NxXCY!}?z5vQ
zWyHnBKa^N0Z2--}tWj0vXE?;3KMqJ)nChRZs1$F3)lEz8A*}xBh>D3d@1^QCJ^uUk
zx)N`Gx4-+<<mJOWx&RokimtAljt)LRYv0kT)bgibA5w`L#drMwCw%q0<A9Vof=~3=
zW-1f=&AYYf)qJWb{+Y?e#0cm9WYMb066j32M+*EV8{XSq$!)lJQnPVQwSG5<$|sBk
z!s4g)oN2b%=dBMvZf02}cy%SGs3^=b+dmb651=qUusEI53E!=}Lc=yXOnzsvbbw8L
zP(`!w8jVvCmXCvqK_VR$>u6*Q18>+uOjSR$RhO{GsEf;tCzZ3T0HB((3%U4Ol}3Mb
zyaCNkOG``2$Cv(L0kcdw@myYBiX4}};8$ax%vb6b&#E8#iB}@fH6;dNIf&EQ@}4Oa
z9{;w}3%5UTdiS)fUO$kPn^aTxFs}aSVoM-LP=v@ZENvIyyu7>sykGWVDAgbFM#ab9
z!?Xh()xN}zw4$o2`m2d7zOYJmpTb68I^4HrL>*;5GHTZ)m*MYVO2)EPzWCZM9VGJ`
zmf|%X3KmvM)o0F{bikyzo|a<)Oi%*=7$2WE-T}6&R_<=5ZE<rj1^Uk)EA3cb)&Yzx
zum_DhcMbiN@qJhb2EdL`G?UlmGA7`GM2?QW2@BbdI}LNbA7?)L85K2h7-M5Z6qZNZ
zb~!*`x6wfq-QNS~^z}2k=4j>?*x+sv85uaow#zVKhcZCY0=5%e`JAkm7msSO;^}M)
zeWpARpBf-OCL(IQtu<owOxu@6L(9>1mgg3px>9l7^`^%pt8^c4THLX=(9F!tY8=-1
zy7q^C0MAC3ksn~XRh@4>@AnrMP9M&ff$u3N5c<KV+hew$@{4v{T{M(Wo53ht<(}>U
zTJqr--v;hY%F4?KwfElx`{HlhIandt#a_qa#K+8s8+MQ?Q9TCuU;ydINQnJW(xO+T
zQHX&blRW^KQ!#)|8T6qrY!{f1j*bA|!)P++v!2T^70?{@i|YW29Eyj0i7iWp>|I||
zGhA(f&0(O!dkwP7Xn%hD-2UI2B%}%oX(c5~z~331l{7KgRxU3lk<(AviBOKN@lN=A
zl>HYjcmbidNTHHJQ-wa2li@?tN$jCW#CEGFTf?}7C?mNEcTc9KY)8h})n#x~LMkZS
zUY;jJ0kug1@Uy*;F6tF6;`%fsFxxL*S}I6-Dg*C^gb~#3Zu-PD^+NcI{1Lvik&#)I
zmB+cp14W>QoICDW^0MV;{g}cu(4H2W=v($4BEfcLJ}c!##RAeU@_#8kv5~!fUc`7{
z0QuV#qirejp7~?AD^TI%TcHxn5#AG*)Z^$oliiw9*Oym(qQml6<huK8gAECkpD^@X
zaN$*WtwQ!N^o)Z*?GK%$kxsFWJT1e6PgRs6-}vm2;Ne??ze*;q(boRb?-qVxBdW0P
z?o#QORN~of(fN+e&OjK)u!M6^1$ZP^Qn@}gYH<wbHebyXE%^EB1@>Ap!0iunGtsrE
zV2rbz3WDcT7|kfjayOxoD-SSXF$HEvf0fKsL7MgG;}}zxsy_QR4V843qfv`Dr!((|
zbnk%0LXXB3F8ahv9O(RDL6gL&ojFu>|1pb|_n~e`fTwp^U6eyZ;MBd8hW8lmPkvg8
zak&wbyjxNP599MO)nLp}cV%v*y?5e9`ILX9Q;$1IXA!{Ljvn|eneWskp^db;bTVM&
z&>#Cx6?J45L4qh^gbk1l@z1&%-&ltZY-E3*ytM1PuTHU9$wkGvPJHCV4=|ZWob#ot
z@|>}GxD7;8NY6^z&@<gZDzBiED%^S>CWzoL<1YEkZE`XJyx^(8+^?uf?xd2(Mq!!;
z(V|2g*1xZVw{&lehLh4~&LBmzv%?3}Wo{4T5;HaG)%!t1f6Rw&$7sAfsEUn-l#Ag2
zBJqa%Q9Vs;I){;HM6d~vF&7>%n-purdf+A;pJNb?KAU+_va>U9eGZOMZGuBVu=Ki+
z7UeYN2^CFsAkoQ72$?#co2IMW4;R4KVXskBWR%C#twF{|z-PLJn4mOTF}d)8d)w=T
ze80htpon$U)B|sMX=6U9{6LWi{NTdrQa^j$34#U*Sjfh7>MOGMK}PdWzH7wLBau15
z$^(?+9Bwqq1W~Bq;oH=5bUoC5s!r551vcc7^OCL}le}8(x4XPo31w8^cKe&?p}03&
zkV$bRkBF<yq=#e=(3GdYE75HM8iCX&nUbMXK#P&2z2LFMEUKy+W!JbPe+Uz3g4l((
z@hfL9dnfKRZUOz9`I<ll1&fW2a`|n)Ve?uJzw?9=(227mw??II_)&QmWv7~}UY9u+
zasG6ztDJvb)#_GsCz#u@<kWB%(!-StW-ndV*d5BBQZthLYReHGmKuH<+UeG)&(}5D
zp}3ZHSU8_Le)p0+us)M;lc&V4BaR=8oYM#~S%Eww6am``Ojn9~BovRuplkAmICeuN
zaDV?ETwC2z-a5rDirVzZy_!3vz_o($Y`pr&-vDN5Oyb7%)TVDW>Jnda7NsPT9kA;G
z0B6eh$NOnMq|hQX74V1d<lxWK7xJ@S22q)RJ*4o=3kw-Xs*R*_e|D(1!wyJW>$9pz
zu!u`2MV<PP3o1jZ-Q|?grfv85$jZr<mQ7F#nNSM0C`gn~?c8E=p9UU;kh=YXkstFd
zQH1%etZXJRTb~h7SI$Pf7^g`R)~f55e42_R{6+Z61l;otIZ1qsw-N1T<-P0JL1jGU
zWTy865_vz~sK^%QrkML!<>BvENPq9eEj}Fx*ePP8BaIx4{&D$rShAzK+N4~ro7qgG
zIn&Rvn%c05K(u_ZY;n<|JZC<C6N~*(5k;Mu-`m`FN%H|g(x0_`dqRwagBV{f0AI>|
z#9Nw)ap#9960Lgiovdi#(2=f;H#m8-KCWxS)?DajoM6Ew^MYpX#9E~N0Y_UZ>J8Nr
zEtv5lv;vip#7tXWR*99HIaPq$0?;RlVv1`<=qWoRg3ktf3uS*Gtr`EG-m{n>p@IDH
zeK3yomS|~XxZG$21PB|U&zQ9$M)$V0d!63QnH;C*iQ}Uud(Xtnx2><*r*}x#d6HzG
zCGU3M<tLh4Bcsj~OWjDK>}jk_6WqdyTUu((wQ4t@AsY&goh6j`?~=K!a|b+5PBU^~
z<G~%ElwD2m6Q8yjGvNHE&d2++);Br@ot7Ans12Z!LIllG|M?#~Nfd7$e2UxrdwT$X
zw;6Z5$G|8<D~XXb7RLIk^*|l~8bug2lvLUBMFB27S=IOfl)cf%QWq%Zt)f-cu|0m0
zz3U{Tn2jsw1&hBXfrNv<nxX6xPMXXkza^<;B|%@s81v|8TQtot7PNQkP)tpeA(S`T
zQHnU&IEPv*9PEma$6~<F#22yCU~JW5IKYXNp@{D!!7bilgRN|Q_E0lgdUvGU5=D3T
z%X==i<9ab`O8Wq9KNg1^8)`OBev;LIkW~=D&hHYRfH5CzPCL?vw?Z`RAeP1ivWjN^
zoOIDw0Jez)E1~KsU6gxQ@e5At);-xnPiFYQ)%C6BYdN6GvPy^<Q?Q%e#;EKn)+0jt
zn1&lK7S`jzY6d-WWGd7PrM7;qLeYvuw#E&wypP`Wm1dA6k1**5n2Ko&ii(p3YGtP0
zw|eIHFxQo;Nae|}QjJTO5@BOmP0F&;c1KT@)D%uejzY*x!3T*J`Ds=eM)J#>ebN6N
ze}RUBj)@ymdriRsQ;Y}E@cyG{$|!IfQX8ephCDS+L?t6IgmX{PuALZCq^T{(_Ayh8
z-Fgd?tLD2XgG=?7?-l7)XCsNQK_?|*R<R0dD-as~Vy8=u#Pl>WUnxcjaKl)k0x2n)
z31QnOYCNe5jSL#`EzdgwZnQt7sN~0{Eru&L1_zE}VN_>n+X6QI-#g0lCO#KGI1s@_
z8Wg=LPzviedDZSqcQB0a4o=$%koS;)3=i&Dt5>_1^FVrv5I^T6*T;gqd3}!7bjtMc
zJJzc$N5A4(X2KbBJ8uStrnl9KiDrv_krT*jfj_EiG?F0>G>a2jBoRUPLRx!a(~lAY
zukXlk|F;^Sh`Ha*!xq#$<sGS`8O;C-#`<W6uc$7bh{a0<o3Re;6wRtU$|-yxkBP1a
zgJ@^vz?lq=MOH-B8rjkgAE@wmPfZiPmKXiE^Yu;C`Z@Ig>CTTvGz11#p>~0WL#&n<
zWGC~h@R_TUrA76iH`ndN5FtEbK;FJL<RPL!qazV}j$lQlKx<KC0Nu>;;s)gw)}~$k
zgB<JyvBd(cOf=}owIQ!56W2%njzCRxUX}ZRslpn?NTKz|a?ttHvA06xWJ$HCDc{Yx
z4vtDf?j9R2k$~3k)T%SdI@~(Xys=VJqeGK`z}5~YmMRCqc-rGQc}YW`uJ^T{0wA%w
zc`+zTxN0iY=Bl%%dtG3J+(-b3oKD3=8mnxapMdgq{+{IMSS#EnKQYE@ic7+t<|fBT
za+}dT83^eRLEJq?hf%X)w~D_WTs=eWB4vlmE>uS?S-kf*p@=+Q89IT=D#2=D6nxCs
z(?UeAkE~VtTUWiA_%^G!9iK)xfqoCHz}8`tsE;!DCNpRiZO2JU9`f;v>3CDLb7;Jn
zG#{otsX9d`uUkTc+N#nmZiNbg%4{Uo0~2qimIh;Q{a1#Dpx#NXW3;4mpCeb#P1zGq
zaiZLr=kKd1I(u0|l=bE?>ED%iK8`@eaoZrK%0~O~ZZqgbAu#FeN=lBbW|*JI>5Xzi
z<wxXl!yM5s>8bS@<`<#b!HJd6xy<Di?#|6$_5`A}HUEaM&f9u>Ba4Yg-mN2IpQ`;f
z2O9)>7AsAp+}=56<L8V(|Ad7eBDs*0C?Kw7ZsUp+ax33eR}4=z7*$+CIA(+pRL)It
zc;C&bN%o`{x!8)PdgpOc8vHq5LbC<I|Ip(ka!2`_UsinjR$aQFq4K^cyq)%z?zDB+
z+T$aN60QLFp%G#_YMw-Mlra43n>?efrYQ+4>VD2y6GrkSbhwdrXV_66rJKah+4zq7
zrIxb@$eX?9raaZpNoYkPl)6kkgpd!26@hzl&Kx?iB>-EU{`oQ4$`AI6h%?K72=&%(
zD@0g%DOK$4B=NjmJ^%0u6_MN~*>TA6<c490mirR2xz1@$3!|?z;aHmYgD|QWfz)*V
z+fP(TbO%xz{saSQSjsjL^UtK#>wJ3P^dnvBo76oH*9ub0ZE2bn5N$?{`QKB~)O16%
zKH-2y$IZ2TZz-*gr2<Kf_U-74UJ#VDbfWj^ZS<tsX#Qa?T}pcOlcD5lA7kkKakJ;c
z8x3<;)Bj2}&_>h*-b%qsNNe$FeUkO&r>|cq$JqT8-mfq^-|~qr@C=z(Hp0cQ{0Sb=
z_byV7Bg|ZY!8wa(lB*q}GRQSNZWmHI$r=!ETu`hBckjRRUduX=OlD_drO?7Oa^Brb
ziwfZipCYi``|MKx)?!ylKBw*vem9b~I#JkzpzJ(^&Z=eK{Vrt1+yWt!FX6!pyUO{T
z(+r*TrRL<JcFxuI)6grXq}pO4x!<LgN=@$QpBj!ibuS2Tk@Eg8Z6ua%_$^5$0#j^S
zQgLKP{S!^5zV%ug1elQxMStJdQrKbrcX$}P2++StB6$GEzIYWs5){sAje<vtj_!Z6
z1u6(1ba8!mhCI3r!Hbm+)XpcH_L8<<D?o!Wt@QJvf@+rxlnNwg#c#9Xc>Cf`X}Ytb
zYLo(j{5E45HWyk*MwzWl{Zn3AM^MFuuiyrTQsAF-XE!xS$;zgDf8Hj~@?FOBw0`MQ
z6muz|^|8%UC7}b@KuoL0=D`X|n*n7!f-!3@6Wst2Q7|hmDmIkBKq^53C8jHC?Hmp7
z7E+w3s_t?@#3wqa*Px6YFKj@d6a(gE;WQ%(lYhj`&%?hD&d^aVLnxe%BXS|u;A}a2
z?=hB_EpLd>VFM;Sw1`LQm_1YvCMUG>3cp4e#K<G7=cZ;V_gCnCuYN!KOb=?tB_=*3
zt5p=KLUwVZ+@h*65J^GYWABFTL2n=OMt4aRZ~X4lSA<?b$c^7fY^_FrYpK-D<%1a)
z;S@j;Dk-M_KCG5?D?lvA5mnKPHAiCm&hTo^p{^}HhOaO?C^m&vbvb7nA4Da7{H&z%
zot!}>hNVj%e%{kwNR(`HpSUX}Ev8BUM^hXe1Y~h_>NgC+(j=Bz(8`+0r|~on#MoW@
zw(cpbGL*e)H!AAVptBE!hQtXiw+H)HcPQ-F@$3pp-DBDbgW|rJY9;|oz{VUL==*`H
zuDCl(+D0JzXgm;W^`}F3c<b)sY+2sGpe<DHiTbyR6772M-O_FL57QEvzH;fn&9Q1E
zHw<X}Zvh_X4V$`d=g(P&rsN_#B8go{kHRp?=-9y*utV-U{+$U%-rTiwk#FdD1CS73
z_^-$T2M2_;Pm*M1CBM61N#RW-Ez;K}tm-ynkPRtD5w9zk0SmU78B1HAcepc?d}M=?
z+E9V1WJWo}9+oFhI1J(c>Ov^*xZ@s7X-vQeK04s8B^7(SFy}ZTiCf<^g8>ja)cQ-B
z6KgS$6BUYhb{*0)X?9#Ht8RilSEpCy$ZrZg1MyreUfz=ORsetYK9~T7R#IcZ@I6zZ
zZn_`NoMM5Ipo<@=M6)^K<2}QRdBX&0d3`f1>wz-lOH=uPqaGOMtQXHNVscHxi65vd
zq){35N64gAw=XST-LUdEyW7Yx`sR*9l3dyl#;4H92_c6+_A<^yD!u6N=`8{qcMZh#
ze2?GtWJ)k~U%}q=iGs~n{}A~aZX5~OE8t~qN@o|#?tI#I4}EqT^cY+!M|nDV-MsyV
zimPcx%CBb?T|VW=A2>;nD8T&1ucvgp;0@QMfs;3tMgUwvVrDgsUMk)t2YK-N*gu*Y
zU;wTkk`>kg&k14r^R<}h_C)*p$wuQ*mxrYNBLT*|kYZeWh%j9_ZJjn8ZyFDGV_DQL
zYqm`bjBavTxk&J;bds#mBtroeZ_WV3tw9)46%G9q*c@@m-K2fam}fY=p?s>HUH$af
z0<W-(7HZx&^t=zN?&LmESDO!1(d~7_)4hAh*Gta}!mAP5ut~9=0(`;s&F>zuv1URN
z{gV3dN!|PH$=_}!)rlF&Cb4j~A|oYK4I{ZpAt~YPz3H-sXuFC7_T*1cl0pERNdGHy
z5f#7kUmrqKALHy*6a{ahr?I7`-km9R%!hO?7&6`?e|&8iXDTYwFFQ4SNXo}oaLrY;
zC;uJZ<pof{1yWVD=xVq*o0Zd=o<+egQc6k?K5%T$XaFamxKCHEsxqdOWK}L@*HsLQ
zP%n0lpD)Api83$ISZ4w@ONjqFsvsrw$ln&~s9yuElmA*Laax++?YJMysY)(HOT$-@
z*wv3IOVn~y$O0l0jr7@Ms}PhAsNYPur$dctky)Z7yWQP|LuBGX9AdtKiouw;keqX%
zgE}tsmtz>KBL+4zN3xe>sh52%ms=gX_V*aUQ$N`%g9Y)JdUeHaH{R`<rrN5Q?&-b#
z?KnA*jHu!F(Cbav&uiTv&kMSyRuuXs{$y1)rr|CEq8QtuZVAMs5Puaumr9~S@*J6E
zLM1i!Wl8$;st`&yZv_cy^|&A%oEEv(owq%ZsB*g&eer+Pq)uKj{qJtUutLM02F{NC
z&E5G;OY_WZa3djJ#qhAj)>)?f;Tn!i(!*)`r${*Vi_S;&MfTOjK;NtANe!wT+8k1^
zOQuMUVVZ8xm$Y)K5U~xxIe2v}<G_#$_$$Lp)P3fl;JetOA+ggv)7<eOIt~zOM4o8h
zzgW^y+Ru{-AyVM=d*0!SlC}jF)1z<IJzHR6E0>x{hqJ1#IO>W8lah4bz;7a2xc)iD
zV-)H0*B}$X1$LZ({=n=2fY(18kAJLci346Q^vbYy$8KihT=)#W#mVV?P*&?SfZWZN
zi!!i>cfd}+nUhuW$(%GSqtYwSpIFYAgS=JGhERis>_|`g63i-Ga!X%7#KW$!>MSWr
z_6J~S)1MakiVHx;B8RU)p@;kgZ>~P49q?_b6YP=sE;*R>S1$>D=fT|;syd+cCu?(d
zz?S~!P|<IloN(3Pq8bU5*~S#Mfs)=~v9X<`Xm-_B(<E!p1gu`Rld<xjiC40xr&Wd~
zq=bD4<Ah!lj-%Pm^$<l#L7LND*b@q~t%=~vWEI}<ifB<L3@Z7AAxV-)>2pa2)k^R5
z0^pcX!^f9}?O?mh_}_Dk+@O2`)VRN`8;>i16>lP5(up^L>#9Ac5eWJXY5xRTQjce7
z!!h%n{QhG*Hlhb>17~y~`*&R1P=J=F8prZ<l9)_^dK|v;u_*F%J})=kpzHBeOr+o*
zc1Q_eV7f<rDO|HMXR>v8Cz<)a{$kywUD13EvD*g<o7cMd-s<%>3iWcE?C#e}o_suU
z7A={YE-gSy3$ydxe@e+B+34a6gNibiiZ`d`s#bqsbXjfzylmOQSLe)5Mp#zPJ61Tv
zEPP6^fy39!6FSK^3$!p^Ij5gJ%HM)7`)>2DCX{yM59D4CMoXS%FqpD4W)KD%Hn<ff
z0CPWScPSw=^izLveRU=C0Fle&rZT3;l>)&(hryHsSE)nKe_OIjT|bllA$Z_`EBLcD
z7~p*Q^dwX^ARNX(Poyv;DR1lfusn_D_xXHXjF?Z;1^y}HHDI?it2Tl!dp6Q+I`5Dq
z&Qo7T(^E#GaP*6y)`t!6rPbm|H@qd|7Jt{@BMupIQRG55aM)o@n20+xckVafQ#{dH
zkZem^adox-$;V}<{;S`sEnF=PJXwxmdeFW@NW5jRBEk=a(ED?jM-BLv&HV+k-;zPW
z2#XEvNXadZxed=o^~R_kinvvl_Fs0OBmx<8i7?}t+X)&1{Gz;HT_{BweT8ouU*RUY
z)|*tIm4C7yM7SoGM}LXIW_?OcMref@p6#IPQ5_FfHxnbqSn=rIiE+MHJR0Xg0Qp-Z
zSCvqLI8v~@dj0t<pL*K0r1W4#bH=Lscxz#z#-um5H!k{McHo3|DJ14M<75YkGDAEp
z(Y&xGhXBf$!!XiAv_WvuZ~Swix|_@8FNtqYF=^g>Eat&A-_f{I_hSz<2SuJbOX`Sq
zq>WK2M|AI=(ZQ$S8ouMt-&UyKNaC~Z8-sa|DeV+tTCZylv9kNHEekudbcZRbIiljR
z&$g>Ik#}Bln<*uqG;pi5R0h`;c0o=v`dgT1$aZZx(Ji&qpF(JfgIELSbrermeU2<;
z`d&Xlo0fqM&e&dN@CI&19yT>%k#bevwwh9ru`+5$(=Z|HDZ)luxi}cJWCk@bA|#ZM
z1bk|^&IX0!loAm$$}cl(@}AoP{z8kE>r5;@+?K}6aCSVuDCvqlZBPeRNz0X=-CFqb
z+ZrkB(d|Q<wvOO3gt-@bkAKu@D#+{?me>|_#_!%Zt7SZHLb+}i#Fbhn<g*}#T$ZP{
z%&!m#vCzgGkHvWEabSaFOuWMtVrLj(o~C%q#>)DuzcEORuLBJvr^_(pis6q^)T~pN
z2s#SZwZlb7LpFo=-mgzfJQHn8%op1~HC+`-;e9<<hm;LR#L!N9*jNkZwG^S%f$L$+
zU41@~9T~B2d$xgME}r=3eLn|}{zNYwdnO`hHM81Y3ys+xxtx964H2cD@Gi}kg+%4m
zm}0CLCl!U5!>$wE>gbYO&y&QIobX&ty*u>_*6*KCz^~<uTPwM`gb)#QcrXT`i#g|d
zB{MY}=@38qtqanhzXq~pK8Fd<CVaQGy@U>Z=%6(y7zjF{l4!~|olH3y^k?<1`)Vmv
z)p7aubar5c_^9h7amSlyulZL5wxYjAkRYTBYXL!jYn|GhP|(MCv2p()W7S&H)G_7k
z1yexS!qeDMk$6?ud`CN{%1ST=II)&u5s7s6Z=nZ#lBnKK{7*8CZ0F$VEon$sz8Bl*
z(oF;`&7$3I^$$h!FE#=Wjhkfz`)CVH5&Vus!(*Or>y!>Uu&hwMfoST|Sj~`Dqs_M)
ztcRRXmEEC?yocPsVI^z}oT06Tx4Itx>g2r(!Hr&cjl9<(14m3w8-#bxHXx|FVoax{
z>tQ?yIr1RWU+i|tv$4^ad#@Ha1rSdRSpUofyGJRYP0I_kVpfDN3oF{GY3juA(=Xqj
zkBF`shZiw&rlffF_Dt=c52Q@u44;9=<Dgkx{cxsn6LV=w*ExVe<NFlV9Z^s%`AZd=
z4<cz0Nwj-UebGQq!NH6$>{VN8R-KotK*V45lrIGvZH`%>JgTLIfIc&VPoiX+QFXeQ
zy=u@)!?IGeeCld=EE`M+f?>!is71_Nj8U>f=$ySi-&DJmF8UYoLttN%w8u%<d+WXB
z+w%a&`r|!tS)u`gmd>t+g3~VBa5UA?|4G}u`OnK;kx1uo(0(8b$a{qm_dNm4x{zS&
zCNd`M<__I;OdC>OK`e<<{!n>V=n75x%lk#4G>n8|Z1je$k0{?p<yqu;JcB*r(`)(X
zq!Rvf=M8UO0ikm>f(#ort-SG2Os@iEa;VqeI$F!q=z20jhmeLZ>Q~*!@Y$>-jQOJz
zU0hD^EtybF&wZSy)kTCSOvRSY68D3fJb}j7Up0<7aP2Jq`SWIjyCSxee_Pbj8rF=$
z89o%pMPzEocfqux4AJ~NU2=Y1sd5adEjr7S_-)SjLQMp)m~_nMnG6YkE2y=4dG{#D
zKkm^1f5MQ4B>CpsA55$5egb>zGJ#R|CB$guOn?LOw}qgd|0qh^^)hc8KSPwG@T!7y
zWUyRS^j5O&ua3%7T?eYdBIPfssA{QJ(f}R|6FkG6V2F<(^-j{Fo4@NsT5ECBuj|Ay
z^ABpi6$SJ*20(Ou?M9Tp7J>n*3hGrR&wCxy*tnZZq&dD2ZMqyf4L6<7R3T<8tSJ>2
zgHX93`4#^~S0m~)=PjkG7S*<z4R@bKtd#|(tekbFQ%qMsFvBp2xfSwQf+BsE8`E*1
zT+V7r#KnUkEY}JrYHnPq^ZZ{&H--1OYOsGA%XoRo_;`37LX+9PqP$ob;r+EB7Mepf
zOUkUVG&Yfz;G_om?F^yv`DafJ@GQ>$gK@<p;4F|E_=lP%6OT;}3?ZFw=R2Nk@Zlb(
zTG7(V44t+j{*qspxGsp9sX^u$0Ore3ujlM4?BU30eBa{olx>-7G?;5$LcGItz`a~L
zA!ybmo{c3w$L}lCMjAUrCo^luT)3_r`g(6?v#@70r0rhfs)*9FCpmrWl;z1ge$DLo
z4wTK%X=FEFe-W&NG6Fi%XK3-nTa@GQU5`gZifWjk5Hr^t-Y*f)tBGEfw@tlbla(9s
zkH12j!s7!6)=~STPb#_-1)yJp2r~qIiKaTZYY1TZp=6o4qs84yA=nt-K+iRYpg!pI
zG`BPH+Wo&&Wtx0w*mJ>?%J|i!cHbnzYg+v2($sV$VL2#FoH|-$fOr3BA0De%gbj_#
z`vvvNk<*pfKbs!vVp7iO5_yHFUE%5&n9XFI#yTqx<lw<U=UWJ|pDr?dQF#eTsT1qw
zP+GQv8LwK5RkAp`@4tTq;$p~Pv?Q`};f;lG9DSl+`ua>R+c80T8y$&DOcds+j^<K@
z=&-RYmYZmFt0S&O>+*gRmzkFD&!>gU+2K{G3RyT5WpR<n&<2Ruk*pC58#ke(QFq#$
zc5)I=FTya1a_1~gd{Y_ZxHG}Y6!Xm!K}36V&K~`Rf{rS73{Ndjy-RCImKS8xC9aI$
zf=&as;<(6Fao;KFW7yPqkpl(4TXtqo1hiu*V6L|IOC}LoY^P^)T}|H@hoq|o=ZMYn
z{o>3k01@SN*s?=p*hyPdI;Pi*&$az7b5Z$^MEC4mUcCGrq+4$KAtlu&g5C|9onLTW
zk2wbZTvD1urr`caNk)RUR7Sb&>Ym~8s8de+b;V&j2_0;)tu1hD6aklqD^=KV?pMts
zX_2rHqJJ-a18oFwuC;npuD?o_zOH=8+lq?QHVWlVJooID<PuZO<ZvBgZKbi-)sQR%
zys&)p5vil_nIfD*__e9?{i<Pa=oiioo-dl4u*#G^kAU>)rO~i{fy>tnR0)mUYn?Rm
zmtd2c`n|#?0(9OV|27e2`qDb_2SY9M)_x;T95`!nO%yuJ?pgKJPMwZ)dCyBvK2-h4
zb)pz=GClxK>DV5Z;0r;BDN}#`g-z<Mx0no5tCsd)AqAz>Zyk9=G#HQ}xY%Y2bNuz^
zD5om3ct8!4{XMZjG3VvvH>Q{So-HdgPSMu(2LY|IzH4naBXy*TyF5IsU`u_tmQNVV
z%oQ%8`S@DJaO-V+5!O;M$_VnEp5TvE&7cbJBf`{)RoOt^h(`pREtf~)K2g{^i&K++
zlnwBUsbhr4x1Bi<;SeJg+ix28{-8AQdcFHbHw(kMs4@sHN;vTRzkNu^6cv+k`8`2@
z7Q-&!p9Ckv7x83f9q1q=P_0(OT?;3Im4B%QUA~9q1U!56g(+M-R1==SR%{%cw_0>d
z9aso$VH9V)gH;U*i{Y_$9KtQH90Gld>h54gH}r}U)jge>x^1oXSxY^J8-_4h@<Bk(
z0LALh(4RdkddyX8Hq=6iP7i`AwqSpE`cKXSas3I6Se7Q9X5~myD#C;^uc*X0=E5C=
z@#OF(6O>ag3<gR<V4=z}xSqrVFN9UkPp(;+KFp=YTRgsZd4oqO^0KFc-25(&Ga&b}
zqV@<r&1+{3Y$o9Bj*dhVa(}h8RNv;yJvQ+68|ups_Y7*U02ZF2r~bXrw*cQZ;`!4X
zJVm-lI0ZLH`2jJ>)e%DvE^9H8FB5<N%y`?sX?xjoNv@_r!w`x7DdcL&#tNcV6Y~$k
z+QO1%?^BEv|5cK|aOHYX_asoWoL+yZ<?m$euVyxbJR0s`f4bV}mxL5ZiCJ&h>CyKH
zS6u8bnqN#hR%$0FS;^u*NfOvl-)Cv$tq03ub-%xL2)y325W^jlZqNy#L)F)SJFB<S
z%ZJG|Y{eQ@4rhC&2^okm-*>T*(hIDUVnOu%^kVNw$7I?;7blFs?-@@Lk;hHJUv}w+
zATia)zN+6}zOUbB+WD8JxD4G<nl^pe<}D+uOUXC7#5qGJuXZpwjDt6vLVK33rva6d
zIhzB%gH9bYsHW7^qxQeT>nY7q<BMzQSn`tI(n+FvDts(jl0+it;Z3H=o3VnM{pEF@
zg7dl;rgY$40tPoAuVA?`@+z?Y?)}EOC+v59v#)n?L<+5!)J6499JAjAmN&un>0tPc
zQX#^qtJ#Mu^A`G;x_$U)izUBFz^Wyb<M4-b42x%GMjB|QI7kBmT2SDYI{=TWN(uu_
zrEoBZLTPdfN^C_ngg!IAs0iQD3HIqq;5&GbYY%GzWoK7O2PuT69t&mpOtF9A)aEH(
z$lkv8!RUQ{Wm%!e!y{}an5GMTn4~w<{@JRcRuAYK$2Ya5AO;Im<lt}UXX3w1C90~)
zsaX>i##<w#zP=^qE$ghVZL?uxISrN&zxdv+Yxq=6<0`NCttMdRC;}(EOWetzh;+1a
z@zC=BISW7m=Rap4Pahn-{_PXGzj{|Q75R!Pk=K*8U2eWdz(-%6`yS;!Kfbmrr3G|j
z6i`y<(85owy)u?#f0dA}2IcLDJ<g0_G(9Y{`FWf-(i#MPfn;v|bt=c@e7EuZ8xURE
z?-Tuu&6dpk`;3L}ONp4{8=IrNC9neO9`Hg2Qa2|ntQk`XymYv{q}fp`?_s868lYW%
zN3kqn9Pf4Rp<ZOBKc4Tmrr&qnLdGLJyC4M?US5YV)F6}o-9$B_DY6{2E|y@zV0g=+
zKlQwRQH%Etbi~T3D!^58;{Xm-c->rjZTBRc7N*_%M|yr?H2XD)WoDvuf=qa0H^QD(
z16yB6)zofqr>Vgj;0Tp#I!<P^&+Y+vW29<L-Fja|R-PB-lL^(_k+hgYYLLN|`TQ?H
z%2^bBz#lIr0;PCh%R))p{s+>;u(%vC;|6_?s^#A4WmmDkyVXg3zR5)elS5(H$Z(*I
zQ6}}!TJYsr>6M^b{I`fn+J8cw2~ZHiCes(CQYSwc`AY6zBZNHfUG20QveHNJYd?M6
z|5iTzaQ&_TF5;S|7}s4v6QE5^{M^m02S!D3jn>~l5dvqPjI3Qvb@fMB?3VibvPxSh
z)%T4z%&h6CRQ~Fj9iKxS!fea!uiMx8eD6g>iKrvPBnM}{q{Mgua|M5$kq;JTXE%|M
z!9-e}N#fx0UuIgDx5-!8)+ST;$Th7lJZ6mk>V^nD3g|iKU*0H$kRvtRFtF~ifcJYk
zt~}okHreubT3RL&6DjHCMCJ_P(obI8p0&ro&azRmqw_Ll2+o6qv<2eFQq(EK!!B>M
z_nk(M_P(e=8nB?m9FH+De2RPK$w05)?p7&=1x|aGI@3cPc9%Y=c$H?<mq5>3f1{MK
zqUqn!P7j#1f7pghKZ2NBn5z+HfatIIJo~(@erNB<QAuv}dVc(B=$P(}r4x)TlL{MA
z<Md{#3VTTGOlyvmGi8gq=kfHm?_yYMtlg7_DR~l;`^GM-|C(#+g{8Oh)+OK~8Ou_7
zDx)Z;%J=oJPPWLdb00~--mORw)_slG6@KmLUh;YZrxktW!K!Wzje^(#psHIo>D&6r
zU@PG)cfTM?jDlVCxd8|C`r7pQCvC-e%Y6~?IR6N2!|jo%K!p@<#l=u^=A;L;m^n-@
zJ$eoh%Mv2{NJw4|;aOhhu0=WAE1EzkAVwjXcMEZb%IHS;plGEVN|Zo1H^!9+UNx$J
zVuU{*m}Wjol(ozOhAP@J+}g#9fzzzxPTq1PrprOlOYf>uvzJbQL$d|^j|^edA1jtd
zvDqG0p;?qN8PCPnpb}>K{Z386kPC;r1)grzV`B001@t8B?#XBB95$ON7=oW~WA3D+
zb|#)-Oif_+n+6$BqeD&a?g6do5jB!DMW2Q1NkC_FawVAwqW=d{L9M>+xJ2sya^_K;
zXIn^SE#g#2_}qrpjudP_9Orz5+R|b?QPJpfvQWZ;{N5|Mz8)oWD}k>*fwDah&9-mQ
z%~^u+yE(pO&~6vHx@^2j(P(lD@r3n3c2*(Vib0a7kBuX_riR_6c7g(R{A=fK9v?Xh
z!eS7*a3oI^y7FAyF$tK<3V6JKI)C4~9j_1!jO|9?sBx73z66Be#-XWvzV!fh_o<_Q
zc3coGOtYI#!361@jHq!!aMQm<&4_5c8&m`9WJWcxP9r3p22H<kyqn98s=lakB841!
z%X;VE&!8v@LI~>XYWV)Zj{w~K=q+6L!1eSWIe<rB|0}~M`qGiSb;%>tSJdEjdB|A0
ziM3xW^tWXz+l}yS1n(9k+2KzRyZMqw@Kn_yTyDy~|DEzhK5tm`4{u`}I|^-F5>a2i
zhBnma)v!N)D|p<XD2V-gaQ*zvQJrgRNT<jHL)5xkO<(dy<RjFTmEwtrLcco$Pmg5(
zcKx=ED0&0R_z`$UUx??t3Dn>H6yAgs%(LFXcwiffNsDv%AoLq|0pLiOiZRbORrsU9
z$PB=&*YdC3yLn~UU_$kJY`sRKD=9-?z8iOBB1)VV$tLKolbF^mmjCS82f*3=2C(03
zX8Y<D7_=I$8ko!{o3oGWSe&YyYT9wf15tBi{F)SM^hsZ+oV2J0)@g=zO5#yVHi&9h
z69Y@5Z5kjQpgpwG@WN{@;+gmU!H6?P`nTDtn<{XZWajz)e`5x_KVE?1^5Ckq^5Z3c
zMGEyD$7^l0@=*w^dwg14vR+U43-=Q`^?LL@8fg`I8|5+tgzY$_dpSYV<#g0D*_K-L
zACiyI<3{N9XtVNhrT6u3HY}Ql<Gjn!7wmyLBO=U;VhqPMW-^|Xo*3qS4vH0F2}id(
z6aDTCbXf%`wnPkh8<<^?N1)S7XpqDeNr{B&edj6kM%<Cf$o3lSN&PWa?ZK;!MW3^i
zixT1~bvRg6Rt~^`i!VpNVI76FHJsfehBbK=)H>9uE|t#5H$`}ufu)f^X`zD3Nx?}Y
z{8Lm^#J+v|sIIQ|3tP6vWtUy{2lVRXLkctcJQqiSsCFX9A2Oo;@#0J#z3(r0y<XxI
zQ#d=W^(natH($h}H)kV+K%>(#;id}#sNR>~<PF#Ba3MweQk+CzGKu1^e)Ua17<9zW
zXcS=IjE6;k=i|6u|GQ6*Avgrxg;%wGUS0tmQ0$gWS~$TBETz<j>wh~jJ~q7FbwsTT
zIW?%o{m0vbCAnM(-9hc2Y8#$}cmT9}cOpp|+&y|DZTuS9Xv5xZ^r3$D?u|EZH`+B@
zkwdI_QWH=V86_?n$sLMe%L>ADIu`3fiLcCK%GjpL{f@+R3<XP(U6n{~Cyri2F>U%C
zXYY~xtzSC-w{AV%0|ST(4xx8q5|7QB%Trfg&5grS`QL^t?jP6txQ)rlitvgiag-_@
z#G@eTnpx4Sdj3voPIv<=H#e8}-+!OIdpo8_qZ(Mvb1d%q!(*@p4H?6NWrs9}9M7&p
zcoig#OwRVLymRmEX!UyTeeWY86OuUR{u%U|Fqr&pnGCvMJb@7*0Hj?oj+Kx97q8s~
zl0?Gbe#i$6tX}`TgUIv7V$H}Q`tmc;hXevp{@F)Vee)$|?EvC9<Rvp+b{+b2E<se3
zAtj_B%k6N|I=#NY_4aZCdayh{WFty!Z5M1r+a4?f%5hBitSu|S6Bz~dbw0U>gNZDS
zKYar!eb81FA*4W*C<lu9kSvHPYZJCf(+K=}A9BWeoTJY{zj+t-bf50p9;1^dbzwYg
zH}Fu^9<E&aDM<mLjEhcTTyzRCK@lJYqA%HwBdH&<)rxLY0l1x*bOs*ppUyMecJSu#
zp=ifW;KAR1;pOE^cy!{Ke7ZS@GOL3~%h6{=I3=lfHJc`<vk-~^ukbB;QBgTbIH3)!
z{QP{Lc;X2hjziN#K|w+2^=cB#uHf((ti$n1HMsGZB%b@zg?K$aBjkzcXYuY<Uu;Xt
zus);=>(iv3)@<Z2TRvvb7rzpe(v8^iV5Atce}CBcL4=JT<o{m&*+&#T<4b+xU<cC6
zp>%ujum1gVKoA79?3p>@yc``<ahJ@x6Ux96b`Q#dI;5};KJ?o%u!8h(96eYKD+rA{
zcHm7om?~$>TD<YeNFg!k@^>TbCLH|^tsa%_bx1<Nw09%UGp0aB1(LNC&4D6+;^vo1
z9J~=(&rq`-dv!hU4gL$5&8#fR;pOd1DYDlxGom-K1#76BG@X!@vvEcB$Gl+)w$bO%
zJur~ezyQ{kS1>9viWGwZQCH9U{5)<O(VchJX7cyR{f^tXoQ(KVF17NztdaaLUq^#?
zc_E_Kh3@>6qwL{His}_SsX3tytS`U(5{JWq$z<Z1Yp!9;m@ycQ>YHPiVe|M_1hvFL
zy_>R%5)|c7@PNm8<Vv*q(o*)!pHH`8!-(zQAANwC{x|!k44toU!5bu#H+wdg#6%)T
zjcQW2>YFc{c;RY(_^ye8)nOc-4tubuIlimwI)dl7JhW31@GL7pcoZaU`yOH~Evs+f
zc*kJrN=v9u?T%&Ddfa`xgV&2;@q9d!FT`yyV%+ruiXj<qNCLQ>NFFz)%ndk$lQ5L5
z#GWu6PmdS^-hKgZ;#f3!#q2Q3goVVCr72((dNgT0NX*T{K4>TxCH3Q?q<$3HYI$V!
z96q&Hf+XP$497V%k-*<R!Z!LG0Ip9><<ZSs7#R_cZOAa5*q_B!t5@*x<yZ3Irv2pA
z*hmOAw{eE24?ZRGR*ZFv&L{cNN}1MBvZ|rEDYR37RznojDZ-PQ6WZUpd-rYtZoKhE
zCQqKM8dsgg!MDkyp}D+u{(T1xtmxzvw7NqNZeu`TlX6u#Is9kD2o^r^1RtMw9_v5&
zpviu3c|AW*8p)>n?`Qetm$UYcJDThdntEQ7H@kqL<BsZF8W47G2R&Gt6UKuj6oF@T
z5t=cvNTCKqbq5T;mX_5w5TN&YCXN$wZ7oVrFq-^QoPGPEU$qF=@NwwM%6utua(AM)
zttWKO3xxdeIzbEni)H0(q$)R(rXEjF0+`IWMovUfj&9RVe%ZH&X}x;$VMz$t!Nm+R
zgkjvh3(JaS$X4HUXPw)~dA-k|!Y!kz$i$vJ5WOuQgcePiPdz)-pr==G5NpdTa3!S>
zR9eF5*lsM`x0gFd_255i_8qrzIT`UyH@7lHc#K+DN_MSJ%HUL_wdvJk_^npydQNBq
zt09<u;J|@xlvL>mQlK7=!-G=_&?D;I$g<2oe_KhvaT6IjbsGO#y1GfZ<*&Vla&Y=k
zC<@D8d8NtzqMX%u4?YYLg2JDEYO+82|L!9E=G)Q5#S=W{LSkn;a%>%UcFcoyA_cj7
z*O#Cf8ik~heapJ5I`1JQX^!La`i6Fe0IwHe4n)6hIj*s1p{=e$t}Q_FC{)aNj;hNa
zr}~mdu#db5MPtU(EeJ_?LF0QUxyDRJo3|HjW;R<3@<B53L%q!Oa4oK$-La()!X2ML
z&@c0`e)}B@HfHl%j)86Zo)m5R7LO$iZFLFufs+YX`n|u4*QciPVb*>GU>i1q`y6&Y
z+_;w1umBVx*jHZH%!!?zwCTY*1~qpf1i~whyJSdL(VRp>1Cm(_c2$4vWaWf5u%e=(
z0PuKDjEC8&f)v>Csh{?whLHk%F<1bh(J|aV^E2*v>wV0J#Y08(?AheIIXwK(al8uV
z;Fu;JDp_~r+g-N@|4Q#AYv^{{6NqwqhtB12gx%{in%ax$#1R_xEI5E}Y9fHogH?6(
z3BCVFG}TpjLqgFU$b&F5a%CAxR4fRA&}ax;{S|I=4_|WUgBY{6Ve2ym^Y)+cTA~g$
zCd=3_xDsK_rib0jOY63f5E+0zqA!xZ3dyVB360>VvFGziSYQ6?&f?wDm891N(4#nu
z@-MzbF0|q9(H(vMPB=Kd-Pnue?A{Z-BDg&wl5e(e<*v~^d2@}L2-;5@Spj@gghy#$
zRXUMl%-}gSJvpM*1;H)EwwkmE+sP{pBD|;f6z2(TV2vE<TOGE2`}QvG$tlLs#MZQw
z$h9#6I)A#H));fg9mEYAhOE<Jj*R5$xpV#dM46qiegjFo;tC|44vpE&xG%nFu`MaW
zc+3VC4i6YkJ`a|6e+^QU$^T%JLJaNpV0HDfdTn_bo`^{FJ9pzrjYqq07oHw{(H#tY
z*A--9OP}uRtJ{rOyB^2vU#b6THS(6t*nclT{JIFSFAD%~_dZnW;nI?F_LVz%aBx3d
z;RDc@Z)HcMnXebk;rS(>v9;=ZCKs;c?W9!1pRYw5q~rGJD7L!In09Tz9n~G<#x*GU
zzEn)trycZS2|?YYv$&wFl*QY(5MkC49bjZ#ek(aJPa|4P^xS|&d(=~e%KjSU)ZnA+
z*@=&+akk>Y(w(%T#=@;&zia7fJ;ixK8(8O^cOEe@F?{jG7nGK&DFZr-qw-+YxLRF7
z2pyXSxaPa>cqBWUdp2*z5)pCeI3+gZXfwlJd4-F!v$=5ZUc!eCZLu9W(sb+|EJp`D
zSmqN$rol5W8{Gw|{_h={BDA`Z0@`uTS{ZR1Qp9L0%JGCppvydfvu`i7nY;0H?}M(W
z03p``I$TB#%FAyco_-$9w$13z7>fM-(|AV=z!+x&y#evn*NC+~b^mwMhtMZ?8)k!!
z2{F;2HL|9<o`)BI$R4-EKl=9L(!Mv49&raVH~heLUoK;(JCR4cRvrpYMzbr6`tj#s
zS^o?6hgKjw3ZZ&Ey$^b^gkDem<SD!+1Rrl)$L%9~@Xp#y6g3dJ?W_Qnqn{#FvTIw_
zYdhI#PGr>22`CBEUPOK!)VT1jDemg7bQveKfn~8+_}kz9Mo35qk38}SvuDp{&z?P$
zmX=apUf$|QrDdcbeTP#p_%yKEHn2F#AJGPs61!hyv|V(D7-k1o5lT7@xV!ePOjJ1#
zHaBwIA>mgkto>7jqR!R&vigQLgY-u&OxqfoiVD2p5y*A*c;Zr!D@swqqtIpT#jxso
zoF!UJpS_MH6g2nWL11Dqt`QRekj)-+iXCapaHNOtN6ejvC@W{R)lRlCgumJI(MS?P
z2%gW_#~rEtdElZM^e<Ofy2r~u&W&aM4Ub_qu3=YP0^^k(=$zeHX^2G0$Ut(|qBXcs
z_EZ6IT_Z1+C#D;bX*~$ou@zZT7@HKqPkRbGeSA(f+SF7FIQl6<CA$VWIT$4Al$>(%
z#b7o6+j=tRJyo)6(OuOG&#!r1-IXrmgqCRlh=_>b%rnnq=FFMQnKOqubLO;JN0KDI
z{PN2`pm!%HQjiWMw_^diqT1Q=TUJB6#}LTsKTe4ac}#4(%eS_wvE9dXc#%7>itt3h
zv#AX2VdK=HDZ(~lX8dgi>3yrW!aH{buWYj-TplpW;Bq5$dIDZ~0=cdZ*<DGUGalC~
zFQX~Q!Sdegh^i`FnOa0_8H5XL1J1;}Z4tJi=fa)0;e72)9O((Xk~o<E?OTaWxq<n6
zR)eK4XN1dSm)EhiHk9Z3SwRzp4n1#O^Z@sM{|W|cE}vcz!(%@u^31NS6zTdBKD3z1
zO=W1(!wJ><VzJg$RQhBaMvdjFeS4U>bP-pdbq+VpUB{H}F&MO`ri?(l@F=Z|fLe42
z>romCHV=|n>sx78-%7mFNs6dx<+s&*^5#8Na%$0@nShd8hc~MRP1>nD&D#<uv<J)O
za`Df9{*(Xx?|)5nmD-}CIoVD(q#y$vg$Ii^JXjoDMR+VI#a6$Hdq+5?Yi@5t->W&g
zS^&^`<dlr0Z@*`)&6t^nHiPwWoV2iXd$JI*L1?lvkgF?kOuqt;4kVKXar?vY^(wp{
zZ@}(I#S@i+#jyj^wqLRDwBYDH7GuULP`pU-acu9E#x+|vaj*Up47kz#IFk=H{6z2Q
z$yDe@QoVN>XP?s(Q)wx<efOwdqvMSWALKi$lb=?7&EL<TNJW%PmQ6x-Y{QdT<nQY>
zDJjg_e=ymzETg&bQqJD93#Ze;<^2-*Z0mvJGDfEgNBi<6>>fDy@*@Qw|K#IcL2FZl
z(n&l;sN`Fb;sVf}pMvLy{cTq`1v#N#+kgD=N49R=3P7)3y%;lQ3^6e=s*?LLA_eM>
zDh5mL*Txi~PCoXPJ~oeUI-w(&wLTHUj@CPfaCnhAA~XtJE&wR(9^{T1g^lZX$b;3n
z4>ieVLzv9yckjjBCk6eAU-8B!psd`8-dlt>dI0XqI;eM`y?Yv_jCFY8hvP`<kLA;U
z;oVw<SeJ>j`%nz~*5T|mnqQ5j++CZ^C+^GWF?BG^dzC-+j^V6g4F|T%j2_~~Lk+GT
zX{=kAMcVl8ga>KSX|%jKVhZ<dSc@$pfeU)~Cch?+jDQKm6?{v<)^2ng*oz3GfpCL?
zJvFuT3JyXE3B@{aFpjxjGySS-x$)a|T$&zFuu=VOY7Xfrb+DA2TI7_2@mE2AK=Sdf
zpcMgU$*k*e3ak?buTS(?iVHy4Jcud>Qt0WWWqCpySj(3$2jI*z&*YX{Zt3FQoI)Ih
zr>Q+LSY3q_VnEb7J8qaY;5hV_e9~a|bSyCcaO&Jhk*2oG1sf2Botux)7vLU_cKc?W
zXY|LscPG`4y@K}Hr;)oGap=-u{(5+72D&X<(NK>yCJlr@?iC7lFZwxOW54_Yf;Y}V
z80=hBIgihWKf(3OexW>lGO{*|!I~ff-4Edy{R}Q;6vp+7SQ0ReUv_FJ-&#fg<PcnT
z9iIA2h^`sS>fI}F2OF4dQE=5%A_q-F|J%oG$R5L>^Uve@v{c^SyN?%#3<99X#4}m{
z_Um-tw};zCr18$$Odg%sw^PUJWT0K%W7E-1b@^5h`V1^7*l@~<jkXx-aFWJg9X{=;
zJ2x5k&j--Y=ymLEJH2>U7oj~P{+Qc3-ki`=gk@!A09<gv1zp^eQwvEWK|6G<8q?ZR
z;;u$ImiP{i(t}0UPDKlw$LF~_9Ao>Y6gm{--pLO&ZDl#0z+fcBg?_;gc)KOSiZukq
zco5n^>UUb<wrOar^$3#zN%0^IX7sx=(3NE39&;XsC^wo<<|3CD61ey+(i0!#vLr9Y
zzl>(z&#&_H;E4>(tL6=H7w2a`g4{QhECTraD?3Ixh3PR43Tvzc#8h$5?FR1ZKbvm(
zm$G(yAWPhN?1~O%VUUg(=`0eI3iiDF3Py*5M+ow5K97PdNtBGAgk$L<Mu!?Gth2Mf
zvc6Nt>ZHK#ZF7qKXp_t<`)mCY4aYlm(}{>rX!PVWu#}uy<m5vuKjncDcz0HG%8F!B
z?ZiDV`<UDLBRHWAEQ`egKtMo18zohaJ6_T59Ct^HaCku9aYM(qdhr;3csrVl5I`q)
z?MlKHJXq~rN!XDXtj>O@X)7uaHZMq3C}s=pz5@~K)}hxqP^u-w*nUWfQRw&XLj>z^
zMJA%l%mP`15)_E5-vH|Gegu6?CAOWARXc*`WgRmsWGc*I$mO-1AF2m$AZNLXsUP_;
zx!=#^$sZ>%Z9p*(q*ZglAS=&ZU?VzA%M%|~L2wX%AM!mT>xZ+d@M89wtfW-$rcm}0
zeb(h9o^dA3dX7gbcJjrZJ^ph!x8DGsG#Ch6FrSCV_2ys8cb|4Kplz)nJf^nG?MMd~
zSR9Y(>aM2Ed*uWYHSP#XcB83Xd>%UOgg89EANz`1VRfTq*PImkS|_xD)vK4!otU4W
z-^D#qX*crGFQpdMPNdMIn1&3{`4Sf&Enb17>DZq_SHD>bd-EPFpPGBy9w$-jZeI-6
zG3JnK4o!6xa(*7vm7+w%;4uZG57(dwfvZYGQ0!VlfBicF#h+r%S&CN*M7BHdgd1^t
z!f<abgKe82*^D+sgSlcGrMfWcyT$T`Z6B-8xe~D}8(Ug$&e%4eFXzSa+=jpKz?79-
zI4YlCBQn^v-A3+?Ma;5a&u`k>xqMjyuDab^%sy^AH;t_IXYvmzmrpHK)GypgVESO3
z*F4Ryh2dPY`Xi*(--5@5R+j18e;{kjW_s=3%%Ip%=AQtv4N6hxPV2UWTv&>B+g@~X
zJyLDGUj@H2Xh?$GFnxAPP7$`@{X1D@8V>hh0cg*N$GbHD*k3?w9uOe%PJD0i32k6q
zaKQ!0vdo-0b56Ur!sE^{7(%TfS+sDJsU1Ys(HU6B!w6`Tu70y@!6<CE*r>~k)E@PE
z<8jD^=JlfAyaM;QNoWsb;@+8sC8Q3e&Vw|35OqUtz!5l|ipfu-E8B`x@4?Zh51I`d
zaMmQCb7kN)M4{K`P%`QoEL9S5yS8v?&uI3R7gCxw3hXZ4v5chL)eZB3Wn4QbhhF(_
z^Y~H+t2WQ(!Cl{T|I%&fRzx$%J^)N5yt=C!g~s)iCT`)*J_i_Pd5m>cKl9(h^;8$v
zkQioQ)bz7>H1t6h*SHD&?qv{yEBX)Ond)k^#YNnb8p7=DxzstkF1?9R1dfMRbXe=I
zqiA<#Vw(Faa#01w+Cog<EyD8dSD0tc=@dgt6xJifS^VEm#VJBj+eYYxK?BZ{FBhTj
zx4daUyJXNHMVk?&$0!VK^C0&L!<$)sOzr#;oX`eV_wL=f?Y7(4wQCnIz4Q_#B_&<m
zrBjBE2>%JU*Ec2B9*#k(p}9ZG_RtjumSonQkjtmr>%nSwd!3!|+2a98Lar&rHEawx
zolsPSuDle<WW+vVI&!rGZ)hmms!D`p!krq5drbw#n!SkLM(96?V9x?<qi*J}A!XEu
zbmQUN^=!ypOGx-A{?a{|&%2$+u%(MBNgv0Ux;5C1MSL#$b0A|Tu@Md)`%6z=PrsMH
z_qmoo4Y-^8&L7Rfl5RX#Tg-2JSFk<uJ1ky>f5hCvR&O5v_r-IRT5Cv)(DBfuD4s7G
zN^N*D#*9^%bUMbRq_Qw6nb6hCxqW00USGAR?Xdv7yDB?<szb@D0j-R8+wl`z)@|5<
zVbx}=w_JfEu@|=CBe7j`A=cZk#M3(!)Ax&xtfY}Tbgqr#uYjWtls}OXHLa+)(>XeS
ze>B3YfZTk)rC`Ic|5n@FX!?iy?(-9z6ME^?(@#GQKww}X8#iub<Hn6dM@JJH8j38p
z{J@taiNF8-?|)P`PfiY|%V|#>j;M9FJHY)|#70Gx11YNG8d#m7Am3q3niDekR1P)Z
z*?!{Y$J10-;jODgV+zCT^xzd5bUn?m--8m<3r}1qru7@J_V17F{wFB)0$=?Dx4Rp5
zLlzW85Om{E^hN6^A9y>PR{WQ@#!ca=pZ<q!-bx~--^<>OIyO}F;@X4-Jf0iIeI^TI
zmVCjR0|s&9$Y`c`BxFfYe@+<68i_bpChumA;`4!fcxcZwwyye;9Bm-iM!&?Il7BF>
zK7-Gr;o=XU;r%P_rEg3Emkc&?ZN^BxE1ZclZ3tHn9>yK>=5SVEFyr(tzIA%oSyDrK
zbnD`ZuK#Yw@Zb=nguqT4WADaNbXWJrySWVQ*lwNHZUg$?*P}g9i1mg`K%?>fj>I2|
zlXZ<5jA_n7^lP@_8a2?r-Iws$(`rhc#wh!1&`vtEQtV_jHrm2xV71}3KLKWMgjYey
zs6vw--genSYZK376FT8{Q`kMoslj*_ocP*vC$tA^*REac+O><Ssw)4sl9CcKGBW)8
zn)~eBxw8v<eR3dmL{p~L+3q0LV+lAv+9^W1!h>~!3IKK}A7K}ut*Agcun%J6&}Q$$
zU0Q?LnS-R$;12DBwxk4yMo;Cv&k@=`lE9lEBl)6kMF0D85^nB|e&`^oZh3%8-Bf<a
z+lA4iWx3NpW=sq>RaB9_)yS4y7c;I<_$cxM#uv`vp$IqDfoJfK9ebcG7DJF3O>P+)
z`#P#jChUrdk>*T3FCD?Xy?4-Ce+4N60{MDh1)H@m@R4HzgA!AD$1s-bzI~ft_ig0n
z0o|z3*_j`84go7?6J#_pG%kUk<KhTdxtxc`_u-Wl8F*V+tt)IElmm7C#L}IGl2L_r
zVqE9zCkcV^r)6l$s<8d#0?_!Tn41f7w_kh~x~&;#_BTqC(!sw|C9l4T;dUz0<`m&^
zz?)HtdtS$cKSf?Wj%U~7S>AShVRP|U4Rprurf8&<C_1<r{*UH__FzqzFyWMZYdI0<
zh=J8!PZw}7;QSAsBJ6||Jsm#gi8@`;jzr$V={>5|nw^0*doO4Vi0DwXJGS7~X;E?{
zq%a-Mo&)hLT}|22Eks{&7G`HY)&nl=qoxv=@infL37C@7i7B+Pe^~{!zkEjj2_sok
z<>J}+VBRavWXP7qn5T?p-+>6ew-)obDCMcCw_!~0&HvtC$~AR@t;>6o=+45j)`mvE
zpHPR95ospo>jq%amJ)0q%$9wldFuQ={JwJ=KOfji?3w^d2P%ANxtwd4|3X$}0e6oX
z&Z|oTn4npOwmgqphL7ULIbU&hL?j6r+qlbA&#x=DaL)L_&5nh#rxMN3D3pR@Gq5UZ
z>&Y#zVqkI{lFbW7jZfe)+U(1W5Mu!$kgRn`wbjUVHOO_fctS%UE)|Sz>!C??R?MIO
zh^J>Vj%gE`WHM;h!!65Luep$bcfZ1V?L~;N;Ew;D9u%rP93jN1^IWKLwVivllh4)t
zV-9$fCW+$PLdmN`e_bCutBb%Oqa6{`a@p)!G%a{eB~vFX4mv2zD#clR-m(+e2tT0>
ztUK<wqpQ1c$|42o+8qQdYTeLA9zuV+0XjrQ`w|Wxah%q2a<zu>=-tjj5l8m}X3}<9
zz-?=9ZS9Gf@<}vwOq8{=9%{NRYw!dokP{L{_?qS9N0{j?x$)|Psav-J>yEvIzw{8M
z&8w*1YQ&vhL4B@_rKAvd-xz{_dJLpc0(xa|e#TC2S+s~BqWbY^*f1)B9i-VdQBjhH
z@Dvf~4B)`zp^RF%jK^!fq0gB6STy@P4j4=MsP7mGcKpuJ7$av6xPbn@t>)G6^{fmS
z&*Qz;aQ(i^xo7bKRt&1gm0rl4k0udSw4d>2Js(WGg?rY0&xqOu1SbsO(Y*6{bHRI9
z0tWJdt)8MhJE>Xw7&&etTYp~%b%jW0o`o<p_0D>CR-&Dnh<9~yhsRL}!RGyWeDV7R
z>@GK{(Gk2pZwbBS0H!4;F;ECJ1HzCOuEeC-kEXN;B{&Qb6oL{Ij0g$=n-%lS*Fo0c
z8af*HfZ<>`@&!k`D-+`{E3sdGHs1InAFM6PG?<Lou9}YJ!*8g+<1YuN2#++d>g*1j
zZVwSbhaQwlWecj`4T~<C(||h(`J<-@MU}&sZNt&Az<DLN4$bgrw38EX{%a$WPJ?D}
zWQ%2We{R9(>4e`+VRIvywP@0UQ8KHMJIlc8#1*g&oEmqjN{5kx4T$3QO(BR{XWMUC
z4ebW#P;xq!NZQX)YHc0UgWu)#t<>r0G0oa`k6)+bXj|B^HQJjd$4|pbrejsRcR6ua
zm6KT+%uIJaPuT3#6~|(a&E~s8Gp=3B82<5#=u68e{W=Sm6pSIc4Bf^baaZg_x9$OI
z92PY9J;c++`^eCYqL02CfByPEyqvt8=$;`|>{f_a{~J5|4MDN*;j$}lB<tfh7`#Bo
z=aD6h88VTl3Rfbmd+|&e!`^LQ@~;ho%<4LR@<uTxK7cw`H7`zc^1_-J?p`an_wodW
z1Z-el?wLH|et|pc%6NIk4DSEsQzpe_Gukbvt`?Yj2co~=5^nfv7IS*_M%HRE&$yDe
z=l{;%=6r>1$S|C}`uGicC94MApL-q|OQI;qm1W39d1wmr(3BN}$L)InC<>)jHEb`h
zMH3OllLPw`5SKz`WhoQw4$9VSCTIUb>XtbOm%QvJh`RB^h(2>V-NGW!X-s70mEzg3
zgP7t9Y{qcpAOmqLHW2soJc6R5aSxw}H!cMP7*=cqmz(-Ku7tx<lnJLBUYdh;R|UMX
z4-p-R)?`B~YS6f9k!%O0B7}$FzuiM++E_L^QrVfilRc&7R5+bTNLY+|G_p*s&B5dW
zJ()Hn9oMcx0#lBBaQgBQI(;%JrvUAm9ni@Lw--rw>|SU0uX$*vB;xrYyVaK_u_qt&
zTBH=8L9OK0qr0R#l1|3(;1Hbu+yHvH`Is!X;>(NbaU&^Sg#M7B+$q1CHV=|Thul2`
z&#$>~EQ;=KH`<JB^jkB~RMo-@4<B3K4&&6gOI12dNAeMhS{HJUkoL73p#S3o&X0wo
zRB@*ZW3WU!(&Pw5_|&tT+t)z@OET+xaSz8}V0pY=wtV^tdtCus86fdgawxh&4gKW+
zBJ?mK+fCIYH}J|^-|)arEAf2_F!r<}R}|ws^E|Z95DbnI?9LG!czrJ=Q($yr3iI<_
z6ec{zV}(DmbJS3JYF{HQt`^%WEtBt<fMb0b_j`JCbJcPlj?QQFWw&8f&P3j^7;Uve
zL~RI<lrP|bZYcjQ+r;II_7k5dQ|{QowP#(zcdK{v%%>Knr3}HyS_ZlwW_$66%zf>z
zJUn4Kvp3AalQ@*$B5vn}ZEv9)Fp(REjpVhWLY~;Pfuuk6BA{<?-Vr^yv7!Lu_j9N{
z`#cmypmP;rSho~i%_j7pY(T25_IoRo@JN){1iZ=JaSb02Iz7lTOLu4S)5cvqd(9ch
zRpo40yOjK8KhQla5=&G!!Zj&G|KC}dV&loGvvc6(1#B$!QnYskNp=SpI^3iRg$+Rx
z+hPOg5fDsweF%~xh-_CNuIw^~m(0Uttwf1V#Wi9qu2I84+w|HCrwjR?pQ0HMg|6}d
zhQM;D1CNNo<22zc3q=^?D2@$gL46Hru0Teu-oz-~5=NWNI0Mtsghs*0UbqIQkYTN1
ze_<Zqtz5;+-+hnH4XI&XV#^~K-){)x`wk&2Fz8Ui=hzm4s82H5lTkr3>wME<!N+D`
z39rDrr3~F=-SI9j^o3-E9Ws7|5QxqD5#O(d*f3B8BEK9)_Jn$;|2Ic6XfQlH6vuPx
zG2A^6`QXAN)0Tx8cdbG()FaRS6`|1~+iR&Ga~ZDGA-;oj!s=_$Fhyw5wLgB*?M9nj
zfLu|HTvdZyS%Xwl4-$BKrQ$ey9GY&?bly@EA1Abd<#M^$wrv{#Lxv1#b>*O<C~Vra
z34nnE2cpv*WnQ||1Sv@0fhoe{AA{9ZI%mS(a-!ANkj%QSTSeGLpQT_u)VZLgsfRjO
zyH|3-L2Wau8^Vq*QEOGbjR!ycmN&|FF>%xgba^E>x2(ad4@Ea149{LKmj3Bzvuk;>
zbQSjGJ(#0<Qak=m6iX-uXF0CAa4g$C!ZR|SojNNweXx&;TY9r`PavM&GI5VS%&O~O
zKz~+$Li6j0@4ke{pAGyYE|!Sma<u1P#>ibO5v$f9jTwcKJb-Vve9zkfX6E#p#Gs<h
zOh~(v`M-aUC9{$~`LkJ-Sx4V77c;f{yZkfbVy1K-!&)*>dQ9Q|s!~2)wTKdP4BHBK
z(4&7MGv$d~v*J6ZO!^a_Z`nk7_Z|dn+rnQ44dIsW)^m2EiG=JOggo^tuHYzKrbvWt
zFz%ov<cLVL)F4&WAk0SWmtAy($7sc_EWX~D!80?a^Wn;ctk|`gOUInag@3sntww`#
zpcbs#3C_(&yJ-_cHChJ8`=+3zS_u&zg12unp5%D?2L)qHP2tBa>shdSD|>2k2o4YA
zj5E&SU#oZV?9J0i&EJb|&t`O67dM?g5dyMHQ4-=&LSnF)dg8wGe8|p0EM1PbWIrV}
z^^{lF5w=_6B98}0cqo<8;plY9yp>wVUv~b^ljaCgzgo_?cXU+hynHp#O!ws83>rLu
zyk-0Oy}q0oL(ar$FXx#r{!2n+G<OG2IJLB}6yclJZ;gXuqlZr=3a<j&vZ1mblA|CY
z0!iQUbI-f66wS~mBw0f0W<eBL{eRP9{XQywnT<#chkGwX3icVW!tH@od(a-(jCivK
zZkU2(F(R3?7;f!{YvwMDj|?SX`4>nY7v%%)z^koBe?<@9K|L-)=D&%irWE_&bI^-j
zxLi))7;+MN6r={(AVsw3iIZyU(QV(0Zf7QVym-<QP$EKc_f7>|h`DRgrWuix5_Fr3
zkv9R?-+uJ{YK9Zq!2137-+BN2_vzcWFT;inYqhK_%l!1yPwd>ell$(wk5QvW{XxAv
zNohwgbOSyEt9`5ce1WV-@dH@zKKf+M$AZIi@_Dch#vrsr!%D)IVmm~w3n`)<iJluU
zYmYkDV`)tt4}JJ8{}|hc=&hwlk`WPZLf%_Qh0-5Q_9m(d;a6)0=M~RnZNO;q0&ZeX
zZ9cbr@^7TrRD{`y&{trUyA!f%9aG%>VM;vNZ?7gUsW<;f3unVBH|7~vAr`z(X><U|
zu4pjM=i0S{__^m93@jahbzmZz+3&F{E0SMKyVzg2oQnp(!`nIwPkJ7ru<j?~(;sJ*
zb{p}_7qHd7i*Y}$CRb}D(EJHs?VN~38;;o%&cC`9GsfJPYOR|C`7&$we@ooNX%ubW
zPSD_UxM%Emp5DHVH!I6=hKKS&-mm<gArpGn14y!lpqXFdiHJkDItN*j@RZtcda4jb
zSx9y#+S^y)z48*on2|^(6YKWn@bTi+3`*8>-~ax_U(Ps>o2Fh&Sw$T`E!<4WwhR)=
z%ZZH+B_ezT5#uLe(ChGSEXMM~0=(x=#@j0qO>Hfjx>|IF`IxtF<~(x%6Q^H^Fd8YU
zD(9bH&!k6eG>?7xGk2alfsub1*Yw^|6nO6!m==vRbqJ!k7-iPSNRK}aX{r2R4&l2f
z4ZVj1Q&hPRr_0IY0mCp9*Wg^dm7#@uxpt?U#Q_=~t1IULk<984Jr~Flx0ZUb{G}h`
zV+P?^Y+~o_-MIDLFSu;{5MI0aL0+Ew3E!1&;3D0K=I`t6IS>_s6diI@_v(p?beO2I
z$S;RQTVYQD3`~ZYP*|}G^2&Ugg~1lMXcSUv(|9@0Z@C!m7yy7AXF(~nBFF0C{a+w9
zjIe*+Oi6uBlb2mdr$tFgM42=m&FDb*$Crp}&qV5zfSeGB9BUx(oo5gcp}38anAd)S
z2(lp0--6KT5wZbm%wz)A&c(9eYurjVgxd}a=inH05w6HdAa(5bS3@19t-m5$t1$;<
zq5EP9I%~O4-Ce5zk3g!nqUZy0rS`*d-Wa@rVdyumM!#_llHG<kA_{w{9(O`Cn%<F!
z%6gc$4z54?>(m@4w1L&&ks3E{TpK0vm)p5>C#zPiQVpy&khC(iSIOPx@#&Yer(M0~
zsB-ij?FvFaIvL^e`i|d`<2sHmwx~;G8rqm5^ofl+poOK<qRxe!+Wfv|+q38pN1@JN
zP*KgJpM1yDS5Bw*FJB;1({b-D;<w6bCOQ<>3nLfUizzcpT&-O~MQIPl)n$Tv4GwPr
z*>opzdp>6A0499}k|i8WA(RFOW7HTCi5A|lZ@^X?%dk2pMaeyRJh?Bg)~rXEWr}+K
z8J+80W)#=4z!Qk54MPbJWyFs+FioRDlXwL&AwQGpK7*>b3+d}#fD-u%W##t}JpM;Q
z*LZku^39B`fzLDE;S<XaHm0ACsDOe4Q<*WPgohHtDeM-))nCkK&a&UBx5)hElm9UI
zj>q`A_IGNF_7m_$2K6`ILsqVpysS!Q3{0Z7D3qY`44gq=D=9+Mg`m0mJfs`0L6T*}
zmYwK7{tCyEWmLF5{AzXMN|fmlcRmxlk741m?aZ6=8BxI|V#;>m2r^Sx8$`v3RLa)p
zQuO0C6qk!zYfIQuZ^m8eCVF2P7K@R9fG7f^ljwb3Dy|Ld2>I@796kFGJ7@^6-~12@
zHmzcJ-p{=KvzJ|Y#augi<e}MvFMfxpV4rcdZUbWO4=53XD7=3H|CqgiFs&80dk-Pz
z!CW)>Ix?yXc>BZOki7=7qcvEQwR~e9%w^6Bbou%G5LC+h*ZhecnPpf$-;MSDZ}@%c
z9G*!p=FF^cww`I?+T~06`|gEwAKZh5d$UOJ1T%`nM)$KF{`U)*3{YN+hzo~5jYBdY
z!|%xnL_=CGvGV|Yvl7CC;H-gg&E!L#n~8_Yi{dJnvl3BbgG<IB^^Qj=u^|~XNWlhn
z6zt&p?5~)##X{c&0Z2DaB_zEUa-bRNj}-4za_f*11Ce9QXfExA=Hr=Ym0D!I2d%vf
zk1H7OutW@{B?zkv+2Mc#1t1jAIuV*0#6Sm*e&f-U)KIzS3<4|bFn+WibK-2A!-io`
zy$<A7yy`+hpR*0~mS6EoWq1z^#GR6cKFEetW2bJ?MM&i}=vQt<7&VAK5$G!Ok?Sk4
zeE15o-3r|zaf~<<$G}Mly%GER-_bZC(G`1O(SDSXmvruh;{-Rb3JZOj8x1)L+oGXd
zUS3`sB~?1g@m>~v)EZa^@hj7JRDR%SJy=Ff=ckZqC&Jcz9>NBsPy<Spla|h^y?F@z
zm^&^>vA?*SC%^cSe_nGD30^yOb#;8dVGq5ss*!XR7|}67vjM&2B-&HL?^XSYuit{l
zo<eX`61L%e$oyJMzClN_KAhTW3yx|B2@%^c4*88Ijdx<|Be*1O5M$;nq<VBWT${fo
zu0l&$^4Ub^{Fm4zdF+cy!s43GW!XPs+ZVx>un@kF^e`eIfq=6AqW#UwP~{~Y-e{_Z
zj-t3vC=udS>P;i*)pI-JHoV8Y{(qzIu=6>4-vNfLdylyTrlRQ|!fgxVm@{M_QAs2D
z{Mt*nVxEp&C0mip_VD=QPw-NZlPALycqKRt#S+LheaqOicNLoV6=a=;s<D01tXfOh
zkRDWt{zwD+`^V2auov}ro{jb0UwNb2#Z}P`x@TL-e(huSghbJ8ayo8X1;yKTkTzig
z1Nx@3<%6Z{+OZ5pC=BS{om*-pJeN$z`&A)@W+VAURn*%Y)LWfcZBDHAMby_@>75eA
zh1=GWzU+TkC;f?OLnkr1_W)k}=0g^3UCq)RdwA-~=_FU!prRJ;Iv?@%Ttsdz;;#Go
z>b)iW_Srl%QXxHJd-Kp`_wYmAT5g&B7S0R<QqKUY^cjR0y*zdHXcl^UGinPA68o@w
z%em{-&zO7R1BCx;JUw4|pU>9SG1?hHl+i?Dl#awmiR}ei_AlJeNOK*JtenRg)*1p0
zX3o@UNzcefcf%B<J_)}2ds7xXI~y^!51cauNpp;`OU`ztmFj4_ZUx$!9t3dI!$+&3
zXJnJ<I{@9jBDDKU8(Q@J*Pz3B<ryfoF2t8B5rvCUBqQ25Gy7iK#E$&UT;ocm%I)Fv
z%M|u)eT%|ng}i&~`-Ex2jySx$V;7dn-;tKv(aILQVIjCh3<36a)Td6u<BrC%ClgP<
zRO|;_h+9UYxPY7@jN89Nuagk@sknn8a1I<o#O_b2J@4<>b<;4c-h$zq<roIuf_3;!
zxFZg8rYK%aTYtm2eHk8t@s?YWY!3A6w_sSd6h*7YE6f<Oa!?|Jai_%kROIVQp}Yji
zU_lc<i25_n!4nmMF=G`W-@Sxl2}T5jBdyqoCOra0ABKMOa-ee^Gm<!gll)zM_0_ms
zE@sZ0iN(@(P@~mq<%Sz>z-Tn`@y8$k0X;l<C@U+&?QZIYa6G*h<C7!XtlQplM^nDa
zQAK7|CK+qivd@)6QE&~{^}mj>abw$kJOI}RJJFt<)Zrz&p4CN&IybthiES4?jE;^=
zXW?F)hoqCyj*n}0zjsFk-aS?5FYVrByCg}(#>SHU;C%Eqr?=b4@~kdG)Vk1}oz$-K
z8TrM$@Xas0eElUv1_x61>Qg+Pqos#z=7|u2BX<>|7F;F|v9XyfI52`F`*yx^UC4nv
zH<Kj?L&FMKXNzLHHI#8<ib(&zE3oTz)V%o}b(?C5?v;am_;k_=S0UM*1XfnC(3nU<
zWGpq^O;nXQ8I_kob{%ZF>@_Yh?xNd<cUW8$fm1h<vc8v65)p+{tfQ`WCdSOY+)_|a
zpe7AlpES(D_2|L^U~ec-X*Lni{Y9>JE=3+bn*8@?ve%NrEaPa*)xo?qb}ymlpUJk&
zQXW|H8Gkpq8NXp86Wj^(9FWSLaWdm7>!~$|q3pFWH!h3|U1eyCvf!>!XzCS$ek#N{
zG!9p76rN4Bl;xHnm)kJ96vB*Nij(4*pI3}Iq@M0M`$=_su%oaE!5&#dj#s8GDVd9I
zyNt<6iI`sgFEcBPi0>24rO~ly19iT*OId?AAPjF%1R>Ee)UNv#Pv$l@5znklnd>z>
zNlZ_qe9HA0%mL&S=JM*?FR|J~`A?CCZvVI%?}s08z+_=gOd`873ka&K#}-w^<Ck1Z
z#Oj~P%rE2JEEDdO2qFg<*-^EeLCG=5DdXAda^jI~I30H4_f_)J7J<oBk0oatxWG1f
z0DD&G`5<1fH_3*nvK&o~OrSOhN1dLE3J=4()sa_F#y>SZsMZJasl`O4)k|Vx7}s7n
znUwe#pYr&xTW~GkP2D}0A_W-HNT8K{G3D)jUlal=pV>gj&3({x>)gP4rP6_W)*cLZ
z4?JR@5CZlW!;kAx3hEGJhfv)uirxR&i!M-0^oTH0v{e`r0&osa_MMO<A*^1+igHY)
z1xPvxd*2k42tBU%xA9rvVm6lTAl2B9;GXfU-n^5rK?$5Wa0KZo$vpYPV>~wP33^2L
zKnOu`##(egeubynNrE?){C)}4gzBjFlrgM$H~U9jL0Wwjrk|H$&zBLA0Vw(PXa+_>
zVk9Q{XFN$`@$NICS+N-@(1k%;Mx8vA@P7NKJL78HalH;|tbLDc&O}Ntqp;h(n4?lL
z6lW5!=wrNPZWL_*gv5Y83{7r1wL`|>H3eYVum+{525CqPQoR$`;J%2M5YQV?f<r;8
zL$cclSh*ZcbrtToc-%3uc=Adx&iMucf<Y6A-e^O3OjzE1rBko*32k6qd+oJ291h-j
z=N-brj<l=~r?Rq=|NFoHL$BBK>8GFm0X;l95Kaf>wRJ}tSkJ7(@Wk*oy;H}-z^b%Y
z@WC(dQC(PpJ<&^CVE{=nsU#-F^L@=yT#AdwMm<KTF|=LBbbYxO&7ep$z1vs50ng$*
zXvJ7*jV?2=e#}OSF{2$8-Ryp)pdR<nIT&v0*JOKxfwlktzQgdh;VrH*JRI-VGL-$b
z=q^rcv+VW*1-$zGVqU%BQi3fe{`b`v^jo}?Z~G6$mA{eu%e8d37EoSoCUL-a3W^e_
zt}12DzDelaGI6q=efo0pjW(`{a*}Bkcoj(3)u7Qk2#nBBS*oFr<^bj(FSTK*{G56f
zAucE5GfUZe;|$_<Z{tt<SMp(089fe2$mHXVjlrdqVXVu+tPMhP7};;>Prh+7gKr&!
zt+0SE*8fKOnokHfB$4KdB&a7;cAJcOM>#h|Z{Q5q{Y>tb#n!&(;9b3tp8HqxHdiym
zWoNW;9%Tjxk+mLT?Nu0}G?cibD6WyIL{C_-mW)vm<i!P1v}8ZmWK@y<pMRk@nh}bE
z>+uB`>xw9;D5gy3raUE{HQ@o=aP4$nc<~cnuBhcJw})Aon@LTJWNNoi!V^vO+~TG(
zH5@6wj`H$MOjUNe8%^v=ipF)zb(Cf0vgp^}xwhL_Vs0MFuH9>pw=JQ2bs;vlo*%8z
z>~kbhZ4bsN0_Yy)CcSzy=SG(?J9R9pB|X;+9!AW9^{mO*!|>`teu+<HUwi~XZW|Yr
z1(T`?qu1EJ)MTvT%R)DKcEMF?Aq+IY-C`4iOg-rvF$7!BG)g|+NoIhZg34lYH8q4`
zWm<Iw6RBjC(?f8T1{W5R^kHoHfAao2&bI5U^Mt=^=e<u(mGiBeqjaybELn2GmP2EB
zO*AID-AupObT=^le&{$e%?#iM`ehn=Ff<qwOyis_%d!=%t1Ic|P<8884yWqmwDVr`
zhrnYRH`w5z&CKtg^Qp5|t+n>4Q~UYtC;XmFh3D)FBl{JGMtel1Jywk_?Z;w%bV=bi
zhgNAEaLFqwGnq7&GRD;_8Jr=T!lBbFRyFq5*ZKZy+kEV`uOumyFwHc=$bwKvWW-{B
z8C@IjwtX|4s-(YK(ARTeuMLBCgm%6PGg%JYnc?fzS>0&w@kdK9awb2@;Z%`MzelUr
zWxO=RzR?L(<?DODlI1qh6I&SXIQ-T3WUUR4UxJrzy_~rI+S~BgW3Ih_g`jLO{0~PN
zYejTEvdn5Th3;m_=UnuWGKrqXXe5}0gw$Iy==l)y>=Kt27x;;d-yl^O;zwTf16*2o
zmgC+5CfXGSmgJ>ijc4kM{F{e<g#YO)|C)bU`bkb+dJIhf);#K<Lpyhv7?ZfTM^=5F
zE90-k#$$MAk&mAm;mpiK48M03<zNBxA05YD{m<a{=tZwU*?$DBKOpmokI^YjWBtkR
z6FqPbPIedXz+K!tc$~%lD&|u!G5&>3KG|vTs&a#39Fg`CwkHZ4IwDB>ZQL-=ZnI3P
zW@0&If;;X<Uh@z~N(e8+8tmZjpGBVhvj=7=A&5}A9%`e5y0}jK=tYvQkDt4nOreJG
zUycZfg9UQ`-*0W0@Y|YT{q#@&G+SF+{L_E>Pr38Xub<fXwK#kBEbo2qdl?xS;n#lc
z*ZvMp`1b?N@B23}S;4>a1adTwtfU}q68zFx%<q~)4F;$?HN@5~VzWlvdRZt`Em(+*
zL%0;c_uNK!>d;r)WBgU{{_R=Jpa07STn=KQ%LA6rUZ+{BQ}3^Etly@B$*$a@qxOjv
z$wI~__e0;sXV?CScOH6xLzVjw){(z*&zDI@3hm6$H}%<spIJeaY_vPSK3VxIuk-Ja
zV8uHPx^@mPR_R}A5R_Ahtch*BoO<GzFTbkF%OOPnf4_kBGpGN;8eb(?@A@d#zx?a}
zpT4^HVvG3f4#p20`nuymQ{t_`t!j<WoV&t5oEybz?eJ5|8bA5MlYDgF1fMJS_{0*F
z7gkA|AzSP*l^<~B8hml#Ac~%0xL9Fb>#^5Nm=NonPA!r*Z65PRxnSj~pU&`|mwjF_
zeuLnlA7Sw~7CCryoha+_<*hsqa-DQv;n`dn$2!FQ;~V7tHFmuRxv=W;N280p`z`;J
z;nqzG%O57FXYi9A<UP_SZlibRrwKO~c=5}>O>XIV61T*yipI{=BfO#A<!7R22}?PC
zC^*8ndxksRW%S;8u8L`XS$iF?c7BnW;URu@=KC<#|05rE;J1&xhu{0e2kG@|Oc@jW
zZ?Am=2jBlO{>7W$h)h-au?sE-c4DIHfRBuJIP|*PxNvcqS|WJGsYCqB|L_qCQZhP{
z;}<mtN|SWv?__uCI6bY(&f1qSpIu;dD`2xy<~F^-<Gzny>vBdkcw(r)m5DSHo6Ec|
zA8{~aV`NXTzI~8bvG^UQPBGnJ+N^PLu)#+25c%#AUOQIhNcbF!`6HaKO!2x$FEf#8
z@RhqyV9m~RdRe7dPY6eg$ekV5uB~H-1{q5utqa_g<WJHb*Q;H!w*+f`j1h<AGJ<BY
zOFK+Z+a_+qLWT)%s`PkWW|8+dQtWj#-mL90qzclS!}(H{mxhke+#Tnw)*2bB%l~mq
zaOJrsgp$0a6L~Sd7t=9Aidli|THJdg!^z_X`kO8%pK9?NcbfDR8yV!;aeM5=1MZ(b
zgl0G_dNH;=#%yk!SyM&L=u8huPJe!h&3TQ5%Qcic5Ax*N<DBpoXiJ?Jl4%y#w&~Vm
z93_XM`}lf~Vou@C=@C+K$kNU_Qn<{HTZ|Smm{F11mciPpPgsvAcVliJOLHiSsdyo&
zkpg?SPw<q{;_T8@SV-9a><G*IHVBWW$=yn^V{LF-Qs9w|E>i6iMrCqIfMd8Q#(*S>
zam~{-M-TBa{RKYU{XKqY|99|eM!Bf0ab>Q@{DHfe`Oh97xaT?QjTF|-1TU>#<R|i{
zdDrR_bQK#fNnr?`3(h{Y?>xhF<0Xb}t+5>3Pn7jJ;_tAKJB*okxn{Kaq<@Xu(+Bv@
zLum@1_)WTtDWU^MNN!yx%4G0PpJBS;^Oa7*MD-TAUYkp&6=u8$d;@<oCgWI)Bq5?@
z5?dzEDU*C`(Z^{SymrWB&WLDwITpQ1*0d&@rHk}qfp1iJ<I#P*v0Q{&gP!oPvL#GK
zCs8#L(;#a03BGcX+P+!R&1qzLiC{0_v-?aY58T1z3qJS#^0)SW{%uXL-uJ%u@#v$E
zvVZ@6{_Vg0w|}in!@v4h|B8i$1psM4mcJf)=po+qu6O+%p7dLbwY4=q`q7Va<;oR$
zy&kz-j#H;j@z%G#m2$cKO|RGak$+9F+ac+AFU#x*1#}fD1r$>#i6luN&NwhVOx!U^
z>H%ul1HX$qh=~uD8M8YC58d@L(fTXAUjBPu#CYeizYu~-_Ch+pzri16K0;+~6#a7-
z`Oa>d-RUtBvw%^ZMW!9%=@z$^{*dLy1}pbwxp#Vm5#4A0(CZ=f5JG(Y??CjW4G;qD
z!EeqJ6@K_8%Kkj+@o)Zf{ktGoQ4GB=UZU{gc{GvGyY~#<hKX}$1!X3O>x1jVzy~*g
zI04&`*q>aa^dko_z9v<xmn4{l67fI%+}9;owN8@{KKXg#IOgQ+L5|Ptr<lo-Z1o5~
zxq|u5|H~tmM3U7PT^2s?QrOK<^_t{*FLGMh#uF8~y%f6s6t&4!-hNw&-!>0&`-h*x
zi!=)69sxISEQ|mA#bYRU9YKFl($CB?l<hHYJw``Y`DFcGTG1~5gLQ+CuPQt|y@sn;
z#M!&39lej+AI@^?|MwKx!UEy!E>DcVn}4#jNQ#$8<u1?-W{Av$tn1UNCo~&<q9|hL
zU;zz{eM+68(W9|80@*H=a+|H&e+ILlv(=czy86qEG`86>_OV?!&U`0fV3m1Zxy8{=
zhhMgrNl^HCZ;~V4F4y!|@So1SlFp$|^RT0!eE9;p6EN}cukx#({Q}vg&+@&i5uZ5m
zIv%{|FcW|D6e3%pm6$wg2b|t_kj2do8Ovb%`b`?ktGwpmFt@ZOhHvqvsn;-8dz#h3
zBu`ZxOkto2uw_izXmNXLk-*p4${!>sZ84)PlcSFAb{P0W+zO|-Rox)$tl~sfa*kxe
zu<_N1J=MhrHig5-tqcP>kA}%_9N(k5ybpcvCcm}s7)P909td?V&e#mfHm~~97B3Du
zER`avlUZ(ENWr?oy=K5aC?!NPrXwS+du=vD726o)usuXiZ}A1?0@oU8^6CUgi}$3i
zv!82xD0(Hmcml7hb3pEKd-wubxr-)!Tw&3a7Lf=U7$Hv;B<pufbJxM!C?+<|o9lf3
z*+rV&0b^-}P!r6baCoq&aq9V)&RfS&@*0;rZ9Z|`=f#C4VVI-mY2*WyhdiHyamY<O
z#kEw5n<;~=r4lC|K^Wu5IsqC{9HZc&nUa(flhc|+p#y=A2n9i35(g4pQ^=-N(uP1Y
zA)?6vx5vGGg^5U^o{qVZQh6y7+~~)+9l<>hjd1_$Nm3s(i0aTO4CAc@q!W!1mY9s6
z!c|AOm3alFj7?i^vA)qo+k$A!g0x54d4~JDJ$BMV^z!?8(Rz+c6E}E3ndkV1jT1Wf
z<$0u?p=>H-c9&7Eog<^S=-MZ#Vl!c8kjM6+uD^h0UZdMkY0TWiykd~FM+j%f*dEVu
zbHio77hoBigjYU{wemRUkKM=l6LWO!2u+a`IxaKUH<-M(Mw$YT@0+66j`@f60ju#G
zAt|y}gpG?5M|?Rx!NsV_E6_M9RCE%~cLF-)Hh0Gs#=xOh)VNyDu+>xv1|8apPaIn)
z!!8}I#!`Nf+Q>R@=pX0a-BH?+&F17m9*#%Rlo~79BKpar82tqE;$@20{*<HV{@`1B
z|NgcnSgWh6{Or%ZtgL$X-FNe@cfAYS{>$a%p6BtKzxkUy`|Ps-{K7B%0&{cUc%P+j
zC!9NXj$iqeUm*-bgb-Mkh3mQiq*5t<{^x(5ef$3UP|erk%Hk5~^)}&p9eH&HadjDO
zpkitn`rQtGN+S^pdS@GYn}ktBU>L-xY_T7qjxcWeWcR6*UNMTkx{3GN`-l$Ce%<~2
z|8xoc&2uP!CI*<S`BXo+#J`*Tb>6PNneits;KW@%_(qGRXKpap%=2dV1Yb~AI41Aq
zE7q5IC|9J>zs5gNpW-dkle}x+9OXM6B&mE4Lix+zf#~@va?eG7!_3z`lMEBw>uuai
zP29^Z;%<OqYh;Ql>9@|H9r)%#i|~Ih!IBboTcAAo5;H4LkcuuLbrTr@ZI@)Ih=1Zv
z24@~YS}CNI1YU$;>2y0Wmw)LJt9^m$XjBg87#y&8Y&#@4rxN)C=H^Vs%aT+%WOO9p
zV`o20XVB;S9{3K@w!?+x1uiZx(CYV?Ee!LMdneI<;ttL|)#t@O?htok%9A$7QUz#y
zf%)x4n%Xg5^5@xXwJB;I-#7gcR$>+Rgv0FRElO62di55S!YZEMq+uWAV=umj3GWuE
zv0Eg&H^|bZlbA%YBt|EUb!<D!feDxM(FDEt4M;mAJAW7Pz=bnKy8r2qxqEn>@u5A=
z&rb7--Zfs>c_Wn*^ZbnZB_7ya<Q-l@)+x|S$~0HH+_0xvO_j;1dpu}-9^19~VEs66
zDt?h(L*=>N8J?;9An#275>u@@k$;M%x%)Yq?culsK3I5&OYJnT>3@N8w8KZ8*YI79
zPoXR0Y!ye@y!RkU?QyDmPw>-1LAA#?_vK~YUGcbMFwBql4p1l_XR|$wKU}2kxwHd`
zAvCnUPA&3qQz}N!K~oeGJ;8TfM!hW_s=P!Za=a9Hw1#{}#3+aS7B9J@G<Oy5pFB@q
zZ?PWE;P2g{7*vUqWkjU0op}}V-dU3S625dPX8CNF+ez_;N{Q<I0e0&-vR}Hwt(_`0
zqll;P<9jPjKGt|8_vZGqBOTtKv{(px{By<R4|@?8O&u+#kX_f%%!Hn^i?_8y_O%9Y
zI0tXb9-*$71mOTZ_Gx<%CKW<4&W*MtLPN>~KdSQmlh2W|miU<Vqg18K7kBGqtuFh`
zHV0?xT<)y0zA{B6`VOX(A*Q{{j75*qvC^C?9c4ouMT;$xIAm+@CQ+|N(Ht;#!o(Bs
zy{kUmIA$|R2nr?(BFD*s!qFClS%vGzvfRq1FkV<Bzu|Gfm7Gix_A=lX4Enh=ex<@-
zu105Tnd(iC#jZi1+f*!<p)7>iEW2i!OS>8)IfdDwgTxm#UUPk&Y!uMeG8lf1oVS8h
zB(AC8rUgo>g`P=s;rvnNM3MQqEUIRpw{Ky%3n*#`seOcp&(N5v(0bZnyQ?yAQ#gi(
zt|TPg7D9E=2MJDkgVD~180<cakt(3+1*B1?Bk~Y-(fU^)>|$71CMKq^3&UK>y%xv4
z#7HXQW6Dk5Vb~<eG`@9!Ek&hJJCF3*Y(Me{O)tP&Z<21ugq?M)h0id2G)ukwqbPZY
zY_to}3Y+Ez+ubf}+d16kFb8@uGkZ@F48MZQgYV^#{W!&>gXgK-42SWRQHF(1Hg1xl
zL9D9uMV3UWNH2}BGt|rmlfH@_wJ>R*h!|HYR5P1A*9%Z|lLKCkaX;b(&EOBp3mk|q
z@Xw;#>4lp#r3-jOgA^0Ki!BEDsiT}a|H*IZef-;+U;(`U{qN^fpZXL4j^l909d|G@
zGlOMWc%H|~$_mdv|2%`i%kukgc*7fb$2;Ef-}A_SW7O+)-t(UK;QKyj&Ya<$?|diu
ze4d@19e(}Sf1QPe1xlq7zxHdthGBf;RbXGb>sLta18pi#OP^xH7$>iIRIZ#w+wGC=
zTqWu((+f%rQv1kFSvVb!*zKa{+8ACP#m=*`F~wLVLVwRA<hE8(>Mh*wd^JhsFXqPu
ze{dc3&Joo8d7^6rmOg%o_aFH%KXv^PhL+FrMQw@Q!a=%EwK=5UL(8lai!S$-)9m>%
zihG2W%14Oh26s3Uyd(2PmV4_QR8qYC$T7s-@8+%ZXVCpRio1t8SSM~8gc}yht51-a
z`Io(Pe}?vFH>v%XHMFB8v;#%d0|i9NAgc~&{j0P1Ar#(JBz-!@wreQfHmbJ+i3=zo
z6r`3x3X3p(lBn{sCY$#^J&W`1GUyIc&mz^-U)c9=ioORcJ1~FoNyZjGjH1N!PrMnK
z%3y47P<?)tcGbr)TPT?ti`^6-S{Ntj7s!NJGM0rMC75&LB$mQf+$Y+Q$WDy3U20P%
zfoY@0CT@^Hi3UuK#GE|d;o<#HlPguI<=;-NrSrma!nyNn>|EMm)|p_)HQE0r8?zUX
ze$ion?UR(m4jblCGUg^-w@23q+3wri>ujU-L+qr7Zxm@+D&yW$7*-E+W||i-Oj28U
zp0=rw3ijyd6FxGwkCV5Z;g!x7^<b3c#}tlxUtm;r+3C&DAMBE#kmweJ(jkgem>fHT
z8Ts@EAEA`L&hB^q42_*7);`iEJ5=U>oo_Kdcs>7P>uDTol(C#k(r*y%?II_K=^s9Y
z?0tztOOJC+?&I-JpZoPKc5bMoo%`sf3QWYGqvg*sgN>5P5{-|NP8yu^4ioty^KylO
z=P|4_aYc$<af;B1Xyu+G>D0Nqxs7c~lt@8QHKbjkZxnGy3>FUD$FE#TIJ8%$xHeCr
z6f<Jhv1?5XuS2)nWT$(8ge-n0%gB(!jJd}?dxy1tk)U&##9JYfF_YspGESF;b9-n(
z2Tj$8^%10&#S{Y5>f;WNur~J=j6|RrZBj`SeQ$?KdlNDb;pO+U=jzz4HAdIoOYu;e
z8YlUgZkk=$<423H<6#+5D|kG2XpX^G6mG5WVNJJatXHX*m&lAuzGL|emAMpd_8O^6
zIihZwtNkP7vzvrkpMAz82XvQC9C0;Lc&=SQX~g`)i7yaFi+o~m2#%fM!rCgQv?Fx&
zh#S^6uQ_&>rKR(TMwapD82c$Q!5Tx_Hc}I;9y)+C3YAKWFLuWH{l`4wD>l;i@G1jN
zy<(nMj49Ng-{Vbo3p=F{&lgxI-o=;O_p-hkAlb$6Z}P5NkMa5HCNo~2QX+UB$q?h5
zDrfn8a)xepgiIVFW5Hmo!2VaRvH#F5q<fvDbBpCq%`*P%EPYR>n*>Z~OC)G?#cjmK
zapFWl!$X%n4ACX4?NG4ya04GV7KBO2O@9PGdxqlVK`x2&91A7KrHK~zab0Mm($;d=
znG|*!M8ApJSfq9H<8-b2sAt|rNsG|UMS9IIGjDoWiiT>BQAl-=$xT)|eL6dJDu#hJ
zF;Dq0Y@0*;&n=sZ_<mj;Dhw$eUrre$-5w9DeTc4AVEfP^?%eoOtkx#k5rtqo#O)^Z
z+5u6l6G<ISF&StUk)@*Q4tsH%dZWvn>tn~8crr^<pQ2W|lbkX^q2FO!T3nY36PCuS
zCKkz=8z3SqEkqSQhEQmDhuQ2MXKyf#RCFqU*Z0_SYploxZqQ`MS>i{ckfZ)8T52C#
zYK2f6Wh6I-B2(lBH;98(LRu){RgPTR`&-|?zZT#21S?4r-v9ph^O?_l=C7Um$Rm&N
z_P4+N?`@~`_r33ZeE##FXLxv+_rCYNe}P1`+il+c?sqd74EUiR`XS!<#y5V$>wfz5
z_Y+yKp^~>yhC&((8|+nkWbK6c_#&P$!qC)xRP8J))n&}hE689#X@8LeA|{FiNzzC0
zo5;)wym~;_7$O{-W=vZlEKN|KJwsydlD{uU`0)+g(4)0pr+#CbPNB;^o<*4sYdr`O
zlZ-53s2Zm2p_M$ksWQv8aY~6#km&UL<Md~)v8_DIf$o6LeLnx2-zMI?Os(G~rRkg+
zE^ubF%tUU8SC%U{u17;pb7QMaUh_Cuh`IKGgRJkCShXimj0B;2IN3J2;vUn7Hppo`
zT9>D2JypW!_2I!jV?UE1i)n<2Fp?3R-WbW#e~i5T1iBhv1uh{H&r(<zox&X&VnhZw
z(x<)Mr`;){W*?;2^ypQqD4NFTi4&OFES=3w>bGu@9UY~(Zy%+ZDTduWj6o9-2LuD3
zFp^}iUq|oUB+2e$cl16MKDx<H)1>Z|N#_rc&Sp8PKFV4!jw`AhsXR?PD)6Q1!|b)o
zl$11z<1!Eq+Q30c5+KI)c4@XQ5gvGfFQ#9jXc`Rr58@`T#gsSbc1F+?155YubO*&Y
z$fhO3mrOcwpH|dmzf<P*PMUe;GYnjKv_8gxtY9Q%k+=J#lwDHlSvn06>7#`90lelm
zPIQ)h?ke@*Va5(#=F$^6Ql-0*ohLynq7+`uDh<BiFY)Y1pRr(vA9gYrYXw%-x3F*T
z*Z9L-!GzSAu^sm9dj$bY^fxb~mIF?e7PxU^n(}0XU3`#d_Wuv`pM09p#yaus<5Wu%
z+}ZpnHR}v{QDnmoaH@6E*U!@ndnA<+?i>FKmbOVpy_d9mlilPParJrjj9Ct7b$p?5
zLuMHY4WhtcGdIIC&H<jyA7Dfs&}y6f|DFGt%x0fvuR}YTz?K$4?i2$HMuH4C+H<Vv
z7dWUdG8flLtLp^PWUD(*%DqS&XF#_Rrh%%0frsjC6NwUmdIy6+LVM693f6HnNyk1z
zM?1n?{#mBV3tYSylcWwXzwZQ(<psU-Ix~Jmt-HXGE}2$tP{~}zk4<`U3O9F@WpOu6
zHO0g74~VooVBnMSx2ZX2c)>ct+a}+~*0m<BeMbpu$5`!;QgkK=l7tuf%j8<mu%8P^
zJo4HIMd`6M$m4`N6l@PAY7<)(Y{OtTDWb(KgivXvUx8hCkgRS&(kHEU>Bf?hxWQgz
zkWa32t2fMJHI;x2CktI>a@Vn9j}0uA>vi_}3On8m<M~%{#;$U^{Tb57O|;k`lm=cD
zu+Xf78&PgYI0Ax1Qu893fkLch$(R)?woS%V2*`8M8{<glgLM3u3-UoaT7hEH<aW79
zGnXKuYm_6MFF1E`BUfg+<TGsrY>G!{T*xw9z0RH13T|TKTQ&#Gi)>rB;YLSEghSiZ
zNrcKytH#>S8mEdn_m9J#muAVGgIJL2Um@jhWB!>rlL&$+AsV!ZLl+?wGC7A#Ho;IE
zr0h1f>5)Xc#L}ZL4AQC~YnO;gBSnT-=tvnO;wnK{<=je@>Yk6L<T-I@41Y9Yz7VtV
zLPXe?IGHh=>@0fz5WY1=n50-%0(NDW$?7MmEdMDzrOartkE&TTm1Ag`7M{9^-|y3N
z1;3}xa$xwCyp9}O%?++^+LTIfrx~o%S8j47x=hYp#^_x`jXFpZh9^}fhGJxpVW&1i
ze_-QVXK*t65XJ-xgAx;|mzYSMC1>11K}X6WL0n?s+jKXdMUS@8=%5)XG%JrlGVmb|
zLS*8jNe|nK=oltnwz7OQRpN`EIrlBK>EHGQ>(8;cxX7nJ{b?>=zD%dn`Re=GY?kB4
zkMo8%yn*@o`M+X?Z*L??!aLvjPCA_qKlp<`$eZ8%=D#%O&k5MRef#)@U-*S@c<s+T
z{C0}XExIj--RKY##UY%aNnX1^mBX0*JwmUBuIZ$56^f-grrsis69PZM_a#zDQfWcp
z3KVA_gD`_kEJUV+8gxi$Ew(!*t*%8YXcKEOQi&P9-DY+*g*V932nB<#OYA2M+zx*1
zlTS->8H*j}$(d!45t&@f1$P=<A4MvCrqVBQO&2_73m!bY$YgdEy|=_?w_LtbucDZ5
zq9cznWu`f9C=9o<=*tx*_qM6#rit?ghOOdg2}%TkYZCbeL<zRPMZvp*Av^eb0jIM|
zq^bzh!(yGv+!C46O%~#iD;p6`M(5~V1r8Jjn2jc~7O@qXd}Osq<5mwfo54JAg2TE%
zm&dWaX)JG(>fWPhy(J2f|7RuD-~r80vg=9QY>8BUnAH3PZ?xLbSNY71qv&qTiQE#q
z@ol6t8LVUtCEP)Zn4NHn8QbFV!6PJ2p1i)!k=&<<{XG`0Z&ESV5Mjgxc{}dt46hzr
zB_&me3tZnC;byf&SR7+hq-eS>oiL^!OCstdallYK%#0YOsHo_MOBq4M$WTnz8RIK#
zw-c)2I7i1d_BMA(`U8r^E<=TzxSfQSd;rTZxt<&)9GvCB%&%c&_HkodW#3`JAAfd=
z2dCC~p{;T@n#GQE<}{ssLuICN6`c6<43sR-J9pDv`Y?xrO$wTiYK>r}rf7yK&aYm@
zdiQs8`s@ezK=Bv{KDWh$vB|;VI!oPAZa9aKiGdOLq&$~Q(BsHdg08DC3mZz4j+UXH
zDl(?Ev3m_f;$i2yBwCC@k1liQojM)Ak4q0rM5rR5ZK(u?gQH|9_B@hq0}0&J4)CGT
zH}H?V8z@Z;5$^G!;UDDn+v{8i4s!n3Du=w=*(T--%>`b&*5K_kPhp7-+Jl2gEg<Qq
z2-+rrmm)}XB4r7Ui=@>(94o=HRN9?9nyHX0Nz7bKDhr-pK?<8VQ5l4iAgYqnV&XW3
zR2{UzE;4B0nI#NNM3~U^Lk50GBpv$l7?Z{VQbhbt?ahSc4C~qiheU__imRk*Dpvm-
zjU=JULB``-6m&`7xdY!kK@tp5c0NTqzJRHF1W`;oNaN#R1a%|=!!FPX(!{aApn*mU
zMNL8J9bA_q`1UTZu6P87&8NAS;i$>o;%O}5vEm-$>FrUr(od3~o@d7{vD{rF+}*^H
z$FZX#w}laJl%MCtaG0+sUCPlmhr7%4GINCaVb*z&;dq>k%wT8=TGGG>E>H>|!{}Ti
zBYMnE53|1Q)9CAH_{11=6NP*};?UF%ni8_TJ4Dip*h?SgH|!tdwm{)bu)&aM(^Mwe
zRVo~gK29%4vC*0!iWAyag@!$hZWI~Iq{taDhf>RUUY-8h2eG0mIuR%eiE5)LI*~R<
zM;@cO7Z7STZYD&{Z*a(}Q&bY7Fhk&F@wys~y-$&7Q#f{-k$evkuaL5~NrVCjRK+Gy
z3=|Pkb1UpdGuRr8r&{Ev6Z##S##(~g+aQd3#7T&kD8#XXuBezYK#>tB8j6*sJX|KH
z-NMty*>aBJC4xArpovKoktQWORNOzJ&O_AVhp{wC#c8s<y#d}X8Kpyl$#OW2NMB;E
za+RFu;ctg51V6!Icqi#p#Dl{f?A|l1*KQC;+jJQwWD?65r<6%iwEASkIduOk=%R_P
zfly6iB~Ku;gcON2i;TXEAv#FmPz%Pm)pzjRD$=i!H79x1h5wfltgnUVc?<>vY}@|2
zIaz-nv9`9xKl^9@41iz!#b0D*X67%=IeYdjzx>O;j1Yp~{oUXFhOhnihu_GutD*06
zxyy~QWI|-ybjXw0UdI_bNnvOnEvb_i&*S!|83YH3q(Vz^ar;#qzd`6%DP<c}$`W_r
zfH6y_9kbl=>BVivjXgv>APHTplumKPBJwq4JkHuiOuN^_GDoSZCV~OuqD98`am+MB
z#S}HE;@L1^MPy8mhyX>ki4_wpoyTf#<o(SIeWi@*Y!a8Q(-O11swJ3idpM#@<WDl%
zzKN4`ki|KKkpZcLOh}}UrJN(HK1sp4iYj8fsK8!0#zv5*EG)*%8|1BJG%Z0&mBx;V
z-|8c95n6&&V>Tm=wO*QhT%n*Vj81QmXffxvPBAt7Dsn?<GO1gXl#6Iy6X{D(br3p9
z5<om4i6y=t68kQME}`FJ%`0&7u4$gTns8-fz^iA{RQ(FA+>fD#yC|^>>Ig1F_%hF^
zc8+=DvuIj@k5qq*O!xOVJ@OL6#u~cgAsh|ggETJjz$Xq95=DUJpxY*fksy?aUMHd1
zEwd+2(T`tA6yHr4K_~39;Z_;=KIMFcQfU;;+vX1S(=@v(U$Mrx!wFDVu8^(x<Z?A?
z9fb=kDF(&__fH?@#;rcHg&l@cpC(nV;q?xo4h`t+##EPAh^!P=={R2u3N$^Jnt7T#
z+a*p{-bbR&B5T{knuQp@hn%?|v-J{JU6n^WE+<ltGgaNjs6b80^Frfp2DZ!icAk{h
z;Vp-*^2}D9i}i>^HHmXY!r~pMewJdeMXpz4+;*7B=TVXlwfYW?;=?p%-oZ%gS?(@>
zh-OV?xN?oEb|-7eA&Sv7oz5P9`#KYxC9iLz;u9jMD=MYDL=FtxsvwFCGUIbxRUTnx
z_bcqkqg*Q8k4~M9o%b^{aJjeKrdZlUs5-i35KEhlTL#jOandbP>Ht+FfQlkaLLul!
zK8_M%1PNZCv*YjM$dMeYHz&|V3QZ=c!6sp(usb+F&7DFsSD7w8&RRHwuf3i`9S|vx
zGih!!6>XyvkVuKDxFnj++TbKk(&oAPJLvYtN!bo>yzi6v-BT>>-i8@nBGdjwV$A_H
z!qg&!65*&V3@ag4G-6FbYC0MLvL933xd%Vkhaqn;J~z$MW}cp>gHX|v1@!m{yx68^
zoo0}Eg!`vfsYORfX(3B(hg)u*yjjB3Od>R*L;w;+B<M<rsst=~3nc!d91Jco)L9}7
zLX^}Pm7+&l@6ZqPr1dsll4diUW+$@AcvWN~5MqXs0lMyxPfLUu(+<aIc*6{5&N5zj
ziNGz;Y|YT4f~vmAc=iUphNQcv;T!jI#h)kbq}UfPLKL#vzl|PcHhh;b^sy6<k|CKc
zo8<F4o_85{?@5%PO{h)~C>9;_C|l;Mu~n0KYn|cbE9C8U9MeZ2@O=Z%P0<@<@WV7n
z7bRJw-(Mo_l*pz_sH%ybUO|eGzHbvH76KI^OjN}})4<aAFqIarc^qq`%+>WDAlRv+
z^sdtuKCXyJ^kGtZOe(39igqAxlN|||w68;F8&{j5k(`9UAQLVUP(qj~6x~Eo1B6mT
z6+0N-Dr)Qz>SO4tflw9vL}#O?k~O!;Y93*4lHLBRSybLkr`1ERy^o5u!TzIfV-u6d
zy_l1c;D{{{K@G2W2}eFp#@I#5gjOeJ5ENPQ??=tgP`1{oh(&C*1Bs7763P^@R1qS;
z)cPpG2N9yEDnb>EKmC`L?Eg0Swjo&8uV3fj!GnKq!+U>QJoC&m{OYg%DnbZ8@PQ9}
z-DcIBo16UfPyaLk|L))YyKmTIw{X`Zn3_)%`G_c_*A<8`Lbp<w<umLi6{gLzkVM>U
z&Qj|nOs01zrF+;WXo`jqAxRw4Z@Kh3+oUov*<1?W57^wQ5qL4Sm8LwACO=`5gfX4%
zK8glH_py`&O-sGpcPdek5|TJ32t&LeLa_u+&OoXvt(wljo1>ITvlm=qB%i~S5tiZO
z841hXJm<S*Hqu9VDDo)l>m+@HPOXR<Bn0*_%b|wWcCq{hQ^OaT7`lj56xzKZ8m%$v
zO$})k$Y~AIMhnYy5voR%9L7!NF#CUqDqAS_C@5Q`^$5>b34$0?_b~MYO#>7Yp{H?*
z3PxHI$795U7#Tt&4H8?y$0h0cC~gClgl;fLFGv`h>Eft9grJHHGWPJgU9?o0Skvh0
zc@kkDgg_9{kA}I?euTaL5ysSKDJz%AD=U<&T~dZm6gCI~kHGhd$dDaQgI%DbOtH2*
zM9zB-&94%B5w`BL*U!@k=Q(g&20iZJ)_olFIw{Mg+8pPG{{sy2k0A5}YjBan+65-`
z>onaAC>|NLN0KBYMuGKi$l^kYj`S$&A^Xcks%?dt;xY=i5XLT`lSCCJ?#T1yk1x<O
zXED_Z1L0F*mu~Em7hNVxA=}aGI2#`4%IHo0LGuB+p34W706)<AAH^5>Uz9uXqb$d!
ze~+J&SNZfg!Ogxw-YjwXn8(ECFmEj!#nfNK(VE=w49?zcl9@Qh?6DRv+}LH}u7~;9
zGf!~bcn71#X$swSM%#~*7w1teLBk5UZ(oL>Ezz`Xnr@oGRFSe&&{`^9cax1|o}1+#
zXNYZv;-|5_m{>c+xb-OnK7QN7(DQ_W&TiEtk{))ZL8;OsjuUD-D$QC7FSKY=ptL{F
zNVZ4w>NXm%=udL3+aON%2xXpe`(Y-XgDk3hTq)FeyK|kp3rlqBF<U!DLRrF0>3q2{
z$(&W=WTk<rZsG<O+qDs7lqZ*IP{?o62@ldtZezFa;KhCBGn?#Dpzb%hxA;Z!=?E<j
zagz!?@d{G5N^IX?bJ=4^U!$*1fPIXeL5T`WOlF=UCZXQgk18B&y+sh~G^5k_O2pjo
z7toc63+<o6+PJ`h{bfG65VNsYLlFwYa*^3|$XLFHqG^DOnHpzL-cBl2AZ3?H)LA;d
zO0^>)?9wlv24SPtpQ6(H0FG+VO-89VFVa#SPL1tR)&qLUVcMCajAb6B5u~WPLkzn&
zk%6G@9wCdua=4$p!5FVSu)?QTk8*6<;E4H4q>YHB-YB)5Ja$q?5t4y%kkGo5Y_dqv
zc%G5c^DJKrP$LJY`~W-Re(KE8kMsCS5uvD*trn9`4O6zLE&e)j`vRt>B9ttN&=E?A
zVdb$hW8|DJAZQOJ2*g2%hS~8AR(zM8-X3u>;5H*6iPzAhv!tX;E?uBpj&bZR3L)*@
z7@j{)D&N6QZQ&^?TqRG+2(ZbpyK^_H(_+Mal(;`2i1O?OXV?rLCh>CgrAp1%V<Ph@
z<}+t8^@vWRgf(!`^<B=k?x8U8Hil9bqt<zB{Yj8r8r>}YhKdmwsEUphX{zdJLJ>2s
zy^p=<6rTAya&|)A?sBs=POF_^I||8)CB}m%$ysS!qeLmWPIcp1R8>J387w15qBXG1
z4z{A=_BGb`6t=Y)GWo;oOWhz=+SH>vkz$^1A_&`0GGpwJHJ~@BQSI#!n+MSg-%D5Q
zL&_qR?u#hF1zx-Jhu<ob4tyICtnc}r?;)Gba@%dUapue!PM$o8Y5vVyr~G}xr$7B^
ze)o5OmvlPK@BGg1eBC*N!GItB;U5OzXMgr*|JnxFe~t@>UPU=|10f>(D38=jn3h4>
zQjv)ZG9nBWR5c-v6Z(UgSh^(f03ketBG6K0G$T#g23<*zsvy8aCJCl6Q2;au`+{fy
zLL{h0gsO;_$y5TW{&ILs5|C&egqDzmF-hM=Br%!|S_)L{<$QxUQHetZq(D&>lEgwy
z3M7dMnUF9^6Aco2aT!bRkv8kZibAt*Ai7o3G*M+hA~l+WEWW3b(L59(NfMo&SH$Bq
zQKDce5t@h*$@AFSCW__&8tq<0qZKjmbW}yfFjTT-jp9g(Y)V5(6p~0loS=vRp|}JQ
zs76fSM#R2>u4^C^gpor_2N-4@Av`2Hu}q`cS!BP7@H51bMiRyZgC@0|0nKoZp7{W!
z@=0>W(`3XK(3B<~WvaaydaWIfj4UHHlik*BB&iw7=^Zl0Heu)^qX0$5D5`>#I)11i
zEEl1ecy0x}Hm=)1*8{9lj!Wwf&#W|<A5wW>PLk0af+$UIFo6*js6{%C9up|j+*(=z
zLu1emu#`5A>4H$nrcJ`ZGGpZ>+C70xe5MYnY~CthI+M)a5%7mE{TQBpoJXyYx5PUf
z*KQJJ&ruITdd?3sSpP*vx1nX<%YRG<>?>xOT9bTA`!uIIL%hx!;dhPK^RMTAf!}!|
z=5D8niO-Auqc~xfnstk*)5CmMG|z?AHFB8_WA+vu5?Z-^)Q($JKUZbmx(AYH$rg8s
z+z5qHTyG4c7g0zyNu)<^e~M<Wz;wDwziUxjb+Gky;`9UP_86helOz^0Y7&Rn7&f0K
zh!Uy|6C)+a*dc|ygKb&((K@|`!Jsor%{#(UCr1;PS!atWYZsFi!zYF~e<SAlT1;6@
zQ86r{M5i5D^reBKsFa*MC-y^R+#(!=G@Dgs3wwwJ0$)Wa3A(A%k4s2%jzUT$47woe
zY!A}xc4n~ykb^#3$pn#I!L~-ou)>IXo|ifqyxtAwa~=m~JTh9F1$mg%ph{)b;)@Fp
zkfd_#v#&AlJWan7Q}<rS`Q#rltlXezZJ<-fkyTP+5koW)G9rk<(pqSmAPNmMHBUb>
ziDg1RF^B`7R;Pz0G9*Ias0sbS0HIA|n+h3g8xnBcEMYQ^5^tg_J1ANfUlyphYDj&A
z+{6ztY5nhX^@sUV`!(D?^dGR3I$P^GoUl#W_R!Ndj_qU6K#4qj#&Dc@n(`Ei@dTFt
zA~*I9lM{l8Tu2ZKntcl?9b(@n@S&UgX)HZWXYU**_Wd6$-Bh91pgeX6GdG5*YZ#`5
zL_ngly!bd?V})$S!pNUO8Z+3sLCP4Q2p88=>2~Uby(M~qNfHU99AG<>Xi6Gnf+8X`
zx`e?dZrB4QAyw2d?HmP5<;L!9G&>KV35D62k5h1(xc%EOlonxs0mX1hm37j&7Ev<6
z%FTU*K-sy3skD)bjz$kn7kEjTo3%5%P`d-ep5RRBcX63!z5iOqf@c{Txk{n9#$I%a
zwf<Xhl8{mJixjmdP~%;qNI{WBWUL~9Sk0p*Rg`#-K{7<5%@Ha^6k`k#g$$Zki293U
ztrWWU@`Lz>qLY?g3e@oYh;CoQ^-cOwgr3)#&iL4B%)qng4Qynj6DJZB3(cOVZQskP
z9O1d;-@?&!jvo0JGy;#uqZ|BCV~bq(%eeSxYMM9gJ@dCW=3j$v8-n#CKk_4Atpo(n
zb)BO}k8<YB8P1$JL!t1^m(l-y!iPWnVgC4!|CnO2$Z!7UZ+_i5Q55n0-~asp{M1kV
z)Yol-9fsjwP;3`MaB+4&Q4*u-3i+%`HY;#a4pHP2`U6x=BMe+Tw~uZpWGZRAKtZuA
z%xntH&<VWg<=i2u;15EAt{|I9p(~Jt5cn~g7NY48hXF~@W-#!HWC6!%fu`cd^F*<a
zt#nA45>-<`Ymvk~27QA;FG3SOrXq;qm>?7+Y5_Ntpybii0*28c<@887c~mVXPHd7m
zjThPUWK1gAz(|@vmoQKXq6&#Lh>|*~bQh$c*EI<S362$F8WC}<5k`>20Rva1=bB{4
zGK|cYP=pSVLDa8fr~^cj0;v<nl1^VG@D)V3gPrPP+A2u`nr<RQo+Pqy`ysuai=qV-
zDk`dG;1AL$=;&sQW<)4L5=8<s5c@lLy)NCo9F<BAkobcZanQr{Z9K1tkS12fCzq>Z
z7z5O7fiTXZDH26@iG{_=H5EsdSWXVxG)aVsX1J)TM;s)8f)Em94?%z*=|oY0sSHrm
z6sndXiCv_uBXEHPghVJRp>)`5rjf=RzMG&aG0X93;(^D6{33-EM25;v`!=%i0#gS!
zSv;RGG%`bG*dtOZtX#>mU6^9RUZ8Gn(`Sg|-eGn}9>SihG0=5Be$R7gzqG)~Yi%Ac
zKScLc)13V5E*}{A6W+5u#DUQ*UaWeY4ew{9dV?dWRc7=)PqY+doF-*WbJx)$Tx|-1
zu1l(`l2^M-=5G?4HcfS!P7vaU<GAu9u|AA21RiZN@+^1cH+lM&&b;Pw@^qE$Jq1%#
zDVR-Oym=fYh*6^^#9fdPwyt9uI_o_J-`UU6$v!!3miG=ou#1s1I5N6IzZ2kgTEtPG
zFbQ6M03l6G0U=T-s>QxLd@eny5_&NaDzPFkl^C6bTs9=1?SSZ!%Ewf<a@dMW&$o%u
z86WMSn<;|e<p-!Z@knBqI0hkx3AGBV$svg945dQya*r@FXnJ$p=*@#2aZ<a8p=#`D
z$I!fMB+XAUHC)F_j}R#qqoo1cw|v}=Miif>QG6X1=O}Bp@F>xXXXz_5Y&A1<rGk+x
zlhIVB)EkWImoU{Hy4J+B`$*DsItLIkM2HU6&TVwP0*2fprC!HUw`g=Vf^dK$B(|-S
zOAAs?NP<F?fJ`F7NXJQ)FtiAT263#Q*&0?#VYB;c>i#jj#3YDDkZ}c7B<vq;GVl$;
zIAGNN2wHRj;yOeg5`#o}Id?5g3=(OQvJ4u11vTEp(R#>8W7j>2o;yJ))gfbE#0xUi
zs#ScigQ^HLO+{4%mLaii1zmTLq;L~x`5s+=fI$~W_h>~nwbm5nAcY}3f@BvjXyW@_
zk|aje4OE#X5H5wHppsLGl?qX8lMz)G>W68BCA4&wd*+`fi7RXm${1o1TWg^zc?O*<
zrD6@!XrjnAE8B-~-5Fdr1l?vleU)x>fPOs9uyK*Jx`dEz5Fzbggh6PKGTRi3Et-uq
zkqd?rqiPZqgD}a`3g+kqbEsxQy0kzkzlKl~s?{=@S|)Fgpm;Y?qgC3$2xhc}s+lON
zgQi3z!e*_J5c&pL%_fRVw9|QvY=SL%6vIUfq0&zdvD0!HbXO621ue-E8!=rqN7U`1
zyIVLk(G<{BgHY%MQHYkf2pLn8d1}@{_KBEk?jP{uH{OQpx_m7y(sljoMwGr0eA^JL
zBuTh-?HcFKo#TZUUZ7g7{)O?mxj9asKFygkXTENJ(%*M{s|ePg{K=p2r+@mVU;TM@
zc9x%h>QSOtBMLR7Fp!CY>-uD}9aK>#5k8Tsk}m~lO8Bw}Qw*V-kOT=xNg@StBnU#C
zC=v+OeAz7}BNC~Ak_HiD=>wb;*h2=22tY;*`Z@f8gwTfs%(R1M8+e^G8WsqRZbzrz
zj`2eaiB2xvLld_U$}XA?s*<2;DO6(^p_s%`h!7IpQVG2cWauKLN-PURjHBopcFyP8
zwRQHkdqg6QZRj|Lq%tbWmjjUC^%9anA5#@bOcWDRIRhyz1VGe5hzQM`0AYbG(aac#
zNg@d{LQ(r9o=xmK$XFo^x+GB(Rq+wJK&l#=VG{Wj6jh*TE=jB~=v3%5M(A`Bgz#{z
z9;J~6w%sHNx+Jkix0A+6s|YoNl#)0akVJii(noa?uHUc_v4Lf&OztmYY9?VXBo0FS
zfg}iAIzffqXb2CT(M*ejvmvS~a653bJw`;HqlH}*wT*6cP>dd0HpXr0w5yQP_Ao1D
zHmWDl!aBCKKql3|?O22|g;WH#(gedq%41yUy%KBpF+}V$dtiy3Wl369DNoL!S(`Mg
zF);<UgM9>UmPYywZ110>q_?<ptHzg=Eq?X*$C=ze##m*7-g9kU_lL`bvdCgO#Zh&f
zYV&>k=oyV)d3K7fKEkG*C%v~vHe2JhdKF6v2>JnTVlX;3&t_wpOxQ;UP%4PTKvxYS
z;SpJ*q|IH{{g^8qkF1&IEr;*o50+1mahEXLPmoGI!fWq%hQzILX-8xK<T{^uX&;;I
zb+Trj2ZwTOxRUx{h+)OU5+1s&F_Np1%la&CR0tytUDcS{mq%B8wzpkOVIqM}Fre-A
z=muSM0n-!1%pc5f<+&P)q9U~nX)Di2W{*$`YV8RQpBd1+DHwDd2JswvZjRBR^Hk$8
z)Fg!##GLCFd2z2vK7qrAMPBQZGcJ&pSJCWIM0y`aCMKm`L8FI4k)}7tcJnTJ>@n_t
zktEp07o!L=WQ^<RT7ssVSh;}apn@MH1n~qiIYlR&rX39E#Xh>@pnAK=<`O}WP|nSe
z%Z}1;R5lGsIZ@c?J<S8^BE#dm=$cCyYQzI@<B;?5B<<B2xy)(C!du*sb$Zf54>U~D
zn4yBH%@T70#jrR%`6BhLRSKnDayb_>*QMXnNZb%jGx0(TWCS8YQ6dz>Bo-!dl8{y+
z2>Zmbk5mO}dJNU65UL8Ou-h6#4Q(=d6<c&rr6dd-hz2O}9uX;m#3DB4$!D)qldnSr
zN2oV$V)Q>t$y_9fGbCbyNcM<?#7spvMh!&<#DPK_3Un<*)g)ctVxy<AX`5`v1Dqtq
zq-Qe}4Y2GE{ZOacu<3;=2S(atvnP0QcbrHUl=KdVr=Q33HL^xPtv1WE8~a!ck1&(E
z!kh2c*s11u>2iTWe1-c@e2GC@Qr*lDVIa`4Gm@0vLxv$yBwwy<l^G(b;S6<fQUh+T
z&(ZP<c!7f#sW{Tb*1AY5A(xU^^hn}9N!-T`d=M&yqDsl~G4uq*FwhJWQ}jS4#DPK>
zJ4ECOg@X_(a^Mn)5I61;$ytJA5|RSXbR>T7d4`0CKK3AY6l`=cU_&MZk%}>B<MleU
zcGs{|hsc^^L~ajLw@6zyO@F|S*C!v{WW^Vp9eo`MAs@K;&-uBZ`#F}Em%nO5zx%tt
zo438~ZGR)X{%u3B{%dS(Y;f+}InJFs$IY8J{{o{dm&;!zTSt!`Mg3cLOaFGjw<<*V
z^*mVJH<wT~6;*&DRN^>c;2CVWQ#6!&(PWL|lZ({Wy9`ei*jk2mU7!VRqBvwAdzf~S
zY@v*8C+K<)L+ycP5RpPkfg1HN!#&#Z6jE0yXV>TrhCrC8=`_MLabp$V?{oHw#nQIL
z;iAD@dWf-{k7YH{%|0D(ifG`XCOvE|B#|zvx{hWVv^xU^y*j4up{W@ZVWKEHxuFcw
zlt?3CXQj^eYMU^CTyd16CrWq&!TN?q;wcC@Kv!G@2~kqRNd-8CNz6h_I@`t%%T#L>
zG~rQ7wLqj%d=*z7z-I(EfEVlcFlKEtY@H)#?4T(DfgC~8vg~=2q=bu%U1Z!q=Q>KV
zjf_E&AyR4>x=x%ZNU0$d1w}|C84@{4%qX5xCN5rQIDHK#*<eu5Qmv&4l`dmtA46A2
zf)sJ662}rfWuT{3dbN<P<sO|uf)Mg$y(JPvGC;^a0*gduP!)?pQD@|UfhJTGAVGkk
z6JoKoVG(p&%pPj6x89<?tuZ`okjd3)v<tL%0(4!WIOj3wcG$S3Fpx2`l@plh>*UKZ
zy}>9+;u7`tNGT4!HjJ4)NMUl9$G-3gaqC(3&Catn{Jm(~PoQ;{*gSR*?oSBr`~4Qz
z8ZjR_e2r_~Wk&iguN|Zi&#W^NN_44l$Gst+x^)UWuJUO$&FNN|RPYi`(#PL_2YMK?
z;~e9*>;@C-&(oVa!nvtC8F_M!YX4b=lpRw26@sur5DtN=5)QYiIEzf!4*#+6I;Q%M
zW9~f9a8FQ)LlRZPK5!Sqy2JMB81n}nXL-AXx3xukFaU<p^2g{$0U5W>xNUH=FPWJ*
zz=Zu-b{qH8(Qm`FBt!WQMf);sZ-^wBLvuH25+W=c6%|iJjEt<J#2K0!7GkhO+I)eP
zJsp3bFfp4$=o&9v^)d7uM}`s#Il<<Zh9_q6L=nfBB4;{ix`EW7I`Fx^UZo&nMhZ8X
z9J@>=Rb$ZBXw?gJyh+mfE;Dlpir&F@TeNFq#L*->$~|Nf6OgowG#S|-qwX<rc#&{m
zGw4CT?c(<%ynY@TTL__pVh|xvWrx0E@eBsr={#hM6t#pq^%-t$e1TI*o2yoe6J>>Z
zw8oj#9;Ua7v<$*Xpx6^U+p2JJa1~oAQc>qg_L}4qkBR(%{Sz9!u#1Qy#Gr$og^l_V
zvQdUcuZ5L#u#`PeNAR>c+~R8(vA1arHgN|n@^XXi`WES_`x&2d=|&wqe~hhqk)@j*
z9ynFUPcmG*FpT3TWO5m1_7BLGo<#N<Se-6W5E8^Hnh-d~06{{M2!g;MN`~;HN@B%S
zO1n6=hvx}=PbUm*!YD-;nJAizV>U^tAw)4U5xB8IZ;+<mHP~w<_#&p1>63R7_9B~}
zKZ@*m1l|s#V*#fQOIm%4g~d@8w<_cdqs(Mg_8;0J@?(~-S+qMLDb)r=A_R<0uaV0)
zxpj4p&OpaY9QtvZR%Ebc6^N4}c^U9McRY!R(wx6MgC~2GwOwKq5-I4%7D=LFBoPWe
zQc2Ktldid+t?V07a1rh*kuyiqSs>rLfR$J@42xBFo1x+cN6TyME4Nr_4b#~9G0qoe
zQOonpYdQzJOZfdYdb^)MiF>5VCz+_gUTufw-Y!}q&=i9N9alyaOIe0;1#Y<ptAURZ
zMf6pJrejeI;85r=NQSxE?z7YUePW^VAEKN8&-7sZRp@j&UnN_YE?puBg0GI*w#~_t
zCpmNG47cBYJE_#Sw&VHV6~2)q_pPlh-t(UK057Z6f1`@-weR~5Iy+Umy+i!L(jvC&
zGa{#%oT_p1a2vdsPAeogp6Akw2E$H7O7D{hiLUoaI|-WT5`>aYl&2%-X#_(!YJ-Zh
z3{l9gs}pM>({nmY%_CgiJV_`<&{GG{l>(yoBAPagAxv}xTH>K59SrG$e}j?q9)*z{
zD?N>rE>IK=g$@%*2chWfY_H&Oi=ID1dr(D_E#f2rK-V<JCyO8;(Iu4$2UUwfN~BaU
zOoybW;<*Z)R)pJWB7+b`pTe1b1iNybPSm8nGsIA?ODa<*YPhs}1{u|7GaBLxuH=+m
z;`U4*Lv*<^C?bP-I`JXG#Nk-}0$<v`1J`qj`WrZEz(gs-ct*jHF71Agc09_F{4Ew6
zvkcl*vPPFmDMco2(DS;q+Yu}M9deOPQLmt;ZBiqPObwq!kGJS_Qw-cmlF%gdCE2`3
zrWDfL(pl@w(a(&s(pu-)LV)Mjc(`_kVZTMHw}O-&QuML4otI0j^)kdgpiK}Yq^vx{
z!)ctfK!_0EmF#uOXho<Dt6Y3)4dNCjP8!4symYNb;3iB>3nnJOZIp0>Jj;92BvHit
z>^X+)KI>c4WSud7Ik<}-7`@0$CB>JXc|8R!!stDQmACmsZ<OZHn|OWiNffzB=HV=Z
z9T#OI&GpV>EM_BaW^}UGZ_rO7jvXB5yOSIX3qzE}1>7XZE#(Xi{WSehW02frCo|9V
z@EVzT3;T!v0pItDXSjarAm_Rrl4u*@sEFA*skp}2?hS%g3Zu7=J5O4y?+T)Di74vP
zOH|g(qpUK5RXdLnFY~~`E_0(PHeTFi=71oG3S3`&1raW>TV==w(<<SrBM56hT7Qo~
zF*z{tNuqd!)!oD3MTDfV)0>P}HfehW3`Q|Dm5Vaq`np0f8u0&l)iRCc27NbRY3~@J
z7c!cKqj%T2@zNpkret(v8Q&{Vtr@u8J)&fjbgoK}3}`1=oVY|oyN!u)pQ-FkT&2tM
z-~?B<Dp<QMv{)k=Y+z&|U&>>2n@pA?3Izq%*x=UoT}&kd;>2OEqthGo=>-9a3~|(e
zV$R1%X*iiQnVgD~A0VZmxml#&Na3VfNFbIbp&Q}$y9nVj&||ue#%QKM#;8$FtsoN@
ze_+$=<j~X}S-VPN8EA$e2`yYNg=WPVMnEJbVPs&)61UnJWTY}_yo6E^bT_Aodpfm#
z7Rz>s(b@AFj2XLR%r+`M1DWHNKf!!vnW#L&@Z>NpMdg|GQ{?vsSRqUoD#$>=9k>in
zT*t|F*jjoBWDH4&Z3*IV9ffDH?OmL7163OU0-;J2%Rx0_;zS|#1xeUvVI|MAyHg0o
zCJa5aSRo@6UU_7St|!=Q3F^%lRFB&ZoTrlU>AO09xJ6n|2vr47gH9yzqdfZx6ZE`A
zOiLkeCv>6_WMsY^&KEj{q7w{Y>BcZo;Gl;tJ{f9a7nCl#F-*VSAeD`||L8S#H%;mr
z1~CRM85E(AElB3)c34{-qEpLLFfD{?P&X?KG>80Pg>GcB73UdP6Id9OBNr?7knSo4
zy-F{!*)b*w$kC5YcH;rUTVzr*8OvsQQA;?dsbmOwS2|&G@^f6;OOw>kFd_=n8y`ZL
zCUN;*&Wue`+w}-`SBVpys#Ixa9OBdnX?q^CG)rs+bd1Niy}M4v>u_oPGJ~*(CIqTx
zf?-l1$Ao#5py%TD*131%!nekt{~7*X5Uj675CmMhbcu84&hg@lFVbqYzB;BT3Wp9I
z`l@$pWMt&O-$B1g{NE|l@ZxKKk9>L?l`o-%yYzYvrE-hfW}n4dS!NEGv7$P0*Q28x
zz}1eCEj&lYav8|GdAfO!Ytb0T^q9%$4;hhPAY-}2A|W6_Dh5)?u-nV?_?m`U(3rmW
zHhQPOkB?u=k?$M4a$Ch+*?76ljX8`bUE0xET%*BAGRcsuQf_>nqetctLg0A;gKi7A
z*Txnp4BKTfTw>l|BjrpHi!9M#k1+J9_cRPuFh1NSm$#|c#&F|%L6MlckEw5y8@+{-
z_8<_%MjF@3U}!Fe(Ph(1Q<6T*L6a-HA%|8AWG7-$QlXnTv}J~z<sh{j7xhsl;~a<7
z9X{8dq|<J4Z@$SVmd0=bftIacI3;wwKqOU&Lo`jHRFIr8K1w4lAY=*|!gUvx;}@9R
zDdUi45DiFtAF|-vI-=Dh6AALE0@I_Cl-*#hwu!0>(vGCt&d_e3#`G5v@g|Xskcx#w
z0YXI5#|s6BGFd&3L?uB**E?9oHFT|mnmdK&Uc&8e(DRa)6ZDlVxlEoy!6ubfP)tc+
zDx7=PNBYYgJCmm0^>L+1Um2n(4pS=D3H>GPWCzUvfIxr02#La&m8}EJ9O$sScbE?p
zPVvs%Q#`g-Cbj)Wgx4Tt7Z?|hbFqDy#eR)k<^+e!Z$;}rMW&czVOC*$Bg2<>|B!AW
zMfn%s#=_=h-t~ni`Cr15JaYLSu6I=4kU!6Lcb1FHlTD4HZq=|Xg^ZOV8~RMdeS%z$
z<Aq20FJ~8DE+Ho-R4rsEQ4^1{zQ=)FpD5I5^-J_b%)rQ@NQ;a#NhtzNuA$HXJ;lL&
zI_YtP>zBq+)E4tI7kTzdnVdIF+d9dt)x>q)Le9U1)EqLlpxNzE(_i3d>H^pL_j9p1
z&Xk^|7&fufA(hf~2qL6Ef}u^JiR<Xv)7TSbq*6vzBuEIP$)&3^RLmx0!vj9GUE$*H
zOPm^m<E0kG#H3y;Vkm7a(IrwnR03MvgeCtzrl;<t+k-gB;Ta`1!jSRW=gE6j`jN%x
z+({5B{n|MWOm-3a2A*qD+a4l}b=rLcotPMtPUKKc1W_E}u@1=|C2PRGIh(^X1JZU(
zx0hynH-n16(nAa*L`V%K(GjsutE1BIo3z?xM#m=EX*AJgk8HYtW2DJDkK@TXggGFe
zUmy;$tglZK_&SCe^31NnXsXSr;fv@+9ltiu#~KFDSF@Znd(0R)JTqbc_(@h=!I7jz
z(pn&Ew?H?@?;At0J6yOtPPa2m#>|q@(*!|?>o0M9|1E@KvDePwC2fYsYFs=w#6+=7
zufBnw<Vei@G*yRYwu?2CqhzSa&_oV^m5*bEFJh0}O;UU#In~8cBfJ<4EsZzWqGDCq
zXbYCx9TsJmVm2n}hV+^}(#B=pcv7P!U(LUWPZLI)>^EE<_FJ6E#>ng*cGQ9};a2nQ
z><;qu-74AM6-JE)ZfBdo>(LJa22o5`Q)s4(H0)u5z+<S<#!VMlx9+6S?sCWM0%OH4
zUSH=xYMmtVY19*TtCE(h(#Bv_N>cVK*vEcs#lce~uHB-PT&0`XwCvkZ0}DH7QnWOb
zBp~kJ!VH$^#X9XoCsI{*Q)$*hgUPVMLCv9{#_U=qPZVBaHuQOYra`&5Oe410NKKGj
z8D>;981!5MBVw;);2rrc*8JO;s6Ity_hXFbSIL-dqyU+y__0o$s8pORE1pj@h|&EB
zL+V(niXsw(VdB_D#vgz7TV>LLzlQ|tzsAj*H^1uLT3=uP3u6-#6TJ7m@BQy|vTqJw
zD>VA{x4)e?z3EMVY0hu|_HXmK&wcKj78-r=!GFx!;>Q_Iml2jpPfxMZ`!43KP4;C!
z1hU1I;2+V@PjO)QHxaSLrRLAkr^F3wla9#JMQ}5>!u*)adybw(y>XegHo>RcKf*)%
zo+iT*sbCkkG|#81-_2KA1KLPNUwM=Nbo=Xx_H5Q3*I9q=Nj6^iV`9(3v|fj%PviOv
z^t=~H+>0EFRbthoX9;3EAdx+SWCz=_xx+eul1O&6n+z#7!!iqg3ni!_jB!-w2#RWu
zb*@q0hBgPu%^qVjGSK3HiFA|1>R_jq$+mWAsd=72;Y<V{R6E>P3puI^QhAjyG1++F
zmF(VmH_7Ke!&4V(1gi>XER&+HGHeMZ&4f-;;JMZa`KgHU!;;=^$hASp^M>G!_ufZ;
zp+NP9%WK7B>{X7l)a|poS!KeQMGd#mdr)(Fc-=lX)7#|lxtEFd414+(-Na{Rc!(2m
z5C4hBDYtZ_R$#f;q_Mli^=O^pc$TbLVRUGkZtDhdcMqZfQ+3Fh!)R84BsYN^9VImp
z;PmRyREYZy!C(*7zfQsks+Peq+Gxowf}lyq?b7MDh(n)BNn>I<MWjpi794tHnK{|x
z>N5r^Ym`bpaU^MUC3RmT7iaL3F<v<HJ^Wbse!}817q*6Y=otLOmjdo}zmwANVf5`)
zoOFgc{Y5^seTlkX!$=Kt=g?2G-TM^xnIYFQ2bq{1VeE%jc|soM;Mvdd8@D<vom*nW
zk9l?cBh>9a_l{lSi^&<Th<iwnb(y{pa-tg$S`{{(Q5qZX=j2d;Jvz_lwr26Y4z|BY
zF03OGm(ybbX&G>CWrs04ppvwRl7z@m(ef5KrH5}!Qt~xqsIk=^#Y(3+cx-^_th2c2
zF;%W2)d_ml+wtU4vUF%ki?K?~*{fT8Mru^@Ib0{;yNo|&R1wt7Hxif`oYgIoSjV<4
z#wypa^kv%d6a)1^*1HM0b^}-BI6IuDq^$F1;|5!d@VP~sdyAi@Fuu!DdI-TBzuqbE
z9hb_KdLei_WR;s_w2+KdM#gPw{aeIZmeTmWXl{TALXz}xs?Hp<_JCHqgBpb7R6)+U
zK`pvPAXUbTHI{B3LDQRfvPrewWw-5uVlZqqm@34~&4);#vR759S8ZJ1Vq~9SWXxje
zqQYL3W1*|jBE`{TKTa^%rri7rj;gS!O;B-iOl1PjEw0e%hafZxy3NCLPg5U^vCT=Q
z$95UXJdI9>lm^o4;P-me`!@Bhm|l><G4+>I5)wg_NCrs(OVJol*{GI+Qs`0{4k@K$
z8XJO*1qW406Nx<i(4g<OnH;ZE$opL1oh3JRoYBk*spJ~E5~F1$AAHK8-*vgF3kHGD
zP~f3xHp0r|h&<)+GE?ye)!1S!3P=eJvwT09p;wU29Yl+ph{0v<EVo%}7pOODNZDk(
zJVA`)()Kkj?k=I{icE}T`OcXI($O@VjS*z5F)`XjvtkBro0?u^pzddYNAJomb4p0N
z=M%~_?d$=*GFas;#XdR-kFNL>1`3X}(3L!)ViU&+83EB~juj_Op?-mG*ynOLL(0r@
zn?6U7M64+tTFEUc{stpq9aWJ?Mc|;}prH!|Lxkw`h((5hGD1^J;oA{e!)I6|Sl)ne
z(59AXL~(+Z^bsN=)?+%6OG!ASv<j+Tp&uqVnGBWm217%8m`+5muM@f!MoPiZT@2Ml
zNJ$hJxcxL<FGVmgU#?h}35k>h5yYtEQa1IrOQ?XG$`Pp!xDjf)Ogc)q|LO<6m1h0#
zKf(H1?C$P<HA(*3wQIz2%m+XC!T;XJ`iAl61ZsGAn1BE8|NUPG6LvZs-u>=()9?4c
z=~g-QS2^^P5o(NsAK|D5QMgIdIn2;-na8&NIr;LZIHmtF&j<eqUEIxH@hXodCAz&F
zV`T$9<6?SK*ogsggp@TjHR6%OyJWQnzPC*`DDh<K6t@NzlZ{30_}(<HD9wD`Gj+DM
zc<BRw$ojd<<lPA>Z~qPk0(Msy7@4vujg3(p8KXElhV?aJU%9jmpM4Q*ou0Z&>ee=*
zJBHG6>5DdAu!S=4DcT*>IAmonLtqy$W@b5GIf>eWHxJITof@O$v=OV<@!b|m;v*+>
zBzA|rhQ|k9Z*$TvaKv}m9iHRCbq6(D!aa5Z&(1LLCBcntM*rlqB(J@nZF8Khn>D;$
zpK?0I<U|Q2uOc#n%(I`RIenP*%na3fOxp_?xqFk(UV4<Lt~^at>tT<LkllZPyq)1l
zWrjO5Cpem)NBV-;2lloJFRzgK{Nt!8o!!ENi24rF^N76=>4zk7jA57<x{fwhe!0qR
zHiNVU{!Wv4r-LR9{BjX5zCkr|xOM3)Rwz-VjV42)v}E6*DfX!aWH(LCbEx+ejPg1s
zbI;&MI`x|oW3wIFgHe3%0M{2*h~fc7vx8K0wzE_09&pIZNnX?V9KW@Hk)Ivp@v;j4
z=#yP!D&j5SPg0ti#a~&XY}YZACQopPYP(Lsb~&1RfD6%09x<-59aM0#$M{0}%e>0|
z0>5;9AN}+&JxwQ<8)sxQ#U17Z4}~A*$-#hjbdXu~D7E4#*8JyjmOn*TpCHyo`N2b7
zp5Ag;=^9uj?8}B6DR`)H#AmJv+8Kczu4B0!<nRnxB~P}aAW{kU=;zsT^Q<RjO8dW;
z^&1~0Y+mC`38oI&WD8w_o=+jQ!k{<D()tOqxnV9{+vK`_gN_i4rPA0=j+AL3gALB4
zuV5Ap?7WWKRtcI3YGAO}d4QbhF_hoNump)}AypkjglV;CT17+-hNG|G#TpBZd7ivA
z%E#`wm)OZLm(Eex-DUoK8@1L!l{J#oE~UW+Gl7keUEHvW8@GuNV2zW{-9gU{8MRal
z1l7Jp)hn=n-*vpn9Hn~<h88}{+G3N=PK0z*NH-!s5>gxvS#K#kb-jY{PoQWH*Nrx2
zyhbJ1rF3Y5*Ug1&U*9A%JVU5esP#H{$|OeWURL9)936PH(s}l|Eiy@u2n9)mOafFj
z#1;)iv`Y|;u-Chft}B?%eTdL+(QN0*6wk1uoMOEflBLQWhZ<;B508+P5nu=xJDng=
zX|}U$RL5!UrpY90q-auW*dRT0-Dm$HNR${g6`*JdNu1#OF@qq+PXsf$98o6XR@bAt
zE68?>Xu3w|wMe>kM4XV$j<ORQ+^jCMB+K+<jz|e{jF1_Ta5!7w_|ybvHvwk`(<$JH
zkall{PG^aIxhbYcr-_70v);h*Yh=?Gahwn*KOjzGI`xD>vqYm?Mlnqs84)`M-Rb+-
z9PFc;idne%euVV6J2ywBt8ysSr{3&PHv;ODc{1xB(`u1M=%Km_T4FFrVr)m_L&YAe
zn@!wSOit<?#9>q$!xj#ntf49iv7W~j22!dRQe#hahz+0H^-X4!CMpWu*kV<vESoA~
z(BUu!b7q1jePW>#$uwbP6L|?q?BT^OLLU$)U4*JIo=T%6F+DGYia?}8;)aPbD4<dx
z77>ab(~UIxiN?Ull8FOskq~MzQKHeUWpUCf$EFj`UJnVnTO_KE=cKVmGK>wkc<?j-
z57oi?^UAmH{Lb(EmL#nY1_NGt=_T&F@4mnFT7Osg+Gfvp-gzfK{^LJRKA)#rt@7)?
z{_EVhapP~)?0N9ne}VY)Q~2#|cKWxm8a+Zb)#0%D$J_|#$y-+lwG%9O|ClRAgR6!?
zK#2)m$L}e4jz#1P@)^m@lw{uw%uK>?<^S5_?1I84pI3R!Z87&8Oo;yd3z$E70+ITw
zlLMs};s4rste^YFG`;@P@3(3gpZ_n!GKF;|i*yzC#w>=%+bHMHA@<hT)TS70w#fu7
zWTFvk1~SozJP&npmdww;9lO4U@#rV%H)GPTzXK&><CphgEUbbM^zVCsIG_KEdxtUp
zFP<ZRVt}&Oz<t~6k!k1U!7#%3%6W`)m+>FEoAA`3|MuS}@K6;MQ~T=^DWfkgpug{r
zQLTu*(1u7Ng+eUTxLt>SX_&CvCvJ4fOczP*HE`4}B97?bkoX>1Jpe;P<P`d^c>|?W
zISQ9=(cX6u<E7`&!WM}H5i1yj8eYSpAK7%h7Ng1w?5PJ3b&biXXZgdI#+hh0fr#|o
zE-U*U;tP#eP|*Ya;kn-+%1AP=a~Qg`f~s!u<^BnN?};{3;S{ODac<K`={8*sWUg_u
z>CqM?UP?bmztZHj{xHqKS2*c3@H-2fJh99l^!^hos?J){K;-whCHfplHaK$EUFdC#
z2R`~+^p(S0RrhnH`b8YC%Vwnusvw)5<l&hG&ZO_gj2v!w0kuPU)I(F8@3g7!wJ1H-
zB73ckThs`;lF{xuC-Pl%Ven*k5<k&6e&T!ByzvKA#5U!iM=u#enzJ-X@rv0UQfUR5
zyTGt@onA1+*}@#p-wc^A?P8|yWn7ygnVaXvWS*o0e|pYjYtZGvnVbC7p%p&bKhL#J
znSWxxjxTQ(Nv`V%z0HB_Rc2E+_?6rbps59ZXzM*J_%n10lRPqVlX7*77tUIw_dD#r
zqsQ-fGknz3`Nx&F)BW&(%;pW0&NdM-QWIpO2-}Fr*aJ*+2i2&twbaH<B!irRpP8e-
zUB&G0a^KM$3%9oE^*waQAvKaERrYX<0Xw}s*ESA9%c5`Zusyg*SM!L>aniQK!Tl-J
z%_~@Gi$k+TK6SOv{6OQ{@dvnibe=Q2ArEZnjOsQ{y~^^jQ|#_~JSsoO4;?<n0e=U-
z6*CxEl(jXq-YPU!kbz5APO{_9;z}@t#(_zjY{{eRLCdi)!z}B|8VASwG-Q+iyjvty
zb-7Q!#YoyEQ%s@hCYnf46&FG<VwJst&sMv{t~|}^V2xe>0!It?VYixSiceM!IDORT
z#lFfA5$S9MQnI-ev$UpD)e@3;m-OsGP8TX@r2;aQL)mCxSUNJDAwQMEe#<fXZlA3$
zU!vPyK;wQ=ojXW-4TN5!QGEe(a~G}GM;K|$+$iNkRs1|y-4v#yBOHl$IU%-nZf0Le
zXGz2GZW4wKR`xc*ahSJyl!69A>(EZ?3>VY%_UiPST}JH^yHOiO>hz^fwNOCcE|5wD
zCDY_wb&F8F3PkkdG~GBuY&h784pEJ?8c^1ts3+u{ENCe<(773SY$rabF$XAfAjp!5
zJrq;J5E_HLhN7FKI|0(KV`x1LEkPzBiWJ0=N*D>8beg?R$VRhAAOv%zaZ-lGuGeHW
zS7R`*QPVSA|8k9bdYAlR!J7`1*q@%`#le2kPfm~<w5Viusii7hnVR7B!5WVqALmu2
zXE@k>o}Qa!Pd&!zpZm{$BRllp!nX~<`kwFk9su6|{`ddCN?`QA#<_Fn_?2Jz6~Zt?
z2!U<eU)2XorBeL-&;R^4oZSBB2tM{t2$K%NTSwX0hISXN9pfIJrrmo5i|Y@;^a}YC
zD%pLn#I`K}qAzU#puKY9o4yYJH!h*Sbsx&G^H<JGw)=#iSjK$kv2S{huR=;h5RiQ7
z7RF)?rPf9IfNdd?4#wVN^o=wFbDB)hW6-K122FHJV96eu5fZ8nQ96h5wl@JOjMX)y
zZPUN&UZTp-e{*Z^-#mx)ukJ!!*~I?HqxcWqg;H;!UtA!#>jc4FC*WIH<r;ly12(JZ
zFP$Yd0^XZmM|5!RtK&%s?iPffyMpofQ}hZ`c*YRUBlFlZ7RD!TVVyA%S9b7ro0w}?
z7-&NzR))0W6Q7==-w>pimI0r{4^UkXvtl4h8fyP0%H9$$jP56FNYaBQKPk^pc4kO~
z!G7xsuSkEK*7^_+t+biC(<Y8~G4w3!sWS{WKFN(~opXDK$bIZi{F!MAx3;N!lDo=F
ze5{&cEZL<Y$GPS-xu^6XBDce9hJK61OGEhK2*36EqePtvPK1)UHA)x?bRQ<C_tA(H
zqRM9(`tm0@;C7L!AWWyo9Ij9ptWl505G@z_E?Jo%5(PJB(kko3{Se1>QQRKg#wa6d
z8$Z#xsAt)7J+iUIgkGYMT14#x_|ZHf_ubs^25gh&!NMMMafip1Dz7h>Id?0;dg~_R
zYahlna!h4y3Rc1u=MbOoy^@=4$p#9C$0AOR*nD|qiX-NAeqi`2Kf4{!HQ*0Y8(h)@
zob3u3Mdg>Be?Yv`;H}*cl5;9tIQpaPudFZ`e2%Vmko`AbWN~$jXP@2U!pR(Ox&IxU
zN<T$~KgH!VtHBvIs|g2}o}rZN;s+}IKqoXb3>_4`%j4HZUT&G<?*Iwb_!I*t;+0m1
z^V1KL$@i&VOX02Pl%0sZ?q!1FWhRd{X<iy4UDZHlY3w%fM2KspvD6HP4hOP54&JWv
zzwY=rwE-t;UHs8$wr@MdCvJR&?~U)^0d<O@BN-~3XFE8+7jA`Yq!&q_`#jUVE`15^
zWQo#ka~vt(OT6x2_3P+<mED%jPF3UB^el#^VWc-0ow&}z&4XOOW)r#|!ZJ|PSxhaD
z;nzvDJ_F5V-n>LPuTtv{(Mcq2zlKXfPgO|Cm_pDaBO^4`Kv4{&B00Q2VR<dXi??c6
zg_zlcf^ynGMhfe@Dy}y~(HNzmC@2{P%jshq+ZaZdL`uR~XKky<UJ{ejbsR-OwGt2x
zL1P%p8(@wV$enCsrd#N74|nJ=|0jF*9cEWmE`I#G_vv+d&tyt^FC>8!k^q5(-a`{m
zY$%9a(2L%yqW3E3&w?m=6-5*U5rP3i3%!ISr1zdoruTMw-Rt+q$xLQ4?aa)XWRk4U
z^UU)k=j^lhI%oFm^X|3Y^{z_u<&^BR5ZJ#FdsQ8-8kKB=n>3r3#w?ALun&R?hM)%m
zwNz<A*4jLH!(L1#4Zlyv6=}1`CX@2qqf~9#MztjqOGsf1CNee92^E8)N73o=1i(*_
zpc+MQwGu!f6jcx=18y^T-3_?v8))+Su<C*&T|OUi<E`ZSGRR96)at5mM{3BZXu(b^
zo^3~IscB;W=1Q8HTQS+J*n??|O-jL;mQ9(*0|6Ho6y)>9(Q49LXL8uIiNz_|tkVv&
zEv=5$90gOI9(}nLqo#7nbzZKYVa4JyqG7}v)N|<hDMXCBm{brVq8czp!bIIx6jecI
zRPpB;sL_(KniYf)jQ-_|3A<K<46uf!va&K(u3X8UJ$rDw-6SU`GkyAWuDk9!($mxX
zy+7@V$8eojguZ+Ot<$b1Wz}!-%)SmSD<Ae8frbXOi<W}Eb1)Qs^$2Rd9o>wc1B{-8
z{=N_0yc~3+l6u`Px~GZgu11W@$MpLcCyH#YLsWVpXl0AdK(N8ff}~~~wbkhNZ6Qn$
zuS1U`If5`6p~;QkHU-m#<1p{ri_qy11_Qxy69|kR3vo=%Z40nsZ#s;5^%|l%8H8s}
z1XUgMdpc40&7&x37Id|xu<-y!yMn=?BXISFXt|k)x)%7;YADJ=x$GR&a2Rp8iO5U)
zFfPeOcOXRg8|R@vRD)r|QM^h9$&rl&GO}p!7GmA93v@c%S;aU*P2e=4+I;A??}3U&
zgu{W=S&LbBh{%{+)aqLHw`B9))M;3(I$VtkQC}n1e0qQ^M+mMv5A*w<pceSh3iQx2
z6@Alc{EM!q>D^WWd6(fmP)Nlq|019Y#wEA%GglfH2n~JH7Cg2zE}OZJfKtrL(iA3#
zA|!eCaR3wV<z!(oBoT6_;Ey(v>}(>(V8Botz#Y}m^5vx*`qwLr_GV$uvoN;)5NeX0
z$l|e#xOhDFJO%e>DHMNDiqqAImZm2&_eGj2mLVcZY}{SXL1#1e?S2ZzWsz!`j?uLZ
zweAQ3`{k4dG>+&~NOBZ0F1nV<YJiV|H7v}_;%JqFg1gV-bEPjbBRP+zrgeO$c`qTY
zm1buKGYwI;XD-0Xc{tEWPcxBhf0K1(MZA1?60Wd9ld^}q>>F94hIltJmlyq07^mOK
zm-#F8sWXWzya?wJ6Q$Wc-l>~}E1bl=X}{;gJx96FAHv<5M(AJ(Ek$;!ZvF;Z<za5B
zd7orYGa^@qNF9yhYapP{WNkw(TlUm(X|RqF=2qU`b`BA<8D}(1xn75=)5tP5GFjQr
zQ@#<DnFS3Fm3)JTYo<idAIL;s=3&R&3=S2*ZH;4jGQ~$=*FnavdIz`Pjo*?@v>=Zq
z;Z~N6QP_XjLQ7IQzT_~Xtdyjv1tE-#8R0_>sjS;xjXB`OqH|y{W)s$>5Vq%`vs%dr
zt0b!$Mw5kr-HtCa4TC=kV`B~aa6L_g7@4sbqoS~Xe-5K_j2t+eOh6>z@-%@>4{42r
z*g@DG<=kAs?q~o@-Y7;pM{@AsK1$0DW4GBzOHIe6g*ez!i(=3-MigT3DHJ>Xq&vK%
zB*DS`8s$-qqdGUKV~i}CRE)F6imJ7sxB6p6RMGJIOjNZNP~pzRfR2%>hujf|2>Bc|
ziwO|bp*Fb@QH_YnKu~WY;I*I+H&QTWFC~XZQeEXF8q&}kjF_EHEa_?3C)+XRn=l?N
z!?f=J$|ZRywPh$JWh7mc1gQ>aPGQ%CdHkeiJEoFWZrY*}DNd&-JA>>dFS_)D{Mk2;
zt>JR~jfa`88JY2JIk_1bc+MTeE+rZD<Ac<x%~UIUNl(=i)TdA#O=U{Hh4ZFZNcM-=
z^IRFhLlJaBC72SxXac<!MNw3Q&V(tFPSg{n!cl``WHxGP6G?Um7DZ^Tsv}t5z|2Xb
znKfk&>NQs&nj2``QcLvhGF~+{P-}K!F?w<BszpnVF!Bpy$i6-w`;lfAuPsCIScz0>
z_$qW9a0D22@j|rJEDncjC}`coUh5?Ov1<$u?%qmTQiS)vJrS$JLy9iQb>sgtq1S5}
zV4VfD4_6SX`v_0orP$Z5z&ra&f@5PrLG*Ad(RI}rKi72#EA)?j=;rnvBy}ge@-S+#
z6Wz3oUbl;UT7~dMFkC#c-^VynbYC;kZS@!~EF`+lMJNmhJO(@tBL&t7<;^PdZatRI
z6%G;I-HdkBgW;M{vEr(cNL)cxN1Xz!lOXicA#~$X&`nN5xP9=+9{6MzdY21T57E{j
zrU@CSb|b=KLfEVbiwVsS;SX!E7MfAaZo=b=h!z)N+FFhl)}gpv7?nCa7oU&5vK7Oj
zDpVTrnUbm3jU!~SlIGq5Mm=n=Bc<VOOob6bX}O5HMw;qPU`<9%PlM7RYTaRy3iI*j
z7vrpbgTRC@pr&p|Z`gu6|7#?__zi+HzsR2FGRgSH92))@rgG<dq?$AWLeJCTu}raN
za<1-|*!0zuSDnkGiN&n0*v@>*1S;yb;0)GNsp+Xh;5UFdXhuyn<I^WmFe?e8%TLr7
zpk{wHn%+V3SC&zbav3hCo0R4wr0i~>Hq(cDZZZX`M)t=gsQVyj&tT7PH@<u;RHssu
zZ6(-bMb!O;y?!HR`?YKq3i*~|g1DI%{D^#`gAd$CnV*|Ut2c#_|9ya_CJ#S-*TAlf
zFv-(QxIBK&G5h(yBOf9x1w^85>Owix>x&qb+JL6c<b%}nNp7fPfq0on?NJ^JjG;m;
z;HFU}Eb_mFQX9rykWFjWX#P-j9<6FJH{}O$_;NTT!aQ8^7T?He#9|)DLhoi8LUYI~
zE5%$_g-%td@S17PNM(J|)sUBsTlg3gJ-|hQ&9o+s#g#gRyxMi-9o|UggbQgIa|0uf
z9>G6#GPQagq21dk_~;Gl(kEi{ucLYsc!CxxFSw8udDAgD$|!PJS(a{N#3%dtD9O$H
zBcuHI<tjd|D5YfMdc3u6(u)hZb8#kG5Voyz6Kc`WqJpUtBSgbdj_eVPNY2Azbx>=K
zu*p}(tc6!l=(l32Z9=3wX(_g|uKECl<u0<kHRRe`G3I8YIx-NIl|(~uuyq28I7o)E
zi4>EW7E2*obA;9g55Z7?h*rnQVl$x`7o*QAqSjkSmd=keD+|5NN$H^qw!Qxm-ugz2
ztr;j@E7kf+#w95fI<weSsblV>S~7))fKN}eGLmqO3lR#U=~VPK3nRw4(IO^%?quxg
zLCj7+imDPdW}upqs2{a}aMb}aDnFvdokC4;1g=mzLe-;$LKIte;LM3|w0RLs8bexU
z1*RF3QAUhJIo3HY{86GGx1yL86#sVk%RgY@MT8oPF#ljS*0;73nmm$lk`Z;)hXi+5
z@xRMQ@vgs&yLU8`+@zr&(?ETOjlKCZm}Ji(O>g6n%T2)#-eXcjD*>}cpx8i?Y9Lsu
z$LotwABYg~M9@MJ!a_&TY@%+2gT@>i*2CLKJ-nY3C4}B)N6X14WVIvqA0*jj!lWdj
z*QcVX;5NAM6*-tR$4TCVbVk&La9FF+ngWCmDF~~9KoCMT9-_7=L<ATO2%#eq2%rUm
zG-+WrC3$g$vM8#WhPq@A$zPbqp6oPIt8^4K=tym-q}aWk@=@nd=QK0wjY{-u-L%*g
z${XO4_1zcw9w-@LodvXKze3RCBx<tbUU(bAd^~AftM?Or@gSzJPwn!$;O}=}xN!_>
zMttQUItss2hGNyDpP$?NcCVG7WZTfs>VGfUiL?q2k=3Obzc>jXRxGYHO8MR}B}WD4
zUT48<I=+~AWPJ^yHHcwp!GMn$`0)lz56wa`B)+$*J3aLbikfCPQVnw_^tfQUR^}$%
zkwSBF7~P)37(d&N5(pB_%SKB|hDHrbc^N_%!Ix1;*pZGd;z2R0go+9Xt~x@-?4z`#
zOve7sTNn>+z?d)4IaC7U=Hn^Vi0mkbaT@kYF9v%ys&5Zs!ek<*S&%7+j0j+A`4`lr
zVBEEyTGKTU@zGH95P?@~X|8{rypV@-n}wsnAd3nQ^YZ%ZiRLzQj+RMgx|{#aJ;Vdv
zT%Jf)IA`NF3O$VkbtX!Mk-+2v(l2(9H!+En5e|+f>B-r=gB3qphdpmLh1uC$RGCdU
zKcC9c8Dth5Am6ly=FoKV4*rhAd;b&91{ZpL9d@-9$K-OFH+VSYY2+hyGz+XtIiNR@
zLNXq816O*FV$-McS<N8|i?VSVvN?43KD<dm9{nfWab6)G?5N;>FKIyayD1(u9iuR#
zZ2Bi3_(rp=WjA`YiCWW4-tmoPuGNJl&`Q8uio3{xK`8vX%1nm4hWkSSKArs~3`MgU
z>xhuD?JaDP4{?Qcd=O3NPgO1adU6tDQZrF~)kMT}T&*rtcNJxpA~a(Q0pnaE?ripM
z+Cur>1EfVX%t9lgMahbIu_+M_=8a%NdW6OHa@^@A>I_L3{Yk7*EmZlUT(EU7V?>CZ
zMU&CapU8U-Ght&A4Xz0^xYL=Q>!Cb)6uVC4J3b>Rtv*7F$CL86f6+MgYFa+p$=lVh
zbKs*-n4P2J+_4V+zFT8nMg&Dw*%eMBrMQ4Gmt4#TFZ`49bEhz^#RNJPb=C-&l!B|V
z4sU%Wg_YG9nj6uj1ZlEQqjYx&hyM_%`N{aRKacUqVRZFnxHBSD)mPvQG*T80k=mqS
zGo%u1HKJIuNPpl`?2AVcEj>z0bp?mQKFXp&9ESzY%^n(*Fdv_*!*otAUv}FV`(6nx
zQ>PO6co+KCda{a2P+J?&c|-Vc68hX-SR5KjpZ=3b+7#-?T#2jENe&;Qm~@oA6ei+q
zz}~!{G)p}eOBjqsFz8U#XlxBtbSU8nfub3>$6rHaPZ;AJ6M+bpqpOHGM-fV!irDW*
z+facT-U<hH!Q=^W!*wX{ZYTQuX6)BZ1YIlP{YMcE5tIwZpqrYC-cyP{bu$0*IH_H?
zi3@66OlvyI_KX}p8Cis0gjg2xGS1yfU}F<_K`V6N(Kk?Auj2J6D0&s;SWkVx>%r%0
zCE#iy+S-Z^3#!o5ss{0dgD4R}vMGwiVZfG@N#;dUFxu>-8+4={Jb>B~t8EyLYJ{WU
z!;IN$pu%85WJNKJH)2)Najh>T|3{Mv?r9?Q%ExGKFY44n>eh#7E^8#&*-XLA26UMw
z#N;uU><YC`9iG%wMwfb^sRFH}ftr@_96B1sX^Jx1qM|gb6utBFgkG;@fOQrSkAIow
z#a|$hQP}mlUXsiMKi!1s{^=-YeZP+xSyzp4h58I$;vGtihiDEE`ujdi_f3zljf2QB
zYZLt44h%PrM$PO!*DO(jPwv8SWf5vl{|o9Wib76K4%OAw$14?w!syDX(I2fuUs{Rc
z4<Z1Bg62#j>PQBE2*Z&QLLM8zxwA-#d_s#dkCe}T18M{<62@Q-5eSdRlBY)~Rz%oG
zC`FHP*IFXuzleMJ0+QZ&gO+P=MCUt5^7?yF8wFm+62x1pQ7@m#!EHanQSmC4$SRV>
zQR=eh^4NP<QDC1!L)BLHCD-s@1*tUGTiDjLi}53K@LzM7CpXn#snZzc$YH|1O6E<@
zrq$rVgNNjR4oh_f!IWZJ4mFUXTB+BC5aWy#M^!}FfWI*rB^V?a4&rk8iP+pE+x6g8
zFo_AYh$KpbQEWjI0YxPe4q{M!%+3(#4B0%R9w9F}hs$&PBwhL{(PjU^zdx!WRKJh<
zG#wweYTT!t%L~qZEI2O>hrfxeLtD9^X#?KO^Vm=tWn|;0Sd0<EW)u0kTD&GZHHK_T
z0v1}sc4m7U`C;~S(sRag&)geu3YC&K{>g_CH?M`7sB8|AYPlJc&dGnK?q#yQoR{5Z
z=0-~pCOd%<)5$3u&(ntv^3N?>$xd_djSDU!M=>+fmQ0$-ilQhO4}C;*`^VJTFGhLs
zJ#vamDQ`+4lx)Y~Z9r!iBrUlJ-6jpEe-pktzkxeBm2z(jW!`4?HG5c7mWxialVWWl
zXlUT7W)CAQW=yFH({`8Pc1`7-xyh`mH^ct77`Og;zEKpxV%D*(%uZ#|XpAlo!J1Mo
zTC$9EPZLp_8P(^3P!Lx*z&5{!S%&dA&T*hvT!bB2c$}AGTK_(##$A+{&ZTbidW6f3
zsi~P{#fjNyLUjOkE5<vngf(@DVh6sB2k?J(1Orj5*>?1q4g!rnJVAw)iRo;dmrTKw
zG0e*<#PHEh%&&b!#SsI>*`u-FJs;H{KzU;WN<|I&v}W}CH)13Rs!AYaMbYcQY(i6X
zgd2TCykQg}&}AhNojC_(L>@Z54*S0SD4`%q#D}H=h7gJ_h#GK#$BpoZh(?VB+zuil
z3B?jcSj|NII+P46%EcGJ%;_jP9SDJO&wli;ZzfPtA4?y&b|K2R4%a#@jIm)mhUR^Q
zQzwu%>0%o8ZpHc5V?<gD5C#X4+&sehg+!ee0x!ISx~>Mp<XkMH(oj8Kgh5ZFXaqr<
z6W^v%!W*|kFoYpD2Xj#xdZU8aU4|)8gVET4q7x`)8zQ1Yk{!)xLRB@ik-3EP#-ONr
z!kJlw_cz1da`@WC7@FTh7YU=(E2u{fQNLcHd5Zz#2s4hG&%u1fxhPtY$dCU<l726o
zKby_&Wa{79&DiEjvU6Rygo7gunbd@xr0NZ%<qEQGCD>-p#k<x=xV8~Pafs2seSGj2
z>5kXj;TB;1{qKM8*9<wSZ$gXG(Ad;z37w958s-|z@K<zKBhmfM7_T4Q>vqB4Y{&4q
zaj2>00Uf6!5sni4`4-IoH9M~D!*7+Mq?pj3JMe<Ep?~g2HzO0>_>;33dGOcUFn)dl
zN^<{iLb?sG;w1#p@4ba%Y!KD$LN~#LKV>x57ygJoNuVVwU`)Yv(HBuHdaTc_K;O8T
zsBHr7+wUQon?~|W|Dxr_TTp^NoS*#zCGshTRu@NiOef8>7MoUqt9dD&j44#_n@G~p
zw<(=4k(c+4X0$GyW>*POvzu#1`Z-vei{d&=k|E4%!Tq>HA;#oQ;B8MSb4M4Gh8az0
z2(^TCr=Q%$iTM0cUMty8W@aj)Cc=c|DdaeEXiBc3b?XN>)g;n#T!gGP_BAOKWL(Dk
z(OS;67ci^737-}r;`frQ^W!u{h(-k;2qX0_1Is5v%l%Uro$ABA;c>qAK_<WYpD(iX
ziI-S$WiFmN4?8Mzn4p_XX~0K?!-r42!>q_!^qCWw?JdFDcoZ6aM1q-U&Ri6y8BJ&4
z<vK4jzx*4LlhXL~=nkIz<ONiZn~8cWv!`Fl>}fNw87)M^VRY+WWn;j}pIXQ8pBbAe
zw!8UP>NMUc-OIs}dPXIs@zW)jGcq}~$8*6{wF%4Ncd1>okffyn%w?MqnMJhDxf;{1
zy$G8P*R%Cl?i+>e>E93;J%MOm0nyxiw9H)4>v^lp#oK%8$@IIS)x{SZt9UbK409WH
z&`1{PB83s=0AXJXsVyI&2tCoD9)q_YgV9gaY)0fvK`|#0u#P37rl6UU@oEYieU&W8
zNF%fHeL~K3jDfv0*}jZb*@nfth1TmI1XYI;@RRhfe-kkk;Js)HQ6UiTZo{<e5Sr6Q
z;Gl-#@*+sGL3T16ZlvnjjkMPJNY1g5G{TPFqC+1HqLnv*+mG3*5t%Xpo!*R6R*eV;
zQPP}n?l_`X%>h+G35E#2uo_Qmn4oGU)EY#qZ^B^INLx4>TecDHpIfkwaigy(!+ZT*
zgeP^r!4;t>hE3&|4ptI1nF%?Q3GVe^nyO*1{}?sYNGNqOO0^F)sz*t(6Uj{`JTezy
zHe>mCJ0eM;X{Qb2Ll^XZT?qNH?R^JJ?GYjdBf-oO7@PLcGVcNOuEQ9cb|X*;Wy~O=
zWD|MtX*@w4hGo-<RyCpDdjz{NfX(VcO;077l!ZvLqghSpDt4f@))Jg_4z2zyyzd>s
zGA<3LQ-^uH0bL}3rZW@DDJGnjhE~!5?{0_DIdH@LPQCHozi-C7aufD1ormRu0)iDP
z?vJZ+9C()$<33uAvtafDjLTw^z%(@8Q$L~p!)=`VqL;}THMrc#yz48(ZdRBabt9^4
zaV(4wo-`Vz(!r>2KhVGHVjue7H8I3~@{^yS4l+4dQ51gggC8WQMW;VSJ^5=jDs}^S
zx)10&60RUhQet{66@w1KTKq5YM^FaP6V&OLsb)lTU{L$$58;o1<rMtcDhgp^D!x0<
zMXhPT@uz>FUONVnS4_z0#T0Bt36zua>Q4z3jz{OOMR=n4m)%HoL<aiW8X}poVPMOV
zt@uY@K*WAI>8tO<{J?kE|D7$2dtf{MqhkoH&Lj2C5qSTvh5UWnxWv-J!Iomu4cVk#
zFouTx8)z|m@sNQTxXEtj9oK%`wKZIkl1<f`QjGb<7=?ubAj@<vb;-%3U7W$aj!EqP
z=OIQ;o`5HEl$y<NV$#ACO*E7Fg?hGCrm*2-2Xn?;jn}q^36;|@HYTyUrUemhW?6PQ
zW>YeiO&%)FFJ#}R2e_sn8}C)4DV$VHSO|W&VLsnp=A?exFDO7q1S`Kg(!}gMjYd-m
zg^pxqq-2qtbSe7Ad<?A{QIZ`rFa8se<e6Ra5>u)w`JXjw_|@fCvsg*yq6ycav+bkt
zmC=}{%|<cmPy$}kHoQtr;Z&k#J6|aI5Lew!?laD1ZbZXh72@eDZe~JeR-eD>VD2o0
z&O~P2^E9=70exC6s^5ik(`&fqT!rD#Q5;2H!bz!k?)yHv%2ISy<(NKw54EluG>z*O
zg=Hoi>jEaSGg9!SG;`IV*Qm}lv-HRgDssoNBOGCVa5w6Li-_b;B4W+N_j(nkuT4dN
z^bq!SFQaNl5R*ruO&UXW(9eS#UggiT=90bl6Iz<{NXc4@>-?{i{_)?4I@4*r<Uiop
z_0F;CJtD>tc(0y=uozJRZe2`7EW+~J6)@R>cHO+=Z+ub#BQBmy(Sd641&LI*5Grpb
zRO`lc=`0)-2k~BfKGd`luJ#el$isNo3=~fQ!=W0?D>vX@H~}rgiT<|B$vkuz)$JiL
zWm0VT@0hR<1XrnOUpW_D)lnSJJwf#CSMXhX2hqYY=u7J{uRlOE#YAM911%*Pk(5Mq
zO9R@4=Mb#6U_P=1OXY49gNxvV*=Qy`#_BSRpH-n@#J6xJ;oKs$O&fdsJ*$2<)`J_-
zmmeY=)WL}9_`EIX%Bm2}^`yM^Al`Ft!(VV2;@AWz1<?QIOC<l~1w!stocRXy%jRLL
zdj-#=<%Bb1=^47s8?mhTI{~GTuyGn}k7A|@^9VE1qcwPsG!mFufPU^6h-&c3=2#x=
z)IzxPLX_OJ<DXY)Bd-7Z5H+Hb^u>!YT^5@)?KJHo*YYp?H_yjA_DkqWJVf_5AAf(S
zT&yjkW${#Ax$F&I*q_3(ZDlNSZQ_%Q&gFUGM9&zO)<+mq@gZakY`wwW47&hp-@bjP
zx(QMu*bN9zsPFBf0!7z-&d^X3!6=vq7knzIW<;GYK`n|yC<?}tlke3NEju08-M5qc
z+dt#E=^E_M{F0_`Jcx743e=-M%)2%r!eIg_lL*e60Dz&gf^c3wXi<!{CHThA!?EqJ
z_(#seUi}8vX_IKEy^gfWn~7{L#lOo&$`2Rg|9&H*o0<p}hw*LSK+CHmsr%YUuG(>g
z-)>3aV49Ix5y8bt=i;TAmr`|9WGLj<MmWcAAfnEq)|82+>IlCsXc7%r>sqNk`WlV)
z2-AMLgtW?^@Z#E;?06&@t0jZw6D}tZ^3%M3J_TVH+bY*E#pz;dZVM45olnCJjQID3
zRNuRWLY<K*<8?$XI|qO_-rr8%_ySy32fy5S4&@Fje=TWXrfmxsTXYDcp8D2iGPD$o
zjT)d5u}w!aj>OPhjvCS+BbCr+!S>I4Ms6Of_Uxo)?OKY=QB?a;nzI+MO*z2f^6k_#
zR&ZO@LB8)y$6Irlc?N~6T?Yv-{V_k$;A=0x$RkTHXKZ@!6HYn`WlbSELm};x-{HC9
z9&DekB5F&<x$!kxauxzj*fwk;Fnt=)!ZAb(yPpL-TNAum>Y>yV=3HkfJM;>FvDNc~
zn)g^(m_hK;Um(o(*m-rJ870YtuBH}!gNv5s{{bS3W%ozepZ_68!$JO8Fol%EpWvRe
zn54>I6LKsd>8(HDy72QvvWnV|Yx!^siW@w4o)5Yc{$3P?7G(@6hW&)M?dw#dPFReD
zrX5df&;$BV2>T!Yh41z&ATJ9AP^!I%RVA_4*v*8d7ZM(mjpd`gXbv-h^TrYyI|jA6
z1<R%_gvN{}nsICfc!%pwG`EnJ`ya*m(Tmt#_$x}2AFXf(p*hot<YlAT?dV!tF_j+0
zQM?EJ>stsEPr)_k>R2vqG=g>OTbK`ghG*W5gmXq?syU3UYzv}f3!XF!S~L>t(F^&}
zd79CCn=u~Rg>vX1TC0~(<_N;m=U~syL93}j3#Airj={9yZLE9$jQgf<5iL6Y8L4O(
zmyJbzX)Bt;gtGf%TBj}`T4jN)8?ml_5flygm0y5)lTnPv0v9ccv2+Le#wxUT-4NY{
zx^@lvOb6Q3LbR+LG)D+6Tur#ji)TX}{`U@`rrU9TWg#5!V9+;V-t!6OgB#GSPMWWM
z2w}0u7OZ!Mp!N9QO`Bvbg*!aAQd3yX(G9zJZFB>RUU{GLsdLzv;$nwc$NZVMafNCm
zt;?$iXV?W;11Uow4W1C9Q+MoOM~)S{0TD+J)+yzWpbWA%NJ%xL?Q8CP!vyLniTz{}
z8EJSwe-+l}-Xb*X5^PWZnW#SuI`EABJo+PR@m;e#R;oe>OotE9dc`%ED)te~8;26|
zpmSH!GVfcYy>Tb0%l}5j_qJjC%`zOfyhY@RCV~yAB)@PAfxG_5*xCk;6wX1d*iQ5}
zb?jP}%94v~cy*PXtz!$>X?T@MRg-zpm4r$b4Gs%cp(wUd8Du4yX%$U)K3#|Aj!>JI
z&D!L2ysC@U|My3PNG0soSdzDtLgQ3wjt230JrwFH*xAy=?A#!^*?t;p1<zQ+RL?Eu
zx_iqgsc7Vmg-O(muH}_?KV^$c$IiDlQE>S=><vY!YjttsqGDQ-Mp5%_Hs<TDMKNjw
z-K|`;^)0?Nc`>un^V>gDCG17#t-_=~fH|uK%F2i&jUj4E=Ml3?wRbmfTWtKTR>9D;
zh0*p9Q%r??!S5k*!5#chQU*kVq<r!StqUF`tmyd0t1t4Oi!SU}aMdPSJej(`Uq!~=
zm4rtXW7@fcz_cZ#Y+s2hX%c}clQ3`HMkF_va9$4R_2}!5Vl3T->TN~mYeDt7_@X%0
ztE>sGs%$2b>Yyf~@&iLMmwH>7aV)?REg_7~Acl%c0yC!{D|4db#ne2W%N@_(b$U`;
zt5IF$q#gKxaFYcw)kM=xKWOi@LI})j_F~$9nASV4=o(xBBCH|m1NeS$J+`M_Lal8e
zG=JvtBEjt&3iSI+Ft1)iVCe$1yyLxpN{R{5)Vb$c*v$AYn}PmFEw-085FVRDcw8R-
zIkPbB-ix8+D4N|)ROk_D8fvQxT|*;={gsH?bd>!0C}XNo%lBbgy$vqBg7D-SnCo_-
zcQ?^eorUuC3ovinf$9kmHQPX^$2aQ={F4@A|MXv2x4ema;cW!w-GHcQ#CUKG&b2Rr
z(9nEAM0Gt%Z5`3n41#knB{E?e=nW`}f-WbANQWWg(EN)q?)ez!ieC^mjv#pcQn00>
zZ*C<xX)OA2N!YeLOKZXB&>DgmKK&4L)eZu;+(cydT$HxYu;wt9T_0koFC|zwjYwu8
z0f!Ft;;}@GW_<7MMcG=3&V3ZUx)*~nh*9y7ovlYV&l<Y{-?$B}E<iM61ktPsxEJ0^
zG$p6g=dUCg5w7lU>J=1n!nvgEs^Gk<mY`0(YQ@qt00961Nkl<ZhOfQ*BoCI>peib`
zFLqs>dPy9A8Sxu-0oJd6^(&d=ev&DfRz#H-CC`5R!9a9yLs2GOY#+Ti)#-mCkboYn
z6w^r^B0SYP2I8UO379X~hq9>!HIRkxvIXdCw`1J#B2j%hk*QMvux#H#sGt~Ov0^#8
z1J~@!NnZbJ+*57=y_rDKQtWka;#fF?<`qXtU4AL4v;UWx)ywgxWnuZ_mq@$gH>hLl
zIijCSps|7Ao7*{eMizk)IVepKjb6nr!x8?+wTqh{x`284H9Yyp9gI9Wo+7V{WHpF=
z{w!?H6h^FF%bc<>5up-PF2ogdqFA#D1)NmY?<PsLl4aIW6>@P^&H++{i&|?MKPfhG
z_m$@$o;bwc!}}ODIYj!*^GQy5gL%<Xo?GwXqT9}8=GYN@R(XJibSHObW$|{&Ve*6N
z?UO~uCS~xa`OEpvrq|ioT*EEJGcfD)2!oAC@)#n?V+cI69`k}xxXLz@RJN5B1}`f#
z8^&@yf4t%b)Tki%!4{Ik0o1HQLP@az%DL^Yc*kE$!06<@S6<?4=gwn#PTs(O;iGbB
zO1%raVIv|#!Ln^N(Pl`tmJ{7tf@}6w7>^zz`QI<0Zz&_3GYbEtxo8EG(X7d676<5#
zUq^HmjTrY=p&n}Ck=Da}^YB)lFWJVoCNCnRsScCgO<?9+P*oZOUVgOgZAMw0ylSzd
z7{d^4!879~f+Nn0<%rHX?|56I8kTo=qW9F{Uo;6}>3;TebaNfLb234%$NS|QG3+{s
z_3y7DY!-rxW)scHz_@WI#*Mp(jLOIR`D+nLj!yef%=%bQR5v2USwu#rV>n!kW%V{N
z>IqF8K_t_OuCW#6U@c~y55tE$Q9MyX<MZ%cG!jg)o*pIW!&tr_(+6*0dGiG#Nf`ul
z3s7sCP)qg`PBLR!^8wK$C(*Q2lw$#GAY&@3r3w2hPolOq5sjLOv>FL(X(+B1wDb(L
z;;|?*XQ298F*oi*eSa%T$cLgu5wkCW%yFPQK2#Q(xDYKnAIHbPL;dU>l!j^)C4_mG
zmB^^k_?(Nde!L2T0m4(x!TW{f2y5(n#CT*Y_Rm%l&M3e?<pSK9MR4re5q9oFr%OXu
zn1tht$7h-gA<zP0LKY(@hDxF5_M<x|3*DIH?$1@b5#jFRrd|^$Iu)U_62AO?T01;t
zFc=toCU9rNF2IsbKHao*qB|N;I|Nw56+&?ge6m4Yy)1(~Mo&)cjq6b$GN2if9VtmB
zL~9&Fp=Sb%9{f?T9{<eT=UhTkcqOjsUm|Js8#Lee71U8y!qyR>DCk;RFdf`a%MG`n
zZ>%I@PsX|NH+UvqPb4)q0m3`sR?^<Mla%YOr2N6n*ym?qoI4dqc?%6M>)<8_=HGsi
zl&}1OIsaQkxOfKtcc&k7rHj$_gM8XxLuW}QHCW7C>wM}S3-EeNDa$km6^3d`M`SQ+
zQIM9`*W>aSI3kLPDmt=kHgfeQQtd&EhFW~B4LG9B*hG*(Ak2l9C?eCsLw5(L{m8`m
zwI=FU9^_rE1b0R$|1oMg&rVBa{(e74jx=!FIn%i7!gGmg8jr7jg>Rg<0MCSRl<(io
zk^&3iXtcemzr$eSiSw@IABVSa-};q=v?ysNE0d4im9Nj+$-+-7xBwdm#!h1C$T3`@
z>iG5>tJqdu$qY3WeTKkXwwspoZwA0rz79=qrX_7653X9t@+s4pTTnQtU%75}7SYdY
z@ZYhFaK;4e+y71^tP&Y99!qm6nSc2YBFR|<CM>{JcnA90Ms#&8u_^ayDx~Sr?DqCA
z*64^d*jI_(q!5`njmJWM))p1;=K6P;;*an<gOAA@tC^~~@irdjafgk}>T;s?WI~w}
zX<7K+2z}evpaO0`hRP=N6-}ruULvDX(fL{kj$6{>dy0Hg*<Q*8RV6%i9O0?sP-`17
zeY6Q(O+BGmlkwbhOTX*lwbSbekIN-IE*Hh^$GE2g<Bl?f-9*GKi0GX}XBQF8NpAma
z+6a@C;OH3yN6$FcguMk!U0u*F48@DPI|sMo?owO}2Py9EZpEGA?(R-;ikIT<P>Q>|
z-QD-gpFj8JCO0`GJ8a);W}ca~o|*Z>Y9-DzT@4@&JsgwloSlUJ*Vvkx3}E_7hEI$P
z;yn!pK9g8wBe?qo-preUN@qHOQDQu>Y+9Zc1ZUVn5v{?Ihz;|t*b0}9<t_NLELV5A
zT=+`kr<CNvcHIYR9~ALv=Dx#JjD{Eq{|mBEUw$&-;PVm|imZ{-Q%ykyo{e{g45swG
z<DMv1H_QX=+dpwGp1>RqmfZa&LLaVZ{hd#jhRa6_-?gUP9d9pu1DS)8qQR7wwx+t*
zPg@`JsgO@?6svznCGfXWT{BmG4GPGiDuQFk5k6uMHkzgM*;2&iHEcnr%?Q0cpnk!m
zF?_aR%HjR-XYGZmWb!UACBsqQhgb{~j9Mj*yA)$SgB;9GO|p4eug7>C|HZ`r7{ki1
zKI$b`Uu<UQoLu&-=xiQ#re?hF;zB{9=bbUMBbDtgwcO@egZ)vaytV72o;#-+`+|x)
zSn2bpS%c=S7@R+>&}p6*@MryIR*9vCjLarZZovx%h<>&VjBBH@uDA|)<b>is18hqo
zny3lo*0GbK?Tt<~om6sMuR>h8q*w@hg}Lm-b2Y{%ubKaL%*N;%{P?a~7k$5}H(Fb(
zNb|8%(-+>DU6;ocNKKHl93LmIQ#9DDOaB>N4)4q;qKp-?DxKSZT4?;Ja|?;uk!k%2
zHqd8UJAk<-?V?p>$L-<6+c{#Y!~JjE$NsdaUrNhC-cP%E6=fTIRbiWEqdOgswW)7|
zUCy|yJr^E|Ga}{22?+0$DY%3(%z38M_u+3($O*$qffG^Qe~~4aJP*Dy@!a_aW1tkI
zS3#>qiIf`9GD+Whpm_;S&tVl<T0Y<^{_H+C{?Lt-fNEp(tuj*5inC8={4WwzjRpN~
z3era!y~sinpq8{xyoHlZVDMi=BOcw5?kdQrei+hoO4T$)hdWx1(vThO$?f)?24+#Y
z=f@*Nak7=uDpMu~;`b}lOMf1U?o8gTIy8ZMk67)US^8kkKyvPh^kFY3?K}9ug?d`K
zy(VEIXe3Z^Sv3=Msp4USlLVD&5UUb-9b+t?e`KK38#2(<uCK`)G4@_h1es%7=pE-}
ze;iVh{MXIhcz<If{G{HLC#g2pamo)?;+62{KK=-kJD)c?9ABG0MgIp_?p|pLm@*pf
zE-_fJY8CDX=9x=9S~WS=J{c6_7f}fgEZ=*XW$h3+&drTeXQ<*OBzXJQMgDBJeA=v{
z4}eV{Gz$N^12lz63!Fcf!nNyFR*UN{$6w6yuJeB)fE^{MDz2SrV1wDdL3JE|wtAK?
zjP1m<1D)QkA~1Hqub#MQ>s9xE+JMF8`Z(#CouFw?{+c0%)bm7<ANDpOnb_d@r-W9E
zrPx8s?|bPnvd=-Lh-B!;P>l(-s5CSewW2T6;Lc#H?D!dF<nEb|1gOdJoEt&?X)&kS
zL^ww;j9)VA<lU6#zemhArXL+Qcrx?<ZV1Dc@|;O~6i$46#k6<aC_su7BAGPaH^1sa
z-1{?k{J4-vdeM*gvczydqs<Xwj%q_anGxM@v^W0x{P1^-H+WM}%;8F6Y}K9O#*1QE
zOM;Dk#rt!T!S^g`Zc2jJGCfke_z<ICBJO>u?hVU*KPGwtk}KcGO`_7px<ZhcWM@i*
zudI$Ra(v#u`ne9y@9<<rJZ4vZl#Rr%{uGdbgDBg_WZAl}7m9Ib%&ZgCyz>PjaCsJC
zj~RMCy8MW2uK_uLEJ-j@WW&Ryn&c)q`9Rlh0A5%IPA_y!YK)1#I_msq<9N{J(IG7g
z<zO=id|zGYy1`^&MmR)VjEAy7W<yOuIRig|AJZc-$XbZT$?b+*Z@2NeEDxTkd_Ti0
z9$+``p>#6J(b#seF1+13A!x#zl9^g2fxk~Vsw%gZLHHI!UN4+No5>#&nRxcow(!&h
zWrTKD5WL@Ir}Y_9@WOCxzMxs<VLuPQ4>Y_}3Lx5pGS>Q$<{Z$DCs0|>zXtjLedO4@
zfl~JBsi99f^RDxvd~wuU^!D<#b`aUMg%yVdV?g}=3|BB0qv~<eck&U1@29G>ZT(tJ
ze5_qAE;fk^E>h<&b9byv$WFuX#wQ;!jG-^ZqapUR;TLo$@U~vTKc0!;HXl5f+<YZk
z$%u!&?YFfXuzZ`thK@-kd$usy5OaGI-9Y(ObnE9j_Cu~4?lNx|Iu_h-ISp`JTR9$d
zv2^F#D~|Za6aLXqwLW3d3~a2gTa~Tdw?wEUmVcVHARBaL)_4ly<9_hB(yxf9m8BW=
zqmMnARUpoi*P&K6e~%xBf$kKNN<&OvUy+ZMEF@2osN{{4sw9y`VG~`A^FE=i;Ff$;
z%?t2<uy)*QYIt8(YCT;@zj%Rt+f)}6CgDvnDU3IN?@EE$kELYcMj|2I-StMlRY{Rg
z51@vY&dj9c;(_Olu|VN}b2cx84mz;5`UJ#)1(x;s#D(z|+VuGa1xr^_HBM!hV%#tu
z`$Zt<{PnR+-p0o>o!V>cb;zSzIvXVKhtXSZ<IjKo{)K2?PM6@GFKEF=7IMo#41#$t
zi@J<!#{-=VgBy{bC;SUwwMFfz{t}4}q(n{VOCN=u=Pi%He}x8}NXyl4mH!?lV-_2?
zkhGm97x?gnw6ETgQ*3^g?Oh7XANsgrT*6uHLXW>x4K+ByBpP{gAKvD8A<wI;mE}lK
zhPS;Nb{2{q<Eo9eoLWK+t+)p=g+E%GH2`9%AWQ_>COZyyWEAGhV5g_GjnmKi&7KP>
z<ts0Ia<mV=lAzG5j})G5X)L<(a>mBqc2#CdgRaYh2gjoho$nld2Gj{$fflON(>shD
zm6)SvajYq)L&CRW8Fp`mr9K_q8&L;lL;AHJrondh_AY{(b5TPOvPW7Z2Cnixb`};8
zJ7ax``GTm&-~j9nco$N<LAeq4yyOlQZ}_@Ulkf|yF}>)o2SHFB45x8IPH3UpRql2B
z9g62gAxrL^(j5JYM~IU%F0<83cYcv}n<N=bKhTYAYH_n17UVy`;BKv5$u*EZ@L?;R
zn9hvn=7DQL7M+1AxPo$zp{od-D|PEWaO3YD2_w(izZAH?s}Sr)&Y`L3f5e~8K7scv
zlj9E)p-Ob=iYTusH1QT1FjzGHq-BAyWa&a^>F80{9=%jSj~1DWd%FA}dj!r(5@QAT
z1{te<&WwlC;))fzN4N)_?=BYh$d=%ukXD-x=Q#O2ZH`{HHPoGIA*^l=u4N5Ljt<qg
zHDqadQlc?spJ#=PNVFPIZ3V{XS*|mGtl0xckXRf(kt2LFKDNrp9AdvOaAd@x4(y1#
zn*L?_QrCK4&<$0b8834Yaf+9ML)J&&;!H`7gcJDajIcKeBN72U)kZ(v@msX%FR38r
zJnqk_DG`Gkn-|Y*gzg@M{Z1FGT;kD%@dF~iXhM|j^oF$0vM8ax$$0nbfAj?qn5vIC
zC1kkBGhTQ$wdJS;iSHAN1yPV&qQd>)Bm`B|#_H39DW8@R&k^!@o;G0z2?#aRY`*Ff
zj*I{`ufbflz5WwOQ^R(lb9OC~@Hb!P@nlECcT9!@{klks!#-@rN5?nm-V>|4Q?{pQ
z-&8lJ$+qNsWxz)Z;!eI~KE16e`LN&!7Obq+E{be&4@Az+8KdS~pyU-HUvfS{198#O
zL5}yCs0!8_P^V`kJw#ldn=a-LzbRf#B(@`F4H{Al9K)ufi?{eBApoz&M&~Wqt90;n
zs$=1MWJrzyAlURERtpWm2k%E4Y?#TpC<hzQsHp*6qK?hMOd)Ldbw;FAocz=Cj;s*>
z7X_ZhmjJ3$N}p?L=L`F&&(EQmKZmub^odLcK$!^36TOYY!G;sWRK5=+1?aIB^q37|
zo!fQ>J1<giF6z4<?$L3$LC#b==I@_F7Vs0(U3vOq!*hyWs*`Z2)YdZOX1`Hu592y+
z#HC)WQnENpUp>BTX%??}->b8+F?pbBG(IhVdFj_0JYC!rF<cTY+ZZ*j_5F?7<H{6S
zfTr-9hQOkP;z;E3>9hOF<EgoItLc-xglXNr&k#u@J;O5Bz;N<ck{?7HVm!7$4{_{9
z!ARdzX9*miFvMttZk59&oDRqjDiS=A7Vvok)BKD#W)$Ux;YG1WFA^MqyB9bKi#^dA
zQ{gLKSjA(|u!3F+aT+<n<jP?qU!|y6u+KT2+nJgn^0diapI4!oGvpj}7YC0zn&^53
zf68XG$(4tCz-xMlBzj{-b+3{?aZQgQiSZGqOmbn2{HDUVaQ!%hRf{U_$=hCnL$RFx
zFqyr+v5Jj49v`~*nKDbb{ygT{h*$(ggD8oLvQ=zdFG|uF0<_DBT!$qo3O{Xn^j4np
z+rLG*s@`(gR{Sdkx_Iy-N?&cV%X3z^i$9G3IC6bzn{`1s0vQ{+op?fqYAcTF<jk84
zs}gd0M*2s0!JnKqBwuIb_#~S^rPE%A-7+w5lv2fCzF6zCdzr7VrffL4n7_tKpQf3X
zh7=@8wG>rvSt4RdVw|-xwrN&dsSD%buJ<qgj@DkRS7F^aUoT(xeeTAAzvy=6=e$R-
zOEW4w+LZpaW@lLJ@I9d?)}3J%;Vd_RM>vdEe{?Y2%1H8+Yp4wW<(M1WXX_3DE7s*=
zIi>pL_7U5|OhH;-Wn6)MlCr%vLb&=N?YK5w((C9lCwcz_lU0-W&xei(3y$BtLtaDX
zCK$_Kr_a|=LF3UD2QRzT&YT7nyb_}?yJTG7n@(9gO4cIr`u<eJ@bO~Xx?|EJ*{v&N
zle{nSJ`7KgyLhm)14&ue#CUgK(D>9NO{*}kw**_6yNH<DGJ8rtLyNnDh8k3(pHZf4
zGNB!zH6aQn;u4nMLyo-x^2~H>(_PnA#OXz_0fZnJY@8_Xg{dGnD15K$f*g}}yNefl
zB4I5fcKL`V1r`6|Bep$s*D*{tja4b+)}MCp$`>OzafG7)IX69mAZ%tIst{n>xP0Lu
zFt@nK?zHnuZ9S_oK|3qhtq2>KDgh@vlgZK2x<TEr7ExLG&@M;llWEoC!@6klmKm3z
zoG7+z`k>cky_m+W&~gbD%wP_OevF?Z3T6qUbuT2$4Ggykm-6?4o58ne`;%JK`N}y^
zAf4`UUr6-iB9Oef3KO>x`Z|?+5$BKAs2Dd`GTdRxu%B8qwZs~s#f7V&k2lDo_f>oY
zi$VB(dt2A<km3qx8~*$U>nf<jp;KeR^WBjhafqa6A_+FbqtS}AoCW*hQD>N~WT|&s
zNl20mkK!@Z+QHT*)&48G4vVYY7i7EIT*N)no<vj$N`Z6aPu&{BzU;HKoAoKYkM&ug
zX@aABhmHdJ?9wFZLY|hIA<k!6Wh|T6bqQO1AR@i7?tv=KO_qGfW}Ew9-WQ1F>cY0N
zrQuSTh=9F|!NHj~magdGA|zwq6KWxswD2!sPL>Q!r-6<;PFa-vEPfWgM@z9Yzfxmc
zd|Y;oQ(A_ToD2ESxe!6+;N1DP7V;$ws6v*5JxC-Sc{YZ93dYw0XY{9>B2ow>RoifJ
zs!?IVAytuMmcbG<I3y(GWTiQ(=Vg~g*KrUVTs{1bc6YiOmY+*AJP?6!FeEVAv}<@c
zL?sRuKV-;fCHV-iFwo7)H}!kHj1o3=d%l{-xejBQy#f#?*>!|feI<zx^pmKvowyIi
z6z56#JybXY0KK)~(tj@l6q7P2OnEp<ny)N=CwSN-WLx@l>6P>gFZd2NgD%LPt2l8|
zN{E;{<luBrz{>+Qw~}sKGjYhlp(nA{EV|G%F=oFfM{=$)#a_KLrsYMf0A@I-GJMLz
zV^fDme{3J|M_m6d)9yFYm&{#F{odFlla|h&1j3SWqlu-Frgq<#-SNqX5rlp!mK2-)
zm3TD|Yn^Zk6o&@~PR*|uya8a8g(k?I_#-R{b@A!)C3pYe9uMk_`3P<O2tiZs>cltw
z_j_Iu*>6zQb1_EKg(yajH?ecmGQs)+@N$SoywSr8R52wb)15CZ+k{euv|Frw1_vBP
z#SeY2vPn425nbhKs^b<k*Jcw1$NI_`3(E3d9BM{DJrY&_QH}xcE{!ZH3EO+Q)Ilfm
zu$G&t2tb`&F9&fOtrwZ^&elgay1e-X?|)Io-B{~K7F@hsPtr7an!~t?S;dKaK^2>5
zqqzztolNxOX&1w-Kg<P_AjaM{46sY!O=G0QO$$lz%qc#i8E%SW*-EIRJyyY9zfTZf
zTo%Yka(sQ_h(&%^c&gBu`uc<zy(J*;F5l<5^DHr*_-peW_WeuzWJ90PU6N*^j{4Xn
zV#~#B0m#Pd0K4R{<l^;Ub4!ys2b>bdDg603+?tPg|HtzpS&q{F-$Ck}r~Pw0{))6*
zzjyx5<*A=Xn(w`*v*ym*fl=sU7uTCTy<Ph4c*obn*M$@rL&w<O4`yc{%%bV2)8Zwx
z#@+VX=@E)di4aL(zdI+|iOxNLIwDXB(hGdVBqJDVJB;HfU(CxHkX*x-i~w!e+gnV|
z65R-~GlsW=YfCH;ZUv$%X35(}v5zQe4kZc}!t9Jb)bcL85&PF+9gisa<FV~^Yd#%N
z;f3%-iZLisYP%<j=XFIsk8s#TLSzHgSk_z@zZMk@X!%s*ve{c3U?rjyP^6G1lUa2`
zRd*iOC6ry{-MQZ>5Uq@I+<?%CU9j)(j9Wl$sP$^uJ0#CG+s|SVHMLUyc5eGK*k)hf
zF?9e(W$YY{k#Rud=>tB#u(-DmaudO)`7R}g-u}+QT~<dI5`I~RHf!}y@eA^Sxi86t
zANQ`C_SNiY!M_C)om<UK@%23fWsmC-y`AO0hxuQV+rN1sq6lp}94fv&3wQTwp0~z~
z+i@$^_=M_|=Ja1(8>_wR`@0hseq>MQsByN8*Zl3~_!u7HQ|Bw3Dxdpvb#Ek^yV-zl
z`Q!Aj0GjABUX2?N=%3tsdsQLF62Jen7K*dbHX6+w5a;G+NO9)){*rG;8#$xLU{5A$
z;V)NZ0f?Lg3OWi|oF(g~!fzRrgV2Nm+Nrq7f?E2s(`N;?TOJ9IhRW7{)}!7J;C2@}
zxm4!CT_<!T*tYu(Z^(yT7JoW(^c<?AG?ON%2%S#wxO*P4-M8iJsJVy~G$hI52ahoL
z*N9PbRV1q_X`8Y~N?Km=+^MxfzZ(O|4d(tEVD&n#eAvsxt0HOv)6k*dz@>H1pEUnR
zF9|7fW{Gi!3+c!=+a=dPYG<q;EFullzwCjex=dW<D^vcG;n}pbjR6`3?oUj<G|A0j
zt!E7P<b6025_zTwb{#unHQIIXLCc?Aohg-UzfM|b3hl}@?mLYZfKAUMkEl0v8pHHo
z{-h|{&ITI{P7@1ozEgMKtq9|1W{%`;yhK|j)<{|}Da-(q*T2r*vl~mc>WD=2*FTS9
zbCV%a%VQslN?gKF7ntO%>0&^v&$-NrnTz2PYD)8=?Vc@Nj4SUCKNOa_g%ii#4j^5$
zvwuI@H;?pyVl=<!1^40N-&7DoeX9CU#ieMz|7klq8VN`pqH4E1lvrFGXr7Z7Nb=!d
zfy2%wvF?bH+X-oZ^=RjD_WhuOHCrd}>P__$AN;BZOR*t9zZKPdJ%Ct{U?^&RaSz6=
z=I*_b#3K}<Nb|*SkI-m(f`1!NtXH!A^P><YUgh1Ijg$ZF-cR8wCFI4hekgVY_2K33
zA%|69*jZYz?{=-${sZT^Z&PjrrrHCz2V2t?(>qgk`K2$hh$kyaTBLsI(O+|Otj*XM
zd%vrjO!)QG`sJRxR&0@68AGhD-AOpAQM&%v0@NrKM^$Ax=e5QI<ZY<l<9GLknC$ol
z*7{LxMf0RELaN&%PB7VTDKQk3J5fm$!ep1i9_P<<<i6`$_-}+6s%rNL_xGxfd5sBY
z=T7-n6edQHSj8wn(-MGdl-I1|P+)>0;ia}GG_lXVC0hivkW}%69Zc2%)npNe-A~!w
zb4yEzEhU*qR<t(O@fS8(^`BQ3A)d1TFe7L2afSRjcgrLEtZK)dgr&Av{z_w*-QOK9
z^4EL^`8MQjz!f5lL1kZj{A^{m#ALv$4wfRx^HU3yFbMdd5TTNaVk}&LtHFI6<5IsB
z%6)jh%g#d*OX}19`9{_1c5S$}4MQqipDj0>ggLI)mlViRBA+#E=nuuBiTAMH39c5@
zr|P@^alZ4rN!^ZFfCOH$kl_7!Y1HSjWpKv?L~8$?cOmoQWQ*y=aRd3~CS=~{@UN$j
zu2Wh_NTG;|!}tS+Os=4!_-R`aK-&jvM!NR}o*_m(t>Y0euyUy9xzBIs)JKQ+M%+zs
zg@-!Wy+GA0>q|q6sC%hkbPlL@CPCLy<;5yeyj-CxTPiu7YkHr+UIgdI<w-t-mB1C+
z!a8;ej`j(LFE78Qn_$d5)p+?;-0o{1MzOp%l^)l+)xoUe;TyO%cwGKfTMurGHBwfY
z9ShPAtF!gDwI+0f7iw}s{f)Mxe=GOFxh?=~YUb`SHK^si8<n#nR_Him<-4x9tI1Yv
z5%#3d4KKoOo*$Yag7}T#IU0Gf7{jkPqOF_pjop>z-FF+*+2u=$S`;^g@{;HA>HSMf
zLhh#5r}uLu|D7Jc2Ym>MkRi(5^Na1kQD8bfh?zU?Y^7gwICgLCW<pTB$MeV*XEO6=
zlMFBrv@%jcd|m<0Gtvgi>J=H<bid@c>nDY_@&|E;R&3--O^3RQQr@s8Tj5waxZ__g
zo%4k6B*{f+KStt6vaiCI?r*bXD9)vm==k80;q|uNTKX8X&{$1Uz5EruNyW)(C&`3X
zYXDkGvw)GIbZD4Iury`xRWg?_kZqIH*$a3fE>YGy#Ow1M$cB%G(F|<_7uZXU3#v7J
z@(RLqruCC@f8q?9Kj>E%Cn{!V<V@vYfChstgmR4YkyQe{{li6!&Mj8YO~P1zMq(2X
zzxg*5EG*hWRGWdrk?P<O$+Gxx#b?cfXD8uArs?o%WI(=)<aZS@(W8@lKkR+xx?dmD
zwW4e3_po;buhgJ??sxCg>u7UdyS14WNx~S)E~38b)E~IKoZryxXz}|)_S`&4RpC&M
zGN-K+Gsz~z_axi>S;XD=IoyF#?=WNWvc<{->0cU>QfLT=+`DUH_sD*R?>^n|;7lw;
zi~f9=pTV!4)KoPOG`ND_8<z?$kod7+-0EkMGQf+yg0X%X0(Wy?Mul%IxZ|s<)C8Ss
zVIllhe+$12f_26;TlgkCk?y|18tI#+&oEaLrFmb}({=w<3Ue)=yo>AJWNC~dDHOH8
zIOG6#huX#;C~BeN*QuDKu_ZcA8b|=P#e&JdjSu>MKvLDhznqU1j`VKlZ`9b_e#+#4
zhjvC{_Ao%6){NvlUNM2%E?%ZcDb<xT6p&g*Jq48EK_SU?A;)bwDe_Z<JYGm`wDTrz
zqllaQ{f87J-RA$o<0s&2mHNl(HAVbnNo_(?$X)b@?XrcvVN-%c!$_ZXCIHD*BR(EG
zXi-XFRAml0beZy|F>kcth0<wmV!pScf}2it#U-Vym0V1;!i&8jj8n?<<iZ{YiPQ|I
zQhwK9K^zF=JWWLzuE8&ea&u40uxj7BOSkVEe>vEMI|K-VtzOvAgSppCRSpb?eQYj|
zJZ{X1HKMxJ5W>}XpS6Jn4cy3e);ynZl6!Zta#)pZ;)IToyY1ztoQbT1EF{oi^g<l}
zG9>A~Iw~^$+){>J*MX%>LT`(p6@vtFb6zk(9BCzQc!H6cjTfwa%1I#)Lkwl}aPE(z
zKT^(=sJZVDlm6$-0`{7TSU`=0fy)=5tl7>gUv5~uMUsDaXKbq8=79ToN5e4JyUglv
zYSLxvE2P*K{GlR$?dfX&?l!-s25xnINKVLz%;<}~@oLY<eRCy%5_bO}^u-@@#M&>^
zeQo|B(Y$cp!`O9Ds9db)U?<fa&+4eG2y*je07v_r-(u0qw@ln&T;-YAAVlRP=s+go
z+Wxaghd!1Uj|$@@ODZNIMfCY=7Ej`ZI;a(>ol=x2LVPH4JQXA<F<@4NjIBci^B5R$
z*2^a|D5X^2YIPaRi6uVSYn|H_)pZfmNi4T49DDxXM=-L}gUn4zWi8~%t(N}1n#-+O
zO_k<KNBeQP9Hsj<L~iN*$W1l5=5*CLFX8>6w{fY8+V5_2^iyVgPhM>`|8Ea(K1-71
zd7b+Pmpy3h4}O91@c1ng;$MgnEj|{;EVR9Uvw!)r<Sw{LVnHX0`&81O_IuHA{heOs
zn53Wcm;s0^^UQS6=Y<NaE2k$%WIYld9r9vjNG^(SL39%&RnWEKOMWj&Z^-B<US;$f
z%ilIGEYS@HzovJSiU$MA6!)&!B+gV;sH70UIR<B0%r06QIgX$=-MzZK96R6l`^b}U
zE5>=nzH?Y!kQewCZN~FOa4Y@GT$L_)oN;}Yh;_*?kop`D?Mro42{uMDTi~44j%4S(
zm>td9&f%DA^FW*d-CGQ%#vDuk*CrXta(kz1;kd5AO;QT>^^qb+Pa;0;s7=zp{%_Y_
zstI0-U>vcFowwVUh6}L)>Dx}7jyU}dSK{}Lj>Jl8#j|!_xjMOSLn=$EYUg*TuhzUR
zf-L#)F=b3a!0)pv`CCEM3a*1jgRO)+N8YL3z>R(*+)X;NyKF4-HZBeFN%KevSfQ)?
z2K@##ZFZ^F@En{Tnvd!e%pIMO@({q5|5X3SxyP$c5gf<rRfatqLL=NuY!U#<h9<_X
z!TzE*N6wsruVd1FPr^8jB_SiHYuLY(eWEoLWI9XfRlc{O`Ddl&1rdsgzMK}?sb)y`
zmHr$0DEheQT>VJ2tlZ!}YWz{1$|eC}Y)jI6qR7V8omQA_N|ta0Xn(kS%9>DnxvMrI
z3P;{(Xs7#F-B(qoFDc1J)mfFcRw!I>F?ig@==R&|%i~jKyA3HJ#Yy)tMMhHG@tU`{
zf5);0MO<>Bev<o9lnDyD<d>(fJ}s}!GDAY%b)gN^>i%I}AvDlXS&|+n0hh$Xge1yc
zZHY4VLz_X^_8@nNK~FKxd$puLC{E$Zd|EbM!8FktTlh}|LM`2uZ9i^(s3MIPhATL7
zx3DVn7mdOSCc;+a*e(sM44V;l^kUkcu+jc5eW;<nsfbjtH_^8y#+PwBA~<H9?@}PU
zKhnETPR<z!L8KnS)<qzHxc)Zz@OQ~sr3!Y#hHn2#E0K3@NyN{I&CGX^C7|UFIVr(N
z%%dN#hLPYxXu`ztb=|Ws2+<0Ij_=p)#f@w(?{|nSSYGgJh5Tk*me!zUu(79Sz3!@-
zyD<e6<6%*FwakGK9f$zSn}`=YO+Eo7$BI5p7JE1*UK3~MTfMM(3=PZad;y755uyB>
z2r0&TDi+iR741NEsj_Qm7Q<{XY(DuHC~nz4(o9f>YK_9q&J<^2Y;$00TlWnHQ@Y-0
z-z`Ncec?3<mN!U71&gugYu1zujX9xhxRpWkEM5484458KnP>=H9wrpNg{6L%C+ylq
z_O{U%3uqhk{kLkg@9?FQ+|e%DYS*V0rf1|jJ8hJMZdL8q=>w$tpzZvUn@``!a!43$
z>mYIdkUsJ<?)t|e!>k%Xj<tEhRM83do%E@55z|wqHQP)LTT%x9VS(dzSWM%E0E(Iw
z|FjTCkXlwz8@$QtB+=(zT28e35Y{j$RlrprC6HUTI!_;Z1XiTHX-ad1t8Z5+ee;@T
z7)4{!I~5RWROg?I<m2PL91c(XXAZ>#H7X2QtsMs|YdewhBi@*1(Q5tV`Oj*X{?3&O
z!Ijox;AzL8f-3iSv_b2E7I;1ZplC~YaRM(nNpA>tL7F)2)G&k`TwWq(*@N?kt|RfR
zOd*WYPdFzpul>ktx;!~bZYSoVhL`0mxsF`Ng=g7i_$wq;9@d5+3S9Y!A1PTZmvY}g
z+Wy{ke>ZAp!yN`|-dFN*TuLoq$$vq}@yR6V5*Dm@JH;m3iCQ1*1}+j1B{ZWYtItkh
z6P_yNcjcQL`U-NWoJ)@!fPS(ak%{)xb@#FS8S^7<0#Y?ci%c*nDHJT2R_j5#f3J{*
zz6UMgZqLGTUp#)Q*YX)BA&p^1HU8M>X}PIblg&~5yomgTjKvj0r=(&(PrQ;a0|<48
z<9^_1u<||lkV)_3J9V{Kr{#LT$~c`b`tdW$vgqck@pTFz)hx{{i%eJ6(;dUm7z(VF
zoV()WFK}G2L3XLA#eTK8#t??~qOU}EFS@y0#=tK)yjUmx%?0brgRp=1EIMzjdE+za
zl{PP<Z?acr!$r!xA4q2m=bJU3{H*o;OYk~chjP!wAx;Vl58MywupW*jOUo?9P8xIB
zw`E03ow&L%7S(Aq5gF2ULk$4a%kFR6vK^2+BfX#NiG~unh<JDYGS0G2<p_U5(&+v!
z2%eECEXq)kMzW27J$Rl_;DAw9#q`(2>_{Zeh}x{v3Y#)JXqFe(MWUxbXJ>v@(asbK
zvmSci%DB^6QzPBJ&)@Bw!ZTbrh_~TW=Q|L$5W5)L8eik}!a=LNc{|MMXUyQpSoGc1
zRaA_t#by#s&+@})s+C?!?44LUK7MelkxmQ0fgiLC?|`#zjp~@P023<bxzIDT{)mT6
zahWNjB&HQ_gWW>#`aK#B1CHn^B%ZN4>o0~It&o1`IPb;Cc~}ruW5Y-an<qF?-7I0{
zO_r+74Lsqv(_BD)!mHIh+3h=-2H)0icQ)FR;wlh^RaA6-)$fz69ufReTf9#IR{a3V
z^wMRPhKCdvP{q0DE6N$TF}UR-^3smrhO;I+M6U>J>Df)9{vUVYSDg<Mz?)S1U7tjS
zdGq~%IpYHY6Wfa4SW*qHHhL_I)wk`tSEN)D#>ARgu?phb)?e2Mb2rdQRsnWlA;1Cv
z+f3S6`;%(47xA~LpXP~DoH6?-_FK+{W-Y>ZGwrsz-0pl~1cZ3;34wHT*FSz(Ac%gj
zu9jIpc5TZ_oQf)=8q`$KYwcqN+}Cb~;iv;vy2BYb$y%|Zb07Jw<M#@}$bJzQ9l`cb
z4RCUNa<tT6t16yHcr-%Wh9&Ovk9&_g|1?fP_YSw9zr0TLp0APO<0N-_6Z&B{cegHh
ztFd9KRfx8>YgptYWXCXB{W<;pD$g)x{5<^|^89`NYMpVMFieZ|*mdcvhNPhxJxWx1
zs@v(GCmA(wd;M%wPTw>ZO()m`+l4xf)#s{(U?Tle5u#)3Naz~_!}E^tD@zrVCeq*^
z?;tCzQaY}}M=aFoQ9!3D>AG$bnwZeC9B8Nl!g80R?5y|>u$or76Aiop7MS5Di6ugG
zbJ1Z5b>}c+@nD)U*zE7=3X*aR^M1JO(z~cUs0;;`FO??z+_;k#{wL|ETn^8Fc`d~1
zsw)zlucV0N=1$)bS+xI(G4Z)dqD<m+RZH{Cfe84BE8|Q~f_DrKV<*2KU-E1`gdQmo
zc0;b|Qsb+Hc@2K&`Dbt_Z!`AUC1h%ez1{mN<wOGvwID+oqTp-!*jlquQ_1`EEL`7O
zKk`)|e5^Y#``DsYOM@5Tpm+oy=oXVLT?yNCoLtP`<}(02*1lxE@#pFfGW5T|vhhlF
zZzoPd1#6CxL0bW}x6%B-x?9Hg#$f)oyFsLH1x>oZ+XiQADi^hnFn0V-P#no3e9BT_
z_fZp|Asr$WQ<vrKiU3g)`ucRh)&v5?!B8>TZ^0mXF+SaoF)irpYm!lXq_P6yMluoQ
zK1|vj`U9N9TP7O6;WsLICDbh>3SKko@xrA%%3a{Nu@&t7PnP4joJRYW<ol94;ugDA
z8>+(Xyl5nOK0a;b!Z}kPRJUZ5UFMr)2d9s=aY-bX-p62klE6c?f4IS?h%VGf#rsK*
z^R%pWz(T@1r2&ctfP`JuMkb|(7fiu7Fi46_zm+V_y3XCD)}8J*@|og11=-`rtCoUa
z8Nf-KzT<NBrJz?v^3_+xNDjkgpjhJknURqgG>mD|Q<)P%*|4mmGF$ul=K1a=#C=2*
z-M%z;p;4PlEX|P4-HqqZBVRqNU?@uuVTB5rqOm6`7{P8<d=|0ybE*g`OJuyc@XM{<
zXWsZ@s5>qq{BxU)t%6BD&F;_d-gOBI{YDXV058#;Y7n4TERs-8^EIjMBd6jRcp1R{
zMsU?}xo(K4sy%Gkr(ymEt^Q3B?KM!B!Wx$AW?|YO6$SkaZK>mpxzu#Op{pcAW<<-x
zgn!wE_3dZN(7utHF-&S)+SJ>U+Ih`x4aivqE5sd@*kI&fdr&Uf#`?#j>xxRcKPO}O
z0L)F7inDFF(1)tvV(KNNDLE#-E&iB<wHW$fuUr{gfztEurN9?$jI<yD0La#bolT`Z
zJ)`zO{icyE!tOxdUY1`Ws|i2NS4Em{ie4c5C>p^XzL?Z~|B_jIl|f;^%pu#rMvD6R
z_!ykQ9qSYn6$7`e<nq2ef$CxL8|L)UMS+CHo53m#_?Q8Ucc)vCmx-}GaU|4g7NBaj
zpM2@+AdQ^7Ah7-I2ybVCtt7ve+_&2=6}`?+Na*x9f;X%(MKL@v&iJN)zubmZEEgAV
zL6m`kd^x4BDq?c`GYlaNb3Hgou|HTln-s+UX7YCl?QCl27rrYWuo4hGC*am$U7v=e
z&e?qP*sg%QyL2N(O=aFJe7FB&@v1m#zmWDLvK~uC!FMCx9P<*q_S|_8eHU$8sUObl
zGDXV42JZo0g_rv}$!67gBMr6Tu+xp+_*V~1ZY%)i=(vs!H^)~U{<(<J#YHY(eLTyo
z3<l>(Iv_!-vNsOLbi95Phx_g%)L4K4G(&5VQ7;e8iI!K)@0<S(uY-X*MlyU&YJcYH
ztpHE5`uYh~QE%=I95mV=p8-2TtONhE(%aqfc3|YIJ|iEh`$uvkakWy>`eF8v1e2o~
zN`iImI6I>w8Cz+k{*54Fl=IJyHyc5mSy!CT1>hTa|MNs;jPwq-h7rKb7`tj#Y?*A#
zyA3;hL66sj)oL)rQ~pQ<c#3z1ePHCO2Sh#;uAdn38<k&_#wQG=U9m^6hSV$_8ec6y
zy$+M^zgd!OwiDJIi_&7@B9v<M`ZZI4UP$lHVW^H<WuLz4Rq`PJ5fU0B&j=K6SSX%r
zJX@fQuBnvbuHA2@z}yJkSfEfaKrzkjKhC+ZoZT)2Z-e6;!WR>WWJ}E}L3Ajx?f5Ff
zK3;WXT&rb0QO$SQ@>w4v3-SnaBU@Ow<jdx7YvJS+I8m+EhrrnPIYDXVylp3C<wka9
zkms7DMiV<?8!HVRtF}5~etJxs{kFs@1Ld}kD$`4SV=DFK8~*?=J!?j&v5pc{>0HpE
zF%zjxdtIwovgE`&{9e<<M;h6WM%d1;W&5l74h$fac)f@K`miG&`dQ9(3al#kQBwU8
z+?Q^%)<nQ%7*g#x?j=A$yr36kkyvL^!Yj^Pb}G$ydjT}J0ut@^?ZL``7?ZG@Sc0jF
zM3$ooKQUz@KNMD;PcSamo0C+v@7nr@%ko)SX++0j_keqeZn&PHAMeZd5vPyqVc^|+
zPm?v=qEgPxtM^C)g%uwxn0fB6S_kaPvXso3t_{bP3aEXMQqhXgi(#IO0E(6lp}pRj
zz`I9=KgP=kOO8koTv|W7{ew&fDz8XqN|BL^4~bbQvLD{Jnr5NbVO;cpLmm&ieo$w7
z_h4JD0JVT~$u@qPi|>o1cpidi%lwG_zP@z2h2iZ+*XgQ{s(0}F#tU^%hBHV_Ee;iA
zE2JJeOlqR7a)PLh8F)IMJT?YkpU!wg!MrPcT`W+hY++;}-=i8W@Zb*CWp+l%3KMwD
zyi;o_;>@h?+q5X+VmRMPasJ9U3CH{=mUM?W5~zqmxw7k^&3h@NSuKu#!=4IwL~ZZ2
z#3myM(<|PnI3g;t1R#YN2ooJ50l)rRfzBfZls1C@LcaUyYynPx-nND9E(O53?$Nsy
z+Uz-;xf>Q@U@)Bsj~8Ti@ijul+4xoW;+s9fhk|Y;ty=~Yo9IV5uTvg+@XZV;t%%{A
z)%}|zOX`V!mMl<()r~ks`0GDxHm0K{4vw8vMpuFC&r1P<-QfXNMeTW(U*uP2ha*}a
zilDYWin8#6A!ePNmi2snO17)wDbp>+cUG-6(Wg25IQQwtp0-b8tq9&<<G#Gy$Ba6F
zV^Q~Cyzc?;U!Zw-8>mVvVa#ZNlTSOKGOj1fIOypU&Uz&Z^MrV<<VQH>1@D%PP7@ps
zvmQ~QU^+9Hur~?qyJIkDWq>?stuL^XEW&3UzF?3#_)Q50G`QCDQfNqIKo_D|5T^a~
z1?u=As$+pJO7p~h*&B7CDNEOFPTk$>q$Q-WO_z9deS6>SF#c)%nAGv|<}#Wze*G;?
zn5bmpxP+{2e*;dk^k;n*AFw*jr^+1f+|UfPKvY4`G*R}647I>6mXm?~7XpO~1H2sZ
z8=pj4pLoN@zv2Q(-B%-_mgl~m|K>K9U1V)=NNhm_q2dAao8)~CKjiw5;DF&3X6evp
zhhNptG=X0HiLvgj9adM^m!vM6LC7!I;&Fv1wBZ{b^u<-8c{_w$c-c981&4caGIQGU
z`3LIRe!{2iC%f+$$K_M9I~csB2`z;r|B7t}ea|l{%2@SgUtMjg#dj4m3Wa;7IPxh=
zk3ifDU5RKER-#%n<WZ<>g~}4juc1N?aH=8-NU#*#1re;Qas-fzx#DdO;-|#nPfb-O
zSV>u<6cGMAp$DiJoFl{{U$E4%C^8m=#Fa}cUWVs!uK-7ysN7NnGq7(=9YtgQdboCT
z#+0=7e6|0*<K%bu=4kz9x!YXG)>WTh4=LRz3Q~2W2VEk_OEi@$n{X=@moyc^_0{05
z$bv*CpXv$Wyv%I1-2skR%v*Pank^|<@C<&nZ*{BuG2K_{QngG~qi>R(!89CI*J!ZX
z)}LiQ4Sr<DLH#q>YoR+#oS4(w8|p=ELZbg>Cgmu^9%;<Wmr>%_R1-m!3Da1AZLWKM
zYcO^And^R?GS5UCy;(@285cCXFv(2`3f7Zs6)S_nuTezf91hjkmE_)iK$23~l^jvH
z;LX=WH)P`CSov0Voo|vW1gW7P>ilLYu!ENGA{8~?$CnZyFn}mHJYE84|6)oI>Ws2r
zaN}O)LRR9I7&aeYQGsP%nz(oH1oQAaha_d_&`x-{9>SW3>9=o-N<#F(p4olZ78*b_
z4*$K)jvz_)LF#K?7^Al~GYyx7#~w5|YY0*B-}EVaR)S+EPKt#<^XN{~;rXCj>q0L<
zl_)M@O#j?TmLfaC^L9UFn3k>pUyW@tBg6E1%qx8hJt$=>lHw-nO3{)qiHJ~p{1QU$
z-z)?*Fbm;G(EgQ~rsd%2&>iJY-9xK2%>CR~|DU{08;$M~A=YV!4m0-o5yB3tgasxT
zoi+IB3OqGB*!iil0Tw75V`aO(r#rSFY0fTn=rA_H6x7}=MctY!W|e<k#2ho54OX1K
zbY^NVMOa6pYQ1m$<D4bF-ydPbeX~?3oJI36uszmcC8r7}s~x5#m=Uf}PKx64kz%cf
z<&`}qLEtC3m_790D!L-tkBA?m9(F9=ahBfh&xmyw<xVS^hk=o&rp&6if|#kBal_0b
zw!u#zsS-*Z<;|wLebEcnS?EnDGL-vtK*sj+0UtCtXL;Jx7;iL<T4qq-aQhXivXHPu
zetR%`b$deyFQTroB;$~`&9O&H1uKb>!75)j=)z`Eqe2uOGC%)N<;bpgf42Eo_1}|S
zZM^V-kCizkiand5faZi-^%q2XXZqn1Ca(;t733E(c0eh>6LhY#7&{g0x7cnC(ak<*
zGnjihP)FY05ah&TD2+r_%g|PY+DVoF<#0K?m2nZBO_Y>jyVFKIR-fmPgZ}3t3w056
zJW!$LzEpacPep{o_M3v8)55XwPdCr6o<`I>Ef-^jeq4w3cltUAYbvD8ox2@|8qt2{
zJ1uMDYO-RP_8mW<E<zdkgcXLa_^TJgRcLOu3|1pksIo10=-=>OCb_V$^rjeo3aV3J
ze5Z{iVN}A~<xspjNfeD?I#@w{Jq36Lx&j%faYRS#qHp#(Tu#r?S_kT$mPxQu;}OYL
zQ+Hg*S}^x#I6ezjN{b{_8^Dz(cD_jPZI>V76g=yMN+VYp{{?bg)#NyuR8+@b6<yBl
zQE&qEzNE*e4wwACBKdI%9Rw_*2AggV-CJ)a%&7nfL{8k$NNBVeiXxG1Z(tpmV^mMx
zSF<RVkH8ZX1}6%b0xgk|x;$bFDH&oZ@!)bt6!e_EsO&pak>)zssUR4K**ScH9$%ff
zN#W*0_HG_)lp{+&l~hHh!J?>S()xoiM*q*#gE&9VK387nY8<1rsALK57yyX`ceDJZ
zD*r5vlFW}hVk=@jLGZt8pUFwyn39dW6*RvCxCS#q$MNjj`r#|oYDz$^Lh`OIkClAS
zJ%h~G19g{e#fcA-r=6vi_U@>zb&B@{;D50rV_s3FG0a1#T7c=CsDNwT!~;a-JMgUR
zHeP@u+u82!o;sYnRu@}4mhP=R2~G$_bqywV{W}FH%btsXzqi%(VfPgKKlDYUwKSWm
zEH%ZxXWwG3;f5lhz=G00w?ACE?DRBXDP|f!si`*f)uO9JJu$bpWkUQI3EQM3!xw+a
zkf<b!s<B!W!|vEp&ojPA4$adA#{+nok&2SU$s9fvt@l9}!757E9jzN#Cte0-T{*`z
z3cD<X!u@t^TReByg;A;5Demtx7e!gofw^4bHeaAR440}JGn7j`vE9D|K41##`^6ft
z^jtIM6)cQVX|Vyd#oL9;e=4WM9v(X5npk>gjZY*)5W6DFN$VzF1yly%398GM34@p5
z`_hGbh9-Mw`I7TpJa|USh^%oUR9p8^+T05zrTf^XY$N>Qu#G633Y77e2Z%H(1qA_d
zI;>eL<AJh*_|1?^l}&NELyDlpa~2Xa2@6HXMlWMtu;dk7pC>W*sG`^pEcmwTFz?GB
zbft<1n<I4Ty;Xz}nyP<<C-xGb#6@RXjF?VX+IiV>W43sdIk>%?M~ajRDl?vCy}3%4
zxg@mP55y8KCc`fv@Ct%7WHrD`4`%z-6Q$-VL_1g>uyUwPn}vgP*dp3f>VZ7yttp{z
zE&VxxN(T77QiQ>S4jH%ZpFI!q!!Dj*OWWyY=%^=Q$|*gCkdOf#pV1P77nPBb$wefQ
zGZ*q?{!Bb_ZD;|E^?w(j>jl*G--QyA4A_1q6g39-8vF?*wENC}K?NL}{p;VcTEYKw
zGX!eyy8rH)fFTbH{{Q|5#rWU(MbLns{@-5Jz>$zLszVNS4UM5umY%V*^^Qvq0V)va
z)BoSW0Iq4$fb~~pZTIhX*W<Fv%6=0z6)^ahY3kP@-u<k^Kkj58S&GRJW!izg@yz9R
zSB5ZD(vq4Q6ouK(ii&1050|=LhsDt(f?nYp5lQgkj<!70|1#qjYV}cn7Dz_5?&o-8
zG;FfRWJ%J>l%^|Wa$PPN$DyNysbIl0F0XYDgp8YQdv89I6iUS$EeZ*eprQ)Du<q{e
zLZpqG^=+|ETVMqo*L1{Y+IRET+e;8MN#r65KTXFib$Po#zazs!Ra9Ug!9oJ`1K@~s
z>)I|Z;3(Pf{8p|ki`5oefvaDXr|+qd8j~idDOA}~1cZd1FPFmzVf|wnoKdwty9_`-
z2Q@XdeoQ5S-fvKF4}&azz1wlZu|VNO@1CCb*K;}+78*Lbi0AX3T$w~_^p7DPkGrW_
z^+qs2Tb&+!K`)L*vvGnxcbeN_<t)Vb&%s$)L@A6~eN|eGzeYwx;YB4SVf<f@^_Sb6
zY2IJ<g-0eQQ}_E=+0_?AW5x2(lmu_FaH2xy=G5sK7%*R$Cm7k_<PsDq88mCC@Q@Oc
zlLue#H<g^6*dUgdmwldBH;1g6XO@<Jt=jhx-wUA<^9__JWI{X)ad-C?$s|Is62vg-
zcV|6b??YYG`oA*N+e;B7<@4a$b)0gMc%OW#>AaG4a&ig)*M9Ny6G9cdL8Fw4hWOLG
zs3-UE91m+wI}vsktD>Vb8pFNuSyfdvP}^@W0T8BaY7PbKN$=K&zfm1)A=DsHy+Q8>
z2%*=T+1C3Gw^MD1tLy7@K3A*MeU_dVCkR<Nxz#YVVm0fsiIB_f;lhe_e<r*bslAD8
zL=hR85s?fg<oJ9(Qof3ciof%k`XFK9Tsf957YAe^xqs@Qh>4Aj-KxtRU<Z{S8%N6P
zR3vy0^c>>lRx6P|yn9qBlrn5w=CftU))seVz8TzdfT(A2v3%gc-|tsb5|rd2+5@_C
zh?UMFch;Mu|5H56f`Wn%;mFH7ySuI(3ai^<;jLGc!D#AVzCbpizGr<_!E$nT=5H3|
zYYzRZ8$Jv)`Un8qmvZ<Z-9FX<qw99IHuCa#y{ZOZ)D47f!1FONF^Sl4DJw-aloS=Y
zEO&GJ_4N3Lf^{aO+*fj<%yWTe0+G)7EYfi#rv0JF5R7`A9#hYW80NH-aJiGi?2`gP
z%Qky=tM;Vw?2~-|w0%~B3=QJI6;^q8f2AePJlFSh(S!}M3C?(?oD*wb%s#M}tmpOA
zewrhuuTPA*^P*4mR7tifUw{<I{ovKs)^6PjCH$<QK<q&|DF$2*(0;EXOM-u=0P;I*
zRDUsU?}yo?r}4l`NF?Nw29PqtIy(iJJ5Cw^Zux91QXOC=47oDDftfOLTzqP5pFQrD
z7yVYfYF4}&iqx!WCqi-r9(NLLmg*pbdVh+e3eFkF#<?6J4L;^s68JyO=AwyR0IH(`
zI}b%B{7HsSp=nptvrDgU%i%{G4zV)>-=6NxfKj~xTRJ>!P}iPm6Oi2^RGiNZyqkND
z=N|rs|GTdXA2F)H1q3FIBGHszQ9khA{nDhq1M!s7X`I$Lh0<|nY*kBKi5vtmEyCPs
zB5(3kfWZUqG=62B38M}MFPUb>Hb$(Nz1^1Bb|fSukeI`}Wm(dCvxJ5LDxi4NhsbiV
zVqKe0`|*CwIZiju36C)HI={P{B%G<od6?M!rgc4o(;D1phK$B<UbGFk`heU^MdN*&
zJ%l#cpU7Ufo4xaJbo_)91*&;%QRq0c%$1HM>OH>w!0LIm<JYW30Mt!mZt^^BUIYX7
z0Yd-nDs?qVUABK#ITv;2=l@7{MMaC|jNkL=55NRv=eW1&p1LR4j;;<EZ*+P>B&DXh
zdpr8Q-Y!DY($XH(Yoxe1A<wr#Tx@usUyiX)LO1}AS!Xhm0Nn&8kQH|n`lsx;dLH@1
zxh-3NC8Kbfg{fVs|9zDhUFUJmG<j+(YwLgZZuOcT*m``N^p9OU1~D<k$T7DS%^vG{
zY{8_k=x>}>+!NzE`u&ZdS&5Pf6(iTE0#ExHb|02xhF)aLyaFT92Y`de)d<bErSs=V
zh8n!9dvef_au({$pI=1(ZdX)Xd<lqH;xLJKG%_Jqo#VC?BMvaJff|lY@Urlud)`_w
z>&yqRgZo=yq$Qo5S)^|lVgH+juMvb#{BNLgeDAb^(I7f+7j*vp3EDlE3cp%9*o(-P
z<+pQvhNAiRe&helHy|BJ$qbqe=946AcHD=Dhw`~X+5f=e=H|xleAe#AH9+#dII65|
zuv_OlIy$NYGh$(5J1(21jzI4l(ogS;={Uelt*m4m?8%DT(AFT&{G=<`)=&B$WaY5<
zXNv!A{~yr&-)>n}z_9$c7nBBQ&wrc$FD(AQAiWclm`p-wb9+1AS=arB=;?L@O^(Ip
za6hW>7+}varkf0_+uG8f&pJ>gRXl+4ap21i+SqTL6dGly?d-$W)a@m9UyBdWkex}F
zyZiS*+27u7YyAOUuvUwWmRKM|0B{^e;>f_!d}VoMrQ9ze(4jo&pYuSlz{bYrv6pV%
z?rV3x(IxP7Pzd4kII6z~@Zrzh_)|wYO->18e~*qnUi71W${g4A+)YMUt(`qIIh-l(
zd^)NWcz?NGbKmquSp7kjZTZi6nW-zG{b<(Mwz?lJW&GTO3@aYDnm%p@NLdKE<)%ZE
z)2=Lsf^lyk3=dIk@R|2=gK3p^bEJ~+Yf`3Ndqh=LRq&a9!UPt;mPnvFMEZN_@o>^O
z2?1_(Fzma}&B>W~xZDQV?tm_UeBKjWN`SRh;C(OosDHbs?)Xg#-Ye_tPa<=#{k+;8
z)#`9#I`6zjDK0LSC{($+x@tXX7zNiEh(22bpyP2nulWy<0W;2%t!OrxGY*_mzk1r$
zQd&_F`D4Q?Dx2ROfZ6a8OF*zc*{*QZv>(v}?VjLX^n_n7!~wqqA0I!Okh^C1RF@go
zzVi}R=Z9T!NlB<OZScC?@S%$;;6gQ7&ZY_b3-M*wj9O0$zx({lJqRQ9`vu%<`gm6}
zf-3v-+ZVulbiLR~RJsCMn7VnLOy!He>~Z(xx3^~y+IPm=uC`oO>c2*ckWF<f7#maC
zcirN2xS#(o+TJp%s;!R~-bi;!cPri9APpi&m$V|?4T5wCDBUPZcej*uO2ekRrSqNp
zJom%<`HpeV5QoF#-fOKn|M82t=G^L&cm!qW$HGH77(jrqVr_WmcTe~BJ`@!f->d{<
zH#|Mw0rcjAH1&9~KLgJRo`67Z*F8Nl63zcSpK5%59{ls^X>EN21JEC~6V=7v-Jb6*
zG5%4{7N-bIN+JaBt@Lg5Cn8U2D+(vVdLI35N}R-F3JBCBHiKR{A|qLSeNsL?zWYOm
z0Q0BEhZ5b&PfqK-FmM;2oZP1>up|pgWvA&Eusl63;OPzuYFjl30Q=U9Y4*E-{nGmD
zJLnTuM~09KY&rYQ&CRbOB}GM47VQ#K@OAflI_+!Y@>G@^f8rlL1TYh<ove020L*Oa
zJIwMuQv^5eB%BE=fBlI}>#o8Pvb0lw|5iFc#bKa?(gcKy8bD28f)D1Z<pD&V!b}YY
z@Y+?y$cO?=FpI~M8xbNR;_RXOt2oMG(9lA9%%o5{^W(&o?CsfM2y@=Y6J$uk%~m?V
zGGNxb*zfGYf7oSZ4Qps^7o`qdmIDL{iHYDoRMPolz|5wg;xpo4g?Sw{Zr?6F!XsnV
zT!Fm=`HB|oe8E9Hmxu5xU@l)K8#<#lHa3DQgAbF4xU=dQxjmP-n;Z3JJ02tKI9zJ3
zhaP_YULEvbS&3CtSKlrwF55e6ShBa?n<|8Wc!mw48V~WpP__hBIA$gvFR!cj5qQ&r
zh8!y~DXG`4erfvf^uk+AV96C90wS|#|KhUv0f4H*r=$1o*#++ppVU-U4`&`l21Z7Z
za!N`*cHDjW&XfATE2eT=q7}_QSXQ!`auH*wWC&Ky*ijQ&xYf99s|8+C7J*<q91X{%
zgWyOzg6Z+EZ7*F;HZDJ|wD`Pa&qPNDANVuNI}$Wte~SEde`<c)O7k&B#W&GIouFO{
z1Mv6*fE@3V3^nU|o_%3^_)6bju^=fSu+D2cT@q0&_Q3XKzOHrHYTvC{<hUgf)=0^P
zUBkmDy~Du@eMXg(4p0gJ-h7#wn(9Yc%+`S?y>jY_r_E*z%Ey23N4VhUa`7Yh?v8xA
z?9rLy%aE>B|8_=7m#v{y(1EsoBpaJu9W8<P>oh^p=%Wh2==PqoZ-2Nn#@}R6+{^rL
zB-EZ&&qdGdZ-U`pbIHD2{6d~zO7tRYu`~joiQ8#S7R)L#7P%?dYV#wsEwd{OyV~Q}
z7`DakiNw=C2{9x+$~ffkxAVuvN6GY=F&0>Wluam(@gHa#7>HQ(*`Qa@#w+|JHEONY
zFNJk37=eMcG+1i{Xqh%11x7J^e2okOHys7nj{YWoua3Ac{sIOO6`+2kj#vtjTQLz%
zV>{F{2uMZvdGMMU{(`lNwzl?VgVDm{zkmObUC9-NC;ykg^sq!j3WjTkj)F@dgNv6h
z)HC#4_03kAFW{d5GBI_?&z_84zp%6}&a0XaNM6p&=ez~9G_@4Y-2cVo|K<>NVq&7<
z--yV~zwD<W09Jbg9%cf-D{nfS_KSk#Sja(=fuK-ekqdSJ*nsj``u;4r{a}VG`V}2u
zd21a(@UYorP)>54gFyk<GtX69yNn2Jzt+-{ee(t{_jPzt(M#iihl|U3Z9BJCwJGqz
zwu=joWE=wv{q9E?0!a9txRIdDF7@_pmjCVhSW2-0z~IK$>*VC*;Dvj=wln(xo11O(
z6Oj(LpP|F}EbV){`?Hlj%;oWByV`Yk!ajQe{7(p=<Iz+S{*oZ!c>d3%=YbpJblFl_
z_P?`pKbVzLRmB82Cb1t@@W8jjW(wRbw#`!%A=_H^(>+s6Ow0jDT4n4>aLV*Gn6lB4
zOp&?v00~S?%$mA7+7N0Xp;RvO-U_f@{}M5?`CmU%HpH<Lktk<oupC!$FP2t~b($8|
zyQlsCr9)wigS}~ow(a(BIio8Sd^-#`A+MbFQ8}1!%O`vvu}EkJkwmhUW?Kf{`-T-f
zf1TjtK@dL?IG?=!ZS}7xC3w^PH%L4~f8yyHS3aSmAUp%j_T{@fw?@Mf<5tpE<59Ny
z#e|9nfE*P5lMt+PHV2c<xl?spz1@C$S8A8)%W)FJn!Qu04zr>)&wuq30G+R<VDZcU
zYh3g{4nwc_e+jcjr0b#nBEW26Mw>D6Fj_1(0Dzpx$QAef`}aGp!US@#b|*9Qdbg(5
z^VEz$ZWRRbeW86MeI_1^ja5hYt-sqG_;&aNLU88&hYx%I++bQj<7qFM*VDrl_#5fT
z8nscdx;9&0gMg63IAez~`xFfw9V|nDr7zHatXp7zV2+f2_ihz@vuh|!l*zP&omSpr
z>~QxalZyib1=;0y{p$YDI&QYJM?upC_t$yoUTweBL}ObFCV5vWpoolGaiaeM2LE3h
z8b<e9n8D!Mzabu2SR9}7U0htii0nxRJT|A>-c;g*_U`!wsBu|)j0zJkU|4UL^^LLd
z@?(z&pdBvY2mWNvI@@WbBZ$&u``^v{Q)Whn=vP$$dxd#W6ca{B<3!KGAqdo1l%mW7
z0|Oy>%+GM3cgt5zAD_-A)$1Lglj@=iiy+08>b93WpwH_Uouh~WN#{&e`Mv8JsaI_k
z0a9AaQ#8xoMDxv?i8d&<__gG<ulVUseq3ZKk9Fkt@APot0J--*q+UPxp8`@A0h40P
z&Nljg+t;H9cT!hXRds_J{Srn7aARKi`1(mn1wpz2E?!*cXR2!)2HlQiX4@wZ)S1(z
zV}Bi$OyRen^Z*Vk=j2p*J(1i-?|wM{*IY#Su`C29ucSl;hE>gmQn-GbRia4p3J7?3
z4?jNK^#It-0y+xyfqOIH2WAJem1|_s>riGkw!>3hkm7q69vmS!X$29_S+v7#%Nk#8
zY;B?Ck23>xr27*hdiSyal?YIUynXG`0a}Xy2hkgViee1Ams<TEP+EJw=@`FwyzY~z
z%a*6|J(0@Jz5u$|t!Nf~k1|L+SHe`zcb_2Li;XS|RLvk$5vV~NeJ*&PSw~d_89cs<
zGO%y_F*8FzL=*)eg{v1fMesM+y#V0j;bj-_tOQ6??W30_?sJy3I4G`nw}}*{tpNWW
z23dGW2xqE^Ue1~?)#a}re^_dAqXpe}a9;#Tw;d>5;5?e+Q(f)ix1cf<Etp?CHw9fJ
z0-d9!V&+QRcA6CkK?{fbbn)SyD?!Nf4mjSo??s4UX2Qq+lB7EnlWe|S!5@ITdWpy6
z_WK_Xr$D@`n6&-9S^-W<g*Dj2g%*%AzYpE(pF*T*R^6L>061ZU0Qu;X+Gz9A5qoDp
zK<w0zcf6!M^=%hymG37R$7g4m0q^L6K3)pMXJ>Ojxa=1j*v0g~a|6xdU8Qb!T)@3K
z4C{@LjZsgR8L@y!CBE7|14Jc?Bj9Fm?K6=vPCCCG-nVbxK!E52)j~@2dL{T!Oay#q
zeY4+#>9Z0^YU)M%dRW{-x;@(Ome{k61j+58kDxpKwyH*z{9aHH2?Y%}uck(8YI-_S
z$Jk2_hJ_vkIa*Gnligi0DgdpJ_4jYPUVuI_f*Y1oRgKZD{qPNFztSi)S%9ux+LeQ2
zVow3Ik4#G=)i5#P&@MM-13D@b1O#diXcNuk#q|&ta;zwDG&h<g2%6J%swZ6#gfhHf
zDiRX#PP_5dYmfubiP#V7kWbU0_f|f4TSKXIfTGjDu4!(bKU-^?d<{OvOvrA?Z0vty
zNh8Zj?b5uo)(m|pgLH!i(Cj-co?YGt&85Fc2FPZY)#<qPst%bC^p?Z8X2Y^e>NTL4
z?OoQ2A)-*!Ui6;-ML(HP=0KHXj-)jPywAQKummDNd7j}&Jl%}?d_<>)HD}{E0bPf-
zn*vD4uoXUga`E85VAP7+YHXU22EY#&g3}Hc>OH*L8XNVZDMYj(v?3w~2*I6dqaGL)
z06@rkd3n|M6$1U1F;Nk+7KBW><DUMSnI85O5GNqAf{)fi_F-`a3F)`MBNMPcaDQ5;
zcW`j%isERS-EDN+pRR3>+b?f#)5P)4!_W4)UJXN}MngmM_Klfpt!qC8WvFIy9cZZp
zj(c4Zb?y210d0UD*E_(3fpAc$P@9+70m$zLA|xBAz5?`z@rp+vB~ik<4u22>d5rsw
zrshJniy%2nPmwJ7@(X%QHBl$}c)bpRk&oiCCV=jNM$`$)2zm$L<qPX=FoFc+^Q7xn
zS&q>FueKO-*v^zuOqgE)-8}Yfu{PXEZMk3RLTW~TfB*gYPYJ{vz#M0ceM<Wt{D8!3
z)g6wzBz_epaUTSfc>uJp=SKaf5BZUTgPtCsPlzi(oXz?1gW>4v48#LcAWWJD&*IiR
zJXNUK2qcrBvTex)p$%7Iuf4*bWBWc?IM4-`H&1|y`(IXPk1sCz7Nt-0^u~}CmX+B*
zfkN&9X#iQeP=5moG)%D9ZTA<0vFBCC6qrz?xtk^nRtwW-A})KbW0I1RLguZp++Bed
z1zB-!^xXWW6Iwz60<6`38j;8_uy1|$)Ebm>2ngfg*UVsfD0}<;Sx8NBTU%E4{RUG;
zz~haDg@q|6@jS~COQf`)pO|Dh4_ny$e68(5RI~g2Z^3b(Yy|a~!L0yhy6e=uEZz)?
zH&Gx^xNuPryzePgQ#j!uGzjSe4zc@w<f5KmKs;SOT)AVZq;ew$0+YdQz7Grwb_d^#
zp$w?hhJD}g%=;4<EUc~nfoIIxD{zgEkC$?HcfT72o<Z*~jeOl28;v`D7{LZmU^|uf
zJ>F!2>N-qBx3si$%5Hz4k?~O!Mz8tX259Q;Wz@x56bGY-NIFPtn1E^DcC$tEz7L3%
zAa)>&e&Eb?@Z;C^YLYiCE$z?9$kCahlhbL=!Z|>Hj>CL2-EW86YHQub`pACO<sg`@
zbw`NVTZ7$Bd8{x*+z)on)9^1Y=MJImRN)uo7t_JB8U{G?$#s74PFLdYi}eeKFb_tO
zebN;T;2BD<4P3wpwLzh2qx6x&UyYZig#GNgrHlDoa)KR1*yF;aX&z7G0$?y9hgm7E
z+~F?$Xtp?;8CJ@93|(AY?p}`rk$bM$!=ZkG&9LDM&=rFKib|iK*9YAgZ#gLli8)9z
zXQ8iDd*3uo#@3bvKr0GWRaFZst23ZERN0KvzKSJ}7`BpmYn}-<lvMi;z`X)J_pf!#
z(1k<$r}`!PV>g4auJKJiroF>zvOmX#KcO15mlPOC3r~m6jq^`Sm*PJX_W>NR1n^80
zP;SwSDNPyo4DeX#0GwVmsR9CC9|xjou%@Qwyos=&;QeC2(*xka?X7*H@h}m}x?wvz
zpv^BFsIbQSd>qKsq%mheMmht}P2a*s0Us=|>=_K)2Hw@aojA}($HvA2i;8?tI+4XL
zG2HIoNN6~C^x5Izrnq4+ic+eV%a~Kf{T#Ht?Xs_*oS66>@VFgtnG($Rnqo8vjBO1z
zPjB(M&mLRg*U;%v|4SaA%}c|?0n9lrP&$wotIwx2)tz>KBwrE-!Y#Utiov!B;j^8_
zsEKGz5CZK#)Rv5rd~c>ZzoMd|Rc8mt95T+)k1*zfqx|dWMZ-%Dj^o;yo{#+S=fXlc
zcB#3YI}L)Tz@qS8WXFrB*^b0?m0GV`?aIBTa3fD6|MQrs#sp|F<l{meo5pa$?fcc=
zpIMEXz5<-mY?Rf!7Re$AgrO8sFXua)e?a%>hOz5QyQ8N4vP-#b7~|yex%>$D<@9dv
z5s0Bq`}(U}O>OPz&1)d0wE!v7cUReDukry1I~?V$m!tsGbbi5f82}>Dh$%8QrNzVT
z1;lq-1S-|7RDFK^FUsWpSvVr4h{w^vOeF>qJkCDcz9JxbfQrMdm^|IiNG`vTuEi9)
znBHo0{sMESMjGXqyn#aGy(BN1y#xbB!IR0x-i3XK|4~9y2OuG~Qr0uUloW_V`-6MC
z6>_gRs5pn&bCRP$fWJX1-{mZO6E)+HTC??R1O50#v3BWR)yf^PUb;a4y#Wz%4RE(K
zC-FuvnZrg8kqLsC037Iwl;A=ye6Ef_Q8RuA027SahlV173%gPC%QgUrXB^P9pX&|S
zWdG360Y6j=1y=h92fneun8AyeFG)YCGlE4-39d-{v-p4cH(LdO45N9M>>1!w3CdJp
zn~yCefPs+d61^_qlolJ;$Gpl1g!q@q;Z9s#)P9@aU6a@d`2AL;N(?v^aGsz*|0*jx
za;Jj%IX<vKF|x8^1b~DA0%Ij}wYECRc0dt>8P5<<YPNtvzjM(b)(A>D0Ode9YCHeI
zQLC=9qv+7N89^ZT{`iL{5UGGmAy>YD{49vQ|MqIhg9<DHeE>{-(YC^M?d0QvwULQQ
zfRfAJ2m<ikR_hk*Z8@69w<`N6&F5?052XvlRaJ2VegHFPfDe)jbZVH^2fRmf{&X)e
zl&~%W%uzFt%Oxi5Z4VAye0<-=^X0E@UCc;;f9wgyuo0*T&1~aNK)nSU4&4WXJH`s@
zf^lvDMP)RztQ3lDfoeDKK8+EeVnk|2^(^wM{dqLmt*xy{1$x?$@ba;pC+p+3^$q5I
z<k$c!E1$+?pME3u{vTJ%%(+B`wA49)za%2j@|b^7qrJ&PK?x`LkvyhM-FoG$$ez64
z3blh~re@weRIdJxAET$2+IsL_+OKWq89m^sPF!-xI`f0c*Fk=io-1&z`S~(B1adkA
zn>i|rM23!?9c|WGUImZS1`fMGY4kQR$u>4IDQ^eQbPIa)ukFpvT?tThk-t6Ay4~af
zjmuSoz)g~ajqR_A&mmuHX{oA%jm;R06o@e}$f>KV&m<-!i1Xp@fb@0+k1a{X_u=a!
z;BtFnVq)G#MwuWxpN!NM7008Zq9m$EW&kRYbiV|{u6}%c3=X`bGHKgcPhAA8>pb9o
zoyr@a!{xcT!uH48{oo`_Z=ii(duOYc$zAJFdhg^0`SnGU<V%1W>kXjmG89@~UsJOK
z;L_A_(>}Z3?-0~mfIhHZKIuigvecWl9?1~;;&@p#$Ud3Os+U(^Tf5uZ3d91p+DA~b
zcO`E6)z7D<rh*fO_ik4hVhhwVi(r-7+r_1Nd10X#uvUYoZHcGCQ6R2UC*H}6x8-#X
z3qVU?7p-F5kIchZJPws<KA%v&;29A#AG39Hb8G4`BWd^v4D~$Nr%dGnft`$PaoY~y
z$^}sE44*o&{d3yS23VTP_HTcGM!#49R(HkUQ;?FAaDL#DVT+IB)=&NIGNm^+Z%N>i
zI!`1%0OJAPgwkWtsgH>L3XlfuuRb9B-He{hq*OVHr=lVwv2Hdm`l;p==<`h6{=Us_
z<|ofF0f0AnfN}()JcG;;_|V^eeeLOYbGDhC{{EplmJ7x)Qv0yqZiCyzx>xX9CVE=c
zk2;A0yzi0gi|Rx5V{a^l&+EBSgQ&6fQw)oOr<V55=tPuS#&7>h4Q~3*LvyEp+}osP
zt3Q(1;`+M*<~cDcv`ua_<L0+NUE0)dL5fnrZ@>79D&YRqTS}@^5~8i4k&8{nuX22J
zH0@?IBO)w(K0Q61uX)oolp^PeVq|0l(k=@~{s6J<93KN0_)C0zCs0m>fRiiXlI98w
z1#lU&nKC2zYQNrSk}e<%s46K9Shrp2ys+i;UF>VVhI!2#hDV@tZNkbZ*e?mz&wvx<
zpX==2oC!$$84Rcbh93x0Qa!WDp;Ffq;P6H;Cte%z@-QcKcz76)zqPeBW_EU~fv+zz
zy!Q&>*X`Qa1)#n>z#m_KygRlYOkx9KiMu;LQ-<R+7&~nnBaVSdqM*t=-p;gRk>}^+
z1pXV9$cEvw>~y*!fG$A)b_6J-68L*fO-<sp2KGmbjX(`?0;TvLNK3$Aql$_wEG@Y_
zjtl|CY3kzNydPjG-vAG>*@;YLak|!{rK7Wc>ggy*4v0NB&@TyDbvY~WI+AgTi249g
z*R8TZg{{&64J5C%l|nB`Q9&W+`}dID$)7I0B-WgMx97nF$_d?IoyO=@+m#qdEE?dc
zssVhIKp&r(sp{n=1ghE*%`p^)rbLb!f?);|xZQHUi%$-Ti0FhTV=~xWzSoX09s#BY
zxembFAYkTz3=-xPvH*189t?oh<Nb|ITIk;oo4_L^CjNP)%DB^1Ms=t}t}HAfa<i)*
zFwn;l)wN1ZfQH$Ul#=oX<d*Lr5@A4u*V^umWHbm6q&lpsG4I#igfkbN2ibt4Ky}vI
zuA~>-X)2gBl*$tZFqR8&M={gHtT=rQh}m?rPsZO6;4`Y2g472F&bp)E7t8<F@BmyK
z)z&8d2v)SXfU!2O)khw<JU_2+T$Kjm8mJsFyO5rqer$Pp1Rh&d^6lH_fS8*AFOP;W
z%5v<^|63JOaHnGlDpGLAHj^A5@uLn&HHrk#zFa^mx~#_taKE4U9`vyfERK0US>Oa@
zIQYuIokUGd6TgeMKpF>buOaYoz$GA+bE2?#0W%1E-xCl^ROf9bKT0}HImwk>ji~-O
zT|l?ixQW|#qapkF8EV@!Gkmvy0M1fWRYf%0FY=R}tO@d!0oCMQs#N9l^b}s`J)r4g
zHVgkHfd&Y9uyVln=&MiHQ(O7IF~Il0Hh|qCR>`5D!*Wa4EoEre=(YW|H!<8aIEdm0
zsra56f{ndBrGlrxhpAsONq0LJz;TlbehC}w)u=ZFp8?9~zsBS9wY&NaD3c`62*GP<
zanmI{<O|Wqq2*z?rhbb4?b!tdjDb>YMj(MCStE?y-7jed{m((E1L&7L>Aw+V1=cJE
z33mt#NWnxw`DS6HE)8=G=cfd~+@BN3by`&eqv~tWjD)@#kms;idrlN1A|j9vpWY6V
zVjy)@nvLhl$v2}Rb#Zl}RJ4VFdI3|uAwZ2M2PunG=lAt^yV~m7&v&8kAH3hUs_gH~
z15(2+R@FC}@B&@+VbmxDgoLyxzsJiWSDAT^5WD(Fu4IN*A0K$1m2mtjEsX(0j7oJ9
z5SyWnG}FE`9TPvdv3cXkpX%G7ZHPtkag(zgxQoEF)Hrv(HvXo9T!{u8$ZBLU?!jfg
zVZQmy(`~EiwR7|xP47qke}HLVrKz}s+jCs@+J4aK;{lh+`S~*pwj`>2Mj5z{0*j7a
zQt^-Sdhadu9;eoQeHY~K0{&KIyH4v_W9qM5<a=LUT#%rr`wyail2lScTUuJW=hy-p
zkIa2eF$qtLkJ#MYM$PgZ7%!XP+7Eaz=JXZneSk0~Ms#<}!d6iEUw2VqwLHG{4geA5
z;wefAj3alD(0_)9H+9-?|I)x`#GPp)K7%8W6WRznJFV2DqSCy0JK#U@lh3-S=)(}s
zP0}6ntTw@Bz_GH{jFa86<dfcZt^sRGy`7Z92g%_-!t;D0j1THi^iYoB1}dxys@^0A
zbHY_?pyGqBMFFP&3-H5%fY1FUZ#5BynMboWuTJMa>FMc(!9pLREJLBBjdlB28TlyG
zw`$ymAfBYu11NVaJzd8w0U-7;W9|0V8`yN$VByBUR5p1bAtCtSWsjppuRng`-mSlW
z*}VRG|8@WbiQ~t4Nz?o9LECAQik>^1<OTv%J^CaVp$<HB9l{858V!II03nA~Ts#XV
zumR89&x%BY0Ors^j@zFerIwtG%adWs2YC(m{eNk-kZNEM&PbnkY%;w^mpi^*F|9>&
z`ygLvg%rHHFoaSeE;Y#ul%PLABLfC2tX!EiC?5e4yc;Zl8z1iky&kz&)y>t_5!4HO
z6a=ssaVrF0O|Zlg6Wmr`uNwlRnviEO^-8)J)y#mUe3KHWH>Myhz7Gs2@qe6!bn92a
z{66(14}fM3fp`i(nwXf_csXy|c-(e3Tk#Ga2u|Jh_1GmZk6ndfOK1H5`0Bvw%84C=
zn@4W?kj?37*kW0MHT6wP&i)D8=&3mvURE%?A#tNQUo3BUG?{z}?tK?SQ1M}AnHOx)
zL935|cy`>^uLS?UcKeg^xcDm{aa&9V*$jS)=mpP}#>51dTTQ-|1!XQ6W+Zr&+j>8>
zt$JA<o#gm}RRc8~1a2Ol_qMio*{PA4Cu=<C*>_8$i+yiQ!Wvt@br6`}ugO0W9V2!H
zj5bi2y@&-w6nmd5hD#TWEt%r^-8gyK=#u(Kf6wBgE5Zj0PGSsXVt|ZHuU~Q3*XLRI
z2iZ#`zTkfx(CzO4HB_pXn6(R+h<-@h_W9hn7TVM-_QqKQ_Uv|vtfZ;h@hO44()id;
zl{U=|?Ta%U+4U#*&^WHzdKx0k8|k|Np+?;_vUv2!wk_C`$VB6slEgAoNgXNN5WUnu
zFjaFDouun3bUuQEb9GH(U@K@S{fZf(ju+nonaxL4*=s)E(Oz~`;qq|zU3Gfv>`zlS
zVDu^woC*_5oUhn%QhSEKh3Le_(k%ulasDXJK#E>~plb<zrGSC?GCw~bF9K2L8MUOs
zp1h2lOb>@WBlVFmnzgy0)sC?2U)?JxQBHxi>CwS;8VmSFFbHhAq2;P5sVuD6bogX<
zRkFn^H9LRcMRrX8vVCVE5zJFN`yp-Eu#4qJW5!5m<j0#YCkZb+jGc>)3%Q@Sn)s_6
zyYYe~7B>$XwiS7|hKK++Y$cC^IDQyA3Wb8)Yon#>;P$oS55F_({QGzx``iq_UT(xP
z-ID6t8-awa4elpVS=o^YL#bRIe#&C?6FkCa8+TR{HVc?}aS1D|yiMldW9x-xGaAA?
zUE@~vws&UmixRI!IJzfZtAGD^J)^|}Yvmm~w7kA{&b0*MSt1Kn5?Sh4-*P{rYi#gR
z)@!e-#WF$TI|&;@|Hdyh*s0-Z;_W7Bg<Ht{!U#+F98QKrG2Y<UUOIGG%1naH@s8mS
z&1>2)R{R&t-TEeXZaTx@DIocXgN`YMX}#;Y-)we#q2j^EzY@KcYEX;qx7;^<A^d6c
zsW$!ZA{ny#w+!iN2$^H539!lgERqD-9$n|Zxs!fF+N%-n{bTM_>~fL{Wa0iZy`2vd
zvUNc(@H>Ui|72IJ{^E3V%Tvq#-0F>=`)S;i8y@FrBzVV)B`Yz&`85ffI9&g_(8OCl
zVhrdT5DbDPYKI02*^~y-JDVp~%Ze>o4E{0pw2R$XS!&|(KI>|98qTlFFRK*odkLrY
zm<~Iu+YOs2N14UqwG7Y*#|P;9EVP;<XC~zuX2QNFn<rOQD%tM@po~GrHcwHG5asu$
zFy$l5f(d&j-p19sQEg=rwj`?cy=f2r#RDhxwt`oidixud7H`^@@F}P~FU={l)}kq=
zZ#uCbYiQT2X)V#)Ad(<)v7xRrc41Ua3&oZA#l(I^1-Wq98@pql`z8l2s&kzLQcj-I
zc8p39Dq9aYo>mz}tnU@e&GA377+RoDl&hvG-Pf+6+nKQoSyIgND!eUOai3Tqv<q?f
zie#~Z<NH!BeXAvg!Pa{oukk0Gw90yFx8&}5IJyP4eHygIk@q^4W#rJ%DyK-6LO>1J
zw?@zn?dqjX!;#>Br6f!JOI~P1uOm_DCoPS$>OT?Qi%X5kROuRPl;*pH-Pe|ca<`~9
zcn@iR(BmmZBc*G8LUNnGn#z-A`C~VenJ|=ik|el2+eO{9F`HOH3m>8L?G4TET$~Qg
zK}IE1mlQBSNmA==TZgCpY(7?s<(eL~(ty}7-RApRPpBQDZ2k~mUIR+cG}klMu7Do~
zN88z@<<%paTss%-y++{%6|27oTAjB4Rd=H<rgDY-2tsNDnm5y)o+!zI3`0_&6k-<U
zRX_^`8cAl+SWqQ5nlPIZ#Hjks(yjQRpU5AzRLM8<q7`4^8FALASI^*)$9YTa98B$u
z5Yj4T2cGbh&DlN?&?IOg1@0WalIdd&!-ao<gbWs#@0G~!y(iJquAjrD!yT(pr<?|%
zkHun+k+iD3pKzB_d-#&TNKSGkGJ3L+>&lFDQ#>@a`kMO2S}Uye;H|U;Qvn_dLJr5D
z{As=JD8gxO!PZZbtP@W=OryLu1uH?V33lu8`F<hyXb;j<s1Xr1%j+o4XyJ@sS_7$A
z+1Kh!J~Mm3o7x(LSl{EDKoPmfg_>eZ{W)5<P4Em%aKa645!$?xbLW=2?YyHNcejK3
zqmLT~BYd84Z%1w}I@%yg-be)_?o%>D(!9hNp<O*F6&TqclC6mZ4qCDVHOb>*eWDSR
zpFz~?+CS&@>3?>0&D!$}OZIL$k)uQDxX|l6wPOCW_5%9uy$3!OzxHG?{RH9eTG0?a
zy9>Q@SUdW2PI#yXeQw@AsqSFJc>Ge-5LIp;X}_I7J)A%MA}FptU&P+AI=M@`9h<#m
zW)k;6*eejgZEdbZAcK3oD1)<^1^+H>F9y*hN!Lti`^cbDKqAaavA|<*-&9rTlg{6h
zx4H(GdFiaO>*m?1KitvB8?>gTL?P0j%`0Z?n6$WqY<x+bjfE~Vl~H2SBpfkdfh5xk
zS_?*K`L}U78^P~6q#NgMKQ(sCEo7dMtV&aaDoVTKMFiWwrF<43eI+k1v;8>DaBsh(
zMPRi4<j%GpV;of5hI3K%yPQn;M4or?Fm*?jL^hpg7d>5f&a}@UTh7A|iEMs|S)5E-
z6AAos@*@fHZV3^-jR>`r&ZNAr!hCAG`1MG+7N#nXap7B2gk@!d8SG#Or&4*alr)0v
z$SWT4>vQ~XHu`d*3lu}uu6MaF1z%3%^s|$D_BWoY-t&x5c~bVj?3r*f#qlv+dq3-5
zPV7o7BtoR@GC5;n65M%GY6a3(X8v$NPAd*e^s4wVsL%TQ&{ji;qAmiyVu2_7prGaJ
zxfhCZ8EMAdR7KO1KV@+$F+NTP>WJi@Gw0Cd?486R?Vv^Z)|{Bu>f{x$)lndL`{C@N
zV|d4*pyup*UY7hmQ0q<O@g8#z=;s)hBWtpud+qC2f{x4SRrhcFOyn6gbF0az5=kt9
z!LS<d--v{7@PRm}dFiD)gm*!iDpoiQ2twpOU~8gF!S0T}Gn3TeN-o`TW`Mj-+_;)h
zFvEBk#hxjCd41)9*few`wLnFBI~dfLR&c66N~v#&oj`q7&XqidcXp~K&-R&+No`m*
zjP#BRKZpRFrxQoPQq;v1X0+@3sSA$sxI<Gp1AWOs`t$<t?9z<H8!fk>79u;rn9r!1
zBe6RdJi?OU0yi>`Jnr@!2jyq>Jp*7THaNd&GWMrU7wX|@^47CC(ILwJC^s_RAs<rp
zGxtsy%g{T>9(Z-yuwsg!U`vdl6<b)E+uO?Z_lt2ey#wvrEgCZDsDPCi>`~A<h$&Lu
z$JXfOc_1O~W}-o$$9>BLAE%iaA=+flgg(i{!!8uTM*)|0v?E{p>PAER<)#|Gff)5M
z)nD<27dWV>=X=67uV13h%HiieR6ns=DGVslGw;f_NDbwY$otZIA4R0t?!B%%?iF`I
z$}OzVWk%i>zZD$LQXL(#oF&VajUiK{-;eHc>BI=j&Rbb*fm8OQ2#QGLOl`uw@~Zs%
z7w6BP?g?F~9doHkd0IV&hI%$i0@Fqv2?^$o$e6Aoo@cCJQfgsE_vcHu<g=}sdZgC6
z)}LwUNsmZ+nt~z$SOHm{nAU7w2}Tcx7W3=ZrzzD9G<3nu^~c|t2+Uf1crpDkDgIO_
zYrRl=)F(>k5iD28FQ?10!>qJaJ4+;Z^9-*QH{O_<ONvJ4AO0@>Y%@_+Fa1ghRv;st
zj{8dVe)rycc^rfq)O9B$(G;jJgcmd5hFn^1^LvX6#hdQn1YOzVdl4yuaq>ol0ehjf
znaPvQZZ^H>j6`MV4beNhLiz;b=vq6fq+X;?=DqLsK1yajv<46C@-yY(#k#>M;pzLn
z%=0)Iddt8=wmtt>eoqT<-TE(FNP{OoGTP4x??0gEX?nFC$@sTidevRlQQK;eYqOa1
zaR1ub&1E5whTnS_4?1d#HT~-G0c`9oImwVTql*$U?8|#u)H<Ug=xoZW-JnA~!4gP$
zhi;FKp|og!;o9R(=$2^%wqX59!NrHHq3Lvd{bd8&|1-g!)R@+g*jqsl%0){X!B=wm
z3R&X6>0W)JHnm%h+EbxRO9=_s!!Tq?&N-%XaAS7<Af8kf3LmEYM|RIvq9T|+i23(+
zjVFw*2MmHzZW2i@b`tzOUvqaCfqHz;bQn>9TR<Qz2XB8qYO`KgORbnVrn8??LTE!5
z56MACe0-(Ij0$DB#u0&rk8JloTSkdLhwigC^0E;`C99XiF*MXXsJ1RmVfC@6{Vk$K
z1oefF1~)fYHqGTRmBY9l@Zm<m{l)Zj5&S5+ym=v%--e1o1X)@6-;9PI0Gym4h;k9X
zQSa-|tfKlLwfZ|B@rFFSi<-1pS6?5M#6v(^OK>vy_)DKas3^gP%LTl&*iN1pu7{8a
z(ZPtx=aiD4F$<6ZBEM$W7_(IMpB6kSFOu9@6b~b&02`G4XEwq%!b#7Vq^lSR*%Y6x
z>LqGuYK{$A<;BJg(<_h2@)(@Pw4hMXxC=`Cme^|!9+5krGT$rw?RZf6_J~oGl|OV~
z9;9|Yv8KGp2X7?Ehe%8p`4i1S`K5k^wyfFTV}Th0c(z?5Qg^av=#{+FeyY|mtbQ2H
zr5hT|>y@5zallHTDn%fhC3HbzwJ`))33@NF{yT5I@T%TPyYnMCIGm2qaJXRkK{>&u
z;%8YLUUqu5i*w_l9fxyNIJ2aGVQPUpoW3kh4zHZ$%qsz#XF1ge!Lmwj?^e7lUAXDi
zn<8AhAE~J6_rl-dPj%~$*YJ|?u~AL7wJHn*mF2xYa%|b`3$l<_e9<$}nC^H)z-ztN
zAs%sT2mk>WMCpvPY1HRwzr7-qL-vbhhyud!^Yq3Kc7@#%dxC3q?Gb6@%A7B6gu{Dd
zI;WOz3sGhMhG3{X9R7+(-Ek+9rblT)l0NW%Gs(kQZs<<0)(?;?Itk!G!HX?tRu-zS
z<e7@(8~yt)g6q^riF@Q^)VkkQ!Hq4hOQH4J|7fdFk*6M-FQAMKa1}F1x8$YJ!nF6R
zk85Q!D|xF(<O$SGzZ|01lHq8<S<23?0glhf692ZVej13=Z;;fV3;lPYn$qM~aV4n}
zM~pDO4KJzsl2O-vK4%53WBLT{_v0m-%P6HRbcJspLq5(8YE1j1(hW)DxvbD9E0<pV
zd|BMDDB+CvJX>q}7nSsRO|f<t#wBD$QZwdDA#BL{%zw{mRVb)zEAix9t4V0^gru#l
zz{IM;s`wWR+q0Z)_9)x2e??`lNH4L8+iY*}*u9USEzKO4GSi3H30tvlGcVFOnX|uL
zMr>$vljb!@=u0C{u52f4;-H`T9}p9Y!jFFb6<YRcobKI6Hr4Ns>&FU4Mmg^lj8soF
z*81Uo=k%q`oxV@*atxWfJfdll=%{j^!s}<2KED}TtR!Sp9yH!K$hEN-NLvcpxd_DT
zIla`bK|ofZy<~XKjGCI_gN-l}|7l!zzYf!zLr4JIrJ9Q$ysJs>|B5Jgl{z5npS5;P
zNe<IgaM#94s%AFHtovfVgr$QA-A;w+4uSSmpBed2hNRNg$^Ca9q&{XuQzIxiMV=$@
z;;h^|u{WjheISE_Q%lQB+`FjoFNBv0;VD0%o=Gp%KR_`3Bjo?x>f7rW6uj>vV>$B(
zVwF<o&h9T`lhnqfnEyy#UE>@OR_NloVr~~P%ziMD`zjMC2_=zW;uf9$yPN9EbGrY8
zu!9hqg<RK7=jw);Er)_MCWpI3XiHJcf7~hYL40dV`|HDcIcv;w*~mUPYNF@nrHf&+
z1Pt7j#C#mnpKX>GBG)qyWi{7v;2&&85H>QnGt!q=)@`5txdA6$*~_rA3*~LU=Oli-
z0-nw)HGg7EX|lc8&P8aO`=vWy-mwF}clie~A=G~;-nTauMF|yooXs^Ts*@y%@g2W4
z`&MyO4DTeFa=-M}@UoPb>);wd;L_Ytrv3^^5{>1bOst=NmAm?B33+Mk%00A<{-~>*
zw1|>6EL+16{pI~DVUcXfT9Ui8mmj;%a7rtE^>52EcLE7Yq@oe7>fi3tw>$_4Un1*v
zR_frB`&`WUGGLk{l{yQoR?V)s=e^7$e^uQK<Q+Pq9;@eR3$`cf64;QQ%t+f^Vc+dh
zIc4#R`9N-7^x=0sl@q~#^%QM32sri3mZFQueK3B#C`@TW-u}Z41NEISp8w9h`uVE4
znC-KZTZZJsBWK)j*@nXyIfQ3$vKpq}!F#L5^IZ%cH5$;Ov2mhJqJZP?Wf4JKy3LnT
zyxuuvukU2DkiyFFF1WrRvosZD@1RkIxSb1=Ts(Szw`S20<CiT?%^3~5U2Gp;(2xIz
z9*>Sxue6h$z|-$|P%(W#_ePZdvY|Cp!5bH{HG=hZ%Jubg9E2|_m0UWuA8_#CZ6YeQ
z)oIpbFuI==*w}Li-I!O}+emPxb6OK8ZHXZ-zs4E+=pOQV2PNwVpn&|G`k=Mxrm@7k
z$d9c5$W+Ef2r?OIOd<Fgr7F?*&NTby@<M-!6GMjZj}+y{d&+(@TB;b2H*SacwitV}
z6wl&KS*r$E#~iQaJ}p%~u)QF4rJP;pU2)PnYBECEnI-(1k4Wp;<UMXZ9IW@xOvHvX
z*6x_bt9e{5V)>uHPfB_Cs$;?}OdOjv8w#wgMSBXLZ3_NW^l2`-(TPY&`vs)nmVN4z
z7AUbU2Ixxe>>~p+oL=dYQF#4XvVtBjn+!U%mZJ3&l)pP-Tn_yGgNRIsoc!+$bQF9N
z?~|rb7z&1RgI<~JJX$yd`@!<In`}dBdz$&Fk*|SA-u3Gvx(hVUiiZ^(tz?B5r0Wq)
z|2sN@)Rw=8RBcocw+VXu!}bZGV;o(wJanaQ)<vGOVW6|!02z+8ucyl=7ao3L9M?$u
zBl;_xM^mCx^#}aCmra8~+n4(tW(E6waTGztW`g7&eO{u(F~^CGyLIPa597w+pym1T
zG8R{UQg~E=ur{Zm3{wP6TleT21Se!hHI|3A&9#626<ulxe@aFrt<GZ(UFp_Ih)OdK
ze?K=Fye#lWH`;bs3FunH7-2B#b*+WX{vbkUPcl#<q55-j;imBJVI}AZM?)(wO|85=
zbvx;;#>~;?2$hQU{59lXuMmk?_dvdY)tj#y+dfR5UiZc^8oOhEyF2KA_dJCZSR!ZD
zmjn$d=WJXuzn{Ft#ph*}7?C93?Qr#{_0D*{;K9_><YnxSN`NReiQ58qFxqlcc)>SQ
zLUR+Rso3&Fe{w~+9A$M~u18At<sTY^(@R(be*(hkQG<=)C{TYW)6Xh(5+;Q+mdXFM
z<l~TCsX`lnUfH=WQC`22U;yI-kG*Vn81p3^-&G)W-a-Zn%~QwShf`DqV-B0Jl-dtK
zG<;%!$zcixWc7|$A_3BqeD}B#Owa(@bblYyl{=1X-9KRq0-S|4<P6@XCtqWe@%x0Y
z@AB9deTEGOxDODX`IivlOFa1Fiy2k=nfP>eJw4ESyq^E8Zs7!xME}5RIF7(g9cZ4A
zc>pcQzX%(*&WHwwxk48faBKeLJh7oXv^F^0NrWg6KVjQTvMguo^h1@`=!j@-G|t-?
z-yEgMT^+MvK|k}{dk`QlnMG_iK4Z1x`$JMGbqG(gn6LDa^;>`Rk31|d3*(X!<~+U9
zS<-2|ku=Y-Tso5cidShBc14U|5~DLjo+(eV)BZ?AzKpMS;jHJ)-SEFX6M;pvB}_Dx
znKx`FIh33R@6ZEMdew4Ez)^nl<uNess=n+8r>Zo88TwAcp|<~1tKR+nP;SfVrEvlt
z{`I=p^F_ZWckgCw1hdv94d+3=1a7GrJ_NWeLyWmeI4NW)Ci7<@{77b<&jYbKW8j`8
zvoU%vFybwtBJBH|#3(X2_RLl8K0Gr`;M8f4o0<rmT9R5cYX9W;QSZ6(<aAIH8XOKC
zvOYHe4~5P6e4CQoy2>8-&PwbR0f9c=j9ZtaU!%>&Tvb%Xel;SW)%GKP)+H05{TU~^
zGaFwLVR}k~^6vYk|Hgg1E-5nd-}njck8i)3OwPfK4>}O><P-1n)w}2^ZB{Z~d*)c0
zZkDkHUtWZL&~v_fI-R;mu39}Jt4vXGbwh64owj5(8t;G)5DE&X#mEX`4kXn&Jt_;n
z^bQ%(kCgBKp6r!diZ#D?V*jxt!<zIf{*?XYJ5{Ine>=N5GBXZIxwfPq6ve@ktB|V#
zs<D8lVU$SUoRl(}x?Uvj{?GVQU&Z%6%er8y6@3sC9?GO(et-Ax=L=j{#mHd-gzncU
z;FZLQ7Gxn0!Gc@0sZYG({xbbSB;lQ$l|3xTQN5PIl&_pU-Ysbbr)2~eHoqSe|L}pd
zpll>)?!TJ#mc%F|R7NRo)O0R}#nZGON}Q(AyU7#4S#daV^V4Y(KR|BA4PoUzmFY`n
zhJuxusI_t3mk~;i1ZLVIIm4^Lp8L(%8&Sv62(6=|RcoC?I?}(5drcP0x8~SN%$LE0
zZ&!YhE%YC0y$k5ltKd`8DV6@6>U7?|D_4U`uxR{h;Je{@cqD-}!){fjr}`88PEIx_
z;o<xw+!zJ>iH|vQ0)5ScxlcvUxL=pqnsFn^aAxRLi%;Cxb3R`}O?l+bh)Q-5Wot2K
z{dXUO^K#P7Of<KWS`qp(!XF-%LbkB&3%T!##{YiR4Lm<p@R#5#L@BICUg8dMw8hr2
z{Yai<4{cWpqRuJ!VZL`jtowQ%Mh(zlGJetGhVP^AkqMUfLrLL3C*6aV8gDN2UiEE}
z$vF6xej=Um<xM!r$-I>B-g$cp_Sc(ckC(~oDI&$;VUI#zw<%|T{~6cgZF`J3Y77n_
zl7jF1#e9~e7U_^7J5j?b8dbdew5^>`Mjp5AP)_YzgEV?)FdpEG_DS*gzn}6>qW%)n
z%nCaRRM_-M2xAk<J5S@vVVk5RSlIoO>bx{bs?Z5-)trx{CmMs=!aKsB$V0;+jHpZR
zD72R6>qvyW5DJdir>1IxW2r{cLb~oK_w$Ec#oN<`T~JPc$bF0^i!9iWR*2f(zH3H(
z_|I;^f(OrhucJmT5rf~SPIj(OpNHjbUy0HJUYiN0E%DAz&0cKGq=Jgan20-)tN!&f
z^feKUGt^gI7-6pv7Tg{cLhuNiyKlC7ZTW`jhlabc@b5NGhNxHgvon3uQOk@s0$uTs
z+|SEN<$ggucF^?g5CYBz%lFSQ!xG!tyR>m6XX2kx^6JngJtwOyUHX)i6~fm<KAaZr
zW<U{t*3!9|kM;?V`i)`ikFu>VaN4CWD3te&$qC6U3+YZ87#OdwoO(#0@GB0s#hx`X
zTes6&!7y91D*!m&7$$SskC)UAtxq&q%@kp+;jeY2aaIIoGGqJc^NL8_n(qpi=Y}t=
zTSjI{<}#daPztiXjFvBFD*VCEZC;l5t-}-&k{-{aUprfx)jZf~QgdkdOd(;Yvc2Gz
zv)>S)8^|^jWLlr2{xS%&l3IC`Xhno5&!F^VTY{R9kbDW<{90PJ9GQ(B4${96Lz?^v
z2j$&d8&Rk=4m)LNt21BIOo-c{^Y3=5mhSi;wgS$3C>x8u<mm!9B*w3%+)VBIpFS=O
zt@*tbP1OsTr(|?_^#W?AnqO<l@HAJK8r2)U&7`SxeHbQEI5|vzb%j||08F_5qapmU
zRW@0f4p<B?*jFLriwX;%P@Zmhx6e=5`as!KM#qA7>cl5{@yA3_*?oN%)$#GG$m_4n
zgi)x)oaC+%rNst+m}{yIu=gX>-Qq=rKW}^zOlUUJefBcmKlRpwY-fI4X6?IYUilR5
zOm7qZaFVz;$2|+=jg{zb`4a&RYrcnj=U<74+R%_L$EBE)dGyMGJ272{l(3aUIrULG
z=g}}zZu<vwxe_wY={*a(a;Xv4-X;r*RWD7)<M}}05`@YlBk4pU(^H2Yt)*~%XX?yP
zwU%_935hskoL6;gv$be14rCNZ@_N5@HiddqN^C!yF7=IBb#j|!HCC~EAh6ujT+$k4
zVdSw+j$51d+7!JpME_Y1RoRQ^qbMB&V&9`YaXWV?$3~sJy>v`(6GX?s<dxio`#@N9
zK~ov!gE>$6r(7Jbxyn>80i!$hjfbVs_zLOMS^wVH?4d6j5z(osodI>F?~W%3FWK$j
zay;Eh>)2X<wLKWcJp0Z@tiBrMvTHD<Fjb7>e<Cz1vGsC(LVc$+Q&62OW_g^;6DcJR
zL$qem30K-g{$sd~E#{WIe}waJr}-d;d{|*Md?PjgucgJm3d}ADBe%67>S+;e*7zvT
z^2&({RT*7-4L_E1yrM{`4|rJ=-9IBe^-b!2UIzu6jVa+xv>`8oivxNVCY5u$3=@uq
zXC7U=wI<7${v}>NS?Egt_GQaQ|EhAru%6$aCb-*trbU~m?wEY~RLyKYENZlI1N$g_
zNMX|STKZgF#pDXvoabCk$exnWg;k9RA;^oT0Q(@{kCvy-f>7vAUS{rc$k|`w!Z_j8
zpkM-9I3t{O(KnuBveBUcRjDdv6vm(pMbvZA2RPfGP<g?5<pGACY~#+#{Epko7q^JW
zy}KxWnegk|h>|-t*Jnh)?&Si$U_n9f%V26#qsr8imi`oPpVx_rxbT#`KICTE**0n~
z#}`#pnlH`l^j<Aa`$PyQI63&mIWD6-TQ4w!R+AyXF$je%_%Ryl$(88UrlB)pz$;2)
zT+$_5e&T>Lm}EZ^-sR1LwtX|AIGjDyR&tr}TnR2c58D_mZvjG=?|+q_W}7O2>k~CC
z%CpoLb1E<65Z|0SIklV~Gd0{!9G`AO?<1kma~_CvCpD3w7)hd@G!7!GHvY_#KVzKH
zCDqI2;_ijj^)BQjp8Wz=`y#<_icDytVrQc*?ne?SXR`_;MS{=e7qD(;rfBND3Y$*d
zL=Dmut}hCy(Wp^SQrU+RtKe|h2tBt@1)oGt@~LRW8ys_v2A&6mGtkIMCae5`wqJys
zNOb+gCm>le>ztSiJQ(?{wGblg`{xnkC^g04GKY}>M>Qhqhi1yxh<`CN;qyFWC5;Np
z{&}&2w2fWkYi71YXjLkj0TQW4f@xKKoJ|hc)n|$EJg+8g6HqUw^HcG-JortM=#RuM
zF#MlZ?_3e@cPzUa*bLS@lwV@q#(jp3l*T7}-(X)BS2wp@-;#xc_VKv|wf6SxiI%F-
zMTfpniu=dCg)v^taf`L(ZNdZrdP0;X?pyT`zxW_O`Apu7$+FBY<vuadu^#KH^oEi>
zof76|3M26^4`NSGRvL~=hP<j>cQZdvB~D*L-WW5cmP?$^eRC+5U#upy8!}Y5byw>G
z;W#v;0@hu{rglhuv0PjBrx;D$URge4|IixyMi`;C1>p+$7?)gxvae1c{DYiqC{|Zq
znUsLYILnX?$!>#4HvQg9ri^SkdTUC^<)Oj2DkI_T!`FiE6*cTb7m9usj0_dJ_=?bn
zXN;AB&%Zj$O^SrHdC(DBi~2MRH~Q_GJ$enKes8^F^w^4~8@5~*p>vKqdn<e&+vC&e
zcusr;54Jx6D>Ebl`ZzjmI=Ow{y;mg3CNqRvd@8;Rf0Yk9iI#@vW#>=ix)?$Goepy;
zoD|Px;+Bh6Utfmbzwq|;U6ZXT1b;DqsWSCE$Yov&xUJQdEZCPNTR<sac%1t-z$%&U
zv0BgHAgrC*gvA<9ci~RM=aC;vjOVjFBg6ZGMAL)rQ(vS-nM@1^V}_4tyw_v}yHObN
z$y(~Ik?dR)u?;-6s4H<@tB>xaZr{l{xwi~1p1eBK>&76DJ6aXz$mkf4f0?_RJNhrx
z*}XEi_sK}o(t3ZaGoI~lDvy<D`)ef(iM+MrJx7k6zW^HvKn($sxGw+PB~{jX%Q_<F
zMqb{2JJqqTy|A*WL~g&`vF`M9Ta$NA$=wT&NWu}T%PRSc*iYhWmjDvDD(h|}(K!Fr
zI}0OjTpuS|lI=}%#cC?S9i}Qb^t(Qj_i3+AvJ6h1t_`P*47kV_R5B@ky(dA5$MLSs
zK3VLq9OWlPl!}fSoRH&9eqQZCr8E()D^-k0L!o6t`6-XOneiR87H=?1DMTUUOPPjg
zT}4@C*i8>f%hclUg;>@jr{Z6VGOrWx6!wccwK>zW-y8E^T~@U<hpmTxee?Becl)9H
zV!FUd^Udb{Q5V|RUzc-CW`G-Jn*zh`Y5r|8dyZM(D{mi>n|%}i;gLf!$n~L2{kvKN
zT)Fs=4TQ3$o0pK~mVc;}50A%%M$JieOUnH(;)eNo^;9zI*GSLQ6im<K28DKaqXKo6
z-}1gz{pF2%INI{N=|wWlRWH&^AM_gji!7)z`GXa)6iAZb{p0+$dxZJvT7+`pL>tYe
z_%_y1j?SsSL1{^`jrGsHwWiJzf@bo^IY)jzg&H4AeK3wR-jyjTjeI`kHsmzC^Vf8#
z7P(L&kkllQx%S;sZP;Ia<Ya?V*7D=;${5vs`<q`$&?{<>WE5Y(FGbbXMxJz^>ZaK?
z+Gz=4>m25b5v=X?PwM6~yYdMnm=g-x%3@)cJ$((SgYm@|Kz%(i+264t@hsUFP8TRc
zpym-s+@5aj7&I{1G*Qm#u4<RFz0h>Pj;@}VVlK||#D~mLZ8W~n8M{6T`}nk=*%EL=
zg&ezZGanhm-BdDhxo8Gi+|HC8Nz&<`YYMMndg85U*KWO&M66}rJM(A@<q;rfPw123
z6{mEu<NM%#D>?YRu@Wx#1F}VTK0}gZTezVp>cU+V=iy?=k7`OO>>R8YvTjVY$w@db
zGQ&;xWZ3)Z#q-`QL)Cq#RenGR**58L<l;?tEmT^KS;gMUW}c!DBJ%Q#ybd&wkJ*@6
zaL=(Jt<QGkeyY^9xjPY4V;L;yAv5zafNHeq!<y#?St4>VSQY7acR3D)#<2!Gp6|l8
zK0uk;Td=zhclrozB7|ssP2oAN8C`^aBTzR{wmyh}q;{b}e)+gyj-Nb^YR$aYuky-?
z-l)pIJfh0rKxr5_yJ3~qXY?L?<i+?D&in4x`p7{rQk+zU1tsM}8VXiAXGMS2mdtM#
zwcq1)a12h*&VJEPouB@akze&apj3&_uILX@ONp}E4b@%KkfKiDLvDR9#G*>ODgKSz
zCGeOKQ)ZT`p+8l|QOiMkOzXE-SH+A2)0@|^=3O7qwz7w=(9j$5%>>%X#1f7(J#bsG
z*)25vDB3f`GRT&fe@l#}MblG$7*_#a5%EC^b_Hw`zVmT;uwwA`%_dkvxqp@1E;gEv
zz1-i{D$;l`VDkF4mavVFgAW;Fb!x)~0mT1y&uB4V9uwit4<lP5K4N<anL3x(!<0f8
zvTJVM(A#=RRF`q;lJ|)7-g<=AYdMJOo$4e`PiIWU$WJ2tmP^|6x>u|^OCg0H&u5&E
zLd(_8&hcZ^A(A^Mxmko{KJv`rv(pL|^BhiMl?Z2|e_m9Qd`cM(8EublxO0#r+mjwt
zkvTYuikVCJ|7bb~?zq0b4Yz612LEtkdt#f7ZQHih*tRCNZ8x^<#!h47nXY%eYfV1D
z<eW46?ESm%>mp^*LgC%Atq+Ydd&Fl}bI&NdGfB{&rL-sWCq$Ye2(K!GYy48&&Gswt
zDB)^X2on6i*@$v>_2B88nHlkT_As7Ko7_d*8gy9G$kYZ6`Zg~+jjr?+fTy_M``O1B
z@$^~Q*}({iw-9>{o-0jlZCv!o1LlA8b_LY7Q(zC@elzzJf8d&p*4M0XV9wCuBd@r&
zCUK9>XHDRP3;}!64MFzMC2+gfy2Wvg+6}?F;i#C|dwf3dLGAT*h1-rwlOasMN%7?Y
zg=V#`>@I)O|BRppzdI2e7Xv5B=8=VbpwEuOufMEp`@mGWL&i+n5qWmZ;u!>)qv|ky
z`%|eM$>hs7cUqL@YA1xH8)e}Je>$S>_xUSygtZ_r6V3HT^>_cvgDU=oZ9e0SSTjlX
zbJ=qyPJFHF<xkm3u{jdxfPjT1S+GspN>ZxT^Ii1NtT2(slV(}@@^Arhdyl>(v$u-i
z(nLUl+=6ahp~Lpy^RknMQ2P&Z2WBpT`v%}TY7jUNZqR_GXFc5B9ph@*Vk5E)ej8`&
zz9m=Ne*9yWlJ0qiCf#)(LGS!ljN=n<7+WP%8Y;M;=gnDUNAqEs%!cbwJcY2IPn4#4
zHoHOh1v2Nyd^ayegIsUj^R_Up2O*cZ`@8OpvS9y_{;4gHg@xdt@2{bk4RS9t-C(md
z_34P>iy#rzK1bmPw&$I63aNT)v0T4zUpQd|3)G88w=2#;dH9Zw*R?bsl-eLufKhCJ
z)0+$r#@iPKq}F<4=-A7Ooz#Q=Svc6|j`_iw6q-XbX4yZN$zH9mg>_=jr{LoyqfJKM
z5%1}2-Y@?|;^3;)G<0=0k@R6NZB&5$Ra!CzeMeMBM5KrP8cQGkw7~k~h8sama?;h|
z@$8eO<#(HT{&WVFcS{&$c(Ks73IG`^{CIX3g%IqQ+OBt$mzmk)VupZnVvJ~FhI?Fa
zU<l27`x)&LZ5m~acKEzZNP?ck{nBJ5r8@)(R!G=XVv_F=5o;{uC&b<!Hzwnw@dR&{
zdb!b~d^NLwPV)4jcSWT9??~G^LMj76qhdpg?XQ+Jbr(VVq@X|nE<uBUJ#u;NhS>TA
zmQznH@kTB6%^8<Qx(x7ne+WnMx60V>4YBw(Q3cQB4nQ)-lLclZVPu5_j^{A~#I^40
z>)|rp&NOq<fReiSl4(A#nTPHO*oO@-`dNACwvy1I5_o)`9H&P?$O<%J<X&s?zcsPH
zE{=?!uuEanCeu#W<Hkct?p%o;Tnz;K);i(yiSz1|5YB5#p~-P99U&A;e@tdarDVn0
zHUK8=^|$I$RqkCTXef45BwOjIg$-T5_J$|g)9XZeU3ZLhd2ciq{ouS1<}pClyZzqB
z*<ahdOlX#32nM$Nxu~YX>*Ie=DOkr7-gMB;$(WwkV!wWOc;@NM1BGGpK4t#*J<y=X
zs6CPa4BtCEG*wpNT~lHFC84%?%U<1nWEZ-z)NHe!d(^$OBrx5ToczNy?dz<*{fw)W
zD0zR&U!jZh-$^MxGe6z>>*T_OXK0sJjy7<JK^ftD{D=U)10I?RHNue#^Fx~a6N_&q
z=UPih;uM43dqQ{aw?8FAuPiWjf9=zYXBo67=Cl0hVhIunAuk4m-vKCTg`(wz%d7Ja
zn%vqJDR-QPh@R$<RJ$UweIR1YF}gX;P(E+?p=B~)evbq};@4CcaUzkrEor0ZdHCx|
zrw@IzQoGumHFE#uM9UA-c2us;0S8bY@aB7@6M=Hy|4|dg+Q>utElydN3B?u9!wDI#
z$EbhUOzYNunYF}o&*rh16BtGkL6#CNM%MNgN^duk+7IjIb56u^#>?x$;AMmoun?Om
z7&##UAJUT`-=$&@@qhg1PlsnQ&-II-xxj8KqMG9Pk|SvrpukmuW$AX^pkkGlmKc@5
zhA*{@{v}|v?EIljSr%)2Y-hD~IJS@T);Ph&pc;WpKnFvi1THR~3(@&gM~5pY^bvgZ
zte?y#3@^8M&D%v2bPSZF=->0E<*>lH?(VFZ6ZA?YS<c|a3bk8sdz8s~g#p~=<m-vs
zNlVpK9YRc{E!aIs9nIi~?^|v7VZ+|0O|#M(e=0^Ws3QNf_xXsR2!!2DSA1!^kfdDc
z^^j{)Ld3d=GD$zAtr9+?8F&eo+rehkWrmm+LpYZ-I^b=_<PCgBy69qX9So{zMtI+z
z?yIpQW;!Bm9JFKXrp;ovX?xplWXhisP8vddzOHbqYZ@2pmdWj$9(|F=X8*yz|6{La
z=liIjf+-?>C>-ZSR||A>dZ^VZj{8&xu3w&m!w5(;Yg^7h_v_M{<)ygnPQJ=`o9S5i
zn-ln2W?Vm?Ibnkjx^s-Ueminy{VO0Hg2{Ua#TmA{g^99;cgM4&<m5iK<09a~7;<^h
zPEWkH`p7xBo2AsUo{&J%b5cyAPSPJwdhbdSiyP?FFG_6E&v3C7<MH}^;Nol+7d?mr
zXR8(<<;mor34mNzfHit9aZdGXYx}YD_8AzyH%su2(KpF|G@8#ewcY?fc8i%45Ba-q
z$kx#sOWSiu4lC8V;Njvvle;cSv?@kyiGP6dQjnbO?$*qM0{B29l)?AoD5T}bjpf(3
zQfFvH6&0uDR>mi@DYAn>v$lL^OzySEx|Vf8IR?S{{uhf9@GPghDCXn~oT2|5xCZ|Z
zn&|;%Q2hJjZ;2v=<^eZx#d2N2D^ica=@|()?7Oldvwyxbuz8Ky3s*zx@Z6(N4^Vi3
zhVBn7$o4|-jX~I$<_~)i_!iIstpK09x`*7gX%6*#d}3jK#&(r5-^(hA2*v>U@6#5j
zI5!l|_xFgA?@8C)gg$z47BmJ~yx%9uV8-@a?;b8r-$?($nGG+g^;ku?(epxd^F(f*
zJcE$~egBy^9;|^{dh<dN?X<`1^Yw`C-A@TM-Kscygr80Mwt|x+<^~O%lO6^cd47qc
z8Gi$}#CE|AUZMH!C(DPI;qT%&;MGQ+1vVer5w)xcUpd)a0xMuw%=!`K{J%W8jPQ>e
z%hpGiHx=2p9mUMYjqs%+6snxaE<>y@eQwjhr;W&sUEkp48!3s42@;<JTAE+)t_kyU
zWJFa#ZmKq>qVZV{CZoryaE5yP%&=lki<Objx;A)5^Q4)3Qsy&|TL|ce+fNU<ryu&_
zjIqlLL*?0-f`#VLEgc)@7u6-JIQg3xTzwcb;LyX_zvmBJXiEe$MZPgOAIpOq>Y}2e
zA@QS|`cLHR1ls8!?3q104qYD<lL2+yj4cxE)bIDK=Be)pJN_+5Q<+g@WsnWyv39#<
z!b`?RUN;u|>8q`$dPEHO+|a7b@tvj%<*2sQIlY{CH4UuqmM=ITgGx93=O?ZHdm(m1
zx?K2vDzn;S)Rwi=xWoIM$fO4t_LEL6S1q?bVuD6cy=!cs1@}t1t>}ZkoO~^7)OKwO
zkf;-bcuc>5`MJ9&`@(fi7I&*-?<!AY9%y@#z$1wsT+`u5!JYrQ1n!Q1{YQ#a^D!(=
z2QQ4K;4yR<Il19#(+`~s(Mj-89#hoQMI^NAXqt`2aim-Cpi>>v&w4>p8;UQ7sOcjC
z0EaCf>Kh9HL(BP~?k54hRG68w76kuUB+3LQ^3nXK@m=GY1r4-9>siZ6N403_>X@nn
zBz+CywY42?DpyCioJ^j~=hy9dwyOg6%Y)I(9iBv^T^2nQN}}XH{I-Lhhbk+Mk*$@j
zVZMtCHyQB<gwRjunPaqa{8QXEF7AEAGTDS}*D(dZT;RcdvfZ>x;`7r8nbdz^vRFqM
z@T={P;pvH}jBKxR9h}Sp5^B1+E1i2+SRSFlu>FXvD8;1U%?raTSKK@tvbT@*D;uH7
z0WvK%jGZmvWz+iXH*%DX+YwA}6rgI)bUoB)p)gU;?+L)WP+W<2bbsA<y?$GKujY*F
zRSV-**yrI}wrp+G-sBvyT>8+_n|p1|reHX@y<@nCyb@HTGzT)B8a|0zuNozM0x>NL
zX*p5|Kid`~z8z9n)tW!2;UYY(w&0x_xLUWP?kN33UA6@9C3V~-$qKxmN5BB@N-YhE
z4fp6EQr|G^dN3MF((MBYr0O%oGrk;64s0w$fwH4)nMg)pm$J}~UHxZ*EP_7&QYBUL
z+^v1l8RI$3*i74n;0Qrex?U(yPMZF6hnPcDdD<G1<5&E>)#L&dWr5?S<J;T0W&ALm
zrM|NSL1eQhXNfh|u$ha(?layp9XJkRh{f%7I%085_Ab^_)ByZ>6~FD+McX&ubpP#$
z7!}n(Rt7AIz*EpEDPH!yqx*N075}@*X7cK6{lOL80&M`ec-bn>y9vFR{6`ux1AcO+
zui1oAArYsFImoAf6&fNf<1EgZAbvs6TB`+sr4V82Ffa#fWHrQJi>B&W1xG8;i#b~t
zjP@=lg*fWqL(mTlt*rLUmU!K{1GKv?AB{!4p8L}y(-<^J+KX~RaJhl))FW73iDy)D
zrl1GxWnJ46o?mFbI<u1U6=pKNNM+;WD{%CG2Ing5m6h#>#)joVR6nMGk5PXKFU$Uf
z%#nU{SD#Yof@`YwG@Rg9#(6n@JO$K$zs%9;{@?pQp&2m;+D$1nPwb^xlZ8W*3@j@}
z8MtQvi4vv0pu$JH-b*hWvHMr(3jt!15E7Pil8p?3yDYrpR}jN1_6hGjaKdI)OzrnX
z<A!o}h0buwPD30m!V=m9=}ABP)BJWpVTV`iLmy!mnDF3v<ki_$91vWQbMzi#!@|}j
zqxGhmUD~LC_ZGLUjbfa_lFB|nlYQ0Q+x^%=1PzfoF?#r1dFxT~#Kg7S8Dh2C^VNR+
zqLbO0Bb|Dy-v)hk(c^0O;4={wZMa8o`1#Syp6?C!!E9^bVTq}5t++skIdCV<9(*4P
zh5WYz1{s@zky`(_GS1G<xEECa;_iaWM8`tP$_ojG(u-bU#l`ua#+8S<`Fo;!IQP7Q
z4kh!<ughsXuW{pJaVE@%T^;gS7UKPonPo0P<az_;xESr@gM)v4N3IH?UA@R(MuB_2
z2Y6eu95{)~vHhKiWrG5iZlWIfbr~idy1O}fX7S5h?)8d;x&&f2^C;Q2*nQcHT5W|F
zu5`2>Sra3V&oQitpJzV)z|=}nB*^LvJh`5fUbzc6q+h&g>xO&PQ(0`07_8BHgCgB{
zMs<D2nXz4AJnd1xV|%3j{5V3=WdN86!#uR4kThd%FM=DXypdO6HW%I(+m?*U4E6?(
zTT?KEm!CbcgAn@dp{0jcaS>c^(2K+TFW-&DpAxIB5OTd)1v=r!s@0Ijey;BvmUvfJ
zDb`8a)~8>#D0^P=c>E*zp7=&EQ$8xA9mfN^UCB|B?`_NDM<AagL`jwIIDNCmtdp#%
ztSqe6H=#76Dif<0X}Z5&S(0jBeM>71V!VjuN;-o*4xgWRfiuU6SC6dr4{xaGRj;h{
zHN2^r_`&P|S0yG#7@OqO+vR%1=l3PGG5~k0%Y()S3x7Pd9{kmC(q5~}>ik`{FLjwL
zMu($goBlKc><xKCSy3v?s)X39qc1I_FVfK-J%G;w-BQBmTqF^OmonR2k;h+Zdf<6F
z75eRuwsXtvvFegON5sEnakIm%!RyiX<>lqO?%DBiZhgI@{(9aAn1APjYGuQK$rrt_
zitv>_z*Im+QUHUjvSX>>%)$Ip&^Z;}$q10Wd4I>#gXz2L9;6}_J{Q$fo|@f5EBdkg
zEy&SS>EJIAMc#wj36s}?ty)uK*xC&Lk(X-5{_Xm|)o1dSV6nvVhlKYRSs#8Qw#bHN
z68J9sqhenJx)Wdv`|nx}kAX#2$ED8oCxu>D$1GqyFlji{D!Xv;M8sPB5M$M;tla7#
zLXF_(d;yQWCwk4Iro~i7fYCVj7j0G-@>m#%9)`!;tB}*rQ3H6v9E_s^dK9j+)^ELw
zz+(qG!6Ulg*9*k*izHeCfjgLv(k=RvAXYd5q!?FL@S<a2xLS|i<V<?#iKwW=Yiav6
z<uH2XRx!RojJT<Jw#}UcRG#qJ74GahP4*n5s?CWo(My>&{NZ<8(=9cBslekq=2#gK
zuHzGb%7Rn0X`nr=vYV+fad(Ynt!bG@XomF|ojvgP?DW{fh-?~_Hn-dw{kiJ3w)<Hs
zTh-2JqGui2c&xKUaVK>ZuTy(=JoqS6W(Yri-0dyE_FdP9w?2{kk!r)V*?x-I?P`FN
z{VMQ8w!6mwGg3wl1)nSVKR2d(4NmbU6={mJiSiISQ*_*Ka0?Ywhj=*gpfhAafgo{c
zB2+<H@!u?_u#y%uHOoiwmKn7@4@A9@vO-c)9~0gMoLD3C!+Y)@cmdnI_i%XI_UAJs
zu;Ro45?pI4&!T|4&%sYqEQGnm#o&Aju@3Bz0`dRvm2z8FQD3*{h?#%1t+=TnO~?!_
zsQO!oku?XPddfa=cKLch-;O#-Ox6-LI`3jNeertZ)8_t=(Z73~ks&`<p`W+TmYd&3
zpVP_g>w*F@6W<YGxFj>RH-RFc*sm;CWMmFt>1^DiDPwuZ^0VZe`ts36_GC-Ey_qS=
z!wpa46E=kl!__-!pF)qWeSQzC=Vd!J=L`_Y{>Mbw7OJ%6n@VJZ!F>B<Dyx{#I%!i-
ze@TYV^^R?;J3kG@7CqiifRgs6(|7N(V5dG#+K_%xFYF=ky}NBVuWhfp*-CSDW9kq@
zE{mxoYT4=a$EB_S?QCpNJerlF0GN+}6=Lg@yMC_kmatPl|2W2+R!$`^8YPs?hPa96
zdxc|;-R!1D-0TKu|6}YN`VO}|`EV)e+>k!<Mj5)N46m0M+l>PT@yw=P`aL%LQT#p@
zRA;~^`ta?kShi+M1c5x&V=W-nw^9DJ7T3O}tSky_Y<~us?Q3Um=?s&~p{3{9f{L7J
zBm}UR`;MunNDo?1()iRRU#Y=SSO607JE_E3-I1TtW^f8?P*y@B9uad9t53o`Rdc(k
z{V$NXT18;Y2MzX7%;C<3Pc}nMzt>LqTluM8)Y&IdiH%QC^t{>52%X95;im9<GlS^@
z#gO|=`n;CRQ5Z^Q-lK+w<M$qq(NVid98Aw0_si#X*!B*V5VB>k+{5R$9oIMOjav$K
z0$;LE4g5o>?fEpt8<-eS|91JKqlq2;G-?cRn%Lg5Uv@u$IA9MrxTN=%?~G@RB@mvg
zb)nCOxVCYGc(cr&f)X||fu}KcLyKno*yIqQWY)S7o0cSKJOm>gDT!z)fa3RGNrr0=
zhR!mBiuGXop^)=v5RW&X<thb|NYIu~=5%K;j}PQc((I2G;WAi7D}bU9YjFtnKsKGT
zLR8mRKLkZ5?s$t~WPB#{B{cyT9Mr;IG$5h)@Et|69lQXN_;tDS#{nm%%9j$k?-D_@
ztXET}VNSo@ii!3MaWBg8`P%vH`Qf~Etvf0tcpew}U(iMU?r9CclbixPeX!;b)c%5i
zoq?7hn=#gUZ%62|O#EL)L`!|(+JfR`E%$Q;lH741@4%-ykHg1cn&u;+sGz&j;moT)
z!F4`dTVFkV-M6HmU&Z{l_{`_TKm?6pY+t&QZs_%Z;ResvL>wTZ*`V*oL=SLNu+#|8
zEoqRsyd!4jZS}a#=tS$8E4AC3;39t1SUs>)pZYi6_V~lb^Eu|)^xCpgEtgX3lOe#@
zYe6WzGdt^@yX|n7;L5oty_xrO7vBJyevSOrYo3?~V?)$U_>iEcdxRiSi31qd_YRCD
ztMEi@-sHZX21O<$2mU$fSJsPOP!C+$j{Nf|c!#u?Orz?Y2qh5XhyD6kafVIXh2PHW
z13RA(?zV=^0>5cYoTfHmx!KDsgO4i<JetHDe%kHy&qEJbjx~8lnCP&oH7P{7ybxM8
zd<?j(^~V;q+zvgq5OFFAB#WO3ST(nxtouTbEn-;-X0Ze>tVYmD3OC$_9U>Be^rBLd
zxULF{UWIDgzAvf#+30{E8Wp_iqn;T`?oYU=vjN9+^f{3@PTOPHF>?!gLi_HlCyI?c
zQO7?aH*tc@QjC^``!J*fNgsP(SzLNa{`QJEA&ogAc;J@x;8`tt29-wSQb8*Omy*Q%
z2~rZ^`QDCw0A1WpC9TrIxTq{h5rqj&98_Q)ej+?9L%I_&j(DbpKmRp_W*m$*{N@Md
z-FqKS2*}K@)SJM40Siio-oigGyx0Fl(#^lCD~JraolQSA6vg#~bLC0N_Fq448`Pgc
z$3S8~wuODp4qE$K!z(&7Gv8K(C&iFt@}t{4{mM+PF|^SX_<N^Ucd>P0?GR#-rPg<|
ziJTcN<X&lw$ZFMWNM&uRsRvil9>VDP0%I)^3%u!dJSFaueqMA*GA=UEXu}*|dsLut
z{n+ftkVqH8I$az6yFO*C;Dy%1=#h3Jxf3hmmXPLxv6@WAv&;*Eo3`G2XHQIvZ%dgv
z&2k?=QWRy3E@M*cgXmsg@6!lo@*g$387?BYx{YDO9+E!Ff#>^h-Zhu*Xx{Psa9~M<
zVXg5q|3F&kG;G{QbvDBd;14Qm|4K_1Z@!b~J7BDG&@QHDsQQdFmBoi3fogGSdDMS_
zbNp~We{oSVJs)~`yW2c~JcDwaNJcj~ZE9+T@m0l0Bp{<G-_N*?I4?03BrafyQWWlx
zWL82VPRylWz7<{8Mu+}X1{;v?M~E~@D@;p6hMn?fd;I6(Z&E=?9?woRF3r5^Zxbl9
zeJo3Guo<-IbQ@i%`i<!_`N_d4q(d*lQzs#M#ng9j3N(k%rc#&<g8_?{K;4-%R%@1{
zNsjEyq&pJN9-sMR1=^*xyI!`d(BGs23g4q>{0umuUC(+=P|>zlzGzt@(PhdkT`Te3
zb_gJb>`Y<o?0P^Kts=n=Y0|G}#A8>~U8o0xl7dq}F)7(1EF^H0r^9Ql0C4gfd_ti2
zSA@g3$VJ+#qL$thp{@dcGCkr_QfPcaL`qhec2sOqx^F=_wx}#6=&zoW`t}ES48r&H
z=NrEFok9pA!Bkbt)=S&#KU|*~nBSxghEqwW8{R$pX8r>#sQMki1$$h7^e|4^82(y?
zp0H{Gq^EtQ@AkKUQ!b>nT1j-rwos`_RQ$7N)0AdE$`O;J9F@%pp|x$>xMiBzR5O#q
z42aDXcoIQuw>~6)w2tAYllEA(*KPmwxQy{lq+U$t+4UmO6Qr!*nRg$V?KiSyuZH+B
ziwcO(S`X*4?ws#I4?W{KG+7z3-uf!Z?b8+ah#DLeH?h>nSSh9X+YOg~7Q~sszFd+J
zzxh*73Y$ddOd-?sG?|X7y+VR|MBj84?JfUBz<RqQ9$)&+WH$0`^WacUkt<c19!N$T
zd_{R=wA}#bqz2pq$POuMgnFFe3&+Nmj{8@BN2)lR#h4JwV)veLSzrOj5$~~qF?d67
zvnC78?6)Hw^Z-?3SseaIK~6zgBa%^a=9`(FMo4dKi_+qT@)U_GD&Kn15l4;mY}9Fo
zQObP;%A#s#j;0R=_$*%Qa@zq@#@on-nAeF>5l{6Hvs9syAJrWAxTbe1RtBq7aVjJ9
z!ZLEkLOOu6hs8f^VpugI5(@c+K`tpEWu^&*kLjdg@r?AGhj5<ypJc1N5h+6q5_G`f
zXv)2=!>%Cj_mzMyNI?OgU#HJWM~KgNo+7BVY27M-f;%7n&L$XF*550JY5dqkqtW=$
zf->C7EWfkK!zkj81Bf)_6JR#C)Y||<edmtC5-)<=@SZt8#_@cI6X*iRMOj*)Y01!z
zVp^`V9!M6Fa0?&M2bRbSmqewTyk;dM>O3o8qIhwXoS-ZX5N_g52=Q_6-XAdp2^PF*
zSsV2=y78S3JPC#OpBlm@KxkS}yGm)l4CX@6@w&MjqJF6Vb7^F-+Z}?zTE<{VRZhoe
z0-4l5@L4ZdA<_mmQ^ov*@8SGcy8<JD9{A|ld9SHr#U6G!uDQj%eG2i`OYPPqi?@ei
zIm2nJ(rAicWE|^wxZ*jAvZ7`X5@u@EFIw^VDkUH^*TUm)4|rW5(K!P=A|(UnM0TPm
z8&__w*J#z<HX=1IfZhX06L@C~_se_9yLIbMb?*H^5oSuf_tux{ZX_7oqRdpVie}Uz
z&Ez22?v(RWG5Le*C(UNSa`jC^Co{B$2t@XGt_x1%G^wk5&RG=hHh#+A3D!WnziVP5
zMriq{hromR=jw*Upxc_AZp5tvGn^EI28~uW2jUiOXB1hf%JK1fJAx^*Ekd5cG<jLr
zwV~)g_e9d^khbh|4K=wZRBK5v&`Q7pM9M=s`kv{y31v|X(%auw^gDkSC0I>J++OWp
zct>1+fT$5V)&*2WiJv(~qeM+cs(FKIcw%dzy+Efc3O%tAA(jwZd?+t3SZeZpVVrOj
zlk~fzWM?OLPi-gXdx%)2$7hdy6;?ak^9IsiUyS5_iUIo;Mj32i%loJ1rIv5|%J0MO
zt}C3T$$K*=v?5y?8j4}e3KQ1fkSodgdr6ty{+krBRDSXa4qvZFL(fd_4L35qeHo)`
z?;<jlp*k3?!g>BktK+$UXxQ+$mK%{9=aSFS$6UGyZc0Xq`l*WYc5EC(&%AVjBOWWd
zGZ|fLp?BVZsq@t4U$k`=2x41V{;mqh<bvtNK0A5t{QEtx1@851n%JF}!o(;p)iqbo
zfl1JSD!k?m>vO?rhK#-W)Z07(hQ}ZXpFq%#K=D;};3s!6OS1hcWRNTT>~bvML?~A!
zCZ`FPWS=_{f5EcEeB9|HI7N%Dbf2xB+V-V=-d{omsQ~tv%99Y)s&_vB82r#rtd0Oo
z^9s@YJnVm#h_SA$|A+G^;6e?pT2Ih%Iqrj+a{~Us1ry`AzyY#<NaT@GPUpnu;ikq$
z`+j)#IIx%xd<^3TY56qy@70h5PyfQ^<j(`f)=tgd?a2Axfg?%7Nf7S>%binjd&ZM>
zw0ui|iltEaz%1H~cvvGcQvFFdj+A;`qD?Y`7{sw9d%$9>OiiA_zQ{r=oQ8_s;b)`H
zz~jYF3H!i}(U=cg(R4JyufT^SX+Cj#C(TBX=d`pgEzS^ShTE0?4PQt!N9t|K#Gv7-
zOsWesyxqC+;TCuJ#vOwL!5i`@vY1%~l(*YAxg_n$1Cwa&MK+M=>L9&Y$I~l-crT>c
z(JMZDrqfZk`f}%y{sXFOeu5v6;UN2pzt`e3BG?dl)^OwDdvi@wcJYVZX&iaI-Ja)@
zE#ASz{L}M4?>CP8qpZNVhdL~2P{>8{pzy0#xH-Ni+oiFdD7h3s#=0zui3OO$sT9Jz
zzE9G>J>Hy0GV>Vg1S4Yn!b_9@@*Lf&3;nTqau<vytnhQW*OGC^ag}09ret7;tlOJ<
zwpd3zV4^&r3=$x=10(u$;3kWCS5T$K)}P;G|DFymFKss<?Gyr#iU&R6h$F_5eSJYw
zA6#^4obgWykoex7oP0SEKp7H3HpXsqSax_h)4P02;;!h@cdD8kdrny?Tnnou`#{am
zGJq@|HWBaC#CnzN7`c`PEj1+SS1S_|xsQF-dSQ&demf%t)-)c};uNCRi(>-ozzY}q
zi<8d=%I|j(-`!2ICh%cy#YjSoXTCbmxUl%5GHHJUK;MOZM>qJ>P-(t33Wt*eq-M;J
zW(>ZQ<zA(wgFV-PB*|Mj7f|?#oe{ypi8sFFqMq6#byX>a^o^?+Bs#E$-lwG%K3yT;
zf)NlGuzv!?&VeR}p(Vqg-HZ@%$K%{14Oj&l`Cjv<6?6$7W(u2+{8w4QW>mcqt&1)?
zR{E2@EndkCAdwzzD+8r6q*{mannCZ!ABO)|bbOKwloq{3tB-I`^!-&HC1IvtpfHB7
zu~3<qxdeG~v|qOgPU`@DK^Y_9R7k$B)B@`1X1LzO<6E<eSJ{{|5@z;z+7fC=u!|!;
z*WX$n)nR8pm+L_cl5r-mB8o%y=tvF#4+){|^L(&k%?7qLjgrXs+adgG%#41q+Ki#X
z*Xj1}pyLeO7{1&EB^d;%E?ft?Gb>i7Qfg7nD7l;$<F|8dEIi)J|CKU}PZ^$8;u+zU
zW&3ecY9Fz|QUY3Q1cWVkgmvo)9EMd@I^qrQC)p;1{ke2AZ02-tB+O2>8FpBekdW5v
zh+B%zB8|cu>w56kUTgR^nIq$7_x0M6)n_xr*eTvhsz3dYX-npBiobNYy%#LQGQi;_
zfj;3M7un(GRT|-&d=dE;9z5pQ!x>&SQB!3_ri<#`?8fY7Ic)#Y0@L}eE%)1+9<MUw
zVUJj>4{G-0%$BZiXSTc|Pi{*ZsA{udCh>P4#-64@K_9V?NOaw4txKNrD!-g!#Sq1i
z*%t)W2t3tDicd`;bc4mL4bJmy$G!=`I*EWn3sDH18@MQL1+CcA+c^J|n;tM}3aC!h
z(h;&y3v&@l<nS0022<<7sGl%clww}1y7P5t(3Eb@K#Fa+=AcLn%#@4mo|_@;y&!@|
z+4F|$P8oE7U$y8?%V&sQHryuOF(Pk>{UjnXES#UZyxYenqR}i@tEn+WY}wb&icIy$
zJqhaC+F}#D?F{C0WGLbq7Yzq5GM^r(IqGF3>8ZjJpmb<b3=3lbS$j0Unr7K4qXB}}
z^}`CKtB3@PSlPnFou~2T^4_Xy+93X@u&ygp;t(pMkMdW#5_s=LTXlu6{QOokUta8(
zbW{zEDpM|^CXYMZ=@iumyMM83W`5fQ2v{NJdzp}S1mUB>n2(w#;8_!g5x19Ki*HN4
zH9UHRSnmCdr;Lyy<z)BAo9)tO{=_CPk%?$JFU3Ah@YFujE9@B=+FBsJvGTk|GufrX
zlT>t|ymX<@wR8|(3Pyf?RiNX;lC000j%_ogEFPK+nwuIba?U?8LB{1r9=~y`t@6a6
z+?2Hc2o}B(GxD-yHS}WNX(%y7s2o&nfOIkfHkJ#&lI?4l9JdWZ`@rb9601Nlq$?-w
zOQUXxbDxF5(g`{h6UpN7sDh&!_SJfUWetHL$OUEU^-+vXXsygFxFW$bSc2ydM5hY*
z$E^fDJGDNx|DGW*B^(8;4+B%2#U)?fOn{zVUeB|!K43H1&PhoQ9|Y^$AqV<58lB~`
z<Lcb}j(|<x4vQ-`B-MWDNzfR0^9h}CLh)b38^MFi5B2u^zA>G~&c=kF4AQenI}~k9
z^p%>!4Ow)KC|YeQGQStwQmq>#2QGUp;p=LKB~7GI)-{1~26Ohp%6FY#5);=v8k_z8
zgA|<_Ct;nIk~D+5AaGVl(Fn{2NnF6V)loO40dzg1Xbs@{C~q-|S#QgCj{?fs9WG9U
zCL@7^RfJ<Uki0S!eH2K>o>kYKiKVp?QTE!GoGT%d2d!Oa3N2m1X*>{ThbrRCV=%6!
zS79F1N3O+*9C=}4d$PG~q)LnCLvwMz2T#Vs{@a{9Un1>`hKKI`K9TOKd%-qerV0K!
z>2tRJ;;smvDHpiDtJ=HhTZnM5NFhK!D*cyQf}KFVd;x0DJUkTPUsI5}RW@eAc42w-
zzqw_zm_mcie@AxIB=Yv!RuUJAqZoWGcT%(%A3d~A4McudNE)9uy}jJD)~rhsEXr8D
zR#41jBlhT5PmPl)F(xM=OC|C!v9>$i?PXVuYpMX@I9j%`dtgT5v^%UPc<dahB|dD?
ziAVmhLVC}7MD}r|6%^!oBDwSI%zSPUOG~ibHEbA*Y=R*bBc8woO}wC{4|Zp1J3W}I
zYBC`w8Si>yXS9QkQ@o?L<_9;msNGjqWi;fH9CR!?^%BM(W*FuG9ax$xlS{2Wx*G?=
zwSo?U)Ty?zre(b17aNeprpXCJ#xu(F4Mt+ztCXW}HxbNX>&v2_<2V}5Lv6y~V;sB(
zxfIf^;zZ*>(hga|H93%ynXx0pt{P_hL45xJ!J)tg_|7S|RPVz1MbxMu;v7+?euE+o
z_n?3ObfTaLQweWC*KCxY6m}d={8EtC;BrnY<0s3(pQw`M^5!rY7}SK2P1l|?&<ZJt
zg(CIZT-WG8ZQ2l&wlZ`LHS8dG=-^DRAv;v8W)V&x;Hutd%7#2fn^%E}9Yp5{VlzaM
zE>xGamq71yk_|xX$SeAhScH{W7Je1>*WWyV)hq5agCV&P>G>l)OcQe$?o;^2jo4%m
z8J`PT$^|L~)b)h2VSV9u?iUcpkNUa*Gw}MD4-`fYv{AQo%O}^E$u}+Jg@HbnUkW{x
zB`uUA%9j&P)A73sM|8T?lA>@ofS1sqLkTI$=LEo<*CN5M+YdbELrs{2C(c`*hX(Ke
z#h!dQdpWBqX=+N&c|SLk2C<wtJ#K?Rk>F?uB3O<>quqK1y>OL5^s+|$G88TL5%tw4
zwD2s9_g%ay3%VESrWM&9+$$<|p>DLX)qfnTI{u)j;oL5oQ;D3k9yV}bFzfr3;zD}_
zs#|6Nx_t*1Og=Lv-^J#Z(ezKY2s^v8%|*UNO2hhF2(|4OrYn25#w2{cWgQ)$uw^Io
z$-Taz(r=5XD@(|p4p}{*SVY!3+R=HvI*lY|f)~XLL3S$Gy**FNgVQ4PAC|5t@jnqf
zQbf<$lFfaYQhu^?a_TH(z*;PdggkJsvNpzv&&vC#G(`6tHQNh{k#uK6Y{_!@pWbnq
zatBCXu6#dK4%kBdh2U>&20!V@&mKQgR%C=(Lhsj}O2JrWu4P$<<wb5QaOg&}*UrUV
zz0>bL>A-Y*J87+>+yB%|hg~VNa^G~`6!9xfdkk}Qz~+$e1AFAK?2u16G&OPPuy*QV
zci7H_@jkzyPA>aDxnIySn_;pT<QV`jOE_w21$-Mj6SYwBde-dAYQo1NZmhYoo8cv1
z7MDi`B4Ey*Qi3@AXr*k+Jnj*BeL>1-o^CP7`IiNkCl#qlk^UHsejDyV*@ah`-LZf&
z3wb*%vf!YyB^MvOvlD8E4DmW^P{XE5lp(;bc*0C#LCj3#n_D@Z<P>h8(O<qGE8nQx
zV{^O9p_Yo|MP8dICk{p^sJl|}5y}}p-QWA>`_<m-&lbI$X;wPQEY1yi4LN+Pku*><
z_t3?)qL%7A@qMZv>Uu$?7TUHp`!-rh)r=&wyOH7N-?TUacpDP;x4vA`gug6Ea(Nrn
zkE5(&BAX-lW3tBQnJ6|)MWtkpil?TITX|`?3Q#>4jAQLl5e<W4)X<Ni&3UxCQdQ+J
zIV+7)5-4RyL=l2d&Mx##>mnsQWSIaLD>QX~@j0=J@@i5~v+;!ma#=W|{VE-|A6VUm
zkcGXHG&DF-;Z(6TK{GDV#%>U!4lsoSWO1n=fq;1#VbxNb<NUg!(1}L(h?{wPPNUxR
zYKz(qn3T&f8R9esNMBjL4qdxE8#j!qlPr#Qm0e<q{j^=m1=m0J&W4VyvqA_+nZi{T
z@=ORG*}-mWY7N%!RLXT(LCVx61itv}w$JdYlYR1SVb^^W<j_XuH=e6IR{7J~y>ebs
zScg@jSROnMGI*s>P(kCOdGr<o`!Ggy*20N`?lf3;?Qfmw`+KeC*b*=&#^mP$5o|lu
z&+ua%HM!Nl2rMRyrIiki^i&0$rASUE>Yk?X<&K&Mjk_M%@NBcfDhXMr_g_Vn6GwVv
zu31DAPomWsymqk?OA|BBhp^d{P|k_5gH71DkyDd}BV|FnBjLf5>U-Ef5m98Qe#UTP
z(I&|~;#kde@DxttNA5QwyR1Rm&cx+^otR?KC-O8z?)?r3=EwC~>BiW>M6CU%Uk8ig
zq`{8Uf6@kicA0+g8J;8<jO}zZbpW32^98W-HoHtb!5m`;%m-(u!w+hdIz{%{2>nOB
zqNb8hMHK<<DFY|y#4bn?@P~oqkSs6th@^1PXtNbi)EP7~0i)ma>%^0Sx^rZ`>wLzw
zPGz%qW({2y`9@xZT47VVhF7qwE!JvL4NHY7ieLgOf`Z~d8QcJ}4;si5B#q)8C}|ll
ziC-W1EN-~7NyZCF+Tafu**J@*$0PK#jI95xww%Y?n)I-5p$y7GZPgxl&eOTC7yF>j
zUze6jh-9`bKn=#3twX^$=}T9T$W=13F+sq2ofB^|L6VjPGtd-Zm?)q4E(~Cpuf_9&
z2f_P<v{`XAd-5rt@Ti;|(Z^Fy?HW7%yM>F5;+(<KbJ!^zolu(ZBNMhj)Ce(jI0?y=
z*+8nUdJHE|Is=ViBIlhsP3Q+Q<Typ~QFvkv2%Zd{7~e;0l5rPgj0ZZi_O=}JD!~S)
z@6{f+=7@I*4ZHBhv*8+&1xhUjOMNT(ygV6qcuP|ng2EutfJb;!S9ZoMj_gL<;qmnp
z5=s<ALVX<OoGuNr%&QMg2&JLKd3*t!#If-g-7SswsC;qUWFqm~Ghq_)s~_TM5ZdwB
zashDzOv|Vb&&HrGJaI+-y*;ndXmyIK*RbXMb0-U9U~s9q6v=!;q)NcI9@<b3EGW|T
z^QQnNn=NcyPdL-w0oc0WQl!C}NNa|4dreVB(a60+WEGmbWM*GCekpUJ96Hqr%*jr2
zcA+<f>^Uw5DOb8!a)4r9uR-yU2}ue6*hXnkrKPebN#*5<iP=vwVo8n(*O0-IKXsrh
zk<P|oZw_l!M_RrQ+@6%2mm&F6l@T>Bm{Ng=LIzcV0qS-K!@=Uw$}reFNv`*_6>1P;
zBm^-R1OyY8KSyws^pCvSfl>(STi4)HX@*%Yo!y{JhQk3xd~-OYWs*G`3$vu`m^Lm!
zpPC3MH3m2ZE^CCX5o|%DUreStM7iH*8Yx^ygXXP8=ULZ;_#kG#I3$F?qp=bbicRXX
z?bWVHG(`-AQ)w2a%D0AY*%COa6H-nMrWpiB;c+ER*%GkcXN`OyHE{7xFl2<~FeQCl
z2UqH9N-eK%x(_gXSYt@UTcfn2jMlL+Y3qmy1I*(>5-+g>P#)%SZF75aLzK-3gvy1?
ztLubshwDhZ38(=}fEuW@BYH#SIdK%&5I>20q6O(-Gxl{)x83c-y+d0Jx;2ZI!bG&D
zJW{UN3)R}RvhnGX`E#SSZtVQL_=T9sVj_@?ziGcNF$(OKXl4t6hZNWBn$CGPcMN<Y
zoc-U`{y6ZHbbc%*BWsw(7U4SB$Gd$(avU$QN<81g`b|p_AyqnSTD>dK-i^I`3B56n
zKyN^X&Q-eoXDsD68*Qw^H)%_~|A<LPpnJJ~x#+g<GXx{xP}(xHwMe_3ke}0H|3#!U
zJa?Ne$>S7nBocp-r4QdBMDT((&}9@<K)>+4Aj`Yv|4+|j+TdCDZRB64goVW(Osj`r
z0Q-uoyI(BN9|BV?z!dv`f~88G4s^eNDDeFJe(ud1aZ77!V=xaMEGdHP*_QkDi^pgv
zY6l#5CMP=>H=9#wr0`yZ7pLzGY^_T$mlsnaV`;#WQ4QCmO{2j!rS-FA-MLr4Dl#U{
zxIy+7m@uFZn3LP6ksZK#(AQ~$F?m8Fb^-=I-vYj#f?{qo=~;KUJ`A6^w{5b9gLv=n
zNU3<V6^9=y$Q$O@1lxPkh|%gdCf^pC<5k{YIZVbVA<u0#m=8!NrdFX-0zP*me4I4g
zs)#Npfmd>!UwDZP$}2_jQe)#N^taoReh<utCCTy`YuI@~SBwWOnusnr>z+K!peJxJ
z&h|019OP<<wO2P7uETl;AUn?2kIIY^((+yBey*^nij->M{cf@*X>%m#*d0=u-xSdx
z1vF6XB<7O}e@iOi8=_3CBuzcM`g>F!-W(pZm$|RWRuEJU(-Glb=D{{4N{vjJ-9A7b
zqoigO*;r4VBoyny(VN=`L+NrXNaCYmm}N$4rlT=b{y2x_v<UrhA=`I7VHB0#3gG?d
zSP8bQfA)K{R+6B~9;NO_p;Ye*vS9T_J?48@gsYT`sizu@Cc_<ev+<&g4mmldDXMHm
zCz|;Q7tCYT<tHPdTW#4Bi;$Ql@eUZd8$BN%&+k+Cea)-V7;b<f60B2gxJKfXRvc`R
zx~q|cEJnfoJK=+!6Nuo08(fQPdL1J9KtT>lsBdjt7WEP(S9%jFMJUV@woY>n%iozN
zz7u}AD%CNUg%eU#DnooWzhZZ4B26@KsqLtN_LW4)mlB?bKn=B$n0c|7O~e9SqpRHa
z!~F1uyph5}J{7R`h_qEG;l(94RG3vtJPG3%VUdbrT$ismCPpXNz5M<Vf|`=Hdpy(7
zT0jckj`AV%_I)?tFylaZR;x`#B*BkqY17bmyiV1}Oh~9*Bb8nx&qsjI>51Q~BsMD=
z%!A>Q2*7F3FTud^GJ%6BHr`UC4HBkKhYr(ZBAHz0pnO59&`yn8RgI-x6Kf$Z5W_Q{
zMG_}kva~2n2+@kOhsNVbvS};??xf%2NlVa$1hvdH)g+|4{x~^lj?-__pPor4K8p(b
ztv4?d_Q6o#4GUm}n=MWEHf3IvP(1}yK~AE8sNzVdGgtOVSTP|m?npJu9Hs8oUl^tE
ze<`HXmM5YD{$q~h=!4DLLFIabF&E@fjl_x^4_Gw>TGkVi5W$htm}cc}N2;sIX*dBS
z1;cKPfqUMzRKo+;)8JXVCIE9ORYFvhCs;z2CILRL1<}ix9-+#g&jOM)#bd;iIR8t4
zR<G8aUy}fdEy0QkbHr%qx`KdgV??ek1SG18sOrnlhdemqt(|n?hz(;%RK<t;IGS+C
zN)*QpPL95e<Ax|wFoTQ}I3Q}4mRYQV`gmTP_ec1&9;ndR4#f;>#nhQpLMv4MAE4}V
ze{;3W8O_wGoC{UJaTa(wQcMws9X=Ut?Asc&WsZKG=Xi?Oa1xPZR4*Qu;1>{8E?Q@<
zx@!Y#Dl<gORy$M=FDDt6UnLR6RJ4mC9V9~sVc?&;E?pv$4<3hSSh~v3oR}4&kWnTL
zglzG!0Yl7X?&Hyp4lUiVgno6Mqi|U)yc>hDa-y{RXVlPeloMNy?!&eO^Iy?_E6MQ=
zYT0!``StJo^XZ|YqUtxS{-3U+!C_A{pqKCqFy|K&*u8NwTX~~a4|a`$jd^^iA_7Q|
z)@(R=^3Y#O=10L+1wpW>FO};sVjTbXA)>(|l(Gt8Wd?X#N_xr_a7wn&6j*9bj9UNa
zf;mr$Z5Q`zZMkx>tdIikK$Ba-UquH!CYamwL<YO^-|ap>{H3OT#`1IA{uOgp0p3Uh
z|AtGI0Zuszm|`<8Et{jI|M1szh4F&I=F<nXAMG6{!>#Y{7`a$~1XWp2I@HZP{^u!7
z#ymAxb)+YtG0Os}gjM{TPx^zZ@F#6RbuLLBd6bYWD8kl}ghIeM5-uoEi`PYGxT7^$
zya{oZj%ZB=+7(7i0{3ADM(?RT;w$3P8f}p1#ET{q8ut=SU){|&!BGHGFa;qJns9yu
zS}!2q=2SR=TTO7LpL@(0wALSm#~Jj&i@ZkN**aHguHcVv7lbY$1TQ|aIzzA+<}Q4f
z3!_sPr@2ew<;l<O+BJN~l1>z^T0Y3g;@RhX_n0qAHbvbNHf0H%qz>c|LPk$pMnS1R
zK{RGqYR9kO6fQ^`kFkZ@qD!V+U3XX=n$1!YQ`i=rK;8LI<mB%qDZd?tO)raQ5ewV7
zc+eB9;%m7?pH%E0QtR;{WR)3VoB-&ugivcWg7sHXBe%lbbfsE&JlWrg5Lg}*RnbXM
zk4PAg|7{sVsf}`;pH7OdE=|0{RGiRC<}xe})&!KuYd+Jdcpn_|vbsx#Amj5RIL+CP
zweUnNWeIcOd9HI~mItq_X-SvZpbl#_&(N$`u%j`^lnJ0ZLj;rENnD%rR&{2u1;|uG
zmY*f05iU7agQPMi`!qYI)(yCs8*=tHF2B?8GO=w2jiQF`kC3B87x0$XDvljo+#qOY
znIzfB7Proaucid;hUK5(nd4({VI3!YTeUW{d{eBisw(B8Xvfn*F<+i^hf^6^XRD=g
z$GR?;?Td+SeccvV;JGuFDO8fu4`YsM*(ZK+JU^$l8Ahp{sm)KmdH4dD-z1fJFobKV
zGgjix!}Chd_#?zvg3P8To%*ME%wVu+wKRD>J#eC<Y*aXebOxL=n91LvxG)(m_dF*-
z)#ghczXvdk<0ptPf5MU`h~P3`A&Ws*=nqzKuNJqLVrV~!q!rj0hCH!-GU|w6plh!6
z3-4C6nv23!oK6bob3L!Vt~9L<<MM_xNpT?*#Tw@!H((a^#!tyEyMq9td#Wv0z1g;J
zv~1@HSq6gw<Snl-MQK+h>eu(d=|rwbb}Cl}#asLN3e@^Fd?8d7Se$FUZZB3?YwL2_
z@<PeZg0j)5iGl6nxYMr*akSVVDIv-K1Qda6Qb;98goAX6@n7&eqWku-gtMuD+6O=-
zOW<}RTIxzDRbd>>Jz$nJA6h&hq}WP-u5O(+DA>4Dk|*4gRnrg!`AD7E5yiGF(Y+%0
zqc-pZJ-*g@C^Zf$9p=ddreaXcwKS5n2*GYIk|Lh362{`V8L7DxW)c+Q7qXxeP4hbI
zoIFtpS$UlfIXATTxHQjdN)G33$4Hyh@7909QRLmYdl-0J7G>p&lW|#Oxyz%N=`-Y^
zJJ?c*6-n~VOO(yDH-t_j4$VJKYzP29yLcvY`Bx}8FesS9v<O43_J=~07)#`n3>Hg<
z=}s)QSR&LfUX(W5EXCAV<2tBFPUry6<}Xbmxn1-S<yoYFG_tP>81eTMGWEf3HU_E|
zT|vwyg@u|SszXkuZgGmYeAfBF=(G{*ied99LAd5WPpSj~G%Fht(&bxD>OK9j&tIhG
zS+YG(DZ!4Ntm)0iBqiA$u<-O_h#Yiwa<bEYR!xEu&S207`Ok-gf`VdhXLkfP_~w?E
zN9^w#gT*ajgExa6$0@SDxRi?$q6(<Aqfwg#`OWpI+3lK=P1uzZ^Uy)0JhPClq3tkh
z(ksB#^u-lXK`$tDDM&9<HXTj;?smdMck0vUqg_c9agAGa|HQ+B)Fb?)A>rE!cl?SY
z%4^P$h+y0vV3=C9sYYg2SH-e}=+Gi*hYlplt%B6s!0Wn%<=o10^3VJV<U|`XM5=X4
zTAV4V8&%M&XV`Kj&4~0--}U^694!PTf&ePRvlgS*SscV>-D7i6ZpQAc2z3`PI-4zB
zpV=4@DlMUl8K5_lC38=aBJ5Vc4D&A=qNEUFI7ZqCPZw0A8G&Lej>LKnx5zTGS3C0i
z*QANru&gR|oHZC=#L6%1n=lUhp@MV(v{`0I0z*tG4ItS>T9tYZ<GnMV%5WsoYSb5r
z8hggZ1I*wDOwbqgObd+P$ee5Gi6u}*VqGt8EGCFo7e(GmmaBKRWYSh)9kczQbbvBe
zw-#pkVW2~Xc}F<TOCgErTaI_+4!6fl4I@J3VKa{#WKINQn!LaQWu=K(0u&Y_J^NgJ
zowpyYZ|KH&tK$8OcWX~P#dDack({2aaa%b@qv8)K==T*4$7!;w`}@51y7#)wdW((y
zx_<5C;L4EnkTi%)Sy6&YLZt}AOig`svY$T8!8jbli})zyugPSowIZUm^42X<>GIG(
zyvu3zp7ZFv{8@yo5|`lT^A~o$N`YKVaBIokKbu2j@Gp~=-u}cDs+DVS!6CU*8(dPf
z2<fkvONu#rxFW}(={BNQqtw7T;LNSc+6f;QPQ|&4G%=~<3)gr_Poy3tJLd=!aO<`p
z>OWnQm;CXkv(yz;AHV!}2)#`T=2LI*CEpi9WZtsOtsvT5d(WKs6(wL@?|#QU<C^+3
zk~H|}+cwn0F4<UeDOj=GDi!-YbIMQ7COIIK+S(Laa^}oLUSyxBFgw^l0}AF8)jBe_
zE$t-C$*1|tXm?&$JxwUW1rUlgbqMgURD@Zg9Q`Uah{e{Yp?af}kTQsfz#oMbDlQO&
zK9q|`Dnn|>N__ngwhyUBtu+3~;dW*tteY+QMk#MnC?1Sy9G@G8U(GnCzr8IY#YC|a
z_uEGQE(eIKUBca{P?)6j_+OiIFVTH_T6iES#??NokeE<EIrXb>Nbr6W^c}J6HS|*6
zH)AT4(=h~1yYQb~S(PrZ)F+9y-v06`rFd(G@1CL4(y33CnMXgyLp{{?C~7dwT9=|*
zJvWJzpjRB|6qvJ3SXNAJU%cY`*EMW(41JDpeQbl)8z{S1OuS#o`@g6T@Bm2MobsCy
z=`j<aBP$-D#h7d4Q>Smsoq&do1B2(-GG0O7-W_6ayCe>mIKMyBWZbjm@GOf-{Vh)7
z8FMHY?wJ2f+)yS^8YuLX)bu}y87#qYTF9V+QwR*VmgJXSg;#-~Bx3jvWSF3<oR_B1
zDq~~c-_SZc?@sI)ePNKQu1ZM?b3iJBj2v&6yML*#QekNN-`c7}Uv>!Rfzib49R@Ae
zGI59&Qyx8sstsd}9{K+OctD50#6n8Ts3Oa*D04Q+5J=FpRgUE%?k&U6wOIDXNaF#T
zyM!kylr)JbXrLzp%uvNpdX&n2a=A8&>>!W;K`Kf3#0=bByk3_r|1f&-ZD__MaT<|e
z<Lo_2-Yk;I6$!oTWbyc1Hzbp+aw3ih>jlO~$Eg-I+$7Jf=pbJ4c5<COzNWHiY8bsW
z=9fM~M`#qBS1`&Y6t{!z<&mQuWISRCWHrH;iVV#Md0Ecz!l1#plu#XhfKjc&nElVm
zM3=}WA(0p3`wog)z$(r`uE%JlgDeXg;XJ7_fe;EKY9Cp0Fyu`V44mjN9q)F!;ViCK
zq2nq<t>4FVpT`or7;y{57)4lzkfj(u3FssaaTKu6aM4Dm@T6tzG~$6T-TIc#)o+Dw
zdx7=G+`M^{C!c(hOP4Ou@Atp<em<Y)w%cyw-S2)k`}Y0+cKQADz_0%5uk!iNf1Y~1
z&d>k+&wqo6>h*g3_>ccMj^pq{KlDSq_r2eGQ_83BI7K&qJ3aj|_P2VdK|ofzj2!e>
z6UVS+!TucJtkCH<FhZBCmZE71sxG0M5~}PIga!1{JaJ^=^#Z)?I5rA3t3gMdU?*Kb
z$#;nCJ)B{mbTeY7-sGezajd-b#w{KxW!S0G+u27V`J^HuRf>3CfqtsdmL@q|Yw>F5
zBooFmmFyLMnd3O>AM(QwF0t;f^E+!B+;T$vIAPYxa$jMDyX)^}S3b>4dy{N;5+<Y$
ze|h98>*o*AZ%<-nV~V?5r~{XNahg<EpoA#;khI%pM7fMH?2+^=Fu}O3g(qU->9YuL
zjhTK2Cxn4%al0uolv4VtgsF#o=D<BXba}uZTodfBwy7u`GK!B}+)p`sh+cD-L2m^k
zo1v6=l+ysm$T6@A$c91AX`^crO3py!HBM?Sg<hU+oTaaf!`dbTN02u`GcxQY$GEUJ
zMp1S-S>NS#>2YkwW-kA6CNfL3b}aP%c|5O$q{$4WI_t?Pwvv01q}%BCcWE`Ru$o(?
zm3L7T1vSkeJQb<9A4$)VBsY-LE;(<KqP;*Sg1gO|9Fez3(+uU}9)W7`@zo-S3MxnP
zElTQDh*CD46Ugo^R<w>f@mBVt8Ft(?PNly{t{4z$Q-rF+;<dL^%}3acKcs2>2%1u(
zULFw15xa?t@SdZT++ZpDFS&g2UvjU02|x7M()M#=<_9UrT{h(=uXS3yed<M8D_z<v
z)6CEI8Ldt6Lhk>d=_MTOyn<$TNs|OOlcj6TqGSwa<sGgffzx5SvyNo<ku;t8+Bu5#
z4V?5a8td!~juEe4qOBE?q+QM&c#N^WK|b1Kr8v*#$PpHtB_3S*Ds3;JoGjsG%6vTi
z0TN@#dz;tz_<^H5c2(g@=3X*E$j7Z^9*$->*f>vd^a?ZDS%!@cp*n^qGQ@xtM+l)J
z#R4T<MN0RGQ$d`nv<9QJ{6pxaJXtega{3m2XNVh(VdO@zjF{JU`z)z~+R+-5=VD5Z
zkDhjM(tv`oghrpCuh4f@Z0Qho`4Nih4Ql?=h@i~pImL6v9hB98?;pRxV7W@!eg<71
z;lurh=o^!~b+W)_uYunE9P{y2g3QC{)&gw*Ci&zRiEJ>`P7sR>(y)m(a*R+NVPhCl
z_ReAj>jcUia^@Yl)(o=Jpl<q9lp9=(_F+m2WwDNy?&3r#=li!Y@mDN9neOA_b8QSW
z!P)sT@n)M$zs~-VM|eVdjWoBzukPEW(Ai?9(dU6)ifa}5!@^N6ZX6=-2&zSk8F3et
zBqbNEVFb(Q-X$#OB2xvMO3CEPx`7j#_#uR8f+r=!Qb10!88e3DvNb+ec#t@jal$OB
zlc(n8$x0GA8S455qw;y|Bu6Wm#8-~6B#PWf`%EZh77CMO(;;)lI$g(QyEi~{_b`H0
z(!?fIDn!QJ7+OM2TcoHilcXUXTccy=>BKXrVMye<xUr1FfNb&w;@rKI#;2Ibt{|t^
zuw)-aNTg{>l0+a>{8(qV?cq2!v-@<4WtAYduv-eP%|4yIKB=Uk<)+D&50c4_-~|z`
z+o0=T$FP^EXIki5!p*@xuBo@PO$IHTry`G`sv)xMlZ#&DsQC;I^H}-ES@R}1*Vv)m
z{0~@amU8(HZ1Z-Ky=7*sGu&Rg$Yj1j*Pdt5{w{U~2KzIs<fF65vc~!FVOFAh2+|B$
z-RDs0Jco*}Q8so_;tgVZ2RTY0ek1CSkp9RfOpqXbooARtSF+fR0`MZtRN{{F_M3U6
z|M?MEUytW`IF5s9n%}f0>(3)elJKKH`lIyweSY8vet;*Qc;ZjY`C|dLu&}_-{_M|w
z%g_G#(eGtkz=F9)Aerb=$U38J)DLp3aS_YzqgmrvMjhRdDHUJCPm3%i290J1xig@s
z`pl2G7-ov?WRP;V)3pP<1R_adI<G-uv(@wHdn!R|k;&;6GgC!UKTqUJ1l|B4Vq{fD
zGehD;!m%|}ArnX@Ly<?7LX1QZBGZd26jexMiH`+;i5JyHT84>8BSxqGfQjNNi_H-(
zwH`;-E^%kZ;4$w`+*?PHBN;UbFyxqA*hA}WlV&S8x`o$YCGD*uM=o+SMACG;@-$vy
zno4yM<60ZjxrvqCVsd(kQ0P40x}UV-abj|p4_|WWY;RJ@XSl=k*jL@<$?Y<ao*rkj
zUqMmsrWB82cwN+R1wC9LjXHQrKr>BfZg&_A2UPLV6G0rSEX6wg$w|KJkcsJ)_{|sL
zMBS#UIb7(UAV2<oobD?022AB`MoU}x#B_r>dj14A8Rb#^-;$A9xOzgd=F;>GHg{~Y
zu7_!58Hu(q(+-2ENGCc1=)^*2pdF%7xR(ui1Y95ChGcz{LLyK^L_&`v@(Yx+4J@^b
z&@;Rq8r(>`yw%hwxkGF_!b``9Y2&3X{l+BI3wO}l?%}yMlOwNDuwFpVPP5(UQklqb
z`OFGsU1C$+&zG8Ano*H*IthA-yC#O*m%WM`o@5x@WT2>QhqrTF+#*)<IQ{dqhYfb^
zfZRluV!gz_@DK5p!U$t8pJghyLZuw@n|+0=wt}vz6qFp(`f<kG8|0i877DtSL6u};
z*&sW4FG;RO=&q65y~*sUCS7fkk>Ca5xQHKR2)!Qk+XSgX&m1Es_Q<9~L>Q6ADX}_+
zA6K~1g1kIVA!_rPxWZ%BaXyiFEEo^s>k?VJN2hy>7t4$MPlHz}PnuNn5rLN=#~x`M
zGV~>ePK57;_~;M{3i#;s(K9ic4j39%!9rFuY_?1Eyef%5j|gQFB}Y!bNlCj-OVS9G
zknyO477uZa9J_K6D;-ct2dGg%5=Z!<MBl!XRxm+Pd!5Ujhq>xJ$YXbXh3oBOJX$EQ
z*9}mI&msF)5vh-iO=8Tj7ZotWMKVzn*E~jB-iH-mAQzu!uMsf}OJpSpO)p{QC+T*5
z!Zbo+h#@wKQ;A49%uqf=wLH(!sTM77j>TreqMJu6R4D5@ablu~A*LzerGjBBV<#H@
zFu)0hC{fB0ahB=MzhmIqMAkm!!W1LM206J&FP&#Kc`vqn1W%~oUt`37k#cw)84X!3
zGMe!jrWxwRJ$kJkf!hb!z%?w&RgXS(UR^puwf_~$=@J9|7&l7)lvor=lZbk9jU(c-
zgnqzM?;xo;M=TW5!7`DOK^i$sp<H9mS|V~+@i#t-<g5{iF+|}gQhuDWIix5pqooZz
zH{w<|L#r`{BafqI$EcVViX?DSP^A`T?{mb?4NCbDbWI^Z#<cd3Wto0hBtk-#EwZY~
z0GFKHq%GaYp@jy6{sC^>xF6x{5+xV${hOeq<QZb7ZNhj!m?or(Nj6iaR_$Y|9g^%g
zlAc40cSwasB#)2+Ng5*wnJ6ydMU(j91j5_K2%jZR_aP@bju#W961v_YlV3-&0(OVT
zSa-jJt>7Nijemg_USMJ01LT!1D~`#!=Q5XEW|Tct0f|~CQS%t-RkF$kijtC~GJSuR
zPIwGGkr5)r4FixAjJ!;osgP5a$SRl7q#;QX5lI@Ms4?^8wKwfdhi@Z+b?w?U4jw%C
z=Qh3fU(4Fs8b9?@KLxzeB4~DY_D{@t<&{_Xxu5$vgb@73Z~Vr$EH0PteF!^9xZaJK
zmJ>PxMkJGH5TfM{QpuO-t0Tx+kGk{<U)Xqv38O?!1;T_l@p1eHo2_k(WQYBuZAv2%
zQ7A}4h2bD#v$0MBjFj`_^A`E4N)$@8cWwIpCRwu!X^P`1sA`0+Ca9W(p3#u=CA=_0
zf6w6j>H@p^N!~H*(H7e%a+BFyh@SeKv+w4`!R=fcyu$X#{RBb-#pDOlO^Q7YC6Y0t
zF1fS|62wUiUPO?}bQ6K(?orA$86DlFkiS7JB3wU5=$M4If=FWu#Uc4pfT9Q@w?%t9
zCUg@dAu)B=6ss?<LXzSq1w3X^3snmFO-73@o>M`$5`-$~btOd5K?sc~HSj%$FdQP}
zJYi~3u!e{<#C07EsY4uvl%}h=UV&FvOPrX26?d8>cM2Ggky4iJ)AYhglEfnocNxtp
z95X&bRl0#YxJoEeBvS=NCkXRMc$DiZ1KVV;Enz4DmZl&Q2R&?%3W?AtBMApx8j^+*
zL(gK<eSj_fFX751%Ko$5m3a<Nlvv%l9kVX@RA<0*a+9CQr4)BJK?>N;75HRLX7nY6
zxZmU6qjUJ)0W5oygS97#f*rCWZ8ZHb8%+%vkBy~OwpEpy$iC5oFSQ9XWhOHU1taBh
zbO*0san!z(%KlkW*`?n&kKVb#KlV>C9zMrI<2K(r@)G~{nH-^9q$MdNlT#erw0PUT
zE=qWoi`@*{W|ghd2M}TvXYU*%<vG->%i3#Srpz=4iYLeqmXP8W!@>~;^~bm^dxM4I
zO*St@6c1eD<GcsGb{`K9hPZ1VqsAp<5^QOf^}-l8oP_(0E>l(;Dad2DJM8V+XmW;C
z^BzQa51!Z}bXGZ#xlFaXhHimvn{+!e*=mj;)LFcmB3Dh!ctA#X=*tE{(j^fty3jDR
z8S)}a<gKD>AtP0dz4oKz43#*EaRV18=rf{(^xTjjg`&2GBw)FHlAUOQ!?h+g{W%;Y
zx^ab_;Xa6BP8MH8(HqE0%3ivF<7W|Zj&AbTxbNg2@VWCJ;Ib{4F_yVo{2D?LAT$s%
z77aALk0b?%1QN+478PP@6pJgk1CLu<-%YPqp`>k~RPJY^5fMi{M6^dqStcXBPCr?|
z4hH1R7_a!<WC};9XNL4#1J~1VT#3+2kdqLRCPa!x-;yxRC8qor=(S(N9_-PTa@;vC
zlQV1@=?ER^1d+6WCblW^B1+U@uRp@-V4jRrWZJN4L?hIT2Fu<8jx^8h@z0VOJ%}pD
zNO}WP-lnxTf#sf|IAIWCaCPSnvc2=Tom-gMNzBYaVxh8{-bYt|6oG=2grrG`rT9!|
z+hmjL*z5lm*V!gXQe-(pB9}1rkYdRqo6XQ3jIrLnlWj+(uKSD_O=Ph|lynGUn=p<M
zvW%9-1WtpP6x|ezmrXR;!8C@1p-#sx(G5y8Im%EzN>;O&%5)gZK8Ge=C-P$k-afXS
zd$H{jO=*f1Nyaq-EMpGYx0#Ed<5=MumHbtN-=UFA6J~xCL#~p>1Gd{Yal0=wWrC?q
z;>vlN`UDv%Asb&s7prJ`LaYwR1bq}hD$LM}OqTj}?EXng-hhm<Nf=86kxD4vq!c&l
z^_mP5i+pjKOm>3E*XW2%rj#q>q#e>YLXri0!%3cT-@-<6gsN0!JXgbat`l~jrYaVh
z%%@}xo#voLOF538dk;>Up{S1HOCwBnKF*`d|LDy*(Eo^U8-ew~4}Oq*KF`UMCpmrk
zG{=u0N7vuPW{}_Jyzs&c{NgYEB0>m$`?r4^RsEBGQ=6Nc{H?$Bw*dH=pZS?@IVHMu
z$8mzBPTuH~N)kyJ(d%Z(7<nYwV@JQ8QR5<pfHPN1cy53ycNnh@7#oeqS|Fr^G)h4O
z#R6v#BdalzEaCSeq*y_u5`iC)n^x&>yX>uZu&f@YAqb-~xr&95V!~)hoVv)ef+7i|
z)I&-lWJ^LTDhQE43PMPvD5OZFF^EJX4$6e7#%?sk(1(ne5+smHGEu7GMm6?^S)yS|
z+P6rfEo%BImN`I3DN(F592RMJM(BqHr0fV*K95w0snVm@GVr_4lhr#YBS%<Y&M@q4
zGk3@(jeNSBUCQMwl}Z62Vut-L-Y`W{CC2wT?5&NG$O<F-P1dgTSX;Mg2Rdf$5l&2x
zBMr|%bc>9+i>gH^MjlBoAqyGb86Zm<LW&p++w4jA(pByt65~Xn&s63sSm`E?okIy7
zf>_0r2W0gD*<6m^P$x+uBuStuF}my_Nisr`k>nJV;Eh%qQHChdh!a5)_K5?VRy4(x
zW{sA+#_5SQ=E^zbq<}rla&h+wI?+*z6E0bK6?3piMe5M$YHUYSq!|l$Zyn)yWc57?
zMv9ciDDpNVl~uNOBIb@JEZtB!dixQ2a?JJ(g>CaY*^?&FRiF8)!Y@lLKCt(%sk<tx
zdwJ0AB{z3BSM76@HdMYSy})|*D1Rj$u<4KUVi5BGJn>OJed!2qiND0lU5PNxp(+uM
z8gi_3FNexSg#TqUDd1Kgdin(F;d{C64q18mlhm@0Q>ninH++(Pa>$g_rIubrjhn=h
zPN}5e1~G}JlF4=%4ozBKkwPhh6bSt6K6LLgo#bJL$z7OH55s>MO)OEa+vqCz(F$oA
z5cq;L6&O}Zx0hjOcY)z>l*q`Emt)en&D^mjc4LpF)gHs3h$V`&!alvgCP;K-kwcM9
z;@D=i@DPvOyG+tuM)*yFM8oq6q>><~*+gkdoMZ^aJhwVkhHgYgxyHef4z5$D)1M_U
zZYNQ?n4*Cp3(gN4=(5h7>Z8j`jMhR7*@q~^RYq`Q1<#g|qb{F|AH>z~;ceP$%w|7H
z5J>p`owUUhc%FrvZc|n-Vu(fTU<|`FspP*xs;Mk*o<IqvSmQV^Z#lSFOlcQ5X8s}j
zN;aCT5T{ur(IX5~gi;2@Vh~Oc$w$C-i0vH`V*(*7Xx=k~p+?VzR4J0q{bgpPe@$Dv
zpN;SiYR*?Nm37SWEuvu`yKmxnbBr1tD*6Uj>_<4a^9V<39rO{Ifl_5+>lb-dzL(=u
zXE1e;{3+soz{TDv6!REI?SFz8eFtON=TNa33}!HsMdCOh6=gKDj3k91WRMh6^4PXS
zbNgk2!5UB?*6t&d%TOu!m}Wo_TeLa`;ovf{zl0m4fJvA;Nhdc$C2SISHomimk!)h7
zErQU;Q#I<9DzhUdtIbi0#v)hu?xmdUBRke)w0aRk+dyJS8mB0xL}cz~`}+GxTnWp3
z3PZg_ib4>NF^G=QOHHiYHF9Q?o;O113NlfjwdQ+K5^&5(1|$3M=<{gxKQLn4Bux!u
z26)~9-2NzpEqpnLCvuo+i!|yn2rOJlVOD>Yq52q_br0>KPt?7D(tn;La?lNva()ac
ze>=PBEa$rG%(_oAp<V+yV&H0sz{e^oe5rRgp1;5xP3n@3E)9{TAz|#{CRLndgj8hc
z`WhX(MWR(HRu2%yAyR0P^=_ht=TO+-J@)FGc&dLJ39KLf;UE6mO+WxuRXKX}D5p=K
z=Je^)luD)lhO7It=gB9Z<TrlfH^^qQ{MxVm+Bco!I1V5B(1!r{+kg9SbNck@KQSi^
z!*6hG7ee5E-(&PwTEsyIO%F(=EM}&Jtf~Zlge0X5x*;hF87sxiNhpRyEXCMEpG3)!
zs~E_tjMFPH+=(&e7M>fB#4{L~2y3K=q(lfgV)If5L+(;2Wf5`#SxFJ<5Xa7w1SYDQ
zAS($`5|WA`N~VWyxx{uvXvctzq#Hz-^tvfYq){2yF|vZl4Ivh&!eZ#Btal$G(o3jH
z1rc`1n%5|6=ZOb<q+x`Xi4ZFIv5Mmu3_3E3W{_2ER4Ksoia6dB2#e5L#K^TN&DBYg
zl%3TcwTV1x8lWULk()s?3j}VTz-=Rhj}QrxlrnS#Ll-6&at!+!(lkqXJcA?)(l{ZO
zL!w}S<nKZlBW1Hlxhet)N!X;m58fDYk}&KABteV7>EjG7BsE7Suc62`X{v#$VB`k~
z&qgR9XEkDJADX7(`4JL*65pe{7t!lRSVoCLPJlE-*L{*ykdh!YlT?fn$0~B-qDmnW
zDIq$8K@L0cspMABwE;;g6U8~Yy)jbrZ7g0}!UqhqOk%guM2D_4hO8=#NiUPlxad|&
zuc=d;wsHG5x!f$K8Ix3U{Jm>G#t%x1oHHNc%GekAf!z&er1M;@e}M3=`&d|6;zs`h
z?&qH2^~}S3^xkcL<jetH&0L_h^9+BtaEk3x0fw*e<>eCkz6bcu?nha1A{N^c7GRFe
z@xI%R^X2myOr=kqYmAx8$oi0>kkIu51nGc83&~9$;?^L`)#d{XJ6ja`&+?AxIy=iZ
zIeNdr`JEBgS66xPwjtS|&+e@<9`gh!B&kg$bCaUkr_q!dx(0q^5NZdQt`{iR1&v)W
zgY)Q0lQh&2QWiHUvNZ@u!!9MmMwV2BGQ$45vn-xXar!B}z`~1jWMmgvis=X)J740k
z?l50lN0B#Z?#-~>Yf{uAMoWF-NTb!6CYG{f^A3eVgr+745fa53{bZbWGDXL&5pOrp
zBA20hAHG%~mSY0{79IBjch@3FQ&u{Q+&<B!oEe}NEMg&H2NrtNM<&4T8Tit>S<?S9
zy8{)aw@yB_kkgo0HweuFrOYy8=^tVySCA72L)k;sLXyzLkEcjeg*N-ykWSGJN@&fO
zsBw*=x<@SKX|=nExI-x$Qp!bWx*&>VqR_+j1hyv=B^H)h$B<o$g*H*5;m6bLNN*!k
zI!~;&SZ^Pp5SSD)ZOWN7@);XN(TN5?&_>elpy$q!dLJfROi8?eo?9b`R5Uq2RV4Bm
z6@<btC?N$~^rPE|;vv=Q6>hBjFJ$y}ME`dQqlhSpiBgbc9YaefS|P=Pfo_%%vV<R}
zbOMc?VGgI2Wos}=6e`rM9+OrZO|*!j7LK<|5V^>zN}3ANI7L=;vN@GvE+9%2`r%=2
z1mhgZzrvSxzK^0RbI;7nOqMtB>|;ccODgur<To)hHfdxN`T{>tNu(kvIz$1&?~x_~
zDNT`*m@qXMq*LrhchU@xqx&7Q?lPLS%k<bqRMlm3cR#&o3RQ6_NbBVFEp*L6$O^VQ
zLC>8dQl`+YGN#lgwl_(G4GP8$6nRJ(8zgd-P#q_c^5kV7+i4(zHi{e~5`$qh#zr#1
zP?H(gui$EP44k)995@X6FB2tw)YKzQZHN;D5<)Q$N)1h}5hNL$Sck+R4fc?e4ob2_
zB=V@*Btp`8+wO;PUH2P&0##N0rU8#{g>M^yl_UvQuU_TMnKPU{dzRhZ-ESD5pP%Q{
zsZ*RjefpcG&;Gpgv5$R>-}}Aaqg*cYE5Gt9-*iqCMSTDFe?I_!^Kbr59(dq^KQZSI
z{@@Sz$VWc%wbyfVb9~qD|0dJ7jnMDwEG^G5nhhvrcd-ngDDp9MK@$5!k&R}0#Gy;z
zrzo0=Y8niOI?Y{)UbjQGq%(DR6nBsz^<^x>Lst?6AwmQQp^?N1exxC5LlViw@h#Gz
zhavmOB1K9=gh-GTiIg0YG(sGv*!_rMXaEseWeZ7ikX3;s1Ys-_CPfU(z{sb#ofIom
zK!|`e)ksqr5+5OA(o`Vil$Z|ZH)LWvLJ3_m8HHLsCSyj}gCaxMBBylGl`biuSSDcz
zz5`K`MblDL*~iF)$Z{1(iIWZp9ZA+mWsOwI<JmfD+DBCcNo)fiLWu|y=-CFjl7*3k
z2w{?<lgI*rk1S&1P$lpUqCla$2P4yanE4)2P=!DyO?<pzm#r;_FjC276-+Bd2!-qj
z7^MtRJVMZiB<RxIY13|nn5v4Q85r3q`qCZTYRwVJSwg+UZF65@KKlyYO@R<TswrXW
zZM;Y(_IxbehA76DYjl$dRBxN2-a(RrKeCHRNzyk`pCS#3lq^n|BN=qiWt~u(;G%Pa
ziT(?Sf=ng1gx9*Av4u9xmWiq-Y_><J%F9SPG?ha<Uzz5lcN?{#%*M3D%G+OO_i%yN
zUU`Lwe<7f13;xYq$a`CFVd+tu+!wyY|Lxc<{{E|v;{`jEgCRv}i`(@MO3`A`*hjLm
z&Rj-96A2AB05r;~MpX?_B#96YGIf$j$B&AvhYt~}7O`}V+iDGNG&^*5wi(Zk@b*U|
zF1+ZFcso?5AXkL57e^Tc0~}1Mn#qw8#JYnWt1Nf#<CxWBtJx$YH<+5$a08k3)rdgL
zV2Cwx(h$-Bgp80)QlSvU0zG50|9Fl|FG%QWL{5V+HE;u+oZh2SSjP7)a#IDiZq;!5
z86-JNG2f-1%%c=_#*L@ZG>t)!qubBnc?EoRAGN|73@+h1O;RgQF|V=hPcmv;CY$#V
zB9G%AB@qXRQ-##q#T;H_5DjtqYZMDUg#sj6osF9ZKp!QxP7?VMj+f%6MFOizSgaDJ
zHm$~Gx_d96gg&!YmqQ~%MsjUrDM1n;Y0^SBA`&66!vfwg&-TzFj1vOC#~_e6QqSTI
z8>CUpFp2RKi8xfzR0Ua|z_cdOlpz)A3YwCjn}RS-2xEz?)kc;=(nKLjvm~-Xl;#-(
zW7y#Y<-#bJm-d(&-C?S5h1l7FC<aL(lCmh-B8sj9Dx?xoTqKUO#EBraHz0O#`Zna>
zjg=Qz##h<tKS2~Z^xZb95XjCFIq3#j{f&}=m?9nuvLZ+jbdw@c98*+xF=8J=1uq`w
ze7C}vb~`lmgkfGVmW0gpb|_gf`^pL>1)9znPCCWJ$UGyujTt<}cJ~N@2l?@B^5rhW
zs7U1N^xH);)(F*6!IksxB(PK_^S^`~!s7KYBH<Fs5jicQZ1j*+6+bOekh)})7RU~f
z46%?<<b<l#XD}=iMLKDskj5HeXfceccxi@E1W2OANO_HVc@HT~>FpUfUIAYn$0|&c
zDiaLT2`0o-sA+@PxECSU*^_2yMrE9ijkY}iB}T3-G0DqFse<j@N4qOy4__n|ZGytP
zh_ngzdQWkF<Z-sGL-=u*ci#F42g#sF0}Oe9sVD@AU@w&E1`=tw#Yo2D^~}4G<9U91
z?Optxzw>ukUS9s%8T#Gd{oQ=e_xzVNf&R7;SpP8_8ylQCbA~f#&ak++_zjA(TCILf
zY#lv%6!}lv0_NM0H%nlBvj|r39Y+vCL6TKuRU%DN5}L%x5T878q9f}nrf##bu9DGJ
za#Dl9ha?C=N|2-kMF2v8fD}P0$si;WA%T!lkPt~grWTV5jjfGC4DApRbx0%d;xT;c
zOw2*4;;^^0pUAbz<nr_*i;8g`Iqehr0uqTdPH=~}h~fy<l*#5a3{yu)3X&8OM?OMi
zAh8L9UBW~qRqDi&PPa86Uo<G@vov=@dIOE2tKqp4Vce!x?NBM(SXmz<qaaH<b~8a!
z1p*+2D3OUHg<NSIyImtp>tySD=y{i5pb+*_RLMuE5lY@ch#}!HBKAUvJcwN&dgF(X
zG!kI}S%k<FhXumWBuQmN>LZChvTVOmgD9IQ#ty0(Asgd_LrDDqgdmktWYb4c2XwkR
zE7u$%F91?xSt4UuWHMQFBZH=C2x24={E;7+1>%kGVc=_w&kvB|7{4ds4Chef46Dt6
zo^NvK;2BEVI=BOre4X{peV8J{pu0;VI*iuV(XEh`)p0`KLC)8yjrGXsd6pYBq{b%0
z(g_ZhK7!j)P*sI&ZH}(3&}tj(HYHvv{ja<;d=fj9aSLxDKB|*&i`=ThFIO*dX7mho
zM<c(r$H7|$Z)v-9g+fVti2A;dqYTQN*>Kp24>8D(FziW;mP788E<hN7St6g>j90Ss
z%MNx%XZykknT|`E+JwOY!YEIqs(7bL%<TLDiQObF9>A#_<I7uuskP6d$OUG~Chxdk
z<<e^lv|9y|$_hsouJVN|hnY*-#A$|pe;bRGQZ8k#)}+}nX?04p(-L`YhH9}*Z8YKL
z<`_Fcm4fLpSuikto1LD+wY^>ROoEw-Iex$+tElX)rVIuRG<?R&9imv~)xBBDr4f$K
zIjmhwQ00iMnqWr@WXh))tDdFn&*A#x=!(R(sLNt&m;P{^qiIOl@R*tGlFMAeG!}^i
zi!{p9??SKTksUM0<o5`DiNTJ*AI2zZ9a$>l2IE9po#N;P%IbOA?c3=Orx?WJ_@v~b
z9YoYbmb>U`7enu(>n=hz7$h@Xuk7RZhI#x5ez<mo<Kj9im(GzNFQW4-k)knGkWf{h
zo+z-{wP3|3&K%?aH8R1#U*&tpa~NCesKX&SBZCq69I`C3R!rh9l9OA6)&v=2fZefZ
ztd`N004dodmJJ4J9nDG^%Xf)l4_Ok(!ov>&dio5BdKgnvC@5Qa{sxKff{<wYCL_9o
zLJUcSrud{nB?@EYBqT`{B9TK;eEQyP$ngME*(D5JB2UnY?&0a6N-i02Slea1ut=%c
zLsui>0O9}yAZJtB9YNrN41^)1sQ@G-1pT4HPFH8(N5rXzkX7c!j*&Mm^4XO!^1|ZX
zcdk(=cwD|YMQ3{iSCz32S2$3LSv)gJYcRk|G*rc4-^3LrE2~^NcLZV$MU9D7lOPW1
zL;^3#ktQ0``7)O5BN;c?H*=ozuN`A6n54ldWv$1kw1G$i(j<j6A<^sj<~}x!Qw+U6
zig%Txg(s;M1Vz1wo(>2_mozg(A;h+25)bqwrWa<glrlOwyi5fvSj6eo3F6bV25pAJ
zR|w^R*Y%TxLgtuQ!uNX^N`YFMVj-iW0TQSNwxY2YyM(b%O)@A;8c~|CmX3429YM0j
zp4H~pyRZEB8NvEb(eL-aCblkKyhsoPUmG(`ljFyabNcjY?zrO)GMUVO!<GJ*^Jb+8
zzZqvw{SY<_ER6KoX<kC6NthN<%Nj;LOG)d|SzW^G+RTg&>H8HHmuAq_5Iws}r2@Gu
zIJThQO9%s*d?rK|DQUtRDJPL48;~!DtZz<{DHj>3CJdY!K~y0OO+p{)W6P|p&#<yO
zLo9Su5t2_{;PAdY7uK72g?lOF3*@6MO5q|!ql=I{g25VnTcg!!62}Q?DyU8xOdTv?
zuM5&N;nuAUqR2%Of{dY3$e85E^5n*{47XEcA?UVzJQsq<$B=DmM-HNwW?0@mgy;8g
zycA0wqB>oq!6pZ8^H}XyXry;BpAq!KAsugrF(X9ESjeWwYIB@Y;IrDBVl%y)vb4>l
z(!i1x(m){%1CnqDMQ&lLJuJP)(3J^84M|u?dJfg9;YK;a$RbG+WCUs2q*VVHWvxY=
zmJxJ8avAJpkRlmLmOv;7VIU-hB$aUDGC`cD<7;?9LKHhF;T~eRiinz|B$!qnD`S$)
znq+bYnl7Q}5~(7P4E2rc;ckc|X9<&(=Hdz?BM}2J%Z*EQ3{v)z0af!AjvP%{UKfP@
zJQXb^#-=o?qw5|bPTAQlpj+?6$-0ad9bz-ji_aV-s|*<Wt4tqx8?n8{YCobFG+8~E
z;{i#b(TLa_w)wJn5o!Md+RPZ|FWuz+*S0xXP`GQp$@7=@Ghx{*4kFYzqAQPaOP*q7
z`caCS%=GYC3V-RHOk7;$=*|wWub(88Y+f^G7>^T1hrbEwP2#48748Q`W^BTss+^_M
zTO&~vLZiwc2#M2_&M@Zf_gZ}M`a$B}Jcr~jbLhY&T0NCZ*A5YkK8E5qDGYB?)nlxJ
zgJpE-bRNR>bo|0T=EhTU+7(DzENzXkx?zzkXBn@?WQ51LaFpvi1;Qxgy>ES*b4&Yq
zOL7raTISi^QP%qkcbS6I5A?WlMWR$zsZ=9mIi|PeVo8F<TWtomLLyJ2sPh!^3#geq
zStG^P&S7L;Cxb+5dz|I134E`MmaTDUpGQtwXXj=cDe<vJM;M=5=fd(6=<X~fWer_A
zPnrmVI7_Ujj80$0?|Vp*2T4Sd2!c>12&zQ!B!QSEi0gP^6D4XP#XS;LXQ+>`De087
znA4-nD9IHx&0*+;IKJSO;Yse#wJ8>tk<=7bN)gH%hMYkxa6Aj!m9P|>d{!b#q0tF2
z{D|xF1P|Buu)P|oF@~&YytZCJ*$tS@G>M%R5&>;WthwXNYKyo6?A$v!Fxf@cZnCo{
z;j~7Xub##aFEci?g{}uIUEWV?cLq&22;vs8vBS}YU1F{wl0F%cAd-|M2ywj}NfMCC
zS!7cqR6?TINAibcteByzb7{BE1;0j1k*G06&e`VF)CL(NM9-z%boNt88<eCL!$@$W
ztFzbbW7{^nfx?nn<EM^3%-HaEaRd}{A*PYi>{~qb${~bm;^`SqAC;N6JZ`?8MTAXs
zLP%2rp_8TtnX=Eq!c{I`*+($Q;)N<*blk|rC81@`(@!HFE-i8Y{tcFIK0?P{C!5&F
zB4!xp*bb*j;~0?!#3Dt)M;Cpny2n6NSl1sSDBn(7+G3N-R5w?ciC{)iS&8~=TOp&x
zHn&%{nbTyh-Z;Td*TzsR>ZRLIH3_Hl3`r(pa&kY4q7rwu2|GQ6Y>>@oi4?*1Kq9aY
zV~<YZ(q?t%H%PKMRFS72D%eSmR8lyM&MAEX-;=qr_dGrSEdP7B`=32e|1|u$5LjPN
z5CmMjc#$(_&hXl6uhH#xzcwaG5{C{Q`dV~rbaeE;-9rDAd@DunTU%TF#83PL@J2hJ
zZ`INL3kN=c>0YB}z71Qx2S04k9Da%Y;Y(Oimq^n&dNhxeB)quvenv;Pm>#)B!_x@l
z`{;$oId{_`Grz%Y*$y@FA_TXHlYmGuKx7EK0yld#&fV;x88R~qQ=B-d^QplTENl-c
z#V(p0ajSolmYWiWuMx+~OzAV^vy<evzs%8v0z<8U>k0~bh#@5?ZlAb6WU-f{AiY9S
z-o^_HkPaAzDo8%Fw`-WHf|jZzTJVOey3hcHH!9!*%%Vi(L$C+LGLBm$Gi%^@v;5Ne
z0<&h1d2_%EZI5Da$f>-~k@+4iHAj0;r((A05}_*-RHX_}hVwkXsc<-`@vhNJY&)~8
z_=kyQl_YkFg9f3yNtRv4^AeS6jfycqNo~H=J<1VfKt*<O0-K%_;d%ibzr(=qlZ%T;
zaf%@c3YiL-%#g{^=Lp;~uUyPg%0j_xp&J&i3!ZD!OfqapMIvvRL1~`6w@Y1yQP(Gk
zH0&^sBrHrhCaYh;P@7;KL$}H}?bjgQCYMtw<g*xN9?#clw=FVtlR`b^!ZT~kO>dAZ
z!AjF&=|+!@utp*)e8;Ii)e_iliX0@^DP*iZhAMdB>U)@;tfQB&F&w}km!<j2J4sc6
zW`Bj2yUx-5xAO^mft+D*+*@U+2GovJ5XT_6CiA=6=h-=XlTv5MwG(svY-WqEiVraJ
z@&N|YMQ+z_@=@n*GGdm{&!HOyqP#)hYoUbCaab*KPpLpBae3j=1yac+TZxGCI#IU7
z_|8>SZ-^n+I5JV^xpj$Dogq~!NI)FN#9oIeSS3*}@&0>5>>ZEw4T;U(9Eayp=BKW6
z?)*5ZZ&Ax-*wUV0tJmdZIbuBfQ6hC8N%AlQJEmjz>B|ESRX53-eYQGNY_-Pl(}Y9S
zJ~=~T;Q1KJGS%{{d}-w|27_6qb%$E9!~F3zBqgTTtTJ?`NRlyH@g`Hb%UHP<TGAo#
zB0@hPN@JuXLZA@IWxUQ7Zm<9VY#m8NK~&^4o_&Izo1smGRd<g}{}Nf>#)>znR};#k
zD!u45{f(=*k-;4&uH)GgtgTM4)wV$-jAVzDEeF#G-{^#($w)?uY9wTfG2TGXS=C8M
zF$;YX31m4!kppBoM3p^6nqm(O?0yc{E+P^gMT$w|9@WY+U3(lqKFZ{gZFH@T6t?h&
z7JHj@kbRH>e7``?F>&P%3zcQA_2ziw*di}opJ%-#QI#U>>@+84WpbqkF%JHQh3+T_
zNyd{Cq)e4et&D2i;?_oyt>!)=qryVA%Yms&xPvLK-yFg50*)SABu!*iZylqMDWC=$
zIGvk-gsfK4vI<6agL3%=bjt%pA(m_So(hRiM(-lYI-WQ{NEXlS5CwgbSfI)}QINsz
z=dnbGoVbdbO<3uNeCn)%P-9AYn@Ukotq3x@#DX=7=<aZ)XR+QH;gS6j36m`E9zgOM
zWYVil&r3uBEWU2zN^n&f#kB;PV3+ZsjiN!C6fvZfJMU<7VQCt#rIJfpkh+kjfJSvJ
zW^BUa!ug{(ae+*Bo+MXCC@Px0g6^*ps8w9^7?NzD5@RGWu05ddER$i4VWP4bShTR{
z$r)lLBp>cF8Rsd<c>)9}I&QAPkyBUEQ;FfyA+~p)Ax-*t=04uKa1U3Pmnp;%p<bg~
zz8lA^kxCL(Z<i_aEF;w=gb27f)VQ+P#SLP5gzUx8A0$M6gh9%rEI5&wWkk&rBr*@~
ze)`Qh(Eo@(cLM7_W^r-xYtgOs_4RKUo1C2F=YRgqZQl52#h;~3!})jr2G2KbW}BZP
z>AZrjnGpCS+F>fA7PI9uTpzrX4gEvhS^Gy^96rGF_Io(2P0$Y`hEfVB?8pJv^P3nG
zOJoj?GkYM$*v@eMseni1PqQv8CKgm0-XyOK_HnD~B0YMAQ`r&T{^Wyfe(a;fzJ;bQ
zAgeRPl1fA$L$;9Ph+N}SjH<f`1oogqlxie;0mGWYOuvFo%+0}N?#NqYH5L3OUKkT5
z7Kt>9o*8Ad(x$N{k%%gxR3ec=!qg>|V-^++isM_{jO!?aJ*t7qnWRn}ZeYhA|Ehh7
zzwOR)q+X<IIwV<%?WoLa%@RxfG7nV+SpfzTqk2L}j$ssXwxw~Y>oZfAuvZ<**%FaD
zMq*6jC8Jn*le@>xVkWzMYPm^SHP~bUL*Hg$m_yp}@bCy_nKY-9KjPw4cX@?Pw$^re
zV70`&Kh2CjPACnzaO)x+5{$TvspP0vrjQ3W@sk!IdE&??iP}gAGFpv{S|Bwt1jRZ^
zHbbP_C|i3JqAN(zRbo*>FPua*>-2Y@!m-zpRfR$!M<H)u7GPz0Kx4-t)e=q~@o;Sq
zKLkb2ktzi=#iQNM;wo+8c!=(mSrYf~w&O3byFHCO3tNpo*WF2WR&VD}QY9!IBfs<O
zc<hm@@8iSq6O>0nPS`HB!Dq4RlU%ZT6!$vB?;O%P`u7=J{ToC(5ua$l6T1b9+Yhof
zy25+o9e#K4T_8#*k&mgy%;Xg&dl9xa!BuaQ4~~A3KU`1Q@lEocgBtiGA|;kx%CgPd
z78EWlFH%TCLM02y5GnFON|AIx%cDy*rc9aajEbZyw7Xe0gAB`S*Lm;Jb)+Q6(%xTU
zv6pgJaRTBYQZ9=wUIy<eo(>+siH~!;Zjh=Di~btN&6o*w14+2-*?CfRf(h+8Lb0DX
zn<ba;5hW6)IwaO)R{Z^}tUSVj%yqi0%Z!w6kj?pAjwN1jblORYAJAmR3N9iJaraV&
z9i4F4CsKCN$}>#PP7{li*wG03T^u{5<IQ476HL@?wB#%so5#_lgvejQ8hsT+z|Cuu
z#K<(_lpWtEi9M7wKo&k3*(Wc1<gJiHM>M7;U^o=qSd_^~b)2xkT5F75*CLypB5xF^
zh!qNI%yJKMxk)6+VWMi%Zmu#}dWn1`pxJ*n+uLJY=&Ug}a+3#++(h9Zad?;@0>`^a
z<X_~HKf!|&*ZIh6`?&5)6y+gmSR$s(lpayAa*Wp|n49RKn#)9epCn9C@`CfX1UH&x
z=CZd@(`81dU#Hzkc;#$@BE`(l9AdOKgBQgNqF0!&wYc?)!Yx;4C#pjnu@f{9WKeVq
ztD40pVzPghWBD6YCMD$jEQ{U`F$iiX-c3eSm%LdbV^q+RHDtOZs)wH4q-_VBxtdT;
zn%p(Hi7PyQcV&v<#Jd<U!oJ`Z?=jBfry-lhhfqY7`NF^83%%2Pb;aksBTJmB4{<!5
z!B&OsJ%>yEWe|Bvl1wK%!o|^3WaTn<Zmm#uU9OdDtm-}fYUK;u?9Xs+Z<71-O%7LD
znC2!eC*aFBpyUlP<Cr7?FU{dmA&?5Rtx+oU*%xo&Br=Z3Vn|?#1Vi{JA|Z{PH%dBE
zl^`)m5{X2pL~<5iNT>*Mnu1IhE%h)8L-rqWaJ35k?L11)pxI7|^%;iR3>ob_b4S`}
zYKOGZCkVh9>O{VVDNAI`1Vsx-WDi9NQRD<6-q4J`uMvbYP9kH+0!6QL{FyUv+L;dj
z9SE$ir_pG9tw{dr)vLsD%<upH@Bg=6*0;ph8;$<p5B?yJKmPcinDg)c-M{0hr=I##
z8;xFjU>_^J5_{4V1?wJGwq8N0MBHgzq+YG??B35ZVSS0J`81zy{17?w7zM4$wejcq
zYBIq<QqZz{y!Bv}+r=uUtXC<RJwA2)o!sh7^H=ZrJj5;qX_e<U-@|WZ_R;Q*;McG7
z&mTF;gkA)|=}2r}jJfsY7uY)US^C>cgrPy0bO_U!P|adU7O^ozsY~SQS?UvW)c4OY
zF*lFi7+`(obz(n2%@}0*4)U-=>a-b33pC_el#F1(cnP;>(rmhj>VCA@ySXW{1bUZh
z+Tf1(1ytSU)$F@CYVTqX+eG12vh5yW!JrVj#M35M-}@bW+}hxL_ceZO_YmXH$ZYmh
ze5F7T!M<q7oFZ7s-iDnm;;1q0%p2yb50qypMmk{-VlF+;FwL?qj*$vz*$!9K7kOTK
zil*76HaW@K>NTeByc<a^Gqbk95&JOvGSiG?N=Rvpymt}l!fTYhCP}fzZYyFqY!HS%
zp{tXmps6u&(8jW=<kbpNz6_<}8-6*xA;bxas-deUUJ|pow}c;iSXB)*j?sgFqFSY>
z8mP%Kp?8BFJ0X`(*uUTB+{<+&Ts%YNj#D1XuRnlLZqo0c#~ws@qC`njh=fT~pF(@9
z#=_=+L$yET%<e43ti(S&e~Tcvo9~m~gBo@ilulCZev#2!hbP;8`reR{k;ByWBUE^W
zO6;*a`6%&yU0R3Mx#OuP`SF)B7`-j*%rrCcAs&!UQq3ofO3(01>kTq<b3D+z2h*IS
zq3x%&^Erfl9#OxW5ANIHU*DQws18Y-HIyh~+%ow7>6l;JRf(IM7{dXhLc-L`MAM__
z<I{{47m=>tVssd>;f)iOrqT0<kUCE@QS4DEG?C0KS-FcWmPsk&`g4TIK3=?1rM0ui
z*{shyXKzsoZz88LzB$c^x({jKqZwU{WEVrk2(>_z<mox%c-kDbksgs#AXDE!Akpid
zU<-vHy2^xl4UKEOd?Cw9NvA0~ECoKATw^4ta%WE=JGRB4dPG)MNNok*4(N3D@Vo#s
zQzBPCNWM_VGzUZpT(~sHh}vedc7w0pw0N$$0dm6Wqk_5G4zDcggi8r&WFeU$xnv7f
zN+{NIEKEfVLzT-LCVM-AWAl?7Kb-RNOI<v>N3K}I%opjVc?L<D+}QW9vifOGOI@xy
zA%_mWpVj_Nj*YKlX4kp33>DT`>AaJ}#uQmiWf(c6@)xL8t|Lb=TF}FZ6?_-=T1W81
z8mY(<r8<cSk)tJ&aF<kMnVhbYsfT280ci||5hJ36D3(bQAWiXoSh)nQD<i1}0-IPe
z7{-0P$VF&b#*Ue6$Pw4C#+Y518%DyQJjucKF50k-9@{L?qaSPB3OyngNaY%#$Rf!W
zmC7`AUB<%Yc)de^;IQ5Zh++>RhwPh~W@2iHY;5!Lr2;2L2UyW71b&4yN=TVx=r7<$
zGMc&0$n*tle+I+Q2x5t?4QTWaP%2h1ESqL_hIC?*!kOR0><*ApnW3-Iu(NEVku7LU
zqzV~H0Szkk3v|U6FYQJwH)JfY&a8e1nv`Q0x7kaZG{ul?)Fh8hM=fG0CZmc)K`oKN
zBa?P$X(KG<O<JagE>cQC%tR<N>GY8N1`RpE&kCw?4!LjRxh@i*Yk5-3#_b8>Kt?wr
zCMN?zvq4ewk&=WI8E25g?-fY=5}J}Aqy#@yabuHiDCl@Y5;@|~_y}<lbFSB;q<F*w
zm0~d^lv2WSjWkyvlQwzVQ~&vve196gZ3NaI-+X)D``-7a6s<ds!?|<kxc~n9|Er(%
z|1bVnK-KGY{@FkKXWx(}?DzZp_>ccM!{P8x-72T`y;F#`jh9vkl@cO=9qA!v#xJlO
z)Tmo$xHWkvw^~0!zCF%40WZfALQj~e<|xG(QcuP-Vsgb0CyHrx1MZmZ^3eWWL^x!5
z(_x^_@O-$B`wquEa5zEv&-{#0n9|=IlC9@Z_4J$dW&Wn5T^kGyp(!ZOeTGhBh0K?l
zNR0-=xmjL%{5DR#_$uY?Ay=JQx@)@xvdN%4#WC5Vs=8zfHd*O1f$h_2704Z&LEm3T
ze(?*4BW1q$o_BINZSej^o_&`#iSiYCZ-0WMRQ`swh;|S2$!8#p7(V&{Jx?Q-F;F5K
z{q@&TRyXk<JWY7&=r??BMSa6i_rm%$e*1-wQ7G3rF?E>3wOM9Mqe%bpmyxD0Xb}Cz
z7vY&(C^?m8?jUKD1=}a=IYa}WBn*)(6YKaCxp&MU*R#a8+N3XCMOxh?^?d?WrI&d0
z$Y8q>Y8qfv^C<Z&W7$o_%sr%14sERiOIL^n*C~{n$fm@F?GKP2tTQt88sRWxbJb+%
zL@1I^qDb7FI{*v2Tvbo=fz@5cyjK}H*+Oe+*k+!;^EsP-&|@TXCvVjrL+Nj^o?0x(
zi`23KpGar%VxO7p7)8%yqO?NTx{0A5VB+92{8s<%oY7|JN*a=?V478urDw?9R_Cp+
zpXWY%i7WOaw2CKLY<>~!R~cmT_{k3C+&stBltYyw8<`QNCKHN%hn<1RE5RteO&g=r
zL95BA-YS7NL^fuqh$45SuMr`0At<31?k1ZXVe$O0a@YhV1xc=OV8r6}%^_2@1**jh
zOw3=V>lIM-EHB)EOKpWCY6dl1U^qR+K=Hs|r#X^iT^mInuQ8&x*t&6syP~%+wW~81
zU&ImvwA_$b2$q9+e4#U=UB{@d&`D+f-@#8)Qihy7`*HRvb&^N#!-$5sd&_*xsdIAO
z<jDFKH;zu?<TUQsc$K?Wwh7`cDjrGDBo2GT!enNy!pMxm7oUr{>Fn~pV`V;nIV4RY
z)YPG%#~hptm>9KjiCOiEXnLLzt;_i}k1wxEDB>71(Ikl;Al)9JIh%a<0f~QivyUDq
zObq&L<W1u8EDNH@zQ95wChN74Dk^y+CbnGGmvz$6BdgdHlx=pni(5enU8#~C2y)I>
zs9G1;X^k_C?m*AZb7;T7lN_#$sNA@j$GN#p5GGU)>U`kP3jNS#`RX2PyMhg~f}+)#
z7-l$TZsTcrF6vNOUBZm|h_u7xM1he?o*<0a*s>u`k))I!5%Z_>T(~}<(+<gm37Q`h
zDJoGU5k(S>)T2K#O($EU)!xK6eU4SC%=cyV$fGoua@d;XT-4xvJV!M?#(3@+HOt2;
z*(@)Ao^0Rc?)@D)izWPKpX%i6NU9)_1hN)kSP6oZ-rxlB>?mQXpzd0TpiZ9wFRv~`
zB5^e8P}89wmg&?iY7cg}u@R8H&|%zBa6_4E9hW7$L0wEzQpTC7THNgHacy*iUUrh5
zwH$E}Qj#pDq!MF^Mp<oAu?FOn0bvx;3<Nt7IB`mt#1uqCNsh^ilvIG73ZgVYwN$K(
z$%q3Y^nio}h-C>s0V(!TB#=acp$c?G!H**1Bmr5*QVk?zqEy0{Q=}Q4^Qp_1&JS2G
zt|81(_EjF^NKj<9(<C3*7<z<RRQbKAN<$kVV-F~1C5~uolzYo0w#!>D{C66``rrpY
z2*7Xs)^Gg}Wia~ne0{U$yY9M+ANi3Vp;#=kySvLT{n9US{rdI)0DwS$zoKT(-sgUb
zbmIc4(;`{ylGtF1K7;CQ-0FRhE5p-BsljT^!Cx>KDJdMBG!U`Q@+z!ufEPd^2m9t=
z-z-dwg7kG7py$A~4T;nH669}DD7{(e*RP^&tik4x@U=aH#x2sMi;|Vl#emM(J@gOW
zgK=hwAP$g++a$eRGC7s}58i{Z@e1Kyh;(ZO<#3JQzW1W+wNbX4Bu0+j+a4#bj{GOr
zAnoj7e&!icO+^eG(yWDl|4HKcsW)z3zKNv&>PeK&23n^>e{Mg1eHw&Blw=4;4`E;J
z;J<o-+{$^f!Xc1!dS;bju})^JLUp)-X?M|sJ%aia&Y_c(%0qNh(5Ou!t!|PDTbLU?
zB6~;@Mwqy0{V(J81r2weE49-cAAOSl$F|Oqe$3?T18j}Fi*q{z#!R0_GRx$i`3QH7
z4G7*cPUh8{Na`;Ak;iyp=M2B|RGxRFk1{f{kF?dH6?E92+ok8nEC*H2C>k^74inZr
zoUZke-CrS>Wcj4}qck#egrQDZ>#$_)QgO-@q;aOqQN-?9=AADx^sh4*CfssVR^kE0
zV>RaMDx-=<T{cP923&0=G|P2HYbk!xC7sk6%SXho?y%h0$3*S`Q_fl3)()@v7F|bS
zZv1YFa+5*lbtc1rJ`0$+`xrG>`DAjKhjokGaEZ*ZguQM;Iy_5m_6)vSgiMXkjXuC?
zXNrD5Au<HjyoQn1SnOrF`-sEe*#93`Nh|#13zzwYi5WaAWdG}1B&xw`Wj~VhA}<Gz
zGTB&!NacLx3BGIY-!L1mBNChCYX?~Vs)TrWKR=lX`M#NV^7yEZ)N^pZ`Vzy7yBO0T
z_Aijzb_j!zs4>9Z7{bt@<*i~C+uVIuiSw^Dh@6yT^P{|Ud4R7NXvGY{{(16KA(eQE
zpf}`}6LI5wiK;V(F3SYNT>_(ls#Q=Oi3AA8Q@-yseDS3%&WeZ=^${jon`92<IPjOh
zgUEV}rRRJOUj7`O1v}n%pc@L2m8Cft;B7q3g7pe=ZyVKaqDm>q7R%~ip&`%GS6-!4
z&NBMiIuA@9WTfQt`VB!VZgKA&U|B7mePNttI)Q~i9X3$Y71VSCDS=oKC`lVj3h>nm
z_4*`Zr6HYR%%a=JOeH3BGEO9OVM%60l9(yQjNKvl{Pi+Ef_Q0%&<jveh^;J*T!t`c
zF;>iTR4b89HN1*Wa$<o=Sx4S!;NE|naCMPP<1Ee82YrgPJ56w_kL(SQ5(h0BGIh$w
zmk#3P?<4EIj3%!!%%<F&e;?)E64Lo?%w?HaQ&@5exbzt@_Yi&;+3wO0sw}4)OpRF_
zot>k9IOds`&oHq%$70;0>u>UCp-NVmtUC&q)eMJvBaCI>=61wV)S^@N=}87tDcr8O
zSaQP6*kHvTVE0xTDs_sPEc50DM?ds1dj*LX7k8PSIKsr(6j9DY>TFY(C?ZN0{XE=I
z_vrrW1*{tpccex9>jOp;pFyLC7sR0I+<$bAm(E=!5DAsy2ou>6&bF3#J-^0o&1M)V
zD7$ZX3Lbrn#P>aR7v;Q!zjTXV``y>L^PrA<@E!Df$GHE-F6A)5eb+i8nRTQnWH2&I
zbMgfJ!ZZ&Y`5SNQUi}vW>)VVoXU^~ozwir$VTcd{(=@+kz?#Wq_<Miv?|sX~?SD-2
zFa9yz2Oh<(S`?oBM`$;;>Aw9PMB{HkNLgZ6M&t``whs7jLbB!(ePsn_r$ssGBlp(P
zcE3s-#YCY(oajXR_aWbV2dQske(5u)UJu49NQWj#YNt?IErO|Oyd%em|D%Z2e-3G@
zK~l<tY5W;|LP*01{{HVE-hU6q^&7~phx^_~N$Qn1#;<RX{`%8|#}31thtO&Y!cq{b
z!r0^_+gn>`U%EoP;-mPBB+VW@w~oBmLQjSu2_m83kBpG1$jHqeaifb~O0jr_P&OED
z^w~LhA6?Vq|JXfE*BfBT7s#87h*a>zn#DWu7{4uK&3HSi^8$s*n<z^jojdlC9m}!4
z_zoJM(C~ML^g<ckS)^X+bG|=~*+0)3(<CDrkB)~Ns(qDzb>S56@HV)t!GCz*5M%i(
zWLo>Vv0b3j)~GKWV05gDvv`5@x!3Wl6^@M+naauJC+8@6pX5?-h-j^c8$hk5pzn3a
z$vS4eh-CU?{5`^<Ol;@q4?=Ei#|-i^aRkN62<38yXtP5hlo{sUM>`Cd*RONMx|{uB
zkD|YcI~rp62Fpf;fBF6`W-n`0!x#DAcmWfcZn4fQ#c@Wx_b@JJxttBzU$FS-YKzt0
z826eIJDC+eV}F6qiB&x15Ux_>^}&!&cfOMk@o%uoH9q`cg~zm0yuLNgw7SMu`VaDB
z^`GPEwZ~Zg^uOh<ZjRDDCz0<?Iih?F$GitinWO#cHQKKP3_B{N@d)YuSw4I`!(Ptf
z5%(%b2fH+{@8|U9WiDuQD5otBy?lj_<#jH8^%6=@M(K}Haf(zzpE%j$=%X^0m(so5
zr95k}YAvvQ<2-S_Ok-sQL!W1%nB|E>Tby~-VRtXW6)s8Kp&0qNipr7O#>te+xNFn&
zN9S2??J?8tqsD!P&JAL(Lx%!(bsp>3aZb<PkFn{HZmpwwE)s%7Bn&Du_<olonOo@P
zRW_FE+_+N5OJl+)M3QuJrTqv=VkmX##y3&+ZV_5J;$n`6tIIUp0UzIz86*;35F^Ve
zla(S5S0#?<eb(DUwgwSXy1~K23OCL{(~u}kjpIiV6*O|Xg%;;XQw8Th3D@?KFD{aL
z1M=fBg-XJ(YtrtPaf~dM=Oc*(RZGxh4U!@O1^Sr<Osmag{b^L)Ax^XGHOKH4H8N5F
z2!dFl@1_)$fIuk`TQS-20%|rz*$3Nt$o8(x%e?{a`3>GbejFt%5$}VMdv)~p{%=IZ
z8qYlWBx9fY48=x=K_fu%HA*8TRul_sdzY-<=du>?{PF!PAH9>_@({7p<ZbgF5BjT|
zdFm3)hRbAegnDTo#@G=8Jtif^h)s;hAiJ;5$b(s~z4~FE|KjsZm8J+TdKCQ>FA3N(
zVrpXwMnUk7@=0D$+FTq&JhW4yExCN*$U1%v3a<-->j|+4s2`V@TaeMVT$0#lLRLw9
zxa;^Fxe<j(^%)u-l5WsmpQ89hgVr5+mcC~ad#s4t8<O;W{`!4C`KIpGe<85G4Ov@T
z<KrLyI9IM*VK5j_EEYL&;so!1|NE&{tAFa}CBOIEv>tsc*-!lM$c--T@BF(YmB~MY
zm4AB>f3-&t!81LR9w|>8=uvv^X*z2|^7Rf{uK})ykOba4zJutVhtZdAq3&$q9Xw1_
ztH0?{r#G9l)rU{K1h;k&3pLDP8zEAHt9ztTf_`KK%DFefj8Tk;B8U=<6#5U|L3m^V
z{rT&p+aa-^lK0PHKX5Poa0<VtLd&7P_8LTe($pnYB(NRy#(Cs$7cp62xZ;zaaA|$#
z!+6S_NWPB<b<*t!?Ngs8V_ri!ahQ15LC-jZ2d7b-uaNFaFq0=Om$>@$hwxV|_Fj9Q
zcA?IseI2E2@Uh_mZttDJ3@-5SJ(pQ&eTXQN<CV=G_oN=f&RLdXor~%SzJN~Ar<yBp
ztTat`=^9&af1Cren_T{_ml$=jjM^=_)8jO6zZ>yzo#WGa_HXxyUvf#CZH7xd%2|!+
zqnGezznhI4H@UUkpkbs;cI(vB6R7<S#NH>_U<R%5Fqfi$$Ff^2Y9)^P5oXk3S42#X
z=rs0MIPvfc{MAp!JoN4&zkD|0hrjDirl0;NJki`hH^*@H&v9$FiEQj=y5i!v$9bxM
zj83YvvKR9{|95yHuF;SuSWiZ|`&5M=+x~f;F20wY;uI6bgq3oYhr7@5$=1W%9d)_x
zKE=P^+aNRbcQ{aT_`#R{6~Xgua<`qJHonI*6j+#TQ?4IoJghOewu60PjrOesKgi%%
zIo3*5CJLLFd7o3PbH05Wt#-;C(j`9EznykHPq-j)VB#kE?l!%b^Ne*@$iJgT@V!6H
zlGmd2$`VT7<JHyIP+z*rsM6-L+aVlG^S9nwB6<6d(p&ZDKKm;EZiCs07Mc`tV<`sL
z!R!tI9XC^?9Sf4Kf}&+miWMfUB4v>h2-r<*Zd4`ie(P<_nwPn9^$_~GHbo_%vT&V7
zV;>%K*iji{_ZErk(hmD{dJf@nhh)$uT<NlY(B#2`hj?(f&agPcmF;b=-&!JxVRq&q
z*+QPZL6hC36sc)(_uL-4U70JLl*jK=$VvnHw<3lZ=+!D}m?4g0{5T|WV~ngsc_PLv
zctoK@zcqpr*O4bw#%s$6&&Sy-GVB)#4V8eH(C!l2A>P11s4}zD>zIav=Ud$De<#`7
z=dk7qn1>AXgL&vDC{I6&^y<?DYuoVG|1#pyM<9;LeCjOj!$(NUSz0fBg7Q<Jz)ckz
zmPK%MhSSkH*B}48e7U*FtKAKT>l<jRE$&@(IQivGs+A(Y{9vA4bA&rz2rwfLmrMBl
zF6C^QATvYTuT$tjw&&uzTl5B35Xv4}#z3ytktU{*iWdIGRq`u3`LqIwL%<$wtw}Oz
zpx;^L&b-0Vs*mBFCax{ujLwjJ{vv$nF?L;_Gr#$9+-qA*9x?IWJ4;m0V7GVKw|kkB
zYfTgkF5ERmf3`}wtuePaq}R8Z9PA>;9-Z<SpELLK$k{%2B5-D1!lMDj8v~C2^hf^F
z8}FZzzYtje1CZ>j6aV_(Aj*%^dE)Pa{9k68_UDB(Nl7<-(!CISEu^uVqD3*@BNYxF
z{iDLLFa%lt#ysbrL(({bi!1Qu3()Ao2OmP5nE$48g%FGuN_2nwV@Ru;c<*`$DU?wb
zcMy9n@}Lc7h(JRMe1c=6xF?U}CRzNxz#j<o#w}*f{2a-R4pDg&p(M!R4(&TmA?1Lx
zF}NCP<1&>ghsHbp@033KFNqGnn`EMlq(4U*`xwtYNqom+466HC{P}sL!WcU*K1VuJ
zX1c%1dB4sXd4Zoe_=|ku;z{hT%-fF6a8@)Z=K9EkJl)j`Ot?+@v7nQxxS>E4E#iEZ
zxnmmXOqTV5#`5|eZ<}iI`L#Pa`Zw<4$Y%=VcD88Vp77cSJl^gH82vq(PkotdPaWVO
zComL~jmSi+DQM0%{?2(ex~uF|-%Cjxq+?V$m7JsH?{ZYD5x9G74;*ekT4VFrE-$}*
zn`ggT<MzfFm+IHqU+(h0NgJ&&&$0G4$zDu!=@qu8PZJb%s)IgmY%^}iB&g`yn{=}(
zpEJw+S}VgZFYGdZZ4vwM1VK(`n96*(c{fM%bq+~$WTqzg#hq7aczu3ma+{0dGz-n&
z<_pI6u@Wxu-dBE&k6oVP5$`;qZDGbK!}<h%sf1U|lVnnkL>DP!HHt=!o#G_6?O;Z0
z9PeLYu)oZ<T%mSmo8A$F?bo4u1&r}36Yn|BXGR~Qzj2Q5RsT=UC<i!T366;&YGZ?r
zuvuLmXY(sD8~FHkkB24%LeDa|?VTLex47Vq@`pPz;j34v%5d*JM=(<#@7Y(Vl0iQ(
z!BnkAx-&pNG=g;dIE#_Zm{3r5cj%vc276T^t0jz#TV&!EwylGg;H9wC5BSvjGPT+q
z3KrEp6}?x)$jY2}&z<C^BIL#yR!-i_jnt=R6`0bqn2F%VGZ$#RKBU+4xjx!qqtxN_
z(G&cj*GInDVRN@aqBI$wY!Y@2f=0q{Y#(wZgJlWw!4kUM!d4E@s=R}!JPl<F$=QR?
zegbEG4^{K1PxZ*;eNtJ%7iAn{963xV7WPP|rU}L$Lf%bKhOeRc*J*wKKLp((jZ>0W
z2c+vwq}~g#atq$}Uc_fF!UrG1+8Yo}6iAFVxsUxiaW}!g^ElDT+j#Yv%hZ=|Fc|4D
zrU!iA$agTV)wr!(C0|r|vEAZW!{>?Ld6l{puqqEp2Ycw6%pe&><VJ|4gkEotZfgf$
z3=le)RvuX~@iv;odrjmhL{4Kwnj$0#N0Z3hafJPkKY_BH;$3Zk5R_*VjOjkKW6CQ{
z?3PCom${W0!A@*MC189~rBpHSjZ+wl=c(+yL~Q$PY!q2H$8hg5I64pEcYZg*Y|(IT
zvG1ieZm&aWYlG^_HX=|-(g?|m@li=#8BfnJ{;^NJsr&O^2(14BNPhb5IH%uD|MY*E
z-T$9=(iC>PDWj!t@2J$DH9`o+#>Uv*-iB@;<H=`{21CNz4-y`lM|d&Xi;F};$G1jN
z*H_WDZz1^(ND8r)BPkZq^)<BBuMjyVPNPh5ew_icc-I}|x`t3ZGW5~PCT?{Ky|K;k
zT^~Z<T*7|nEo4^y0b(scKlc^fdmm@#nL6IienRs$8n1sICycpk>>T~_2A5iob8YuN
z_T0<p=8*q+-zdMc*y6tXLOvTR+$gmuT<mhka6sPML(;|=d3Zm~>JGEAN-xb3JpU|B
zJIB$JCrF;!Mw(X`o+_fIRpyOddfo}bEsz=w8aqYSoi%m`uk)~_pobA##x!5DJx*G8
zV+RV7VlXMLP)NF1@&ryWV0#dA`t&3#cV^MQw@P&NCI0EhyX1dplI7p;@x;-CJgKkp
z@prxzWpIV)xqnJx)+yW?qIPx(Rh?J$+c=Y%=Lek^c(!_&)B87gdKbp!L*&nWjDI-y
zHvZb%{yO)KPebBkUHWy{_#B@bYW&NF$-{++ADfXW=`m8`Fr4|TthYi+SDxhelVf~v
z>K66r2-hoz_&0&iZl{gXvY7~ECPIY~Ct>2|Il^5RX$YQbkZ5nDq3)R4;p$2OFG)C9
z@bLD}vihz^SyBxy_%3V19&VVD3~%FT(!k6KHsyePrp!<6L3Xx|b@dFx{tT_-SvD@e
zOzG7Rb1>uc%ypYjUxzrCWoE2EF{2ZD9v#;vd-M>0>HB^dYq^0xI}68Vh=L*i_QDr<
zXKjXsVx8h={|Q|82<!8>6NfO)eVTJ;i-?H@Di7U8<x5|{47QQ7DK}>paIdy8=BBCt
z@OQHP2bame@M+{UC7!vT-20CsJdY(^aQ4}2M6Ybqp3u1daGv9L9O3cN1B`ACald$x
z+@;sSYLeb@8+xXI{fAePly!`9pU^QdvI)B7Gn~5{=gxPbZQO+OuhUs{iPsyTYsmX&
zF%M3WZ|;(qlZ2&FlyDopcN59mf*`<d<%k9$>BJc6eW#GjJlUHsqIVV<jC~J&D<RoC
z18RVH{M~T;HiQt!m)8;h`ZG|8kfa`278#y?H{Ltmk4R&*<~h{vO?-C(`^jrm)r;6>
zhL4{79@dK)4repGgAi+TjpW=igJ-wU<P`lw`{-9s(qG>rCPh*dgd)EY^<Ue=U);gH
zzC+mS6Z;NIUPZgJMxc4z7?zlM;7)FP=RHVYf0-?g$UOgP+Sh&T>khT3#~`u@W<so~
z6$;rtS|(3WIZhZ(AinY<#@=<pSR<XEB!2YWB(aY7(iM7VuOhbg$jUBCP7v1ebSK6L
z3Od*(&Akxo!ZvA?p;*({Uk({0I)ine!(aWSH+Rqdb`x0t{@?%mKUD$uU+|wNz5IEa
zwUgh_Lgz2|ACIpWSbzL)FZwp>)mtc6myr54@pui<vk{(8bZDON#37PO5rPo0*G1lH
zqg=a%v33!uafWpN7|vpuY;lRCej85xZo*QD>Z?D8ed0SXp8P%B_x~jBgLhN>$nVnq
z!1qJ!QT@^rq(c+mIE8ukW2`K`1NYSbN@@9%82%^eG)%PQ7{4<2A+ncCIE|Y)NuPYJ
z$y@RzmNx~XT8s8Q7QfK@2<83=@BFTx<deVhEBw@tyq%(-aAD&n$>JvRMw6jj<qp5f
z`r(*sOFhO^!O0m5r8$Zex<uitY%VFJ^$gjC4)StBv$GFN)Tm{%gmIS5G)oYNOo&bL
zl1Ij<Gf4N?YE6<kX_C2TnY$LgLaIdk*r$*3li#zCrnAQ{oe6pOZMRWaDe;y4yJU7X
zP7d-s6#r9RtUbu@E|ht!wa9l}d6B~I218v(QDa)#4Bbd!!>Drdul{o`wl?_Z&;LHh
zNB2?e4mh)Yi9x<Zn&znqlS4C);6*i7+i*m`LE`Q5UH;Ro>LVPnB(BS&{Gx1fxH`$>
z(?@yq&~bKlcD|u42x&_8((m!cJEKUU&*0=cka`VDAN~K}PCtfw`YzN9XVG4N8Rr8(
zOfo+Gb$_1n>`s$kxez1ADhL-@Y4Z<O_xQch41ep^(<Gvf9^T-^@>_`Z9Y%fa!yMRs
z8CeLLp2Su^p)-`&cj9|Fad-xyN_eGNL{=fq%lyppm$_%G&b$1S-0%N9X{Ji&w*Q%Q
zC{x+}Rl0BaF_I%Q*q4{_e*L2)-57taPVLqfIllo_6Io6XX@C?51m+Y@FoM0@#%_9`
zYnYZqzN({@OekiNa~5G^NPm5RqNmhLF7e?bBzpst_2-D?4Bn6ZHN?Sbf{%Qj^tq?7
z<09Qb0V5e=C@!fN;HgDQNAi^4ehB~MBcS|$vkBVrEu>bTFv$~l6s+ZSLL-ltA0bs#
z=r>{OCfIF6U}MRPn9>&g=n(qCDVUxiJTyUE%wT=xb%fL)Iv^uo*hF===)dnLNV27G
z+!T@swRI7#eHlZaM*8G$5GSJ~b_tM3vKC1x1G$Jq3K_mENN?_;o|;6jm<Z1&X%7in
z4uKuRXbE|yK(=@bMfVT^q+Ue4(<SM;C~}CZ#H7f?!X!l@6$06_Ni~Z^$w1R4jv}Ob
z4h#hmd5FM6@`j{-K;%n^ypEWx5svH!<&ApRB%3466-n|%(tME%<__-fK1=blAtG<$
z%@oi~hlxszHJv5zU19I?2!myf@yV2z9~|dBf9-F-xqI%no4`7B=n&F>W!gpv!B7A6
zPrn(<`tOFly}iE>SpS3b%>>prkfumm4bohOG@t!XJ}dK?Pa&T@kJ7)0d@PS=K8Df!
z3aKh1#Uas7iMV1Q`YzqS_fHXyL;mT{(|i0okq0d@SDqr#uVdbPk*HF^d9jPuZ7{Gt
zfLAz7qjeJJiyvXM8uDAy?;^iBhtj=5Uy6A5bc;XO@HnkaF&%GkslCo(w}YO`(Ul{b
zNyN$HM=2F1IiUU_QuRJ^ixyuUZ?o0e;GHw$xaVis+Z(bWucB*B#73Ka-**)8>g#MS
z=_m*8M>X%{OYZAD)IR~?4*Fn|S!IWe4nmmpLz~Thj;n{ey#4kn^FQ%8l7P?s>yOdZ
zeLnP1lYj8JbKG53I8aXLr8DgH@4^`w;qCX{jwFKrtGzpqkE*)=KmNM2&t%{CkdOqz
z7Q&7on;;<KhKjhh)!NpzwzXf|er>IOzrWJWTDN{%TWz&<N3np)A_}taO9&((5XinK
zGntvpet&<&q(l<di9+~19}gc7=iWQ#o|znG-gEA`=MetMgXmE3#E$@78#>oPT(NU-
zWqlJA4XUbg_j_;ii<z^@jEY9}c-XS`eKguu^2f}?6q5r$o7>Bt>K1lXHB;1JL+^I*
zv~C6dfPq)NG5Cj#WafYo42?`cQIylRg^<E`QT!hKAw$qLSJO6T9@^GgB9}djFD#3;
z88@OTV1Dma6sH3<G@L*}GXBJ50?~1}wR+YT9wDLiIH_&N3AEct4wz|7&BknZ(KzX5
zoE42UmL6x6w}B`}0~((dMe(3fT_}nVO=}aX&V)Zao`B8*erUAYF{xTC`Vh><QaqXC
zu?@YQkk$>DE4O2v^F91ADFB$)?ZQx6i}kKKV9)`eEhxdbeml;4ZtC$ylz`KX>*E6a
z$C~gSYecoXP`o~LngGU>a14Go+S&&EDG3l40i&|eWF}x<zXsjm{RHB|@r)WrAbBAA
z<K_6G!@$}C<>hGbqYlc&myv_c*G5R`4%+f(<BLrAPX+t|j5|uvHrQyNHWZ9n)Kgs1
zF%_&OWaq!}B_-jDN=9i8L$T`c5As7mgQ<8s?Rhh4A3mMl=D|@sE-Xj)5ZYLZ$JL6V
z=yU92=Hks9hR%9~fF%J>OdbJCe8<Pc#)J6Y+DNO%h}NhfG~JA8LI&DM3#Q`r=$b0g
zc<cl;VYuuAP@O7hT<Gja@C6LCHJZ?6#}hF)fG%J|<8k6vqtTR<qx!rMZbTiPjT#kA
zz#NKd48i3v)A+^_3=?t)T{Ip=tAa*%%FieOkK*Cq#t-qXDrej>9bu+u9GU<Qr<JIH
z4`p;KaWOUMwNZrciz57w&z!c*vvI)%tYEoVCK&yyNWc=O4OnL*;3x9^S5P<YLLcWq
z8|uaHOGM+h;&El6hK8Z7+(yfzzei0<##mZ{#%7~^^jJdotj3iw0$+G6@k{TZ>B`^Y
z3r(i#8*dSRoq_i4qcMCV7VFjkuD`!YgvG{ca&a4{V`?uUbZjlzReD~jjb^0A$#9Do
zcc7N#W-C(%-^TmfUm{$MVc~#OQXA~F8=@$}iKZ=_aIXa`&8P`(0-AOdw-?W$BN$Cu
z{3BfKY&9?}^ZTUWVS8B%nf`RDYYyOOYh-$K4au=#*jrlJKUhz4eGGqT*u`^mhhn;S
z9=gN`>Kko5@%#7r^^6RD*5+r!&I0bcW(u`suXBB3GXn$VBp6MYjIjjtF{rvIw63EN
zaL}H%2zT;zCw*~LT3h+)st<W}-t~m+FTkIqMWbuQm3Acn&2A?})_M+G8>wokVM@bs
z#<<EjZV2HiXEy)3`3|&S`q6qOZNYMADOzVE-srIy8Y-}joeu#Y=DnW~vSTIgtTEW9
z-HfU?qN_TBp=1xbW5sA2YQgWvZw#YZF>}nR!K{HOr-Sx@mk8BEn<0$ml!4^r4n#>#
zC6JJe8Wz!UnaStJw0jTUv{V#rJLZEM(Nz_*SF7V_ObS<}rV&=O6lc!0_)H0eZ2N%r
z;nQdzaYe^6S*nU@;~`9ig|vR_Ixu#>BBCv;#Qg8IIKFuUYGn9no4Ts1D2jrnwgJnV
zA7Q_H0cv<?$HMF<(6rbwf3g=<tp|H~$F_h5e^MIm{L!G*p*>!TuIw<{x@uI727O`}
z?UUx>P9B7=vI*0c5_~D4VDzE*e5eKkipPVh)8UVdz#kn=ASx1_wI1`4-Dn-H1at;;
zbw|)PSK$wd#64gb#-saj<xawxe`T*@ZWXT^%i-<l8!Bke8B6r&Db&{0qqLM0_xg{q
zO}Ul!;qyD*(=YpYJDLsq(aai-ciadJ?g~P8zlQ1z1*->}eGvX?AKFwCrrJHAGvG-a
zfyVBG`WF1PZTQ+e5E+U_QPGAP@GqP}V0<ph7xVn60TuVoV>p-X1&u<)Lo?CFg`M{A
z)stiTW2`f7q~6tzt6fVv38cE?h_-5JcQ%mJdYr7LBP8AZuX8HDHy2#MI+wfTdh+6n
zF9xNY{z3wl2x`Cr4Amv*4<11O{s#myhoJ;?1R~Qgx;LW&UYj1<<G%wSbloSoh789a
z9ZkfR_h_AZE9RqX(X>^eYc0e&?KgNT+Ngba1sUIHpmFQ<gg>56puL@j+x||N#>Kt{
zGxedPaI|~5W_~Tp_ZcZ_Ou`#i&oHZpsRj!HgBBGn7LS_-MMp)r9-YQQk|P34ehh;f
zInrXKdh1S7i6mo2EP10};n&ugRK24zJ$3=A+eE+<L8Q;gzVh7|^byQRIzn88j>;x0
zhhyT%8IZxRx2@m@Qw>av&*IgI<Ee3aS^Lfg22C2m4I@%e4({UrnmrhXq@rnQ;I#!e
z<MsP^a`#6JH@Ns_QY1R(aeSd8Kog4AUWLZpf~qy*i^#$kk&UYFSiFAyj;&nQSVwrO
zonpO(w_Kr=*jw<c0iq0MhKI#4&)!0&y%|ymK;3q(t4QFb1-B4kI=QFjOxuE~d?Tjg
z8*ru0#!y#|ZTz(zU$}lBp=;mASh<TpNC^I@M7#+D@g@$$7n|1YOFf{fw0Q$GyL_a6
zyoZ0Kn3%oq6N;~%$BY3(x(5}X5A&`)c(O9_fAL-5@%wrH;09uw%K1UVUi6I(_(GCV
zwR${hLvc*J0oCxuvSD67mNom)*=uo)&A~G;yT{k1scXdY#tNLb&L@y~`tKY~T@#i!
zmgBhlM%0K?e95aShQdnp#Z`Fn2H?$%M_*ZmuC5Mu?jQo8p&d8Z0E(jx<45md+P4!m
zHXnatCcex_d?|_e<Kj?H42E7W+U6F_rMoe-R^Uxcr9Ep5zR38l^J?uan9BBIJhBUa
zbPDc_5xA2Fqv}s6ClEkuZ^2kqgrWWz&YW?0l5$X7?IcD<P*+m}ejmEJgG8)<1;?a?
zI7eOE?eAkOK8)gW;c^>Li>uHT?L+5pAta)XHqT%@*<(<~XJX#H8pY$rHGdI-xD$Hm
zzNoKSUXT0bwRjty_)?S5WyGS-j71Y2Li?wO@a(O?IA#Er`6JOKN1pa?bf%ns51Vae
zthbhuWC&+^L=HnN2^b6p;^Iy{-{IN1-~yHma_<`wutcx}7OG0*rgw0)YA}EP34#1b
z99P~0b_<r}uhKr@a=a6!p|Q3SvFamQZoU=skzE7~X548*h+6j~EmI#S>eKIIoA6Wo
z;c2w|tqAX)0;1EP!EiN+4_olpw$SvG_c7YMl(fXrX0;O%JBYlTHkQ|f5a)`(5UH}O
zsgNOw@r=sPq$$$Die=jg<PK)W<iX_Ts~mZK2@UH&V^uMR#?us~<&fiZY}#m&ed8Dy
zJ_WzqgV|%p>8$67tK$~*Yr{68`ZOHULQ8uJ%J*{k=Z7ETX{q4#QB(0vsG}w(pWp3k
zp`qDI!qglbUKee<iuh?tB8QVANl#8@T4vT4Z=1>+NB6Lyu8iM|y_yI^_W-2$+R<4{
z(OFATd@cg*;RNbk{JQNp+ssj1oil<7aRV3_7L8t`Mb}zK*xuDRv&P^_7(m$Pi@CKi
ziyzIJ&!Ao=$UU33pldEAZ11bM(&k{OtHz!`3x8<G{BXMR3iOp#_@komrl+EYgq*T0
z#nz5x&3+ui!Z=v4jc1d?_-Wo1WQ0YZ5UvK|kL{S#?O;<CAM9SjH_b5IS%a!c#X9Lu
z0+t8}_`CJ4C~fUnR`16*FcMScA*|P2f9kqe+X(sl`yDGSj2hDG9mSf4W-R|&hT~fc
z&Zx%=Kxy}&FRDU+w4Ojz2;R(Sw2oF3n*)u@i{cJ|%a69ng)dr*u3`fkM=Oqbx8fZ>
zrrX#o0s%}F2QiiH#hsFi*BFPct`XO$k)Z4OGMVCWVXP{`R8>qs-|>B_@wiYG4gSz5
zJaGf?do}3y??hKtjA{wN92<|*)o~0O4cgjr43&lW2c*$<!y{-^9s1+tc(Swb$Hk&=
zK1}HT*YS~zuBnOEs~#X=3c<K(Erwm2X}@L>{_G*AeXrDjioe#1?^q+=V~zOh+b~ZV
zgkg00Nxg)9Nw3#Sz!K+10+tARzyfqFwOC4b;#H&3@7s*__#Rv%uRvRV4EuwRgTX-L
zdvDWr#g+J@qKRDpI;~T0#Zs~YG+La4=A&yoNJ!zUSf~94fXanyNw{J=zS>zdr{|IU
z4I}OyM{$0z8>7cVd9#Jm0v{ujRVsW*>~~slIa)Aj!wFavjFA=wXSk^M$IyDDk%&MI
zajoSz!xBmH*ienpIIy5|wqXi*&<8wdl>n$7Y7`UAMh!6$(S$Wsl51|D!5B-i$;1IA
z0>_g^3SKXwd1o>2UUegu`NMD*Jx6g{I?wJh@R$F07Z!t_?{E8n`c2Ke@$H2iTf3I@
zsZ-F#bf2_#Z&MYE_kYT`*ffSmB{DoJkrYb=Do|{#XM6222A9`jRDJ9jkj!PVnLM>-
z4S&D+R!m=fv1(j)BDOB2^|BjLjTTIsp5ciKg*j7hVsuLHbKRY7ThKV0h}iZ#?dj7o
z);AL{m~afaoPZ^~qxYn_1zkl28n*{uLIS?n=#H?}!xyB!xEgIu3r1@ZCHZ+gQMI3B
zy_tvF3|LblNe)p6bJS3A^mDu(C#eG_V%Eo^Z?R#Ua2=}Nh~jjkt!Y79Z$sN?L-7Sr
zje1<;1`@G$Io4}#AaI(n2Y}myal=mZ1&8rW$ip)sucL>_??-p=2!@>pP}<!%7tKSB
zjyQdJJ-v60Z5R$#pl!0FnhgX(O<n)_GUMr7`od7M8}qskQL3v@%@%yaM&r-Q##DP4
zcgkSevpOy_0%)3>F&35J8Z{EtY(Dk*+wG_tEvnIsw(=N;O>5Csm*X3dg*R^;{(*x~
zw7Q<#gSCa|S000A8$Lq<YLo>{j0R1N7GHE4+G-oV(0JMhj6+*niDCN&y!jJwPn*;8
zrNs-F1T1mRBw&fY2v`8&J67NvIEv8EH{%)-hvCRp+7qYX9Wxp8?wu$BKhCieFw`AI
z-&je&=t5^Jr)|_dU0=XaYwqvr#qu4qQF;G5(r;+Otq!EcJdLE=!Tzt!s2(3-IZ>3q
z`xzVSv$$68X7he4UV{bI5=N^p8m+-ecvB@B)qzc?Lk(ES(lrs#>L}D?phhN=nPx<z
zSO`rxMoMZ4uN<4m@iIR%ZFbU<tVA7cCf(G?rh!o$x+;uS>oknHC5*T&ZjKg}Fe}2u
zz)|D)U3!2QT<iJOG7aCk|7J1<Wl-z1@so8c$ZCt?+gDBIh4r8DbV3Tg)D(QlN!{K%
zkKa$Rt)2rdwH#=vrOIhVRaIsiW4Y0(Lo;|VhUDa~<3A}aVe|20{9@*8@cW3|^e$~9
zXW@^C!&|(XPxpLA%JhdBp4k07L1_y<H(>>DqO(=tj>|{i?8F}ygDZVFzKHlQCbjjU
zt8YNt)QraA=omW`9fdz8hCp~&*WcT;VJ{lB4s-Q3d@125jTN*SwNz^j9K_5aOyuND
zV@}3sLW?$|vA5x}3`1Alg2wJbH5>3HN8^tV#~&LG`i?Ji%Z{z61|#hwN1bW&?cnuc
z*t!qH&I1HuBG9z9;msY0XWR(Xs59%e3MOrB1;*{4qB~lOU!(ue0Cl4Ye?l_;<TL`2
zu^4KbaOaI65YbEcQ&kjeGlpGT(C^=YKPeT@q?!2ByU&%^tvv(+Xq%eRS5$(}hc`8a
zkiG9<tU7>SHKVrqp~V4SFTTh`0#Wh!lhW}gr{Nns0yXTbf4_o30+u*u60k&H1uVtg
zPQ;e?un)b0u+Kilm*d3~my0hfm#{S}X}xI?C<+mq-@_9dir#t@+t}}RyQ@jpc#x0-
z|G+x^w*a&~y_dGVTZtKQ8UE2Kt#$b%E>dax%Q^@IsJc1>+w;p9fQ7=kXbu({i1ym?
zX{=~4;ZkC7sv3qHT8TG#X-b}i-xN=q#)&uSAV+G;xNcZ6NA_IBK(CLGK!C;uBgQZv
zNlG0)gPpbiHIUWe&8Tn2aNmt1soZgxmX=n+N)M7SYBZIzv$-uZgB5QtCs22oJLXQt
znR^+(E%=PagH{%f8AU;B9VrnJ%+AWec%TrpI=ty=1j2g0OH*-sFdQxgzYq7&A)r5b
zfbvsoS5t3q<0-R)(45g2GKbStSBm}9-{YS7O9sU!p8juk9&JJKwqq{)6l3K!d|??V
zej}Q8H)zfHA`@^Y4#XQb00Le#_9pc8$1&6$L1(K#<7+|HYf%*gN}~x?G2@F%#Xe~+
zYUr1Gocw;mcYln}6Nyr-#WO4oUs?=mSkFB+8mpD?)gN`Ww{zn6qiL}bh>be^v0n$5
z6K!2J+Ug3l)#YevD$zDK69@?*5EVlpCJr?u3{71Xnx+O6R083Vc=N{L%^TbO(&Gsf
zAYQAZb>Dt8ZEg5tqVcAtpjs^dImT)080*$c85g_02w11T&rt{=PC+%AX&W<-u-zZy
z${m8n(T1^hAK{z+g?-clPy=WjHZ-nE49#F2|KLftjQe7TqG}D8%2wjaoJ;6^!{KKe
zs4uJ`HMtF6MjCbR#*p~E8Q9<2M&cWX_@B8kOf6NowYr?)vpu|9nT)L|f~wYV@<t{y
z?|2DKVHtcJs$gnr!O+@@;%g!8kcP>cbd1(irbf6aSK}~+X&GhQkJIVEarYE{I=GOj
z;ZY2FGoI{REqhn&BrL+rfT{{w;v%V>lfzvDGbyiX;`3rVFHf<d)RfYkHHLl7)#z&c
zj2@WAi|=jbPuJfB8V&9d!#jEgjvYs1x8sk9z@HG0;&OHL_&A-YdOhB>RQ&P1f6)J8
z=4>cfPieElFA7SqZ{N!=0~;_*{UHO+AY7d<Rd2>Q=xUrfS7E5xgTAE<bapiD_2?T8
zVXF8L#nVo}9F8|C4Sz^1-t+;qM@+$Ijzinp1{y8?uy8__??PXH1hm})k>Y75V)HV5
zZON#X2%Ogq>6&VxCmMSj5g#wZcI8#)x6GARd*OyF0Fwp(fNcB&P8huJ^I_h(8*gG9
zs^Uknx8cnnParz(^ea^a0_ZBM&{tOBOH0EyAPs+5&x80?%f;C<^>w=70@jJYrWzX?
zf#BU)D1_)6{;+5q!=_>>+5!y<swEwJ_AnH+nW)d6K<o13w^*=_|5>kNGi;N7LG;RR
z<BQ0|7d@De+h!87{x6ihaUBEi`#XX3A5i%>Em4yvV2mi>Tkn?g+O%kttA{baw1vyF
zno0F|@tWIFN)K`<BAvzzBjaN9q*b>=jSZLLBrMrNg3e02*Fd}7N2L1z?N%56=QT27
z&M*>p9pR~CiEJ#aL~XU=os`a1H;==&Y&#nQPAadP%FhR8;`96Y{hvSLXAfP2zfKDt
z9YuRqaal+@&53O^x3?2wG-B@Tg;Es!u`wM3xK$O6)rPLVo`A`OCu<<8#e7ELz)(|)
z$<;>o)Ejs~QLya!2hNCFA!Tqd|D>m<Xz(PD!IM1Z<b44@#;Ov`$M&P@!f{0p!~ex3
zm;U(w^guc1<`epXi--?Dr1jeC01d{nV$6pM@U<u5x@<7MjQCSlLswr%*e9#7&6$Tk
z<`Vp_(CKI&JEmi5i}W;n1A4x5vKv)JS5=L^yaHcx60XZ85S5Zbpr)o{=?f7Q7hJ$P
z(E|@WfTAe8`s%B4*-(fJoHsTN*MK&Rno?9dxQ2})<nVS>{V*J<@w8`8J@vp>t%24V
zPZPD~0h;H&gl7Cu!d*?oRfSOg#z>;3zeB<;i)h=e;5a^lsAL!4dut<6(I!kjJ?Vr}
z(b|Y=so;&sCaw=nV&vX~=*%i@k)e1@4hG@JtXetZHDMdlM&Q~}q-&CR`-Q_?b8iNl
zn~Pa?#7V|M7@Qc*opXnvsdM02R>Z%Km-23oix0<*2jJCrHZpg59*Oahv|DBna^P*^
zYCZUrk<1-4l+}lenVr*1=us2`kr8+z&u-wf;&x&w-b(9~j>}-i%57*>9}Jv+R^{|L
zjTU#>5Zq})(6!bPa$p^3^*Dx1>be6FKn*qFymAzl)w_s%X*pOl_`}V#r;ovtHvrXi
z>Qy}qWk(3vv6a^AZ$!16!Jzj3N~gs&W)!A9`%pX{e5olt_g;Cu=&NebRafInOrU+j
zIM8ap(!2F8B^OM<QWOPMRZkiZaDfaF6GEH;ciK?2_Err3a>93ggmcgY?0Hw5@$&<g
zIBb{wH<6$Hh?dze;Z2)D)WbG3&!yt6siyX^PcV-gK=in1e5PzxYCVjw`uIp!!Vi5a
zEmOidxHO$fJ_ql)5Ad_se@5XJ8++FjvPiLD3^C9+dK<Cs2Hv$T!u%Hp$(eP0>+zAO
z34S)0RWs8%0ozCqSKc!WpQ2FL(7+ED|DN&~A8*|87>c5B=x{Y<<qh1uXet2y&;(lS
z4HU%=;lTQXJao-W{`~${UbuEaP~YFMy=yw&PpuAZTMd@dRkTd`X;9A*Y`(|@Y!h!l
zYpo~bz~`XR;z`H=Md_FlK+zBwtwUSmLR06VedJKwIXR~()Q7oXFNTV8T5ed_<5;yz
zj#i6nbUyl{$1rc-iK^G*OH9BQABWb~hOVLl#pA`7oYWPpMBln#0#-;!2zI-jhK2^x
z)6-A?1R=x)$(ef@ZhJ2Nu;|kt+yig?NL&Nw5x#9Pj*)j_E_(^rH-C!u13!uLU#4!|
zeC+Eg(X{%A*EXXMiC~aT!;TRNgjcz_{QEAx{Vyw78TI_=ng8M+Km7?ace(KxeXNWQ
zq2#?7YEnmW$IV#`{a!3uorZv_a{u9X8MJONY6RSO&oC54;pnk)o_y{_ykkc&Enp)p
zCZ2Yehv#2e!{VRa-0heDAGN96WUnX7qM@y+28+RfC5Y>)8mo#4n8WZzCxg#T_|89L
z9sf|TGj(5R{1NfkCSH%$)`-qpkD>-p{60`syfG;_hE4&$pRi9?qpz&MGcXHPuSeDC
zQT2K>_BIUV$I(|;fui8a$i#Zh4d*xJs=v`_@MaIhn>`T4<wjRmhiUJA0%4(ea&k~Z
zET=C+1kD8#ure|-IB?(que|aK^XJdUa>CsUMMXvE&+-?_(4j+vT}2_pnNXB-4p*Jp
z2i=Hn`|k+Z{Wla{8QSq?e4Ar&=iN(E?kb$wkAR}^tIyu$-rA*nQZ<B!?zxGQw?8GR
zB89&W@v;2a4ARvid`})kpJV6U>xMIZ-^*M!!bj-j@1j5963XAJx1qit&CtA9uA7$u
zz@7tz{NKOc#64p&y5em-aL*3_c=m6r`PMB{hzR@7XH>DZp8Bv<))W^od%}49J3i*>
z!IRJHJvfo#ZpVChN5`c>RV94aUvUh%fk4Q`H|EG69*aM`mwM}Tw9TG};mBchb+ss7
zFN)8H;`I`+Snv$Uz%g;M^uC+{)nvpwARX@j>9F{^TrdIa$}6wrz<~oCI&_FbhYoey
z_p4w1>a5CA6ot3mdMlXK6GD8&+Q$DFL)B&?H~ffD^NR##ejE2T9mdHi7@F4OiJi`!
zmNxv3S_Tif9Y>3eWup>UW<0`6k+ZP<?-Fh>&EdtSb!@vViGLhjO?-rceZ&v&pAfDJ
znrry?pK5qy&Umhv+ObgZ+6|jnvGy~p(<Z@zjXZV7eI!N2vTpMsEM^1a^1II?^nXQL
zcx31lp8ULqANY5$%5G*(c<_3!!uGAfF=9Gsb(oK=#vc-oCow;0<zHw#Svh#JPIH-1
zhzs0l?&19EOq@88yYIf6sHpS5MOMab3DG}zQYO(n=S7UQ>xnIU7@g}l-VH_~);~e?
z@<mK<+0K76m5~`K>?^C{&deOVM6twN&w}JJe5yZ6!{EzseDFDUFDa(U*MvW85CC?E
zm)G7d=EwiDg+~^QVajFktom#{k39ZM4iq1zaq<NG1snK(cicyIQW_0SHkPc|!T0X!
zKBnxLy%`mifFnS9Vj>PhB&7x&(Is0U5IFDmz)*ddfH4GbOe*?@gBWV};TU$)d6z4M
z=vx;|4;H|jIdhmZXAU--4Y%9PgAYCkz|&7ZEq4(Laf$Lpjv^3krY+~c2`&E&>&A)H
zPkNa!^ILdxeuC}q&y$uA#RuE=@y(eN`LH5|jCUGI9N)tJHT8Tqt&Np|g={=r#Ed@_
za!t`YSd@VjmDHmfZez~%MvfM3=KXgInQ{4L{Ng8%@{?V=ux<H>r@!$a*-2>x0s(&W
z;)nd`dsku5cmLS@bI}&=8$5}Xn-6l;m|^^**}@%$mAKMwC2aS{wB^q}=gAqh)&?vk
z+i1P~7Br3qLJz!6>*YT=X&x~l#D(XA3Rs=O!@Eyt78e&M0ZWKWm7?Ga%>k_!XWrfD
z1_yBewGQ3PDVS^jO=PH<<F*#8P8R^bI2uA@#BQF;ODCmr1codv58pYL|K9O$KJxq*
zzy8ZVaR=6*4^wF`)R5pDMS4~ySKl<3!s-hC_<z44%;V&_yB{GtDGh+v-`~Q-(OG1s
zcb@>X)@j4)aWOa|j>RP_`Ocily!hT`?j11+G;O$3a*5pdHf^Kl_CD^Y7y8BuLJBuv
zop=KfAY%KA*v8$5sz3GGb3%v<!vz_zI^B2QeE?@Yz+DK@zqk|TV60z>Gi(rwQG?-*
zI2^A*_*K>XEv*p4@iL~h=Hq;RH<s|@RL!2nit07|de#-Z`EenSk30tESf-2{&Xmc&
z!LJ6m`@lb0qztB_vWhZ$9a`LM@@x3x?cZf|QcBkyf*ZCKbF8wF$G?B=N%i_m@m9Vw
zcq03cRWURzk?J-ZiJ{@R2hAmF{Zq6|`#HYIc*1vngexr<SH{RQdcB6~63j>UVx4p&
zs?I>f)<5DHdL#bOzMrXG2oW3?bikTEefrm31tG)*z#BOh%h5k|J=R3(FkByvZRvD0
z{&5tvHISC7P>|ik#7Q%_Odm;JT`qs|?jjo#yVkzR*eSPkJ^vqd+nJx3$5nBoU^pzV
ztYTGl4X@4^N%#pr=t_>%@cu_T`R(JkoHQ9@lgmN5qm@xHDg1opa=tlpBFhgIa?OyT
zpw;6Xd=25d{)TPbeY8%#nUF&piP*FRcWN%~#DS>Bo^P2qmF>k)e;n&&H-c76Na4G9
zVsr5%j0p0(Dun1uav@&`apBYG2pAL4v{(ISQ@Ro3H{*!8KaHOxZ6WfCRJPmosQO3%
z{@?J46x-UEc1te*SlvRkuVV?3GFKBj+se5qHlGq(8;|bVLy^_Sv*X5e3s;TJZ9MbW
zRXp*d8_?@d{w?~-;qBZrXgp50hnf}}S&4CME<eVk0hs`}Q^w<s&LV8@-$7Au44X>Z
z=sBSJ3EQ)Z$j{#-q~J3`3f2+6V>yu<-zIXyTj*>}*v4NAS}m61<!C&1+Oy~O-Fqv9
z=o1%o50(%@baE%m!C1GN_Ka_JZBrt2SkMtrRR$%;^U|t~UHd|GI)0Hci{-_CBxiOz
z3m5-|oO{#JXcg{=p3IMS?<GX5<>A~xq=$50X2s?5@Z=vp;3p5xCo=rxo+g{eML|m~
zj}D*C(yjZLJ9;Qbni?4p8IA6QDInUj=U^%NfY1YPVjpoE0dp9xjFBCe3IhRjt+k+N
z@SDRrdbCdHB?~$D9*WmNTmCm?GEE^aLehgJgt#bpVy9qi_@u|hXyZde+1*%$$LH@h
zP0Q?rbe=Zb88PZ%^2dy%ZmAb<QwD3QTKHk^VE!jR@1$_$aJqT&4<B&XO_Ldr+VjBl
zmk)2}n>pi96orp>7jo6;q5ru&_$AKV>j4GJp{3n-Xf*hulkr6*qMAbf6QWd=(1JH1
z;KQDGr-UmZE>aS(gb)`8jS)}Oc=SyhPui8An9S<3V$xzFscdTP+OBmT$7HZDHEjrg
zynPOnBcixR7sXQ}N09oZWkXa|<+II)c=V|^Suk(xNt20oYW1|Ur>Tk=iCL7@HIfh!
zhQ(-LTSYnJQ+u8@+dg~|T30I}2j2sqyZ6_qs)X+QC#uefWB4r+u7tRVNx%|9Tr}F#
z@4#H~&y%)aF(8{=)fMDrrm(lHvTM7g^f?>@ALx4g$h~uT>w~R4|H>LZ+jNlnMjHUN
z^{xDL@w*&8TFW1wy1mzM1@LmoHoiS*0*a!rWb+<woHU9()m4m4N=B>c<s(&5Xv_a5
zeseTY8-GLS-q+CD>pS+TD!SHVgciI>)Ve3}hs5I;65K_ig%Dpo8G|K+xM-+`7*u@>
zT6+op&_P|>C#Gib__~#h9+<|fpKarsaU;;S6?d$Q82X<jSBwTd&pdTIW#tVN7FY4o
zzdoa}xec98%Y)yVMMhd&Pp9qD;&xKdQp*pAO~dE+bKrOlk6u5EpRM|cd&W&Tb>$TW
zSLO^{8Pm}>l@NO1O%#s<#qYrvnT{*<GVH@|kx4{_=qDs#2_Y^j&WvwiIrewjhA-~g
z7HKl01Rx~LNO^rT03k=7$3E!4PI|sht0gBhk(|s#uAe*Rtj_(?7xP{zio*H>hnY4!
z8<)>VrLC3hm@}M6R8jE84#pZg7{%L;sx!%@Kq2}e`Kcs?xTyF;2cdYIP&`fDwnrH)
zY;UZ@WYFVj*hRn)Nx;(cn5c8n<Z@7CZD3M-1^^#y+s}0qMzZ>FF>`Wq&#6pRZ<cT+
zL_Z|~O9*k%X-~TobNRozZ5tM!z^z?pRFg}$29@4Lst^SQEI{Z@0!opCG^x^2sUp3I
zbfhCCA|P-eAQ43)5Q_8?1*CU`P^AP25Reu?ka8!SZ{7Q?@BX@L-TWbIk<2@@_p|r&
z?3u|-K^s#_da_DK<pU4KplcuThu$Dfr{7`;t2Mc3o~WX2+Rov}#7MVN0}!fAW2zDx
zpCr5JMK3b(ZGB~2M%<n(ilHI_UQya0kQ{cM&k6t3V@!U0q$RSNoUFbvgsMuHOG_t<
zA^zL#$c_tNylMCjs7@P!BWLc_G8*=j73-+tSUnY{5_al)+yd|3*W1G*MJCe&xyVG}
z=|^oSPUUM6@1rP$IR&*w!4#KZ#AFmRhroj^Uo|%jL(w~W^&N>`{H)&_gjAGv%L4W-
zYDJSkl@mX{D|3UVC?Qej>`a8~pK3Q12-!tA??N38dTZUAn(yG!X)jV*V?|E%u36u7
z^7;5O3B#@?sn%ipFg&KLR*+IKXBH7$uu-6zRio^8zF(Ycxvh?NpAb=1UiIN+eT!jt
zFhFE}hfoCb9Fk2;V20^pq_W**axDdOL)u&1C@yKS#3_xNU>~M)L0UjM;xOX^nGBDx
z{oz}BdIjF~3#+&fELZye@TkNdYo2+-jGX4Ya8ZNv?%esNQSbS~vm<mdGMh86I;`N+
zhe1MBy1WzOducnui;W;Wy-2V-NaWj$yZWSg)E<p29)4zRZ!BkC8emBezjtoN!xtt#
zo2M2NU9#vQUhYjv^{!JTHsszvkI77p9GbP)Y6h3F3l=8rdW#bFBQE+owJ%t~ZH`<n
zPG=01^7Ot$Ms)Y3)u1Dp8&bjqB9~-eH#L1KuVQ&5mW<$@cAdqSdlnXPrB7?Q*(s9s
zJfrH7p_1>|l#=Ilx)61(Tt35?Lxm_w%4$c^$ZMQm%s&X(&C>56wr}s@nOx`d@(gPs
zn9@euRkp8X5mA=6?4I9W0X%{^9avi4Ce2mnrfalP21aIqBYjY(Pj}v3n~(IPf9U65
zzbY4$-4)|NUb5T%sJOk8(HRlNd;~uy%%_HVot~=gsd`o+krF)(?^{>K;Zdm0A*zw>
zrHy5)i8pRjZ49g$$ZNFkbrSP6?mqg_aUonK*6?(E54O&yjM-T9B;*Uzvjn{Sywdl(
zrt1c6CZ}xJId4v~<J)0yKQ^zO>Lji3b>7jw#Af>^JbW$7q-;sNxtW(IrNCpEsTj*%
zp4H$e$Jn*Jy|Fj|n?y)9KAjNy^D;w;pQ^z`>$dTjh1K_^`5%p_T4v;>WRhY1x&vSi
zi4d#QB-i(CeM|CC$aqUbgy7?T=NCy`QR^;~JxyJ0WF<v&a=4+vh_c2!X5`6fkNu*B
zu6n&Ke#7--%xKK~$x}bX)^FS{JL3d*W@h$Kg{$Kec~t{e8fh+aQ*+a=49)XfZ<*)1
z!B#UB;w^toUR=pyK4Y|+$jxULvbTOuvj?@>UMXIxT&w7-^u)69vc^{iHvAZyXpepQ
zt6YJO?|_38FCjuu@wlT3>HH`)30E~nsOx9~3I&7wX-%HWH|1}qg)fgktFF!QD3ALc
zoAmA1(|cOg5*BY-SyZy+|M_~SOI}5TZDw|ihBlv)V1kCS)rg4QKG5woj?!tmH<ddG
zKLdB*6&Cv=g<Z7}w471<aE&VF?@rJGiqjUZ|8QzqT;UAdQN~*8EX)dqRD_D4P#}|U
zA$ry&6a=GAxW&)*(456;p;kQn8|;L>llL!qyd82r^_N-l*cO1Kf%W6_R4dLIQkPTi
zT&IcjXHX*uA7XpijO5Js_uFrBv8Ro$$-lTAHr<GcK54*>7rS;b^3EujacfX}zBz^H
z`{cNe)uK<22g9_<784*ZzZKixH|N<O=xE7M(GBPgwAhvKcVdszpS7A$f*Ew)lm!ZG
zMI>_R()@YgKpXDk@3;4Kw_E9P&4{RO?cQZ^OX&&T!cot#TLmYM$bsfW2Kv~SD}P_q
zqUP&OJ;n9~2dTM@=e3ZSjD(h`7y}dRC~i{^YSqP5Tz6)Q=Fv(+)6t}qBD#+NL}ln{
zAB(P)XF3#=6E=I&;SL>(Fd^Qma-y6<QS@Q=iEsq#edArMQA%#=R@x6^P!5~|!vaC4
z?8lv%-1Gt`Ej(45zC*=WeqzeDz|f;u6~wDt@8(d2cN0-={r!c!Oe%?aF8iNv`D;$K
zJpycYGO2Va#ahqamX1Kjv`up3?y9C*q)%@2>`~Jh_I7XyZLIfIP$2Rh6wT6T9{Pir
zoEXF*HQ~2*UdygoLlYUPmXq~^&0u_L%7QQw;JOO2wj+d3u1{}$#uq7AcCYfBdg0gU
z2rIHQ66`u&1Uv3zGsQD@lA7P<2MjlW*6HAE|6pr>F2HPczl(7g%i>ze{77QQvj=!T
z^VFUn^e+hJzb~&i9OdFYnOtO0lv>_uEJ_7=_%yoq*cTVJcaIwiU~V=#(gW;tpIDNE
zt%dm1P6SC0SQm)Vm>~u{dE&0T;0bjbYgbLz*?;K_;<=C1Gf^74=){?brf}=M^^d|r
z()_PmN=ncrCLq_7lJMMXG08w?5FPgexmJ%0in3}#=jPGX|MTyM{mxu(UVUw3ebc-A
zW!aP~0yh`SK(o*7EEu^2KYajK{MOygk;Y%~u+ON@+$#6QI-F3jP6Y^VjWQ$Pnb*l|
ztXfu}DiA&ilYwW2q0ZkwtKHMi-|3<hOs+!h39f<$-Mk)Jdn`B!Hf&K|QAqTe15p+Y
zjMF0U-aA-@4-_X`+d9;Ik<9$<q)$gOtDMWU<gZs-^4Th2=gk+1)g5GSi4$Ge?dL#S
z>4RgY^++F9$!4ulyVfFrY-m8VK>`zYhYH(-4wRqJ&8ZDSPTLn{L7@yxOhyO>;&X$1
zu6MHk8dsfu1(G4N3N?!zi8NHG`NFk<q0*@vtow9iry{Kd$Li-bEtrK~@Ak{ii-OKE
ztHfSTfe8QW&3}G*br8W}6B}>p?=OETXoEZ|Dr$7?89zUNdtaa9w{VJ<*47-uOt-2m
z`>r>o_Fe2N1cEqsqMe<cnEOw~)&wrr`3IN71u|T};WkU2VnugX$C{I`XnaJYg_x<C
zxwtgl+(aK(`Ld0TjRh0$sfiK4J2s~u%`$~PB#ac1X=lkKQbC?yzP7L{E75Kh8{gfF
zxaGf?>9`Tl0CshD*sc8iLjLO2$hJ$N*@cCL<u``hs<vBL_3rEIlZSQKH4%2^_WqEY
zmOLbnXBVOUMaO~{8FifnH-qMvl#~!kt<f6q24<esk%Ll0J)YgOnL+m4UR3PcrTD&R
z=tP|#6mu|)u7zlQT|p2Z(s;5wadw^?bIkot*pYa)YTCGsSSO9Z)l~#qzi~!DK;ZCr
z4}&Lt;GtNyXHDqAQ0~W%A20LshigFmBOf(K&u%{dJrluXT4qPHjyX{RV@}|`Rmo(7
zkh>T>z#gP@NmEm^`)}#^QrouIsi~1Dl#z+a7CiJYB0T)e&!BCc!NI|N5zB`ME9J9l
z5O_?wO$b-{n6{6Pl(Dh#oe;L8_=Iog=lIKfmJKG|WNBz<6t~*1sNKDL=2b>UJ7~sM
zn4L~XN2k!b;UJ+)SVY7g--{qqB=)P)UzDLIi}?1nDT*#r(O-hh9dq=|!zMuv3VP)R
z-sku)auwGsa=(84IxNZh^OrADkib=O14Bb{)6&Q4{Wfqp<=_EGfP#jV6|d}ckR%HW
z%N>;e2~fzf@oJZum$>&l7SbN%5N}EWTXaD&JYhOnG6>I_ELnHT%OWC)_4V~ByEef)
z!(=?lA@zjw$ln1w#un{8J?ih4_n&@yDCRL{pH6<?#N?UiFne%5db~Lf_4%_|r3=@S
zCr>PWhmG+MX0;+gxQU)mOG_JdkqLuD^v6xWA+T}j-8mnHw#fueab(+(nVDH+WTek6
zlc0tJlt{L&sVQgwW|XKXkBxfZ^ZkYN&47l<;JqoQig9oBs(>1Z8jiTm&U<fhuXXO-
zy9aOcaeH9AlhCU15p~bkSNb+~As1?RA!>ep-p!ZU2HogH=Qua>E#kI@dqK4a(Km3k
z+Vctp1%-BwV$D<P7jiJbx|UbXEi7In)x8L?kQBagV<jJ__a6LCg}_+aD}E8SJn1KB
z|FRLw;X3P+#CxlCcWr_^15C~MrwfG_Kqn%Gmgg(5*3EVjo_K^`j-E7B9z=NcU)7eP
zVTM1+edZc_aeevSLupT?xXEjqGJqA;E#%n1jN*2mvfgFp%U7;M+$^r1tM6p}Hk`gT
zn<)G9ZAC>|mRoJy($bPQdS2i!Fl3cjYl<`EIibh?H*VYz%jyX_`7^Cikir!rN}-X&
z^Qh-<>HPeB5Zv|XIt32i(=llavi6H}=(y`nV*L*@Q~hhbZUq)A1eUd6KSRe=+^qwa
z1uEUAldRGB(l!XeHv#_pfT$iweeTTR4muQUVF5oAfzS-&Z~qhr9z@{Y@-R|aqpR9V
z*@cpd<UG68-Mbwm@4jQHnh5Un<U;)E&DS2-J3xvMN!GxDiBk2?!&}Xlj$h@e#^e~v
zBi(n@15Gg@Fbz1wes#3e&e1W~$E<W)*8np;U9lb%9u#`@6q$Id5QHDOy`5dQPj{Rj
ztMAW!zZ-})fS{d#n3*^~?tAOsqw=8RP3aBWy|)TYOV6n5gUc?d>|mXArZ!(<z;e!8
z+kFH$jP5fQC*wBR-kNyvMUu>wV^vWwZ=3v=j*ft$B2QR&csK;UJgMX{bGzGNn=5U?
zf5O+@9s+KLi)kkRx-r|_hw4ST6OApFzC8X;`$pL8%-4p!pA*uW@2kajd;^(Dd-0e#
zXcF%ZNvG_B<Cp<Rr*<b?DvNDiBf2KC<1|wQ$w9swz{PCGTneH78b*FL0C7_*r~*Ko
ztkA0N4c0o4A&hino>{pAMP4fsN-|Hi2j6=Awl4a_*IG13#?>4vGk_ok5I@!?6n6Jr
za&4_bPVnwnu_v3aukYb6KTPwi2Qw>c^Xgc69c&%p_w&(gQxvQ?Aastu7i2#btlevn
zkp#5f_ymhhdv%Ef|L$xVTZykM0hB=U|6ANTEcEzLDU_FA?f?mk-M(TApc~uL(z0>1
z9-8Zz;~%{?QB`i+#t3|^Tfn-M;j}TJaS65%BnPVjN2B`B#R-9AI+Kn$6c9|IL1W{m
z*Qp)?{;}fIw&Vn0s6Rd+d_>WH?M%CAR^w%lZaW6pf?+r=hojI+7h7t86lqa+0B{ht
zuFrU{mF~4Mb7y>fJT@^=Kv_ALf{vZ};>Exb`{?NCEwE(r^557jtH;j4K?1ND*G$k0
z+GiF^^bg2PK1+`dvjrDINlhF6U_DVkCH2^CK`^ZU=3KzNYOhFj4Ip!B2@onIQoln|
zJ>c)ZDFI;ke@OU0xtB!Tr;T)&M}moG^Wb0@lhW@Q|Fq2}I;c<DCZIYom(h}kMr+|C
zgM;9TGvx%ZX1>ux7a0?i>z9ef94njvPRdjcRq~tieZcH|UF}2wh(YQBriP>4iRvl0
z#a_h4R1XS|9%<}DDQ>e0XEtzS!kz1eKwSlpCeprCSIb!ku2n$xc)^m=_jr!89_tNz
z684>`5P12RORx!sPG4P}0+2N+ErC|f6-{nzcr12jHka9VJtq`ZJ^wu$6Jb)xe3VGi
zLlipt7qkTp;eY5URk0_8odavQWTtjK2(VxS4Bf!sdo7xCXDmbZ7b2sgC@NOL!MJ5X
z`(84x<1HdplPchKzl#Hjd8HKz#sCLGq|$YQ@+-KoHo`i@#YMQLrsgB6bG+hdgmokH
zQ4}C;zJmr<s?I&B_M;b6khghxFG$%gijJeqf7@ZC(5!hA*S7iR=%0+HD2h4UD#jZ<
zcu?*#CP7O}>*VSRLO9zK*IMc^tD>T+s%MtFvf^w~Y^izY4mqGwuuSs!@ncSTud5))
zL`q9b@rUNvB8wO-K|oYA>01QVUO;w_1MVGM>2Y5U?8nH++~#v?1_n~22?_LflXyDj
zJ5mOmD}-QvovGJJi*~+*5z@1K6!veh%yrG%L;(>v^FG~rE=5mixw7cXmsEUCVA9`z
zbGtR}JM8|N>bi8iL1iiW04q*ncFP(tx1e&o7ka``J~nB)-<1x<gDn4bea~;g+R#u{
zM~5Ldc$W*VxJ7N-njl|r;67E$76$Yf@*1EwlG>P0(R*BBUguh6USwKi0vKSl<k8vv
z{e2kYtG>QIDiU8Hk^Iq2mqK)X*^tU4fzNF7`*6GO6B_OKYqF+0TRtTtgVXuxQ~#ae
z2iHYK9XehM&_fh6ND-czdcmz`ft`|(Cw5}ZVQsvk9z?d0kx>ayEN*pcl_{MzHC_TI
zhj?XjPUR3q@5OFD5fO&OyQ*epTv~60^Qx;eln-Z_ND)jV63bDTHr#A`@)a_W;r9Y2
zwV(}=!_Fkz0{=<`{q|^TZr<Dv`hmq78X2{G(8&r2CSfEwIr&RvB`N$tKoW1a0*th9
z0M%NvRyk4q=T{w<*h8|sygbn6_NXoVkxZ7paT>sVN_KWP@WI${Gb;y28&W;KR+O*U
zqUu+EnT5G|ZPW1K{<c4HK!Z#C@j37W5Py<h^MB<$pQDMU=L*LX7JwV%2nXq@sXjXi
z_V)HW&l850^FMy14qFe|tLx5zWzEmq0ffaRB-r)8y<-VN?r>2SBfmgoM3DaiE8C7%
zdVHc3Bt<_*2Y^QUfRHN_z!DV7M24B}bFG>hSz~O~O%c+gR1if-%g8*NsB-AxuD6DY
zi;GW&{8@wL*c1$Tc8OGxl{of6co^HvhB0MjWrUN!x;iK`wa-x~xNFKREfm?(qDI!)
z)zw!+&vzh6%37OIELZNn9UvZ-j&hk217Kif8MYwa&r+sqbpJkC|FG(US53enR9c#i
z%-C2yfVc!&_HKkCbg_g~Hekz^@88Kcwz{B(K*5>d<w|*$s-JGQ^n(iQGAUio(dp~!
zH~b>3meMjYt#9_$vcg{^ZQd6`6&F)J#I+{6Ojd6utaw+l=0Ag6I)C1)6W6$z=)OT5
z(lazS@3e)(?pj*%s7BNC$;zhJ*DKE9aC(8oy<zWBH=fnOoXWq`4cL&1>sTmpB+$3A
z?Y72-T=LMeBH`e9!_V@N-b@nK^b|MGfy4#@<&Bh-RDXZ}SA1?LqYtrc${&v?;JF5k
zl#@O+1)Er=wj2**al@`TxY{sDNnXPdI+&R-#jW6T4cO)TvX6m*fr`F9%b(pf8~`UN
zsBI4CI23n&7&b%;*G)0{bbkr0^~Xe3U+CZjiT^jPkM*<9pFb1Iy?rQ!bNjI1CQ`#v
zQ{j0$zT9bmpB-x54GrDbqNhBolndXR4#i;czLbTaev$k&%sOYle{us@@TM3*8`<vq
zbm)j5RnDhg@-4E8iVD0@D?m=&uZ%(zYGtRocWY>Huy<Keh3I#Rqnl!my*$93YinzV
z`+cFU_-!!n)q7{t(H0=k>g<M=mR6u*t3&y~$jHc3E-;C6a1an?D0*Q^K5zLIpK5Py
zj*2C%9X+6^APSHMf49muew#ktl?6GuwJ&5>a<MPB59nbUI=bcsFMS&uJxxs-i%J(z
z36gx5J1h^z1SENCYU+L9$3nAmU4;)wWH<;mNw-NkP&=wRI0%AT;<+LO$o>6|W~REu
z%9U&^p$lx_1InL#$+wf1Pt^CH!AJz|x=3*|fD`Ga<)5u`l0*r*&B4JTX9%3wlKmHW
zHt>k5@h}8?h4@_2W&F!>YS*lGrbLvy_ad>{eY!E2OifMgRaRD@?#=}y=AX=#2Q-s-
z0MW?=ZQXNx^ygDi5peKhDekzqI6g_ql*7XyAo~1t7xX}(3M!wJ4<7^>0Z|$-4S|90
z1EcB!qWJ#(yOfL!NUI=|w737|<>duLeE>GR7d8fxE19H2_w9lda8`E!@}o^op*l5R
zi~3p(KF1b7pOj8X3F3}O-KS4+f7UUV!W?shE1!1o@TvKMiWtnkXA;mDh`RphmnTDJ
zeUzaJmqHK4Q7DNggWz&^mF#emwpelm`;IcjZ7D_5;}^QpsfsMKdRkG&pZk}6CIbjX
zcWyq2JwBEGL{&Nt(H1AEGUs8`+nvWEHjO->dH|afdYu|n_(bg`DE}p0@~Qss8s`5+
f2>q`{c2CHebR<ljN^Fp1;H9aqt5&S?F#Nv&$Ok)8

diff --git a/dev/_images/sphx_glr_plot_auto_repair_002.png b/dev/_images/sphx_glr_plot_auto_repair_002.png
index a784f4843e5f58b9f5450c9712fe97c88e97dcec..8c5a152a61ed8b5f9070c4d6ad7d51208f398072 100644
GIT binary patch
delta 43
zcmcb*km>3|rU@Q$Mmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>G}%4{~g(wmOlXiavl-@

delta 43
zcmcb*km>3|rU@Q$hB^uvB_##LR{Hw6i6sR&`6W4-NqYH3>H3$}2-|E-%bx%MZ8;F{

diff --git a/dev/_images/sphx_glr_plot_auto_repair_thumb.png b/dev/_images/sphx_glr_plot_auto_repair_thumb.png
index bbedd695c467a04cd6a65e7b46529ee1851f6889..76b105936e2a3ccb2acfe75440b66f14c86755c2 100644
GIT binary patch
literal 53254
zcmXt9WmFqox2CwY#oY-`gKKejcPVbgp-`Lx!QI_mUbIl$o#O5e#og@=-&%Lp${$EF
znVCoS+50)6N(z!6kqMBYprAfVONpsKL4Ak;UU-P`z+as7a@?Vy#z&>agw@<Kj$eMJ
z=xe%He_n6NS}W2VmCFAvoy52tM+i3D_Gc&xoVbD}kCFJt4O;)~-$N)vhJ>awXpIOC
zrGq!NVQz2~c8Z<#OkEqxSaa21C*5{V!H@L#bL*|&e9U8!-8OG`q^+0?LCY}7aHcul
z+;kj{QMiLrpt?LD`4tQt1B;<FLVWK>6q4dExA%hxGYjhC95}eC`95rI0*9kqNwFss
z35ldkjaGq5=?3?wI1oB=AR>H#Wc}ym2I=By%QOi-5<wmqepzPuc$q>Gb^`uY(F<<b
z3wE^Vx}a$9W0MNKra0@Wwj}GyrXbC>Lv^oh!u1U)(MeBFPxsZMZv%;%--aXwA1CAa
zmbOi7Y$ALgi+w2)Wio%8JYN?J?)DSf_tsWyFOA##KIyi<y_{vI2)k#fyFvGER~P|r
zFRyA(E6(;w8zA+~`0R5Y;I%_ZYIL$xFM0ihK;rgGrL?!%<>>y8@6(_66Hq3PT+CMa
zVD~U9EU|#w?~Mgs4ixighaFG$7cH`P*F4Yoh4U}D)6Zc;2DAehM_{2pP{bmB{P?l;
zNdGLaurTn8Zo^CiJ|5miWy|SS!?N9W59urO)9ne&#?$(n!20tZ*TKoj?uotc*N(^8
zDyW54cQ(?;iQvYU+vTRG)0QFgIw(Z)`?uGQw`c@XuNWrp1KAbF0pjDOdX$mc`?){u
zeT3`x5^Jxwf3E)JN0a<$?dj=R@xEJKao^8;o+N!izgze9mDiP_j(>j0e&g}>_O3rU
z>v;2Nzf7!BDpk8bwh)x1j^DJk_aywY;)F8JcZCYI{KtNu>FtuK3HT8Yz#G2Gi$1LE
z3k(E&78um*cvQFRcyVp8TMe^aejf0BMzHsoPQTw4d^PcT7%`Y@ASEW=eb~>giX3XN
zeZ3NVi|6Wi7;U}z&we*Im?X_r;N|6I#bsXq{VH0|ywA4pI^OuxIc>MHJWn?ZlfP{x
z>Dq1bpSgc7R5|!(Upb)t4!be>viQuSX5emh<m!Q)Umx~i;xSkL`?DrPpSbmY^D2*=
z_A`I7va|Q5aaeP|JzpIh9&YKMdEm+>gUzn?Mpu4J%MaH6O<%jFCh@s9TDwg8Go$g+
z@p@DBFw*fXiyR33bIqM*(;-Fh?MiSzSn!$r&#EgSu7MYe@2!QeYp0m5+1=?XcT~^v
z+AU{g+pW&)1?gMt+kNyK6!i;_;KPvOpebwp375@6=XSJURFRdQ_sy&r1^U`~5Z8Iu
zU2AZY^M0-KzJgujCcNDA&ZxZ)o1(x2$lk4okQOH#itnNq)9arosj;!KKUeGK$KGv6
zfyc?{%m3`X!{^&hUG!WR&7NlsUa;?0f09CZ-X3puA&`n8`l0#1Gv<E`0dT*gUgd#J
z`tncmq3g2`RA;;QliP{4!AKUrr`uKf`rkMz*@b2o23uR(3Z43}sHjhCPiuFV{ao$n
z^3w{>k%EYnl$16rjp)B}bIId|c394in)b7{ec$eU-FIRorKsa0A|lQKkkwjE7h!U&
zXp+nZ?-M=lJ0@L5{cIIwXJ-!yXKL5dbLfJjAo>)p=(UAee<pZSsu-$k*CgIp$pAs?
zcF}iSb(s&X^4et(K_q{@wSUuSJ+ZYfw|(>b>?O3~bv0Vw5gZgGCMz562AmUuCZgx_
zu)F1b=4o*9<Z?6@T3HFMv0rarvM_kPOzyM(c9j+o<?iOD#dkd+y4C)4is^ev<4aN5
z@#;YiK?A^U{QCT0JY6JTZ~Jz7_NoBfT6;7R#2V{)aE)OXGz&Mk*3&D%$n)POg(`HD
zlau5mUgyHVN9Xl_X1-&3d+Cml(*`XwGt+p!Qonw@{pG|yd<5Jghe+NFu#85d>f09x
zn(=ajZC+iSs?Az!Q^Scbz={wK>p4Vn$bEXp1EJ%ry5^`yl)-&BZZ7~?j|poB)~2`D
zr@pB|S#j1>to4`EpM9dA`F|{|b4O8z^%<WSH0j}p$gQm#yc}x2iv}hkmmQWO-vy-c
zZq2iAK=9S^Vn$Vw_yADoXIGgwcV#USi;qQCPP>Vkm#O1k@X~P$wPq-9=bzs?0Y(i2
zCmoI={^|zMM!WtycI6R;G=_<ZNyWD|f)w^i?kLse_1lx>rqkx5@4kN;8d&Yu_&9Bs
zdI6FK=g|UKDZ70EK8{C9x_`TDFNx>}l1`AJ+PdJ5+9ukNy&qEa>6R3@MBf|FR@B!g
z2I#%epij6gSL9=^jUy6bB@lD6{KvTuTXW`B0ffP*T?-ja=W-q({z(Qg98KexZcwC-
ze}66|k$+T5(U1eH8Bw%f13nl7e2a*Vz5*n!o-;|N(4TRnv2sL~sjc_@scWCf-ef2s
z_;h5KS2l;e3%3I|-$}-&{)Gj+cg3?^866#c1~|&{&fy``xU4J^9Hwu2(*+Wel5|+e
zG*4<{GJt70&TTY<0lBWws)7D>H7=O_jw`RH<@LQeU3<8VcP*OEe*Gb@^sm`xf>~XE
z{&V%bCVirgWi{i-G&M*&>EPeLjgGgc4rO&0C%B?ASZF^OYVd&L{T6P=AV4nxf!mts
z59bDNHwMqsf-kDJticB&J?x_}{oFU6`t#O%W%RpF_#Nv8Po8CHs#t*y4V<TdI{(lI
zZgU<jY=E$udM34;x_V)0Y3Mt%VFS9B8fKlZ9=s4T#fr1WOZ(a7E1M7LA0HnVnw)94
zR)1g~&Hb0J#W*!PE6z<s9Y2H?-nUR~1S2mm|KrCGv{13{BD{F0bNz2u*>4#rOs&<_
zd_EW91{>UCzXO8?NYA~<NGz~bX%1xyy8+z@5u<?8^L@GDd%2!2DH~pCa!&pF6P&Ar
zNN)c5s%<aL`u-x?_it}6EL1fAEgoQN+m|Cu*)C52`jx=Ri-6j!uCD&g{F=PCx2N-M
zSgmYH)P-Vr|H^Cs>w2j-Zlpx4S(AB3c1p?yZpS@bb0tiU6+w}e0w(>up7TdRz-sXc
z31O)7vm0!e`_(n|IZhf?2adQu0h9#LQdkJL+)x~;iP$xq$e^sAcylyA-vFrFe^xkL
z>t1Z1`Ocx9?#`-SiU=Ig5Mc-Ruj;<l#mlQB{?8hBXau|1<pD4}oV~r;zkffV+ha@h
z*6znO18%_UewWENlyOAQ<DgK_u@C!yFF@KjBCUa9p%w6I_zggVcivs={hIg6FYjTp
z;I|w#E+#}j$Bvpi>L>g8eQ;{h`%=99?odbbRr^KhcJG1&;CNyJ?cF>EXEhBX&9tZG
zM9zHQp4<;hiyJTc2@j5sO}G0ay{_{~%^ogy8!KfCRk|8ZmTvj^`QN?W>)3>JTX+2t
zr^_&Aa#Hz!b_7VN>k_xR`tHk_uVD7WUkkUbP@3=Y4SBQ+4e}t2O+Z3PN#E`V+|RoZ
zV$JXY=xrYX&~3dM+g?5M;Q}7h|NQ05ecaRS`C_2ypeX&{;o-Y<dYuQ5?reoK!E+n7
z5)%`90chC)IKjUD_IigDC=wAF={Q7{d>##4PyLC_auHDUF!?@=0P>%`@ouDmsa{+-
z0zx^8+kOtW_AvId)^3&8u4xwsAf#NA-d-3(<pyT<J*?(8cPfLYrTNB_hGpQ~TPOzi
z(0)Q2z3b1~T6N|hE00)zp6a#V)>lm~Ee&HT@(HV|Vn#+rww`yRTwh;L%*_Q^rM<fk
zV4jDEho2UbZI@fOiO+HXocwBT=Cy0RkZ?U-5Z2dUt?1yHkNwoZ>j~$)q@ab^74(tN
z?X+nhuyBAQ4%6~n=;3`(QiUq-t^$gee*f**ntIB*bR>r@&Vl>czFDg+Kj$@eZ*Feh
z@qy5~z|?vU4U|oi^DaqX{b9gqV?d#R%&9Ws6h9yVh963kW%%Pqg4sw?jnl4-;pI2}
zhn@Jpsci3cfx@z{fdMH%+a6}r=9U&fqGyF^{sL}S1N;y8IvH76S$UI^w6rYuJ$yi@
z2Y?a>O@x_+rHd+A4_a>RiYCj=Uk^M0U`bw66Su+kYA0Tim5=Y;@QWTSv%D^)mzI|g
z4h~W|gSxte=PLDOoAk`bGI;ddHUj~PA#vOI(0<>?H20e`1(o0DcF}?^QKsHjG*`*i
zU|isd5hyou+uO4MPR~@nBz@7<>hR$Qgm>Al<s?DEcyuQa_gjt<t;0nh?)3V)B0E80
zQ&Xx%mV1yPGxteaChS;g@)RanF&a>=uHCguT3FD0`SRuY_D=^@@`xkgv*eHs($`JW
ze*owYrV3Yl-(FT+mu=tcC%mApeZjW}?T)JyJ@@i5opf0KsEBc&+d4kr=J8z)Qd*1}
z7icjmTxn<cWz@iY#dot`p)2@4S28s{-Sh5}5)u-?Gu^pze@9)O6+xm*pd_hx!ut}y
zcDZ5naTU-M7wQhF;t1ewvjDco%gd{9r=)-nkhRK6YoNPW;D+wB<xJr9?Cqt)VwUYX
zef>Fz(5^9ekKvNL%}wE2b?`5)i;WGcxN=CJ@$qWQyU?W_u1`;ka;6vRfv1<3zaITm
zB~C6>300$aQIR#sC>^ZzI;0kM^ypT%ppc$I53C@G5PX>y+`Ske-5>jU#^;yM`;al^
z$sZt+E5w^AaJpnv1>*a-!>-JT^YD7tF<x%)@;z^ow$Ip6hr4L~Y`{eywTGKbt?qGk
zMyBlR&r{R&c5lGi)0&%`10+Z?Wgut?GKIiGkPMA`bGu9eP2HJQfuJ^mZz6i-52@!(
zp#xF;-30~2u*)B=bI17yBj)#6Wv_-r;!=3gjA3a#M86^{o7Lt-peO`)JUbB(5-KiU
zjGOX(a3Wwv4e))L_btrN4_LPEAWp$TR;@?qVU7VI0Y3SdIlf=+-2k9nqf##v%^xVP
ztXN))VWi`#ZPPb5jf`vX`ix^68X7RO9H=2=7@>xE{X^+$AfzFe$)_i@O<Lm-^NLD4
zZu$Afv=%Z*jvhE$ow{V33MV{v$W-9~y7VzZ9aDw>^%sqh0t<k7Kx5MlnFq6953=XJ
zy#jS2z?M`U31@qIrb){LLuM%ec#8ZtGauH~uSknj<PUjQ<HJDG_0J(fWJ)9W-1ysN
z3e+?w8D?-UHmK;IOvVoSJ6zc8$fF67d#vWJ#~_~G^gNl;;UoxK4?+s$l}DF=ZYIB%
zHlrN#)fVF<u4ilVg({nXqW0`xIi9uM)f)A{`#er(I{|NiBD!wbuJOx8E`t`Ecd=O(
zp#1xN0J5D^5VtV;MM}i5zCJ$+m2&L-=xo!m_G0aqsuV};e}Ix^zZ_evc%HRAkH0;C
zKKPL)MAm8W+-DFovg`IQH@Fcf*&1(`tUr8uSRIlOh?3lqn+%FV(Uur8L-T{G9RFMy
zPKZp&1Fp4liW0Z=aFgp9fpHJqYzA*{Zx8Ii#1_c~VQg%~sk8MSyUE8qZ*CDkvdYAX
z<tmY-k4`Nv4z0C$TG`tRZZ;8!Ad2Lo0nR+qEnqardN@H=Lhq`|)(93+K0jLuon7%K
z6u2?3DE)wxD6@NvGa)Gr!pK#k&2S=>;wGx3dL{{S-Z$TP5aRnLA=2G1EV9*gZcjIi
zJ@zMEo6tK>bGK4L1^%K1$s<gY%mFH}2Pw7``+IqPCcFICBROrE++T}}>X=w@Xxue;
zGMoW~p&71%A;AL&-E2ngIl0W>-Fxd7!H0%N+JHmu^jQIrv`OOcAhHkr^)IHg=&Zx`
zc+)<=7!qT--5AsW^f98yPse~tsfEUxXKSITxS|A_2|@0xUYdv*N_b6r9%kirBqYII
z(?Vm8ATk>Ih&VHUK1{n%6j@y5eYVEl4tVvFL1A1Y8B1)^BsUV>Ve%DJXlzhqfE7iO
z+3X>$bli_QE0RH0C-TpTkn!lX7Noxzd;T1VZv}#4oF5?`kB0*8ZW#&yf1>hakXbRP
z<~Lpz--0Rik`S1T9IF#YM4cCRO&1ODEv(HT*m<!Yg^`a+#OCBe0v)7H_a=~I$*?vU
zQ&KV^xx1EyhR7nT#!B6C5zpFKP$)pr!=s~%2d@FD->?{ug8~^^Fy>c!-Qxlw#P$-z
zi{Z2FP`OVrGE`!GABszJ<A7V(i%GVR)?7h}#@(Gej@Rcx+#K*9I|F*HLSVTuN(@%0
zq{M)hb%J*3{h*8hNV$6-@5ht;66HjKR+#c)R7?+9`QWZkjCW(Z2SiOjQqk43Jc!_^
zS)ovc=RhX}B#rv{GbVCi5tR-}PgD#8T*3_ZZXj-M)QvICk^{khPSo92FQMZW(u^ED
z+h*d!EjQN%>>$rC2!xU-OXfAIG0RY)I{fbJnGYt>(aze9^2>KNdmDY}Onf72-q5l~
zhcB5iWt%z#M(T#z(7A_L5?>BQ{iRlQnQsLHGG3`(C(lfR_hJnmeJ3S-17R0Nt15{*
zmR3*IOb1#j!;hNlUkL{ot3mknG2OG2IfyeeX#M`P|0q3cmT>YuA9rRr3&=Pf|28Y|
zbjz><p4O)vDP+-I;cp$cH;jm1Hn=ojlLGTHmB@y@ha!K#6Kc&m3i$qUp)4Za@3(|%
znvq&!^2=47`|_hl_#gf-RRB_Hc7wPx629m{D*wV}ANS_N;2vzvN8hNOgp|fTo|uF*
z_&nNSx`T9EJb0guw|jPCX=vEP1w@g#m~g8MOPETg5G6Ip9?XCQEk^ATg*MI>`)vo%
zdDC};-XZGjqpGC2uXFd6Nbew)Y}C`%>Mz{a?|n)APj7-fITR^g*2+*UDOATt!Zvg>
zK_Q$zcJye*nmP_gBzc%thj7o*PiVd#Z%MBrDm+G3TB$o>?~MwvIuQ?}Fb&6n9#)Fu
zQdT*^B>FZE1RCl7V?i@4MnLWr@+)$-8440U0V5R^sKl`&^MQs)cxb<xkbqw>WPm4_
zMriDV-X_MhiPyz56FH<O`|VYBrS8l^Ppz3Gx3{tKMMdE8S(Vlt_v3dwa=44!jWFg)
zMzqQZnXE7ndOSNjLn!@iuHMg&7qKkIwr{v!{$xEroE12{O2(MN6{kRp$;0rdD{ECA
z<&_=QpfE^F5EFl3{M*D|5@1rYosY*~9;1gq6DO33*B#1{XFA~6Enkv~#m<>IaRuBp
z!t+bu*I`K;t)BC?-#_D~GE=AE+L<U+r*cyLO~)}9bPx5gv$xHayr`kgp}@{rOpKXE
zer1&sKj*=)Q;1=}c1WO=@Wkysj2-KMu4^ZxnSo$_7o&?r)4o$29Qu#Ux?ZeXHP8qT
z(z9t&)wa7Z*avOL7@<~E!>bb`Yvz!O${znanIjg>iG@vju0Vw+|Aov#|1=V4Ar||!
zcE`pzI5s`q{k)o~EdCeadOo0Ewd=*Z$dOej`Jc(OQkcPi@<xfGrtHZjbn!FT1Vs2P
zCH~~ww8)jE7%|-?SQ9@#Q~oSQ-$au*noYo2|AlE!Q+-4uM*51nH!SFXC3sOQxcNE5
z=1YMdSXEO~k~*H}k#vOBi8^pXEk<aNz7faOn{8<Uv3nxNh8zx#_Hu-}T)K-qmAZTX
zYkut%l{7{22(Z3MWwRKgy8v3Nx&Q*Pql9vD&fBriOtfEE!B%aMw{`oDk?}u#eg}*j
zZ<ffu?l;gHE@F82D*sSNcJ3D0t;qUqu1jF>vC*0G8*~1YF9d}VMvLg9x{OojMZa==
zcgO5Qu`Bp76p6*;{&{!oC`Qj>2|_<|`Fmn5-tVaS-mBeYPH09B=LZ~lxl~-Zo{X_8
zlf?Q=bW<aO@|oyrqWA?i+AEY3Pc&gFqqQ;DACedpXWm#4(lk3hK7MXt;cf*Z<+h{w
zHd2f;lqB~G^BMf9mK%bI6I!>pDu=-DLkvC4%LC}}S#E0sdRDL~8@NY0Sz`cNP>Ko@
z72gP-`vs1jC%TalLPr##hjceJ68h@O7I$PkupjGvqFGunpge_H&!Sd-sS%H?crB)3
zYe+TX^dHQY@>x$qEIsy$7*y_K%qY8vdJaVZYFv_N`a&R9!i2{F3l3OhG{SIT4=4;W
zLS1<E=iiHIQ&wqR-E^Q0sz93s#e)DWE#j275XRSfR{HG(oQ6m*PItLt{w{c(FTag4
zWfSd=+jk_5j48$|d07TxWOhNdkPJ~U`r*aX>9dQ~2|_SFs*sQryV!j_oqt0q?8qKA
zXwBU5e1qds3-+C6iY1EI8-b%`qd(K&h=~uhN(1Uu8-ggt`~sE6E~q%`O&N61ycijI
zBAlxxo5!0*!~^cuy$B@x6+f;9YN$ep8^SviyvvP{a;(5rWTj$YFb=e25@q1@=N0c_
zT8osb$oOa;d4AEC9}}&11)n_-o_d_CVlkKrT(nhPB(J|vBw0H?#L+V7h&*S{&nT~?
zS**T&!qkxcmnWuQ9$uhRVjg(;7R6Rg73wHS+{ZzThfci6g5>+4dhdIkZI~{0_QdS6
z?*5g6E2!edsJ84o84W{fb@N#nRIJ&<KiOhDGe{-5DgIEcBS+^fdYM0FG(|dGh7fda
zkOKjsl4QSwO}JX=UkF1!4vIwv6uL-G+4ujjj}Pobs7F|V))p|-m=?f^-W~wTgAX?I
z=HFC5XSZ+1Gur7!n0z&5pwhwg5pX=p<a=BIuK~U9p-e7=o|`{ECRP$C>KJ58|A_JI
z^{m?FjwOfcZP9p%6JI1DmcDsGI!gjBFYYj2_Z2Dk>vA6G+Hb3r|57wCg|V7}6F~<B
z)?^K~^N*2gZ0pher%cJiA#P~H&@Oi*Se~#gM&x$Zc-q6{de{X+FD+m6wXC^nrK44<
z5omGs=OU<)1~9pcbN1#Z$sj`0?7&iCRa7_*6xK%(wLLL0;m{ns?U?b-;6b^oUugb0
zBs-K`UZ@{zR+~Z*1aHi2=J#j>pFV!(Z_a8+qBi!4KW_g}+0lSLdyf9OAhm;0tdv9Y
z?&wf@5WX-M`s=p^$!Ys<Vlw8AmHJYz@dje|FdJG4-)?+ksH&fC(NkidSn3rYhpPKD
z>9PI0$T}x+?SJTl280n23V))~<!mhZ?5v^pmR-fFzK}g#oUBGnuLPmnfUKgnk~X(U
zFmGCSZ9Jc?DCGb9(GSgidT_^qNRB2l!_GSIqS*4eU<q}kwjynOc>B1o#j}c;XrK$|
zvkBlD*M@9;CVd5;y>-7C(Kclp2;O2D+&|7Yo|c)vZjDy$U6As1!>oJ84fr$%Z$`e{
zOK+;m-oNn3^w0&7tc{=J`uN?}(<rTbV{UaLZUy-IwfL}I&J|Cbd9V#%b%;3G>J12I
z#lkqTo~+G=<bVIrR|dtCXCi~)ROmm!kr0cXp#+P5CrTEQZYicft?UFtMn{IVW1MD@
zr91LX-@=8vvxvWCk(skQ?pA{H_^{Zt#R3x9LC<WeEnrq?`bpA-FIOo<54?{QQ%7`m
z+SU!Mo=jPJj$o-7SYIgHjt|%Sw7w^ZU+p_zgkiVd+*IYV3v^|j<m>sE@JC+P9faZz
zM#xv6g?>amJvCY9k5;;jL~E)1U^UJS{xo$`6%?-7m7%b6!j!}J#^`jW5tC@Oil~UK
znpr1l295`T@}V20N-6BDF}2K?)sFk*@8<=BI9nr!pHU_tf1M#x_!!pBEp*n@<+D%+
zPO-L$6eBOyKHLEwL5OHM)IwzhLkA@BAZfAuN!7Kqx$Ry+Z#D6JI!Jq%OVsEQyfj(p
zThDHMyM78j@PiH9Im$H{cdfJEJg1(h?@w_%{+i9xG@e9*O;%qBX%nY^{AF2qG>BHU
zA_(48?k8Q6*<tz?-td?DDs|k1>t~MF-Fhs}wc+}$1)jkZ%k9k>to78K554B5D$NMJ
zBnQvpCns<;W~u0u+KviIHMySf{WkY^hVHWsTIA)Qry}g*W|Hj@<okFExFwn(i64UP
z-P}|?#=n(>1x7_o4>@=+<+Ns%tbsmrgqe16fk@rJP!A?q6*EYhf+QN4WSZXu{!5E4
zykasmEy=!XyOL;sV9KUKL!Ovf8Vut=kv?4u+*<Fmem$n(1s{Q?K$BiKd`oXTe8-pY
z^!Yva;D3IWuzJCl#p{X(RqH_xaHnAm!gr+Xgim6LKe9)UmGu`jUKq;CNM>txj6V!h
zD_EmkPWU8zA&f=%LwREn<B!uY6Qv>@uStB_Lr4A0D=+VC75eWlN*Nwze(&<WQY<#k
zAUt7zZHB@H%j`HvdJ5m9yX>(OOPm}JRfQIdk8MsnVqZ+~liakarRBe0|B`?e^s~>K
z6@L6tvsk`z+>oiQ%6}^VX@rBA>8Wl{79%SxGdlLX+AljbL%FCM-?ramT)m*?!SP;J
zOsO?AbjR8vnJ9^yFIb$Xg$E{Qh3Aj+IrW?>+8sE`U<w)W0wp&UHzLzr?>ty3-b`wO
zNQJL|4t>hwV~ea3Ms_LJifss_iXssolsS)si_9ZrD<MB{T-I?`{)rDB@VZ8vivDCw
z67yo`_`PZVb4$!y&piFPLM^Y!lcc|rcwzMFU_9wx1f1g-2HR*Ut(*48`buPUMHrqI
zV12<-3k-kSfpMfVed0vXwZ8*VaJ0{LKG2KX{~dXv)Q+&6^}}J@pfTdf=aC%~(+YW!
z=<OyoI^NQDcP!c~48^V`>=Xr;?fGf+y7hE+CYvj{k^x-w8m120Oo0EqU|<X{8q)E`
zm+Sk6)Xg4qlwO35m66J*@#R1uJ>X3WSfv3IW}w}y)#l-1`=*-TVyazfMJA~+CMLov
zU;RZ-T$too)RA~a3$>*kGh4g=V_z58_&#q3j@>X`;qKB|hS3>>BmQy^-{1J-0`9q8
z$=ro3Bp%<K5c#C0lO_A?f;FA=&`{c|!4~K}h7N2O_x^REhQ)Uy5(G*IiTBw8(823J
z`Lq6Qgues>F{54Dgr1Ei{5xIjAxL+9B7)NN5>vY2_0{Tdc?oHD;QVZTGyoWZRy@QD
zZa%)<GmiVdth-(0dTQSuC<Z7~+?_MU9vwL%yU!G9K#u&cf@2oTN=^4bj;-cc(s4iw
z6`($hOr9Layqat?>ExkCTnr;-lTyDrC}D>dmSaZ*dA)KyKl<7@qXXH@*Ka53OGR{v
z9#*jI$4F&^jN%>G|I|X@MA;Q1(84+5?Z4-m&2!$uVq6!A{w+r_$%en0oN2{NnHei1
z=u|V+E>fbMSY951!_{+8fs;~a$Z}s-U@tE7?re&(@Zyso8rZBI0aN0H1Bry9m#>&M
z&FWX3xf&j`NSp~J+n9pS_5$}+>k=Aju5WuRbFcRU$FHOIG1!3@13n{_Po!jZj+n1m
zaDQLMJ&|7DUeVE!18n6nNzQ|%jrLr)N#X-R(rWbBL<8ipQbe3|mGq#`9VRi1D5#jF
zDiA4D7vq?zzWJ?YAG}jZEojf(Ks?WeTGzjMKEgC``ev(-kzzse$WOO1Us7oUJhgB>
z)yZpUsjP<xe*HTa`fP<xqVBw__Q9#dqPyWl`f5*_B;Izp-ie-OgozT;$&9Kv!UN|<
zFvxP5Hs2a#k?oz7l!QYOJ9t1c_MxOK%uE|$Mj)-39$O@*ls-_zFAKZefe4{oWwZNd
zTX;W}?7!w~l}k*_jJw!qG>^9@tHxv244J@xg_<!ZM?I{lzmqZVidfYNQ<|svbOvsL
zA&w*?PWf)LTqfBkjomvbNQfRiMIu9^a11eKob(EA1DQ6}u_Y0w-9QGRVF`GwFiI$D
z_9Ecsh?d@2x*S77yD+8RO_W^HZUi2~d5>j@B{(sC?#hd9U@R1EpF_MRQ<XuAafAX5
zafW@eOxvDXBt!>eZ|GaSZj!n+PX+BT60Xi{U_Suk#tnZI1({8SXu%Dn7!%XkGWGYS
z@Oz*mRU@v;kx1Y=_cPFTbR>}E;*YgEL}7PP`S3kH%vQU8){rcAqgB^le1S97?*l;+
zBe}9cw0`L?G{h0u0fB#qj^E+0)uIL}fB;L7(ZtM*m_W9m5KO97W$B~nr}StF>A}D)
z)0c7^<d+9rmTTDWyuoqlLO%wSaDOP3cA^Bdtte;j;kMDs9_>#RjTRoXQfKL9_i9co
zbO;8wn4nxGGj2Ei2(nIQG}~;jJ-(DoNk+^Yx}^JW{_E9B@pm$|Gtrx-l+j)niW<gn
z2W~w~vZ(Eh38Zgvpy6FsVCEx7Eh;M7Lw<Lb+8p&+@fQ*0dn%yF>N1F{)o5v09#I%b
z*t7)%1XOYsr=c0%LcVS`FC-$@GMX%MrZH}}GV*=8X<0fewj`qoD?4djI`c9Q#TuzC
zf@A9>h5XAMZb2cB38PB5rq!SduKxI!2bY58xp8EVtm=gyEpNrPu94kukN&#CGd60s
zih4%L^u*b0iDLdrZ@nsn9qwR}E2!25bF%>qpXbPXh?(GIVngt`wwWW!g+SEGg5iv{
zF1por8Cbx@bC&W(skV^Pj6lrr;DK>1(5HW&+qC>wWR=x)g!lhi{lAHk+r`#2e*#QO
z^JCV~4APC;Hv;+TPv3n~Mj<Y(a;y6`uOER6koO91hUWkwE!M`!m`O#Efe7W$h$Bl_
zFlo?4bXaf?7FYjy!k=f}(f8jT8&@8X$-+FFuVO&w{WYxXHdY>AG73QI7!q#@vZOOT
zu>M};xakh@z2o-IH=@QM-x3Hkp^H~<)0Fh!?;Dx_rh*+~=Jwz-&S|9h<?35oRIz_N
zdOriCv%wZ<!LgtQ=z#%}eEsLL+~&!Jf(zy&L+jrj<bGLOt4r7&NoM2bc54oHocW8B
z>QZ8B!6yEJ!?*wM`na57`cM~jjVQ|vm%8q&-1LB)^C&tJ8kA<v?P>o-DQzKpUVW%g
z4r%>FFs)XK42+#($_^xYz?hu#x9b*D??UaIWM@ZG>$5dylvhA-5LazMu1LpRS5G2e
zY-OLCYc$!}vQ%z<z-_3&Hv&H9rYk8(BjX4#!BYk&N6Y;iVZB@v5Lv!OU#UfKx5RQp
zV_Q=@IVm{|CWc|l4#&*(`%6@Q)XcGNz(+!pK1y=!r8i%wL<^*dfbj(0MeivKMx=!M
zh9AO0%TFfYdDf2yqUpKJsu#~jsApbVd`Cn`DJw#ZUxWy|#AO|XRQS05e&H-bG9A#R
zvF7~1nl7P^ZH_Pt0VV(yWY|~Sxln%HczYZ_m4=%_BFBxFx9^i1s=dE4FkRzn*LWg4
zHNS@3=w=s`)+S|o2#(-@w^Y`;Rr`?NTHfY=&z}Wf@H{(BpZ(KzB<}FBV$%eFzK8>F
zD^e}aqL~@-DLI$i-P}yBtqGLJB!Q5`lhB}pf`e;pgAGB@4KQI&hEqi#KiI=te#C)7
z=Bi9fZ<xn5ACSJJih3`jj!AvASB(~5>EfZf(Kqj`C^b?31(AM7qTyYqFBL71+BZDq
z-?8g5Rb7-Z5MgPPN9s3Fqw|4UaX^Yb(fD+wNls2KMyBw4c1z{R;cU5L3#pj8x=i8J
zhw|%G;-|7VgVFL7nVY_J+gib-kg`%+TVSkuJY!jz+99~4UJzsUdy-tQ&OZ}h7@3Cl
zOmSNwBA=a!e2Oy&@6^oHGiu=3QJ~s6LQkrih0$?w#T<;s6u+R{A8EG_-GoHN9=y+B
zmFDH{)#m7WpG}dN(v#QL1ECb&i@2#>Z>ZJ;iy*_*pvHG?8XcymAqI9MZq7Z+g)zo6
zXyPgC3UUAIB8xNIkc~1-mbJua^nl{Q5Qi0sr!I5CcR3;v13~HwP+B@j3684s(61wx
zCzsPpN|0+g>7+m(n#(qLKYj4sD8S*WSi37TcPjwWSe>0vl}A8Op>G7&qP9vZw=+w>
zC56kLBvcIgmvNIn6CSj7X)5n$oZS6paC7B&mIJ*shhK!}`62Q??|U_~cH8hL^OT$@
z;X6!jDM9y4l(#C)(&0KA%}uF!{vy#{uyY=%4XdC=$KZ_jn0W*DQVCP&kh7Hix-hG)
zQnEa2*`X<+EsmOLhMb_zrFdM|r*9FKdbNeg8onPqr`z!M4LZe)VpcB_^}b-^$yJ$|
zGImFveAwwFP>~62?}A?SoHkwhS!36|6TO^Qk!*&eWHgULsNHS}=8>nVlnUt*n3010
zqbD|I7DF8TY8q6d639{~!kSn>gJG1XX56+u-YNyN8;a_YD<sP<q-yc?yETHsT4(BV
z=<*uu(N7G|TX8RaPo==n#G%eQtIJH{XN^b`G0`10#B$bJZL*Az+)>oln1X;gj;}an
zC{d~A3gobZQ>4^Z($Mp8nt*dH+PJdvXeNE|Ti^=QW1%x)w(s(q!lVOflgEZoQayz>
zehO1G97sbC3*!zcTyrFX?m|mqaG=7^9gNp0J^E!uo=h(l^r4hUh60`;Ijh?GLZ%A<
z@gOi1Vv%=F!{kpMsqubt1vmf8o6eHs)(tV8mE%ay-ZJbK;th)Xg}|mPKPwdVGh6+w
zUoDqwy2*!`=46LQmhYt--oxWb>sKft;;(HJ(`B{-LOC5KEr0Wwcv36M8C(;~v3gV4
zaW=sh-Rp0O1Kw9|`~KXEfy%d4BhH~&1-^3Cpa=Hx;1;|e7^w1{8Gl`0v%jn0>Pc-+
ziSN|Gv09pDxrddQkflQV4v7#G4m4j=Xw{_++@e<ZNKfmN<^{qpd6VO?b1}z_vDSEo
zNMs8cO!Sc~?p~ON{jGe_%Ves_%l}|viEDhq)>srt!Z8&6vCc%7N!$qC2?R~pVE7&0
z(}Z7(B{MYe1T^4$%w%d64%=AbiC$J@m<p{7^uL(t#1wv!m4cy*_<h47!iBPE$%3e<
zxvr0-<XH-uX&2?vr1%6%QLhy@PzyV0$h(CTPGIg;sWWl^=G*5a_qUC26XHu$*-MN@
z<o;U@#SW)MN5EL!fZp2O7glzpLdw?l^TIL93E4u19FUoz(yGN&Ag9i7=eoga>bkA$
zzsUe2oq@q<-)9prkc_Z`7K;PD4<UhZp0u^~(E<L#$oD(;j=qt@#;?mLeA{P-w`FB2
z^vS}BN;@!~(nR2%7eh{O?#60ftSA#jOtM)qX?69_WqyB?N~qhsh_e<NlJ_piMZ&VX
zV%d?bP@C9AEEW|x7o#4gP(UL1UM@H&y$>s0pE%*0s}nez;}jhu`MUO4NQWdFCRW=0
zh4drl3S9~wC6MqiS4^WXAhrI@gD%gb$jN5{cd)+3`*cZim4`MK)7=l(HtUjJXP;_O
z_Hx^Ab!I-MFI?51RS%4*uJa@ldlPudcw^}&Td=a0Got+YFWs*x6Bd-Z_m`W2H*KNT
z;nUqIo@o`yep(QY*CJGq-p0Ypiwzd%r8+;>h`+q&&pJ0B$R7)W^K^VyagUU*+#zu#
z=TliAPyOWBO)ReDsvINQ$nVP~%7Uj`pTriT^*)*kbvyQrjAPdChb7|@%5WG*44swD
zdtb76X-_MenhK34p|$Cv`v`t_hAp+BV1>(QcPubO9AKf1$+JJA4#GsjS-;oWiX={n
z3RK7I{bNG-it951O%t$Vd0)@`_)BQ)ROCOlP{`6mB=YxrxQeT}joxOo%5cus<lg@J
zUU-B_Mg;X+a-Lr$WbF9Gh4`g4S>(EfW`m%Oq|LB=9~*-UpoNDw1mss-T@{`fF+zbH
zRg>Q7H4@r%nx54Gfru*gNnb<c4l-z7BCb#x;aHg3QCrzTJ~{G<v)bw&Zb~BVY9+k!
z_qNK9#pt7@>A%v`5I@*B#?7!r+c5`JYDQ^j`5q^#7!Exa9^r%LATwRa4jCe@Hnh4r
zn(>q`6h?DV2ayp>Ep!}(k<R(fo<2mqYwhIgLX-6`-FTRiO(UO<j?~p5p5H+zYHI1H
zvU~Y<%Oc)aP-YAgb=dh;{~@^>{_5WYxjdXeOmNvSZfe#E3SOF$Q&dTfD&gDyBYuu$
z@2vaU1L{6`R<<U7yy_@awA!Is?i~D7>&`x2wyc?VI-=zD<BK<bz!s!;WfFsOIeW7^
zMWpHr`Fvl~1RX2E43bI#WxB8_vJElAxuI|1uKWi(t=XRFKeiI<cc>R0iTkJypu}=f
z*8FrfzCtr?Zl<WohA^g6{QXhFJ4X{An6GREf}bDh*x?<X{UbZxh<A&96w6rT=BH3n
zXzDRNs!1PO;jjn~Cr#lb!ISZbvFA_B^2zOM<a@3hTdMkun#R810L8d-@{m9g%QAn)
z(j8P3O)1NUaQ=jX8NrAqiws)@{~X0apJm#v2E1D0ZkngT0+nZ{BTCRNQS*urdD8Y`
zG3i!R(C+W!McE%$K9?>?{XOE(xe6-o4*oZcStf>wNn4*5Vu(cS<_E=eOP==xWV*lv
zDEJlaUwXaB!*)N(=)ijM)`(|@h-XU01+nsm)!F~binN-^3te)249m|NddE<xM83^>
zduCQv){;f3T9^%|EH{w=-M|V^(gC5EVju?uq+gGJu~I?pVKPzh*CQ2@OX%}N7n}-@
znL5;QhHYbfmnZAc5c$y{7v!puZv;{@P27}+IbN?O@f?9qLL|NSw^@2LnZgwq8y&Hu
zLF+&qa6zXfD{b5|6AVLM08`i-?SGjm5l9U%Y^&gq`bDAG5SXYIg9VZn;^2DP4au|W
z76&p^@Q<=gh6pd*U%r@r#1@aO-hoo+0%4$=$_M+?QO2-jU_1p$OkxL?C`wA<G{BXj
z2Y2HHhuV6EM$0Rya9$d>M*mcIx-Vd9_ym7ItRvJ*Gl;87TRYNR46n7cB-Z^W<K<;p
znUc!GmD(yqwz1_AFM@OGbY1!`>f^uFRnUI+c+!`zh&6CjnI?=2owZI;mzeOATEF(e
zTHQ|88Kj^q_M49rD{dt123k7<L_t0NUH(I2{d*ib2n^e})3{az-fylNCs}0sOtF@D
z6fIvRm642b$*4@bbD^W{Casp+GOY=h9VCf70>ZWF5tRF#j%EF-i1rVwyBBmK^Af1(
zQoR^fyNS~zv<ezmzV~ryiG=DRvW?kivP$5^jRWEE%~3{c)h4$)=LB9t_n{w)@v2g^
zH+ndsMvrD;u31xTtU>$|21BOonN(ygGjJmRSbx)CrP&7ldxaKWG-|8JYhX9T4#0A?
zlDho1w1XP>gRNnc;w!eu32O^Xo1EC))a;a$)T9)(Yzfn?s0U^eK@oRV)~|FbwG2`6
zg<+vKzwd2g4rhojUEBhrWXvf&j}Hpnp*RIdgj5{8<}@N>|8j(JEt8^cn}uZ>w3_p?
zFYA^kjWJwOp>mb+(N9f(^K?%6XS>tv{wL59JJ!Yiis{t-9-jnuI>1-Ck6LS08-7@{
zNeU+QNf{eccs(9}J%&69y+@XRwqFsyr}bW6o&X@fCl~oPxC1_S^!Dbb)5<l%1`nKD
zc+f3DYdXc4;_BaE>aT>p4U31E@rNW)OQ`hR>t}Awfjs8~6}%i$1Vkx;lmpGIYK+7p
zx~G3AoVG?~Yrxf>fn>T~L5e)4%{Ry)O5D0>+}bx`ON?&(9#Z6q>ZxcA!Kj_)K{LMs
z5S|?VKNi6YH~t1HBOU<=)a?F11LL(2R5l}8gS>z?=yK<6OZHPdQ;AlsL{WLXZ7FSP
zsDx7wSj9WUn=ZT}j%tovX@_EDKWZcV=cP!MD2SL`*{;}V#_+V0n!WsQ$;Yc_rrbH{
z84F27$lc}f+5=voa@<E8J5@B_j+|M>+Vw-wf-`!kQ()9Y-TfYwR(kqC2;bP328Fd*
z7H>|ZpSVdJ685EuMYW=0DCiLlwJZ}s+KxzzIDYVv2@TO#!vV*{GSfL=GOWyj9vxi2
zT=;JDPi=a6meeVP%#*)C*mC|9(sIj+g-R0OBswc)R_nc31-ifUdTLF79ehK@+sU)$
zliA9^IV^D-H4&mU3&HtO4$j<N#;WA0;oD`rNh`xK2mAh=S2n8NHf%ZIn4XIpmE;Ik
zN&4;nBU*O)Yh9klV7;+vy+aI)_FC!I`gDsI*%()Qqs<90s(iO?7)y>AegnmCFuZRM
z^KK@F?N=SkQL{-g|Gb!*9&L8%;>C}u4f-oW2~yr6G6D+2*PEXae;<ciKD2RnA^KSP
zSF4H`5lO2n>*yX-X(|=SPL}2aDMcN>hFpu#6j8bRB`JFMxTMcN#e^9w#lB!`hAYJ`
z3H{W@lG`lt!QzMLM;WTIOJuU9kF=ai2e2P#?;U2+HY<?LEB<Sq&A2P{<&D$4$v~dJ
zgdKD|UvVD)Uo3dYbb>t+NL|N#J#E}BNN|1ww$*4dkY<nXKLC4|MiB(gKO`|~v)Z<N
zF=$H8T=yXI{hcXPlTC{O$+L_=zikR}f*04Qz9w0bf=Pr#Bb7p8WiaV^U}@Cic>MMj
z#B{sybZC+=a*2j(nQGDpdN6yR+ftlD3cF-28MvlciA-%u(rfo<u!wWXYe|1fe$eL#
zt&+xwGN+BS%~d1HFBPU@IyxQ{bJ%%cfAmzk!d8PvTSVG%BgO%D1@RhVn#pXFJI#rN
z1(F$+`jeZ+)rNgP6|Pk+Sd}0M0K?Js!4FZLRpc1X2VnJ`Nrd3$&?p%fw!`GxV5kp^
zy?8ntn<M9ia=yW&2$1H((6?m3V!l#=bOtQzhVi6vV~<2{xHdWQu~t!U+-YGw7xZT=
z!({$`EWejSFw&HQIQ5Fa+0=<l#;`EP6kx#Qnh!_GW$J^JZ{rJt^I8*D1=2%aFmUOY
z$*VSXgiS~K9D`%k@Qo52Mg9X3P*uc<$=K$kXofEIz}7>TnKK*B#>QY%N8n_sf{m<<
zaoa^g;*gT!`xHY%YT#yvOthg#zIST$<gk+?@D4o?SXR~@{4`DohsW+S2B{g_Yvc~u
z?e#BAn+_=rM))m3sK4}ca2Q`gv9QwS^%_bH6a&Kt#h5zmIk<VWInBugju0G)K`f5A
zN9cs+CfHShC3<TXTLf842q-v?um=l24aUr?Hp2E;R8tlfhDYrS1Z1V95ZGQJ)>?x;
z^jkV=w`)CW+#oo&sFdpu+NJ0k*XM9racAh<QBhYNX<QpMX9W5lh)X~Q8?LXz2VQYh
zUFw`&OBAYD`uqfXX=s_CoV3m&$Ts~oc3tD2wm|FGO@rti^&8khh71#dO_fqHAR-Cm
zzo#K$^+^*$VXgF7$X=K6**jHlk5#E$_A0T!zM2;81{-`}gV@M#+o$$R(&M*3zSNZn
zvGu&yN?!%26a}g_=SQSekY?pK=Rbx8$p9lAboB`sXz8gEH7rJLN%COuq9qbBBIO7{
znxaYi;*bYAIb<xO!e0;71pCV&<u(MSC&5{pQB~4X;5kfeVlCPhREkGs12>ZsEhaR8
z1gG?Jg;a(Q(HBz-;~p&WKq5j&XHE^vhQ31c>)WZ&FlA6oe)XjPG*haJBq2Yn0;2$q
z+#*O=r9OX3q3xGe-;0?BQ|6`p)pU*Fx{^u~=FKkFinT%vlD?nE4BeBKwzVO#lDNQc
zjFS$>vgjzGJjxDNJ~dH7{8sn^(GO6jPLQayb{I?!!c#Jy!07w?bdVRGV}v#@nKD12
zD6Obeb2wQmngAV+7{c;{CCU^RUFEAZrGhp|P)6t}K`#M}DUD1-V$MG)*qc6D7oMcR
zC+0e3CkY~XSEPR!?y~(8TUte7J5nVc1mdRyMglI8@+pO^g~oB!RS}Bd?Pg*2ddLZV
zys(rj!V{|i^24{oXSl;dole2evYCo~wiG9j*j<dB>^}OBD#f2L%frc^kQ3ywmz9`@
zBmeo?J?By=n+Y~(7pPSZ%<3Z6McU9u?{tJjczobF4Aoi=QOoL+#Mn%#_WlpCJ_}7?
z_#W>|B4RqG<*h4$@u%7)zdY@Kei)T`8`F7%VRDOd%yAit!?VIi#R|j}AQYQ7KI2di
zhyEPB&V3DLNK~b1%`6z%&Og)`wOFgu;v<C>rWWF10ctl<?r{lOa7oF2ZV7$&l4xHI
z9fBs>(Bj`VD=@#o+e&O}<$eOxg%_EmaH-l>$Lmo?HDmbcsh!4uI(^-ND2g6ah8*M$
zWfRDOB0Ek^OY6W+6BEXGD)!n;4T}iF67=kjUnh3($`nd8l%N<F!Hoe9xSAL_zM}kL
zoZ5r|>`#6|XyT3&KXB`eRfd~sFA<|klwzM5ukM^2r3SD+3@a1TXo>Y+7EI&VjZs(9
z<veuGIi6rRDN)bibkiTurUeO>Y~o@6;0Xt1_0X3lFo0jBpgO22S732?$vML9KBJc=
zI9vw&UfRwfYzz{Xtsv2kQYB#6q~)z#5~fuXR{K%Sz<%UuiF`}}eq)LvEV6-f5RZvK
z7gFa~GJ)@23}=K#S6~w<lN3uv3tI+J{Kxmzf>iW{vhhiRR#$rNpJ;_VIA@J0PyE=Z
zbwXU|TX**qvqzCs5mvVb18Nu)c6s9DDzfZS-QXVQZ3L%LT0R6DcVxCC8WIyI&Ay<R
zsc%FJbo;FvlLB!<^P;}bl=_IsM7geZO3epMSpD~tw#lfrhz#U+gxLK7F86*=+u5PQ
zZtId{=h{A`pPik@--JExx2CGob^<-UT~l;}QkbDb3|tq87rC!ifi+un?3JMBm8a}*
zDpy=-7fPUyYzCAs4yR3{&@d4ok+SE3vU(z#>>HGyz_N;0sV6CPAj+MeG6mhdcU)+5
zOks3~sUq107Ln^$@gD3hP$S4mI5Hb#-2CIsF2h-?L7_rQW$UtC_VG7OTm)8nsHM1C
zhj5``oFYx=6TH<73|^3*6#|+7T+{DJwQrJf6qYKn{>J&iQ``zM)xYuOX+i9MMBq5K
z9yLb%&G7j0`|4e=zX#&-jfsZLf>k2M>YxrpWXK4lnzIG&TWv}I!P=K69u8#rX>KwF
zb<bf3m4T2<=laX)`sDol!29mADxVvM_Z<^DIyzcSPE@i<jJf~)cLE{(lXk?+u{G3i
zVl`{QArC~r(XCY+bpx)GhX)lRq$*-_;&L<8a}$JBMoOB)$REy!%;cs;?qO0Mjfd@M
zx?S+bVU^`Fv!p(VyVTGlD>so25gVIQggeMuwo~Ln#M;S}u05a~Baa*9h8VX{N?>)p
z5&uIsDwT3g&GQAvEsaTOQ<v=2{KsAD1u0<{S>O_)I`c0#*5yU^8BY4lp_U77fEiFA
zKhKvYN7bd&j;Lc(6=Uc}!jfsEkQB`nDIrl4r@^x8XSPw1z^}8(iRr4nL!X3Go`g(L
z-s6*-xRMR<4xQNLiT_;K{ww+&qhy;mAQ$x{@r03~<#(A6{0Sc1g9rtB@I~X;lt*xE
z?rw_73*<KzMS5<VU4(L5tO~E9WA@*SIckiLa4OrFpey401Wsf)(#ah88Y1C~dFAy4
zaYW%^We5LHC`nN<ibZJMxu$(|=`12Tza|SHr5tg%@;ig*Gj~QK`C5w<H@R(MM?{xA
zkt&<iD%#-=4ye9^BCJ8@Uopi-$tv~Dt7p1X_>#?eM2j0Tg<6Gl9bnb5uXWJ-<q|D<
zMD%l_EOST;P=_u!SB7DY%&@3dqy-E_?#x&yQ5-68=&1yK{*&U-l#~^XYP{m(cE>=6
zTTVjPAd#Jw{t8Ys_N&GapCh_%l>XUCmh4(XYr-JFD$<3!sOY^a5F|<HD4rlkHN3{p
z+srAWZyK=$iPl?`)R1N_u8hbEu6ZV6lvHv8snuuwGF6=bcTYSwnq$n$n?TsusZ2pG
zV6zuKj0bYY@?VO6p|zcJUL~Ql?R)GBV99>`+_4)rBl?s**B>WNKrq8GanrqUGqpM@
zJ~kHped*I5Nr+EOOob6z?e*XUY=C{l+(QAzhl)Oz@$Z|j&4B4Blo!wl+<V_B9L7+D
zP#o>^gnRwAEEt=t?<GQm#Y`6pPgEGo;!DWXw8|dHRj1+}=Z{5MQS9E8GTwhXKe^VF
zA+Bp^GeY7Nh}xWPPNEwU=$)c~lL(D&O_XgSk}JiGMWusVU^*rqCW%NBS5m;j5m~@o
zYU(^AP5)5&aDBTZwhB*BNM;fUOGhQPgtTFOn%BNDRdGhH9+N^FWr$O^14HlU03$CP
zTzD%$kEtyYiELN%i7_A{ld1xO_@sj<riNt=eT+_P5xdJ5MzI}z*eC;6r`H<?mxdwi
z5{{S1YNt=rmlKV?S=@LB&x>y=dI8tn<^E$9K|0=i-I{9nf!LI!YX4b<?MXBo&zV<i
zqm2DNe6a6J#W)hQF@$Q0nVbl<JY=`3ho%LTKy)J?pJqsIAclvVS6<G1!rC@PLNUcH
zTpCIJpT8mtS~q#hVBF6wHFkUhar53oN?fp!2FC9Q({ovA2$O<zs$~0=pW09iVqodC
zENstm2_D8aCGU`4Xq>640hfexo2Zg{Y&}|Pgnw@D<Sy^u+VDzAI*YIw$tlp58K}eG
zBt;Gj1-5|Eb9yvl9|q*_NI*$``1^yGQL0T-Z0xlcMVPcVMYN#JMzj0vbs!$&A~$)m
zr3j4%0eSLr=#m3}S@W-uuTfiA__Z<xviZHDPgW;3<{kJJ^0cB01|aSK<Lj-Xs_vdY
zUIdg9q@=sMTUxriySovP?(S~s?hufW2I-O#>5!0;uDj3k{oS?hU)Qx*7M$}rJ7&+!
zo_W9il77GwYe+Ver5*3=|AH^t=BHPZm=;FRC=j#r1Lt*WqDknR7UUj05h-l~UWMr^
zQhHiF*PvzuFKMz;vGQ929TRf5&@uRhAx93Qd*9-Zmk7l-7;179ywNQ37w<8~)XsU8
zR}B4;T)S^G$-VTaXfe{Lh2w%iTPe8px!j-1zk0Ca8Ux*I%b+>6&j0DCj5CYR0McvK
z>bO1$Cv+<U6b61k6bIH{p4N$t1nHk1bz^*<#>~cd4@AOKx&ze8qwP0S?NSdD-G%I9
z@y1qW-M;b^&q-g8GTx%|I<$QuEU8w`!6|!bKZ%jYv^uc+PK-LRl7$cgZ8gefVu#t~
zFJw1rWQhd(>(vk&-5+6mc?(2oMpBPA2soxO)m9>z?D1dt;A-4o#hsYcuEn5R7hp!A
zVsm9_TNKu0$J8H;bqzRiNmtvVL?7+V9omW!DQxlI;>+j`v0S0{U2nJHMM3wLzgzs2
zaDph^5<~EILsN$12Uluw$f06Uwl9vT@t8v(A<gunpCFQW+U1J>RJU@np`+nw=<Iv3
z>Y7fg*V87KT06vLwMF^iC-90mXrCY5^-9tz{$-lE(tW(Pn6!O|`U$Ur4E<Bnz;A4c
z$er0{D@3%xzFF)|wTt;NS{=Sej?ktIjewSRbZf(e`#5o&SHYr#d!5q`KQzeCX9;{1
z(t10fu8t|oV`mK`8W=khqTX95*U35=ac|DT`Xx%li&x<A@s5QnH8wMhC@I7lr|L5-
zQ)$mHfA~vXB*TzvI!hGjs{pq=r0#}KC-0I_m{Pc`Nu_lxNn6s}!a~ROz5zAJ@9<Ct
z{_A-CE;<J#bnBbYw^62BA@3z92=nWurQZLl?^n_gW#Xeqesc@6^CS<?IS>?wgM68V
zi&KAwul!F2r9G)g8NZ}^Yyb`Yk6&)is))#ZQ(1x}mj|mMcVdHcXc&!%xERehx~X*4
za`WJbwC^CQbw-fEONBi!4pc-eTz-RG8>rHnAcwzzre+5xttwnWGR(==NWwh2V-_8E
z{bpwdWge3T84WRzjMQI<aIq&Y)c;&l@}lxHD2knA&36LP(F^GRn}oC?V({jX7wR!x
z77;&15PtZyar58>)JaAf&BsudCfDvMN@`w$*$oPR{pwGcQLq}N%W;a?IbgA8Jh93O
znW82iRpNSIFIzk$VRdvMMgmHUqO4h16U`=bm<Wc&+e~C8$Z++d`!?XOPlud__0azy
zM~u_REEN|niG5p9E@U0>8go9(ZotD6PAtcHLk<JOARH`*#f{eg*Ggn|Vf0>Y*36V#
zFL0Z$4L*d7z0IBaB;H=sKE{|)H>BMQbI7$A2GQc}$`whsfHlSP(1oNkJEdA#gzk^R
z_a3HihCN&LhGpgVS*d%%k5r2|+|wEgnI7aqBcD7>95|#DjxEC9n`>Xf=l1$>Y3?=B
z6OcMmNrku-ruu4KlVokra#G7YC4F+!46hd9SeI@58W-q>rXH72Pj6P^(0EAJk?NOq
zNO!F3P(OFWugMy;E0jNRzuUa<2lE&@JBhqg<B;68)p&_~U?sbL6&r2jSlmuuR@<SZ
zi&}=p6ulBtnFD9+Lz^k@_34fAn?vi`Cfp=gUvUv^X*M)mN>o!bis+?=^p5&3B?=of
zu@r={yEZXxW;6LMv?((42oWA08yF|IKg87*NeL#E$E}YKYTyRHWB;X|Q6nRWpAphA
zD%2Vnv8W&)PkMvB%5^YY*gz@zJ#G&Da{EV6(9TDs!<|cE+BkKTB3p6M6I`nK5;J;6
z*iezBiJ}ybk0eO)bn&!CSK9vu3eAc|KDEU%;IUf~x8VFVODe&9jhqr7lS`A}f``!h
z74=^_!Y*<njA^li3oIGagfTI2Air17H+b6;uYP<gPJw2u!uND96!vBNQGZZSD_*8W
zw{6i!qfbdz#k}2V``eYGu98~VV3Qyn>JF%(jIMdC`;ra2s;PY_CuG=?t@h8*TW5-S
zovs?y!ou}S(PL4Mt^}RD=)d~L-A0P!Rax|<)_%}_4qCZeY$`J4!hi^mtnAqFZoPS?
zouDME`j<S3FgONi_vuEd5`UwJ(mf5I$|&6y>>j<y1rGVJu<*<ej!d=I!KHE<9|Q(m
z4?38hf`i>SzJB>j5YkKG;tSu-8dNfZi6p+26g0~nn36r7>O}aOoPfMWDrADf{exdH
zo>X$$KI!Zmv_Y}M<L}zb0d;2|E_6S>-FG0n8XyWQcK%*y@(DcxYXs!TT)R^2bFb;Y
zMb^cz{JTZ*=|$37;w7%>63*p7iEod2Cp%&j8ps;V>VZ(nJkD?X&e)&mci|;Q(MX$v
zlfGi+B8p=;YjWePl*$Ro4+|pB;Bn`saea4W4ABBdy99TM9B$6|nY2_VL>8Kb^9MZv
zV{MDX<e}3P>)EJ-E5c({lY?(xNgvc&nK~neP3a>;jkS$4b~ByXn6DbWtK&=En0p(X
zceJ3`XFujD{joXzzPKj#Ls~hVNSF$7kgZ(~#>GM?%}f>Z6{aqk-&2)SAxcpy;?t@G
zF3J(ZXu6eiQS*v-V)B#LmA%-<H=hdeH`S!d<O^q@L|7FlO;ynZQ{D(w{6&)DkVsrz
zLEWZPu|XZRRK=T`(;_Y)IBV#s?UNWQbhnCWreg`7(7UxGKI~>id?iB1Y$`1nWhy<J
z3LSV%)5o}tR7sKb!K&O*6bUne`#y37-8^4zw8i-Xxx7uwFFlaa7ZzU~y3TeWqGg7K
zMTW9w)2`X7&F%FXvG;yrXCWjq&pD73X}OyO!4T<JTRS`cFI|U`TTW|RV*4(1SJ6&B
zA{?tjY<7CXzU?mqW?hAUd^s{St~(A%IOH#<_eo&0syFCR0v&Q|dFiA&^~kLo`|1+P
z(&Z|CRwY3Ve{Qdia=q=)5`}lt$IOq@T85$bcA`K4S#5eN#Bdh6H>r2#J9b38sUJt!
z8ifKn>xj+u`VBluFMd-;aAP)LGf6D}LobQ06QwZWK{kF|4lm!=q^Py~V$U;z;oY%p
z+|r;Yjn=$^8+Y_iQ||HMk!F-lK;y&cIm3sqg2Mz|i7^fNCM1f3xxw}fR3_Ou%tOk>
zudd$&=iC$^Et5MIv~2A2Ge)Et4n;=}HpBW$x;iI#?ZIlarKVCyP54tYuP_zgpE393
zYL-#lyVA}!_!-#M_D|!t71|Q*58}^IzP5LR8%6G+P8e&XKr240TtrVWa^M&klnKM0
z_4^d_(ObK$qzJ}(5^=tFU+dE|4Mt;r0L9E~cTA)b+*2xr>-*rP*##UMfs#^%K1GL+
z(gm7Kf^Hdv_9}cv?Skgobcs>QrC*~}L2Qi{M%?p7+=c=3l|{%Wl<V1j3Bd=*g2h%s
z-FvV<xA3PaQaADh?fUyLu^OIZ>;K&F6j=OPzz)D7sftt8X@=ixW-<Jv_3H**P+tOX
zC2%u(v)dMVD1hWVdu?3%SW>gG&EZ276t6(kpK>j2jF(Q9z-zwh4u$cksFq@U=^rM7
z4S`CXNG*C4G?vq~-S8#fvU~LvH=q6Jy{Y@GuJ~%k%=#_`hVSgaH6x7@W+>=Z1?|hV
z!B`k>1mQgo-+D|zZB&`38}r;Wim9m+=0u)_ZTcb4WOa#(#j`>iv~f?hNW`e$;nuE>
zmM8%YK`B@2EXT=+ZZl#agLGRf`z2Dyi5w!Gdar$XzkOvse;P%iD&x-XCA{5AlzyJD
zF|7Tn&X0Zlu(gH2r0nkt-cDFuQH^zQjAWaC?RU{%WN#OdRnz)$5}}^|y{=Z07~SJI
zj6#_2z(VgO@NE}q9fTXje?47SII0!Ko>V5XJbvIKf|#3%1k<@R*Bgf2D3{Ttb%pC-
z^+Q?t%ZJ7!qXR4z8*X#m64sTF27B_{&uNzEt_O(}G7W6@Xu$?vxbi9)AFvom(PE8O
zxJqPR@8u}Ur5e3NbHL-%6G$L(Z$(S~nN+O*j%%*hvMgYcNJLchdrfQ=-ynRACtk@V
z=x0QHpq$Xh;8kq`%v*Zi>Q-^BHF|^-qF_zK7_Z-YdaDJGN7UAivKzlR-o0cqi)4+=
zbo#+H4~(|_OlFk{$zC<02)6n&;GY<4s9ApN=JJOlwuHa?YKk-kYA=Yg4UIVF-9|HG
z?*eCY!P<xfqHg?V^PN%=wE2<ih-om%_Y(s#ZP_o#_I<hK;k#ASYQ(eAM~PX%BY`+e
zSQ-znX;S%PP*id7#3_*4Fuo;Vd602AexFE5)a|F}u%AZ9M5mXwyc|Eu3icP_{#N@d
zu<6`u78A#b(%~-;?{4JeC(v(;$rJa{)|TG?dEeh}+CBu8nlj}k!ue%7rQ9a2(f-@d
zaZ4_+0{B*buQoZC`;jb|s=ppV5Qpl^WuW5qVlmStQG4$?@p_~JEk}mj#ptc+)oyv_
z+axs!rdXq9Ly6+fP&dE#y?eemt{Se!X6)aF`!Y-^&Cn=K@3p$gq)yM^-G7oGNK;Wr
z&Pc+FSkel93oP$?Xa3jV)4~HTgA7L%<qqYW9&ZQo!yv2`c0Pd)vDHw`#+rmJ>N^g`
zXLyk^F+Wdg*;&)KQEaPECk!;{+L#I(H{#2Q7s_bvo!yp1jTFXe*(3<BYGYNu2Fz58
zG`9th)JiJjVUxs*i=b;2z&1>3XfU3U#!s40T@&)#e&Bd}BF;V*6IK{wapP<b-#oy7
zA0?=xJ1M!!8)Uab!)zF7rnTeBn=^QsV269sKG7y3q%tVXkRL2ihCIm95EdPg5I46L
zkTYIXj7-rKp}{nx#IVi9rR;ZAGcp8wu_3slhA@X2fD#piW+ysv^U)^dzQH&MKX1U=
zYEXKfe9L|06*iiE0ly`}b8LKpz&%WeP>9w}f6@_}{DhRqw5;{7J*po_-=ueC4+=hy
z>?Y>2-SZ=8yEv=jj$dD*KBGpNZpX!LuW->#+kZ;3iFekX57!+>FL&f^m^!3~1y#(i
zMd5t}iNQrgnKzAO2*cPxheCx~pZgklUVSJkC-RO`kXh@G4%OB8$?H|^vEh6%O!eLd
zhF?;c+lOOkC(EJgJvrYGWHFn0{Jh_~_P*C@Xun+zKR+QDJP%~+epjpWW42+9zhgoK
zRIjnxpFJjf@tMK#zFM8f`t>>aFBUe{p)x)0zgpHj$2bh;pJ*+ubN8iVOQ~y9`AqU>
zLbdV_Ib8q7VGqBf(jTHX5BticxL{IUh=~#2|1$5S!rc3+%Z1Lg+u&>8S?|H#H8a@x
z*?>EWVS9Wwi)Ukw#TS9i)seiUwnX;_Nj9#Yp+MsfnF?)=lfWkq1xb>=E#K@V?4K3$
zgXP48rs7XNb``kEB$cedg@{V+)oMijHTqhFDVs7;%4pamqE%u?j))uUjs8cM!Lev;
z8$rgetU;@&BDC2%s@8Jas0UU+5`>`QRR`9l7FE0c2WhuYB<5^V?_n;tY-!WRc2u`%
zYUDxjCg?!5gJaAWAzX>pSdN-o33l#Hg&&104YYedo%F=x0+V`IB{D-j*1JPD;*Mq&
z0gaA=p6Zerbpq#)s<#g{9J;F`)z=&Mb35elEHt=m$4g)pk}p-sy=`1(C{QZ@>2W7l
zoYiGep_X8NmjEp`$00X2uzyJ!^1ZRTA2FdKYfKJh8TpJRTZT}^n~z|jR3*u&!L(+i
zhSF!Xb#o}2ru38QUju2D-=RA=8L`;t6GEacx)=rD;akxMta$P#FX~u2E;w%0quSZX
z5`;tW|4f=kU?EvOy>eqqF|}rM$hkyv&aoo;`YkqW@3Y$)<>v9g#Mh0mBG@B*7Eq@{
z_a5(Uu*5|C9BcmXdDy7GACoC-5v1%G?w6XMw8e&P95UvDL&~ofGh&@sgqaKrak3>V
zsxaD<Bxqv_QdFcYPy~cxRA|}Iu8hreBk_W`YLF=jhU<gdu8ec);|uk^&~gVYEXQG>
zkhe3%9hqcN0nseuRg$qb<Vfk*DQ7gfMW(7mHz=~5VH&#RXU;|6W#;SfhtoGfZJRV=
zCL@2|%5+E6*tVTZ{PJW^p{J>MoAE|PmR>?1qtAU>;`+<gDU|r@VbNQ1oHcqU7&MAu
z3748tgAh>?0=UuK+4Jd!#E|F#;zFCsscMF?mVJMh&PkC~;+&(L_NH~*$;Iw#&fh?F
zZVog@bcDMog`kG?8;6C3o!$8WfiZ1rcT!l;W&mymIq+)S*>ZlS*rct?y(f`Wg_B!!
zmz$#?Kq1z^sJNGnqkQ<fBDBUaG5SsquBio18vdgFZBbw}!tD`4*RO3c8j<Qr*@`hC
zk<YT23yl$moMLT%-*CMgr{^f9Z6=Hw7$)grhs+GW{&vEV=*0-DNpYJiRsX|A+$3YT
z^_}z6>vYx*|CH=H!~W==RhevUvBdX>kA7zlPC>77Xzf3*&BLZ`qmIO>vb@E*qaT>`
z=2R#~-qa$nLBtRRI&wJp_#aiN>r#*E`jO{NNdrwu5U`h98{n>0;Fqm}X?LD*e_gW_
zeuSBj$R1Hz{7P&)gI>IcRh%9gXs^iiFRPU$gSA4VN9cPGC2X4YR`#yn*sR%<>|!hR
zD#fs=)a%#wP7&~5I#BxFw{4<2_!15jCX5AF8@V&&%@d6yjv$J@3vfyx`1V-~Q@nzc
z;KMwbS!Mgzd!I1T0@YI5{2GW81Rp92g!G8~ADvYyFoDD$MW)<jgbg}_L1%{1*|?II
zy1ICpIj9ULJ-R8c1d6JlloRytR>KfJqjtG-FlVAd>o2mt-Hz~gt%ioRu(mzo%Q!*8
zX}z99jZd5~D}6iJi_%QS*p@+cW017UOm<T*LX#(|k$lYSkKiZG;xUIJv4F7Rz}jAZ
ziC!pxeffmFSa^zxnf2!G%8Hp=uPMx}r#I=2aVNCbQ~~B|Ru|2)`AB1s-U+wCmFDP$
z+0>~FT1kQ!l8lrB^n>}PGfyQnMf#Ysp`j42lM*NGD=9ir=*82I&CEvpoUf4OIl_ZN
zTyaz6KC5KIhmKDEk%*E&Xm>c-|F1RtU4^#B>5ScT%`%^aMukmrRH57(V=*#J3<S)@
z-ioSW^;DsMmL65ZSjkzhNPL(zeVpFCC8!{B<x)KwXQhb>`mdox$clt098|wbiun2p
zEE@U?fP~Ey$cgVlBrMM#p5}-o7TxcT!0jTtM1Y#S=AF-T0zHemx^0#u&{x~PB>bt#
zst%LM=S84^Kf@6#THrLW@5B!cs`HO&(X5jwl*jiI&|qO+vHkh?Pot|g^!<qlgCBeB
z#S`W|a{=u=f4m;*kX^atEc-z6rKg)2Qlw>A+jZ%f*3Ei63k%P9mF9$La^`kNNwjq;
zo>Z9X{BUq5&rikR9)tqyjO>+B;r_<a$#~9QF5C+O6^i*yfi}j8jIIx8m$jm<?~ecY
zfsWu>fq1yzN9hyNwcpF=GIlSDh2cY4(cL*k3Z&5gU6Gc;uh~3LCd!pd9<5j250qwd
zgbI_OX1x(4B-o!8SdO1ngoCr0P)9EASmGgS`qLf)GP2OpNo_#u4f1vSL$kZ@$nfP}
zTV9L0s`{ZpiPQAz`kILU?re7hYS`IHAA7Yme&j1Vr-`ji^lE?ZOE1AO+y{vT9~Xv^
zMt*yjB#KC&Sw(@)TRxqvhflo}xZIAuS65o^D~L4lQqpNleVL7Y)<33KOK&Kr#B_EP
z>uYwUjFq!E<SLQ2U~m6VY-Oq4BSn3z14oJ)w`Rv`9_DQbR#RbfaM-!Nl>F5fx!PIE
zVKMo47*nwc=i(9X;WFUe=C&?fIlSurCl05#C{P?<vGVylOU&qX&m<=Gg~;EvdGWpi
z9zCN$yVa>ZjBJ}{K3twS*YE5GoIUEkJmGAcpXIhd_t*{$@vX3Zs$c2$&BF}GNrGwa
zAykX~!<XlzerF0iDfcAa*{A%G1Vd8TR(lMTa9dtl^`=4MA#&k!m{(?oc-GEvcj4)5
zXl~jKCTOnJf(D+~v<^D1xJX5KSCgT|vP|4uKexH{^L+fMH4QspM;n&X@X5&}>&?RB
z!am8^2wYrK&xCty{pgl%iZ0xEv%QoXt<?IGX1A{rQnY<(4S#bm5xnpsgrk})UX``4
z#v$L|SeiY7(kaoTiaeB28K`-BWe06_*k`)eo>LyWG`|0A6rEJb!Y+>?oixpHQXV8Q
zDL$D~a-kizekw#CB6&5a-)J^!tf?lL9}l!Ot+U`V_E0=x=p-9eYW)0*nfGV-{=5_C
z>>CH$f-UOp=2pmF!QQ8jqP>~S4MG|ewy9pOs@U}3U|-H33?wA%3uOWpTfYkTZbZ6&
z&}woa+6;)VHdS^ZQ2Qt`1DeA~U0hOp=3FRf;|b%9$F-wo8epl>$yqMQ$X15xH_J%T
zgh~rPNYZ6g;qBY0y&h3RZo(_@Xfu8A5q#U9aqTc(?ZT40+?-Y!=0wI3P-)@Z_N3XO
zKGrySaPWg2;gl|y9LR3=cgF+@2beT?PA_cP$?5kJNe|4=AJmd_MibDhYBn?>v>)EU
zy(bCeYW^khW6*hp9Dxh-;;m&A12VG9ToU~sYg^09IA5()Oy(t1OxZW-21_5wh=$zt
zTd{`_QodjF!anhx3ny%jv&a;}kaJ*DwqtO15f_w?#6`~3C(I;5XDL$=SbwnI!&r2$
zsH)0#55f`!Mc5@O)+?3^&+L+gf#d%i37NR9sHpFk%Oy<Y->WqVlx3A}LOKjR(X=EZ
zfL;z7$_<+u^)(QUWcMH(MN*5^t1!|2X*?mX>idq`Ce@3jG)t-yy4I#6Xf*Zqm~;@D
z;ypFTI}a0#*iG?)U<|pPA*b!46kUfe?8VC1x?)s@eXWFitA~l^2%GRp5@@PCu==@4
zW=%A|gJ88<<w<Y`7C!RWS0%(ilc4HAY0o&paVak@eO5_ktjZEqRh_HuQ=MzJzG*((
z=0lJ5<|1WX2yrjw{kVYeET$KnIdw4qq)2GWi9Q3wZ)XmiiEs4213|9&vxg^4#L)hG
z*;18Q7d|}d`x%wo?{VgAnVD58H5Phnr=%aFLW42>_A;V;8G~NKCNW$ZYioqpz6QEv
zy<g(5)A%|*;28?W38$HHnM-6~S5rGKmv_inGK6h+_-C{YnBi1T2g3`%O0~u5+a~(Z
z*_}$d2vi9MlKWD{{p@)S7p9YMg<OoM&pB7kb?M`#U#3zqU&#f!V>i!XBjC=$)vbX%
zmC2@ZZa^8IUi`e8v#{R~X`C~E^5{5CerEFK`1uqMU+tD;>?EbKU!eLuOZN{0l|nRa
zm$KM89Rsm6iXl2LyG^oGQdQb%R7AAtf6MxKsxBe{$u_ee&`TAn7hdWR*ZKvpRps+l
zUvF%RnpocJRX*@3BPEi1{j4;tqsq;zwppp;0P3@>$UW=+Vl!Oor9+dN_Pdf>0oApS
zRp&S1Tb@+OnN-!8^i%zN9q{3W{-p2Q<Jy=9gza#PRFmIXI>Zl@{$r6Xl>Zl}h#D7e
zeGNx-#7{()b0ueDBW7^bBT2VZdjECf9hxGXH&vxzdL~sV#%LmwMjTb-Ptzp!2kC2`
z5}-o*cy}3JJ|LA^u_EEV#glVyxS(gZ3KV6BhK5i&L<N3Jdsw({R<gJKQ1c(}WnqA$
zZ^iWAwxP3$*wlODk#?q|orJ@P?GzGiBBKRwhFciLr)_$+D}5z5#aw<LQMuh>$i(hK
z0UXB#TmLrxyv)%&>id=Pw<$bJ?380{K>bgc#7Q*%MP>+tglG;d8%a)WP1D_~t1t`M
z=`3V*^$In*w<suVf`SIoUHP#U%BsVCYNRGO67v0(d<s?Df;g?_1$5{&B0`7>tz%}<
zyQ3}?stJ^lv42R@7F!xUJadGV$|%uG_}n$d4)gzz7P50D6d@nw(fL%$FQJ&DXYuwD
zOEb-!D+&Cx8-@?>&wJUXf#|q%#O)1MD0~ke^T|WjP6G<GMYXkY*VmtbCU!OSju?;H
zd+~}pUJDJ}yp`B<Bj{?IphOBS97nS+Ih2N3f9X{yA_GmZUftTKM%k-kVMXie(q>ys
zbZRp4cv7)9?f7vz?n&i?iB~L9sd)0`NQEs83(BuPQWJ<@9#021qe67XUbWi@sPWq-
zHX?)Mxipn14};Oz7_kzOVq`!Z0fwML^{dd&Q89QC4m_Zt`N}_o!16<Qu<}ABrgkAE
z4k_yNGAkdK_M76*1V&E-B-q@a8r%INhC1LI8D=n}7YUjMP0lme9~I$L<&z~V(cnpK
zpv@}xJj&Vl*fIFx%dVGuuZ7s(9T>GMSjq;SWd;G^p}6crq|Y3id5sK<Ni9G#0zEQ8
zp-l01jDEnZ;`3@NZTeVKtzCR4U%lA;ei<#gv7tp!qj3;O`_>Dv%XA6Bhkb7*BzUdU
zuRKrN{!aaJd0CiKWS(Q9=;s@YJ$(WNqsik4UUtoW&x))Oi?HA+s`*K*O~29&$RL#R
zy&{%I-&Ct)2EC^g=#kp=|A^wRmBp1Y-Snw*6^g7^nj^Q3cDXCns5zyRob=L5okAoG
zGg8zn_Rnx$sgv8MET!RYZw)CJtO$MYyS9)(^6J=*%$n-=S&ngU4GGsEFS@wn?=?Cr
z_d!?hnUzD{GfKW3S31Htfywl;Q<Tc#fyhMvQo}zZaO{2~H$_|?7C>}rMixQ>lqeO-
zED6^O`lPB5tQJyj2g-^NGj-D$_P=_2G_bQzn)ZKdZ*(W>A7!XTJ@9)kpN8<@6On#n
zNS7K{E`OFOtUjGtDlM2#jTKGU5MOn_YNNhtV_)&n+5jw6j0UTW_LoW^C~N}E*08fG
zazB3_wqe??j$~T}fwkIVL3vgKhz1TQ*jD$|U1j70pgP$8AZ21#l?kA4H~4;QYk%Mu
zz4dff6w+k)W4w6FBjA1oFH%!!+fs9unFpgHzUc1KPSD6e>~1iihCJZQ`|zw3<hr-D
zDW>pG9plfuZ{9IYohvw9KNE1PUw-7&`J+V@P=V}Qiby)vs30X4$1v91+B%uF?Lu?;
zL(aRil;&0~HPR*07K^dC0^RIs(vQf`8VQ^ESVF^WHkGYr24}&~uaQBO26Hll%2YCl
zLfVWC7n~cc`VW=wO4R5!Zyw?gJk>4s4hfhS#QK7Fp}hz`0KNndQ)w1MTp6;JySpGK
z@wQau0}(Cg8l9bGvrS$27)qvi75Lq3AyJHEM65x|mtvqQZK8~q$atc!-HnUlV5&Is
z0S2~o2mRJZ@Z#=KJ9Sgfz8n)JJidZSvxPx{(`my=w7dhp;*BYR{L<NGhPKy+R28Ks
z0TDo45MZmnGSSwUi1g!Ue(tSo%!9X}zu<0>IZl*IiF2}!7Q>k|7ZK*zD66W-``JNL
zd(_CCT3A-wt${!0t`AaKyDoRdnnZ%iYNtTgRyKZlUX@YKDr*m|1wG?1JS(%xl`P}1
zxbFIa2mkM2X54?ftb+b_o0XHWnR{5;!eV|}&4T`c@EvSJC^$>=ehs;!)sk4M(dbf5
zY_j}~fsUN9`d2NZluYp_<6~TvX#0xpwiIkcW#wFyPTqmjUmGiD^{Ok51dL#aau~d7
zlXrZo4aeemWp!C}aO$R#d1jndPFDp&O8Rgm9b&d*Sf=4R3uAA6N4|J8R<1jO&9Li<
zyS~uYPbgI+y1W>>CmWKFoXS^rXj_&rka=+^y$;~Xi#e}^%KS0<S4YeI5Ye5kDN~hz
zG(%T&Scxfmw__wptW?jUQ_D=`Bl$Ih&io&yIX^nko4fDQPOiXEBXObr(45ZzXa@sZ
z|7~?V5%<pXhXr+$)QUk|#p}w3tQ+9?5!8ypn+OUCs+%__NNQpl;1QWQo3dA86Y2Dy
z-Viq|JJ{_0#>fmcFbBd*_%et2jGke_@fe~kIQ)fqNZ}@}(%WKuGw%j_<p|)8>JOk~
zvvqIRp1bUbiTfJ~_qaL6D}8gK!C?sMOyhNK^Q%XFZE8n*4~@JC1oEJ~Uc0b_pN;l8
z6X4<D*}VAkn=e*@D>&2Zsz{@zlN+&=@^S?lpm`dAPSEruB$sDtN;BRffaDw^JHIbv
zzW8KEJI31LezsZuMhU3!TJK(4Zd=v4s<YQx3~9Q0$GHhvUT_Mofn>n@h*Ik^pHO!)
z^rlKLI92<N0;PilWWUPp<Zae`=_IwPo8qJUW~q80KLkAZgDX29-mf3wS-r<rl7$!k
z=y9Is+E3msCz!XVxuQo8qTo@M9NjC2-vTvP9s-FZ3N>|sV|GpqMN?j$Sza3bsdfy(
z><ruqcZwk6sXT%C#YK$xVZ|lqGC!`%OZGq@T&|{G0#x$c-tD$!YE#}QUDb0r{vO{N
zjE?7f>#@i0fquH5dG#g7j9)Qn7<X{ok5KZW@bq_A_BiQ%3h@|tolm6*?=mn+0F9)~
z8;3gN@GAFn&AU$%-1aMOa_yq3r@NV+LQ@+27-_@WQ$eqhq$tqA_m!ngPENYA;r@NR
zoVpp8wnWWC7z3}cJ>aZR!43YrUERkLL(XPQQ0ext4Aj2EkrO`=lwpZq%Lv0ehv<`0
zS8yF)@U-N3^VJV)OBX0@fI6aApjMb16Y)IlYiDRE5;jr2K2!QOP;D=$tBZHy87F?4
zA!hY|ew<_3+8*YRhX~|=YPyixqhEdxClG<`xmGmMv!?u~7yuGT1b5{$m|Jll{u%*Y
z_A=}FVMS0KBJ{ZV4scqUzka<0s@6{lR6ig*f?*=>7|?~g?dIW;-x2uP6E9+Tx%cU2
zU6Ct$cboWyr%JPK52E1?4&#6mAV5T{3}`F^)PlX0>QxY~i+H=9ATqh2pWjuLVT1dT
z#`B)za~L3LghG_!W8&fzRzYwA9SG&<y}Eh}X&wPG+#>+BA`jeMYrLy-W1Khtm92m|
zy8~kPkrdL8XW>Hp<)0cnP7S#1mI97Cnl#YQc-kRkoEYFF*8{m?AnDBoG&ug#6kcjD
z9d14WWE9=64!eMc0MgG+{m9%#+E_qjnxC*=kV$WG7XrZn1%<@`Pq0v>IX6E)aDR1F
zW?x2wSm%3Us|^~pfcP?C#w@^-W@KdW$dd~RUZ1Wjf~f&o_&_+z^{D1+Bj_S`Y5(<V
zb)|Je(f?i*!bmY`ShB{c0UDzGlb*AGI9l!JmX_e<uzp7mZ^MN&>|J^Rq50Zcl#Cp`
zqobp#A5M!PSy`a;rKP3iS{p<z##0dJ3t$a_KaUb^NgI25W=K(}9GPg<II(04`v7fx
z;P3&og^dm}XT0kF-ly{Qb?Hwj70lfL=^`C@kG)Tprtg1N&iNd+j~{2UCIjhopb<~>
z`*w&suZ8|1bCABOWX<w-e`F*AM40{ezf$gnN)k_d8%2RUjJ53;YMi%Q9e<n4b6nbe
zzEf!1>#0?!+2p6nPy%5dTKuEPLLEW#%9m0t1|qd4kgMDVy54j^4xLaFpav@N_7JGi
zBLPFfHuC@gA{N~d!u#i1y#W&ih;GN?b0>}M0&WZh%P_Eg?#e`c;I?HA$PN6FVnJeL
zy?YbcfujqS|C5`5C#`3&Z5;T_AOTc+?)Zm>hch!WzLb^iyP>>ffQ&DYyoXG^5gS?6
z*RScXk+7iVCvmCdeLx~;v3)CwzHK*6S79|n5f)s{U?RSL0|yr<Eu_hUQ(RE+YSG;`
zYb1x))yl!a;_3bhbdD1Cvq0oOLPa;h%jfjZK_<{l8$#3A1<)omAUu8it3CNWy~Z@q
zeE_9^05kORpUgVoiTuCR2C(JrR$F5MO(r8QE^f{jad-fNFzI<(?E&F3_}}K{=6aJs
zL~zfL|MIwh2evunA#NA_pELmo15%bP^n4x<2n>*wXSplW2}Cr<n0s;@{VuZ^47+oH
z+Pm`@<JT`od=P8}P~P8$@CVWj{dgf?EVyRpoA3NHzIL71gMR9~J$9b2XKXV9lXw6h
z&|4~>4L<E2P?Gwnj0v8g2Oy@}4=bx|;ue9Xe1rKImX5A&`%aSV<l!tfAkgr?JYE6;
zwc55V#793Npg>QZ?~??y^Z}Q{^WTi*=>8>VPvlXDp2wPdi&0P$GAXR>Vr@xJPd+Fu
zueV!fGh#FIFft0Duj_PKxehZv1K=0u-q+YU2>U(?=7rwS1OI0r5m2Y#{*S>0b~O0M
z{_PA9&HRV%V%-!s_VOGDX&#7jK2WKmkgja$XtBp%bO-#BFJSMx?EWaSiT}(G>HQTZ
z5!TdP6!{8NY>@G}AOr0qxK4|kKHMG+_9MSV0Un<&T`H94UZy2v-Z%R~TVie?p9(Y$
ztC9(WF@c~Vyw)FndyJf@sqX^z0nih70pOq9f6iVxtB}Vt#e$eF|A$pu|95ZS)>};A
zIdtFctyrq|O8~Zs{b2rt1!&-G=~1n~j4B-0F`!5u1%@Y5Y%78AjsMNJ^_gG4#yh<(
zZSrx$M3~Y)rkVF`vIyqaY3QAUW~J>P^mYH5QR9=NAkT{ueAF@5_{F%<Z6v+>AEn@V
zq#{ss`ma?Kq|sXK?;jozV4*wr1x}3t*`vh;A3}bDSg*iQbb6uN-giqaw%DTZ0PA%M
zuqBo!mLN|7Su&h;Uh*eRV9uSV1a6G7s2Uj{<}Y0EA1RpUXl&+EJ*Fn_8wUVz_&i$|
z|9^uQ7icq4V?&f`oplUO%Xj{_{lJO7fN0l$JMGTq?)oF|v&WvlIf!itA&XQ{z5spw
zC+v2;xNm<uqLpX{09iw}`=;v@0!}CZ4gmyP1me=>BnChRVy4%q-ngps7f3T_<>%Lv
z&G>ic1KBEIO#*i|N3D~F;a$9`SkiL>J5|WWtSoa$Sy?#H%m*h9h`u}bIO|AJ;p=S{
z=s4s}0f-9J>Vhpe0-!I;K*Wf-`<Cq7GpD<|TYId9I$1gd6<D4XOJHz*|2DY(yM`pJ
zs5sSZ(+rpxfD@I|nS68h9qfL71sqlSA&n<=)v<;#(B!t7Q7T=b2H}c85M~*e67-t2
z{K5|b(&60{(sQsszx}>qf-smMrWUAOVe7l00Wz26$qkS`Y>n>-A3g`J;=6c^f%!(^
za5}W&Bfdnb5XiXYfNu+5bEH7;bzjq&at-k0pY;BHNklMg4Ez!ZHHAT|J|LQ@13ts;
zFuz7XgnyC<cpu@zXd4}WUx^wYBKq&$h{A&mvXS?&GZ+pC@WtoUd)*W~Dp2gH2P_UE
z-+wdK0*aL!+}s%OusAq4P*k$*FQ5v~81SFWnzTV2nMAQbRvUu)78!X#rUxj8Gw>r1
z^l!rh_Xa}lSzq|nu0HI}fR%mSwSJnfp`f2c0py}={h~gcb|wRD|E`<g(Z)EpPY{tl
zF56wB{Hb98@mOkeCI?e1oMxUhN)a#g%meOB)YZNE@qa71X1qg22I@@$a2><a!&O5^
zo6fLm$#7K|ov4LB{aRLB+z)RSrq?Ul34u6$Yuy$PN~=A<*O6Wd16;ub@K)?0H8?uq
z;$RsQ><6qrA4m!nD$$$)QpZh*0Zcr3ALKPRSqatE%dFv&C<?4~<Z;Fy4bpaDVEg7z
zs=(dL)c%L!GpGz9e?jn!<-BWE!#Q`WF70waSNiA!#^)SD;QB!Lfsv5I;J;rekn<Mu
z>;IP|`2V$H!}LLBY@?t|+;;ZQzgO!g>pl4p%MUsK%8bp*h{qZs)@a0{3Dgb{)v<tx
z{XA*|TxIY<4pd->Zc2ThfluiQ{Fk%TI-gKT>$oGpra?9vuY6HX?mM3i82;OhU~2mp
z&{+=J$aC$M8+Y5Tn*i7WwCbWzQBf&OkMKh(Qvfqcl_}i|;1{$SOkP6{ng#}>47-be
zV}{R3fZqhcDV;4(`K5sZVaV14QoFk@UOKPD`dMrQrmKKlKfRMx78M8@zH9>(RLtl>
z7(s4%R~_#D%m+PyRsqbSGT;;_$u+3aElidH%3jM9*a-l>@Zsk;D}dVo07`y?$zT-B
z5a+6ARmzw-5S}_Y1>*z2g+Or;Gg`b(uXET;KHv2?f0#Z-lE_QU&D}i`Ko51ATU!46
z9ni}bd!F5A=I1F)8ZxxHecEp!bSfZ-W$^F-AYa%eDiFrkIRt}f0w7)B-QI5zo_dCZ
zMGxVp*{^be?V%X~0sU+pR@GrSdX4FZSZB?}0mD5A4tizhKPBl=K<Vs1e4PpK4O&ju
z0fZ&W|1RCX;;9QbwEumF9Tz<WJrkuwL$R{5GH|gwHmL8hroOrdd5E!eX6$r5mq_4o
zbt^wSy*&88C_)%<TcAw<t4gB=9kK>Ok2<zw4eyiMjvL1Y0C$kt0QfD@VC(^Y4Y-`B
ziw52`o`6jgiYf}|YR>?IsQn*P4lD=kuj_u_020sE{>A&|@B35F;SU1<B{e9Htxq8c
z41W~h7D0G*0A~W}3L5}r-UFub0-vByx9G#>1bT93{mXoz$~GaR?9p|kzs2b26^$wy
zk?q*64Wap=i^40@U=BdwXwKWQ+)<$74P=Z4AxDJs!^ziZKtW;U<D=7Cd=Ch8;e&v;
zM$P5$i{`Vp_n`OsgMl+38X^um4***L%3-zu3$O}Uf}*9bj`{WW-Ye%#%hjH@o8f~%
z>|k(YB;xiWy@vsUXaS%Y@L_)eXMM{x|3T0GA>H6JC<6Hu1v-Tir}hT{HHb_QT#ZIU
z{;p6aPL+%Xb}s6F<UC*%7$NH`vb2;6!Z1Mu3_B2vP*O;v=Rf?~ADGPj@ZWpQrgu|7
zaF`9BPILf8k46x}`2#368L(;+<){WhX4y6fL@rO2S}iuIo`5MdI6a+k`_S{^?YwNB
z9_b@!h(86PF*Z1FOMpNF<vcn6Q4B0y076uZ0NS(XeMrm^V8DQFQ@rmIAOQLg*pLMT
zkbwL*zg!{2z2VNf7ciY@F943hAb8V06{-L2QzYcW0=%Fh8bE}`hZy5Xc4Yr=s{V@~
zsWRm*R@a}?JbE71pgJGcPWLv$iK((D&=Er;hPMF>2{>;+H5E8)fOi5oMI4-*tN^qG
z^N#<!?(YjMC=iQ4yj1Yhr#QH{B5CI6k+AuXJJj0UKD@v`hD*_lmnZ_e?HqEXL&86Z
z`**z5Q1sJ5LpjAd7lBf`^1ble@P1(9L7)ZvCn}=&%j2dgHt;ThfhPX^a<b-;11PTt
zPwOjJ|G2v1f0U1<F?#&^PL*N8f+~kl@R20JWgRvdiBvDidsN;9;aAACE={{pkn?w=
zV0#vajasJIm6+109QLxW`il?4Qo*6w3}&OV$EW-38NA-slPhJ%mUY+Fzy)_YX;}my
z%+63q|IPP4`E>x6YTFFM$HBuR%T>5+sq>9p1YQ9c3_vyVTplwR`n&dR8F)h-wMEu=
zQH2{1f)GL>1RMwkZ+vp{q7b_)qM?Bma<)K*?Dm!ivPGA{`31J?76eZTPHQ=;;L1t}
zu?ryTXfQw5uK%`l+xY$pvV?%!;xmsDuUKYK2RtjTR=edsu;GTz&RA4rfb0yL0eCxh
ze*VskoeN54FNAOu!mToZiIe8Zo>QzRmfC3k1ojoXkkHi54h6(@8`*V{lb3e}`k1cZ
zvkDp)m90Mm-7+Bkdpm9^*wm&OjvACougO$urbvMfjH7@#A(8hntHD*JrZe~f7XUUh
zTIK2i77AGEXmg_c(3`L97cyS|_EbS616((v7Px!hKD8aye#4pqjiB}o-7Pw?%gfpj
zP~>GW@uSf>FNm1p`836q%NK0G0*7G80Q@X%uo0{mK)3>91h8%(u}z(`pU5YeKP1Q@
zzYTHXAkS~*=;%LGJ#>~0wdF<BeL4rgXW-qeY;8>e9r54wH5(64+pVB4aEMF3eS2sZ
zOr29f6^1Trfq1HrRT%5&14FyJHFyT_RWCQiv=i|uykv<|sPV&hhnhV<KrEA|<OjCW
zlvX$}TA3iQyl{NEc7z%qA3yW(zwwC1c9frs!#iL~m66mBDM^uRu>mMCfCuBiLk1o<
zRC021H1^dn+-of<jC`4r+jU^0FM%C;M7SE;b%}mq!bAjOySLwZ9zFp6Z3lIVfae*>
zvfXw0iL3u=vi)cGN`O=a^fekxL`c5nzYPhpD;v`V9|4IpQH)H4E1NQT)am8vX71<D
zA&}ybVoC=-yU)5Le8X*f+tp89NQjDc<9YYEFEj<>-enLKR0uBYmwZ8@cUoEL@fU(P
z#*kR{Zjjlp7aT6&w{s-Oq2mG=lnG<Ikn3?I2fkbjGqVtzmZ;MQU@Bbzvh!Ti|4Q?C
zy$3iKJm9GzQ9<55X^3av&*q*QfV}d3xMt<z8X6yeOMEvX2|hveng)bp3kh@C+1Y{5
zcm{#!a^S@d3S-3&;}Q`WbbiqXOA7FO0XA2XE)_9e@Seu-?uVu);2Oj6H@trjVnPV9
z6~Zn9v1XvTHh2{$5UCPe@pqpV9q~an>fLJ3lP*w@mS|cwb8$)1b?i!YX&>KBH;e<y
zj(`kEo;{($fCceSKo30_!J?Usjox6-yqgf=Pn96gX>0hP1A6QfT69XZ7$CV9km7*|
z$QBh9@!ua5fo+^LVFCC}ogmEEReau2yloPCV27kV3TY5Q{0dGDgR>xPsI&GdUocl~
z!8R>Fz!9W)t}Q6^nlT~S&d(2!Bd?X{QV;(8*{p7w<U2%q9wCoUnA(T*`hmqB{qpxu
z9HTmfHw;v2b6h8RB?bIIObbZ~KoUTr1=CvwoAvdn#}K@j^Ncul0|*ei?<O2C{wVrq
z0sdOxQC$zw`VELsfkz(!cy4&&${?Ymc<||SCxo91feS;VM<G*rx0~K%F_AU64Pe9G
z5P8zJiy!n5=rUj$T7Yd7J-iN_-E+v&h49z@2hjzj#JiQn?jguo4S`6*oQ3<}hId}(
zp2GSyCC+a@O{_lxBH;x%8{bb|PP^xV?3XLRuL>6Yg`DLL_SwL<K9NlA0&qfWYwJzG
zjiciJ<pjh0c?L8{CW8dTImAVLe)fa7E0+ME8w{d5V9TsQq9Drht~OVT*=tlbK_y9w
z0>VRtf^Z?Fsgi-&g!q)8Ru2e>bH++QB6L)6oq?Ck*T*3bVFrWjFO(-Zc_#oqQ51m2
zY`nL=JHq12<cfjE^?x~i5m#3SVZ^sjClJRD0!W0~0G=xwuxG%aGy;G3_hsG<BqA?P
zQS<`&Yp{>KV}+I*$aT9`T7A_rKX*+YA2W2+&aJI=d9r5a=9U=Lfy+q%3WLMyklNed
zx3;zQUa7^Oy3EMQ8Q_oyOudZUT*_1#MuP*wVPhMcC{KO`s$^pei@oxm%&C1^tY{EP
z4xXn;6!n4^PLwih5QJK=c|X>echO0oiU|0TfK?2k*ikaIZ9sPeqvo_3iY-`RM}t{d
zRJ2_lU3t_2tUPJRm#(g-@&Ha=-biz8F!Mw$?;bA)6aQ8Kk*LEfzK&YcEGku1RhlSK
zOUr%NyMMAaA1hP^k&iJSbJ+6sM@0+jZy%PHGJJqFWh^T#-RTX6+kIGn@dM9TlA`k4
zb366|q=`aORDOW1FR<GXkkZuD6s>BJ9;H%25k0uYo>rw%bpd9&^!VsVS8vsY51*Jg
zJ#Rnv(1t%()z|k!g-|cfh;%W{4`p^+xjDT~St25$(xxWYh6*1L?y_-mhHmp5uYNt1
zj(@tY{8M5BvJ7TT%c}aZ$u<xeZcGfnX}kB|_HeLA<{&%$19^wQDaacXX<Wf6)EK?p
z!My+L(K7}hreF$+lxTpN$BrK~VdbAH(x?KCRQ|<MB2x&+SAvT_7#J8?0P+AMw&PZ^
z#5G@;Fv)*2b@i4lb9{^AcNqj~=LEiTLhy14y1Kd)`TU&Oz!QLsB&cv2+~OHk!G=vx
z-2u5@GYbm{67iK*2HxFmMXsa;R7K@|^KcxH7$0jq^UYVO_!q+-K1l&Q08q_MJu%?j
zM}v6(TVTY8$baqgqZqovrmc^eejj`8W#TJ0udo>RJP^vORV^g@36@%Kbuguw3)KDW
z&9M=I;(ZNCl%E4*as~+331(~v!hq@r^3(bZ$rBc=^2u5ZfanSbl6p%RaRPn~i@;;o
z0>U-*^(e*_J|iW189k2LKV27FNMU7a!WOMIs&#@J9GNE;Z1c1C`QE7f7_8`=u(-6g
zjL5a-kS{W*%b$lLD-l!11p7^4#Wjy9h&3Vk7=$MKkV6WBRIN}$Ty0HMfuR0CjP_3O
zmSn*u6=ITsQG+9e1zxNFtf^w_;q^#gdC5N*{;yL7GzYHip7tlVGc<nufr8x8N-e5>
ze`QbhdHw71_q<>fG3B-eB7wheO8kJc>yr8Nr-t4lxU7Zj%4xv0B#-CsljmLw+2;9o
zb934HwadPt?&?pRK;G#CSS*wa&>(N7D3$5g2Ons~!7_wmTw{>I#b}3by0g)DTDI{(
zUINN@nMbjtfJpcseJvFkkZLz^>}A*Db9@6vxLuKfGFHNr7499wFM08znZa{FRjIds
zC>OaT&-=TCMokt_P7@$Zrd$$5-8r~UIaSw?y3Zd#gQ)Wf#aNri_i4jRiWL52HF|9^
z{B5Y>XH*1eDOBM+X2{4%!Jo%8h04wO^wDjDPR?)W0by^XP%4@{`=}X=Jj|$%Z1HD8
zVh^(iIzwOECzZ_fy;8DK|K(=kJgrBA=tmQxQnwvSURL}b9iE>U_7z0{l%CID<xk+g
zMG@UYS;MAt+F<bc;8S0Bn7tkOPD_1(8zqsss0*b@<lBNs3yiy4;mrrn3QQfQ=*9ba
z?awfQ?E1i23JL9HV(q2=m(8<CY}T?MsZZ;|gzb{)&kLO&e$1f!HMsE}3Ga|bfAV3*
zoL*&R>Jhe#o)k6hbynEC8`1g$?MGw4Jviz^KNLlTC1Qprk<H-YuRX81udA3b(>LQ>
z^P}F+z~@<1lcr<b=|Z$GpxM7?9!wN8_(-;fYGaD6GC<m#7s@rBxfDx|+8R4s{$-y!
zu{KuFHDG9&c}VD2Dh&e?uHfA^N#OTO5mezcRA)~gMY5UDu%ItYjDm}|uaVa``A**F
z<Q`IQiQifKC6(?sj#brb$8J=ZYh()ynC>gl#**4{2b++IR*8hXLYRH++@>ol*z;yJ
zJ{pxKmM=<Oq$0DtiM;Iu=3wrj{^92qWs+41nF0k490G&92$VJ%W`WTISJpJ@ckEJ!
z!s7)`)77zC@=KY+sEt_0{c|m^q;E%FpW5gu_rB0kZO17NaN;h?{>zeIQL&sm%UWuU
zuRjVY?T#Zp{C@bE(=+_iwW457FhYuS+Jd^_UZZe+pA>V@o_GLfEiCEJQ2gMGMOh+4
zLj`x>cVqD8(3k~EpMG@i&v-O3bi~A0KjC)^x+1}4vHRFxlZ=f!2sS^vKh|v;@7eOD
zmtlzE8Ec4%j;~JFd~BJaFuCO@)k9n{ZAPgb<aHu1^!lK)o!)ldqGjJBc`@Tb@<>&3
z*&R7=Qs#)NjEPwls6)Sr(-n~<ZaP7Eu*{nCm-OGLarOJ`8R{XdAyEZozf$21HALtU
zbQ0A0F22<tt2E!t***tN)jXrJYb2iTTsN@IC=6OR_NbH`5Avv~J5{n0Rf)`U;|!Dj
z!RJYY4m+7nF-mXB$gQ&8>F3bU3wCS`OrTLf+vM!^;ITg)3l*+VgFp3z)kB?NGiW5V
zmJq(bwRk(xg4P{9@19}-BZP<4(Eu&002Tq1;%B!ozV<(b#0j&>k9HR#4){I!*lv0f
zg{a#dfwH$-lTQ@*xNj>&871a5W*%8eQE6%;3%I@{4!C87z_M_M^7vz{SRoi*MT|cO
z4E;z~;eQbl{wzg~e8HhdUr1BlPN4G%3wJ@;lK#MTn`2QgB84OtKFXGyldwd4P_|ep
zTD;Q}x<O3i1rAyg_LUg|DtvKDbyN+R^}yXX$(})ZZ~uYZIWML|f$%h~ApJoy2X+O~
z1G`+!KeL=!8t{yVTWxfBSQDK=^RJVrXx^)-Q>RI72tFeJTj6?iLi~0q0RQci&U$QB
zD8GXy^`Yl$TPIXg6Ka)rq-W>oj8=o%ou2eEw9)y;A}P@klqpX<s61p~-vy9i3Z5S+
zIt`ByK8{7dguXcc{nqYq=E65Y1fMx?OLUZr3D?B8rW|V_f*MOR(inw}E@c={Nall#
zw$K~9Nv#U6JE-k0I4DPKV~YOG6=P_?xA^ZZl8t3o=t`-OsOQfL!6!>`j%;{ZG(QYl
z^+&U}RG2BBkt@Q#{AG627f-fghjZ@GG}glMG+;qN*K!GhatXsQF|HXFa}P?~g6Ayz
zQE>dWT`%!8o?s{RXwu|TnEvK?%JehBTV3?Z0D8*JEXk#RN*8!CdSr~>6KOtSFbchM
zN9szVZZ@Yks0uTgB=3BqbB-FN&hvz|L`$b*OvFqiX{~YokyWfKM4%1P-VU!~Fi})|
z{wP9>UW#~A>oyVIrY0&~D(@#_o$$soqC@7SlL}L@@M9VMb0pmFYpC>V{U1VWm-5d&
zr%#M?3k(mguGNl;=V1j*8Xtnv3gg*!H)7g7*#%qB&MbX%(6Ff(%_fJO-E*!#J?3%!
z%EXO{JSld3Bp&cTSFe7i&-5LJndj<yx0z>9^R75vg^8S;s?RwwE7C;sJSo>o_4Tjc
zn0|F(juc83RZ{(W@EkKZGA$R`oGgLg(b1a0qNb%(CJ)>1n6KgUzYbcwJVe$!E9^zO
zdsIB#H*~n?BxN3I?Rx)4*FCL-lJ-xpT&$QVnFZ|Lm+;7V6WRGq0*mZ8*L8BO@V$D2
z2g#7@y5YYD;q~~ppP^&mZ_8$WFPIq5(Nz3_{~GByq!jhOxPVj!#Xu6>_ZcdRJv=64
zTGCdlYViwJsq?C)2>~BYvmn@NPGilm<xxMho>6;lrZg|9U(R3E>iIEQe;B9kejpU|
zm?Qk<wjSL1SV;6dMSSCAT}HB;vza4^<k2l{UmTfki%wKOT|>~q^!jE^zkIP)^0y0I
z0r9U$ueqCsqA{n>n#qqpiIbnlt5C0?;jc33Z+w7X(h?LSrlg0&pO7WYBZ!XtwF=qS
z0ki4``uO(*d`m!59eEDbEC+T+)A8P)MSE=cN0cC_MhbZTsljwXmHQZrvRg;PCriJJ
zGyBI0U4x<gr{7e5SC?HGam5_ljk}v~TJ#XQ1Z7|D*=$U)EDOb+3f`2!T;k9tkIzS`
z8F&KjL{G{zbGPIUe!d8Y4NVJy4JA^Z_X;D7au%}B9Mn2YN@$?lu$YAWqbE*CIETrt
z4s2Z&hN<717GqK$I5fpC@1sSyHH@SYI_lG)raW-%^oQb~{|!@+ff7Dg|I08TGR)a_
zCnI)8&-ET<hP%!e#=32LN5jEiviLj14qKR)J07bERYer52M@woBlmuXS-}^Xx=!!L
zH~f#7Q41r870HuvWgMT_mXOV=ch5p^IY=oBtw}*^8lkxb(cr{p=$kWk*7>2gZFFsd
zebe=9Pnb84N&2RAoFBp}huc=l$@soajx;9)eosblNKb<|ymu?<piR4Yy#1Z+bwa7x
z$TriT@Bgo;IEm=ge-%k<&E~w~<rBU)agJHPIoj_tp$@Ne<Tbtfa|ex1mPmJ}yu|n?
zf}3aGa+s5d=IED#_-QSF*6VicFKbu%w|(Co0Vz@?gFr!&j33{eA)4<)G+(l$+R=y-
z{2<+yxGn<mQe1le-f;3|3P-klCYR13hS|#Oan@wf(x>Uz_gZXVZbJ?_Ce!`SaDQK<
zpYBYC`whkYKP=r<K-^rn2H=)Lad&rjcPQ@eUfkWixI=MwcXuo9?!~RRLvi|NzH=_P
zfEk8NhU_GJulHH}ubw9B#$AUm&fJ}qsc}7zxMlU+M)@$U{(l7gK57vgUnK@?Ue8H^
zFaAXm*QR-@JO6w7^NHyIOop(|tAKaNIsa?MG(sQB-wHior<QDgKf~@5KJd)XD&5^l
z8VngM$L8AgVe<T5WO{ki4=yO^NH|$@?66|r5XJ4rP9zvH@5m@FW}m9@HKywG`UxDp
zE{62PvHRD1um+)L(#r^TdH?p%tF)Q}mp!tsd_T+>yp#x6x<7R7-bWR}-O1X{Ga9jb
zZc4M>OQNWJPwXiEl50MuYAC<I@x|!a4|v?kAX~4HP7C1Lx5BK*?b>%383JWAB;ft7
z$UX4Rrf<`qlm5{4V25xZ8b5NdIcNM1m6<J#vT?`%9V{Y4Gj!RGM?I3qi(+O^FT-VE
zWN!{>&BDC#-PLOc4s(MB*w7<~u@c&+SHX9(?u+-0TZ3&f^Z;L-zmEGWJyKUcW`^$|
z!%g@&x=hd`)Dy*fqSpvYE{ZD^NfGjCHS)=1R6ich+KPF4PId)6Fh4?N90i{2pDH<W
z{XT;$X2^*S2%jQ{hbi51Cuw7}`XiZOjcCRyPtP}HBvF`S$2GI+G#-c3J}E0wO&XIc
z2fx8UmO7zjB1q3BqjL>Fd_HhD(ZYD}dM_jV=jn5F(t*&EbiVPyMA*F><nux(*zc*4
zHL~shOz1iAy4|0h`_8c6c~xW_B3>YYbe2O}PZPPemUms5ncjUPKmYGN&hmZlpQv?=
z(!V>wypQeen5=Zo)ud}SID${og<q3#?Cb?kSN#@!y?@HXyUu)OYj}D9?~gX(G>bT-
z)kIEg{JM-hlFx73FkN3q>S!Vp`eBw6Rsvi4k^~lTq&pkpnguLvf#&3a6$wIR>A~Gj
zxtY7CsNN@7pa?_W5k5ELj0cXvV1W1ISkH#*%m<|$Ttvhcs&%*lcDd2*@%cWdIpZXE
zV`d}gBI!|K-gV9F_R*fa#q87e{TyelsHLq)?<M`L4UzK6g7xy!zUNjy$+vY8aS^J<
z#PGl1%f*Z$*?1DNg#8BX1cFNgqAr3`GbD$pYsIBnL6K%ORb?q@%dR+j?=BacW6Q#^
z?-5Xy+68TXOpLS+W++Z4)j9mcly9KfPGIF$ADDzQBG@9t#ZdRH)vOP6;PN5K`J;8`
zn`^@n^$1r!6jA_$IfSW9C`X>7WM&Gh{eSp(ooTc^@GJngf9Lo`9Lx$;tO5Lj5-(kM
zb$_qSudeiBm$#;875rjTEX7{7`sqqkuC)@BfetzKK-mR<>~b7ZxcC?2`%eXm12SSz
z_U*8HJj<tY$3t{ES46PHk+?JanC;nU;tje>n?uJLYNC&u6A(9K<GNq0--q4?QFT=r
z93G#DY3OO6-kaZ#E4cDiyo-~77-tbMluQj}rWO+s#Hm!PbEmJ+Q<K+gMw_sB(ha3f
zX9~@Naoa5{Ec}PU0j>U2H4fV(w@2!2gA0%%hT3mq>?xMEA_}bdt`BRk3xSDS{SOVo
zz0=-zuE(BzJve`0X5(S=YTj=yq)7jcrzu4}$pOn!r_>V$G2mKPv^$`dx@=*;%rE)$
z*?yR{Kh2w9(5r9hxKOPjj(^g@I)iq_#W}^I_+2qTqDp@J;Y(5fCYB0m6)sO^cI*_a
zF>{aB)a|iLmduMz(C3F=*wj!&BbLAlJkUuzx8?Hz)XD4dF4NW1s{%>!pt~N=a<%b8
zaq4`%A*p<~)Js+4u~#1~RC9B_Xu<t^u0L?IQ?GEh^ErHgdP5I!&Vs1xE1JyHt2ok~
zmhOavK;0Mb_mJ>v9W3>NE?X_!ZN}uZ^fXb<f+8IFH=}ge1o*G&*;52^A})_kA3gkh
zOsoSPEo2ctrDqe-xfa0nG)Kl7=s=4Wz{FE$r+2*+eenT$tp^0KYDBqbnbT~1(eK3*
zS+U2BP*Jn*O(3jxgAXaT5<k<Z_vm-TKqn?7$QI~k0hXTIpS2dNlBnrxZmdnNnK;a<
zW3i0#=5^GaHpUg>yuy+~J6BjE46l|(&>0uKK9c;vH;1V^E-4}S8Yx!8Fn#y@B@9cq
zJ7QaBE?_@9O<i&}1l`4u-vGR^E_MM_E&>#M0U^;cY|Uov3-=BWLBgk;u!4%Guo)48
zkN0N`pfs3R(FT`1Q_M062^pQ2JvbNZSA;8xyIg)7LxWy18@KGrB6wol)>Lsy|L*{f
zWn8_i?!PD*5hSD);vYS)C-v4`!avV&cQVTQKE|N`oVqbpb2<zI7XSb^;J!Tt%!io)
zD}_K0gyf?^`|aKAdU~}Pk;PLc&d_t2eg2dY{>S3r7r3|Bn7Rp}_a%&t&&RUaas!t0
zG%NG@vNx5lBdaQ>rGkwprD;bD&Y`q;$u-{oa{dO8ykd;0+0F!+m)*G|CAV)|k+F#@
zG34M>M)}?N(Y@d~q(ZO<T&`|zz|x+)D?3;(EHP3}7>_{U%0d(iXNWxovpNoyK14k2
zp4$Vl_rgIa{iOkiq*QfdIorr)F|FnFjN{a}XY^{&s!@*V&BI$2fst|ysvF!}*wsj)
zYYOAp08d?9c}I{Ji#Bm&poMnXJ}Z^;-OjU+U(GLP5{m%5QeX-wEYq$7dZNL?)|UTN
z)4*U`NyYoijB!mA4}0wPc3fJnNR1%m63xzxypiR^TtB?@#JuV-%;JToI3&Zb4GxLI
z4$R+vQwpsgc$^K9H{*QS;wj4}l&yrTGizTm%OCW{MIN_jxKnjS-+n=Pi<ca4FhOly
z&BAdfn9D3+EZ6dlIVzRsUkLozP7p3%RvIyP;HZ9<i#m`c;&ProWWxaexqp8>fS5RO
z`1A;5WDB)Pa*l3NffagSW+}J-H$-eiLEeEGG8R;8fWEEb*~T~9385ry)Jb|I*qiSf
zq3hbpU2ZE>an=6RokRFlW!nnSF=wGDst2BUx8%KeoBg_EGLvU!|Gun8*td)huhiL@
z5LSy!V6U@I${O(MjUC$$kL8q@I+#p~LItRz73~ZA5ftlwn^Wylg%vf<BS4^t3{03P
zyd)gZ>qQaF2G7rnkuQLc+q1(mGJMI>wMfp2RXw~eP=M_J)Bn$3xOXQal3|ZiWKViF
z(3_=?u4-SkcIAf8-f-q-pf(=~j2Ju~0GQECi};Zn>*OhW7wG6ViF{`84_dB7YNLg#
z#f$$rX`{ifqz)>3|LmC2^S-mO^y(@qVOsluaa%Ok^v;p9TH&**O7=3%Nn-g%r?-pH
zj3_}pH)@sE&CsY<oyDngl)Q=4i7=T*zOL!IY_)NzUsMseB<isxOmy=eqRJE*SyOHz
zqt+5DpD?Scej)(f89)%TL!lfT5;;2ceWik{8s9_Dmx|R>v^=oY3keQFsX7nskI;{v
zBcg_C)Xri^xrOhZkQLznu8&qyQD*MqOJ7>_k$Wvo`31P3zCjh3X8vCG1yElPEat^8
z<;TL@VxMQkJQ$ScFgP9)63icxF@Gq=M+Q331=|warfO0N8||bu$k3HbqBebtO}u(t
zZSh@n(F5W<XfVKxyozSyuX;r^h+2JPk97vPArnvAl)!T{6AlSkS`>p^@tGMGWx~Cd
z7J+_an$Qm<y~1tMrd#s!-|7;2{ursx&KuPn&qISVTHL8c-sxj04v6aGgIH@ZYH2$H
z3Wg#s*jb(N?~s2KozOY(+Oo~qzGn0=g&WY3cK#;D6K*5mm7s*q#KE6}S=;0LSF1W=
zd$zxKXnmZ4N0~{x8$vqh8+Mp1CH#uG<BejU2m7!ikCiT_j%Pv>5K1PfQtU7j7tvbU
zu0a;=;_6tYBJqNNta21+DgxKyo(~n^|6~+{1WTWs=$Kdz_3c|ejIs0g&e2#j66ApJ
zh&tU>{#Zf;(rK;Fb4ZgI@j4R7mFr3_ij)#_W)i>H;%~T?EAD=pftO=L88DnHIh*9-
zh(U-E5%vZZAwjJRrDqE9wjq-9#_e@J%|V^+IB~UnYA6Dy2M)DEM*sAl9s&K^gj70#
z6oC8(mY@ef<UcUy9^sK;ej(cO4J|(p3PQnaW?f5jWC2WxE!k+n>}tk;I^&J+CL(Cn
z8S>Xdx;+n@P9j`29?>4Y5nV$@bzD>a{bR!SgyU-ksSM^4y6i(*^&9J3lcF6wE%H+D
z12bR0gsnk=#zZUn0f_h@K9p%>`zN2L$SD)V*d6V_2h41RiA6a1mcSJYB2o$}Fw+4m
zf@WWWoD7kA+{Kax7aE*$i{PJEL`SrEP_RWhlnWUoYg<A?vW`=0XHdJl$rYn|iBAtS
z8Fgh|3Ar)RELS?3Vo@n`{7nl78uf0GH)Kv~kkG91B8{3WYty)l9T^Tw!-8yK2KIZo
z-EibKc<hNXPGH871wUx=G(|4czdZ@uw~!Q47}W%8TkgFQ99kh8n+ist2PKV@yDW&d
z;+E+Ui10OGs<#wOu;^PM#WUu`*b4>sSznD@ob;Vp4JbV9;nMHOBmr%*>`+|Yz7qSO
zZHw@5NY{ir;BaB;M{crzD`co2Zfp`OY|?k#s?SoI1%u{m1nL%m>Y3X@f(a8Aj~oex
zR9@51;9{TkAP)LdKSr|;;(OevbN#GJH8mxVNype>7td+%^WFNj!DrmL$w^Zyyq+o^
zc(>rKVQ3Og^DPP1cq3W(`?3?+8FKhWom``X8WFtjE{YIg{Mz|P8Uo;A_ArF;eQh$f
zCe#gyAURO7e~VM;nVa|%u;Wp-Td{XqNpZ9p(<xwtb3WE_{yvyKe3zBaoswXLx+%^U
zG@qIJ7qHfx(9`qT>Ddw`M9Zi1M}reR3&)QRTgvB|?LkeT(He<Viy76EqE35YkshUX
zmGYHzBRBHUxI*5V>1|xBk~6K3n^#t=o-ca(mpczX{6^BrjbAuDP9qm4OMIsM!;6X`
zjr#7ysrVMR%lOW+TEuP&SH_tTtQliLye&#T--C&b23M+0#LRiS<IYQ6mT59VBksuz
z)e5Wy3`Mv%E+~+d1?<{(IRCw7P8WuZ9PD=bQ-c%ac@U5o3=_@}A5~J_FvTcBl|+{H
zL@pK{T(`TPm&&UBnY-huq)c(ve}pItL-@(lhAEgKj(bYt>%iHw9=gq_l<jHa4XNLR
zX*gvh{|Bk@Zgete(KmqGxX|<NM<i8QcuC}0rRI@AVB<4N^oa=D-}9oI*)MILnO^k~
zPM2a1HlIzTput8R=UuafcaM`cfn<RN+pOz5+7is$CL|K;UHCE^3#w2#M|=wW($~nV
z{GGk#BFwLv#eAoMbgBW$s0S2{lYDK-uXnxQJ9&g3JDR)hx>n}V3H$%LVlcpt_xl&m
zC<%%E;Nsh%@_jzI5f3+p1vkpq5y|8aUQ~V4{Aww#bS*?@@-0QV;0#8Y1}dMZ_)|Gi
zJk^glNSG(#zV%eozgtQaIC5V%kp0|_k<3@d?>S4-Y*U^NFB{WZJ1ya_h|M%@qW;dF
zaU5r_&GaoZbeRQ@6$uT~u_`JgSl2q|BpaXaV1?A6xl?E~It>@DOea?NU&(}Ro@z~g
zjOgnVY!B6>$@m*$_G0Dc6|;}Yysj(&V4<%^#_s9Bh7tRyhL8S9C^wVoToz5f1V5nR
za8QtaDAEo<O04Qs?IjdgxYTdP&gxYqPznArZ&kQ{sUvFl<9@ISpUd4CYhMG4_uzd+
zbymgcj`m@k#607eps=a2v@5Po|E^~qjjj|Vy*Y5->U2aSwEIio6j1_OxkJ-$yAUfC
zuHNYTk1yz9zABAXDcA|IaykZhjqE}L^=Y;0b7&qWW?4y=3Gp<<#Flcw;UUItv4NIY
zO%*WJ@KOEOY>kk((Xne}E~)ah0R>#gq0$A_+1a*ob`={^6cr6Djc~0Mjr;MoHeTO@
z`%ZZD*FW90#47WReuzTKD`0j{tK&_4Z#hq#1~SygCN%6ahWDT1J9SBFOfqwcajZ>4
z%#8DxwP6#b)v)>MV$vp6%1o%t)-90v2W^C8B(Tyi`7f^y(&>)-dE|j|B!zaMF2!@D
zb4v_J2R(RYgHk)ds;j_ld|cMGWmnIYGf;VQJu89;RNr|5^&T=35+kVN$%MaUp11u2
zC)MV(jl$pP+?s{D=`6@PkjJ3#HQe&)tq1UNen>(Eh*H7)bxD-)f40WyBq(I+j!Lp9
zl{52Tst?JoJZk@QF4JzcPl$}d(?7kJFWd%iU?E9-9TK>Gf88KAtGbARx}^FGGmP=*
z$5B2PMsPor*z;5-F$T*r3^nGJw(kt_?GFC&z^h|2lD<Ny+4d)`Ld+~A^|674?_suy
z%xLo#Sk#$Dmb_(3!gCnPW{}AuG<z$MH?6WPdeeE~NQbfO4mwU<RuYMl2h5k5=jPik
zuwzd`K9vyxLW60gbI#m<IxzFE)`ZNx2ru$U5L>E>{v5S?h&K%VwU9fjGR&YZ>}Py$
z<f?24W3Ywqu|s;GbF<#GVVx;hwf<faSKq-S{{9R6{Y1{>Eg3ilm^hUR1q>wAe6&M`
zxl6{Qafq!{vA+j){4U~F`OF<=96Z)sY*E2Mt(8}^M6Jrl(MIulfHQ22-xfm?W0Apa
zAW}W;+-&uoV_>pVDj35QQ|cv##rjZWae`R4HxQ*E-9gPLhQv<;u9|Xupq*zZaO5XL
z1mY7{N>Q<<xo`|~xm%t$4s91qdzuKn$(@4=rLiWPPmCg!tTja}=X#{}Xyfn9!U6k)
zZ+$l^WbXoK6Mfe{vVy_`SH<yc7F^^!na;sO@_$Ggn+o$=$;!oOMN4Ih9zHjmaPVjw
zqh(W*;ZIU}k3BsW%v^kLD8{5*5-~PQN!dk~wo9o0<HhHXYCC6_(CjJeilrmjaqm}w
zp566(=Z9e6$zd9^DoW6WuKI$*`B$$-`77@3s+Uqh!Iaw5gwuXt3Cqz*FBMcG1}cjO
z`h%Z!fNI5Z9=pP}wov_Boq!rT=XKlG{~~kQyzUJ^c_yf`M1a`#?Hbc>crh+aDxGF|
z)K1o*c=d->lYFl}8O=9atq8#;0{-INoJJfOOs+fhVM6bumVN>pR`!NQ>^)oB2wLK%
zuN#EjQJud>v;>apI;w+A>#6XqDDNKZwAo|KT7uRh<Tq@<NlQ>FCs87kEj|0#tSrDc
z#|wE-rrhdG5{-%yyUs@>tHdNB>X@z_ACPcRSS#lJzGHs0I7(mOrmbld=PXfS6Uc4n
zD=I>-E4mEGYF4A|@3fv9&)b!<mm|e>PNL1<vy*h?F%7Wv3d_MK&e4iu5f^+DvL`*+
zk|EJHzRGvA($9Vm@-2cCX^Nem#R`#bm$hDT;**=j_ewJxAwuLmTRR$D!?QP6IV75b
zDx3P!<f#%|NKPSxZ8OmyH|$8-Ejv^&+7V+_>CrRrLr}Q?)Lj3VN;)QMFCptD{0S#=
zy9irLWHdTYeZ(P+a)Vi+8l_ObI!`hrIBC@u*$N+j5C-R>9%`-JlWu_+7silQkBGs<
zy)m$AQzS~Ma3LbW?#Uulx>}nU?X(!1JFbaCWa^p==`ZsVMgBAkuM9>EbRz7H))wzX
zoq+g9o^(HqN@+-RP98OQI82X5v9%f4&|hXaDUPnJ`eik)F>vf%qv@sNGAQ8|VKEtF
zY)d0FNe>R!b)f~h{t~&>%7NV)dI?t~CxoGL)CiZIXDx?uO?3j41P3<xIn{8gGt1K>
z#TtcKqfMzc0kLVlfc)UucOK8B@2yKg9JR9(7`n*BMyo{$Qo?3fa^KWS6w$L?sD%44
z@TlG+(>gPSD8WJ_qJs7&k^LX6HJ=|1cvEVvkiJbjjQIA~oEd3h%vreH)cXhkalv0e
z9T6`tW{G6Z_nxb}_&A^7)b4XrUAHw;kDL*M_ay_z_lFhdkLM#oHMgfkgWa8f?+g)&
zX&D)0)kTtns&uunw63DgDQ!8FC^0IIvUn5y%HK#O_%_IBtlOxLD<VoM(rVoIExXA`
z<isc01aE}T5#Ui5NUH8$kEamhtEhr2<=9Gt4dqGSEPb&1p<r1)1fs7QXh?!9*JY3J
zc-BRzi1A0RC{4tWo3ZI?MZ2{IuC2J9$RImztZdnu4pqD1xzwZ6^vOzA<_-|FNe5OV
z#k%tgJ(;sYg@r7VNG8%;Qw({nEpIaDjM3;b%w?+^#_bf52&TG(qv|ulu}Uf*^sVfY
zBBWA-+#*9I8))cnq6sp{W~;QsPfcI;c-QPqkFC<+D0b_uvdt{uEsG=cCl+XQEMmeW
zTbE8`<rA9qXc`hN_K{dji0DGvu2?i867F8oG#Et;W79ms;q#UFh|5&<@K#DrlES6Y
zH^b-Vv5V~<RIHnfR3ui+^8X;S*q~KQ4vZnCn2!5p7<xhnRa=g?Gj-g3qPN0OL7P={
z3=X?Gpk7JY4^LJ-MN#_$9fGb*ug4bikTj+U@2=9oFD(ymIW;%em7C@yNT2UkvCHx2
z;&X;N=gIHSELO>qgM(;c4#^a;G(S^h$_*0|HGZm-1_$TSb=DULqR`Cu5!|0*ps|J^
zOMllv<|~z-N|7XwwLgmB(y@@C#X?T5AnaFzloB7u5>Irxz@up3@hp{8uAD^`2siAo
zxKUe`hM#Ce{!Ns?#O#kFw_L^sVLBH|LLQr0pp`zPNY-;2v`&<tDj8~C{!G)-_}Mam
zVq~u1t3FrgS(!`MlTixLf&gz~#Z?O8Cs1Xjm6n@(lna!epIlv;?+?e=tkwm{Qru-B
zrln4p0#%(rP2(rPYXb_AjE#+>J{RdSsI=N9kc=qa6Qvo-vWM6YI%HAQ6whba88ro-
zJ(sa4C@&zze+7eV)&H_0Z1t6fK-d}uTI=2ttXv!^vPg%STcU+^8;batNETVG_lwRH
z>7G{b{HK|sU9#&X1~^lKfk~xG35yk(@QRV|s(tkAb7u(RMX}^;w<NOWEMi>D3RL9<
z;Yj+8;$jo5)@Maa+`_w_Y;$?+JYf}L7McVNhKU%|Ns=Lo4YBv&a^@LbcQSi7Y&Ezg
zG~RWhX|Zb*Vk;&+mhl*#F726$$3(HIM(PaaWbN3bT6vpUeVi)ixsgmZA`42#3j>SR
z^uf-ocy;`Hr$}eeDy{DGvgNAhNK+=ka~<-=Rw&IjDyn2krf{uzg+fr#a1YuknyaL!
z1SMMk&?Ao$Xj_>Bq+~ipm@Ad2D9a|$=A#=+P;u@cy8aLsjAJ?G8&O-*5n4^zjW^#p
zBxA7`i&hFubN|U6Jm*;w4Ypy8C<!eao1kK!7ETlsj#u(hMl9f3$EvNRSeHeazgs;t
zKwj_{TU0?N`BF3Zm%JxaBr0^SK!j})+%mpY&okI#Pao!#C~__A=xQiRb5J$Nt1&Z8
zsep8s#Y8aLc8yI7>n=Q;ravd|vUNv%Veyps{FcgdLL?Nf-!3IQL4=iU(uH$Doff;_
zM424TH(F9vd4>||PUeMG>30%YsD82GgA$!<ex_r=A7W)AoK4;zXXR~V4)0XZ^a}GX
zbu=8KcwRE$J}P2f&QxX)BXae;o!EG|3J?PjYBh!GiuFre+SNb&)B|PPMH{z>fH)-9
zu=7i{pdR?=11+E+d>`=3K7o?jK;#u2lt>3k0F8mzO_uN9HQ?;dPf3ro-tsy2Wj)kz
z)`AVgU(n?kDa`B-)~MXVZ<JwTQ7WD=6O09hpW$3jIYAl;k_uut&}gdBbzvo5Twc-I
z?D7LjP(#98ZeZ)o4jV8}7#X~BD)mrew=U%{k?MtW7JFVC!~+FJCyP<gs!Js3nZ)sF
zBTg>58nY>71({zYzo4B;8jK_&<QStSxOyow1kyx~eqY-2i2b@M+7BN}(pjEzRt9ry
znCiqHykN7Z4W=fuH!D9S6EAHd6)a;RomN&tJczeD3rB37;H6ebuU2Gsa$h9!L=t1m
zon{6nH??y>&cBBQUm7L(2II%w6nC-vdh9P*CoEOZ+>vTPaN3Xbe&4)k5zZ4)2J^sG
z4lQY{{HS-WS2BqODGqCMzC^vazi6pUqb^B<F1uN%AG0$j$G0pp2d47WW|z3jE#%%B
zkiRtd4wIrzjDesu-fW14Ph|)pLxI(ZlJ?XT=8hV5DX!$=V<2{nd~O7Ln9fz7)Svf5
z*p`1u98!65j!2=KO-5i&gtfv^-78C<S!yh5-ho_w%Cr=_Z<az*OW-0O?Ls?Q(*&cB
z?yw>DqQb)qHwUwrwg-Z|2^IoE?(U{YSXo=LHCz!~`*)G@L>>nP@+BX4LX)_!tTR|G
zw}|<wVGDBcYE$?q%_6>&U3AYP3tz7&8;g`mNWC~EvpIR=>jK$6Z+#{7c?W`5Vg@E9
zj?%HLfG9bvR%x;)Whgy_K3xEui0l+9bH8Yk7SvS!iSMNP`me8Y5sH=U*tN7!)b(uH
zT|HR>?l5}Qg%yF}D#jZs4yNFa*Pj|ySaluxAQU7GnpA-`Of3NS2IjedML>@sTK&Ga
zH$DIiFac5qpvz5B5@b+QH=t5qtKI1kS|`TO<lB~G*3gJwC#@}LFx`MM_8vb^r#C8x
zzdzUSP-ge3kM77FE{SQd7=n*Uls^~0ftX4d24;e=vHERw#3sUr7j-kN&|juls`KeO
z2uLmz=I9g_vNl2(Y*6sg;Z#QIAv)HCWICn1GmA8@Z;Yk<4(UrZ%b5@UoY+)5&+5yg
zBw{m$xX6w_xJ6FM7x<+_8_r>8l9<yD>Y{HekF68roS?wqn@}Z~)|Bm;**b`z`Gy3B
zfB%gzR}!Kc<+1dY1zAMxEX@#io8@Mb>`*#hT!e)mJ{w<-B{HaBvOq#v^`Vg(3ubK|
zBF!nGfP8f2R##I=vB39Si&>=7HQdJVi}irqUk~$}w4R8Td%lRDV)fd4c~w6b5oR+c
z=5kd>li7oN0{IujUU>LOT7-(0O0;E+xVwWzlzt0i$QfhrDx#k(GjBjK!{NEZ6dK1$
z=LgAl1{Fw14*T%gCWyEH*d+sI@OP+?b)Cr}|ENa4;BAhv%qLppleJ_Y{F2PJU{Rp*
zLCl7ZvKSq)ZJN6lUi6ikl2&YB!HWG_ASBx;<vt`;?iyUU%a+(?7Zd1$RXbS5$paO_
zV~L2)T#W-i^nF@WX5my+f_%9NxgvBOYL1GQ>Xa$c3|T=AbqtMp3Mv!@OmM(vD$mmD
zSUTqKG2L$HK&(%anRM|KnuQmtLUY-gttPq9YE_+aiLk!xymDfbc}830jF0@tY!uch
zUAu0$lk+D`_z@MwW^l8iVkHX}LpT;=OiM@bj*h@slXOudSP$fLnn4lz`ytggkBs0d
zl$E~@vkXki*``~}k`YL>B#yt6zSwNt6Rf%j_sp9|6aC<W%{iL0U;{e6eF7rV4nRo2
z8TeAETmmg->$KSHf|?Eczm)pF6g3vbO7Ia-rpr13DJ38+?uZwbo{nA9aauu{v=qZ9
zhcJ8H-!#HTQ}3KUx6E{|*S{qi+JJ55x(#T1VY4Q%LCd7kk&WE5O9QkF(LcBBlsnuL
zhCjOTZe^XYEX+bAAEmv%GLrH&#F-R^rs3pgL>0P()Wc$gMbbL(4!|`d7|Ue4w13ma
zEwn95eqF8>$DO;zorr)zEu^BRRw9v-itCIFHz>@}9PnuFv%5iJJyha(3Drb3keckx
zYA;6_E?iHWS-I}wYS1RDcp=kxD5PbkYJ19<=$RL|FB2MH2&X|$nnzPETP5iq|Ii<I
zW*^226Q&bstBip!&wld|-~DckePl5)XZ^aiWg}!u!9_VgQ!$b1{BID!kAv_qFlDN#
zlN&fkqqLiD7_7<IcSK_{Q;+GBWIGtR#iprHF2@(hwB7*s3K8lq-qGmq+&<&MOI)w!
zh0&^nh5X1uQD>qtT6@|t9^J`5+XDkGY3`hUNOwz)ZH^d=W!qSx)7k{}c)`n+C(>P&
zj07ukg&N%}R;sUZGe>2t24N)QO}>^{WlOFK&n1#2lJ}qTp@vY|H6?3Wpy!K6Xj;Rb
ztQN|uk}Zv!Hc`M7HR-Ws@ziWj*i@&kbxC`3DV#+@*^T#!ig4JJnb$kr9q@mNrW(AR
z#IC#e830@KP8B-;E0$_>R-8u!TfO<^DMd^PGcBKc?+=xAf?RNViHy?C9x+Y6-FQ0^
z@<P!bPE)Hq;MQt78#X{lQK(UDshCZdvlyHe>pMX^BB^OWXFBf5DlMT^wG|E2G)jB5
zAw%d{%_d>34i>mhau7~2?o}eAIcJqS#gvN&ml5vGTktNdviU*;!Hm@qai1naf1S$>
z85@%VrOQBJW<Fc)5l2O|!{9#yFTnD`*c9jX<im==OpRVAh!hzBvM8t}u)L4{sW08z
z{e;;CTfWSYgUPaF>bq`aj=|!d`lY3E^DBq**)@rkfrRq2D-@Vcq?TaRzI@(>YOS*v
zCC3a^VyZjW+5*h1v3~#DqzAO_$KKg|Lo$*n<g-0AV#1XNCB@SOy-DpV5=Vb|owqO)
zAz2i|oc2kXR7WJl?mV>YQ!G#^D?3}sCN;W{X-l0tqUG<<65RISQwjS0FzX01dnB5&
zj7ZP?HipGDPqsm4JTpzYuEWIgwS#_kcqC%cU8THZlAP_b%;JEgvVI|f)0EKoVu#MT
znNDz`Wr4#BU)wIWgk#2zb8J{W=CD4jT}^*%x<=hcr$I~nIQ@-%-<gz+l|jUpSXmx?
zU8!7R;8+{mTUV@_iw!STu?VtRmE5dlKaA%%DvA0bE@9=7G#T96*qpRL4-K{YzLg-4
zjdujsN(Id{D?TGO<8N7$+d>Zi;AJ~Fq;hsw+tgrY7AbQ!rD`p6jb@Q>V=xUn-pY<*
zON0&VLb3xD=BetDQ4%h4MTLTQrr11PJR>h1u1#U*s}0H>yV)kYW-?vU<%pxJwo&$^
z*86dXxCY<2u4Qc9E{mYOVtI!ox5VNMG6K62dsxC{q9TMiyl{1bjY?^PE0T7&G?^4x
zJO%1sYzx?3O5@2x+X6a~u_@G*vnCg93+;dc0tt1vH=nGAYQu>jwk{m`4YDMca!hb5
zZ_MJ&#zEMx`#mODxgLDcm@z~+sKMi63A8M$)!D#ch#FDp!OszPxh?$40a?94W@VKY
z52Zduo@&#uGHw_`YLZf3buNvZ<7i>26RIA&aBR0%y);(kiF~Ag3psMDrl%ZqEcD3}
z1BhZg1O2T>1m6Y(vqoR=P^rm5IWt7Q>rX(9MAt14#Gmi;w%;Z=<@FET{2kPMYXnXq
z98c9RF<Q8w_~b<VT=???HL;Q48HaDFvbZdd)}d~EF@;6jF51ObFkU`FmJC@>FWdpV
zw;Go*{u|96=gCNN2$_4obNugJvD7e)VOV0tkU&P?x1pI5O-c89V>DL}w4s(85#n$O
zq-tj2l7OR^(FhvZ8N*D+jmW|9wN?1I)r0KOJ+?4)c;<!Xtiiv~%Znq5oxkV2?~Z?S
z6*{jp+?6og@A>^*r}4d!fR^woUlmwziWVV<C(R+AD-cR0Vit(wY>NCFkZjTfR$h)R
zJVfy<%!@ko)oiWM68C9X`u9B!^hhWy-Q{t)6OrzpP5M_Z+Emg~x-iMe?B=CK+JQ+=
z^p1X|6m#9bk2RFVF3xo<6F#<qrfP|odu$a=N*hdetbIxQNStKQD#ZJLsF&$ll1YQ%
zghc1Uvy#6lggHK*lXbo$Nvj!KSU}Ngl*(t%<B=6d&@Dk@8!CU9Q1bTrl})Z~|J@{W
z(Ad>2u9YRdk|c@As!H5zw$R%%VRH@TkQ=k|ByraEYo;8}07~hWXvAL>7P-lyFhZ#X
zhyCz*GUD3E(sVXctaZeNp825$kwx`hutwU@+f@-J-bl{}v9=5mI~(5odTJ|Mo)}n;
zyXr2YcKbjXzvN=c>`2P73M7oLP6fg0RDo3mC8$`tWQI%N&@BdL4nh4i-9esn6FxlS
z`R)9oMmQzh5*i$Fe6?}+4G1iSg`?>dOX=zr-2!8c)8@x&{yuaDOGH1ic4J?I5%GBj
zf&OfsA1nV}3>4l+iup{_JwCtjKPr{6TmH?Calp^HTO^JArkNm)ZlX$w!rKLw9g-6L
z^LFqeytMo~_s`mIIw(ycwr+*-RF{i%w>w<Y3u5WCd+Rj%5?~t8`7_ZdzE6;OFdL$f
zJxt6^o>|G5J2iSi%>VR~;)BlDy||~wkjx&43D6i#fUSRtC7F`Uw*6q3XHV{v;}6!c
z0lET827hH1Cf5FnYSD;Z;-2JS<+>-0tD+7=tgTryHP-}wp&|XpKy$AqOQ9KiH>)`)
zORyJSursLSEP)zRX`Vvo-Yx6z(s6gClDS(wt%3Nk7Z)dklvHYaxhGy>h|%j;a0<N?
zk*h(14P9*3Y$D}s(Yb;Hub0(!FZ{b4lb(&idYrB*T}l?Uepj=)anHZ!8*vxHbZgTP
zn7UFU8I2xn`uUv#^4l$&t1VLW8AZ&0^5m}y&$WWRQjjfa%37q$dsCJ3#cQ+y^&E}^
z|K)DMqa#c<#KC;{1`U30IY4a*DI1>(AKR!Q!b*qAnU$+2An{!6@o07lXG;5PyB|_B
zdCbeKNLfD52ltWTW7GcmW~|4#9Rchk>Z#Vq>^a)-7h^74%Pa?!&Xd`y6{JJvH)Ui4
z>pikWm)`HJyDqdw9)epR+`*?J-q;45Oi}>6@3$>|yM&ZNr!u9mzwAoVBEu)BP;^RM
z(;itP=zUc0BOL@3;PYOh=A@<V04G8wpy63~>FP+|9p4841^|$aN@DxMqi(}9Nse)D
z7bSm!l?;JSXu|eIJA(a^SKC-qn(UmbqaLJEHE9OM{Or&A)!k1=D9<;K%<dbp3G$@)
z=p&Mf{!=<iHkkS7P;r~0rWEq7?r1XnnIeb^jqJSNXw<-F2JGbH;l0_|V_;c`_fn>l
z6qWcfwWy6=AsrH{%l4F=)~JFWpi@H3u~G#-I=FBJJecD)Ux|#3zN$^t3s}vrFiYmP
zVy05$uOi9MT;0t2WQSu=@U<oy@dRa_8$S;6UG{Clc|c0pcSOc+sok6WhN7iuE`i9A
zdz$rylGy{?L$l#uH=iMvn$zt1Ki0q^`r)uwO6EK8x|`!ZcLy7*DV=hZd<`4-6!uH5
zDT`RBCvYD^QZD-L0%JWO-A@{Z)C@EILab{r!v9k&_E0h8S5|gNU9A5yjB0ZP2Y-k`
z?am9zHXBj|lworyXB`Tsz>gMx9KoV}O5-PCFpm5&dMsA&pW<K3E4bc+G=q-zM&`?6
zV7v?i%eF<&+aNjdN_#$>HXLw2{Q09fStLA+ldj(o%B0^y5$1>JWv*?|N+Shlzle0V
zX+wEeL~JidI9`4dC6QD`(;HZDDS-{cTDxIVua?3(M!Tyz)mJ#Xdf#RC70zv(`M6UA
zLT4d2H;x}b>&6@)kbVdn6%GLN2neF$UoE`J`xqolP1A3_e<R4{x|N)eSW>L?B>DGz
z6)p{tZq;{b5Zdd*-{1PpS&7!$F~L{%ZG%`@i8=Il+UrI(UYb;4b10Xh!fcKD$z_aV
z*;<it9)zz^(zyk)AgdfR$}m+I(%fu>`r~|dhS^Fa+<vp;$F-@RkC2P8m@3H-T{mrq
z$Hm%&hldmHd+2zB2_Z4P@IbjC<{4j?J>h**UQ;cRa+-0>iiwXEW^!`xh}eY2J~xNi
z=wNDsS!0BvYVeg&>_41l-NDnXU}d_zKaFkG*+1<>G7PPhhX`_txay<Qoz)vljIq;w
z2q;S$ZQU@_=fX5I2?itX_nPP>7Qu%Dy4e`GA+Zs@fIR?XU3*|>0b#ln5gw+i4UAIx
zz75vibtq1FM+gT?$h=J;!%vuSWq4Z?tlh=>839~(2c#kQxrRijm61z>2*TJrQ^fpb
z>8H7S;m8Lo>|(CCs~>Z}#TwNIH~xK^{w3bEYzj3ajK3L^kUbpZx<`wAFfP>fVfrI-
zGR477b}w`w&zh<uvZo8ZnY5=aZZsaeknT-G3C(6R|C}AW9Q_1EDKw#)Y{7QqHXaUa
z6#LTswEv|av*#BjAbFu`<)YH8DxOkP!TedZyWd>D*+lspTB*nvph!zKji>%-Ho0b?
z1eL4sG4c3Q*PlRozW8rtw(Ny%0xmOld4?$K*LnH{VR!@h-D2e?Q5iIxuLltP@z@mV
z-sdOB1&WymZ<ho-9Sx(aJZ6x42jY#o3(NhHrnFRHB77OS1*h6=>OnP5$y*j#?Lf}y
znWffFCf<c!+<8DYtdrY%h@$9fPeuyxHwmDLqJ&hwPudNn5ey@??iWG!eJ;m>#U;be
z+cC1+9Qf>wMoAznZlo#~wB#DrW>cE3AE1gp3;z2J&d(aJv(?{lf%cP{&=`i|h&fVE
z>(4Lr$OAfC?k)+Fq^=Eki_b9qZa0M#el(%VWBGE?d1y{l>iC>%0dONoEnzE55rhhX
zNBQcvRBPA{{BJ34U9kiOH{dZo1WM&b=iP|5UW6<tUx$8OYKN`Nhpe>1VaEvCP0G=o
zn^<s5u1G+i!ERP5td3oCf`ff76YfhEh}TRqA#tQ593w~n7HHWuGmiq-X8x7BzB8pz
zb;9B<F&GG9oahGRY)kkaOLtlDx>>Q8zaY>sYRT+N^bY&%!ba%(a2QuVB99$dZZeJ@
z72XGnuqE)fsfR}k3UwwG;bR*A+N-ZbJ+~@ZJ+@lRW(s2L{_!l~Hx;EF>El!(WKR+>
zzaFz)hD?v%)(>YW1EEn?Hu0i_0?iX5yutr#`n|I(f}(OA=q&7mI`5qOa(Q$;?d^87
z#+8nK-0q8Y$BXRt#efqzHpqVXrU1Jt07%p8WlV6)TTFdNKrEDrdASvOYlH5H)y@jT
z;nL&pg(mov6Sti)Y%fKOBUh9kRKuuSMfh)%3rIyM-gK~r-E}f<?7pTWR4v;D8#6Yc
z_#zgoi&0M(;^Pc)x|r~Vs<LMtTF0MYT>C8g5M+T#Ui0vlBX&XS!XE5Sl?7|A((1ol
zKV?E+U1RhJ6TzXM2mrx(zAnx}e-p;69q)fdK#(k}=f0Q`B$CXpt$9{dqHtj-lei}S
zX>b*d67yjVR!=Xee`D#=r0j2WSP&^|*6MhLF=1>f7kr}n6AF9Wpw3!;zQ0jJ0{P~M
zqqpfYl;|=kCsfd%A8>d)hUTsP$1<JCL&H9_^O0Y6ruj%Iv$}4#>&`-cOUS!0%7Q{v
zhcBSeN^(Z5o=$Rbjt!ss*P~C7edD<OUX^|jUEJ<N?!WuK{Tm;|a*4XmnW4+ygZ)d(
zVwDF<l@LYPeKICx>Dj@ATd^4P^{KUaJv~>~s|isY{1Mu8-)nUr4$2=9-QmX_j;}vX
z6&8N;H^fcYcVq62>a$nCRD|Y2@3yw=Gw8%{um;&@jC#Q7BD&fk81g<va1~U-_UcOz
zAn=vF?7yHL^cyR@a&x6%GCNcSe!8Utnuh^A24D?zdq1-9^2z{BNh;JxipdD#a_7@E
z1ArX#sAASjNfc5|RHlWPB+|z&J7Z7SrZaT@-1-T21vBZ&Y|~Z$vA&3D!*sryt%aVF
z+v2dteusQj$%qHZ)VK_znQZO|_Hz3{B>LNRd?%KUse^i3$X5jXFWqk*gL%yY3f3;<
zhI%76e2Qpqk_VixZZhALW{)W929Ou$q1+xlM~5!bW8;&E2;CuT%Gyp4HcWV}TnVa^
z#7<|sJn#!PzCFQ5*9Yx9Q^io|(?vFWU9euQJM~|VBf3-KBhc7+<4QM&vgAVkiW7^k
zjxQW(iRE*jW#K9Ya@OX3u6iKfqya#-Dwb$&Jn#mXVqu7Yb<=!A-|&x*4^-tfb6Tt~
z++QXB_I+IN8gq3`<S2ODLyo4y<SayO^NzH-$L>FNq3NJ$dG6yqdWW^`je9cq-uxT6
z<W9`B-yAUwvb@Ay8>^9yeeBtxDH*2KeGhy%ubOn)jy0T~urpoaW~AV&BRJt!@UasU
zsy>(-*SfyrIzfM$L-;Atn|eDo{4I9L{^BzNic&2x9;PaUAc~%5sdGVzK4I;)K<U7C
zJwQY>Yx9@uje+v%SYsx)nvsm<%s+v7JDHj@z$bYIiMIflC1G!Wg{n=Yr>9p+r(=%v
zP5x6pQ01S0^RFnr_lKe{qQPS3;0F5rb6`Zhuc%sf#2ZwiJR|BfUnZosrPWW3U4F*4
zg!h5Ftmc|H7n<?7VK>8>rzY;#Hj2c4D}$iS6a8ZrZ9ErsMJw|A4e)Rp{VE7b)}~dS
zmkVcs%TKpON8TQAyG4@&ADh53%rp6MzgG(222@r?2|gzZ<^woIlAQsrN30}adFV~S
zX7~p|hIdE1&C?McoowTu{-w93=1f=$n73AIgE4w^sdi;Do$F)iVvnnaLz^`YA$N_8
z>1DL_qf%r!=%+M(T;x-{NWFn9ykR+$pW@&@sittOnuFQ+kcc-X$0^|nW~QD$%pPxn
zsHb91yX4Loz<GS_+n1$4^C^UH=85dd54q(&YIG)&Z!Aq*L8vla75Mef!y%ZzL7qxr
z6m~g#=mD3b!QA8PfT~t!LuTl{LmiL8;#_=3QExMBrz?H`)Sd~C5*}nVQ;haFi7w*y
zb)UUat3B6)o@Br;W+*U8qH7Z$M8*cVVu8>kgcI3t?$&;v;xV($qwY-3SqdIWg84S8
zWTS6O?e96+t2HC-xR8CR=Zxmig~mDryLCbmWP$jW19J2uqZhw`Njp7}HhR4sOvMcz
zx0OHJbZ3a*IY)sERo`}`q>AE2t(Z+Nko4*W=I5vuhDd_Nq0Ofcr&3$%tUa>A2>E~P
zdsX3{mh_fF%skfn<OVJA>DfgiYnc+w1=duw^+e%biJuxa?NLd)Au6-p6kKT9o&kif
z3ehzm3i!`&JLQsuj6E3DO(BXl+@aV;6r9lu>4WUQkv+1SdkAL?(ky6$e?9oHiJ7{4
zW~j4DGiyk|m%|m!N3Df~++T}OpHDmga>q2|hc-2Y7eV3!D~$&%A|wx*`4P@_A?f>J
zu5M)X)`l={Tl~nMlGKj;gw*6cNgh3MpKNAKo3!(iq1b0AY;c-H3*uxHdaqmKx9qj?
zW|}@RAbAkLfc7%n#v;Yy9%)uBL0(N-k}dop^)MBim|+{6gge=^Zc8-A^06G5QqoQ(
z2G<>U?&-Ik6G_Bvi;>fg6t6S2=#kL0@uM7<mflYpIU^R$-%2q`jdY$WOo)<)Va?Pa
zroRb&f(8d-jYqHdLn>(%{Q<(4Qj}8Vk>fe@blvr63u`R9Wm1z&5$R?>gIOKKL0jYi
zSCk|Q7u4dA<XI|IzWmK|1IFPqn_ig65?IhK+p{!!IdINKmmP)Ast^2x0)<CP{M}Xt
zGO-yYxx`f!23byNEhE>+vmm6roh02PDZ_XnQ}*koMgXfiz%v9G7g57dv&y>Dj9s7O
zRWu-dLj(7$oVID~SFB3Dc?O%)3~w_;nh#9B4Pe#y@A(H(QapGiqy*+%oKaUY!AKU7
z{XuKY)3z6;HVg{hEYq^p{gEl^UEj}19lpYXwm#ZtyObTLm>y4LL6sl}YeZ4?G8><`
z$m(7^;XHGCekr5KZoNs&SfchF3VfPL=#>YFOB{ts6+U1mL(Td*?jp`%ly(+Z%F%L#
z#SJf`gq@&xPZN0laYaX+qbiX@D2z6MH#8#6v$=@%!JXJhx;WTXq{{q;EN7$pD>vi#
z_f}sV=8kTr2|Va1fK?y#9?XTHgd`U%I}n1Z=_jX?$}}+$&+!d?{V`LH_FfZY$xvJj
zAf`S3`=B7UA5Y}T(x{R(H`gQfJvTb71xsogJ351Q&+*<*Cg*>rFw~hq7=yN8=L^t;
zf!E9&35-Ff7iA`uO89#_gYyziD&rZHHemocu|)tl*i2wjLYg58J6y@QsZaZL+Na@2
zh=LBG4Yr_9D4HmskB?7A`30`IrNLgH^9ka%*komc4!5%-Xa^Y-R|P$sljJgt!e$ee
zVT(G?hH!8ckx5ZKX92t~8FA2?+s~t>=`JVhB@i6^c=l|OS8#OGK(u3W<*W+^P!A+7
zgq*9!j^^yT5>_<^M>}`KF-0oLbplQ0KrKykBI?70_MiCNGl{;_C=oRkx-3lL-}7}Q
z_@yeR6_&UK4YKYZy&`(1M*tAO91E2AFd6gNDNaf&iKwV}k|}zXl#VdOlB5PYe3dob
zn)3`Wg^L$bK5)nR41+0<rHqICaZK5O&OHI7S0#X91WY5rB{go#zvpW~hFE|c{RX7v
ziU2URv+aIfW-h1K@-|hTjS}k%bk=78e+B3mRgL{3n$!tZnq&~$!;m?}ke>4Agb3KP
z^4`xrIg(_6AI}4NNkEH<EC38>c~>?03c!m4^h?F0ql@mV1gikhZh!)p&jPNmb6W8u
z0)Fj3_soFgvcfn4X#l*b1$;vQ=u*(W1iUH}KnVhjd5~|10vP^6F$&Qje*X2cGY*iz
zX#rl068~te$CtPF<DnL?mVoEp0eWMSEQK?SmABF2nJdWDVHOaW1{}7wm($8zx5@oc
zYd|yajsP_NM9qa?cP;o>P<&gqt((Ijhubt&PrO`pk2UuhuI5Z2e}letqaWXWqYqs}
z7qFQ30do>>%d(?<AqY`mw6*7f9;7w_nquzDVkto2NhII!#eudEP?>-=G#bDn0s)HU
zD`%x;%e{aa^#r=P1N=U~L5BdOM?}C|yi-YG1cW$%{^a|+Y7F$iNz|D8garQcm*p>4
zJ-?5;+`EpI?pRpHuAd-v3&88@{QrFvj<aXVUG}`%ZC!_QIsm0%cQx+aQNWadxVX5y
z(o|e-QbO*>eQDPLIpZ!cFK~$Xv4e;te0^LPN1!IJgtqli<Nluk2+&No)9yWq&(EGE
zB_+Ub`f~#89RS1Sg8o>R|HpIJiJbl3miLwK_>U)Grs?P1G;dr@O--Wi!YAOPbif%s
zx&ypCfC2m*E=mGSurqORxT&@SL~h|6$YC#Y0_Zi$_Tk=6@j_q+f+lV?HMfC?=3TJ!
z^94ImyDoy5lKi?|C$Q~+l78ZX^8;93*Ifa6|M2IZ$Kvw>?rqnx7^Bzxvc*n2z%u>1
z%Q4jgWZs&ys5tD<o8U{li3TKLpkQRrIA0O?hj*Mm^(x?sZEX8~9qz#O)}*HbKw=>A
zTG#8O7~tTuqOEcqKq+J~?@&V`K)my|(82&|ZM9xYmB5PWQ%_t)1!ZT43}~>L0iLt-
z`k~~W9=neeA)2EoFCDSZ6&0tI;;Jowwd9IVJcv3?j)x#<={e%~1gr;0$jHC~-5KA<
zD*ixY!h`^n>5V(cP!ibXe|w(sk3|Ypr5QRt2KuS6u(CQY_QLZ$0^^Fu77)t_7A6ML
zi~%9_u|QEEC{A|>@S7!;Ed2c4nsxv?2VC1G>K|>Zap6%Uj^VNUv2t@i7aaj~A_&?0
z<na&CynOVF-=l%j1d!+WWe?cNK&6(o^_kKkAcO(my#Wj^D#)w^GEhFR>)U?9t!6vz
zt}lM`U^1aKXP|;Z5DG1_;!5CkOblqC0AEc8;N}Z*oHvmE*N}ro%na=ZC?Mn!kk3C}
zuS&bSvjJ)|>r};KIT#6K(!Cw|e^A=m+5$ZsfD*?{PWuw|${PT8jRJ-hfV)Qk0cUl<
zr8|gVW@cdtym|%2@lxn(0h|}ua1h4|(7U>Qz{C6uUDv_|b5tP3zSI5ckDR?1D(G|c
zoU+yrN=g7&K#)Bva2<e{m2&lPLI*_@u+UGde**&$lYcVpO8~_X1RrCC1{`@Vo;?g5
z#Dl!#jv5eL2|7MMp5p#JHFcBv_rdA|{USEp)@=cQ_~TyTU($aU=z#pjSaJ^>)Sv+f
zU<!$f2k-bm2hQB)rf=lT&e{T744?@5`T%?W2x$1Q2WWtMpp0zYtlZ;MJreQYUfK%K
zFaj9NWN7LS?u6=4`2T<8>jQ3NfaaA@c&S7`fbM?ZcG~`LR0JD2yvNgn1J5zeIb!DL
zk2&iA;;U-tz$MfbX|b+uSIU@){BNT7`0{Fn6wzC#6;}Y*2VhT#FXKRF9d!DkoU`G0
zep%`5X}cO;TtoxfQ@HTN>~n#N_&_RjoX-I%CHa>s+x0h~Qz&gMP{P9Xdfu4ZkahLy
zb0TBlHS84dD*_mMfD2IoM*VoH{fDF3M)mK(;2%4tuES^04y<z!>V4XaQqcZ=54<GS
z%pJh??k}XU!Uf4Nb|(=6wjh98-aL2RDDS}i_exlAZtjZJ>idBE$PDV|0rYqPwJHD_
zBmw1w>#g?Y0KeP?4BzI!Sij+Ul>JH9|NWs#zuW7^9#m7a;XK0+3^2=8S_8l>(PI)X
z+!pW?o2@QSW}<^TPmo{ed^}4GsO}aP;UGCtZ)L5?5|wk)1r<>L;Nal+Bx)szkl+d+
z!A6D}=s;&XQ>|aZ8Sx+!G$jQC)Y_un|DWH-F5yQ2a6^3yFut$AuU&^Q`WQMAZ-7n;
z0A(+t|F(yD2XYcY6zo#1--FcSD?{o;bX*)Ey3fb^_P=c9@<C7@SpTtOWo~}Hq3ueF
zCB3M)IOJlzH8)s;q%H~KzbgP?C^k9X3eyJ9J2TL0Hu}AL)%3hr0mHAy`<cNE0NjE8
z!$p8Qd^<aY^_FLVQXB>hL#O3h0|j??&RXEn)pln}XJ=;xkDB&&ZrzpQ>T27YdZ0;&
zf&wCd9e)QZ<8%SzPNJ9rXn+89D-4n2EQF~}<PgZ`$F#{N2b_&D8jq|pfJ1(@r8^Do
z7C2h|0H4l{5e~)zTQ1v!Pve@XQc|IrcQ<gf9)M~^fSQqf;8+LxG$c%AaxxMih6qp2
z%m`|f;y`@@U8%{Zjg&&XT%ZX__@ycrRL}sd;Umy=0FdH|i+$!XrjU0Xo}f?8HEQ*z
z{=Mb?O9Tdc5Pxef_^Ji6s2c!~@w=h@&uw{kLZ~c@|27uoxd&it4FSgS?fidBw+9}J
z3cO(ZdoA$tzIi48zX3~<lGyaJGO>t=#YR?EUckBrc&Wr`z1=*nfxxRny8ox8rKw3c
z@Y_6Z5(72i`*aj)_8gCYQ~&$NMA!EHvHv`>9|KDz?f74prvLbH+}_VZ26*8N@Ob3;
zCHDOhI>&%_cL0l=w5zK^Jv4u=|Nl#W+4AMU^EiQrfgbCX7QbE#yeb5Eu&A_Ij>ScN
zXN7_(3ex#NTY%@Ni-`*zasnQ!vQl%`?%fwl=e~TI2|DoeBk*pWl_86^Zx@f?Fc20N
z241HlZ+gSl&dzUbn6gmk1>nHf6|rso-+|j^KzDb1xY%DO;(Hl*#3?X-v$jeB^YOiV
z_l~|>4?2+)c;tBt@JK?%h~BzSx+}$PfaM;zsQ}uoUkE(fwGddR+of8b-t+@_GtNn1
zo;eOYI^8dcm$@Cde2r)O6F-ZBG>c7zVJ1?wr+`O82CfYQ9=)l)F|F}9aO;?4-pRQI
z3IZ0H(?S?H(-K)x3MW;dRls7)LJt(>OpON$fydtgOEH!{Z&29-yzemPU;T~5BDTiZ
R(qjxj;OXk;vd$@?2>`Go>#zU-

literal 54717
zcmXt9WmFtZ(*=So?(XjHu(-Pf0tpt}-QC?ixVuYm3GVKJ;O_47F3<VCA9K#^?wr}~
z>Z*HhcU6TeD@q~4;lY7{fg#FBi>rcxfyaR^8~`-v8wc%NcQCMpAQ^EHHMh*uPS;;L
z8s4RE)&CTk9gDf63srto$feZohP2zm+RS4Bw9gS`XlR3wNZoDFr2Q{@6i9_3T8mqD
z)3>J)a8_~fM<l*oSbGR{p0;%f-KWh&aU4(7Prd+q$5&o5J6*K8?@mNzM<@p=U3)n#
z=6P(x;063{!X5HplnW%I@i>_jEg%X%Z!9vgIKfr_`%W=39jr{{^R`4n!Ee6w^L9?O
zefmqO%8n5&R-_soruLEqK!gH~lmIDb)|Mwmj4w-a$vI(Uw-xtLBEa}N=!xyC$6zAa
z=*XmWXw{wktv=#+mWppx+lyMZd&L<x+rMkP89$zDK1N4E@`?GJ!ZseGH#VP7Y7WGR
zpQm|=&eB-f*m{Lt`-E6nS?wodt~xKgWBD&S&{vzL4qbh&BK0osYJA^L5y}T8KF8Q%
zhJ%Z{HHdG!tI_?8sU-MBap8U8`LqcmH2i#bqICQc3%mvtsfHusb6rk-yiOgsHJVB?
zrS8D%Jwg<lXEzvXyYD4?ZKLN1t1qxWXB}jF#=sDJT{1+M4-Sa`_kLxJU}YL{2CRa-
zJb%}&o2<sh##-yurZVs6=jX>=YN3(NhxIWS!Ao!?0v@nGOWp6zUAINd_J`A?>+ko?
zH;Fl~kbYHK&DUKIov|<H?Xgo{`|L&y-@yu#UN1i0y4`PQq@LCe1c%-pHm0%#JZr5p
zn0=qdI-VwM_s?v7`Gww&lwx_;dwN6!Z_=hN2f4fAH=e6Dwzoowvu9HV2M66gUN)4J
zl&0q2k%eAaaz0)U%GBsy7xdmR)8s>%JI}1wydVAnUrrmqPS;u!h2D3B_PburcWT~`
zYfQ{&eBYLQCkkQ(N3pvuq0ZYc1e<I(Vs?1E&MftI7;W9*yKnfr`;dJf`^w%zLqpxS
zg0YJScX^OLo^n1$v^Ji<`MfmyW(*N|S`9wk-rrx3DETD3Ty*EScE9|4eO~G|8B1XV
zUjF&g@p?V>IgXAKor`=mx~%7kDti@GbP`S`Ix1@Zshh{ADPP4_?fvU9W|&vl^K8#^
zeFKAl=I*yMx9lPOjYmmnXlTu58^TmQA6^|DosOHV3!{~KW2=8{$?fND@DeI+V_NII
zvA(Z{J~!OHjus0a4LNU7pOY<CruolkW*nn08y`MhAiFwTbUrxjC2L$~KXe?FhPxzm
zdOmEoG1+>quD0AQYCWxXziD;d|E>Y=5;|z#cw<VFH?jCo$l$u#O;pN1;p1L+Bd^np
z;_f_B_?(WxdWZYzdS?dzdCQlvdbbm;jnO$Jp^1$3TdIfwGB729JB$m@jTanZ;sXU+
z5A+eE1Z3|+F|VgFy?t(<9qyL>bj!y?p(k`Ak3&+h`?J*{&}u{^q0v$jzh8zvE&0A_
zoOj$P>c0G4y3RxP4zu;z!3QJYvGZH%Ja;}_ZH{g3x~pQ)X-hg=ZJt|P96VmAI66Gs
zeDJw=aJ$Lah^js@{TL(;%*!L?vRy~`^XCtkp`l^Po7R-j2T<sFCf4osY6uq}-_Xn~
zEa&~U#A>B}&kFHjVQ9C{5%#UZKK{DB`=z};FHb}l6e!mb^wn`QW@<jS1;kl@->+hQ
zwbwzbI(q}8ElSEh7+JMxSMYhi$w^g}eLC=cKe)CA8Fl{M_c7F$M(^W!N$E|1g@r`x
z$B*5eSRtmOr0c(yHOUt~5A7vQw#&65F3!#)Uto~rz3*c`9%HXlv}}0yf5E`O>>0)i
zP!WUd^Ca|f@R8KK;nSX^I+~qL)cUgrqSbgTrOf+doB3U|>qx;iK~=WZbc(3eZcB7!
zV?*fo+ZW=;KT(DX^76wmF-T8`1+lWUMIC2NtGgGklNa*V8;$0Pr>Cb$p7*C|&!_Zy
zPZ1rU6)8+o6}+7mb2$6^TUD0U^>mq(pPzqku}Z7t{_XEl7u8ag7By)2Q}3r!yNKLt
zEGNA0|2E#TIzI8k9dVKp6pFRlO;%|H`1pw*?-w6T#Ga>h=srWvI^P+vO5T&ljA@H}
zeSNPJbA~-HIyG$8JH89v&40b_fgw&Jej1kAWuF2%){C`G->ka7X+-vx+t2*`j<uxc
zE0FU%UxFeELLjd9ecShtikhx;&-2z$opzV2UU=qOk2?$Clo+6Aco<;0R1M{Y9(~gG
zwY%BzK+&fCtf{P9OG_(F$X8IS$!e=<)kaKR{acN$z;ExRYMrQ<7>5n-2ht*OfJm7d
zS(^NI+qp_t(C6xST?P^x^#ni_s?vIRdfF41T3AW3y|J%0#j8$U`hUX8Np-u;@kLu3
zUka1XD9B8$AMY>ms`WPi+HhZDqoc2ixjW4*I+A6Br6~feS7}D|zx1zndg2li?lt?q
zG?xsjmZ>RYKuz7aJ?*8o?xkp%bTTI%IFSON1J~^O5P{dj<l+T0xCc%Ql9G~ck6WQ7
zga6jn#y?lk4iw02TwIc_uH14d3~954A)%qP7;p#AYD}^qh8vU!JaFgW;HY)jlLcey
zes%D9>?6KTuJH;6Sq;Xo{h}*F2?YON1A1Aa3`5HBLhO?|yHv~MgQ4jo*bGHgF@ix}
z^M2C(4zDoxiutP;6)rd?y+wOz4}>oapSF3r3>8B70}4XM_buXgeG9hGG||5L%7Q^2
z?{<BhulwaPqkC*UKkbe$jzs0v)&Kte`#FAAgfFy|<>hEdp)(xTAuJ0V(Z$77U2kW$
z=t!X@_gTPZVG_G>8K>u`Ok0Mr?GSvM+>(;ef9<Z0OFFJ~`hCzKWC6jTc!3IA8bY{u
z00^9B=I6zwq+seatz@M``?kuiJ|28OxGfhe)6j^79($1ObX*5T3kLNq1mp0qG3Tg{
zWs7>dykEiw48YcWUd~>RHM&LTIQAzphC1AD!o<m>c|Ct!C~*Jl2XP+Z;Ls4b+jclL
zkKHENlCI}j<x7oLbBsglI0&!O_+6Q9_9qHjTixlHjrkJ)_U(!%O&vUeUdZ>Gktnu+
zW;E%|$IB~|_;nKoCj{KD`b0B@Q>=8&X->flgp7tpMv#{UIWDKmJ)e=Z(=s=7(#Dj*
zWu1;^D<=mZvonrUla!!d@h#6B51-p6^KbL--_EiPZf_@gQ{=J0-kw01k}h^!I~2I!
z;e(q7-3G^rLKL?h{EcA{3F$D58MwLq`V<@nLotNFr`^O#z3y!4Y`1{V>l0#WB6=4z
z^d_8_bcQ}JObu<;BKs=PLm9SRxPDT^-bpY-Zhn?Eoh~6Y<skdvNk>OUfEX{ziYxNK
z{r2uIer&JUf$x*-8|-%^&)ZIzuoyJ`4%`tC5H3Hxd(CYpdbvrUkK*>F`{M<8GtR!|
zevswl;!^K^V<LE)hg@ec00*2ZP%Yc!nVf(B_wOG_A>{lgob=wWQ(;5<5Rj1_PpX=)
zKOvQUu*@6}^q%gi62Uv#Y>(rzG8rv(b%G&MtjMc#*Y1p1uU&HB^I-u^L;%SDc1}QK
zP(Q}B<NF%>(X-a-`1Hv&>vz?zpKRs;a;KSvg@F`CEjQ3oj3sO6!rINd@$>OLo|+1c
zQ43zdcD>)#pofcps;u&g>TTPPd)tzGM}p9l6s-3v;*a=P5EpoXh=u|$nvIWd^zU!W
zClF)suV2Nu)`A@Myz9j#h2gs>h}+vvs&@*A-)KHjOz(9YyY*q+^XT|^`{Mol0uU@}
z`msON+va?735<2W*}ocK_K9Cy{05pJZF+jTnU&S<0JdIXdwWJx6Bj5XKtx26CZ8Z%
z6!XkDWd8^PU!5O6et=0AseT&w^zUzwSmiu%WpeJX`(|2Wz_bi2N4wH!j{Zq|AYB9s
z>d%Ej3x@<lM@I+VFB?WhN7uQW{ip`XiL&JFt0o<~j>}&7Q&7xVsO#$KO@VyGdp`1Q
zJCeB`1f~dmKSA;XM7tQIkXp?)MVbtgm*|=)17DQ{1}-mI#!{J07s}QBd~33Op3V2i
z)A~R`W%BByq=bymW%Y+cVSh4f48+v2y!tlFwf>+#X|P&h15KcqBShxwT*H*$nEw};
zPr;)q3yQtg<MIlyk8B|jL+m>6+H_n=wzaj{5rmfH_@sk`AqaE%`lN1d=alBw*A-n|
zAEH=qA08Tf-aJ6i<G4SrKatKE)TdA6zKbgOvNEM;ZoL^wB=oT6m?T?N=1m?yJZ~!i
z`t&I#o}WEH=*{hX)@;2xI2er&3j$yeK^<_Sok;6?T}i+NLulx_Q+9TC_V3uIXJokF
zub6@yl)ZX|cQe6*))HbDXt2ul0dfoxQ&Vb2Mn=#&cax-!U4eulNYeO%#F-fA2aqb<
z0SVasb<c}Ekaq9qP!I&k+^M#zknZb64r>dvN_&U@B&?Fq8%M0r`=dky4ru?u?uAt&
ztXubmAA5ei<z~3>yJ5olxsBj;d@KtGhd5OtY0lJ5jBCdiouy9+d|M*)`Enyr+&9>?
zZ-wCNjxf)<8}@}Dj^_yF#KgqF3nblqPO^lfa&Bvf_=5*o;1<Ofgqyx90%AfRPgAWs
zG5p0|5}Zs7oYc?myTjPdAgoeXm!UvA-RREQ-`}TQ=mvSD6_*^yy{GfU8f-GoTNsjM
z<>low=Vq~M)G#D?eG_v#ShmWg$bxvv;uZ|AV0<rOK4GZiD%utpS-|&@x#Z~$87%7W
z#OFQuyH8hPo+A!kyiRlXMDK%-d&7(U$}Q8Nj)$Cp9S33Cov7HH2(z5G)!Kt{0pvA~
zn}5I;t99h)lKD(_XWS)Zcio^M@Z8YiIVRh{?b!m%*r<0h^Jr+iJ81-9>=$(rO<CM?
zXjNsgn6v?pQ!_{MrHL`ykyWR|MlAhLnf*mchi#J}NXNy&*#s%GqPn`P4#JOQc?Cah
zF!{ONocE)gLlB&Rwhv#t@>p~{SrpJoAw%>D9JNSLemz@(JihYBZ#Y`YzP>(ogI8t%
z1dG5Lqah8UO2-V_@hG(2R5fJ0Dq7?Ki^9#C0-Y!c5V@ck1~;0#*?QnS9Ul7-Pidb?
znwB<o3_BV2SRQ0%Bet}gHsN%yK`L}rOM+r5;Ys$Goy$-5w&NKme(fQa?|cRE;OFk<
zEAB)n5+NB;EQmpmPEU8!OtX0{R*l~KoTw7pm>vuB0flEIYW`s`xix-q+nFsm)YOTN
zE|U=vTx<bRl6Cvzlr7%$x}>q#;k{6cx4Nhg&p-##L@Y}Jg$Wo3qAOtRr(>8NOlE!Z
z)@P`IHVq)v(sEiq27rVBK5hnD{cQ~Y+<bmM05-JdLdA7?6R;ORhN40!{}7<mR1$rX
zuNbw((M(d<Z(}Kik0;(WTjLvzckt^kz8z7Typg53`4(u8B8V*bNb&*N8w$-HapWn7
z2|X7Gk%2;J*)Z0A)w<ap!~_rouB)w*yopl%i6oFT*jEuMD$0(yMl?a#fPjN7iG0A4
zSRDgXUFifKr-|~|7x&~XccOxVf|9*2sB=_e;4N-OzY$=mc`2ol^g7VBB_&9tWZk|<
z%yTNVbmIx@tN=vrD%ZhjDdVLf$LdXt^m8~dpsaI=IS@<AaDm8W<&Y1jgElrjk=efN
zDM<;+G(kxqAa;;Rb26yI2^QVzcoEK@IaKStfNgQIf#xKZj;4d~4~!JPG`q#dNQO)0
zpQwx#ny_@_CY$#O&?Wpga1z(zHyTdi-zdPMrUwseF&q#LFvrfKm1D%H<!dh<WGw7g
zpipkW?a(~U=g-08oW$Zp|Ay$KCMgjk#QC0BV<uFjhi_c57>L4GF~HXwgtLI0un;m_
zDr74D0i8`l&Z9`L2A)JHE`9gmD=d+c6=~~DB{C6hfN%ko_qf%rx-FScvo~9zl~tv(
z0||;hIRfxqqhS5|s6^8>`nuv<JXP?-ihz^p!Vt9kxD??U$l5)49<tC|HfatNzM)xh
zqXCI|7?A+wf$zv$0tYm3vZTn;MkHbOX7HMnmBA-*A{)f{npCRocFs8#^DS}nki(P_
zRB9NIlvBG84IkJV9+d#Sfdo7HCCUA|p$Ugtw$b}h6nbOwI}7}~c#LnP;)1>?MURAq
zXyOz;*hyd{B8oTd0RKuJ8d9Nf6fvk1ppiX2gzF8?Xa^6OMP|Ia3>ixZ(k2yNZTbPK
z_qj@@5&Pe1pVRwbX>vcB<hT*O7GcEX{~t(D9*#6cwbK!6=oK)vb?aOD0?zm5Uc~TV
zfcoX*CE#R&tzsVRJF4(78u*ft&2+v1w1V>(3q60lECvQ*(Hgug7_)LL#=C{~CJ6y-
zy6rWpJ|VL!QCk}=gzFeizF=4wzFk|Zk7%wMTq$}%5_TuF^)8B{4!+F}LF0^A%ZTKf
z5#bN2Ky?lJ8=almLMmY<a7YM^HX!@GT!JK_W3Nt!=TylNbF71HUxxWiy1U~Eo$9x!
zvm;gxMn6-0aSp<%#c&I>)fDN8To$XZ#PR*A-Qn(+-;-{UVUc_Zso8Q~>$`_=-eDnX
zf7l8F!C-OVme*Tj{T+cDY9`tGDJ{y=aOiH52x{S6tbVO_jDsLMHA&!jx7Y4#$MA7E
z^svoZ&bLf|u9zR48uaK}hyEMBCeHWashSTcOE||c2{a%_Q`)56mkNHS1Lh{%L5GAj
zT;#kYJQ*0MU(m*VgDg6Q@p;;8xY(VIjM-BC1b;?O`@)%eqM3y224$=~gnAiSedeGE
zBqZeb{Xl~|(DVSrx#OeGAs^&s#`Kr_DB<IZ((%c%M&sN5fe(r=51Ie6$tSIz>qgYu
z6pvl|ArXy-9gz;!3VC@cjpy89`tE54-(<LRo#DB}a<Gs2+TIz=8GVC8+}x559fA?u
zLTI#%ilB(oXcl0#o~zr8;sGg^q;khqxdo9|t;KrhzD!snLL2RmSJb!}`({Yz3>Xwa
z?}C-nh@0fSM+bl#4?Q$z+Fa+O09L7LZMl!#@Mymb#|8dtLn#d95CtqrTJXsh`Qb<B
z?K|=yMso^DN6W?hH@ZTpUg^t~F`>{Tri+iegU8|r9LuIIBn>4y&(#I5!(db8Dki)}
z8r2}!-0cyXY_j<50LknKzn1(0Ekm<wuw!fPcmlkhm8*xt*63YkUzp%AAwWdLa8bOp
zaz*^MXl5#g;*nceF7&y%;=ZT|J`sdfrTag#H*&LrzF+?;P_rZPE5z`L|0r<en@HIg
zD43<enpyEx9H<lw4hS<M@1hA~(&0mMU#?&aj<xVAx;92X`D0=Im053dLQGv)aMZJe
z|7YPhK#Hj1XQGr_s2*U9A^~WDNW%<^hf|H#cX1NQC$fKX*1U7HCs$~Rmz<wPsYCqm
z<LdaLR#onw+3lFj3qOM+`b~Qy%DKD+Nw&@}HH?f7$wdlYwhV#DCpT@nB3&A?=-1U)
zx*A=LwousSHWTI79ZUrU5PFlNxVd@lFXe2d2~16+UTkJnx!SEBdbz|Lgjv!yA;@1Q
z-k~q=0dW73+t5bg(jis{e4YQJX2*#+HGgRYFeVGFb44klkB*XL(XuUU+(lY5;?EP<
zpuE~q%42#X9IqD2ISNI|T&=X;f=BsHAF`yu<J?n3Lz4zuSpC#pWVX4&b2o8FE++jo
zv_2Z3!AU=5$TlvgiN%KEW^7zU4`Evxwxl7fwYm+1Ghb?tRR$ZU!HX6iG1{)tm9cj>
z*4lPQCwSGb@z`@;Vpk>6(Xi+8{x}$1c^<~fkvog4K1^(9HY*atgJX|fk0)CgkS{&Y
zg;`^;S+pG|n|rn@`dac4{B2$IDuSO@$C-MdVnd?!%0=AxhjsZ#a_x?~nCH~U$a6O_
zdtAx)H;pl)9_9Fm5ELR=a|FwCv?#_-O}V!CJMcz<@AJaoxCnVkH*T!mmEm)1eC*i!
zqU3)0(aqivtqgk^_qrn2Rf7XcAh83{GP@V^<ZAbk|8f;1RCgRPsmIh76P`el%2X>Z
zSO308RshGb!^*QibNm+tQl<8a4#HfkMF0xO7~8=YK&dmX4SR8H8UA5F-+N=1a5K_z
z4nO>Ee>g@&6oirsS4fU}uw8}@Va}IJ2M`lryh*kr5HAYQz!tRt$Dog%S1YB-^_zA)
z-0?)w_xCZwaGWt{97j<!KsxTnscBjH4iYkX3<_K4Bl%SpmFA?JlXRTm4zMIaxkf3E
zgO1443mmE4+E-lfEhkLR43SE{cioTY4Pvh|-pvjZd*;XUU><qmrab-GLk-ee+c9)O
z`!T3lrnwZoG%tg&Q<eiSskV9d_o`0?&FuG{A27@bWG#E4n`vtK8qYJziH_x^DeU&Z
z*P-)M#U@cON*Jes57%-UxZ{3EU7nyzD<G<v8y1>Bja+86N!0q;FZjhxXfko%JMW-Y
z6n%9PJQ4iE9+!W|!nz_!1oKa@Ygy=BzBJcx)1nmEdJ2tr4XTd$dJtw2gXdd1UYq_x
zJ5${^_Oi)nzW340moUh$0>%v0T6m_$azP)?auM72Kztt#X*GKNVKnC|qH>FZHsc5(
zJklGl^vj6}P0M}da9o;diCbbJ#mm(X*cge|Jmk3N<BR-4DN>dy#YH1MlvRH2#L&x%
z54eRTCuPiTr_nNkF$Qu(!ZI4bYR??_l&}Sz4O@%>rk$9xG-JT(vL6>mz{#?F(rA<?
z+>g4;QFM}QNHG!f*zLQ0WT^oi8V;y~C;g5<UZFqvgA$<NZH2T0hCV6$^V)uot!wdy
z{YA8+7|t8d;_Eo2<!-lww0<Y`F@mq>i{8BPPsDK!GELySY^ban8hA%1*B(>!enlWh
zCzYg;O4MtrPl%2StI)Nl_(!)=?ruXa3~krB5~>U8RM-@UI_zusKi<$Wy}7&JM8Y_5
zvrZ`f7FpGa!nDcpBP>ajf7iWBCs7pp$T}8jB8Eu?qDK<1f3(#u*_uS6mTcatFnLts
z6OpG^_6cBn%P69Me<Mbnk8?i}MIOSw-7y9ZNqmpn?X3{woD50_bLVvE?^TqQSq9wn
z@C!y!le~>Hb=_P|sr2lZ!DR2(<#b7VI--Z?O56(*H*fq6Gl7;4nPt!<Dqc%BUALW2
zR91)(g9`DP3B8|(rzzq%XN(;7J#85N3DC}%wfw-QA>qD%ay(0d9b1Ac+{w<6XhRvU
z43`dm?MB3;W1`?`<sH32sg6uyI?h8CmmY8opa~6$t6-K&JA|T?{`v83ZJ%r0j@)pO
zMHjdFv}u}2t0#uqSE8~kc~Ttk;3OJ0#Z@ithL#6cSp7(;%jA^wi(2J4z{mWfen*4G
z4NAKluS9Ah=#Eb8FHyad(*`2#8(GB0>rD4eF>`mKSlXA@$1>B$>A;*F=OykNDcjC8
z>h3F^*w>*s;8mwLg3USQFeG?Y6zaGNPWsQyAsF1(apYf*i#sjdzSNcBq#G|%Zurgl
zR=&_XiMA5nThxFfzq0@z@$R^}N(P771KrXTR&W*!A+!^tpkx%9WVqRBmCz77a#kZY
zKpu;(4*BRZjzu+c5S*$6ZL$0P)7>dI!lI;@)k<@!0=XE2wXM-ywytc<!{{N}p+{H8
zG{#5H$<q@9HX5udW>^Txy7J6L4Ja#D<no|vt){*9w({NjDk6WH+bPUitQ|)dxz1<{
zqPo=z)3*KMn{2_(=_>E|Z`Z{+X=bf#kNELno|l}z{g3y89^Lm}BYH^DYApX8;r6Hy
z_IGmkC0FPxQjbnztLV8Q?M=HVtJwjAT(XIoN9Nt(_b{Gg0sbuXexbi;wtsW^>p*|)
z`#vjfw}XBd$Y09P0--|(R0@LqT5EHzJ=!+#gHgOq+eoTtID*8AU_4jH44jO|>pgut
zHKBDHFYM<iOmU-loFS&g@z8*Rf?vldialXka~$tU>4NJ(`Q<tHD{Ac9`WNlyYpQBZ
zcifHV%M#kN^v#N#7pdyj&KOVM6Fe?pN4P4l!Vp2C^@c~nPZq>L@+co){;P+Lkh*co
zo3g1*4%giGmu^xlmz}j2qH$&)n1g#)KkLa~<H*P{j$C@u8qe{%iQkt>(i;z3Xj*|b
z48hZ!NvcG4BtJx;6I*`JvmI`i)A74rh;U6AYIH@F?c&H|muf(XNyZ85CncD(YnSF~
z|0E^*XK`n!{upmQ8O*IOGbZ7u$C$hO=u@HLSO0D2wiLvq_@cQ^{dUMEv2^;R@gSe5
zXkTRESRT9R++pf^tnrm$!OJiE9iM!H#oFYGY+;Ao+;PC^q&+873H7(;q<BXsbt{Ei
z1(%4dwhbRO+W$cHz5n9t^IS8jKzQ@D2TQ<EW?_&n<B?BsX#=2m<Q4k&5558Ax9n5u
za8(B3m0oLW5nP_IHfwg-4@GfXXw)WqaefO*1zpDxWJMMt4l|2%DY@~VKAL?5#8fMS
zp%MA@%B(9K37wZW+eRqqWaU&0?)uoT`FOz^m}dD*e%z|n$v;}d%6Mm{z{cuvaB%)`
zOyK6YIy<8xKr@f$0>l4;Bwo%v^}<obPtr>|te9gJE;)j=?$p6S6#7M-$phji2xmlR
z;A^}u8UNqVgCtx}ccGQM5}Ai;3Owgh1fs%PV`6LHdr$G|_Agac@uP!x!w#t5>Bz`t
z$}fKzi^k19gl7g<2kF{^7f}Kox6^=2Bgfq$h-m^(rQ`!_s40O_kSg4SLB%HH71g0m
zSZ9B@Ivy>RXK7s!iT~JHrwl@Ha5iokyY38r(caPY>Q>8lKld6JXtztpp3Y#LNdxTY
znhkMgx+ODT)@-!8ysu{aZm4Zhdu2yMNkqd-D)?nmf$~gSV|wpwMXIpgKbQea&QH^!
zg8iAij!bKtR68f88Dk3AFsbJfV{Vt8-J+}C3)$iiEPWqDR2i!}t^$b<B0Oz>o~KhH
z2sS56xUR{*%|3DbYe;yE)<8M8C_E_e4JscrZ@;ezdtG&nPYGAuaB9iTP3j_0`PI6;
zfN6AvAgYb&pIN&3x(PP;q0Qx(L0*y9yHJ`Pcbp-m$U_VlWbALaQ${E2i(G!NO^L>H
zmjzkLrb_{<h{}#a&721w>hz5Ap%A`T{nH*OoogFZk*eKO18=+-(%X_I;*vX?4aj<b
z%0`7?c-T##gHpD?8l<BkjCZUklI~WD<XJ++<eY>D$(3~A>t!E<URNe4BaW<);f^bo
z2hV9PZ#W7=V&X+b=nF;T|NLxXWEc{DrPB2AtijRPgkGkE0&Gc@+PEQFe6Ml6dailL
zd=Y%Z%>G#ZFdi5Z0yhaiRq_c-vB>3pKy56>Dx~hoqQdDYuhPk)5}^QyN${B})64p~
z(!iXd7M>ARpHT!6>vN=4YBC-%DHYS_fp#>av`JTL{(M{r`h-O+B0r~USVNHXb-VEH
ze)`v0uP)=vxhbGkb2*26k;zs$HY*Y(Bgk|23KP#y^ZE+U=;>0+tTvSA6!cU^Gx>Cm
zNp?w(2D3n$m_LoV0fWj%hOeW3DGASW63VjPc9@yMA75Q5=$qh}?o^fuV_hx@I%R5W
zsUG88(iS6&CqWAze=N~HoE9e))`)K~Hc(2Wtv=bLNe~APNOeEybv)#B1>{?tzCEE=
zeoVS9Kip8Gq>pYg`wpIm5|K8z!}pvAkH1X896jz#<wF-p52eupbDy^(`jE~>cJM}z
zGHNmW$G=O@Nt{KH-%MUnlk8E94a1`}Ar=RhVvwc?<6o3G?NzzyqCk7bH}!x24ehw$
zvKYHO&wN_=)68nQC2cuZV(X7!JtcgVFY#D`ic2Y-+zCFc3CxOMw$Mj!frl>Ww8icR
z&2Pc9EMK*#W@an7N#2?i`2mR_HK9y5w#G**^0&Bi_=_NqyRUP?iiuh_t-+tUQ&3jH
zpl&&sXmSRJPK_Y!kewQ8OahYQgB=zUvqL5E$+B9QkI1E{H{G=>aj-}(&2eHuGZ2^Q
zWi#|}c0*!rVQKptop?<r))I~=7Na-|k7GWT8hz#%dFH=aZvCw42`xZJpnFmb%`c)P
zE0j=9ful!QNA~VM8HF&}vM?Hr%ii1;tf=U%&K5-dRJ(1N<qmX9-7tT(gbJPT1nH~j
zXndOT8)-|3hDw#uza5kr<nIkx6g3v6Erv)HO;)?Xsxkj|P?;<vb}}PJt~Ec8Xu^y(
zFY`q-OfE2){WHT$kuz_AsNd~TSPPEPzrF_bHiVPK;iA9PeZjHSIm~fXK;<<Boi&)(
zgVMM}zOVLzpv2wm^fb#|>q%P&=xh;mhPTs;sOSfv86KVazEOWla$KGm0g0*{UmUr^
z^R+lqS%)z7pCfYh!R9Rjx>oBiBMr1>?JJFnrs!Mk{yHl08oJDwY2hF;McZI{uvG~x
zhWP<!H*(5uhN0WU3Lf@x&aVr;jL7yKR;HxNa1!0`>MjsF!Kp0Ke2q>>oZK;)8Nyo2
zB1I6)_r%-p&m2NLg>{uaMApy1bSBH~qiDlJiLAgE2aX5po%$23D=XHCD!J4;vmvB=
zNW<|O_yYRTr>rrnsaUU!{?hbXlSq3S-Y_>Xf`_$*vGOJYEQP#snHz#eUMv!JDl*JJ
zC(QXy)G@XR=p|3`i(nQIyN&LLd7-rok)M?ppnQhW9chwkf;<)T>E@;#ZR`<Z78o58
z8SsdvN>Y+gB}dkSNU>-;1BZ@j7NsS5bR1iuBE=-<Y&o&X^p0Xenp$kZC5Fk%pY2~4
z<7+Zwk9llEK+Z6aI<e)wzcelC0GfpdPJ4nFAJt+eCyld6$DX6|;s;)sa`s7WAxF%4
znUk$scnl^tx;ah#`xBdW-RjEpjp1>6A7s6l8GkcM8hdD$TSCk;pKL2?Q&h<J)%5-@
zKkvEV>gT_!s0v+1BmREJQ$?8AsOnQIg>;O_5XW1kz#;y2yZ{u?>1P{9Ft?`o5nq?H
zaEjGN>Nj@REKre_L;C4TL#S)V4k5$$`dv|E<8MK9CW!G##qj>@3?)oOw$SXcOlc60
zigz-IMj_-k2<xgEWJc;?rK6}2;*U*tj~oZJD4_~m_9j9)q{>$KDs+9zD5^X^{ZGxr
z<uqIJ00w)&en(H%`#aQ@)8A32t9`&R2~_V_uRc}LdU@Z5QPq_{`)^2wDv=egh|?A(
zhvrtr_A|!fzE2baeJX<|WE5YHkDgrARjeyKuUGD*UuAx%2!HD{wSG8!bHF0gj;5$=
zLE#^~<AV<y`N+Br&pKn#ReFvrY_%6(@5QIfZ<L5VQg+Qgl<2lrR4>i?m!}OkpLtj^
z5`js7cyZA^-N)m+iz+)(n832yzw6OuQZ$t>0~wPzM_NKzt00w!$Lf4+Tb`K-hOxyT
zVr@HENTPrpFh_J?QSA>@d2&<AC;S_UKdmfhZe)p`r_B5#59WJq-8^*1IgQ~Cc(%0o
z^88<!+PI&q&tQ3*9@nE&%fQ>3*N084#eOR!Xg;^`5%i3PpwV^Gq%Rq?PEON;>wRNy
z=u%6=d}$PX>YL~C<c|9z5=^vk$LmD5oiEd_XA-zL(CS&<dj5L9c}hh$F^)sCkg9JB
zYRbWpM1`Qx7p)A@2)y42rnu)MIg%!EboH*5H=HRQT22q(bq;6Qv1vIGcR9j`c0S7=
z{x9KFHdU1LSrLJ~7^SY`{){wgp7@*kO~&i59JQJ~Pok&fto|K)jm7h?cYZW+<$<wr
z`CK5WdN*W@Yx?BG@iV7#G>c;_&YV@^&DFP4QIbly{9i-SK>$q2TAQ{U)k!fMAEY5%
z%9hIDtQ#%&y5`~0&UT*ZJ1wiVcMgT*yHhTY?_FlB8j%}D-iy0EVnPLV1C-N3sl>ML
zl#Uwz2B&n_NAKv#I;?0QsRx(mP)t?WcKPR_c<@7B75y8ukx3!T$>PvX8FzlRl~#~<
zVda&7<;7&Lt^u<?5VQkU-Xk?a!8T?Su^<3-ZrZts{N*#c%1k>P&e2{VyL=_WENaEn
z<1)v$DBe2-*`#~#y?mt{mp63plJn@^ZDGo%&WvKFQNJX_oS610sVT3L{jS}Z%cTOb
zOL#c!XJNzRBM&Iq`!&ZidkB=KX6_(1QWg8<B?9%+9U#HWAWZQ-_Dv_6u*iJ*y0%RJ
z`2ek3EsQrZcF&E*fDT(CQ*r6fh#?G>^})4W;ewIiFzq<Fs>*aI%w;8<q6q-Cs=$jS
znp-g9Z%2~mD!}0qMU3AOh$?>_+AcLLL6K1qV7brfIAE66renO;uUKuDu0rPMR?X&*
zH>u)FGEzOwUU;%!>-Ir1qxp-MJe22fnWq9vj3SERM@t5^GIlWv;^5XRuCO|W!yeq1
zBLeWRv%lcbxU3-x#9H>y+Q6m&dHvhN%KhB*DPv}<4_gCdEs+OgdN_lYid%*GhZ(M9
ziB&CTH0cqy6ruse=F61G@qq29Z^8nhiKRPFv5_utkuVB9-u93L$j&;EA8E(UIQNpH
zJW99uolO(ierO$yfu-<)<)riFwYMgyf{E~jVLnM*C$`vMA#g7U4l1?#KWXc_2~=+=
zioCTfeN;1hc7!DB->6eaXHx#QfGtOaTNh}{g|^vU%Px;NTXV@*K|A{3IlLmzp7=MG
zA6LVpz9H;`ke9dPh?nRqlJob8KRNdqLo!t8j|<^*{I0AiTr$Q(IEx7N(Ma(0a5lx*
z-lvp<y@VYYbFCJuq(1_oG8vH#bbX-EgMIF)H0%p#rgL<s4wa*poP#b6PKF2NCGV3<
zH-sdMy^-+;8GT9^CnY8HNipv`TGIC94pgdxl+l@F^_U~j0}Nm(Q$_4`Jcih!lIRdt
zF(ba9I}L5~JfQ{hJMUBC(Zm|Fz(M`kCQavCo%z9UcSCjFq1bUx<z|k2%*>rvaxz^M
zoHg<jQ9!KC9*G}Wylz{?0k2;@cn~(R+90klZ|nOUM^Xb`9z|ReurgS2J#_@ij|@p^
zR@6@;Yu*~Urh7A#+|tLO9LR!D98QpG#_gikj$clbrP8>i`$t4x%`Tsjgd+|P;C{Pf
z;vUvUGMgl=ru=3IKLs@=Nvn=h412_2!3J9qQ|hB!0CN7+x0eUQ?~4f39!#l*p!8+O
zK4(p9?MM(Bpj>*@*rO4#=^%7gF-MbHZ*7I@ZUpnajKw{3<&{eG(WF==v6prj*=mWq
zNWny1DZLlr&MtZ7Xm6+J7HXTp2XAAZ@^K+D<4|zEPn4lU8L$Q>#-C03@8^uifT~kN
z_Ny{}d^Y44M;l5l4}Yj5JrthOtH$+-)f9?hrU*wn?`+FPdyhd1xgp<y$eC6GvVrU?
zK0bE-r|xtKx{k0x<H!+Hc%x~VkK<Gh41&`R;n(_r;n;26-_VOyd*R;Rrw()DRk71#
z$7S5;jguAR0tr$=^HPS=1`MYLIonse%b>F~m{wLj17oQ#`+tabpH1I#14<=aoc#W+
zdeX>dlvbhqt4HM5)c4KDr`NBoXiwDEi*e6W!J=o?U2VirSh5p<`Cci^p|)^2sT?P7
z(VFNJIilWK{G4M7KkRSsyOHZ}CMzt4P*dXf7fXyTmoW1W;V(ZwKQ|ntJF-l)<Krhc
zW+YUCS5AiwociCW&Qm09ZSbD`;``V;oG$+K!ruY`YKY3p$sh=pxELY1d}TR^f(?f2
zE!!ka_ge(4_XeA~yw|9LbPvbVq-$4SI;W)x0EHBC<7NHf@bt9s_wT!2gvxT4$fE@f
z>IM6fwpo5rzpx`_S7%>^IXgypeiD|T2<lz6(t2Nl*DTWvO)FQ6-#mdMhB=C&S$j{#
zjWVKt)gF)L-HFWcSk;V11h=mNKw5W;A)j<9n6Ofj=g`^taMYw(l&n3Hl{%NoRJ}r`
z1k$+r?=;K@J}z~<^TAb3tfsHHHb$9MhTwxl8<Li*bOu)x3S$X{o*}U5hHLvVmqD5`
zbT0V5O|v^2Ild7eN4vBs3^s>WrZ@S)6gd|XxGVk(E72VXShosV%MSxJ^;08XH+W-p
z1o&Vgc#T9vuC%LZTS^gcj?Qez88Fh>3o1{|3|8}bfh`p|Z;}Zacs~F}V#{?9%!r8B
z;=_`ic^L-Z>zzMzv6v&S@8tzV==-uYx#3}+Srd#GFL1X^V~kpSGx2+urg`Ed9SIuU
zP;6yj*zm;5LP+2ttEsQ3uyJ(nTFa}s=F6!_dp3r;FW((`pBT#FM88##d^lj>!sc@h
zp%}xb(Qe*HiE;#Roz^k)jZTkgvGQ#*yhks^TOIy!vF?9YY4krc)5;d6H&)Rm)QH|P
zwn{oBnokPuCFn?vq`AVbW7Z1II283D`uoS{HkCV<fI#?)pkMdP)E82EX`LQx^N?bU
zVnPujr|AVYZP(-2vx=;AFkS^vtzTAF7Q0~NfWcv#B2#L+9YlY<cXw!BVDS@k`Oafv
z<-sFfSovhOHl?tNI&jSJrbpqFzcyapJfQknU3<=lGX$;w#tS`Exfqtx{_%yz$7h%|
z@=+lzQxT0ct}WywV4f4>NUA6z_n5kf6Y{O8%1;%Oq&)wTsxdbtgY~Ud?(R3%SV&3p
zIcd4f{l(hAxq$Z?`(h{-;qDSl#tJ`I=%Sf_#6HVIIg}ZHlgh@L)QaM?5%r<9rRdRF
zL6>_}+pA)J_!0{dY`xTJ(b*Gr+E-%JZ1BLltk<TQu?Elld5P7hszr=J`0iXO>s{la
z{_)$JS+{s&TWy)2mNB<VOLG~lv@!7eh^aV#pBOCB=)6-zNmYi*^BCSl0;y``bxa7D
zwSK-x`%8J!SDL}u4;|ZdH5k$l`kTruT6U;G4<OkUP~)tmZ{Z4z^*+fM?cfQnviE9n
z6K_twQn{Eqz4H?kPUG|<%KH4?qm|?q91}N8sy5bO(Q8C^Z^YiK55~Yhp25V_pq<gd
z&SS#)(?qc!Ss-2`oeKrD(y(JmB_)9brwEsZ)cJ~PrZ&nIfzoe<T;m(1x<QhxV-5{r
zA62W+7o*>64U0i7DhwM(oV_W<{1GKKg8<teZjYVqz5lYdVaHqL`LJVkoHw2HCkl&I
zm9XUt9%*_Q^T-xv>efB)@HombM6^>r)Xf313Y_bV=J3x4EApS>G-`Zy$vhD(0G&mo
z$bFKa7(QT>XD)JQH!%acxBknBP(v!p=MDl?w&ilZCIc!Gn>PiCAy6X%s8oZOcmMtE
zWu?WQ{O;~f+i`*uC&YeUaPccMY4%FM-#B4}WYm`?QU~0Q%0R977KOW@<CHDuMiO;r
zi`fT-IXbb77v2_g^2sIzr*;t|mf_;Sjjd42?A^Pu3-Tl{#Ohl+XG~fSJ<TIHQ78gr
zX4@@e>-k?X(`tp>=1axLwHm0RHy;&h-q<XdDjZ^CDj27k;Z09a^2`wni%~4jYMA0I
ze(BBAIwLJ-+q`h3c|Z9nkq{6HEa?>3q~+UqxQw86;8wK<T~Dcb*%W2|jmwP?t$!au
zMIpDkKz20yNm}Pep_eJF4&(yP4b?AF9YfIbEVrXGe#`fKz(JJpZ*C6FlP1sF5^%a$
ziQ@BRGKBwDZ@tRYYb6E=k0AAxf%$+&$QVs2$n8C%sIpe-X;3peCGf3rky+yXPd?k`
zbYjqZz<}G}7FK7V`Uw3|IOnX#PwI)#!4afXX$}My8(T?F-YA_Q*fNx8jK?Fcz@|?A
z*57rAw!?eMZm?s<klw(l>Oi6%hXnirI`R|eQHKCOi>o~+_=gid72clTF7*EIXcn`Q
zKV*EiQdkRE?oS1Y2-ilhxuWSG1eMAf;!_!8y?K-QerH$g!1}T#Ftc{_74!oHBqFz*
zQsTDb;Uriv%xb=xyQr&rMv4bTK6zty7J;|p46YIVVV5+YVZ)$Kx0gpAs6sK<SSCKr
zW9~|=)+C=O7TGYv)jbcs{bt1(u`(03Z5)Pi5Qp4sSKCLWx-9<I<@4Mt1K|<uRxJDk
z!yjJw17!!4p9ItThr`<tD5;ar3+{4^Nfk6<{PIFm;*v)VStcJgTpIvzWl<$Iks%#^
zb-ezjw+3*JVN=xW$xKFH2RYw=Z9$C9YrVa}@FOM-ua84Q#SIOKpe79g(|<7a#$#Ar
z&kHs6pejuyBA_&o=m69kbfGeI^l>#7_2C2`Y#)2M3FsLoji~PLlK>!#!K3K$g>K$O
z#*ekzuj0kG55|K>=Vj~PcRx~$yo-3qXGycl$jZcH_npcD2OfJFD!%=jnuThfsm6dM
zqWQ^u9-<ugij{FY371U@I2dBh7a`NY$0<_@I><|+RITV+-_dWjz^S6umiyTbzTu4u
z*k0z6q!Aa6mmVS&`bKeo8_O~XO?$w>AYp2tOU+NUjS-qLeCN4brH>S|iXk3jmKs`)
z@txH+Ot?NV8b<pEbYf|K+Ms@<ySLW#8CxIHIC5813fjDBC_v)jX6+s7SFrvdo>fON
zOOLKhh5BypKbe*n&iQ0|C-H1@mhPCl)+Yqog0(Xo48lO!;k?P!K<ik$(s|jhE0om|
zumf7l1U7x;ZsG(P%7K$XK7M1PZ>Pl4bGeKZXgO0m$JzmbcjBi6lC9!1<%YV$qDw<8
zb$}68v}X~zU^dx2`H`^1@7y`JL8B1=#J-Lq+^1*~;A}z}LiPO>#WQpU#@o|kdD{IZ
z)g`Vn3@>6!k=r(hZkiqS!`zLShCiK#IAtNl9NmIOipPs&mrA-ypoNR3>vV}(2ag?d
zidD-ZQErlMn%ryMRPA54W*}G#EQ0MQhV-_`6ycXVK?86hsID`btuBaKGDRv9LMin`
zn#=@=G+-AQ$gSB$nR!F9=NR?Ep&-cIp2{6Qy|rxdh_Fh|Gv={HOmoaHetSMvSF`8j
zqlFuVRArv#yCh)s^n)#kX62mvMfe9_bq1c#UaN1;P)!^khbXcSz2yhWLfEF7!7t-1
z{pRt-Ya)pJ94hiLU;+9B3&6xPyu*eu)%%=SabLZ&u=h7epCP!tKOMNA)(s6Cv4ILG
zK|-ws)c!Cf!~4(;>Kw?XBhCSp!}n7Q_7H<w1nQlRW^rGvUtR-G->(xPcg}($I{Q&k
z!VB0%IW|ehaMdIRxZ17^5R*<IFtXT+obdV_!lEpr_9)s;P;A2uj<c36q8up3{M$N#
zxP;V1z@RE|O`?v7CRy?cF?~tsebvQ4aWpXwaU@dLgBkV6U3Ek89b8%RRT|7t^XjD$
zdT9OzR&8VO=pLI!FQ{liBNqb7wBAATwKy_X-C_<rQd8!9H2^vmCPNuZv6<PTV30sh
zkX0e=cD!l8L@)V8b>ZfGU>N$X0YyYDiKanv9ejfos>WD<;EP?B30!@6(<Zs5KUkkP
zp643hV4z%?C1KtKlVObeur~6KTG*PA!b9WIDKXNuiS>NNuktKH`T8wPv(?JjBk^Gv
zc9n1g5!=+qk!arWCZpA&qqM3TNC`z53H4C|;Gw^6*esKDl&3FGSt8E1JOTj<BI(9!
z()7;J5bYGdrtxU@ISnRBP&@s~Gon^$k1>+%8-foODm1?}hYFL5jzFwVpcRUbuZ8UI
z*I9>Kb8nidC}${(X6-^Ca+DBw{Da)fmy!658<Dh}qi*hy-pYPOUvETXBq?kuiY<4^
zkQFp56@XCAFq6XyFr(y4+}R~aM%;21k6z#~R@e?EWs}HaH6*pLAkwc1Z5s7p7#c|7
zL)}unM$=>yb1an?R<RrZg7YKXjwZBN3Pp6th5ptEYGhC{Xpe;}A@nD||4+EDa$jw&
z$<czmehPBgM=bKF=EQC{B{1=rEi!RHhvQN4x)SwViXue(iV>Bbn!&;qQwyP09|V-)
z_WmG5qSRI@D)}|g{=nUOWcz+(q`Lsh(<eLrrPiiP=5abiaRlxBNGYsVCDj)kvE0>Z
zFdmnO1P4D0df9xtYNUNZ4F~#9*L$BWdhGXSPp?Znk5eDSGUQSDB`joTkn_N&4#jC2
za&g#+3=*?n7z)u&d<r_E63DU`d0)#)mm~aTk;HfoouN@ARGe=8CXp%<quC@O19`t=
z7U2vq{hc3@3=aWeVZCMwxQ8F8?1dl3ew>xg1Xc=)5iOU=Y*SLytOqLSH^M9}8NGxy
z21fy8b);C5Jf*b%)9^H!gA08`R>{~SCnmP)Uzc9{$a=Fs6GbWliS<j6JzzTn6zIvk
zySJ8M=2-CaI=fZCUM`t~8w`3l#4Q@<p6LE<cPepwt<ZFpFI3sJW~eeqqZlijz;OrU
zH`VJOZ|$dNk?h5s4qAb7T^zzW>3%6Z-vp(xb%GQU3t9VLLv&>&2{GG=1o(w%8-K+S
z^u!eaO2RPCqS9nWM@e=W5T+<*aLD*|4GJM8G*Gxwa*G`pV()(%@9d6Kv~8oZLAq=8
z%qK3VgxEo)$4jbv*nbx;uY;{nD^?>Q$D=`49(B{j(V^dRD<=-xb+RKt&y5ojr_&@!
zw(#Hdva$xptO;+#mr#+7^F?Z(SCYl2h?mWUgiB&X98zN)i^j=og(R2QJ{BRUkS^1X
zHEl#OhFJ**l0D+F{l(lZr8c=B`Q{!2W++_~gl;BbaVHK?rut)7CO(fR<?1pUXQ$GL
zr1ozRkbJ3@>_;S}f;sw)P|Ohi*CoQVr;Pa*ag1>EOr`v4qBT?+Y=9f4y!p@4?*vtm
z0UASYto~XID77!B&pccSNy8*nq@&f)vOy6pxaGy9XWnYsp$=}8b(wt~?fWxt%)Z`i
zH7Asm!l2%xueoY;S5>y&@T*N}pvIvJjT)1ge2D{~d94~9X;CI=BUwD4RU6bx2I>Q3
zNf<%H{VP+!FUm73O``edswsd0RhCv7JOULmz%7LWRYjT#fnz`t)g5?*1{bWNj{Wbl
zmJX|^GPE3FYZML>)yVx4MMDw+h?`H~YS$-WM5e@Ny|YJ<&<5uLM(|~dHZKSh%^LMI
z!N2?jvX8I&dyjHG;0fp=Q=okX7!-wchB{i%H$<7K$C(7HlZEBpP^w^u3kf$(Z=^U@
zNunr<N2|8jG$#}%!!#NID-ms|i!GieN*Il`>!dN}52Eff8b?Vlp37#5Kli~{iFL||
z&nLpwlchLP#<tvR<%PjHB<$s95nmxP%wqlXTo*jQ`lV6x1&7fIRW+r)lp`#jHi1^c
zt`Y8yO?<${*sW%C_MRc)cc6Elg61NN%0l10)3G5chB+$oLxKYx!fqf2A>mZhjG=v_
zepV6|MgG1SxBR%1fOO!ZM`{8#rKJoR1W*GFu}qp%crrWCa*DF-R7~b0(@j)L!=S~4
z+;H-TtZss;L?8XbG*%i3!MUlv8^V`lgO#5QIbtL42y;)i91{g%v3azl5alw3G9s~Z
z^)?AsdH7j06L(x8OM!V_#2So-?yx{g3F$MDwmwY*QXR+puUrqx2e)W5Aw9IBqCJZc
zG_(0?#|26J{eJ3Xhmd9%ND;bZ--xNLrv~Qm%xdrrOPA&4ne(9(=%6CKJfe(pb0o=w
z%+oa$0l3O4vi!e>@d2n}*b;E%fv7S&ZTk5J^lfTobCj};(vuOYb(lsZGSz5*RN4Ue
zs07Sm>a<&hoU-E*Glm$lOk!yen6|j<@12E1RGJ-btl{F@nO!&7pUG%AP=DYhw(k}8
z?d|O)r~~=4XFEuW$UO*@jr>;iV_>#O&fL<H|72)^1Cf?;y-~Ir)RbmcRB^)RFYG6t
z7_x*{+^i;PkKT_K9khV3R|#E&AWC0=i&qRlQ6AMyiAI2~i=s^GR4hDTONTA^0sXHI
zqI_RpLv34@xflPZ88Grz_Rya!o=>EUL?zloR3_`RRCI(64PYLm^+mc9)!Y(LBG1Z$
zocEhu?Hi!Noq&HtTu@RQ0TuC9WyEvSoTtfOHm;sfI8sfT(q)SeT{_^9Ea2!c3N!I^
z5@RM(Ml={LdweENHGDp>7*9NZ;#YBB(Dy;Qj8dc8tS|itGTL0E(KsR@!<vLN;ffBP
z8D^~7_pLXm3TW2zxk3qfo%M-(#<AZRrMnYzb1O-)9B~!!7%E(G@ihH8XXV6mgiY8R
zOC)i)@Mw!}Fpz1+&8_pR^ZxW7@)$lLL0I4ii~6}O=V`{|L4Td+HjY<i+bVC-PYoUm
z8IDyTDUuseRBb{NzeVXYgpjkPV9pqhC$}Q_qY_frAaP9o5?-Qx&6}mV#Y9!lHFF8*
z35#Zd0krM(SFvP&E$*K04P%Qnp%g3WN>r{F)^Y<VBofpcMrq<*IYg<^NC4;I$@-Sf
z@O6zdOZlSk&M0!2^&#su>w;Tc;FDG3a&-$c<z{B%$d9_fY_i*aMeNW>^T$@<7V5;x
z)(NXc7aTH4&KlSZQ>5P4((aUkv#C;|@Jo9ig9Y|QyRj)2qnUmPei0+4!o<(xAtKR0
zic>%Nl}Kl}t4|>WvznZw?O(irj)nyF#`((wWr|4be|()~Sd`rt?gc?XYUoC~yAh<j
zq`Nz%l@O4UZlpuHltvn)8>9rJLApUYJo|b7=X^aMxKJ2iX2;t1TC>;vbDK(?KvnX1
zA)X;K-v}xpPre(Hf9dknUEhJLYvvEw;(p62(??3ViAdO>!E8_W$&aPe1a_h0(aS1k
zNBfn_0`zCI=zp&QZDgRqHN4mCt4?*`f>X!C*Bfz%g)Q@!cLW^|3mv1NsSNHK(wbTC
zmj^v&M^TkuJ`Q2*JZ$@uS9&58h*4XpCZO@#QRR2?8eMKp;w%j@Uf8~%6yuKD>K%gT
zZTR=>FpEj26;1m4A(i$3%z0`AdqGz6sm@!xXm}2vq>uJuxw7<Fbn!3LYqls7IPyHq
zZ3;L%vRs%M(?}R{<B#=z<Vv8sR0c?6S~cp(=!M6<lR!vsDPi;ECcaChN9v1|(CKBq
ziIb-PEvi0endbKK%rhCYHc(qJz>#y!BAfw}vJ)?m19vq0i8a!YE)Gp>86(2RvuwRi
zM*M2r@QS{lt&~=UQ7L-`1nBJ4K{!_{VssA<jP0`ALOB(;?6#96o>^ZqSERNEy;<3K
z+}LYUF&lzHvZW=e!qgV~`ZB4hLv<LRg|C|ZmO3zr__(fGyj9|K#?vX@9>zUuVpCq7
z$r;)sY-W~JWs@&g2~$xja7UiC9Bh$eY!?5L$8K>I7nxke=uwAii4?&BqK#bEoA$|o
z5{r^ZNjXBAt_e~N#m=3$PMr!_xyI>YX`71o$o51LWE6?295d9P61o_D2&6Mzi)4M7
zl?-d5kjfg1dOfQ}Wi94&-db_L%wx?g;J~9Oyuu7)v>1*?EyRbZv+V7kA>`9$r&t@m
z34TlnB0de9C8U;@_~Y6#LG)H;3Lnc&Ms<nu>AP@u+f<7`<lo%V1#D<_@dsgOc!W&v
z6G_qYUzuAdVC#6L_^}244fM35VnGwYv4*WNq#{P=nuR?37X1ZJB7(Uhf%*VZWg1z?
zKC=$di$b=9gApzzxd&!A!Kvnkl#Zs;`DAwhUVJwwSQ91JB0gEF-ON;<2#!zrj`+xG
z%v!_)I^!+7%8<bsuU7hVcD6qd5yfgLd(>*a$&C*5^RA;gd3Hxht6L9AV7%@b%M$d0
zT24W`*?$%o!yWg-`6Jea{~kFd{+-2Ie8nX&O>r@&*p<Z>q%5D?;9Zr5ujAQcc2eMK
z=%vXb%b&HU!KHVdK^wKP%v$fEf7-DuwP`|VDV3n2l3-&`i-VjS`#GMfo1pDErasqP
z6Ffy_Y<!gTt7++co`9lcOgC|aQOr+T-@lBdz0t`CT5g7!%KtS!AYU<hBS1pOK<ZvT
z;<;eJIax$^#Thiufo15Xlb|PR{{_?11od#uIBxlMn5AUAGHiAVSuQ{o|Az+&PH|U>
zku-8BQW*^qZs<^|C`u8>S2D%Y8pp~WWZWIwj!Y@eVavmgtshmr<L@fWq8npU+p<y)
zVBTiJkwN(due@)nu{RjFq~EjmqUoi{$4c=QbF4aS)?C6=8!!cFozoHTj7eyd6{hma
zdo+j_bfWYJ)hiW$PGS}?r1yT85K3W+M-DDM)`=qIWY8dCjXWrH;7ed0rC7DveG^h*
zEn@1Mx-1?@Iw7TTKp%<W6?}Jz#S)F3WE&-!8DSe&`&5=kVYmymuo^S7CiEMB6fW9j
z?6X0eKub5~-}%lz_Q@9-)0=R!@Mt8B(!L0&&>9>_u@rXJaxkIeHX(J1sg+_)GI81X
z1ha?@OytIid9W;&48^e{$%ejC?Tl<jwLp}guyhy+HVOMsg<LA7GoAdUy(O*PFXIbg
zf5{&eMggJ=%)J&x0|wbEqCc(ZFKV)VLxdvgLlHlP1V+;Fv|^=lN)JwXRtp7a@rLhu
zAkdqXkePz)<0%y*au|EF`NWQv3L|fq>rVr@-cl_d6()MQtSHJsl+T%F6BElHITr(X
z;p`-$#7ktU=M?%6J38}3ZW9x|G(pd*=9q2HNv=fbHE7r7gE~=jMo%+wHeJ)4{O=Z^
zUSbpWfsB=Vt7JA~ziGea%VGw{fByXDG?~-zeQsF;^(j>Fa!HOG^eKFKgn^=>V)QCC
zI8h1V&Gx8GMTBukN+Fpc4Q!F$za#F-7HE%3Y9k;aGC0ohMBEKya?(WJhK~*$u-i?G
z&yfWnI)+)0c+J09ytO*`^sL~8(M0D0zhc#rRNBDW42|<EJ=iBLB{|gx2g^6>-mGL;
zIJn!TPYE)NCAsOUQrP-_zltImU2B3vHKh6ZRbre!V%_BVhG!a9y1pb{?M`7^>KbM?
zQ?X~$F6Y*tE0?<-cBL%KgT{V11<U(Y;%eTEsOV$M6jE!ib6D1z(RZz_YC0k+rx{gz
zjxcR>6Tyd_3YpnV{tJZ#4xy(tw5RtJedvWd3iuOA1Rn1~zH+5}{hr!n$EH;J;!ZpD
z0Il^$^fJ4ZC!&6|y{!Tv&LMn8f2e2H4uyTa=_?8DI&SlNw!VR5iMPgYbZraU1eK}H
zF-vh&JqQL{JgEfGNs-Jxse{b?Q{3OJTnSPdY;_e0<WHY!2A1yRq^Q3!I8Q(8Bgy)#
z7uaYwmEl64BtPvFm$?uiCK%v~IqDWJ?S|v_ss()}$PO#&GQoinQ;Bwml$G6x+03eT
z8r#w(D0Dydui4Zb7S$hWTRDVN9642liLPfit-)$oEhN1^BYJ*wMiC4TXzC#;B$lMe
zFda+Hx~3j7cBph7)$3v@tJFOAnlG{L)Cq|(%@8v*{mLyS_ME36J^_(-QM&7pB{;}3
z&ns~;SG7;NHrR}8bmECZ3Tw~T0{*J{l*4K=+G%)}eWJ#u3ej$xOt^WavR;rEZCK@%
z7}A*8SFY7$EQ4@r2i<KJpn^LqWb+M&Y=f-bgo=S0-f8w531e$I?f>I_X~No!C%71~
z$QkuclZjKkb16-_rKX7y_5L9QUc=yE)ZC^#qv+PgvklQ=Ox!Rzz0E(gj65`=@u_9z
zEq`|#dM-{K^RFsn5(&fKACXG^YACOJPZ0+4f?7OC4uA7@P<*Z!D-joDs_2>Lk7yPO
znOg|mc_~pE`-Qvrq#%&jMof*;yC2rXDPJA6U6xvnP*i9-fVuAD{|Qe%QEQ88ik4$W
z-2L5Zg&n!dHO<W-<}<hV9H-O5&wA)h)T>`1_o7&|s!ldZB#{PP?r$d;;F_-v8X|OQ
zSCzQIdHVz;5rohQNk2!7(8_h{vFI_3z>DHsS(f2W4PD{BuF$nG;A;BTGV+Z|&~z@Z
zfHy%)Fg*O5(A&_|4Xd<<TiTkKzRqf4KSvrbg>xiF-2nZMe(~$GP2PDCU1oerKUt>A
zl2kH&&sWlf9nA$G?KreMpuM5hiVy2L>mq03%-7)kTl2m#RL4sse$8dt6UMcyByZ==
z^A2`kM`>RizU{3VCQ+@(I`uI@AdH5DQJG*S<l3;ZH@XQ`oAK`vffaj^n^&`VEpf5x
zffV6kcZCxb8HdZ>R-j=nznwX#=y>L9aH8W9lB?hsEPkNbyJxqvCwA44Q2d)ufIifT
z70_hL*!kqS8t!*J-b3H~C_*x=f;67-i!Y=Exv&JqKe!H<U-&tto7KpZNTt0k11Yj@
zi_jCIK}i69u#enDMuis#6rmV-zc8X#u<kA`D^%&ye9)${%8Tx6HyyGieP658J;RiC
zxAs1BgvnbDIW8Uh0S6{-vcUWF>C^tD%Ia#DPeFGMSV#ylEr#zZzNmE&%py@aJa0Hy
zZz7va_H)dmV*ENZm~b@Z!-@n)LyRdrwxP;mMDL8ug7kBy^e)8nb$HSXHSC$O04{~1
zu))C4<c*j67JFu1lWd4&lct({u9|!mu*S*RD0n7H9b9bdHIgI;GSIB1frAu+<Uk}j
zPRt)U`{lqV!a@SmdID>jg-yNr?3sljd;^6%`yIi>eQ@(Wu?;cm`E+~JLCu0rt}^WV
z0-+)iDxPED^S}~w%jUy(VD}v?KMJ`;Npo(AMdS+MI-$oj1*e+3G?7T*`W|3}HXZod
z&lNl5*TXDAh{Tw_pQ^bcv*a328XQ=g+QRcK4h@MWxL*l+4xWbny~5UUdC6Cd*w%zR
z8E#}`r))}uW-!Z>Gn^1jATC8bAO7J?ikoXR;TE>{yM-MmHs(7_I|7xhDCmGF<g!Mr
zf01|V{Wr;&itRJY?munpl=QZ?`eQnELG9}V3I@avXZ1RIuM3Nm^WHdpDyo;P(XCTO
zv0gJ+{D5iQO+geQ)7X?aD~$s`DgA3Ue^fWbhU4e+%R~|GfYM;(8APPgr#2`XbCJiQ
z_(W^IuRSe^>;IVjbr5%W<at{_=yZttCA2D%P=0uuYOAhF#YOk`c}=AN#z7Y<^~rJ*
zdhHvvtMj%IU929JT2CXvG6b5}QJZ#+wizdj^xoQ}@5->t^GsO|#VJB>yT2hU2&#-w
z!m%mr4VBXyEQ|d+vOe)^%X*rxIxQXaYxBhfB2WK~1Go>w@TH6qET#{@<w&U6OBEN~
zb&u@0Mgdo`-e=2b7v_>mOaDk~TRKpcMNbjSDYBJakdRa+M<_3x-?ZRaEQ4WX|FyRy
zE!9*cQ|M%iArKl&QBz~NiC#&v>Eqq?-}3rW>WRkCTIB7Y!RSnfv-rs?_|mbHAv&Kk
zxZV8q=5R&l?w;sq^akNlW2CWyz|UwhY|lIWCdO;dPPCw;&-7NzlI*^S!}X?|0$Cc>
z=qxkhhWs*bDso5%{m!i5qKIucQ#Q~yZB-gLf3px`!)dX+I8}T9Ji};&^DU`3b<N`M
z)cg{;tv)Txi1zG=rD$dZn;m&G#})D7c*`7)6fG$g`6S!OG!nJsDeAn%4rd0BQ-b6T
zl`;*JvCW;?(w#daS|S&QL3*Q_Y*B@zrY0A>=I$svbe~Yiz86%}0{XVzQ-%b&A>0@R
z6U{icQ*D2*j{nq<Be)8D{T?#srj0o-2+wC6?lmveL3!5TujC1AnRXe)otj>7WaoQr
zu-Yh@&G4*8r+b3?1?U#>ELjM~8!&DS1DcO*9Ut+C=}sokWqE?@of#yb(%(HlO<s(#
z-r0HTqxuzDh$X=0MIIgX-sQHc^zDP+OE-M=U;96we_xHB?T(n)(R*?_DJ|(nK$G;O
zzwd1ae0_opDM8;W{y-ih(U@Z~=H1|L8S&V-fzd933Zxca(79X@#{yndAK`7Wr4Hwo
zzo*Lf4{z7`B&@x5LAqTeG|{UJ`Xb;f_9uV;hAi41&5x)Gh3Ily>7utuvm5Dr*iw(`
zB1&sjW<-l_{YC2;k8Mf(YyLKPM{Oymug|vDyp}w%@Ttuym{DE7ddya{!#Oc1C^G%l
z0`KtwsbMk<i>TAUhsBOJ8fFQaa;@%odWIHcx3#g~3V#%^X0bQZpBKdHC1S`O;<pw2
z5%Jj+9SuFc=B^a`1tv`l2Q_lbFcLpnPuA0t^UK;6;Q<@1TwxVSUA?uGaVKg0IdT18
zCYo}^<}>vU6;bC)AJUUWqf+UqK3z>Jh6(FhrA&-@bQSWXQxk;M+Ea>36?sZreZZk$
zC+)wIlS9sqTxx{f#f6$VP}FVoH#(xk3v@I!k(N?T%n$8_z)k1gSmZ4ASCWLr#QWML
zoi5UM&p&PDeUW=DbjBHDV;I%$gVZ~sYE=Egfw;0GtkpqSep=e!kI9HXtR!^+*UfpW
zPHf^+E{6sGN3I4qOXk>gUeGN_qb-(GLf(Cm<kbGWmqcb)<Rbx-X)#aF7x;)zgm1-(
z_obpxu@6Y4_usn^>$&Xj#Sh}h4@mUs(~s-QJD+3kh&(*wBoJdoH(|OMD6*0yh*BeJ
zC`7hi{*WnvXJ&+2<Au`@C2UM?5bjeIHa`)KD&6T4ze$q4@dXY=!Od9>jai?bJcmYO
z#np9ul?LjFfmf4<4|oFJplJIkAt2z6h&dB)J9W%JHW{;P51T3sq3d+Vq&S>&Yd}ca
z8&~=_D);_V*@%(H`|oF`+gOH(Q=KT(>`twpezd=yyI?|!ZjCxD{7Fz$bFG)zBNTWT
zgzyey<C!Sw>nD87=JNwae$Cxd{tQYCj%Qs{UaxTQ3(?=%uy|hJx#<fLRLYcFus2J4
z<_gH=rBa$5<z0N!uBCe)C!(X(|L>gS_f{R&Z*9@TV{1)wQqsXE8-*l=;X(`v2wN<h
zznqhb8yv(UTrx$UvK_4q<z8dG%@)DeRCSJJM_HGXl<b{Q$4OZXmF<wE=LuZ5IEnJc
zS)-t%b<V$-J4NugFg;r8_>4&-Ss@_pZV~qR0>wFrR*?<<5+P4Tx}Gal0bi+JJUIwa
z(i*jaCt_hTIAL&uCeLqk+wLhn!)DT(Vf&~xo*o!3iWhxo3XGnKsPl7U9$Yh?L~oz(
zCHZp1vm|#sRSu5X<vo#FG~2pOIic6V)9^_BQsdV5Y6qVW8^0~3Y8%Ajz*Q;Yw0so)
z6<N-$qFaT>4Yk!B@!J{V>}`DfAw}*+JLXLE8V9c7H=p(I+8s}HwMPDGD+_ulaw6e=
zjJ;ktFrAc%V$bItl7Y`#QClEeZc>=V6E=Ga?lqKP-K(cvL^#Z0d+oYq>y&wYF7lOc
z>{q$-`I>}WsLIrLktsin?xg;nI*r3Jr8j9JH_Vh|lD7~45kuPOp%j)Kq=EOXr!*tT
zS@CNhPtSQQ*Z2HzSsNr7G;>}9W$PQdR6{Q!c%qOGgoI@h(!^;Q!!S0ypFR=<7W8zJ
z7Om7N_zC={Lh+wT-KmLP0?9m%-nM=~k=&T>C9WnW`oTJ-!eKid<e9ak(+e+-Mv2q;
zt=XiQ%*1oHcHq)uk)xP6Kxom}Jb9mb?`dN<tx+Sf*Ub$5XKp)FgnI6PDp!IVu_Spo
zCM;=<-?E=I_5{;U@{kqjqEaH(L*N_D@zzFQ@2myiaz~s9RngS!eBlkg_hX9)oK@Mj
z|1k4-B%Z;1dOS+Mz?Kguq!|?F-8i*ckWNp{Ngyqa)i^;d|0*b*&1{(bZ4F%fSD7Tn
z5^TaMMM(uFt1{%>rX7j9pFZzzMsp2_38PHM48!pwC=8w(Jl6=1%NC*CbjBcYcuujD
zHop5ORTGY;{|e4q^L!^>yyck+HhJ+Ve#f=cWB<SFm+tQF20OVV#M+cZ5}p}-<V93_
zLA90Fg_6^VCzG^x`qMe&t#)r>H~t>M>@*Qw3Xd1~863qayZpFH679KIez;=x+46JH
zz*ORU2bbqqwe0!G<Ac10s>?As!x;_Zuu4Bw3s%y8_K*1coj=_%vDNgW%^vzYzik=j
z6vEqlyyx)di?!?#9E|h(1>vJk6s<Ke#zU{P7QP`pySb@=TlT)W`1_JzYwOOqTj7mU
z@hD>+%I9Vk7@NgMvYzzJPMiRy7bVG|TT$dS=);;Q)-x;vvc!}10!KKsVx<`CNAmdy
z_nZ$#>>>DN{n8)pDGNfK9ec*eS`&hPi^T9J^<@x?ec%5gV6%(bH{f?LCgsV(g4Ca5
z0q&@ccmK7rn4+7plVGDbL42q3`d&yj&hk0tl=Y!nc$|sg7Y5Hk1RRa&w(b%#`UhNR
z8YAvN?VLbK5?3!3je{7P)h48J_=pH@adJarPmNe6jb7uA1Nn|MT-hR0<nD;J&0%3N
z%=2NlKbvOb*j&M70vzDImn2V<{ozcGmX>y|)r$-Gb#i&@$TH~GSRk*RFiC9U!p-<|
z&@$2=_P;}j_!2=<eq9tH&I7;iiG5!nVW5^JJ6#$Z8~I$)-J(-qB6}uaO>i-G=F6U>
zF`tIT@62}}@XLKEl#j`WCXs4H{5><=UBthIg=kOyc|9;UHXC<WEk`X7P!?0`)N2M`
zX0e=Xh-$x4x8!)5K2{#~-gt1<STD9(LCt1w+qyfn@uA2g>VVPhrj^%qavixLpye<q
zI12Ym$<%G&n~DhB;5>498Vzd_KI97G{^;)kT(#xvUp=uVVB*3vv8gXBD~j5>`6O**
z;nYx8Jy=fe!rnLJ)$bF4jYW$#*&QiWS~n&UjMcsc_o$fB0E@>K!cJcqP|!P?c>Ff_
zBZ8{*U1?H`q|IY$n<Ofm8AU;;VsCueyGD@~J|#vkKhY3W4JKjFS|RoHbrHAFmlN}<
z!T*HxD=I@$40<xnGd|c~Ln>7TxVs%Ttc*bhPh3JmBf!y)DzI}E6%N>K`QH}%-$r1P
z+eECq^eypp;EF?lPp{naA?GUU&=X2qNyggM$~sPLN4vOAY(v@~m~iz#_6)>#zumji
zD77O`Jz6tofEUn1pqBT2(!j@Oo&d{^COwvB^<s)1>c;V|%;R{32jgVU%L79zl#3bN
zE|yp*@p<=A|G4=R+P@2a--n>ZR&QbbuOtmD`r_r29|^}M@FGsGZ7|R}X)V5pUhR;{
z|7O%s%ED9KYEabZB9s1Sw0IL8)^=B&+=|DsP~gc7Jg;_TV@r{m((s?2P|M494r`Ks
zrP%ODW${qY2w{wS=x*QQ0BvZ%bVk@kBO7*|coE-lsneia8Z&cxQk>t7>8r*U2iLvw
zt~LDLa{&iEL$i3JF;uBaqrY6qN6TQhq5Z3i0km>q;?BTN&;@*)0z2PqzScFg+VrY1
zP2H=hu0;B1ip2|w$4GBxY%L8LJx%@U%^U3FaFyWW4>>g!NL8<c{oog--MIz^O}xUU
zCPmBq(s!{-DNm&3=~+yF;ue%tyehs>$IlKTKKij|fQa%-ZL#SiV!%uFxsHsZEyNG!
zM6nA)+E`jI?j77Pbj?#kQtD4z(<~kJiI=K*-;t557g@RykffXF3{Keu??f`M@!Tv8
zbg`0feJZ}ju5o6m8+p=2)Q2S(SSTD(Lrg=&UyoZwrCRA&zBNj+?UPtk(t2n-yW1sB
z-)_7v%a^>-IhcwWi)BEP{i9y@C>Q1@dv9TH;dRXvs7w1;8(dem%~hCtgBdw_3QLZ}
z$=u?4Z>tId?jUpp2+FC`FwP>x<RuqB#%&1-#Ma|z`0Cfyy#_{7r6`%r586+@^W8~u
z@Q|US)Fh^n(9&HejuHxBW(P+^+MsLeAG|2oB~^CLBq<<55T_5|HnV-cuAjm+?cjDZ
z)H_n`<9XU--DtnW!yK_c-C{4BB6Q^NmCnXX=%MTF+eRw}yJd49zhE8mu>3}MzVGUC
zJYO6har;)^ig*vWiE6q~$sGtpP8fe60zTxNIHyX|#gsOMLSJb}j(_jT*E4=Z`?S7N
zyQ^sH80xRBM<##2gEu5YmQ%HLhk-=)xOk2&Jn=a{r?d>&URtHM!1&NXX;qwEf<$XH
zuS+GB<4YM4%W#a-Ta>a|ZPOACDW#rl+D?;`&ul_J{6$c4AI6$$JAO>TR6B|inHR!(
z<SP7%r4~eI7Tty5#CbU7hw|wv%ze90m2L0@Z3`r|97N>QzNH&D#O4d#PIgC+$P6D#
z$=M(Xa-)ON(jljl<DQvj${+g<;hvvW5(a3e&6jxesY3Op`1@L;bVM)M%hLb2urtEX
zsMthGv1h$vEFBgb+@QuzbxSsV$J`rDixkxwmSNLP5|cL)nW;-Q=5hsxS)TqW=GAc-
zj8Ty5ve-dlWc51x!~MQqopsDo7Awq(Z~=21wyI6W9`mm?n>(UXcZ48ulkA(S(x>bc
z5+r&V;|wAh)hSU{Oi51Xu9>g01Owp_B669cbBd-VkHhp)-9!W7S}~v2$6aEAf5=HY
zWgWGA{U}Lhw5Ck<{_I|Z!zZlhud{@s%?(TAys93S+({q72#zk^?si4t?9|e)v0sMI
ztC+A`ccN67(+t{*GMX)LcD)_gq7%|#7F1+wU&J_Zx|pM=h<<bEzxpZjF24|iQWI@W
zZ*DY_-G?ODG>@Anvt_1oKi9qY9{F~_*$z3F`=3B+Pokf@n(XTUHh4*$ZeoG14j$dC
zRf`;kaJI#<glCk0<ygvJ(W-j<r7N<XSG(P|Zu0a(nShlE{CpD#?4LCFk=4VHY#M{4
z{z<9vui0TUJh1CdebYk@u52S2pJ#+ql9G+92<7jWuPR9|Ey}zrQhykE*%7wmH?8{+
z-=<HEgvQ5-&(Zq1`I-|;IrVfA$;dU;b(qv$+FdQY*W!$Zq`$EC8<`ZQtTv|=Zs}^A
z3YvVEscKE3p81H_G-8}LLb)SP7xNRW(ooUa&fk$WC69mLQI+wLDc_Q>2k1WFQtqrw
zm2!B_z~&Nl<C%sgu$}6y=2ag{<bqRo-Qp*&qzLF>I&_h_xA5k-H1&&Mai67<2NErN
zA`YSF@wl#UcSw&0YvxBhm-P7KJde>SG${In!<H?_qK16Kr9<Q4cyJ7@{{`G@%*02$
z6YbwKFw3q)(_GO-(XGRIs_BAAV#ALEXkYfp^vD(4t8!F5I3loqoC|fWJvn4y*m}o(
zD{(;`p)!|1X69Frt;+0fm`fFZ!ZqO7VKr-kjAa`fFWu8Y9~0!aPm(k?H%O<K&Dwu1
z7H+GTOBpBi98=>>=7?_FvWzAjKOCis(q-nO0m<$kVeC38KmRj=Da7@Hf3)_u<N7-m
z!v_Yxrx9e)UNT^EJWZ=rUcMBxJ)#!~-S}%5&aXxKb$5j;$#$*2|0RCE>yK<yO_5Od
zvZBbm4MCam#9Smh6#=c1uab;nt+%Z3XI@767+56-*5bT*NR_XII%ZBRyfCGZq#3<P
zcExnn#!_rvNFnWi61k_kZvw`iiL;yHTmr)5+9(#CXTz(RC)KIF9Ugh|@M_{JK|{<^
zoNwx20&?gXRWU(--9FL(eyonw?kn!Ysr*=6-^cW9ErT~~kFG5c=eGr_NIRan&ttH&
zL0M6L-s>6vKm09PTuX1xRW*ZOmI><m*sJ|edVHsOMCw!HTvgxOXcS?=u4rr~(496?
zjS*_1;2l?ZN{b#{#E~vOqMGNKw-*{ef<%~o@qvw99n&_k6EP7}fez>L8vf^ovj8^5
zeMy6P$P<Nop+fT)r?nq*uZc$MPTwG(@6PJ4+ULh7`aiOHKu*-A1{jA$=t)~AgM!XH
zo6ZvS4Dpv1gpt@EM81m6i{UvgzE0byP}yYoEH4nqfSvr$()QI<guJ}JS@|Wg0A3A!
zH5L;R@7KaSDS{Ep6RT4O261)+)>V0o8LYW3sl*pbF##y;=gWyRLTTDN2sCg?<hba@
z*bCq6KGJb)l{qI(=|4?9sy>hSQ-H^>MEvc=W$h=%xGAN;3Lz3v4s#Ji0VC;Y(vEHA
z=x(qAqPsP+%IO?m#a%1A7ZVi;%wID&!!LMv%<OKmET+huzAN-y>2Y|IkFciv=~>Ql
zf#7Evwt&3D&?;p+(nRz6R`WM{xX%esY|uhg0_xOh^_lZYswuUDP29Xc;+AS%V#Hvf
z5_8j-+a#vP9Nuna{$N@Z;{5hUcy-%D(Wn-iB6wwU^0h-(-Z}|g>^9PN^QyDic2h*&
zg$0lF`i>B60!P>ncaMk*_@fYU34HG1Dd_NaZ|g4C^m3heC9Zk$u1Ix@=BF0V`r-K4
zQDY@-Zumx;uX1pO;{2Rt?>8;o&*}@oNnF|`GG@(wltmw<2BmL@bk7QhqJ+pbk!~Y&
zjd@=Y;r8dQ3yd5)bTa6LViVBS{xBX4v!%J}ydoxT;5_Fp2u=+cnSXR64_+Z!Er>ML
z^69mCv8@=W_=`MaQy4VuU3Z-&Ee9#20HTJ=t;Q&6BGW5dGE5?`k>i^}^}mA6DtcXE
z$?Tlwl*3~OUHzMXeaW*W>!h6TP!#39P{ne5M&Y~*rYWb$DTCDon+J<OYxyLjQj9Ew
z>_Bq7J=CZC{Sy6WYDDe}F+&NGN^c_&h~i%u30+>uJ?~&D*F;s`5}f&v7bU<WHjFK~
zg)BvmsBXE&VJM<@=rE!@`R{=tm%}U5{5nr^(Q^~!S{t;6sBMg>;`%4h3((<zQ}^|f
zk|-fEEzIK%J@r1b{uln2THX+**k3tB%uh+8Ib`RtYM%PDhyvF0R4m<$1KpyJAp;NT
zC+_F0G}FBxQ+Ar<jrFphMBon1)Q~BTgQR<M!d9gue3_Fg)2qk4RUFE^m<aDz6F16_
z?`BR}9r2Yl-W+PAa>pw%4pvAGlo=n&+NJk10KvpFMu0i-#fED5JDaF-@?gr$smiPT
zf%wUTyUbk!EEP=5r<Hui+gv0Zgb^j^UUvk)V>3B>8?$B9xuwm?hl1&AeVl{iiV}Gh
z4hEu}EzRlJULKgM`fzoJ2)QMCG)|6N$4M>lB_guH-!=dB`EJrY5Ra9|>UmaZK@IzP
z@8;1~%6?#;PF}9}6$XE>SD(#on)OYMGSSzOHdcf%P?Jg1wGY}XTvnVJ#QJ2aNhdfz
zas08;$R21!v)|Dy+k#AotWz-QN`G-omi%ep?*r3<nMr2x3yEl&1f3tEi7&304LjK`
zk4@iOCDA>*a`oN+@T|YaQ_T#4$6bno2<e(N*SVfMY(tYLPP-8y{`%&%)N`lC;GM8+
zakG42ruuzbCaY<39Q)O>S9!!rxkXtbh4uIYhi#ebCey!W<KX|E9G%LyP{d*<k?fJ@
zX=G?Ty5U!fiTeeTa){uuuQ174?81z><dk_|CzzBFl~JbVloY>CUJZZh<N2^S90pr0
z^ldX}sLObrpYLA0SFUst?1Vm~=ZE~cHi_hY1ttZlfX*4>U1{nP^<#v;o(9?XmCfVS
z4j0Lii+QPA%RACz=gX$e>^Aw16#n{h9k9sm`F(7)6pS**gxH&g_zbO>MVQ`d+VcmU
zYMKKs0`Wab3f1A_l$&l5)k)&cboXFPa~al8?!IA~w|cE%Me?c9Ej~A=!wZeB69zb%
z6ow2_L~m9#*@A!Kb_8ghQ4X>FL@+X5?l3Br_)#fBGgV|<cOp6CSmacxI6fmFVKGC;
zrSvp@OKyvChM(fURiCPez-36^<QKSVOLNcAp5^O3O1UN@n)UgNtU}T-`RuOi4L&*6
ziVTOY>wU?w*W-((SKV^R9=Yrry_6T#NR@`|AGa)`JR-Ly=2c{zXq7k#C=2%eisdWy
zD6Ja*RQ_RmMytKo95{*dilx5>i!V+WC9UDUY7W~^Oi@Z^Fz--CBI}#0$rN!Z^1bt3
zqHU_y#{Z@*f6w`IQRG+t8S1Z7apZ|Sc}4yWc5h*~x(>7+e|{GHrNi#esE=HU&uN^@
zXTdXPPeDXJRf(%8^43##5gIrD*MqQBdRzKiM|Ky#R8jkbm=6cDcR8-tMa%Zfj)S4o
zFq?tEL+w|}*`frpA~~{TY2|LbJP0ABACYuj(COlS@l!!(RvJgzsH67bk~Nk@C4-;V
z-HjEe{PsXQxhD26cQjdfIZm9uc(OEk!Y8xmaoN<?TJ#HeqZ9PYb@1Wh+OR{+j`90m
zEZQ=p6(^ThidJ43F*&_{oTGz*cJ(Ej9IhT?Fw>Iuk7_*!qXqw?5N#Z+YDLau9r=jN
zBUidh^0n9z#<>lh`gN?6i*r$haZBY=Wn28~;kWb1o6`9FO(KZ7#3?o21nDE?PpAE6
z8<HLM%!+5^0jU9edeR7WiHuL##M|+Flxr>!A1RC16+hRNN}Xhr{`bPT^0)hJ+taXC
z4ph^Z<!79j-HpJXE|QQLW3D+6wJB=q{+!@diu1II`TKS*l30;}Rh^E7sRY%S11b8r
zmd~%q0J}msu=cao=*|^2sBSC<PmizW$DUy*mR}3*Zj`$GFEYqHk*`-ev_*-t!_L{=
zRHXJJ>+?zlmg2{zpLjWSBkqw_LXr|B$z?^S2w4AcXnan2ey2M*7xnI|v_VS5Nvb4L
z$G+(q^@#S&L;Q6o!S)xU)YJnJs?&bAnnGPWk`z6K1tRMhgbA2r>QVUBYqF_)OWNvj
zGwbFJ%*hzuoX$EUYOd$2@Wbi)*PERW2PCAO?+oy`xkoB|4I=o-et*mI)43Y_^Ioxn
z(BPOv>1bx<Z`mQ7a)X#|G$AOBl*1SbUy6ITI}0Tp1v|Ocv`sZ+McOIMm0}UB>Y_*F
zk{9yrqli2Ry}8SzF`@U=of`j?5=vE4uuW0A1ykfRZ(@y(r*C-2*7cd}RP?0P@T%5z
zY&)pxo$I0F>$tKLg(Yjnj`U*(F9A*En^y{P5jnf82IG8@par?eO3)~J9&!?;Xs*aF
z+ZGtI;GF)axXeSLs&1;0EB0endfJnK2TN#6yC8|+Q$UidwAY2YIOc#2Y+PN12d!t#
ze!GaWBzKj=mmvBR2T#m7&!{ZJM7bAj#eVjqSBDzx3FBKzgbGR9C`xWLE3aU*?$qWL
zx@gKc4^yGaz_PuPaF`vx=VT|L+R*twVMFRL1(jwaSGo_XD$(B))U=32HL<URc2hQl
z(eExnZ)<zD1*g}u{uIrXy^&YC30yG6?YQ=KVQ!`T!op2)jLokU<$Brv9o85f3(X!(
z08}D2rR;Jj=;cr6f3vtWrM=wkiVj@S>{~fY+TWSgAW!`1r(088YI)C=w(*xiq-i5E
zpAOeWnJ%3xud*_>v$GTBbyRHx%<T6=_CvGNd=28U`@Le~)%)*v1{-yyX;pRxf0+#$
z;{YZAJn&rJ+IqXRvdb9J!0%?0$8C}+EFHNVVt<X1r6hT)bD7RGmH<!o0!4x%+jhG=
zYv$oDkJy)#hs~^?<u^6m#?<5$r-XJNScbi4GVgkO3X7l4Hqryg3P2I9to{giDoKe6
zVV4r6BJoJ;jR9RN;5iutECI|Vr-xro)h3;RDD3N8{WZ*Fe%Geo9p(X<V)6Zo?^oSg
zt3F{h`SyPg$LEs@Y^tRip!&J!|L+0ZZe53uz8w(&y(=sCTYR7$u&$xu{1OnM8fihf
z!7CWTcR;9%ku1Thd$c-frKhDXE+;457>T1+0H7n>1(7JuQaTi?b%g9Xpo?69O(qP0
zN07Ht`~4=HI%^8skFfE~oclj?4lC_hB6qbS8-Red1sU%{4)&M8^j(F%XJPr0SNJsi
zO_kLs5k&Ul09>*FX<w_<qCx1!ZMDT9mhfeDEJg4txFWX2Q6C8m7iw*%XobcB2IgGo
zHxYEo;JztTGo30@f?x`OqVu-xLhH%9!{0pS9pbq^z!k_QV189nUJiHzM?bzhzB^v_
zrTFA44cJ$1<FEU{RbDxDb!@=%DJ(4wk0$0Dn|q_FX>`>*TMZ~j>!<t>Cg49%1l!Mn
z@u;BZ7;5x5jR46bOPja|egOpNF<^Z^-449-|HG*rH3msiy1+^61A_>=)^)k!DL`^F
zH>Y}%UKFoL8~eh1bo(59h4C}|{a}52`(qyJdzR1gIKcHnU%yz`-p=mTS`$ET;Tq1`
zf`89S2+^UUqXS=mq-PI*CO&<7_E8sc9gr}jxQQ$;_Gae3`x^D@b{GHmw_He`OR1_9
z;WBDyUX;jnyO0FKWDd9a(ea5BmCtv#^K5^+&<#C4`jL6A!YzY|H?CuH?RT*XrYkRt
zfUTGK@Cyr%L3j-P<ug3@rDJ{0n-!w%*mUf+KBjDE{-|v)t~}SF%`??R3wj)JdAUNh
zwA-&5jF^$VV+%Utc;HI4rl$3^Q$+7N2Tx>tJZAez2%9rxs=wqhn^kF=?ExI@H(kBT
zxRsg=`p$(wZ*<fH88G5foU#Cn8vx$`;GGW8gbGGB#X$LINI_A+v}donwziC+At?ZX
zAl}bx_w*ou$4bbDJ1+QzUq}W@QgUpb6OfWx0tU{}(GiNk{S+k(>F2~mXOU9I6A{XN
zK#l;L6=t%R*~xeM04~C!fD$Sx*dJGj#OL!SM~h8h=x^`t;8w<Q(L-%*Y<`@#GALP$
zWeRZf@j=WP(9s=kn+{n7iRU^~g!&JH`VyE|RU8O%6bh|<0C%eKxq7QrVIZfijqmI0
zd!O^~-2WPM*eY|T{Q*S1*AOQ!C@AP)t~!XRvNZw1WB9%(?ge0wZjpcIA{))D;JXm}
z4uF(u=9wW@*njtTfpg(CsFBlodwc8D+u^PNuL?kL0qmTcJcDpPK0dd@`q}?3u;DUk
z{XZZKYWHe5UA74zaeM$Eu}y%QfIblK$s;j7tUhf$bacwEtv!d&=`56D0W&MrU18WV
zS7V7XIywq<r<at;^JZ)U(jE^V@Ip%3@BoAlhlTIa02foyyjK?4{8tKqR@hok-~l@W
zY=amRcEE*M+bzzqT59&7#zOYHoytiV-!8tV&EAHP3QCCB1`gm2mJYwyfNTQ6)Ha7x
zp85^EH8y?;Xf+Q}4@y%IP+|>GXFO>#&uKn~8-d)!4!B)kHWnbrjz0hY@Dua!LNxRH
zm;oFHVBwSs)x?kj0GG$KAbWdaVnPgr1%S;67SBEBEXopm589Y^_V!+F2^ZPcfEWVJ
z7decdZKKR(7oz3ajdWS;IFxF@ug+WN6gD-bfrzVQ*(&nzcgp?!`y70@1Q7fHc5e(|
z>y9>#ifxG?{2X{Y7J%6fGh@s93V~nhbO{Fvz)C=HJ$3)9i;L>FORtO|IGZo;YX|O}
z@i*VDYv-9yJwNOn1LGtO&8+%Xu-rSpJMQi6#VnYfq;%ZVfSCXg75_c1Del2dSNaHX
zZXy~Ok|M752Vl|G_;|Z-uO}PrCJ+5F7kHuZjCe#ezumZT-y=6@#-T7)>331S(;TzG
z53qsYReR31EcXIpWATt96eC-YJSv~wV==8<_wmiuT4SimgN=FY*)M2yXbo5v0HU)B
z=x}Mb4iMA{@C9{}L-Odkd3a7C$|AU}n?R#LpE3;SJt=?=mvz3czA;${;?Fcc8m;|X
zr7cz6<X*rZyZP~4Sk&GgK;MS6uScwfyP>Eed{O%56dXpUKb~SJ(){xUKtG7S0g(-5
zsk;CQQ36l}AA{cboh1@{;@HpuE((AhG)g~swi<*{19r#q$tON=jSg%Vb>u|QAq2XJ
zzB?{xLCGvbJ^fcA9%XC_^zA4)hNj!S^4+5&S`zeHa3%$Ik~b{6LNhZ{uARUCYGY#q
zoLENQyEI#)cmEbzj`@f8ZcqMIP8~J1DIM2Ze&?Gj)JDX?b^jb@6J?k`k+i~xiLHQ@
zZ~RcClR!{y|3k7DNm5J&Z<oBPs%_-^?!~3wn}_?y)TMY!e4SsGDN6$5{pLDHudR=6
zGMlcluWstDtjU0w*#HZjf-Dxi6ZT=+{czWvhynquh07*M%FdrZVb9S?o`B;VG1M~O
z(Z<Ha)%9#s&@1+N<+JtEO!o0H0-qA&_4(a7OWnTjj*3$Sdf$MT0`KL~63PfdK9Bt`
z64kqpY3ROk3Fs&~$6n(;jR3^g2zYNLGj?AAQ4GS!U0!Kw`c8OEzs_Ds!50<E#{M&J
z8(>5)6*s<3g%$4na4`#5Nj3PsOW=yZesisT_EX?#v3%8jwZ@MQp51Ds@jWF7aNyUW
zr|wRR7|tS`W(v2`GRJNcG*<XXs(4<KKDsraP&gZ2g*}k=cOGB4o%Z6NLkA<kdd3f0
zK<f>lsg6zUvq>f=C&kHOChqPysdAfsAR<@W&$0pt5^!&oOR$nLK&Aj(#~h`HqtjM{
zR-&+eH&lR>0<^cw)7(v03=e~Tv+C~ecMp%<lcfp?k`fZ#4kEpPGA2U~TkRKl<oIN|
zdUdA@_+P4A&-a_hK%?0_kcXftQaafZz+W(gPM%zNlWJ<-1c_V+&7+^6p1Ro8r_Tl)
zdChyxd%n&#ceXiO%|&U2nZ3K2kx-}*_PNW=?HJEqFxCBa@EFP;69iy;5odwtqCjKx
zgB|bqA7`ne%4UH#W`pFk1tLI#jRFDwgmV3#j&q#WoO%mocbArV>l}(EP;)C~pgkL3
zVjVuigj<`xdznZ7qPe2O<m8D?qca6~p4o@)BJLyGk8i(eQRR&1Try#MD`Oa;^=zDa
zDw9Bq!c&NBJn|GitRH+OCKAjiS!}<XLF*IfJJ}oSh_G1j9TI%DkKlo^+l`)ZJ#Nyn
z#ZwM|iUlM~&v$^gg7BAQzJDjwRch47frRuq;CK<zRmvK%jk<vd8z)?Y1e>;@2QK7{
zgzn?F(HCvtdolB2lgW4ufJE0I>MVpUd!xz_dqnl}2B~4`-NNwYEnqG|m{M@!ZCrV0
z0o8WC#n+LhNb43Tza_Bb1)j<8@)<h_U}XYS3<Sy3Nk$xDKKl#odlN1%-$4K|;j5<c
ziItV{7*fF!4aRA^`fe<8qE8$x&u%Fy_Qz=Xxs?*V+a6mtOJ?^q7(Y{G^C_KI&7kJo
zrGtJLGiT>GfX$KQ?6s?Z<s%#l7;$$7-?X~9N4sM#7CFJHhESRyH0)6gdDNYesg=)w
zZBiRMwaX20Zb4L+FI+E-yc+rQH_comn`;DcaqTCjrl`PRsZJ~}vqGOKf?>uWwoAFW
z)dJL?+2+vabwK2;0vM-M-&Q~fQ~jnTRj-Geb2DPy1Hfr?00+qe(c!`;CZL~fd3T6~
zZ~US98YpRI2%qTEjmC#G#f>58m#YGM`R}^F7ZKlp9Gp`OP}mCtAi~kN{#Pw4ERPQ>
z|9me`L7UHik9ZLhc%9;ZgAe$Ll0H5yI!&&H*8tG<x@8;${obL^OuaYTIc#s6cZ=p%
zI&QWydVvuxRr_@>TLe&h`XAO%jA0e~5p2G@3hMxKi35njSWaHU`jY<s9We1QMOvzg
z)-(Cj5w3A0ieP6FnGYA`#<=)~?(smAeAemkYny9w+dkNT$?q%*F<Y?!7ZG#+*Ej5!
z4?8kajGwW<^7(vn^TF(Nz1OTa0(YIS<7O231O7Nc@$Kz9HGgF<IOWdRZPar>jFo}>
z7sZh%Dw?*4POD>m6_F?;n+)*$FSPw>AWa?)HYq>?_Vf#1a#Vv62KfR-QBhIwe)IZ2
zpt`7lL}9G<*w^CV=B9@HT_ZryQ|6DM0suq`3tc?ukm~^qw%#8<K2|y2Rc+wEKy(>@
zeH8|F0*8PA1C+W%MzS``g2Mq!5TMf4U*B(wh_w6z_iClIwNp|vGjR&l<TCvqZ`J|j
zI1u`OlY#P|bFXS}%A7u4br=JD)th_pL-^nrUk7oh8VsQmIOxO^sG)c6jeyOljH0sg
z|Asr$Z4C2`&}lFMF)=ojEA?8Y7}A!_l!0Apw$>F=8*pL#@4~nj2oe@ZDRT%5vpxdi
zsgZ%_S_nY>jwWvdx-&k|#<&j;59=Vofqj;jf_PbZ#l<p0K)ING_+S8bPRc`@F9+Bb
zSdfGahKUOS+MOBTlJ-C7i2!O{58yj%{_oi>wP-s4U@El1F`)n!Y)a67%lW^V0)c+q
zmL*Hs?cc-IIXD&YKZ28?4a$Omh8E9-0YwPZpuRpa_=gR*JUvccef{UHEi2%y1(BAU
z04DCqz@{rCGa-v=Fbb5zoPe;|ag)(u3U&`rD`fGmuZf~3r>4693#d?P2sAj*=hi71
znmC(PpOI<g(v?0EpogB`Jy0jg0jwVge?pJf8y1{|kDJDiA&4k=&X6pwc;6NYQ89mv
zD6Ig+(s<fOyt}_o6)$`8aO|Jc(7MSIEKX5WT<it0E+GvJ8tKxDa?2QNn1LRL!W~%J
zuj6HdOG_Dy9`>}M+biH<5UCU5H3Dw(GbZf{3(#QS3dp#W1gO9*7bFD$eh4t6CwC8Q
zR||J}m&YsP+U;k!;00jlubqZylxu!}yEFt=6U0jdbB09G_$NUDf(a}7`~P!D7@h@i
zWK=Y?({kg7J?hNS-F|(H9yh%faApo#Z~`sla(CE}s9a14h{w61Wa~iMzc$M)-WFCa
zo&u8qk(Ea)W+>#aQ1DqZl?KV8r9l?yz03*m(;#bK1E0fsXz_pq8!)lolxn0eZO`j^
z=48ZchjruU5D^mQ0x(?_&rf_7y`HBSLhL^1N=iz#o8L4T6_u1uq16Zl>)QUE!^77H
z29~--YNbFtGy$}8)A^X7^_8QOQ~&lk;Eam{VCsa;->`EbjXrI)mC&*>DEHX7TyQFG
zYPylCCF(wg58L2xtWW^SaU>o~9?-1-v^z0BFX!ZRd~o*{Y81b`yiB>%P*yN{a+>+e
z?|$PYL}4D~TZw|1U7B43;N?yU!zjj~n=FvXSmFOA;E)ii{s%U>aUJUWMVIGblKzMQ
zRrv($)jw`IcZ&zT`kFJ{ubNRpx=is+DSAxn)4>`Ax}#n%T9o|BkGZ+I1F463F*vKq
zp8gG&$CZC~{@}Ka6Mx=^U3c%xt9w5Yzm6P8ZUfrsW0)@n3BM>{1UdlF_^aP}+Qku;
zx={bH0c-z%@N$uBF<ytcA3)xLX97T;faV4iKSad@lG<h2Ydc=Km_rGB)+3(U_R`Je
zYU#b(yk*L0#pzkJ(}$pX`&r=0^jqDxtWwqpJ9)dV-f2Y`f=&7XRpAWnL!hMp`wV;^
zA_0g!PPtfB^P&pnEoHokiOEOTrl|eqy6@jzdvUc-0PlJhgeQz{c8E0#sFWBn8{~46
zm<m(E+JFY@b9H11c&>wka*#|1Vb&_++pn*>-E4lRD718R5KwsK@o)t?Cj*$V!hZq+
zw2xQ|0C~n!heLO{KtO^HiIb&czZ3|Z{Ug4<1fT>V@T;}Roh}4FHzj~b$lF=($=;F7
zdQ5OfLkxAmqrZO&fj*5Yxp;Z|mfo)@0YoFn5~OB50KW7wMuSmGIA^=GIJ=7-HE)6*
z%o8xM06bUBfCG(c#|$V71?p0jHDz%79LiO}&_mSq)m8Fwp>tGqb#+h`0zda3^Lt9<
zLH+T5{9h)Nq7Bq2mTH)RVFEE9>0`#*W(Z}k!kRMQ;IzUZJgiMy`OG!Jl9LeBjFfU!
zzU1cz0aPyOC8GcBZZW8uLDLL!`S}%}Tt~MVsFLL5#Aco4@ym2P2NVbD>g%Cx{Gww;
zq(zH=gqa3H)OJ8;2e6n9hFsa9JPjh)8u&k4G*(28Z*Sb6k8ck#RZ1pX!Uz1o9915F
z2Q&ec+E+BLzW^1YroWR4;I87}!6n3v7dq|1hRTkBck9}Th+hS&So4Pv;`%zH<AxX_
z&M*Hh;yaxm_e(zZ|91yi%sH!IDhQwW|CRCYfspO1?@{DlFF?}@(4r7>8Pt%JrXUXo
zK!d-*wEXvnP6U)cTCduUUpuUT9UcoxP;Z+y@gPtt6c#};1p!APnF!#z|7~%AX?zKG
z2=w9%-pyOGof-;OLx^?CU~-~pS8&`uaR!)0P|^ZI$pln$0Oq&a^VH0)o`^~7D>)2_
z<QJVsSj9dB>ZKq-e|iEbNA0#f&D0{VxwD?^l~cT=SK**99|}ew;_5K>0U-ok-~=tt
zcTcXzfS)HIbOSd>h#U{`;K6VsQ1qO?%^05C{d=IdA+zw#rc@gUt%YK}Z=5_lAw{;J
z06K1@2&6=bRyjBq0DUzejTS_733c@;6y7ENnC`hbg64{;$;qziX&fkL6L-?Z18F2E
z&n65~CnhF_wpsCJ(BzB*p0CxNK6o);-5~^Z&YwL=8n#63_FO&(1z!YsIB;UcQHO)d
zBq&P`gHSdCl;QiHb}(Sc$;sWUW#1jSgoR_M<v{uAC0<ouUmrVa(63*=x_<@u7xGUF
z&HVl?U#}-M#qDlr{ow<NZnCYTqptvlNHG|c&F&w{o#PA}{4wB^t&I&04efmn!Vjbx
z&`J2op#p7$120oBZ2gzM6Rz=f7e0^zAdkQDYVZn91tefnPC;#Oio}m^8@qS7HZemJ
z4G_jWf(@JQyquhrB>e(2y`B{RR}BcqCCVmmc1!=-X%_ZLSzK9pV{gCjpm}ppJ8lJ@
z+HlQW%ll*1hS%?Z{WYiu26Jkq)1|C^av-F!K701e$h{-<rC%zvO6~z+c!_Z000PL9
z@s_W+*?IYr7ykrR0BnHYl?Ub7CW9DRYR(oG67&szbU->ctG;esK<A+V(Ii2+cz1U<
z4V1!w;G!#L=;h8;`y_d`De@~4#M#<zPvZdyK@A~>vE<!d!B!!w|F>=d_$Xg=m}@|~
zJ@1#$G=@T6Jn*eydFam{YQAMpDt0dJvv~<YjOZt7IGczKq-MH!Af0Sx1prPd8T2eU
zJQlrR#|4?u9-poO&fnQfVGelj=Uo?VP?gtKu79=$;|p#}knXIb?(Q1^&hVz|O+ij<
z#s1v)Xj6j95-;}RbbL|e0Ep8JX|xaET%*H_g!>74bO0>c>Izg=fd?r+Nl{^82oU|G
z)ra$mZIH<}03Cl!^Fngllwj={x%Ta5H)=0JlM}DdaJJ+5Dy498xFq3wI+?Pq(=Up|
zA(+%)1PqUns=1=e$~4Mn5{X2EVIble8?VR-ZtZsMKNT1}YP&LmPA3`RGfYtHF0!Qz
zHUSbHCsGQ!BMk`0pis&OA{t%-b@hjvv;4P$zrQX>VCQd5Vw{|jNhD7c(Yd6jy8zEI
zSsX|27jmj^ZkopHbAa6R3)t|E`GdCcIvf-vAqq7;UL-d!FNiYfMW?wKzF|NpLHuS=
zI|In+JV5$|tO#ozzp>RF&Ku0qe3l<AC6cAbc|~b?i%caaTTj%!MiJG^)m=n0)x+m(
zvUSRE{fI;X@UU(*&#=NJmA$c(VS&#4LJN8)lv`sN0bqoW0z$rMm5*+%2Bfu=s?c*U
z<d_mX1CZZewtfRBj)H$A5nzafaWEvD+*R4J1M^O%a;Hs84Dy<&^mJ)X)UOq9ok@bJ
z*H&7d*OsHKVPyU#2Prk%$5u5@Uvj#5YB{!7da|<@R91v9hrh3+Ae5ARG?7i~iZ_7A
zI(Ttp;$=xwW|7zU%GBCQJj3MewDXfc@`Qr%nTOmd7KF3MG8I}b@SW;vD5suA$RK4G
zgLg0>OKwOc?_tZwP)TBH9Wv-?|H%tq5wW`vv0`f?wdP6^aosCkATSw1JF_2V{rtsj
zZ+O4z6hmg;_W0!fY345YEfnN8a}3dEh=;sm?|gI}+*LoHXO4OqtQ$oH535^6#4U-d
zHsz#q%4S@sa!-W8wjy7yy3@$Xeu68DP~pj5x@EYBqh5Hn@JV1g_|K_O2EOPP`>shx
zA4Yjcp?H>MXK!80x6H!IRR==~TD~|BdF~sD%)@qcg+_j!fT{=j`Ya>{_{YtWY16SD
zD-z^E?s$8ex&wkP-U-?(b$wslqs}79L3UU`;tIz4X)Bf|oCSJ3`sFb)LV5uul`8Ht
zzL}%qExoVWm8Kr88DFs1wdXnZVn&sVd-Q0+@^N&(zK0>_NR_fjl`O*5#QZTvReJ&>
zcZfshwGY?Uvc7YPr~addJ5Nuc?VeN$cd$iP7v7d?sNj;vF)dEUv~v;UxkbzNaRjr5
z+Ps;ztbh`3g`^`oPkrrBsd78^Vz_h&%gITnzi6ERL$lVQ0T*XRJl;c^IpxbYt~}hG
z>3!~AZFRT3)S^fWt<%_lPi9vFCoZj=(YLnM?u&h4m<hqJcs@<k!<y3J{E=Fk@K;u~
z{#XdU<qv$t6JQd9)^_TNeg;24Lax9mRXz}!eM5dOettbY*|GUN@qJB)@ZeQ3I{O=^
zZS3Kdp?`<Rbm|k0+?X^vC{^S;bmpL;WK%Ee%XlI0+eCG~iMbXW`+whLFML$(G0bF=
z&A8h>&2b$|xbEZpS_=F>B%NhcTTR!7ad&qK!CfD`xVyW%JB0!*?ht}IL4s4fK!M^?
z9D+k}hXSQgDA0cC`~AqTEY_Ms&N(xC_I+KWGhFRWkm2Z15vRv)^CX^uh1S7LUS1W~
zvhh4W_M4xqL6Mra<P2L(@hM-jM1K;S!T&>y!g6hEM^|>aC9qbp+x3<;Pw2;sXkTvZ
zf|Ht2ad?%0BI~pcTxt}*ZV;JwVULoWcQK50e3MTWi0H&0`>iL>Ohm?WaJeg#SOsbQ
zE0b8D54YClv!ALQPd0|fdnymmxnhxtpd5abkMBKSohP7ML~aRmA-tut=05ggTFeR|
zADL!v{@nYh^Uj;KY4q`aEptoo2L*YDg`5z%Q}|qLnESZ2T?bGaBEzgPVW6{(&;w-L
z6ql|->!9c{9Op$`I#4-jkfr6?<-i-P-K^yfqkZ!KLmd-+!z@!2=db8M$y}_YsmUlu
z_0<5=Gc@Km_>KT6hBv{Z5W`TuDc85$H!F;el}NFGsqL>+iF_}D0J@3_2BQgymBKXn
zp8wnnX!GGE>Y1grXeWdWuDz4E3%Lx9si|yXu9%0`!f@ZXO^mgY8sMCpQbJTQ&KYub
zNK$=-lKO6)+P@lY$<Vaj%d0pYwf9pS`<Y&L8f9e=DS7kuFVJGlq{k!^d&<mc?<r7a
zV6$(TpzHCc3&pq6zmtsr_i%ui^Lbw$ustZ&2EJI{d%wJ{(>sJ;SGAwh?ylAv(d3x>
z;#CT5$aCBmDX_6IC1Ism%XJY=V1erau|mzmT`i*ES{rWh_^?*&Dv`ML9<-g)ijn_b
zn6nM9%Uh4rGiVMBO8=+>mM>J~7`g*vbbRb>DY7%_Nn?)V>m-%}NRuF1bOUbIF>`za
zzP%9yb43TJAi*Nw%=A44ce((GzRWJ0QcV-Ab@H@6fN0g>LF)dFD&(y-*>>W-AnG5Y
zH93MBQIr65v3h_q$`Arqq{oVG8)XfZOBL6j8FL>hLkFqoLzvE;{Dji?pM^H8oHgAz
zTEHj^-h<!6D$7Vt*8tcaW(<|A3YK0+5{W0u9>5gMi!VWs{XoIKI&fy{Af&d}94c5u
zAjnSe_o?;$apEt@!BI={yE*)wp}$XOZ}@bzT6m>qejJPb_p_sA4eT=UdE$U<r8!mb
zOpg*F`0FTDv+cA@r6!m8u$$M|mCH~`(a3*2sUwZ=wGaPX+Xh(A!k$aYT927j9?lG(
zWx6It0e~7NQxUo4j2Qu~2GT&u_-)GZD+Awf-NRaeq3Su50v(EOi{INc6zR@sH*WAp
ziy#Wbn_|Cdkjn8sVqx>`UDDLs!0V8(1LO2t?@zB}Ux=M9N{ISWsqToPx_oR}<%Bpu
zEX+Tx&}qrniP+xhooY%qD3^{=6pVF!Prto3Ph0QDnQYi|)4f3*luBJ`%5fq~C8~>a
zScN}We*G~wwJNCC)y#1@>**evOi>Z-gIHtx%xvA5m&dV>ad>Y#@ZrDVw!jQxQUhNR
z?Y^*eKlsh-b-M4<OPgvQV*gDhz5kLYb=TDbYsl~u?aNeYfRAszLWA_AsU=zvRLij}
zEwhRElz)C&=$-}jzL=J6l}CB28}aYeFUZb=;Pkv?!|dot#3L)P|AD2_4G(xUiv3HC
zQFY>o2tc9GiR&X%Lj*no=(KDW%tO)n#pgyZEs`q_L2ZV>`n37`{9~@Rh~L7SA(CIv
z;qPfoqBQ#hEOJH*H2s5@_dCx5U$)-jzkhC8y*v46I(+bDJ=zNsD^sNKzm=LwY?o#B
zo?LQWH+_=|R1WQBpU$JiU=f{s4&BguRD+!-@t0qJvvy~!<?9SVoUU1VSTxV=g=m0P
z_pTm%3v`gP_#!tg;i4}SB8Vo2H>DoUcf;(~kww=H4eZXSSYGqgyP9&8uiwkkAU5FZ
z8A^R}oBZZ;vJ0P*5W$hR_oMwwMCx7Wir=vEpXji`ql)WL&g+nC0My!;>2ph3_8fTI
zQLZP6#=ZQx!nZuxK2Mtbc_$)GN+j~#lr=y#WJ?8!P+jlsui$|O#vxpE-jQldM$kE$
z9!#!`QQHZ0C6x9B{Xa^jTFt1&4_AOEgA|AVp0@E@{Y@Ztak}k%#=pO+G<rHan5m|p
zxb$vTi4BqRc-{v6h~)~F@<U&>d@F`sLHjc5EG;j2e6#S&Vq{+_`s2&{U(F|z{6-c;
zhjCxLPwJ>QyC2)GxZWD#9LVJKm3~f#Jy@C~7l8IfzOzazdOo4%IhQ8?9{9VfCcPC`
zvcwxZIT!#0+XL{cb)ZlkmNu0mj-hL1ksqQEC8Xz1dk(B!?p*S+!ls!X<q&bTR`$W!
zM6OoX&>52wv0?a>lK^!Mdw%$M+w>*$%`d5Y_s;8Y<4flM-8Nm!IR%=tmOkCgu<f}H
z{UQ1laitq^cTK&1pB&K{@#+fyz|9>TZnmIl`o9Es;I>`EyFEy}?G9r5=3m^`gKOp2
zqhMLF)ZfxJ(7zRCijP8B9%y?UU3Ue(#JFAHIPq`kIqT6tPPR@PJGYolHB^ZW1!ukL
zVZVH~Y8MxcX8&ux*8k{71eM=vn)oL;npy;YyJ+zoT>M5FVBP$IIhkypBJpO)du#CN
z<9EB)&DrDc+OJ?0^(^%!E6u-+U+nHBW~*<m;wiSN9oMZbwVtRc-GX<buZus*oAuDR
z-n$i9Vl~i@Tl%kS{2f120E0ZJCxvZ$5;ixYElP)$<>wD~H#<lTOUqjK<=PV^H$9SB
zCd(P=oL2)1x{fNOC~UNu6&cKJwB51Q!L}aWK|LopC)*q|j5+qcdj(UE`=#NDv&UZF
zUv|tB&~2}e`?h|+nx9_!nuciM4^|E*t?~diYV@bb77CGt`n(9$=7-)t0S-+f7r*>P
z_^dO!Onb>nKVa$0zcT(8Ie1}XiT4A7UtgMmAb}YH0P)a+svA7?{W~h*z>gVa9%v19
zAeOy;N=#vX9Ywo>g9T&8lp|lc?~7L=@`3A*K<st*uRn_RdJ%rS6Tpdf>j+&-f5z&+
zYxl%9#t8D*oN)Gf5w(7;)^7RU8W?sf@plB5KAikl_$zD5WlwqzD#rp|qR+F?f+FM3
z6{_y>Yn$_xXO)+k()q{6xeAfE+CQW8das4}02XCuGG<BKX!H*j^)j_l+v}+Uz4(sT
zUNMHU>wWauBwoTvmGOM;`Y~<HDP^;DC5{TsE?TEtZ8+05C<~y<&m~8-iCeYO%;_hN
zC&IS0)nU?e>F;0c;Z4<K0;IFuZRmmM3w&3Z+0xRox+`XGu9G|Tgm*9e{R^T|gLu4)
zq?)xgG1$`fTlbV{&jpRRF}KrxZaRP8JL=JJ`*zFLoJ)Ii4BoTBWy|&s><sF{`IRr&
z=fah5_kU6a-g~483S!O&5HP;^0i)3KCpp+(tw>2_(8Sr}u}Gu7wh?Mi&$A~8PQHW@
zammUqJCbE#Yq(H#bb4((T-vDf%=Ei}6mc0nR;hE3!~|9CzR#3MF|xkU|GlM$?{|HJ
zH}}iwE$FG8oWglcnm@=e_yF+kz}-#i9N9x58L)jYS4ABM7??>#y~oRIrK}%}|M%y>
z!P+thvH2&Wi_0p30>&+>(P@oLlTUc|JJJum$9k}1r{57z)G!C8p+F}k{^F=PFhP_K
z8{C?-_TUSP0Akh}4gc3g&u%=Jh>qzIfdHTy+ZT3uB1v;+^o#hxx$65q6umo=#JK$v
zf0qLxq%Yma3m7M9IcySv_$2^1%X|FR#UVj&80n9V>wg7+;(17)90pupAct{&|NC-g
z%7P$K0p3q7n!fm7rKiC~CXus!0x$K9k;S~=NrB$y?Q7`AkJkp|M_m}JqXL>hQx=Le
zpQp_o)!uGWQ{9k#iJc?z(q|g)#|v$rqc>qW%HMt={)UGRnjR;$U8Mg??t6!Dy2&&7
zF?`@lU6PEAk2zdZS*B{@sL)6$>vH^h(n~x}F0=Cr98)wd$IVgo+)#OMA2pTR-lpbO
z8NxQcq{KOT9<d)86n22jbzwe(H+5*Z$M-2qUs8~8Z|J+yNBM1kC3qF!Yu4t33*Y>&
z_Cyd<=;ASB7<le~WR4-|>eQTSb>!-Qv@<hm7^z!PZ7@^ZR3zW?c9X-4JN=#e9vN{+
zK>KbNQ3YMUYZFheG42q?U_G!c@gYmqmYQcj@hWd>PJW{`KSFHe-Ldd(n_T4N0>6-T
z!rR8ULS8?w2Bo?3<x3;O$_K64_0NT@EUcz0BuwYVH)gGp&Qu>UFGMNh2LH7yfU4zv
zec_#I+%dZa?oAK~WKV(Sm|0?lrGXs4iIwIEaiMBDU|`2;a%6O;+9&Ni|8~6{!#w38
zk6a^Pk#H&c`%t7IY2ef>)r-VN6-n8<%qsE6CT)7zH~=<l_0^|GCcYJ8)Y{JOQ5PIU
zo@?9|!_$)&nd9|vd}onAca!=m|C7gR*qyB1MvN6owl8cOqG|Gx<QrSV!B2P$L_k0w
zYVJhB1I4IH@2QXH+eZ}mSU9o158e@=(|=iv8pnh$IiQI}YK*H`Dzd18-{PsS2C+T?
zg3_2aMaoSfd@I_Uk8JjHk|U#W(~Bi6InNs=eLv;S7bKCB)E*YbPx&}azzRL}@%8f3
z52>jFmco6ueI<fvt1*E^bfKq=-{38@f4i+k=jFXzCGX;c$5sqz(QEZ$&ukTpk(~9(
zo-bGTu7B)xHpCQ@eLW~_c~>UfUr=CJt;<!VNOy8O9=C3J3YF+4;4D2t3<pnf#da!3
zs0SNkOH^v{h`H0c(}kpH9++CSl^q=l+p7{yENX;rUcA5U)##;~@OAU_9KHTkdT#eN
zf*u@mD9Xl!EJ|BEv2@TCinAj}->NUCcG9xhLr{#l_==W3b5T`hV5*;Y3>i9t2`*Xm
z@kR5#0HIm7Rt{ocntoI215mi=zmJXkC}cm~_3%AhJNCLkic-uHxR{o4vocf<&u~PW
za!aS~TH(vt@w0}u+5OH<uVFqMDr#!{&6VZlz_od+InF%Kij?%-pkO9PDB;wc9KT<e
zzCFcx7)&O0s28PbkH%1N*k-Q#)V#Vj`<Kj;_tSFDjtx3FzuwpRbM*xZ_oHvG&nDY#
zIclq;lJ{%&MS*)y3J>_r?`(=zNc(nQ=$1k9A)N++PJh1YcB)rloj1L9;rbr>kvcjM
zxzB)imQ`j^h@5A;i^h5p{E9@pwp7H6kN@TB@aq%d8@JZ4%hn6q+u>O1Ct@tEDMcl6
zL-7u)^IwHI8aZn`q(4~HM)y+=MU;4``)SJ;T?FB^x;|a3F?-s`-t%MCG+Za^5nWLD
zq2l9tIf>^1F5BC#6Fn7Hs44;KCL+zbWBpG!*WaC6>+?HJPJ>?^cy$CtVa@<mBDoyG
z9NcvrKmPaz4$)gQj96JQ3JnKJv0}yb|5EzG7`*^!;1qGuxQ#anedX!-d;WG%BR_Gy
z!{|(DZj4jGzwZ@3?<OYkEME7FIDSM67W#Ml8#EfhO+-#Jx6$wARl)FWWE;K&za)Xh
zk_26o>dYN?lAL3vn;W#n&4==AG>9Gq7S4{_nskLVbi0i)a}+6MDzZvzWu8Il-XC|h
zteVp#n0P&17DHW|BQSDAH<U<3oyEh|EyG<^9=xH^A>8WK`jvXqFz9=!LaK0!%d*|&
zgH}xW2VG^qqI{YC9>H202UJZ%71FOBlr&6r99)YQ<xaTVBqM2KnDCk{l&DQ_%*|ua
z^+K*>8bGQhn*45%l_^_&q8mr0>`MBBi`%Hjsf?jv-cA%?K<e=+Fm}M#Vx+deF}G@G
zxwV9r1}Fo@Al2kBe*k!(0}w0w@e<;l9x@$$Jb>d$6X(<WR&qDs{vSjP>=>p>tvJ9X
znLH8O_aK)!e#hKA{fx2tNE+7FKz?{8WUmM63Z6QGr=P2v9ZKvOrv$V*<o>P{KROgY
zWwZO07f03#*$QhrgdlNCjLLMRzboj$z~OvsuXdq+VgD2R(eY%3<LeJYi+!y-klx9k
zg`H*}aiwR;;+aUil&&;y8*(MDEM?k!Qb>r;gWAJYsghQ%Ny}fWa|mC}h6Zaye}ap9
z+z0x}pf!F`B^hJa+FX?*!Iv7HQLpp;s3&z7YHG%8o?VnE1&idTD*l(}hXZk>>T2Ah
z0X&L4xhyUP$)qF(2~(C|H<k(o#F79-%+3yeSRJE9a#@q__g?AH!c7n}=C9pRD%FD8
z+M<*~4O1lGL^k2@k_t4{C6P%nngEu8L*4QYW&Aq6?U*U{h0jpNgHpk4E2SY)KqNt2
z7@;REL4l8~QT|jm=3L%ybec*yex){p6vRBzW(>*#0+-}UN))7;$;Gl|gFLr<2&#gm
zY0MGe1rhvx^c&u8k%z}#KZakqJC{y5wS`@|TOa&WCQmy2_}{FNAxvNj&S0ig7X7%U
zYcj5noM9Lnw(T(I9We~{h?_V?oIZQC`Rs5`c0WcDj{OcpTpkCVyzS_W<?y>!c?#kA
zUs8Ul=`INW`$0g2dQK%sR6R@89q)`i*P3Oe+1R_vLe<af20<HrQNfL;wAX{X78!Xh
zZsf<^9K<$^h|_SWc9}qy)&VnQ)UJfzQY1~AsZf~XfZfb7`z>3-P6t6g(K9m9P!rfA
zh1lH-QaRoodN1%IDjF+bcS7OSk-|ZlMLYNr9c{7;P3c>it<Qfmun@^D4QV2IE;q(H
z<(gWwDYL?m=O<$#w!$v?rLJZ1@8=;Ch&#4S-6*Vl&<O!HqC?Jv?FvEnsbG=W7b)l+
zn<Mg`C<#YMRG*a4&*=&sE}6CXO9NdIPq|Pxd@c_KV#T7jym}(>;;oeI2wMLC1u3Iz
znG<{U60fczG|9|DLDl0rP?iiJ`FbEhPGZq4lc{jS9nYA@1;mWhWSG4G*%tiK^c|P;
z;j)Y*uNS<btIpf^v-t$xrAj-1cZao25oB{@^%3~*s@?>!hSW4#CXmx@u+L}!0|+ZG
z#5kPt$=(Yh3MU+F6oE_B6~*2z|CYLrGo(b74RMJ|eTSyQqSWo(FobH4p7#;Q-{z~G
zc4z(wVj}vds{GZ=%AB2)FICCH#P8MsPXtn&n5o{Qr8NT0yvalf1m^8|#n}{`m$t{_
zehTNG*NN-=cV4{4Sd8xS{a?f0jeD<!kH4?@#9dimA0H4D<>H04I?c#yk%aM!!FyZw
zJM|}i3k^a{EW1=yKOO@z9tI~P%%drTO`?X>IKI}38mEj)!C`|-BI{C$Jt<==S-<ya
z<Bj|7xS(^Zq2T|v)YT^SU_&XtvQ6$+?z$Y_7YBQnI&Iywx!duY<K`IzmTdKBzYrt;
zBxGszV8k{nJPQk@k2OrLc@BtS!eB$v48(jqjGpmAQcZ9UB!Bt-<%_#yL5LPj?=v|#
z26-YaI*WTht&(tEz>ML8IzfmwCZnMYb_SWi7mEJ)Nxis<52c2h*rK2AEe<nY^SWvC
zGDO|1sS}Yu`&_YXc}3be63lRmLg1QKtZ=SWp=?=TY2~@vX(mfuCL&2?QIvskvnA?5
z5q8UpRf4x&!p3)6SV<@ntG%5APFCOv;y8)SF$wPn8dlAvi6cDib<YBp4l`WMB`w|B
zf$a`@SAl3)o(wR0;z)dm4`Lx7MC;&D6gQ%QUQZBj31U{1Yf`Bk*VB;hjva6P)uu^V
z7QU|c?aO!Z4M2Ea)7Z45Y{`>x7Y&&K5QG;bie*eA^-X251r^B^YARn$C0B#xC7L)d
zKhec7;~+yOSLP}pH=zPfAt1t_jFdsMpaBhLI~4V?L+L0T%JrN}1P4CG#hX~NFIrMN
z*IDfjTGmhGT?wHD5kF9R;0DgSuAUZcjYp1&6orCX^3p4<DyylOwk;fsGn^g=__{kq
ze~ps0`7A<~rokM;^ccyOUpb(E-r;*ETsk<fK_xzAJ}WD^x}@Cx{(cm|@=m9u#KwBh
zHNp!vK|=e@1%2&}mkvE|Su72FW;9Yl^|EGqMMqo9<h3Vey>_=Rq^y*(W-$wk`shu4
z<cXO0*!l!xLB{zOLhoGdkHR!_nXIK>7btMEgs@XrFikDo-P0cn4b5_Fv?YrP%c{fc
z`5gO9rh52rUDd;{P`WktqFg!{Y)g+F8oFlPx+Wn#YL@|Y$`=Y$oTsjUaYbu%r*I4}
zWipKf7FX)rs7H;}l=?8Fcut;5)2AkB*v~Mmz8Qo?QbiB5=*~c^oysIcf;0fI#p$Lv
z@nDkgOk{?qUitB+y4~KV>}J2Noo?UaF3d-pE)#YmUnY0j1hy}@dJYPNX^>hH)iNS2
z7>yn1AENyt4jW)`!S3u)mD^Jyt6`BgK;uN*zZK|v{zOD(>Q@DPG9bncD5Dn8i>LqG
za@X}G(^=qOVF2&+f7$;B@F3GaBEVbg@F3H_=%|vi@)N9DI&didwx?+-4ww4vd2O`{
zkjNr<I}pw@(6m_J)=H85y~|AqpzL5w$toV=TCE{tc3TLlGy&yIZR)^_?qByZ^XV}%
zV8`i1@j1yyb2o|qG78sJE!?20zz~6+eA;9|i@x7>O(sv{kIcA}8hd3jWthf#@Qw@T
zWLF?Mt0B6ftn0jP0Hwv*?h%a-jl&eedj!>-_rIJ}1S#E_8J(`pEXM(lhiL78!q-~q
ztC>{$>f^IM5_7##8XVNM{p<?<ISJIc9o761>sc0a6Hk?J!JQRHQn^F-!Feo?O{5I#
z%~R*QW-9$&U*%#OAL8`1z_#G>NRvZ^Cf)J)^fF%g#sj^djvtja`-)datO{O3N<2(d
zMrZs6D{b1&=JV!FhENXriST>sO$;|Q3wuzE?+E>Hf@-fkmW?y6e?mA5O)Ti3J@2!=
zkGK_FN_WPI=hM~d%o=4F#w!`j{@~Q$kd^BfkV?@rJcqHWGeBFy5EnIl&y!Rw4r}TR
z{g~rPJ7=w0Vit6;wHoD^vlxyzCbDsiIi!Dven_E}*OR{lDt-Dmp?6ENTu#5q&G@XT
z<QeP3oxVw?bcNBvZ^>Nhf4YQ{K}SACAaq!t!eKj>MJA-|7^x4S?W}p!6j>1lOGg*f
z@Bcz~(NOY%QtA4cl1VJJcLkPDn0OWCZN_?-oOUK#$JBJu8XQQUJ4LSi7K#W#Uy5Wm
z(^;UhGmvAJBSs}M!>?5!=1#T6S`h_rs<E#rszhKgw-vX<X*Ik>@0et#`i;)E#vgYv
z<+~*;6uXgVC~&Iw1`2dp>S50nYE?^p{f^L+>9kl)aOHUnPD*lInLjrapF4M0c=LC(
zCCu=|fH;R-CN0x*^WVXC$M9sFoGyvSCbY3J^<MxaAgJW=b2c1($o<Fc1ovH7{zGxD
zHb33v!`06T?YFNxFTw}G_r$BDDUp_^O>+HcM>^SF+}bKgRkn;?JAUn5N#QGYIGRIW
zvnbYo;%Ihn!&o>gp<smqGNO#v8sWEGKN0YS()qru+WG2Z-wiREWf=)92T>Vjht|c`
zE*M=J5LlZqS`-Y?^DO!-pd`IVn3*UyL0WF-Qz#B=&TcpzBezTfIt&cNCpSLn5}q=~
z9=}TXeoE7Eu^K%5Ca|2PHh7{F%<U%@`vEgVVxVS0MH<O#*lKLriOOCeBVopYN7h()
zLa|%*xSN^7?L(yzU;;sw($9>T|Cz8Hg7q%0pjOoI;XWwi^nOWHRMnF}Z4{8|dFN}8
z81z@^oV(AXJ*RCosaa%kx?mCUTvq4&+0}0hGX^V#6r2|qNu6YaE<uSOPhdzqYT#p$
zOc(s2W<gVFQKuH1;W@M<B5SM|bODQ2zqydj`oTv=iNsCGQN_3HhiN*Y5If+3rRVC(
zSfuZYhpw9H%omWHwUf^NDKdcW^EtD^ku6misaYdIVnOn`eodD8<7+W2`a-29(;y7*
z8JVX?Z+yqhL3yxDq|Tp?=T4&fbTw|0PA7p1u}%mCD~B;-RuVPoLp}XS)&p*zP-+Ll
z;;6}ON6UfC)ZsmH>Z(KDU$bB+alEp5G`i!JZe}%gS~~yTel`R#(;(*9F($e?)T{BW
zMIAr~IP54)6R?mV7$KG{Y`oP?#fmK=YVxnrNZG!Nvq)jB^fQfM!>~&MaUDT{VvjKv
z6`lVQ$L${P5$aGJ36(R1iT*H%>D#^E^BsEN32kI}4DjG`a4&$H?T3bVBmSE7*I6Nm
z4b%R@gvZltDd0%b`UxEL>bAgxV}72V#gu@MsP3kzYUz9Sf3%SQBy;YrC>}hn_kQMn
z)p}0sq{x4*|JC|85Bi^bR)tqY4z-jR8dfSJz9Np!dC<AOLOa)>P7Jupo)Rq%hr<;R
zDbA=nsHCJHK*Ri1p@UZW3P{x;SjPHTb>N))rL>vKA%9cRxij5Fl|`qi!VER+HwsuH
zlJn&eiAXh=w|_uO4NPw?n6F~qF7ll5N|m#jx`V-J$iiQQv>b|Bsy{fyyt0(0?^+I>
zt-fp+5EzQ-khE<~;^<tWxE#;ItrNyw#<X8{@B^zcil(!>(?L73(5h!8(RAfa<FW;k
zr>VpyAtl+aH{2|2_e(2}7^D&-r+G7of?AqMEo_WFVYINsaw>fsgX93kpynBsMWdy&
z)Iq3UcF%iE%<eR!$wf9Qmy}0UAw$>H)C>VnweoBoPmH}^jFbX|t4=*6fUAHET^?Dd
z0?<zq&ev#ButKee{W?ovy^IQ*OFtiOBV(P?f7xbCEQUgXSR8l}rHKv4wWg{_<thuB
z^SnHjpZI0@X=U0<%4Ag`>S6{YT$6(xtt6axEtRoZbx4X1x9AT0xSp`^DRyurjZ3wS
zI7tK6P#(1E4~6X$Kh?`j7P6+pG~Kz9MB>*7uv)&2j&g2X^O1NCfDxxqPLq|JhY5mm
zt4^f2kjC!d@V<mBs3QA6rVHP&KWtFKk(N3GjYtqvms3tzM?N$rg||j0=ygqvx5b9A
z^rKdbA6W%^YC|?FH0Kn9W}terCPOjL4|SM717?MSIP@K*u12R$ourDzfwB2g^nQ^<
z+H{wLXHB@=EYid#DXHGZjFSMZ25!JO9L9`k;f~Fz=dt-i{`bM8zsaBD13cHlE6b9(
z2WKz@;9<T7i*7I+ECgw=SU=$1*|n(D8kB$fM2?`S>*DHa`}XZykq_{oP#siNLv4v%
z93d3JGV$Q|kckoPrjCmS>{dAHs*4Svu3?xFB@E=cbVKz(hWys?0l~y&zsTltFlI4;
zxm<DsXNhJU+#-Nx7$D^Z5gQKEN);^CrpOBYw(>4DYH6`(ZEgKpG}jd@7038*pcKoR
z3PbL&L5{dea5hr=*gi@*<qJQm>5l^#XBLc0AF3pmKSn=MrY1}!zr^MSD%fLiW5Hxk
zqv6_1HzZ6`*e+mjmr?<O2Rf0n6w%{I${g#ozO78caEbKDG%ts)-+VY4$tSv_OlTY>
zpIT_p-aq$!NJT&U58^c$;EGt6jfQll`cQ~RSe1T+Qd1yNGft`oEe++GuraI<k&e?7
znw*LPNv2rh=nv!f1DDm3d<GaPPphrMY1Ug*$qOkIt0C)vQoTvi3IjzNh_cBdR)+>&
zwX}i?9SeY+!VhUUR;{nt&XKm01_~f|fhmcqe@SmPt)jsN*Ny9tz9IF+jD-scGsfv@
zDw+NOTRXBd&h7N>DI&O&O~Z<sA4D0IWx-$@Yz^bx4Of^Bf-p>3GaU?S6`Il}PL!6@
zI#XQv?6V~$DjVIrUt#9WddWFY)Nv;GpB)uTpwn;3C_TzanyPaVn|LCFx`^q02Ge2L
z$8eNO5_m)HTz`T1N`oR5hzUv|2X)v+G0F;4GY>=uu*wTf@`st_7c40D&&NTPG0x;i
zsxXC|-*i^k5RV4QD=c&IZx6BMGc3B`MzjW^?rAVxFmp-FHo?rAHE2-7MA+;ovx}l?
z6?8bo+6{HVqe%B|sSW~(b0_aizuZ-0!}C@s@C16;r9HhpJZSna>Hm+esD`J-;T-8d
zwhtb+x5}YPa4kTH@9Ug9semWGr0J-r>|Fc`N`9iG;v#arJjyR&K<8&@7Rq8TOhi#5
zeMn+>lTxC1ci{s695Se0nogU;i|v~n%F*^PlORkB<mHkw9_q(v(+v_z(?*^8<rZ4v
zFLPxME(UkHB%=&;B|xef8xyKd?gbL=iZdw;`UwNVrZ^@pnyC@qx_}W+;MWN~q6(tH
z7J~sGMa=^FmSVSwVumdC8p%{dLn!SgNC!qiHe*mEdh3$pQucuZ9ix^5ETlQ`CUJ+N
z!pz7u>7<r|iWc)tQ`UeGSAbMX9k8V}3ePp6U|EUJj}rgk%F%pRx2F_r!Z2=1xiK6q
z@A+8i)kDPrtK?V!AuVIv>Z+9K2YUK=j@|P;qx&~p!X^xv3~Kc!auX(*17;v*c>D8O
zz%AKt2$p^=SK_ZrL|0eRVQ!=|+_p8$Lx^u;1Bj)qvHfJm2z298*~EEfA}wR&KZ6``
zR}De!3{L%#`wnme7}Pk*!cpwV3|p=Ms+8kqo8-|R9jfAJXcwd9ni54^?u4C^G=nFV
zpiRr{)g|<NAXM)-G{_EwvXKdEm=7)#_!JR%X3R|dDV~_9sY_;Zup5$D3jvzSX`W_r
zsAg?YfQuP5Q^r8aP3ikER##jTjb*vR3p82XxH`oRyd~1o_yaNw)bSclJ_~nd4{irH
z>nIZkbSJSS(`A`@eP2LKlt5!kHCq*fqcFH-C{Jz(Q<)GEgVQvsA3-(*>t(6Nj9mYS
zg-<p++JGZasZIb)KvAb;RH&URl?FA?B}ptZv>nN4Q6xAUh=7i<ioxUZ=_=Mj#vzD@
z%pk}7rY0V^0HW)-z#V=t?Z4Gzqxq*F^YZwFIB2HrE`;zTwj&(iVf7IC4Z#bUYIQ1o
z=cT^^N3l%1iQ<CE*QK(@b=+KPrP@b1yA~zuypS?klJuB5-^VBfkhgN`^44g;0uM{1
zFQJM;I5jEStZcaubKb>MZHQ|G(Rb1NeU$r_Vi&M#dsU3~YO@BWrZ)s)THUP*n(OY`
zqez#yo6P0-xo&DkT~EVzLM-pRn8?IcY}b(=)|U+`1e^)F;HGDaI1Y72xwAQFqAP#8
zea4?B*WfQUZq{d6i}=x`p@mgmNCxSN)cGNLL<OKy(ycp1Bwn5O{Yf#ZS7N5g$B)>^
z9SClX<<f?r9%OYaABG9k4t1Z}rSvjpG&+cV1Tw|<to7M|mFyD?yinDV1A`>$*D4z!
z>=}&b|4rm#(-1J*okvhDx%Su#oRue4a@+h;C}|>#FFRvebJ1%W;cL)B`a_@@5#8fW
zhxne-*7$Z^cIdJB(l?BIDa(%=Sjg?bt-^J=Ut<qT5(_iRDv?3Xp&3~rZ+&kzXj}}H
zGExvlTBaWsvcIISAxd(*MW=%byAk~Oyw<_umR4HFSwo?Vr9@O(6=lHGPypNjjAV0w
ztL&ET*Mee;nkm?0Ygf!}p3Pk!P8L$JgxAO0z1agRNO5C*wiWaYE(=P{bd`*LXBbAS
zghkm1q&K18PDc1-Y8ZyW0!cNS=4lE5I&EtuxVq__LT5yEM&r6T98SbavVgMOHEB}-
zXX=6up%ClETB|xs<KEJb$1L_m*Ege~_#zxROcgb{Kf#*Z#?G+SsmlE7LGXMQYWql%
zLPg;qrd<x>zIPdC!>$sMf?|F`Pa(2XTI3HB$|+@wA8ia25Y=yU8^ZKa!mNj!;bS*Q
z6YB6aBpjCT5yg>_mq*UE3T6NIfybx&-u-HYA9m-}|K#-Na_-M%O+{szGLVRoEV<?V
z--w>ipIf++;TQ;<IY?r9SPnBizpVa_f)Q`1w%3+#kUM{EF;U_IE~m5cU1jrZl&>j|
zv^sD_t6IMFzSu3eivo6@k<d|Abb8~<r)g2q*I5D9`ax;m)G=@_nT_fhQt@@PltG(F
zd1BF!7o^J-gz(hYJUJ%a=?tBC*K_y71;=Dvbc3ypFgb7<FE85!V-&w^d|yJDIfTk`
zNTqv>=Zu{tIl4XIz6IC{YJSJQbbuN*=fRxWxGPGiAf~P2o5+2xlsOD)^EE8&i|un^
zr1w>32IhjW4=_{*v!b{zzgLP{+OD-u#Ac#w6qpe13|eLipu63Psu!mlt&ewxBCAP#
zH68RKvlK5KSNe2!p^@NEy|U<0?Rze-uypsfp*?<9fsnOEpP(4Ud~X3JWLvM+#jI86
zv~NUgP?73#%!l2x)J1~HM);r^OTp${E=Hx0>Jk&CuK>f!aAS%HN0hp96ey3^6V@L5
zHU;ff;^<F6g{C*Tp&B+3aegnCM}N<da(Pjv$J1gTfW_QHEesR|1?pyT41S1g7)=<(
zLdn9Z=q3oN$!LC0_{S{L#~wNHMldA@<!F&vNXdU>xfs^K(YZNkP?cHRAm`7Zeh|eF
zv?Zsk2-B#6@-0%frs0P%VmRkN46ZQJi-3IO9}lUVbd(;A7tgg@YZgX@aefrUd@p4w
z$8QB1DK8SYPhx3}Xix5F@n5mlTx5CB!;k%VjFL?`L#QocpyVYwV-xVqo-`1zCG&Wp
zky#)?3XQ=y$TFm40=V$ka}nVM=_nC%z)+<%h9DfFnaStJzS#_|(nD`shTd|kOx*kX
z*5qSqoHwPU6Sau&ik&aOkFnw%gwqyqy5sL?>VMxJqn=H3V!5VRh3HqJ@ueqdgSQ6%
z6-999gOZN!7><b@5)Q{Ujz`GdXVCBCrRjTq`S7}Ul%hm#`)Q;Zm~E$2QK34&?6g!;
z1LldQPFP$9I{7ix63KOm9#1!TsTNa~O9+zd#zp%-RZbGNk9X?AU$d!K72m%aq@WPi
zDQs|{97*<@fTqv0*KUoXq^9@_HweHnW^51|3VDO`i9`l1XTcz@NG=r8`XLv7MfLWK
zJTloF2a9!C$sXFLCe|8Ovzkx8^hya%&vXwf@zqaJ&K0L?amu?9trz2+)M}WRQ0hOk
zWqU#^IH=V)&UWplV|Hn4HMy>e?RvobtF=xAXe$*?(As*+pmlyDk-BMo??W$NF^LT-
zU(G=?!b<zgPbnJsI@%jQ1D_JjWi`|xR9I!TiqnLsRSvps9xsD<S#tT!-%>8TA)F?a
z^HM5CoAIEEOU#c-SREPZB8%Hyr9&{G{|v?^lQED<ahdmY+&rqqgh!gr*q#p>EtV?}
zQZ$K+C-y%YQDorm|6zZr!pga_XERh5LUl<tBk?!<x@4Qw!QePr)ji1oC7&SUKE4-O
z_|{+G0v*cgL#fD$8nQR(RFdz?cCDb+)OSse$>Y%=zFBt=kXCb~W`tsPyCVG&Pjb_p
zw<u4F`H1vKNw%&@SItzVu2hdtiLZcx(&x<e$HCZ;hO?&Jw7iycf{P)Q8Lok_vQ;tz
zJdoxQQ(kMAgbXXfGEx|)Z>v29W*v)QeTF6+hNW~xMOXkb5VY7545&w~r-{u$BOV@A
z5J<j_!r&PnWvGYXj5#;Vt{Bu*jvh@xS{TqUOUIN-hygCDZf@q*vRN#LxYD`t%Qg0;
zwHYvVA1)V#@6ppu83$?wmcN6q1Sn`|4*xOm|57*b4q{p&L6kCmc-B9G5*(EJ7s8?I
zxcdeVTb!p^+ld6(aP=Z!(yEe8fRllE+VXoz`G@IXpLC7c&{OxDu=m`ih?;T8j${9k
z>n;rgIi4{(u@r>jU@LJX82cg}2MQG!roSzJ`-ZSg79Xx*-0xOSMGGD<tIB0KSnTc3
zMu=492as=~>;6X1fCGis@hSwh{3+JI_SSgp+Hr`N@<LHQ18-tArwioYUP>!OL_rk8
zH9BWldpxt4mu<5;o!V!)>codm4?8Y@mj)?>@S<zP&Q1uTL=|Ug<YMwq>&T9hs}gzY
zKr{j3;K4I<1^+oYuv^;WBk)gHu}4$>LKtq}sm_1lUH!2_uB7ETm?u;or)+I+bPl6&
z-<f7>W#*j7^UbDxwX3U&fEE*ZMiSg*iad+w66bD;=@bC;DIKj$tEJvV0yG>XK3Jv;
zc$q4MMb+?RwznN}qM0YlzDOsQH4s^lDypM22VXOEcw%%nEUvD`XEf<mso7H5$tjc6
zJ%%IhOWo;;iw~3l3>x>;mlI>^FR5G|xGa^x$ZUI9iB|CsPy9huSR~b+DLv{2f@h7Z
zuDBQtZnR>sMC;WBdps{b*_kv3(y<!}M;gOw9;7_4567`0ac9-7k5oT9`F=pFZQKZ6
zzuvVNCjYz<c^N)1C=hZxX*!BGO<en?%M&K4Si-@q4ANs@cp|7kg;~%kP%;yak|z-A
z1Q6KtD25tOa4nims1!R8F~&iIiE-*re+zlma@kpuCx&nX(a{Mr1HWdbW=UAu)z3n%
zHQ)PjSsU_xDB4SVj){+pgWpj7gMVMY{QdQ0ZIPg#lSn?W{mRy@RvfzO2Hf0t)RqFM
ztHhNVp%E@(#Np4%I73;OFn#xpM)XPfxF&MS*wN0X1wKP;Fy4h>`P!g#dogLB_-dk7
zGbeFBFR-9vdiK(iU`lL6ah^TGa8`!=TXJ~@bDuDO3?M3%_NENArx}GOu~r%L3lQ3c
zsF#E`e>DnbO-z!zF2F;=Wr>{`R(S1ue2Jh6t*FswX6Ynv<}d{K5g#bgn7Y~Yi)+q+
zT>33QA%>CYi#$i6pthU`KP@LtFE@$6O%~H>Ce{EE_ZgF!<OOl^3XSg$&YcMu!9GC>
z1mq%12b5ga$WO<lDyQv~WW^PqTb2}mDrDJ&;F#iOd_T1t-*<GNk%gL!3%K?6n=p%7
z4Ro^bCz%Fauf@B{i>^#}pIB*4fej^z*%z#6A?_DE8v4~lNxIaXIxG)*0XQ$TcNi;<
zB>Ir~ZB<5NMoXUID5ua1vh8(Dni<)V*R@P0(bgmwEK1iX!^|9H4vtZz9Tfsqv$j~!
z8#NHm6f5a-z&KS$epqG2p?uZXhCJ4HIX4bpx{PhWPlQ>L_rMA`xHeJRfr<9B#<dg>
znM6`JZI@d$GLXjmVux6Cq>&~sL@bygB`Q_^2^W2aW{{8<BzG0y7qcaK?geoJ%^&O&
z07sW7L555&8w#zIQI6<m=bSFjcfaVTs$tj+&Rqx6dvK?O^wXp^T&fcFQ}ROeU-0E+
z)Ovn7&`lt?Cry*1aJ*$YGk9LUwsWM#k?rX<EzqZSCE5_W?vT`(>S+#7@ak>LJQ^s7
zhVc!oqg?-{{QdAQgBUZW%I2xuVCRRI!;+Go|6{y&g#aO>lSxC-dURf&*hBT6Af0@`
zm+#`B5(zKR@Mx>DGy%fT!_JnL%67!R{kqnoL~>@gSW9rnQSlRvg%TdnC$k+L=e1d4
z(iY&-EN64gi4P0t__=s=IS5UAvlYL5OH~5LH0ltMmLw)v!D}r%L8(s7_?PA5Vls9!
zr0oGb<xJ}eGDbBpTptZ2`E&p!66acyxEM|j_5@q!paSiK=25~ii|PhT)!36us^w1?
zRIZ8?3*iMr3J#~+&yE{%;zm<`m#E<w?0C@!6r5y46cloGS<N}WY(G;y{2{RuO$Df)
z>gyBC`xtY}=$_XQA9O7fb#nRy((4JS$kgus<Qhr)S@ykf;NHEfg|7*SK>T;jDJ=6d
zVLwn#x4GvXf9Tv8E~}0kbNdz><EOOtSKCXOnDZa%Ey$W(e?JpC+Y}6ZC5W63V#D4l
zKpPt4!Sc~?s888kLJTintE2btP1}SeU0>2+pb@f76eLx+X&lB;to0LC=&>TSt5K45
z@K)anzYowTozJ~$`-^pm3d*%{aEO63+R6VQ^|yb>$)l2a`}5vPM)bx%^>sBdWEYft
zzKE2R@I8bSq?eaxwW0hyd6S{Wtk8?t_KxoR%aKYGVqL1<Ml|gOApBFR-2_{5fy#CO
z{WB|ZO=`r0afJ}4<A%gA&hkb3PoZ6EN{3Lk^ui(rdYs*<KCD_OA<tEnl=N&`tf~?R
z)62re<|7oAMreR>tRKMRa?rDUw<g+|?NvI|YeF6&tTIz)b6oGS^_g6p3RFl=Fs<1(
zQY$FXpSd`+>htGiR5T~?`>Jnjnbk+8Ni48?MfwX_Ro=LZb#&1j#6f>8wGreZcZ$d%
zH+V_U^rk0svW={*(vfb`gN(DGCD4s^a<JN@;B*u#$WC}hxlZNr;TjUOXPO{`0Mfxr
zVIWsu!|oxRWCJ@^;G{EU*O_qs7VRoS(_5CIrBH5KmCYm&P>IDlmw5v=9JT19`uvG}
zy+c>uUZpd6y^r8O0tHQ6hyhj?WJDwB-j7hMbg*M!bxo-cti1CJ#b{2gXe>k}EmEKh
zTTD2T)@w97Iw7`Cbo&kgHG{*(lYSTvMMghE7}Ya^Nlo3si8ezXQz`$+ILA?Aru-B}
zS##)`Dfe@fDv`M$?TG0N&e?2TFUQ=^ct>RN!u>3)t&*%+pUPl&AjhA3mM)(=_cl<c
zNsSpKh`@SsolyRb)pBhqEk%j+ea-Z;1_^9oC;gBx^n-WjmFNLzU&SGn_?H0O@+h4b
zlUvc$J*4#l{8pmkNL3~B?n^g!W@E~Oq6a*)4ZVaL0ca?o5?$Y78#WLXg3X5ZBAH2B
z?Lob!l-g;RKdTdS=95*t4)FF$B5uP)TYA+%*)Z*}!5!-GjfHdD40x!Z^)mLo!i^;F
za{B+~Q?gG{v12X^O&KQ91w?-5Y+wF|-U5hF;L|Yu)zalgNH_x{#wJL@sf#JdAMs4F
z2@0Cy3PmlOn5d=sIspV<OdrZ5$N3%y)0P15bn<bqnf2uaJhwn;)c8!fi!~L<6Wv0s
zx}#|w3`n-Xr9oHs(bSOvUmZ2mLl|%k&r4oVOC24el4T~63_tyK^N#I&#7cn=p%uT)
zlTu5bT5DBOf$c|w^nb2S%<{u>Ydn53g|1FgcFe;&86XgXBDf`1osR}UmP$9J?5BlF
z;7xI@E`*N!Jzo}My7Ot`2;k;~^Y>8Dq!D|*^<C|QWg4;DSPCzT$#zo6kwD73(t*&K
zqZl5O8J~j+luT2qU#bpmjN(WUbuD-v!`gZ&i(DwaOG?)wYhjLAS4u_MoodTi^Upp0
zlajCIR@<Nx^#ft?3f;rmpe?gl9ma9T9(w(WHE@)`M`|&uDnoGM+VgsgH!ErF?EbNn
z(X@56&*jONXR)pyCF?y@oZSfAedN|o=wQ>~<pAK+&@z)K1gNBq9R4bDAHrEH%(C$O
zybz-n7{TkMfUYS&>0E|nWIlc!h5q4SUxdYndS9hOe5g7SI%CmL`noNeb+%r;+s=xA
z99-Hx9GuBbk$R<)Bc`t&Kno{Y#Y$yqsYdQy6I3W5H70kt03zJoF1B?p6ET9__D;R4
z5cD;)gy>{l)x~ME+o4$J9Su?R+?#A5ur#XKx>s9^#-eaRs+}zDSKk{Bc!H(c8!lA*
zCn<qDD@xAG-=@V9U}#oLds9Nf=!}0=<c!tMd_iH|N;;%iOO(#~O0rPJ?#5oY&s69$
zC!X8++YY)F-rzaYGDizpS<x~FDoy<qRZz#dpH@yDU0()4Y+>W*;+c}|!A!KPO%(!$
zcB4IkuyK)j3wNfhpGzc(cI+HOEg87T<%9-?@+!OHJVU~!hbt{)ys{+mzCCjxd%L$D
zP0{mFc~{Q%osG7~ZtfL1t!zg$a`^iSnFc?Nkf=XFehW`OVb}0ni?4lhsL)D*9Qx;B
zlhaDw{~3hJ65h~TSihpWeU4x84Vit%NNZNFq${KAn;Ee+=5!g7tjo&k8%Rrt8GTiz
zq0N*}<|PybU;Udm0`So2NUlshvFwh!$zNz_rsx;^8{ljOkxPM6pA}pLP$c#4flpXi
zk&i;M!3Zu|AWAG+%rGfA+3Uf0A9G%Cm*GJzv5^3j@xz}D@ui(k!(NF0&fE%3sOO6N
zISeFD7ArHNG=s%#(Am9n%=^UaK3XG@qCm{m`-l|RffMv)Ofi>x_eA^6zzu-D9tjuL
z>~eN?*n~)*x{Q+wiA52@o${5*@r@qbY24&SFjXp~8^uA<#X`=zx*%wq5~O8fl##r^
zvoLBV=3Z-Y%JM_&0Li)Ne6gX_Yl%BtxxuAJ7*}js_8o!)-s;w2+d0HR#u3e8XEr)5
zg@vFg(nAe0g#T#dgwXJ>H^l=yK05iR!36=lk)E4jaDkv5ye$A%EC4bvq)V@x5%zm{
zN*_m9PrrYcW{eH5?Ue?>MQ*g0C*LTC2Mr%AkfJ{^v8an0v1+Xf{p|}!`E(bUcWC<d
zLMUBK-XbU@F8Sl{H<tw~Pcu1v7K??u3z4*!TvbmuipG4>di!6KbJ{9|Mk_X-O>;Mf
z%G;U%^KCSHCdzc?Iq-TFW{0)KWn_owRf9URcU>iFMnBOKI!m?70IDMePN6A|;l?=~
zpB2?WR>v>8PXcZv$o|JOuy(MUV#tcpu#hFwPJQ>U!ymzB;LY&dghL$ta2skXTyrHZ
zA(37a3HON<w|W%A8_9@3%E{V2`X_p~b^lxA;5+U{tu-r|Tuy%R-ds>Qe*vw{^tl7<
zYjbCHMh})Ls&v4@(dETlvzsY-;@bpkoa>RI0N2(Bzd(Vsg<ceib?GGsq0KWcCSxp@
zGhNVE(LJ;VhaHcr)9#b7EyTl`lXuPddzC4}e_r1r9%hfa4}~Tg7*@ff6>nab-c-RI
z%vn6v7a{o=<Pa1exhs`zT3GNWf7QR<qM$;X$&lnHLwkvnwByIWP2o(zIVkY`V}n@;
zH{Hqb-EmvU1>2P;rWy5t$CL)cGU{%5aD###G-C$qx5=9zp~M?h#7K*eWm(u5rO04<
ziSC=4!Gj~Qot;K2xD$}%NAmT)Si$V97Vq1lNg(CwYK$J8g872XZG->X0x{&<!q-44
z^|Swe-Tl(WYc@ByRSxZTS?6f7ZUJw<W<CbQR$*_}nv$V^rIgEwn@8DB^~_6E&$uKp
zY9(E7)$u20izNYH?f$m#xyYO0)CwmC!v%zJ#Qv5h^<o$0gwZ&ja0rm`Q_wSaBI~?i
z*+RNE2vt)LyM;0P?!Y&cB=sHrw@6osqP|vgi@|=oBm^qx9s$Oq3nm(WwC39F)8pc%
z?+cZaIem~kb(fgK=cM({hv22(QYFTsA2Fv6#5f{vMhV;~bScZZw-f;+c7Rg!zYLLw
z>%Di2Xh9F@&A0ilCY{5r{XsnvR6Z8u!+~Ntvx`pglmw2U<+v_MQCAyl89^~*GBfyq
z>L4ZqT2@%fLi^>YvUG^#M+Ue~>1|26k1s%77rXE_{^S5Yl|!Ff%<R|toq#k(+}C5i
z&S)EI;Fznfn%1GFeU#MDgs`5ZedE(aR;M;>^`XK0aenhTq}3A2d*Gy?KSl5Eo>(fJ
znWLM#BjjoNh9g(DtaOUQu~xOMQ9lJ@jwC?Z^d*$r#fm)WQTcGThLhtjL{zz-hY~=K
zJ2>CAxHQ)*GW2AbdN9f|03V;szwuec&{{`>-xv62y&5<cm)8Q`Xw%1XO#LK>y5cM4
zX_4w8a}+O7v|ffUOFGkC>tEgW6722%F5us2s@iyq%Csjv)^=8r_K^Fb=YY>-cA-v*
zEg!830KWjAUR}cyLC`<_CHc{Q7msCzXb+(6O|JAg1G}Qpnq^+OAdNG?5J<3y`5Z9R
z^PPF`XHmxget2X?6xq^rs7ykNVTDdD;~RIhE)<w&GQ=<Kn@p5PZHf*=km?uOVd$*M
zzY9pq01ht3k&SVnss$c2lK|=(nwceLUtEw6mO{WS1f)}yf@F6EA0?f+{s|h#Rk9uT
zLq9ycP5D#nN)p2IVM4_rl|%oYD11*zNkB}__6=bv{+ILAtY1al{~HXGG6qp30(S<+
z>lwR+F@q{m9oL<MTV5Nr1ZBzWB26-%DSJy9gmC=g`KD;_|Nmk&&=n`v1uI6^FgCS<
z>Cqup8H#qp$x%E=@s3rmU3jdffJGB>v*-UtvP3Y&_{#(Q5)i_Yl43@dlXHITY?e4p
zOfFES`1@{3cH(Q!Q()@0;uOf)3MuBBihey1lMfLlNIzk|splx*s(2PQQZN^l_%<0k
z)0gFj_Kp>5D)l8Z(jx9@67A#NmjBotTw8fZqymnyUar|B>r2Je&?IA{MAN>cv<V5O
zj<Y}LiE`jO6}AqUefz(=0SP|%bR|k|5|gd<q$5$uR)6{)XiHaL>>rrWcH-fdS<bAW
zGkjK{n^WIKN`>%kR>LFGT@FujG{y|-L~)*imOTDvy<{IB_VS7U$wcpn;PQ~?06A%T
z_)!y0c_CUzad%>J1?dS*?+`}>S>dkCgOJ1+pEGw42X7YPXH>sfn-h4PWOJi$cQ0S?
z-~Y2$A&sCtt^%f!oaDN1Z1~_Ts1Q&*rZa)f@IT0vZq8T7F?RNC%1#<i3vZ_F)QD*P
zrg(E7<a3D_{0$HP+Q%YyG<62W;QtD{`*^6cJr3Y{LYv#Pw>Di_YO{2s$U_m0Rtbv{
zOW~zK^`c4YVuw6u!(?$4>tPrsq?Xo0P1(c}iQ9`YG)dcd7L&+x%<P2wIqm*?U)P^_
z4Re0ycYbHi`JVSDdHPfgPh@&kx=4Q=EZ__#Hyl{CcKb+c+<1Fv-gwYvMMKMhhCI54
zPxgcHG{dov&bhPNPi>;h#c%tht{9S)cG&zKENWXsf7}MBzXdxV2HlieE5-=KhZSQ=
zN?1kd=0a%%)gr&$=HN)aAWLlh+@q@9tc7DbV9;YAFgxt)s|7pf_M@Fz{E43GX=w!b
z;boknyBXFWqwr8NnCR$P#h4M(44cPRO><VDaOp$XqO<bQ&0U)lfBLrQyOT+2u#Nca
z?2*yOcVaHl!og?aWJ=$pd8efb1FH8uosH{R4opW{2{1i4L)V5+jQ=*tDTyJ?49%2d
z^2H(g-M=NM33#Z20z3DZ{9C|-FG9gjI9h1cGg&K}Ap8Gtnh1JLz?W|l9FoX7D_L&^
zh7XXhsc`<2|JAoN|0_tw*CJ79&lufGpKZ3L=-}Rx&RumdFM;=YgShbs9ZuJMB@TFd
zaqizCHAGlSb9EAESE{|8HWLw;8w?r$>r4-e{A2xoo-&n6fAzb4AikcV$o1j)y%q?K
z-QNrCjc<<@(1;jn{&9dp_K3j}5<4;9saUl#WyqKaU4QXwsJ)jy&#XQ2!2O_Q(b6Io
zXaHf_19&1YcS$n9s)A6T7qSe!jBIhhF9(^URenS5F?y8nGD;gq_SX%7dDA9-+9Z@M
zHivVjuQrnP{zQ3KD6yddEE=O!OaglOF$gT=!{7e-O|yeyJ(MMFLU08Vjh7WIVOgg(
zqKSiEMcvbxjiE$b_ACD_0~lz|Lf!HrB*muYW(UV-(dLLp1sIn?m`6~RCN)D}PWE3%
zLO}0j$t-u7!yJ3r@$zMGs_nZK7{h3*aNXTYj{-rHtM|Hw_3wBViy|s_)q$=G>&y6j
z9l{mTJO=wbA=>8Bgk4<<t*w)z_{pG0o~eRHE^SB43`2B&KlDKCMqam;Ywzrg!%Rpx
zx?{elHqx}%`A0~VomQpEVe}{r3pIoPh>y`}Ih(yt#=()m0+VJvB@LSf@hqPzUXT@c
zp3^G*MGGDuZ=*bA?dp}fuMA!8bV{If3Z5!^+S%H+Jli?4_C)D%O3r=ptn`}3=+%XG
zJtb1uOx(23*RujnDqA|zf&;{6cz^Wi2&#J7m|Acq!wuT~)YZk<4XznRGLH9_+rv|I
zdm(v&Ap9Mxp1ylJ;8rzNR8)x9?QndrgK=G73L~4BVlO<R7|<9l$?5wjZ<7kU61qQ7
zBm#&nmWhYOKzFt2`s~KZ1p|Hkm92BkGdwpG8mt%Tsw5YT9l$YHo(v)#_Glf#*wLOb
zhb|)=!*!Vtwa`)UG(fc$hhSGubs%Ro-ON^I$z(DeccuH7Hfm{V9@`X$-u7hv&ha~T
zc6L*O<&OdqGO-N+H=)$54E@6B^xKnKd;{OJ*-hyC4Gz(Nd}nAs1bOeP>(&*>LvSkI
z1mJfoI#9H=vFZr4*f*fWEFCuyI2dS}TZLDBF*PpJE>(kobxY#tCDyH5n(_(?dzFY~
z=v3@18K6Y}2QDpx!5A3Hx#)wN8c7rC-d<jET}+7G)ZKn`6qtX{WKILqz1Fg)I*EAr
zoRHp7z-;^cUpEqkv)Qz_p1^_x6_4G3GPF;!IK<fT`w`_1zUUjA%><Ekb{U3>dIOLa
zeso$AK~-(ecQ0+zOz{BjnSG0BnnJK!+>g(=oXU_lP;Ec2^ap6VfV0LDp1I5bA1j6f
z*+7JIo)<b5xA*q8VGu~zu(COT++~Nt!)5=ZUdg1nxKL-Vr%ds<i%H<%lfeWA@Qu3U
z4EWy*Cg3A7Dg_A47(P<iVUq4Tlm0j-VFE_8RvYI>FS`2w@S6j}P)Ta0YtS5!m6e6y
z3Jn|7G~<wPSt3O08F!3ojNCa^e5Km%gg4tO{SnOp>T~A6PX~2P$%MknvAj!KPl?j2
zo@kOtj6t6t`6}j5ni44&GsO;(?{1#CY-FECqItzQ=IafJSy0U#dlVrP^+k0oLI<xW
z&nZVVJCUtd87L2<LkKyjp@w{^mQ{7b^I!FAw08Ud(UiP3K$VrQeWJEMipotP>yOnF
zj}pl@QkCg5oE4wuA6LZt6kK+FL1^b*V88vdQlgUsX+tD45cj4Z)~vfE67@F0KzoSs
zUXI*4ZZ(&t$NkLa+7A;k_Qg4)3>~)y^d4?VTs`6A(5KquW6$qv5k$=!#K*@Ub4f=u
zOj+Ghn4$e?ezs9}u*g3tDXCp3oYh~nG*c_z*fV6ZC*HdPfelJe<b0kdbq6$mX=rFT
zMV<nYvU%7}k`x%dETG`#BxmJf)NBrK<G@6%>;fU9gF0PKOk2TEBpfPS^U0sbB9#*@
zj~+d`ejRmL%3Zd>10#1bLW`Kch?B@VxuCH*v7@~mS5QQ2@N6*1gnm6_vOZNKzvP{_
zQ5xPsAYK!^S|DMTG4h6zMgUh1g1OfMpYFrLRD_07<Vf(h_D;!X=z7w^!%Yd${Oay$
z1))%ArRs-Y5mn;yXGfMD+ey+d(3Y;X5hg(IK6n?~!W^urIhL21+Z8)J&DkcHu<K&x
z0z3SDysD(6fT41W(WZH&29F;SY~mxVc>5^o#fw?!=x!O5t?xe|873E@6KsCYeqnca
z>u{!L8v<Z_f0Zpp>9bo~m?dhIeqiI`*wA428{%7v2j*NAV+wWxJEYF#Q#!CkhjbC6
z?8Ah#935BIrMHUBmqXEHB!Sx#_0Cch?Y9Bxz07{_O<vAK?~qByCsbY|@MPwnfddk}
z{bWWqrZ;1clqeK+=Hfi)e_Z2p=RV6~7wQ`uTbCX$gd%6Vr)srZ1|U#goq>tTDDy@*
zJ(!s3Ch{!J4O9_NcV5sFb@ur{(1N+M=n^n({wHV{2r`m`EBtdXLKc>ZG4ul!^oEeE
z<9=Up`)atI%Pq(rLFW#vYDF2BuQ(EcC4p6{AS;bKqUBS>dh~sCF!&G&+h`iG>=%Q;
zAu(GiWT;@wmMkv){=Ucw?BgL!w)8f7;ouD8!UgItyl^bue_Ldsx8>%82OlcFKF@uR
z(RQ%Sbn=Y>SE^J}a%zh_E-^f6_{ta-d3;Zj&w#j%k*2K|=X?se5kc=L6QuPGk&8gW
z7ErXKZ7dt-aYM|X=t(f+XvF>EhF~BYoqX{&vXwZ}y*9i}iM6@yvp5SuHD)PTJ~?&w
zm5mNt?1m%M@i{?S<Cv9YV^&t<=n7OGw+xwtgPRZdzubK0vU<P!nt6qF_GjeqWn)P@
KQfA@x!+!w+;<5k$

diff --git a/dev/_images/sphx_glr_plot_autoreject_workflow_001.png b/dev/_images/sphx_glr_plot_autoreject_workflow_001.png
index d288dba889b08701b5af7ff858113101d9868bc0..89d9e8265948a5d2dcb5df9cf1a575ad18e5ad7b 100644
GIT binary patch
literal 176583
zcmcG$WmHvd^e+l3ilBg`L5K841f)|?K<P$8knZjlqyz*c1qmetBvl%uL0Y7{ySvX^
z@BiL2#{G1^oHNGjE5hDuuk}20&R@*=5G*hI{5IBoEHpH<+ftI^ifCw8Dbdi-zhYj8
z@3eJ^M!;XZ4if4PO4ddW&U$u+Xfk>ZHWt<n7N+`?PKI{&rq)&*C?3>f7D^Kb2OE1n
zHa5%u{Q{J=oiQ8b=|v-4<fe_JhCLb@t{(CSJzF@-6b&5>O-fu;*(GT$**WRozlp#U
z+P+_GFErdXgZ45p|B8y^eG9>`P+JSxpD;hnDG1ru*;KhBk0(l~@D($NknxJ*wXcU=
z^~Ijf(p{&|A11sU#`s9>_W68{BOyBa<--!j$zAghJTb~hNm~41accN$5q)25)91f0
zk?$O@Qep)C?|<=HOQIt$`k&W!Jy7(4uiGS=TO(<f2fmL6OoZu|&&R%!eEG7fr_y$y
z48G3RsXn>)ox}aW0-u0@*J*92e3%igTOJg71-Y!n`v=@O5(**7v240l`>fw4Coc|4
zvn|<ls^Uf8URU_0NT-D&VPs_dVcPd@@w0n4&GYc2fs6H#pP{(IXCLTOJpP(7GcZgI
zyt1B;dV!*%qYG$k6i?(dt$$@*9nigq{mT2|?D+j%cE1Y8ReTBxxz0qc^7UV%JPu1e
z)&lxb>U(R$(IY?2cmKX%(_YesM~f0B4acs&3QxH6e6D=)^Ot8~_Z8NEnh)Z*Pkw*J
zZB?<HneFAcI&j<l@}H92_StT?Qi+j_Rrx%z*+8C@o*q@MTEW8ppsw-R(e~O<(d@_5
zeYiP=FVAlCIj$J|BqAg%w4HsHU$MfJqgD`}lf$B2@$m+Q#|I*2)ve{M6irVG_ceCe
zB%Zq8zE{5~W#RBUZ_JH5PZ~DAzn7<78M`yzo?=Hqo7Ix+Jkge|@Wtg|*jP$hx}v9&
z25#Q_?pHMA8Sd__^oPc>zWQ9OJ6_><?}>$au;)X$&mFtn!riH&Z;$4p<!s8e^x7v~
zW^Yfp%!Vm>#da^gnQ07G7>N1t<Hw`+Tfbo+xD^!@T@J^c?+Lp7pksL!K`wK8u&&Vm
z0lmt&`?JH^P^9yuXB>%+%k;-nDqg|-$_>7a>O&o&%QO3D@9)~CIX{Q}y?7)^!UFrv
z+aj?4Pw6A0(mVDy&EmnhJ|904es*0*P_i;^i=s0yFzA6L?mN-qu$rE0i&lLVh(lK2
z7&sgo8{1q^d*P-zs$Hayp{DIflp!5MO-1GVg01>v>4Y0|&ZO_v8%u))6v4s4A6Z|;
z!b0D{yjFiwbuePC<uq*g5v842R>q_G!=&!tH>EGXG8nK9$Lw)+J@<*?wCrwLm41T#
zWp_VVEA;9X*u52!Ug&x1gzToGl9H5^l-|+S^xWd&b4%xX|C>Kddi~&9fB*iy``7>z
z)`EYY{b;SE+oU%g171r@Pv2K&JDdGRK3|I$RlTQ}DVO5)XI%<1ME5462qX>dbqx&-
zcvgRzmI#W76*YDByZvl5G*=4-v40PIe>Gg;n7dDT;jUicz!;L=lc!M<-(Ic5cJJQ3
zwb9ZD)4t5@5%U6t@0vduN{b}z?Csk+J2PG;JkA;mEVp0$oA&g^6U&jt^TWyR)q+~t
zEZO9E_BYSeYegtUBFF_9v@19Zst@jy@jJ~ybS}cna90l@GJEqhI6k{?@Luc}cu(8#
z+~u*Mob)=i{AbLjQS2W{^Zc<vE8fNC<wZn&y%=n9MSN{LL{Mv6+jK^pj($(7C?s&W
zaf;`YyzWr8npPR^aq(n6$Gd`VoVWs8XuFHuSx*CT^wL=e*zfW=Fu?B3#Hi^^&&TO5
z{9!JbYoYLdzcQLGfgOv|*8EEq1F>66E{2pC;x{efL?Rt+>rR3Dtoam_4`mW*{qgiq
z_Li^US=SsJ4OLX+hr(+DWQ0-*8a*F8v51FfbSP@4mq{f2h0FTt7vbt)f$+Su*TwN7
z2IWF`imtwJ?IfGozig@;mE4DqIXJ%5M6`8sPqLtGkJ)zz?3)hcCBRlnsK4^^@)~k4
z7-UA3&*AsN+7>#Alxd-gATn|-A)l_`ZC34u_aE%_$zh8?ZK1X}H!rAuvNp6nQT@s!
z@u7~#c2l8O?b%MK4G*c_I`^bUNw(_u#Qlql(@m1Lwzm4s!%(H|0`Kz|Xfsebv(}iA
z)Fm>wg%sMxsmaR=XJyLrOjCvPlY{kk!NW0v{)sZ%H)zErCFtpS6c9rY=}+=3=l{ge
zH7An_dnGAmNE207DP_raB=g5b)5|^fzVLv6dak3RQ*@3_%&OT~(k+DS+tOIMeX!?X
zo<>8yb|oY}x1@~B?N^x$(#n^u>M_juWqxu($FzB@C{$NscSi>;9;Qtbk=i5EzhAT0
z9oI)<G=G|DY_dUYM@2^u!^)U?9zbPo?dp2S%bUPfdxoz)c#qQr4?<S87D^S|5g9Ry
zI$o@4hpd?yldG#Ma)X}*-J93m=wIl-%RVxz<u}$K)mBXu3l9oKu;}W*cR6OvYP<PA
zbj=3w!x0ea4I=~u1PT1kD6~n>L$ZRJlNHnTIK1>B!{z1WuUT1FAHDvKh6HdgROnxp
zqr@DQ{R^F+%Ap37&qcjB+G@a+J03QQ&3^$q`q5L6T<+s<CY2n*goFe=OAe!ssQ?n4
z*MKR6L_`|vMb~8db5y>J=v#8A>MCIx7#T$+C3V16@x<hjq&nSn;0rxAdPWw@sFc~0
ztHuUb5<lD+hv$}m$qr9dR1*RFc&73{0M|vezdCs1b;G;cdh0lW4fv?j!%gAumN6)8
zzJ&%S+go=Z`P5#XZ@x?sO6K3J;;<O5@jP9csOAUE>qz3=&C3c7Gh_`h*q&+9vhU;q
z*z&zRTNGB#mPgO(Ya1$h)1Y`G#q3j&`0%%rm5T6mhK@uoW~0fd8OJ{{%q@Uy2^_{a
zB}Se419=+n$@pVGSycpY&$a~ab9oo^1s5P-QH%9IFwXl`r`ipQWFV|>2n21kzrX)v
z)%TPARSw%3@#5lQNhv8_!%IKEE5B_Hi|x;jY%82MWfc_eAW1G3fR(j>oO#;!?)C#&
zegZWq$N>@;0rG{8gtw#XzeZZZ$xbUvJ(<k<a{}=E?sJ)mmyaalpyEP>JWqPE<R~1p
zjpte;&o;d;XHzcEjMaNCAwU_FGGBh=l0;zSPb-T$M2THEV1{vPYwOg(sC7inOB}jN
zm0{Dtd@?ai)dC%|fzOeVckCZzzKR)-VPRv7$jz?^xq1WVk^Mr4zV-+G-YQpn$p5-e
z);0HH=vEwR-;&An$rIACaBXgkS01nA7IeA1GM2u)IPc{QLu#7YWB?vJhk1fHN=YRK
zAcv5$Bkb1e{gwV7=7Sq7>pziw=KVnYU)<I~y&i%OP(C$`(|!g#<NM*OQY%Bi4TbZ+
zeSN@>9-s~CdJ96Onu5|fla=D7-}-^-U$(;Asw#me7DK<kN<~XbOEa<mCQbD`JwTAl
zb$1~E<Goz`Bj3x5!`i*o!H7gIb4b00BwqV?NC(f8y_>7<4Y#?s`s9S!^&2t0&i4lk
zM-VWC7Z(h5tEt2sPPj)Pi~Pe>=^ZYGYycJ!+$F~YZYzVXBwo4=Z`x}2L!-T=UW5q&
zaD4vqJYom7;S<D8iP!lF$H+i}Vy-GHz&yrhmzkSRn-em%UgvP5`h)q}FF!pA<KHNI
z3$WXyb@*%4YPK<$z+q!70iv(OxSM>!b&)LbiKX=0>$mf~o=1=yo}cWGc^-~0?p6NB
z99sgUYUq&a_flHA0XwMZO^c@Ii<Lq6JKORS(pLYs4|+PpR{gR=$lRPkZ?WNvZ792;
zfGNoX7r=`=)1B5w^emx@5W+?is^qE?S(Uz`rKJsm0ub8!<@xiBgYT-}HH%Iy<hWkp
zzldeI0~MSA;2KzjsFvGuhTb<D1WzJAe8BtpIe~hx3t$t0F#pkYVn|&Qz?iUMTs-(F
z=YLOf0XeK{ju*1Kd7ReN)rEJR$A6lush^VQdQgp&TC?Hf<BN-l`DN?Y)|8!YR5k$z
ztFMVTA9|V0r{b_Vp$+9u7NA7or<scFVzTqI^LLxoho6HYB1ndZhZRm)k)<#sr1E+@
zu7!XgiGMP`vtq56r%`93L>x*RwYMQDovKk{q~$svQ?=dvfW%D=c*PuU03juk9g((!
z+Rg}0F^3h*MYOC9m)v{w8VxAq$9-Xhe_Z*Gh9JBfNQvuHqq?a7m&?;G-v0mo?7w1+
zybdlq@!>zNj(klWnZ*4c$NcYWkPH8J-nJ9>H9I?~h1~sp2oW<r3CZ(MPb?weH%tq>
zr+%YfzkOdE-~^y_Z+$clmZ*7+->Bp6eNGdfmf1AfWWK81F8(Gf=bgDWNYrqD|7*bJ
z%GZk9j{t$Yk4~j%y$!rJj}M29Q;?D%K#ptJ9y<?Yh>nJaCa)VvoIGL1kSXwC<0_fp
zIelY5TA&DmoM!)m;9@zd-~RxX4uPb&XK6f9<%$G6@Y$%SD1-_E{^G1gfBMvZ6<0t6
z-f3Go&S}!)19`}{aInyo`~sL`a709w@;61K`j1ySUk(&7mSf8M<IRX|`itAu+ykZr
z&^hmWgFF?U24Pq+%xcB2>#jhI>CRM?mzQ%|PbB5#v5<Qm=_Se1TUTvg7sDLL*M715
zH{*NF<>}<*(dgtwv*VyPB%Ppol?!`{$IeXv=*JO)2kJvkDXt6m5Y~77)?E>ZtF2=X
zi=jf_cDCB22XL(<(i_2ZVq5NAwMg**68Jac1<A?bX7|PUsq5<Z(roR@C(NpOzh}46
z3hftVfxF%Rc>!;%gB2O7^%kCQj}!i4DNRelfA#vUDd2bpQ@?$YTq70oh(|=j*q9dR
zy)HVS;D0O;SOT>cV>Mo3+sQSUYI^_GFN-vwH1F?oVfg@k1udZd(~Jn-$nCiDPY=o#
zf|ihSk%;~qnRtJXV`;RMt@9K2V)FxQT7LddpbW4}N1+CrGran>#>-D0g&p)k@<KmP
zy+{mgre96>=Li-SmN-yp@k*z4+42kKf+}jXZ78A|mbDirxjmdR0^5xQs=x$mfK~oj
zf=wDa;U2SjD=8_7M=zUHI0BjdkWk_dRLcuNT^Z`*hFw^$^mOXT#6%`Ohb2k}?b4Cj
z<An$4L8X&km5uwmySoyKicw1-lQl*&#qHR)XCs6|($mume|>*did8zwYE?G<PAR|E
zd=PbqgoJ*ha<c~iR3_oE1e$(FJiFdHWOnkFivYqHRbK&}kO0Eca9|Gq7gJH$?s<xv
z+%*`b<qrb=xP7~oCIVBYPh3@1RsFQ~VxJ8?2&#N+nOCmrcX9ZWK2qtti2^J(tiA*w
z#h|P?KNv0adJ%^r@<GI5-mkj1H$t(9n1Vzo;Ymn%d3lZZl50*k_-&8p<3b_Up<Gg~
z0Hi&92Z|Z1cJb_0wcAg$Muf^_8v^{y6t|<8w@c{dKC_^)TaA^K{F0%XJEku`GM%U@
zH<_q9W;_)<7<yAbZx;;tf<@&IisB~0#zP3W0yJ^pt?H+XDc&fwZOB+`Dt{iYvof?s
zng{{>pJ5=_f}tvWwo6gX*J1<?f|8Cyu?mn!fYnfOSIFataWGm-9oY07TMI-$_N!79
zR0_RySmx^p%WKNdUF8FG%z~s>XxA*Y>I^62hmS83x)JoB7ExCD8GE%OMK}d;V;h!7
z>6e8D<aV}v+LcXM1IF6!=CB9lCo8#(OiVLi5zHcjD$zWD8X{d_z5>7Pc;PU~TS7tt
zt+A;|f;BWW^bLgKQiaai2?4z<EeaJ5d6e?g^3SfET@j7{6znJn<Asl&i=CgI13)J5
z+CPMRf5^xf42ief?R~+qCIFu$*2k%ZQX4wi-rh#b)2SX=xlz<zdvxT2LoU!d-4GZ$
zo&wSMx7ytqFuD_>s|yGvaD%bmz{KUwo9IXgTLLD~gXcW#mwKp}l(X^rt$vXSxD*aK
z$|doLDk$_a4i=~tkVCq`Cjo$y40O-iDO5O^uG)iIY6H>*4>)(aS-S{EMJ7ZKlDY1i
z)g-_~!H&>a6Y5OnCn*?g2PP!DdYw8_OVX?RSPe7)p#-uv1|X(YPa$ytJMX?uk~`pG
ziG~Gv1l|yk%;$=Ve>H|5w!)%pBZL!&l;=0pT<1SEqrWVl_HhDv>G~2OBpv-w=4hv#
z&2>6}Wb5?2YVYq0w12s35h9exV>ZlG5VPsrx*M#82AoSuMkWk@4Yam#U#5(zE{6_t
zRK|<AsDy+zs3jy%h7Rko*^=t+e9*%DiXpxe_a!wIt#p*E-|BiIF(Ki{GL((xDhVN>
zc-Y0zY2rD^5cFBU)9FBp$7cT+0D>AJv0p$U%DGa>$jD&425Cwc{!g0L`x^4pnJ@1l
zuQ}SDbp=iaT8TcCgw1Gcs*WeQ3x6<$&yh)|AnpO=e4Zr%k{D&fz{-#k2N62E@X1=p
z@Di#dth*~XJgyt%i)9-XtMNRx)Pn8@bKgrRiUrW}!59IH<}SPbHT%UbL(m{qmlvm?
z4ldEf7C+|XjJYl*BVkPc*~QOt^jDGFz8Tz-|KRHF)d$$SXP?;LTo+2&JS4?xbA5(|
z*QOf|=0^LPc~)UzkEYJwir=Q+DM(0+wME|S|2({E!<P(b^?T(@4%6EkxJJN{*TySL
zhdl2KxIBu}_2MlZcX|M7?AE=<{-BFm1F705q9*Mxd?PhBa&q(af#&|pQ3=H%<Ldz_
z3rlrXL|<ROWB;LSlBA~Q{c5*;KJ(FQt`|}$9UKawmzxvSi2Jhg@0&@Y(;vr<T?pAU
zy>*~{8L6qi?O0K|H3GWc=Uk9vK&z5LPi#TSQ#V~&U;GC_(*g_h=kk2=QlZpJTl1Gi
zaKkiW5r(ZikOCo64l9ZHW^kXkfM^?nO~+oq9wkf+I_Sa<q?Ipxj>OMTmf*>;IF0}K
z!8vAiX!>0@O$_6TFB$;q?bXG7H(n@7{cNnPw<B7f0_uLTLd!f=H8L_PIwd3_X-Ss|
zjpw!|=bmt(fl^}(`|hwh5GFz?zvhPD7BB_%0Sy!$f@83sg*MY-NX`PB)u%lT1kB3g
zqBb*zMPLCR6bvp+)v(D*83JT^o`Dcs>dz&C%4%@1Hk>7}`Le?c7G7_?XhVgJ&*AlA
zS2E<^JGvLKHb9j|epzCR0OS4c1zHQSOkwkiO?s(+Sq#^Mh-m%u2hhU|nEcuWLr6WS
zKaF1&_YjBd1`g@##-KakdDZWrKAf?GnuQDj6Ut(|B4%xEt?&R=N4-7tsfx;dZmSNk
zRMKO=s~7n}#nrr+UvQ#6&DZ>ir9Jq4J}2idXb-5d#D?tb=hJdAH?&n$Djb&UmwLYp
z|1c$Bt2v^c^u83tCT3x<6@>BxNGi+^Og;m)K{;173;?1SVz<I+{eH<Nh$K8Q@p9es
z&z2*Riz##Z>4k+KK;INPuBsY!#ET*c={^pY2U^-)oamVimBh?m_;^(9nH?C=39u(3
z9lK0|g2{;4ftbRW*Nz~kO`t*q6XQjL&fl2{Wh*x8XM)gdg+hM}4xj9)yHuC(f8l{p
zHmEgF1+9M)5fQP23>f)g`ZR_~CGP+*wiqN^_P$!a*1d-;$QmC`dUu19`~6o}GJkYz
zEV0V*e)Zu5jgZjiiE8&(marQS@h~5Gow?+Ghvx_;p#NK_*MR>#3mo7({YFBKQXD_#
zBAPb^FZF?s$W0xdx^C6oc!RnG5%f*-=L%ye>F2g5GDrc5$Gmps7P&w?pxXBFVoD$A
zXZ=%hK8GOSMS)GK@T0pv;JvC_R^)TQO@oWc;){<sXxm`K*(_(oeO4T*1;>OG-V#XR
zRo3VQ_DE2W+sMvYCC>+qLRxQLc+duT7}uF#dLFku25@YR5SJU=inVksn?4!tBAe;@
zLhLaBwBxC_xWJmY!9EA=_SkLD1nO}ED%RH4R^ak%7tw&XNO^j4{Dt)DuYqAE0r!(v
z<2>O?PvLb$h15Y1&l!L*9y@LHpko3-qh&U3?g9-jg79@a+>rTc){or9<#D%nwpRJh
zJwY2O+Qqk%?ibZ(JM9Ra1v_-ghUW-m{SmM!7XS<saCZJJTEfpj+3g<9MtotA?(pR6
z`+q`d1_EILG%y&qLP<Qfem4mo`m<7iv&eM`i;wIQh)oHQ|L6$c1h*0KK&feH-hw%~
z1+22jpbZ~%`eguJ{L)Yn4OH?k@CJnRLKvh#IfnrC&3V^cOaC(dH}F?cfLa#jHUR%J
z=t&?2UiwUEwj}~8_%ZIFjyo$nA~ijIAg<7n52#;g8swDNG}11<$JPvh7K#WVAz=_G
z?_dBvpu4PK&e0ile<tfMfL)~?FfF#86k-QwEHWvH1!BJm?vNF6$9795ye~Z!3Umag
z?aC1n+z8zLPKiw)F#Sfv5QV)!)UV~pkKl5-NPrMs&{=BAdFl#?b}iDEV0T!OFM=jW
z9}hmTokgf-;G*FH!6HV4wUCg`56e+iu%<JHy4}vUTQDdG3UqZXQaHvl$&ecMu){v5
ztgY)m@3qK$Fu(91DT&nf^87Fqd6KwxI;bct4`0UP?Q6iJr)F!EWZG1Yr&|mc&z!6l
zknlUL1+A3oH(~XH=dF;V%s9R6A`Y~m(Hn$M{9&6USiZ){Eg~{|+Nn~a+-|-Rd3fM+
zjz%}0*-a?;2Ni0AF^}k3L<;kYH6xv@|M_Rs?z{ig^nX7Jo~xqz|7(E#AAg%2`B1ST
zHej>Z<~yjm22h^o=I6DS#zDhGA^8b0q6_~zt3!l2Z{Siz7h)Q(3>L_N+MAP5r{?YU
zfI9K-`>Qy_`v8!`uI7g}M96T7abK$FRlv(eSZX$~6D~xMmR=H#ot@p%WUVlGyZ8{S
z!r)$GLuBYfIVEu$1dcB#loA14FAi~gkZ`G;lmnwSLD>5uV1g@nPA&q^58SO}sA_#R
zp6&qLPXTG~345IdO#G}BKrRcHqXtR~zHV=Ut}qlw`~jdEA3*1P0-75gAKwacwFP3Z
zYsKrod%EhhF(w82Oug_mI^xnoycmF<rlq6n&DZ9yxj0$Ht`5a-ONj*%*;8UHcLB0@
zXTp7RyZ1Ro5rhW-zZ9$o(!#nUrnNNwQS#y=Au;h|k0Tq<5KTZP|LiUIA&>x1IUD=R
zN)K4dwJW~Z)t|gIh*4Ut;4gK;G9kt@JUv*1f#u(Xj;7vv>~?Z{KwE)Ds|>-@zqQ_%
zC6zSLwn$O|x0@1?BLJzaP=5%2vCz{$*K%L~DW*X9pXI+);pKavNPTQy3~fLKFxC))
zUG%!nuh38^MNR;&eg)5Y%r=mLiK*fdKV#&X6tBxxs>$fD?~nre;3n#|gCMi6-j9`6
zQ320R2@GnT_~eiNwtGto=s^M4Bp{}ETz9?#VVi+|U+Kvi<jfVk_E=Va^Au)QO8hpB
zIe?%qP+vLC2i^mULlft1;XH^oaH(RlKD&hg4~YV5>g(s{hy9}zRygz?hf&Wj%U3fq
zGwS7bbZR=ThC_CN4RwIv@RM6mZZaT^Ng*-o*Yd=7=-(g~sabyr0*Ef#`iQbEoDWI2
z0rwtyZ5E*YWr5T~ziSm^<W;bgswy#>si~>YHvfr-5Wu|I{x{uPAz%Q8!^MWi>-HJY
z)a<$fTLAs1PzVq^(8BEI11zfs;o>SP&_=wM`7)tiP1h586<T$`m%4VzU(kA!`{PyZ
z{9*pjHwT9XsJ|k>k^X4}w1Y9Qi3<(eiJ@dRf%fR0odDi0gtSQE3Zl@ZLLL(Wmg$#u
zsnxhT^d8Zm8csv3^6OR}XQe^huB};^|M~L=%RMDISq2eLrC(P0ke(O9hLPSPS|Bb(
z^Sm7x0`~{Ffp9bg;->uEOvR)k)1!-;eERI!b)>|%$FVKK24#WYfdB<i9(w_fXlS;D
zU_twctkHD_tkzVq;~m8ES5f(%S_S>kL@47rQ`R(*T3Ubsk079tTjv_odJ1I_dfRva
zEHiV#1Q6|t>gquYJzyL(w$RI?1d}12kyHbByBRd&F<>A<hf#Zjk&-AT2kpf+`jk27
z(4|4ma9H^l3|nh^w51nLD)`Jx6dmX`14Egh75>bu6q_2-j0T7P9{8aTpxe}vTTt`o
zEv`^dIs?fG^Z7I*3(Hr?Gd+DucJ|1zv9UrgIpK3o=(4^H9({b{WgLr!7-Td05m1?X
zLLM$3eN4wIxWITt8ic&elTX2coa45E4+l)^1PX8rylngQEte2sz|lWD9{j)ZGfK8D
z`10CToLSfsy?4AQDhlu-z43LsZ0#b*>Nj^aM?v+lo}V6OsTJsecPFXyo-XRHfuZ3x
zBsRPAhSo#bc#)dUup*Cd223BNGc6Paj)jExb5wt?Z&MP6rTfT!9&9O!E+-ZG-1hlu
zU|V~4>40TVD*DrRx6(ibK!9VZ#K>O3m!ieMz+h1?^a1Y2?se7z)J>XgQ%briS&{g;
z{(Vi4$BFH4SM1UlQctTeb?^9Av3T&(w+h?Fr&p1hkB7uC+0GW~A@Tqy>6N&4N2;0$
ziq8;UpzVfAttr5~FfcY&f)?Lub@1qV^STpBWwQH5dEjziRtXr6k3zShV#|Sz*V@r>
ztHckX%s0qgd|;|zE6)QLY~857IiPJX6FGzB=slYgQ`Fw3PcbTy`AXYW<M1f`iBvAZ
zkd-41Nl)cf=9H0eWH3n#X~>wiF)K^DZ;N_k$M3WDW{z~IIj5lc%aJGPM9JIq`YSog
z-~TwCpK@3XJxb)ZMm2%kB4cFqFva_VH(KcYBb_j+ZWC8N_a$Rg(tWjmIWG&Ee`dcb
zV)^zh*o2$}CnB_4)neu(KQ66eR$gG60fj5AbtME=Dg3D#*;;q2{_Mec)%FEXRSjCL
z#YkgYG}7{n1)Bc|K9A37jp4t~^YRixL?D!ZgN-p)=-%PSY2t7dac(bjF^uLtu$|AD
zk$x$vLPV%iwDC41Cp8BvF+KHL^R-l_scwF$i%7vWO`b46g6D1g6%kd@EmALErW+T0
zzEwGW-EDt`t|{oYk`F|S#+Am43uR2IGVrDno><-&KHItqKIF|;pJNQQE`j<PXatm6
z42ywt1LA2|WA`6|%8cmRg9%*b#Mag4Pj(l&Bzj33)l9>)%$R3#pEM+V2w9O=APN{u
zZkNn=Pq3{E!=uE>dbc2NTS4YxafP;Rma-T5uQA0Hum6=u^~wHli4~nWarc|Lj)FEG
zr;niHAKA@GLMy@uoGH|v9u!DyF--7Qnn$gxo1iBP-iVfJhQN4^TI!py5M|b6zZJVw
zJ~9&&ePT<%f`j^%xm}e{_r|{6*7QiH5`rxdWlyh|#Y-fZ-nv^Li)(`N2x$(z<W8hc
zK_(B1%ok;u)bcyXoX6_G>X8CQ^*<l_02)bi@SW-Cn*?p$?R4eRPw`iO(PYS)&-_uA
z=vO8rdg{RNZtKyeZ!F$TEWEf(%`1(BR0~z@dMx&)SPAaGik&<4oh~_38u*_m<tX28
z2%M~k?34k+jBV>q`PP{Z`eS%dq4PZ@VCAyl6XYF${RlvW*1%;B-9^M42X2f^o}hsd
z?KV&o2<%Pj)|r<uVtIo>#^$s>BrA5z*Vw-<E!O!fJO7$bVQ6kT$#mz~bFn73W(;*D
zg|}D4v9a(}lx$r|8!<2>(_8KkQp!dN;5`2IJxe3^32g<ZqJXU87|vKuSE6BP0;koj
z5@W9yV*1q1<BlW%D(OIWNsbsmfLy1#HtDf@yIc75R<4)M)BPXH@1A5g_dDh&KAE`c
zlm5*__IW&-LNX31c^s9v77nqMu*mF4KU7m<E|X*V8GNxTjnmIeP%nHi10Rs0gpyB)
z25;XNixmF7LnO>@I&&@4^WvTx<?k@=iB{o@ZCn^4^3ubN61T(AfT<BEu(x&>I_Xdu
zoZn>J6f0~=#!QL63pJm!X?Z05Inl!kQ;%*yiIXxV=GfU?Iz92a<T79M5Y=%a9^6}R
zFX<LQ@B=l~TV4q3u9(E#1Px|npbL$rYYw!L(ciC9kY&(S!@bx|xs<Q*I4(I5MA|_X
zm{jqP4YA||j-8#>$3*ScoxVO<4`r@KUF#-Hd%%%-gf}7JL4SBhHw~58?kIhjD;`19
zaT0ldlX@b<&SI5~({ebGFybv?X|zGav!thV6W<<N{=LTc%M`kC6kC%;1oFyZ$dnY)
z5rVcfwo4;zR7pFaxXW7PbM<mJF3X(Q#V*y`<>_|3Jq^|>&8@ljm3*>MvyQXV1Z4!#
zCh{fsLq^}ONMV-0Zld$Q7Q}J1VndTe{?PLxgG%HI--OTa2Y94HPDygY<SmW3mrtz*
zq^v5}pCH`A^iJg2H}z60vIv0_2K(C6@UK{0Qr5!pinrl{B1_YrFYqaHa_&x`(*@z~
zR?~<D#m_X%%iHq5S38r)`+Us1`_Sw6HqDK4tKVokUdwdA3_bO5{$b1=Vto+C`uk0V
z`X<<!wKfug;fQ%gU}nm6=;g1-dNTb|wn0ym!!P#sZvFjM-j~y9VYJFQ5es%0tmM-(
zPfJ*+ngjmL%Lh9rSgGTT;RL8~JnYMMWu8e+WH0A@!zro6Q|!$~^tW9;*N%@(*o|$}
zNNz4%DB0yWBQ9Gl3kO`4Se0Zt5<&OF4Z|rPbZBDT6P%@twyp?iYjFEpE=$DOSx7lT
zFQKBq`Q|bEB2m9O>SJG7Q-UWU5h0N;J0F9;2+6yRn@fIQ|0#~yEPB5GROwgeEc~Zz
zn*y3w+7mEEbmn!bAxsVuk(Pra8X@}7lr8ZXH(D9rA`II+r!f5FC~9AEi)vcFqwiX0
z+L_U|-oy<qm7;6Uj=ly2<HkLu>mqpW)_=chujz1Xd(WKZ#P(j;eXbekPrIvQShs!C
z_+fGfn&4^rO(9@k0RtrZbp}M9-AirsAM~F~YA6uXX6ML5=(Fd6Mk1GWS7K-7H{K)H
zoCEI=#W21o^$hgHKB<X(qNC!2=n~I6zH3+K*45u1HljGQ-u^p@OXE$}vr==~1~lZ+
zN}P8iGA5wdMumMD<^Ef~nfl=fzO8~0kvXHNS68*U)Vpm*s7n>XmhyNTMNT#pLsGCQ
zJNtJV*;n(Ez3HB`rz9ux(zM3!@%#`?|LpdIVwVeN7<Z5}8WZ$6aLk#p;Z^wYA*O+l
zIC7?ekX9s~lGlbhG{ltgS!GUu5a;96F^?QYWnh1@oti&;(5WaXulc6pZ7=iXFo$n&
zk9B=#yNuvlci;Mb6}RV?Hvbdr2@lzbXmPvzBj{s%n@mNg@Zb!;?|Jd8M1ew~#?@Fk
zkeHBMw6}m^KqM)hA$tMsl})*8cS$I2<xmhIdGAa^8C&982cycT3P;<yH#x2PJ|7)j
ztI*>2FU?|`8@c1WJF;3}ZyNoOMWc95jG{U89gH#{)0apeNdFY%NuRW_7jzo{B^?G1
z8*B$k86vgBEk=KZiM|aiv>NC8qbuZZw|?UbL$fKBgKv&mHlv|!)<+D=G!I9AJlc;1
zIQ}iZ*&%-SNr@CKXP(+;>)BFli*85G*`^-v1l#jTN=Z}p8V2E(K5d$nx8WyT=su2}
z(B@A&!B(ht4LZ}>tFov$@w&%dYTCHZ#k?&Ovvc;Q?vT^0$0wpW?2B%#7s-+d>_;;U
z9F#3LKS&TX#^H7}X|^A9q*hSr_4Mk&;7dhEzlHra{acU^d9lN_SrI}R4*w8h{D&c#
zQ7ZD{cKQM##Do+%X2G~=444u>b>3dk=4q6M*PP#&8pNo;i^bf=aPUC)l_Oajtq%Pm
z-M`GYWBRAGJfvw;P@*rh(`CQ^auzzVk@r?<NidF&kH^6Kf`;b1y%!_B7Z)w^(b8X5
zucTpfDmzF}`im$LwVw|)T5T8J_%vFgEuks&a{EsEI1>|&xKdjiPh+q4=o0Ud5osbj
z&*DGjq?<Qyc~7zDuL#GhrIba0_l}t4TR@{{Y+9d>Mj<vb04h^a#OS(E?lyT5OtQ4;
z#saPEtCGO}wZSj_c68#a;^HS8o?F~ZbS7d?INXNl1C^etoRP-wU#I8p;9?<_CCVBN
z+O?@5D;vW}vbtewbtBk{W1s=^iCnNV)OXs$E%I=yQIT1rPANN6+H%sh(F)%{E3)PT
zUG75bmM1ew_f`7(<U@B-87KtVKApQCDvo?lCp_MoC$f`BP!_TrPb$`-K!g%BuHzkU
zMxIS;fEw%k#AP@f)%4!`HTZw8yrt=y0$Ios%{t5z?^tX&s1M*N2apiw&3vaAOf%7Z
zbe-0Kt~Uv1#}l0tCs6NLUd4t-v|rvYdVEDxK4?wYA-;6dH4YRZrH@F@Ia4YDAqAg=
zSMqt~uW4z<7rujXW?|2Mxb4yW)!dtb{@<I{4`~V*b>NBI2f>?aS?S~<phwMW<>lAD
zK_Mfi$*Yxk{~^Om68*jzJ=s97q(9-N)~Px5g=hTANr@pZuq$3-u$~{dmUb5FxuM@x
z>RDGme7t^1ZaD6&J2Rj>(0O@15QaZJ>Bn$xY)l#7rEa{tm#bMqe0j0<;F-{Y95RQy
zh|=yd`?*oegm6(1QD0zkYYf~Im<2rh$DB;{pHq!V<pLhXGR($q<j9!VEb`N;d?WF|
zQ4rI}vsf^a!LCr`<w~*&6WO?PcAQ{fb%LJts^nVW@ro0_WVn6QlI;ilO<JyrB<{wR
ziT+S2nV>H+fwHvaocP)}_*(a0)TV?!Rf<2~=T!Z!E?p2F_r+yb!Q*)8csS^cbm6Ql
zr0ZwyR6BEHoLW%r?}%K<EIBdL{0O#o^MV@bg3p3&U0pRjftu98ZT>e2%4R~Cvp?c@
zNA-T`A!22~QGQ`yk~w9=C!Z`!)0y9Aa(E^8fWmNNz*DuExqlh+=AF3cws!8GENvyi
zEbOM~$NqtRh92R47&#5aZt>Ix7l*<yLx2bobip~V`9X{T^klJGSy2V5Z!tMabA#I_
zj#yRbS3;t5syEVCxFWWjeiWFDXR^XrMrBW+2HX?$Nkn#uS%;n1Xa!TqUnI*8&J<>}
zI+`}Wt%+%3vcv1jh}>?c-icUymrhFa)8k{Ptw{*3tkdC}%B@Fn^Q05cH-f*gBs}qb
z`f8vr(_W5AHQ%o#ZMui>smrydK&9Kkcj6lAwjy!2YTI;6T-#NV;bfS$V%yUb+61K+
zC=(geA%{#!?rgVEaKI?1j_W)T_)(GtI@MtE8#{U%60@}FV%1J|BU9Qi8UA!0#jRAn
zTPW|uJo+v5hD>M9{S9e7+_LtO@>u`km>^~)DwghYB2E(0?ckDfEnfc=GGW%#&X{qj
z7qYbMCdZOCrj5LWTSPnK@0SVZjqC@v9`tw|GX(H{aK9qB$^&EX2AlcXKbT&HoP9}{
zqYx6^h!m)qbn^+}m7fbRJm&Sd&m;Za%`stj+*vtCdAW*AH~1?|>sEmgFK|2;J@&8U
z>gE{tt*nj3S>Dj{wDSxGbYb6m>MJ_J72Oe-OV|7geD-rpm{t!c=ulk}4bt=S+M?}&
z?Y=8c?1snBG@oS4B<IA)kC8L4#>_lkux+`wFHCCX-++OGTfb~nKgSj%C!Ov%+8+Eu
zHsd!N1J=@<+f@UilQyOuj>}I4*?)^^hJ^yY3<r?5qo|p)g8a1DToV$K#>#^ULMLdr
zChDB+jqITTqSN{m73t4z`j^(KW}f)ZptWq)sjg_~i^kQ#x3NNZp5Uq%L=uvZ1_}#*
zDt1JLEnCe8nb`Aku6lm`6ti(ywA^y6oUIzI>#g~+a>G-yK>eOdo!zqC_06KLDfiPV
z)7!S$SS=A`)1N<GFEL(psyUj$hT#P-A>2*Zv@#a;NP+XcK7rj14mztB3WS+5pH$OV
z51?!GO(mBYIQ<tG&ZxEDd@A{zw@vqYN_Ptk9dyU_)ubQzJeRaKHE?{?^iJQXwihGO
z2=jKd`aK~gosox35#@|RYxO`!rFM8)$4bdqr@nYDl7FS8`!HvRxA~7{`_7^=uiM;R
zoax1ZPl2h#MqiFX<vlU3VeQ@tIA%F<z4|oqU-~1O_Cg=RqivESULARHnLE#8$y2Y8
zpIrO%*ti`BWj-3-B#cUfR?Xt2&kNco{&>iiBU^v=rcva=OG)^n55+W*gNat0#3!e|
zB2g}7<E39;XP-Ct_S~9IyW#Nf_1W{#k(h>nz`nY+bTlQByfow0X5|9KHoONoS#$z$
zlX>U93qDgG&y0vS%3ShS#%~l@eVrhx-|(W_x^c}gcTmhk7HbD<`}%iEHxYWgp0<%<
zQs<a<$z{%v=+KF@b0RYJt#c1ZGh5N{a&diQn5P+Y8nyhl>B6P`Oz5dd?=9bH`R$W1
z`;K|}7lf2X=ye~>xEeM*56W=dEuPz^(`?S&lqKhvlx<dE8qAi+4cC^GmP}QcZGQI~
zbHYoeD2;JSxj)F&?~1qtIw8iNj4Y0gcI$hNi#GW+CuYcb2$<t`p9tR$Fqo|I)H8J%
zw>s1qwgQQZbf8B|t>X|EU+K)NmQDy^#u;p;)~p<C*{VLt_fbM?qE3lVZ<pAKV|^(6
z;akU|hEg$Z$q7&{(2g+cH-}A>bl?wi&S~W55=bo4@fx`4rCI!8`f34tV;~y^)-LAU
zV(Ow{iTxmXPK>M=+s-r_3$^@GlkO5dTP<dw?p<7&I>y^1YB&CD_18Vs>a7tBjg!1X
zU2Zef)RK$)eyXNU?d@bB9$z+7KXc~pd7_MiiTXGu1Mc<2T+wYkO(Es1B0;+NeQ8k7
z(>?JQyQ*i|V*{tsq}$u?Mq}FFXowKT-Ozegjmt^Gqm{<AghP_zeN5C~UETS|g{X)9
zu^xH_-cm(sYIab=>4AKW1DE-aA(Eb(M~?m|o0x9_Jy)|g#AjZOOHatXS^D>l1Dn``
zO(JN{Pd_B$VfFRC<pX+o<^B_j>%SigtX;Ww>khs~`520?{%YsXp?0Exj<@bT=U(CK
z<D&a+x4)^?QjyE;#t+<LrH*{dDDdw!#nZ2MQ@)@jn%$z#!J?(7+u7VsdAySU>K+_{
zK&J0tqK8*E@Wc<=XCAUEK5LV;DbROON)rnxsn7;j&D+f%4;is|cXaoF)6j3G!J(j-
zg)$L;Ab&_F`AP4zJO+7OAO3@BYFgz*$UxqsRm~Ye^2A>??;mF<vi9m3R$_(Va!t*D
zV#|8G(=3`Dz{@b9bvB&95CF`T)b6p|R_9Dg+4)X0VR9>#{FKDu@lBVjXC7y?VLx1|
zgvRkH(WH1x(&>wrdlV|1mg{$jm?dAl;4f&=p+<LE|2cSTd%I_S%-d7fzxzRlB+>ix
z9*2r2)~(K~zj|l?j%1_W2&UZ|z({+?lzOx2C3a3)MH0(cRor+>@shnO$DdeP4i@sv
z{suA<d<xk(I-$J!x1!tI`|lGRHb!o1-xTyezT)MNSwnJnxZsy{n(Qi05({DM{?ny*
z8I5Y{lGEGOJneKe4rCJcGZsTB^|w>{e!g;6z4$T1roky=H+>9>w;V>!OuhPFS6r-9
zh;H90c2TFk_Vl$l7T)P&74*O>8>x<yC_ZY8;GEUD<c`;)1*?p@Kd<}Nd#vb;B!R80
zsfv@8`A&oTB~|)r#dI(pl{j@kV7gC^e`8?!-MUWlxKQqk(>u5mynfIRcnoGQ4CUFN
zaCco7r$4^1VPu+U#fr?L<mQfBA1!^g>AXJD1Q0Cs;sp&WD>C{WyP97a4*qt@n-&~$
z&picD?K03y>RP#Ir*vpb`3%EppCg1$f-2rpP*t1WVE%w&X%A#Alf7MIhC>vmL_-zd
z#6&j{9OW60!8Y-yLh6fDuyYjtCN*oX%(6K5w{4U({e97efO|KFDvcOba+If|9?CGr
z#Y*cx8WQN8r|i0iPhoXC)9d6W&Gmf_eIbwIj(Dy()vKGYI~FGk?N6PAKAm4J{b4Ci
zS=+i5d3d}{boUBvN$ZRB{HYQ%;=9~9Y<z7z%gbz?zS{0(nQ|0Z*w}1a1yskm2)ZH9
z^SNsFI(eBXTDBPjD@t7>CnqzGs<fwNdd)-rwr$$=w_RLu>_kg^)jH??4=zvXK1CR^
zJ56gc#j&+)O{gh85hQCOuvX^hX8!Cx^K_=+{c)k1pmUjenZZ57zILVWZnv3d`{5+O
z^60v>j{EdIkBad82a76BvQM&csxHtZG7G9E)i>Jtr99>zVhZ|f>{9Qcg*1d|=F*o-
z_~nmR*uzK;_R$N;ixA{^+^Th%?>jO#yM95rX(!&ix?=VGhVax6k8bqNSo+R@8pkLY
z@9tQ%rk5q4bxZnsognvXGrv@@eLC@cl)DKxzv`Jtb5~d+zcSz6lFa$DFq45Ct~PSx
zN82HHE=?ZlNjaE*EhD2XCp)q$IU4oR5jg!l8RTr%$SW3ohq7Qw{&sF)X1uAls8XRK
zS}vB$nCyh>C5`4U)8|mkVSc4A;DWb{=_XE$c%Zc3YzO(g+ILL}IB{VzkarIaS8xvx
z>iq1ttj{o02VL-Pq)7wwIOT9E&=iJ+VJJ+<9Hss6?-lA}rCm4{wFB)CrQAbHWi#g(
z!*!n}G<!_#Dxd6?JgdNv6|Cz+jC|j=^FJ`hrrX$@7F?SVSQ{>k9Y}VUuazas9g2Fc
z#F`s8nl^=XQs+jBRZ@Eql3SrA<wx)_o%*8>Zfz+Z2Ii3`%Y`8`xAwqYYbT+JBo7bQ
z09Bv-4eV4*8f}JaeebR>+HXhuzg13h!2W2outS85YJebJ(4ue(zUI@PtHuHCCaa~s
zFyjp}bl=x*CVe|;E0|obt0{Vlh$uWNKbVg`$#ke{zdQYpQ~c3s2-9zpo?*{DTKa0f
z(t~Bc8HaR00(IOhW&?EF>)%O@I-dKF_NP<CefiQ;Wynm^{FIx8Ovf8do?+)CZ?Ccf
zwdGo^V8tYc>5n6E@3iOd3c3!OgW&5RysR5Jj?=%pG+-d-!}0E78y`m0ZvB6U0XH?7
z`Yk(rT6F4`?WS-iuHJqTXu2Lm=0eUX{!Zgq<ywy4^s}{_nxa0s#GRSaVSGsfZXb-|
zw5877_HE6~f>m);xJF2G@QvDRa#AVrDk$QJE99PMzI^<hths9Z3chB`I`~2K1k01T
z{Lm#c1pW0jGxPJ?FP;}tb|x-_F=A=I?-@+gLhF%{@$w%`S#{OJh*|>1i=8Y(=$Ug`
z_eOoJU@hMpSX3aS>&VNK!2A$(<<EMIrna;XPsD>#C7Mg|>n#UX^gosF!@P`gwiZ!b
zyJ5x+&Je8Y5<xWT;!+rKMwpSeg$u;`s<j5bqDw2Fa=3A^c6+dQ8U6?bH>kC?=yn^L
zgz^!7Zq0ne5ttrbPMF-0@u=j3Ux!%DxT}w<uS+=LF|R7&lua518IRZ<a%IIwq>H5=
z+Hpx28*qi^U|3EtML1xNtrbR+OnR$$4Wnj`r=v@4_{maNQ*YpTrEIV4QlAO=mp(e0
zc>eoU>s&xC1JP!hdGv@$UA^z~61#*_s|Qwbp*3;b4P+^JcBOV@@?*bz>;tj=zB#Su
zs}3zJva0(tqdq^e91RGK@L``PA)bCpGf6_(vPz%T+FkH~8&9{0_<0F7Z=!Z%FfjIV
z3BrYAo}yV2$vja7tA{mJ7FEX@N7!~ZU9d4-uzT%szih@g&_ujP+K1)8Ys2Td!@C#1
zz!ZYTa8c-~aJ;OCv}SzkR!h*~qw!+uq8rh<VlCeo8(p>LQd%ibw}b@9xgGCw)uja}
z&NhdvK6=BwCOVtBFGfd8-Er>BN2Y*MUm(au6`mw&D}U^%DrYI1m>92I>Rra-({`nU
z>9NY}(11jZ0v*}Bfakpogy`hm<9dcod_<wdtjNT<A+*F{bc2BjI~LCm&i*7K1|WE_
zb}&%A3quPEaJH=EL~!oW`#HJb!BxW^m=ulrYvR^EY0LMsP=t@tOi0l~{3dR0X8;4!
zRO?1^wwn)eoFk@+vC2BhtJ!M$yJZ{lL|S!P3n-cCxuS-($&zR)&jPXSg|wwQ($SoE
zGd9!Vaw2R#k2Css;$KPL%eu;?epB<>H8+ve8=gH^f7xD>VMle5D~Di?%dbSX-U%sl
zpOZvYu04ih6*e2*m~FcFRM%kS^}(<PeFFCamw*+wSn2!+HI>3@HRapr42j_jJ2swi
zPNW??b^i<>e7_O$(VyqKlSKeON_}_?|A8#c0L|Z(wCfyNycWAg9WA9LjJn_OWfGs@
z5>R-J8iYi6q)c1=wCrPZxyq;6vyWBS#jlO&P+KdWV#HM>kS>P(-ziiOL@AEmX2FeJ
zFs$DRL(1islPQs!74P?j&6{1~3oag^<Gagu-Ep#ZP>hdhE4s?RwP4s+r5z|AhO<hZ
z{mwAQ?mEVMvl6@b4JD`C0BwOXPLd*8Ki90#TMEI1q|aVG3Rm*I&t<-|dFlB(?CJGw
z7@|hT7S6-JoVHNbrQu~Un9OuED(mQw%OrB@!Gz@A=A^LMF*0n5%!+fskQj2r3?{hb
z-1e60K*vGv-PrsPW*E+RUExq1?DuVli<Z0i_|ZNyeK!+HR8!Tb^)m4sc$Muq!fjke
zpC#({2J@7*R2;dHnicXy;X6$`UXSDd2WGSB*7{)IJ>HpzAALytt(4!WlD)&0vY}9!
z%E7U8vEJbx`}<1>l|rGbLj{FhT;zj-vUqWNz}aid!88NXHOdq_|Fb7-UkIP?y&2=N
zxZAFl_aUD$%Dx`L@lTwt?3<lYHpS}VNL~r5qpjBjBTn2b7-9t?O^;1)t^Xacd85c>
zp8O~-7js+Bs2o41LAt~o<MWNC7ULA}I=V2n4B6@vg_(vQUW7+ipH0{K$kwolJTrQT
zp(C7O&N*dJ!)Ej$e}hd7<KI+Gj!~22qsNZRd}hPXvRwnqj$@}SE*$$(nu)}BTJ(>1
z=8>_Dy_$0>GcGG%)cb!s=qmofxRe$`QH7$sG8vD!1FwE6_1Va>&26{gr^$^Dygt2_
z-hkrlaFr>l)D8&6z`Ti7sLgK?UrE}|+D@zZac|9$sC0aro80@%*6m<T3IMo!sqCUx
z(#fPT_kI^gs3<Zb0Egz87amhxgHgkWmq#tad3#M1-e>GET<fvluLdUm+~LNrfLmg5
zXUpo9POQk>YS?KwWwmNUwmMG9{ajC>iHyiO_7IE_=AR?EKXPis!YxL9gt<e1X}d*D
zZL4pSWgb0xBQ%B+!xL!K=x#!_JuP3CRzK38yX0Z`{0*&|!tGjzEdIN9SJ9oT6nHwL
zePZM5!v-DRoE7WZ#!1&J@dX?ee`|~j{_@gJpj@-igt}Q`+|X!Kj0(?o*eUgIUCN(s
z^MNgxCP~>$dA36`1>-qmFtc@Qxi1;Ln(w)@{Lh(DKlJ60%z$el4TeE>S<^-;QAZ+<
zz?mC}9tt^hw$T&N_ZB-oFp~(vRdR`+`O;dTG>5Axe1&iHNk08|P3@g(bgU{b`2UxS
zK#f9W1sl3dj6O$mz3BUS^*HZBZ^n#7+MZnl*3(mda+B6uFC-+SY<c06RDtH(C*uXr
zly1JTT>bm+5y`B&Qql{W-YOD4E@fSz+(i#5%1zp^#Gk42hGdd^W$!t6!sU&gbF_bP
z-LyAf@cG2<%E`4>&6^-PpBd=G`+BhucMOBx{S$Ah@q`+gDrE&LrC>Z)dq>j#o_)7M
zn!bcp_5J|<EG6ptTK_^fG0c$7Y)v;ftdI1Yy^xYhllk<71<nQKdEy|aWumG4U(X31
ze$Y(2&w4tknYR_xv2lkllB}+6VB;U=T+-`PxzKEl0;-=6bo85?{U5UO;D1$D#XSx9
ztM(xx6SLuls!D4s&oet|CNYJ#qQzaQnA?<~bvva!sHHvd84dfE2lugrbSvK;*?n`7
z&YEIO7MCu+CJ>C;8UL^(AKXVc^P|T!IV5_vE>%6+VN8n}-}PYG7|u~$9$y60dfOpE
z+jF(*xVz8ex2g&=L2SAi)twm!O#&Qa7dLH=ru@$JKjfRf3z+tme|Aq2j)n<GoU5Xw
zRdO-3<?6@tZ&9VsVq;>R^96X3d5dhdhfqj;R}VvD!qBOW@futm?0riuPU4r|akZ|)
z?S4+5DJEVg>e>5UMO!-Rzn_pvVVKtP!tuV@rW=VI3Wi@GU^7^IA){!=sM?j-T;y5V
zD(u=(CY*4{z@^?NtrTo;Ht=!EZpzk#(1?8YD8JJ}lk<VK6LE6EJxSPL$?ynlf(Or7
zb8V)l|8|HoH`AW!e0(iZ&daM@@Bi)&o7l(SL3Gc=>S?N2|HklXy}yfFC3W*=)&4;x
zw3xsveyFvSvg$nj(q=~5Vdmwd8G(|Ll7>t;M#V9)0P{@fl5%pm=5lg!rLoDZ(3n2^
z7SCyl-|lr5$!z6$E272n=B-L~^~2-Z<AZOX82M}qq4b8}>N-7SHumbui<roC%(9|w
zY0(%h`jjlg9MqDg;p?Qib>(z7#PHU#Gf~0CD(@T4>r4HsOhz83mRo6UdhZ8vG`D;i
zmr6IbC`ri)<pc;8P;WLWzH?eCr))ZtLeeH2*<}Q=#l75gQ&G>DBUl`e?74MkhwOPm
z-JL%(Gnf*D_?Y~%tdbJ@t8n0LrT$DlN|+ALvl@T~61eP1{>U1GulYLk@a}HYOU>KW
zfdRP#ff=(+55))r+lzhH1ftsd-elRb6fhW^V;WUFUJS^&=l9gnzf$|#eRmx4bjQke
zP}`=;dCI)f9!Gxc$`zO@0=P1K8($4@)`sf+q$s9JvnFqA3U^$|v|av*SAi?h-+JMS
zrSal26n`t7Piw#+1n;MVHfgY7x%r&rp8geYx+sqMsk*lUhiAJE4;--jSGm3_Ych`L
zdXg;@G21(I%i>s#HjV{TY^_bnvK*~Ft#TcPv8RL^haW!K2L0Tvoo<|1x6t0cdK8ka
zQ;Cup{b79kp3#78jDTy&NJB_Vb13!GQx%(Qlh`S7z+h&Y(a-C}1CMhUrTy{H$JH8t
zv3@$X8hDv0o6vDtz4Ms+7W}4=n<<YR{}>?ON=le4wmy{Q++(2H>3Z;G*`sOR;>^(V
z2ZI7pepNBe;K61$a*9Y+wkzOb*o$MsfMmmfd&7W6R|7`);e>lpW}J@O@|8`!Hpv?{
zZ7GP;8tr{~V}HakO(*w2^;v}ErK-0MaZb(@9{NmP($ciV$14-mvTLK=+troorwtbH
z`)Wo9FT_`IlE3GXAGqMYF_8M{@haJ@$6Hk)D0CNZ>r_e#ni03SZ%O!mrKNd-A;G0D
zq8xZ92)hoemoLNyPh>VMLik2n$=*51u;&uPDYmEbOPNMpb#bw@IIsPj$E$<YKWv+n
zva!zsuGIG25xI&#EGmRXWJ3_~?m<kfuQ)Oa2&cbffs=NRZqgp_?#vO$*+`9Rj<J^&
z#PAIgQi$RD<VU+c#+FfOYhw$lzN3PnU7AOId3xf002aqb4CXTDR<3DiKyQG@M?x*u
zkB37t`fC#uER%AcNyfK<0Fi6VpFb7U_*h}y5#&6+%6IB)@uu!ygaRpwiM#R&*Z0SG
zAyi7r7&1z>4`XNM24c#XOP?KK-MVxNBv7&cVsgKtJ9LA4<t=D`o%zQD`3YSx4UhcB
zo9<(4n&aJFXi=u~YTv3_rAo??7Qs}O5#4n$89RA=rGj#I3teFQ<`MQTZ<Qy(Jd;{O
zT%63Xo#T>?iZG!>+OzQ!lMpKEh0Zg-r|wRV-2XlwyX;_AuqA)y!xtNm*}s4}aW(lq
zdFdxO#+#IbFCF(_Y|-ybAeKev<pTWL8Ii!z_4H@^W?B>Zx8ZosEpj(Ow2UZ%WqU_!
zwBlm>p(;acX77_Wn+!!lWt9vV5+mhvK~qs-WNF0>4gImZ^Mb7xPB$Tw4;OF_AZ1o}
zVQlKX^Na(J%}E$rx%FgCA&Yu#hShVRIOseu)};QwcslE-D7)|N(+r@LG)R|pmvl=>
zcOwW$cb6bTC?eegN(>#+A>I8D64Kov9q*a%Z>{%lT#7UIz0W>-U)Sf_Jck2~{%xbA
zebPHCTm|aMl`pT4R<f_!3sgMm8rXDQvc^4;{vs`&M(KLt)VP&!3Py^N>m{USN|&Lf
zd`<n@-{zQc?YXIWYb=p@EmY4Sq|I<kOX0Qp%PiKB*j6VrN3V>Y>2(H2*6YwC1w214
zx#H#iPe1QIuUv#s^_X>Eq`99EZ%wt!uwG=UJifjmcd|2y>s&Y3pb}C0yQ)IuxESfx
zsbDEi!F=J~xz9Ald4h@)ij$S^Gk{|#gA$hWpM%K1y-`74o6P#<H)q@L06ql{1{z!T
z%l^>p2^sUV{&I#+)mBsE{^pA}IV}UTO6jA;pK88Ks-bsh_dgfs+llRdYIb#_V=MIA
z7uoABMv@|bGup8l{ExF?wZJHrHmd`+^=RH9)lAq;jH}yQ5|D!zo_+kU#(hB-IEs4z
z9vT(T{*>^QLj*lZ^;zHs(akB*?I|G`h@tk2RZ}?!;dN@EnVAwbjbjiH=H1Dx$<zn7
zhyBXY6dUO%_)I=tTeIEAezRW%SOq|{-WAeJS+ETC4>?iMxKxR{X%y~8PpC;vy<((h
zizpYAh%`u$$Q_z~DAN38Xp5kx^^u#nXZd_s(*3TEFqVu8UbXj=+3D%K-L3n+{76#b
z7ny_kv3A_3k_(<LwcOkvUK*V?e4KtmFuiDC#V^Nz3#s%UGp#$G8(5`ND2-K>3bbrZ
zS4riHPb$%^0=k?S7Mk$1PgjwYdf#?DzV4s9Z)Q@dy?$QtQck0D@&uEnNWY2}sL$ZO
zl{)bX<3=~2hC3=n%T)$#jTSBhrAVh4+m4^y<=p*P*19-K=ZQ{R9|I|(vGl<LJEgWM
zc5;^x>fY>XOLOk>&VEVXK%ADdWlQdlA!WeRP}468aSy1eSX1aY_|!-e7$iL;u3MQA
zb7<sSBH(-8Fj4Hog`w){{T+=GTGT$ZZ{9mX!su!|u7_SCw=aaUkLeaF638<#k&r4l
zDqs5-{T6Ub>vIJ&u(#{IpU1}H7;dyC^ZmWQ94zz<zB%q4uA;&x@#|;7R}Ps|r%<EA
zT~cW-v7cDW50BNe>izP5r;>bvLM@<45&?0^hvXbp4r&rYa3hmep+Zx=7U}z+{Zi<n
zG~Kmm{kTG?Aa3TBLe$rU=3qHyj>PM;>();v5Pc;2#ihZN#>f}vX6t}e1Wm)%q7^pz
zAG0b=D9YQ0osL7i!+zH4S?3>ath4zVt>TVrj61P04$<i5ZQ<#;P8q~H$E8l77st4M
z*a<}djG^zQOXem~-^aO7(J#-t9cpgFgQ+Y`KM?RMC6Wxq#PJDvTys4q7u*E%KVX{5
zW<C{qi04A>uMS;O^bi^NcVl~Xvp7XW4GjGb%WW@10Oo-kSfv0dOct0TfdGCJ3^U-c
zBy8ob=AZ{ZP$g)idcZVpuEw7@kje+`Cv#4CxGd7vFSfO?pDdWt5FVUkI#43Pkp!D5
zSFV4QQD**5fKO>d!{G1N(T_)sdM?&+K-YW6-tJ_1oGo^7IQ6>j8kg1qg&ALN8W$#i
zQ*F&WNf@1pZT#l+8Y>1u;J0g1!?WzPpip=%yB3W^Zz~do{nFWGV^$n<OOw!EJ$m}D
zF}&cxeG%@bQ;LsBaKAx-pf`tAP9Sc8ocz%*{XgXnv|SwHwA@P-v9-+{bOPNL{+_8$
zx_GWs1^Y=`<~@Tte0DR>BBvsj8O1NmTO$7%bZCE1x7W6r@#uQHL@e5#@GSvPoRcF`
zLr!FrFlgaF?TEz{nT$M^MA)CNr6%N%jiVk?Jv7lbDEA_?((hiu<O2**qk|m#cLe_?
z0^?%Fz~G?eL4)fBr5AY=MwG=+?OMQB$j{=>1TVMl^gHR?Bu8@R*{StE`lZ{aQUs++
z<a|WOR&Nh7xxG5H`Vmwg6|EJ8t?VKT!Fz!k)=6jnE>W9cysBH#)|ZcPYKZ&YIKtz@
zaWF6N1!t<guj<>2gYy3UJhj=qD^}xj1ir?JVlAfq*0lIzVC=P7Y;YC5-N^@z9@oB?
z-Y#bwZvfR{3<%uEVAlwCh`{l&v-lGWJ?_2h(+)SqVr!SJwzgXh&nuHEmb*HqJo{Gp
zgFh{yd;iE?&HHpY9A`tXyXiC2iEIul&3r~~6jv?UA*^+H)OY<~Ur7(goHp@GxSKx(
zl{enPzV$?ovtvQmu1L=xrB8hEB7ApHeW9JAXKLB+dh<3fJ{W%tTmO^HIx{N9bR9HC
zBhsj;fpt%CD}&VCt)j7`N!T_l(M$Z-;gU*J5?Ee2yT_Os`$>h}=%>VUhU<!t*Q%Gh
zt)g&WWXRE<b%-WkbCuCptkLcGF;LhLv330$EbO|*$Z<PA!IM&sJbmH}qcz59!<0&8
z=&p!dtW;4}^ird2_IAoQ9zi3xM(WURL1d-V-3bh7q3yz7yFz0g<fMN;#^{kt;>w8l
zQqSHuppnUi{>PeF-3vW?IUd2`)oa);u)fOoTD}Q-0UR<!IB{e>=<a&obOpq0sMtU0
zOcK1r#izVXY%Mt9I<hYGs^>|eL5U%L{GBb<ygS+WLWf1?8OHP1g;u+`x&H62-PWh8
zUFOW_7Ag&tRKkXW{#3^6>UmfKs>m}kKIW~eyL<~n$(g_WA@ubLnY2`@%Ne&B#+4lO
zV3yyw1DsYkSZz<){-!<&)z(9rO&)2Ln@u6}p8Lq^C2C^YJw6q%)jT@w#%XaXlOBFe
zpQ7-LtPydq7Z(*70<JqN9k!>rcVH(DE<<aw6Aw}v_z-{fn5%}9eW2nNdLi1N%z$@t
zQ%s3_an+F8e1#kIK4g%RScgE+iT{%MP0qE4_(DPl+*t?~S))rhpx6Q@NPl6D+J<vr
z^U7rHNhIc7z{ZnV_$HmUgZgt!9CnoeX0?=4T#K3jlC*USU0e|ua&D2z-R+0l%jV<|
zC+M?KQU^-0zXeFr+?16ly)r2r1W26?0`!dC>s}&rcS9^N0Vh&j()oQHeGIlz>7VJ*
zv!uUQCtdmk6(CZ-IZuc;s8O!@sYZVgFi%rV6DnBtEDS7Frve%k{J2sDFo7>#U{GS(
zCLQ%~(2HAhVpcn(V_P}GAxgkdH&=;;uM;ZP>~;2V@9VMa!H^|l?6f$9^oY-XCwbc0
zB~T#?#r0UKbSa|gz|;DQ5WR$%S452jk;`?>N2_(5igsP^HQ@u#aS}z`&|#;}hM4Dj
zayapCO#IG4AHXaA0V>k@pT$-!T2$yp-Zq#n_Pih-+g$Qr=hKnKNTrjil8t;oDrM>Y
zDDU%c#&*@hKqS$nBr@%gZhZ%D=CLK6+?j-|35v$q-xD1t$wjhc^KwGfoAA!I3JJ_x
zWEJgcX}{;&W6m<__N5$KZ4Vd=Y;3OmBPVt=5uAL4u5_hQju&rTo}4zg0`b;pD!_Jq
zOG+9Ur+iuZOt)%HxKfWV?zg?SkfR*rtxP}>?9^1F>`K@db*D+qzF6}*j9<iq_na_y
zSa0S%D<&qA9CK0h?_$^v3ku%}%IlfpWoYK2F;U>_h?!ROT;FGinj3l(+JqGnxVrBB
zwb1LuTtgaKn&$`_O^K(b#8R$#-zF>Ra#ZdUfueTWMI&BOE#W!20MKh1X1ASpSn`S&
z*G)Y2-<kDqMl-MG;x05%y^<x6Llpb{A7_DPllChoDp%!(lgegI)Tmm;OiiCTlV7ww
zvAfP?MKn@*;bBuF))o~ZVXM`iUEf1RPj+5VfEogO?4crk--2G)7oim+)}W6Mgua#l
zt}}Co<+>EFCo&*6_C80o;2#hzsVPMp>MlZYWX(d@r)prbCLyX)u8i>G+3C+PEQyuW
z>j8INn#@<K4hv^!5)Threg{sE>p+^Eo0Xj^7z{;Sou8jsdaYDaFS0L2qC=sJK=2>3
z9mE9p1P$VY3=N@P;Whmi@+FVue!nnhuGyOt)Nrx)?MWMBeSl7BH}f6)`Tl>kn#U}-
z9MTsEMd{N-46-UIB_wOeI;=Bic$cQ!-Tkx60Uf_)pF^vIWb^XAv&y4SVbXF{Pw%E%
zAa+<B6c#WS4ZOK%IPw!HyTQm6F4jKQ#C$*mv%!Fh=-G;O%o#;4tekXItdSoiZ6Reo
z7LrUWvl`k`^9)&YEtX_h#2i0>An5&r;J16<G@!g6cvW26mgk;29^z78qF(8H63E@z
z<+RJS6e&aWb*}1jB=*7f0_if>Nz-GZ8Y|(QIC`$0oZPF?8wu$U{k1Me(Y!Tjl`wKb
zX~FPMFtUAC77eQRy)n!z4;6=fALGOZ;P*3N>wX(J{zNUbw%AM1)q0e;FG8U^xP%qK
zCd=Gd^ap@{0P0}9x?HTxzVH$grZ!!wS&oW@N`?dWGf;PCi-<(ybc0zsZR=^mfa7t8
z^Nz$OAQwn}kipO~V;>%~n(W4)SZvP$FOq$1W%ieA$aQ`<dXPltG4CEa3X<+iL_7%Y
zv76?~zuclv2ouKGnWwJTqH2r9Q4LxzP7<U0l6JaRT~|(oTzZAajmgrrWZa93(v_Mg
z?QEkv!MVV3@s_0#3Q$MGX}lR9${omMB!wKEbXLRY+P{Z{2-_RPUUMzbA&=7aMDCum
z^Pw}<R7b_c^%2rNwc0&EWp$)~`3|GA7aHhm^HxyF|J+8Y|EO$K_tP|A`DQm`%mpPH
z2yqlYdw<(-{kr1{*H3=GRg7|nt0)=%+Pb60q`<zMER>ITXtfDsC-T7Ieh&9+-`a7P
z0kr@~ilA}lDD3zhKVGF<{Lyo~VmZ&YUDRq3;zy0^YPc%Ktg{U2Z8Rr(!56b<cqPiO
zE#$KMt>?bhQrP>iKo}5|M7NLaKF*zA4$PFNUi}V{*!aRG+s{iqBM{~oapQ~9B8Rs>
z-yKcLlvng!SdrD}%MizhKCsR4Uk&PC4&fC>)N?}`-3Zt6{$dWCnZW8D4?qrXfF4un
zef-zGGLnG~UKVWtMX(5_G<2y)cBBO(^FjpE3&q%?gFn^rcTNq-f;oYm_%D--Af^E$
zz9Zrl;aG9ArnkghXgEK(B*yS5QGFX#((Xxl+ipJX-<m0>jOu-gTO)Yk;1nGf+{Tx_
z@6?*nd2ei_ifeSMNgiFGQK%%6aY-dJp`G}haO3Xf9qHL0@0NBOUhFum>D}L}uDOlc
zd?}yE2q@E)Wi)j7Qk3jlGL$tnQ)%`?6-Pq=2q8WxNp<W?N`ww0PTVS2I8@mB-R8vM
z<2LEpe>?a+k!vobhnJD43w%zK+ZQ_$;U;%DB(BuagTn?jyPi7EU7MJlixn!gWi&R6
z$(R9`rzA%tlX3Zx*!r_LajLOG{Oe@+$F39Z<DWMu{)~N@mRNJOrT3%gZsx=Ma%6qW
z>wU5w$!R!)>rZI&LTo3D!6Os`S%dMvznxvq%%M^{D_jAFfKrp1PhNUn{3xGns7SD$
z_orRS7ZxChTs?12_Aft<q`fdl6KXa}O3V98w2zl&ucvWs@hF-u_+b!Opc~7V`HP?{
z$nCDnJm`~_n4c{R(w0Z^KP-oq8Z>hZ@8#}<rXCGyAp1x&?Z0C*L0gi3GCKa^c2{jC
z(TT>xM?76JyK;w$#mvlHAh}0{JMtouh&XO53ORPg<4#*!o4~ylSeUt-7KPvrOt47k
z1563HSa;N4#|H?Yi246#h2yl7F4nZ0fxg|ajq}wI_~1?7+lLtT-+$W5#zGFAGFTsC
zh$stwTK$9N^bd**47}(Y7!>VzpQHBfvNY|Yxd2B7?K$=6A)mafWlsP~8F?}n21&<`
zM43U~MC>{+H|OmjhL3&Fm$?7?{Z6OBIdDm7_dv+46N-$1`L)|eP+HPn6Ui`h2%jc>
z3a{3OS*jyXpH_C7z>txtW+#$r-0Fv1lA`4)SZb@YFr*Qs2vqO6%VOg7?1q_>!|Z>2
z_7GBhqY_I*Ri`I6Rm!s68DOhUu%Bx&aF!%Qq2_h?H%49C?fh(l0y~o<<<y*NHHdKP
z7O%9g6s3&1B$-`Kg8-XqE|RP^JazW7y1eLgb@U8u7HX5?xl%})py8P%lp=50f=&Pg
zs=b@)WgntV0#ZBaR)|rML_$Npu$GCuu5(@ob#;3+CE=b_zrlqDp^WnwN)~HW`!*M`
z@oPzv@)Y!~BDJ_UVq}4#Zo*fHhO}eyFFMha#bfq0Kyiq>aI=2J(l1y_+0(<nXXAfO
zpsZMG+=>=A)Wb<G7-1l0X{d0Zi*J;nrR6G|MbGr9kWQe2CSF%N*EZmO0Hx__N6tbD
z5ezO`a3waKrK4gLqLd}0V$i=UC9(YY@k4(KPQ7$*1^RMsmla7k)fm3j1Qk@+_lzEx
ze}!|JIj2sPIGn)J^GytEv+J0IY3!LJYH3V4>4HUXkwUK*i4#dLa+KvijJQ*EIv%5}
z;o)~<M<x#Q4e>vI$ogIF*=^v}XZTzF{PWA?E1i|N8pRkjD{G8l(h&KY3{J@Md+1kl
z3g`*C+#3y=&SUGdupE;A3J{xS6@G6ssqX+)+$ph7*)8>>xzYFW4?UqM0e<=_{cro;
zp8Vz{pKEZX1C0y#zZGuK=Id2ttAFi^<<8d#hdhk!;TbH@eq+)P$H2+Bc4_Kd6R~VG
zB_z0+t9noMnM_c=2wVKY0dw}EnJ9&66z1o|DQb%&E@)D~?ixm;e|B~T8hpWD`}`26
zE;j9=b*xlWtbdhy!IEE-GKMZc?-%`TAPk~$h`{`u7a<%Ggc%lr)!G&k51S?aeLQ`7
zhjbm?lDSwN_L0{NyF`gCKJkCt<`lEQk!>tJ1$N#SG6q-DMgjSj%{bXCjY{uY6r@Z!
zfckK|fc#VShgmfaNA>0YJACDUx#I|pQ!>2uW$C`-s~U?bqIAB}53yes>QPracH$Rm
zoa@8)Kk*l>y3i1O=C<ma{Aq-vl)|ns!a{fhC?f+_abjKt5<R{>Dqa2;`%m98aTUBw
z5jV?k$blLjOSx;`tJ$^BMd7m?fX3|rfm~JIrZF`;^|zR0fEugzzvAGqo0)7<oJZat
zj#n<UiIx7Ox$`N&xJz|J;6*LI<7wp<;Rzuj&sDSV!QWpAxiV-|$LZoiFAe+Ga{Kxb
z@b{(dqvKZYCW{CDE7k0P{yVwD{VQ!1jZ0-C>1Sb~@n3}ggmxEf)$My@W^c(<Xdc;N
zv>l=bq4o&GT#qk8{?!05eE}34NB7vP#(rGsO3R+NwT^%3J*>PNHI`hNIpQo(U45m~
zO2Zs42cln8p=alOx|Y;9?e3c@(x3~^bK5!5z{h`a+TCM8r4{4R9^FkqyY*YfI6(B@
zo*)++ZAV=Z-fE@ZdegVmuacYg`~#v53tlD|^?oG36rT-6Qf8{`D;zztHw+2>PB8ui
zsE0W<%PMEvmN(Ia#*-~SR|iPABOWD^fFCfZ{k7w1e9joafi<4j;Q_VjWUWTm6fu=w
z_q${A*l8E$@lp#D?dFt_k@-+Zo~4!pEq#RMDA=b`ssdE{)TX<d0j-_Mve&zWEP1wM
zsu}eSMWgMCSc-t!G3U{=MhA3^U@@njD?MPBIVQk^mAsKh3oLiQsaXR|R)BH$TrvwS
z1w86Pzouod3TA(qxu{|({OIX&VvvGtjbsf~<tyyYUXkIySd$Si!p)`~$0z3w&^rtq
z(Z@Z{BY%e5T^oe5R5^|eF7*qH?D`!cUY|d9>`u^0(@fx{Ynw2DM_X@)C7MxP<BiAb
z;>6V7-x!or#ry@p6g`$gSaXK)t3Gg!!W9xV0Fnc!RLa0C{+WD6p$J=9o1D~^KwA|{
z=XGDyI5M-4)eKsdER=4?>F2!Z^o|hj2Lj$}YM?zOUG!Tx)IEsY4I+&BhTmI+X@UA$
zr)Mr1##{uGB<$s9ykLoS@I#s${8?i+&GT(gS5~XbxeSaRv^*dt-|tWn+toBKF_40&
z)bwcWl?Zj8?s@6tV}Ea-a|1=2i1*QbMiA>j4h{_pRp134fS|L3((!Jp_w(XpBNMKP
z?fBp=2>~T8hxo9+QK`QL+bNAlR$O1)`lXQq$wx;}e&>4>Hd;qzHDqQ(EsqkEHXbJL
zDY%Zjah-Jdmjo~Zza;Gm9yD1P>m_p-$&ZM5GMiQ5Kbmt--ahBFn7DHHT?s`O@;RXf
z$job*Su~BM)1qt??WeRdK`>SVz%-d(fOiCb4u>eD7XZA?xO+{04@hU&$g>18l;I4)
zI3DZ46JVaswIiE`%|1h$jlhai)N=oEUAZkFk#wRS;%HP~`R>%R$@5S;t~{%YGx0K}
z_#w>RImXq3pR=jpT0I=%-HbUW8@c@9KYd7a94Ar5+L_<<n{fhJNd=r8=!!N)bU_%7
zwki$o@9MCfkODhx&*oHMi4SVe0hBa=<z@wrLlr~AdEr|*2I3d+Ulq_QM8I#p2CzzK
z--EIYKaoJMpNOOdW#vwuj1gH?!7O`98VA!xHBRvqk8VFHZ9jNojiI(Z51AQL*OB~O
zs)y)F<6BJ?rA)bObo|;l0bN!FjG51VA-?5+jbgwqd8hI%tx#Gr_}bbI)_n#AC2=6N
z8<=cnb*aba=K#bj4n$TqK=1(=tSkS$roEYh@3i6GUbs&Y$Tty+44O?-Gm@h00(p-=
z_MT0>pn|Ceka)VS)QmBL(VpZY$NO<ISIkojeAa^TI#D*&3Nen!pg0s(<R4XjvHOq?
zDfCD>!-MeWrb7Lk%<uN=4xhDJ=vV4~bsZ_vs-UE5eWHX9qk!nZ8erhyDFMKlI&~j0
z%4si+Z!e7m6XJbe04No_fLQc}N<s}VPwbZ4!~hti5D<^HZQokanN-pfKL-%&Re;#A
z1bbm{n?cjjarIwwY0R?N+R}=OWA?_(SkOr=(Q#=jqRx5C6wtZ)5xv2&n_auakb$j;
zV=z<YSqZvqPhcu2g>J2wXx}r+bqmZ|Pkbi=O&P&T<Wtg+MzaGC?e`ZaH_uOV_cbca
zAvij`3K=p^`mjTtX@YP|{WQ2|1uzCa&F*gk1f=*_JAjk*12-yMZ|(!Y-0<@jh?x<;
z+b0bs%OQ<KRI2KFx{cUfxHjb#RC-RU>yniW0!s>Q%`7vEoGI07@54OPhuh?T$Pnd5
z@?x4&*HDOtB_w6%IFLn<?R6v5+pk$^c#I<Vcu3vM(hzB4pK~|nK@rSO5)1i>{*jSY
zI1&g5>$EFOvjCCp$@|IcTTBjsNx}I(Ac~+H99g^LxyT6CA0y5Wh~n0|BX@OevC9dW
z#8u)gv45AD{`w~J>w|_!nfA`3b#Q-N%WRrs)5Bk;Jf`M_#3iiX!w9>A_U5D?oou9&
zzhhMgvXoyJKhID8>iYb~{&x0aKlml0Q645D{m&n?;VS?>y8(3J1ptKuYTg-6Myi~U
zDC9jw=c;i2Kk>T*UI6M;1iW-WfZql@{(OLD+P3A4Q2^{kxh~+0KJ^hb20Q^ECWQm@
zG?kJ%Eo|<`|C_?6QsUZC)5%jE?LGTCZMBMnb$u4YN#bG>Tz)V|Gry<tZ78XXeUOuX
z@)j?^*}Ih|B68_a>B^V%YALR^LNCH^Q!~Fi^5`FVMUTF;iZ>fqDYbk?*xrBYd`WJu
zl*VdI;O)o<kZm|g5y0YdmZ&t{G^znb8qf{}mponof*#=NudR#jM3d&^Mlg<$GRUh5
zrxAVWXXB4Q6u=rt94nlBYC@F4Qs}?6FcgiBd8$Ou$w1s`CpLkcou4zCl>~v4Qj#PY
zN6hwN+%xoQ!(y%EmoyFw75gZ2!F+pgFhDQ^kW%t?4oV0h&cp*kCjcBk0Q?&nK~e3^
z^A}XO1eCHdIMa;c+6)AD?+hPD?y_HLYNLji*Q}<P*-kZiCVJ8xn7;qjgG(DfhZ;k=
zZPDuu5u+Eq|6A$*ef1NCLyc-KQmX)-rS+&**On)uczaGmLqieY5@7uxnS=KdbQ16f
z2HbE?{94;LnO<*03K!CYu;AeJV$)U;%D6~y8G>`xvo^)pNa5F?=ag|w2hzBJPQ7l!
z?uznp_;XAVdtoE~p_fkPb){J%KkDV-pAiMBAj#>$q=wT^x!t~t6S_E1c5#)1A+@Pn
zi!U3g=QevLQ}_3qaUXX6)N&+gzECEh+6wr+UsFosHT>JX`Japip<$wG*Zz5YP7V%<
z_!H$=+UIh`$IR3x^ey2XujXQ{5~A$z?(fsILc+#ix+YwPF`{$-&hQN%Q|Ib4??#@b
zYTywry{U4Ww%_}&OgTUrNg7ge6ltPNpcgO>&a>)(R9gA^Uui>cBRFD(;#xA<GNxs4
zD#DLu9f@%B(G<T^qxaazxu%q$li*}fk4e0N_Mda&LRO+;^4)%sNj6-E%&pOts$x9<
zFU_g10GE44@TmBFd*mk&)N!LvsHLne#vdN_d6h&i?Kv};aYsOfPu^$5fvK3y9M1wl
zQqF8?uG~;^_xxS2Y6habx`6rggwT@t(fMbWUYg8P$ooaoir2np?<oCtXtIND?ci)T
zP`Ran83WM&c7*4q=75N+(H5vIcbej1IPkl}#s<N@C9HUYctM|=swWCZHFWWSjWIwp
zJ8PldeW8r5$fTseHNN(JeRZ?3)Ilmvf+fdfRVme+f*Z95A~t5cRoWjRortqn7=;Yt
z!@n=q*l0q^7@;(>noDZG70=Pt_4S#lLg*!T5Q{1+ak)m@|4V$Ak)hKcp=8S;s}5ap
z3GIq-5mL^S?qrzX!+Rx;O({Nj`SP{xpC(oP6=7U(f3!R0S_oJ5k&VU)g}ySS#ej4*
z#iwM%sPid%_&oSU9qHM$M8BN2epdqsm-OHCx6L%&qBVxr`Fa$7>?Z}j<h96Hx<&jN
zA1@Vgw)_4#CiQ9vQW8lkJC6E?oao9n3VRC4vgutK28Y_JpLKx#j)pg2vHe%BC1_I*
zJ{s!#d-vugi;pP5^x<^2h_0E9l4KyR1q_2;14LD!Mc1c$z%XP0h)Q5^*`YYFa{xjr
zV?J5a5G*XL({5jB@sjXT${=UF<+0o3`<Bd9#O<o?zDcSSt`A!(zy|o{=E9Ac*2R8R
z1H1(oaUsinf;HRUT<>Ks1j6Q!4-SZR{KuE_%<3jv-@KHi{(X92Y*W4zJ;ovJ;G{>3
zD_M_$qa0p@8G}u+X=@R0jap?~#Yd>1o*Mqr>IQ*6x8a<V<K0h4uM;lY5x@H*EjH!Q
zGmL~Omk#{&7}W)@Du?OxuR}WHO~4{%)yJDA{DBA=?fDnCR-T;g5nnAyHiL!`KuAVj
z?d&q9f`VtC<d<wGc?>4jwd;`zxYd=`WgaB-G@GIJpi7Qsn=y;FfyN@8N!X#;emtqO
zw3ls6BI*suQMzmgUu=-+BVDt%L)`oqc3zLv9j?EuaFZA?BN%K)6xdC?c4ygF2uHQ-
zN%t&WzW8u)>vgsM{Tfn2L$HgAOYpL3xi7YdRoLyoXW$OcDj48<hthNM_X{M)v7~i4
z)6d@uEy`2$lVaimqVnE!$?p8GlIa2%i%GNB|FCHOf-!RNljEZu8vjThAagYsmw#<g
zm&q5@l6VNO5PymdZhs60id+>|TSEnH6f>0vpb)`n_48OCV0s#T>Agf~<kJli;M5I3
zF)JL)><WKncCy3!BvQjk!Ck$Mv(u0zzt&VJ{*?Vjd6xHKd+u>nsav(H^m+B!3OA$k
ze2-SlEDG!QNLeWCmBSFX$`}Z~s{3+EHGR(}+@3192C4+xCEbqKzlU$uv02xoSK^m(
zwpXmp=2ciJE7c3f{?NYcpzQTOjmalm?6eDB2Wtyyyp6lbtB^$I*%Gib4q9r6e`>p9
zjFWJ2*4FW8zOJ+~lsH(xockNVZ}IHBJ$taW>WSOl57KezSprp7iS|7h_Kd0K5juI$
zzZ?m8fqU)VRg#U>zG}(~Oi%kHPx0WT-Hy}0k|-Rq?(vsYRHP8EjPrgxmV3Ne5!0B#
zp}jTa(CfHFKWfc*YQ3TYfg*C$xW8Ag0|zwS&(C~Ta-P=eBA-axs5QG2%?B#0w^8qg
zuU+}6#!|<M1pCkyWbznnkVwwY!$(trg<=(*s&X-wW+&_uO+VnOfvf@4$LlMJE>zZ0
zw~oQlQS6N2rzAxl9v)!n{!tidR0ja5!U5MO!pqJt{&%|AFk+t5?zsrzHc>|JQzy2<
zWD3=aVA97QZsp%MS4YJyW&&W`Q?T(&IXingKLdkslt7u`_*1%gRRnst^(lg7lNE?Y
zX=1=uwX%H@&+Ucc(aKH58bZu}a6E5IcZ`OS;=F-H=h;1T@W#N_`DwBQ>)0$vRcEit
zZOqi*mn8dHh<EHZ-X8Q%y`%Fx1hFX9*0>*Fer*oIVEE8@5uLMHI-VD?U8`Jd$mw+U
z_VcB}*$qCQp1&lcT*kvA#-E`yo@qBTGvsrYQZn4FM3{_-Avy=@m}kwqHeD}SnZ<{r
zx4mXr@9y^a?ZMIy=>ZK}{6k-!YF~L#v~<R(n7R%fhWvEX=V*3m+y9s~T^N#R%Z;Ba
z@$ZDd>>8AGc)m%d27de}1Fn)-B(ov_D~hoH^gHOO=E-?(seCZ0Lh|#xXXD;HB6t1I
zylw|{5}pgc$w?)x_8{c@pkN0qDB*u)vW1PG8|oRrIH1kbz5H;RVM{>zwRJOkc9_8D
zy%jf+hPFP!WS#Co0#b<e4A0Tj>M0|jHU9{DK%?*OF$leihl3q^IUYKWgT?XE5n$TI
z(n?Cv{8?kLt#(ucbXm6vmxDQOfRpFZ0Z}+DauKT$NZd}BfSbGe@$`jd0TCZNEqSoP
z7<hHu_fLT6ao96!*3^%?V5gFqqeP+fO1e<mPgp$gDeDBmqmpALI**oM36~OvW>4+I
zJ%eXYtuOQ@U#W5OK*TMR>}SI6e+>dJ_w@vUT`-qLmSr`+F@4Cc!Kzq9BuEo~-S-?e
zgn_ay+c`V+=2>q@Dxt<u;;XLH^+LO?<ojZ7<opriQ_$obl(Nw+mA}l@f~gqv#_`HC
zMU*YcMhTf6;IQL}U$|5zOeCAB_iup3^2H>h@!wo4?aGE<pDn9R8`nfzZb$v!GfXAf
z4HTJz!r|lp3}}wc#xvdCjd|e@=}Jx+ThMlA66i>|3l;sj5^s@1y#I?Jr{KM!SWI!>
zlxwA4k&PE?3RsTkd-yar>z1aGhub-VLY*&3^Hw~Bd@rZ#JCVjz500${z9N1^<Mlbg
z1p)yJ3yTJIq0cMsxvBUH3K|5afqPYJvpU)+O&U0gIDe1B?rgHFF{N0cuuw{BG4>>k
zF)>@V|32r1E4h$%{MQx@nW4qJmhwdT;IP{we9Pba_L@M4AB~$Jl<-A9R%n4;EdZ5*
zGaf+ZfS}3}s|qWYlllY=rOmt}54gYLGb!Bm*+%`~97H}<Fv@koIsk-9X0x{Y#)VZl
zSKe&`eozCsgvLkWA|N|FJ3nI!&1J@O(v1$&;$3@9(ZScOrUQ1TiDQiM37+3p1(%`9
zTIxta>(bUX8@M7$<C*>}2~Ka;kn^bOO5^iaT7+Mv12<1z5n1$<H3m*i=Z8Dxy-M3D
zN*AGzL@&Dhaz$SDZt$4$7b1@k`c;Tz=}ItM!x|}8XX01t&K`Pg-v+ecJu?Eo?|z5Y
z*(@W-pW}LD`YrV2=H?EVyzAWqY}IaV1DtG~g&)gpR}D&O7fWf^C1|Y_J+x=apCaBe
z1`S>~+i=;Q;HL9^AfnSsf)0A<7;lx-$d#^zr{|3yM00FVN>DJ0EMgPtxlB?>eX!zk
zY=E)QYdeLUY~`osGa+`N4h21?^_iT__O@UzjJ4mlv~Wq`v9=*Y$$q>h>@1jxz_rjt
zuwVs)eM0(+4!mO;8$aWcI6G90d@5D;`n9!E`pepuAS0z^bNn>*0(J?)$tmH6U^A{c
z@r(Nvb{1M(NO)E-P($(ZzCHe(^&az~GaUh*n^drd0v*}}aCRa<HD0!#^2`FKH5`?F
zUVZ$(xh51`KO%JYRNlU2qFXQG_rrrdXtYdQEoUzU2)@Tgu4qoK)hxCkG%0h?W_+LS
zb@FTyA8AJJN?R9~LanP_$9=rgPcCS_E^g)*OKy|o)oo`fWi*VIkB-Dd!!x|VsADJE
zre*J1<6~ja?|qzwpD*N0!TqbaxHyD+zRu@#jrYzJsJ}tC1_BTEgXsV@6d+X3y7J_N
z_|TiiPyJf21B3QMdmgFtCFf2)WcGdTTc^Q=d`(GF_?=y*s$u(I5uQwWJEELMDPO%L
z==({-u_tEm5~lE&<hQ6@2bFfx^H#8eU<-#^{n=SRv`d|y`4riwlDOKjAVx-0LYm?*
zLRo)N7%T)c=GtQ+Aj$oisX|@9f9<-45(IA7cWcTVPAW9^f03uArUpdPqUwtvaZDHA
zi{}o=+L?S4IAZVYfQ>DU-(NuQ>d29umknEAkTUcOzHqi<GZm&BMti;V_!(YxCxrjq
zKXruMJqumjVXq7ZdcQ&$13LEA+#+bmDGX)1*|YK6Q=m|?(QyOsL9-17ujY8VF2cD!
z)oZU|{Ged^mZmR)-`5|WN8nR|TLBz`2uJ+_Yo#v$^9~FRS%IL5ZF4X;sj&SP^C>nq
zwlYQ%NN#UDhjf*VQ-y~|2%7D=nv?QKLbsNK&YxqeZhl#i|4#j^MB&GYP!^I>q0Ene
z`9BWj^`*jLWciY6dgJtExqyL`0*-~Vk+_mSl}{uo+NugY4b%%gp8y(a#a|1GuwyEb
zKIBqW9fK?Ooi2>SkW|ieaww_hKK3W7tfggk@Ya(&_$2`Ora)n=1f-6sI3$MusRtxk
z0DI+ArQ_zFsCGz)n#Xg65#i*I_^`j)S>)jIP;<@+!U5Py*4}OUf<$R8f}y=tx1xrZ
zET)l4lEgm9EQsyVFf0l+L?1<%W=^IU>zkq(OpR1jz_{~mg@19tp89%wS?;WlVG_ww
zoIa;tND1ieLcU%@YlAYed$L~bZVti2-00{M7YLU+YE7XoQq%<e1^=jWBU?X3;WF$*
zqxMo~HmXdQ#(vdZUTcF=O75`0a6e%sk6>D2UlvCzEq^GtnJ3oTl`#KKsO)u6gcssS
zX>_jtq*3-&++<}sViV1e5ssz@@75^@O@#wxK`7WDki6w1O^q>3qAI&h;0j~Haov}P
zOCO^vQG-7rO}y-g?;DQI54e7OvYn~LX!Z9}AVgFSV7@FR6-aQbnkr^4Hp9p#kj6->
zA&g|TMb*&AEdTmOWG8xh`;3TUcyRsB%!}kmUyT?xMC#VgV^SGbZV+9N_s66*Ebx%S
zsNlm)=pqtKx5WNX4=5-=5<=(pdDbNm%)8_7-?Or@ZH&ivp$vz(xb6*9kO!Jj;tUiQ
z)6+B15cI$bE!0Hx7oPnbCFEWzSE>%0dvzrKa$laL@j)w>1@rV2<2nXYMi(cNh*947
z|5&PI2?fOs3Ci)>zi1*N1@ZdD<clY*p)tJQq*D8gu#w<>AOJSgGmxguz;yY`r_e8t
zq%a<(JnT)Z9xqgAn$jlI#}Psh$`6BI=Df`!d+Fdr&IfVt5qU{)*94npBw*P2av<$0
z)B&#iBh`%z3O4>Id0`WTHNP!>Q*A}-RH=~tve&knz`=4s8=HObzYKr5AaQ%6w?RB}
zVblPEb?1Ow4cs9>KvEbOb7cPi5eF$LsRf7rb22_^L8i#qe1+0ydN!qzM74gyY5WO2
zF+^^Cj&wza#nQ|(T`kO6<tIW*1M>gvj1^ZJNO6@>!)&0>7JBquMRxxbyaGx|9-BuN
zHKN<ja46xn#S0=Bt8uE3=+Rf^D)xn>gtuMtDf-RtD4j{698sQ+hz@^R7_|3krDX{O
z|6pBY+4IOLP&4x!tkLnDh$jDrs<irxK=Ij_3^B&sboK?z&)>$BUgOAw7j-v3qru;v
zJQ3no4i{SL-FTzgm1G><Nta=#-rn|0?A+%`L&2P38|VC<w?`H*`a#y8$wIwBpi=ZH
z^w)uh8it7^7?S9~bgjC2KUc{q{y3?`h-Rj}`*SyszQ)I{<P*O2mR)un+2YDa4m#c{
zv4XtxcBmj_O`9;txCK%Os|;Mw9ZcbLZcIyN(ZSTwd8*tt3+0pqcF54<Me98n*ritb
zSljvmBk0&*-B0+g2A+9qA$+=z?)=|^z>`vv5@DC681~D#v0>--p9)t_+7*U>aFIiy
z`f-Y@E(Kw^BzfU|&U58?_7EL(esgPdZm^p99OIa8I9+5^OfeO7PfFNOpd-T<Nj8Xv
zWGjT5uJ(Ih!Be<2EIhXX_jAZ>WM1(#X6u1a{76{`x-w)s2#|wCEB<iP2aD2<wFBkH
znuo}Z=Xph~<8p_+M1q4>`?SK+Q8a25)sNBchrO%p8yGBvL!BT3bK2feS08X1zkfjS
zkZNJQrzz&LBp)FB;L^Yx)0+}5PcyO}2n3VMjgjACvii^AfkGu-j&;ub_EN<bL^$jJ
zJmgb7X=0zLcR1=F6RJm4qKv^A-U?RYKP*0?^<ciFo5}xS-4T(zkW3jJK`+Xhl0+J_
z6RWQt>l5v<{tQJ@BX$mF$+>j@ik2eR(aUx=ok60^=IFq{VX69$UpZG)Ow3(ZcJPh(
z%N}CtWpA%+ljwDLWD{6K)&I@VZCH+}4N>GED{nbdg0C-1D5by?0RojR57Vc0Ke6JS
z@E*n#mztdOdM^re;!@%1;>h9X+sy5FG~XU)cXBQ77jn9V=Y<<r4r^qa>#}u;v0m(5
zbaS5!)_JtlQobO59KLEl;F^i^0B_~Hv>7~wOx9ttYO&XG(m8P;q(uMj45+&`L8Jn3
zADrI>OAg450Lk|NAe#z-+Kr%Am;fS3YWy}?WVsaYRZ6K5@f;7iOv=>w({%A5V$iuV
z+HEYI=Wn0NiZLU-o#<Bn8J<#k5tsU;$Q!$y3Go|KqI1-97yAqdx4hoFcNfWmXCiMO
zE5CXC3ioM%=)7vMA1o=ejv=}~JBOvN(Gk68xu!FzDnD|6&fE4-C#zS=ydTN_A{n|E
z3fWh9XHyEMVOw`DF^XJ)&RojLguJxjNe_d5Xea(%Y&3^P_1_JXqS*`^xDM_?{^4=|
z(9k-F7ZI&N_Rj7<NA3TI*8e(^2$u^5Zh<L#MMJY%>Y(?(`S)S{@+d%_!BZ^}fE*qK
zO|(61eV~AK?j=cZpC-iZx>=*&8c*}G&2%~a18H4b9ZZh{VRFjUnxdH<7jeO@@;SL(
z1ET{`tz8WI(s?{#D83s%>l?Q&BL_GkU*hJq@aM4z4T&wgtV>i3UpejiqVls8oNvWa
zkv`76FI{l&=g}yMucFZvRUAhhTDR#KMV4gt_5n6;I9(d_6FkUq;UG6O4P?In8zKUb
zkpZ~+*~8*7+Z8kKs0@x8qL|;=EmF(HeT_=SZR7N^M;T@e;wuZJYo7y>TeGDEv1acq
z&46yNk!Yv;>#iraAx}MbmnZQOcJ<ifWW(Vp<A<4)^FJS+%=h2MI2QXnpRgdNiK0Yz
zReN5)5IS{8?Y+zyQhBKi=>QyDNsz$VX}nAytO^f8fwwjwZUtfei4J7nnaw<^SV&1}
z2cNHU=-&6uT`jM7UH$!hBm5~QAL`2ig2lcJ537XZ4yT>J%xdzo8i-T=Naf)dmmsat
z839!d4-oUF(R)TR8vTp>Esb;@nAc*+Z8lzsZzWW0&x`-(bzBE}f)zQ8Yjq@Xd}B3u
zP>n9l1Kha;GSq(pp=9B|rBT5fDdN(5cQ#4Wpc`wDhoB08C;)Y-cY60wXu8Yy^(`T2
z%)mk8GQf~>GG`U%3K*e({r1^G$kv}GYb+~qpB!CwBc8P_3n}jsAhyK}`N<lz_Pax-
z<@`~>!^v5j;)`8cCHm*Se&x2HE=F)+5%T4U+33cXN1+WHi+MqXuphjn<YX%Tr_r}N
zsX9$q=Q&abt?E`knAAbvj9^+TszR-t<rz6uv&P=XExx<xajBnd73WLo8VvYp%Mv{s
zH|{Y*DXta}KmnE`>ww>|8A%mH4L)9wRQT)qnDJ)lYj(C8Ai(&7)fY%+fG0TtKM1%Y
z3i+&1gEhTjpjD#;hDGe}qlNlN9oFO;hXLC1BMAh;9wl!hW7UuPr4PRR*pVNR?{L(A
z8h);{-rCNI;+KWYRbIX)K>hMkSmj1ZM{OZ$XgC}gJ0iUtR#(2Tzq6*;tV=#**JCSj
zK8Z;S-9!D0kPiFW9{d9QO>n+0pvGSwFOLE0fDdSe-#!6^POVUu8az7<{8$;R%0TD>
zD+tp-Fdu;t);6yVPF1_0AR!h6++rYfIk&$^nX+T&otj97C!oT6f_8_wkiJ8Uq2w}S
zSA&HUHNYRUNUIzk){|1f%Y#_38`axk0XrRg^W|iL!MgggqBmQOd2YGFG^%ibXaay6
zt{a`b5d4Sp6T6Pbq8M8y9M|m*U;6!SoCMMdpkBl$Cdz7R;=_sAAa}CY4*fL888ZN}
zvL^%%LS*-DUh0`a0v?^_V{t&4R|BRPpnBZ|P8zs$E|ya4*4vR-60b1hwFd1CGCW2L
z&Nd3V-DQHq%Heqg;E$#8?i-2Jwl6l!$<6$OLeBviT_y7jRj=0ZP1)Xb-qH`X1R##)
zsc|nhY_vSUzC1MGFr|gD*H(xa7%&ZtjOJ=KPD0v=@7v5R7;;v}?Aru+1Lsl@cM#7o
zF;nlmlm;1@)CGh?XFOrymvT7NNQhurz9T<xiZ^~r<X3!kb=9!{_s#$S1HjrBo|?B9
z{PZAtF)s7o!<atU6fDe#LBu!Er`<~i1c-tb*&5_=v|QgBJ!?F*p}x;;Z}@#|upA(_
z$)aO7St@LPWgziDh6Z{y3X#g3J^l|7!3C-U-I$VbEt`L|?m=*!+x3YQi(ZLEgMa9z
z?iN-!8*f|4@4|f)lxrk;eh;x!?3(`V_qPhi;}?S^iY1!J6=r?=v#&7Q&^*LoBm1*y
zPxtH|cGIbv#l`SAIbb391P_e{N^pJ_xvGtd0l>=rU$`g`fq~Z<zAM<Idb&o}GkN{B
zFWZ-<)cFT$clOH<yLk~1lkLILtg^&^TRi?s{`tK`x_C0E{X-)bt2h$lcQ8|jg{Gt?
zPy1Zj(mSVjZp1@1)Mt-mU3AndS5=PNPJ7cZryqlHCnD<MTt}WAq4oWULQ@a+w^tIH
zZN>)k0?qV^SwlPK?&R(y=P<PNj~Vjf-CJ4yBs}jRaT1S0AkPFoo`c8X(QtF03O?Cv
zhy7ouf{*X0p(w^1g00OHpSS{z2l!eEfWFg;E<s3PCI~nA**$g*@QV3s76@PiLU+`1
zt_BKIaD4*^L37h^1GNgw5<q8>A8>QF=<|U4`0ro}@05a8<oDtwnQnf5cuaoJZUJ#D
zy=DLuVu9}!FHr3X$su07A`R;Z_~$E=*EQqxlLDoL3}kZK9V`+qE;dHEzTm;)lS+gb
zH2LDRn&tEZ_L$wDY6f5e{8eqHNFNW-t`u?_fbf<NrcT{Vg=g(?On;1X^PE|?f?FTh
zq636@=7)m{ndC=-MCT4OT*s{2ImT|nlWoER`g{qW0bIlc<)S$B>n$-n)6G7OF$&x_
zK`?PcXQ?W;V(vu@NWqERW*Pv}nx2sh#Dct2c;LkDEpyZxCnpYJV9y7!c%b$rMZ~0V
zxep9hiZft*?eA>ub=#~(fx>=+29}h^*8KW`RWn5Ys>Tup`lj^GO4ius2Lw_2ss%!z
z8bkE5ZdTuw@i9bgvmnKNw!ax3;Ruh5wH{2wz`A{+v%vfstYY?=i6*|Y#n^ObA?$zi
zwM>V9tfNS7K=q(yQwM|(j2wC%ODUhp1>L~eQRxd7sM94^&25n_O>a1qK&qwr$Q8)R
zE}m*zizs}gZ0dj1H8IirdR>gve~84u!cYMvqU_LPSX*O3Lj3Tq51%~r<cgbf%g<IU
zfyG*Dpno9W!OaDwFPTPpBKAQilvD3X=_e+kE%++Z3qaOZgK~_lWueFJ<jnoAS<@kS
z>=GC<y-|CE+F7F{mmR$oTx5AI{@t=WG!;iUnFLZWrJ<oVl*E#JUFi<1s#83*I4;|l
z4~XXGEcJD7?LTCWHncp%oqE9heW)&6X)lglm{3yA6D<O=K{fHgBRo^|zkf%8DzJO&
zGkFn}N^TINjCK5<!XQpihYy_e3J5vR{sL?MD;n=o{L8l_;`%Et;Y-`96Ewq)^Qe)3
zY@Sre&xs%UqlObeBsfk8K<4BO=(U+|0FUg4py=q>)Yy%U4K74Y3ZR#M7;&`*>IFHS
z=^9NEoq10{hX>I}R>yw>*-YA6uGQK*{Bj|#gRf$t@#J>`v`b~fH~kYYhguvASslu?
za(%^Apt7G){&1Y2zkQcLMn(Lv<ls9M*knGx$8Id)Kw?-Lu!sK!<Jn6Q0(eTOb3r5_
zHs8n5k&ui2SKqA&#cJL!RG}x556MNn@}x`2`GQ3fZX{v(ujc&)PaQ+4KB2p~W@0Mh
zeztjX>Kf7<4ZSp<j>Xla0i4^SGWUkQPzEf8L0m7NSupoa?CisH)Y=Kphgi1tPDZql
zqEa16kK|J5EnE`sq?P<ndb$*28WDJ$8e?Ax#qA-S>v&T0y|-=sZhPY~FZf@D87CX^
zOpl~)Xj}rScs1szYVHd7gie8j58g6^XsQ7abq-JCBNcEU0V;yqr3Jw8ben+3Ux77A
zZv#d`X<a2&T9*E_o|Q`zQKA-RB7U`Pgn{@4!u7){hhCL&1+A52v}>z04wv&t#eXWC
z5mUJlSfrgJvo$jgo3d)~SgO}$$87O)#lYul(&S~mSC|uyfsJ?i{@ozvQw#wu$QqDF
zk(Q=&tJVU$RwD_O4y((0@$F}2RDLc!k}kojUtWrbjFAuGYkh+t3bnl_SEzH|C?I!c
ztICnZ#{#jf;CQ_8+k4kydMy0Z0wkT9NA<DUeXwtobaeo?pl{iQ$06&Gz#zhx!XUtw
zYtbf>35k5cr(o;W&_6t|USi-*Dsa#nGrB2M->=}58@HI}PA9qO1bhIOq(G1O1H3RT
z*K0BGR4e#d^4|Imn438Kv~@Pin~y99iKm3pT}3Z#l{WV6j3Ml!Tw=$?vXS`1y`k)!
zjSv*vN3HI_ZZP9>5zDylf5rT6*ju?+UnF8^Ux!sA0HH<Dnc)y5Rs)6dh4%yYw{{Ni
zIEsP!X;y=FuU`xTmIkkB*=fCK@a>+5+I~=UmF3`k6EHVhwMEz6x2rEPJO-o)l=q`I
zzKz;t%R<AdSkc6^`|pF4BBGN(x}Wo@nL6#OP<Y^!mBJUUyZwsM8yOSVjsXj9G7VRv
z9&L%p@m4_x7p^);RX8-TItF{H+5+==Bo-ff=PKsDbN#p2n+ta&#H<A%HKU*?b60k<
z2+5R|XpGoqeC`Z*z6Na|1n6z{kMG|@fHDjo?s$K+;tt>Z1!Fq3KX`#<!pABq^5=#4
zG+xm);j#@{a=)I?R`GrfALF29qDROBv0l#AMRz2FC?I`4G_eQNtPy|mw3YuD-J!wa
zF4ox-3E3%K3WWYN@^XJd#>w2JNl|2j>j?jm@n2s*TuI}cU1BV}`w(Xx81k)*ri$_P
zds^`WSE?%T98rH7(s6lGxngZE2Z3>ZLp>7&FCQ(%sU`MN7Kp|+vYQpwYJbWkDUOB%
z$m8VC4|?K{D-sq@=i8RDPe9F{OQPbBaQg}ud@@mFVnVhvSXD@aR)*r4t9f0km{Fhg
zo%99t*tF5xLRNyUBrN*B()=ha%qf%c_}kBZ5}$BPcSX@?jtGBp;MdjezP<#Ip;a>m
zvgLL`q$G$xP6U@21xnwITKfn%!AI+Baxz$N()oa1gpT#~tSy^bc&e-^ZcNAVInemV
zuc2aOrky|x#X614@7vVpO>$=K1sC93j==$`>wskQDkHJFBeCC+?#Y_P+W0aHf;~T3
zG&;L5-{BPeMfLH$rL~_fvOryaL*I_7I^}bn8<{HhfaT@1K*S*g(RtH1gH}jHV}6}U
zCE~M^__*hlYw7UXFaXGqUWr$7(#_u@s;lewN5xtp=pHDr?e|RtHrvksDH3yGnPm;h
zDU9pe^l;nG^3JZVkk!PG6F-Brmzs2S-nhpco*Vt^4@JJ4pqm=ZVR@xIhfchHOTjA8
z?NF~8goyry0xRaG(nvU*?%f0=<_7A~7o94eea7H_dAJRT0FRF7TS)8dXGT-Pch4$P
zLXpwoxoJJdln@knGAD>128n1qfL8`441HQ}#XJWc;YQ4<6A%Edsjl9?@Z?+39i&yD
zy8UV4nDP9b?(k;(DOIrlz3`{MV$n$-W{I6QLn@>9k~5OVg@Z&t`aj;_E9*Tt0R4vS
zoJsk?FL8%gUdVr?Z$%%;0<(RPb7mPu@5Om|cu6Ikh0%G`9wq#@Uoy$XU#%84GaWgo
z{jT147A9;iyE1$l`+jEDV=rx#H`C8ARg5#$9XnOM8;U^({T}j8Utd3Y#KLV){g{gP
zb%xEro1(t4fXt)v@^TI@o4tkh?x)WSDIH7a9Xx3#mnn-EXMOsg;&pux?yK{@z1?El
z{1W`ARdAQ+AOI|F++s>fK6~vrKTs5mRuQA*0Ane5B^_(b((`68QSL{XvaS(UG^*(N
zPH^MpB-YJIt9R2g+hb-?O%7v8KFaOT*Up>gaS|%O>{!Jodjfy-vf^8AjFvpc8F9Xj
zY)XfDRZ+1&IXCvr^Ov{^nFL%t?zgy(J>RLaO_8SG`|$3u(AjOtb9QjWeZb~CQsO@J
zBen>LUTvw@>aDM{E7xN)8)ewe9vG8QHFKVj3VB5p@LP^JbL`=2safh!P9Z73Nc8$-
zUG!mc|By%P*O1!u<xj65lfZqH(YCb;l^ii9!uE-o=Oy{p8|$2HYq3}ys!_=vGYJhA
zu1_*gtF=>VcS}uF``o<$<_+&boX<wne!0~~f4p5>Fg)APuoenp7e0fO_KyIVlMb(h
zpgj&~<$eQdxEGm{k`mks<a2$>R17QMtzODVV0;lJZ_w~=_x3d*kqp{}97GD37QV{c
zdTg2|1qA+ESFztG_uc#T=Fp_@8_^f9Q%XlH9L6|SY4vY8GFOXi+CvC3OeD|FdIf8)
zEmko{#eE2@K3)C%)&G59+dbuU>I}0p-iK)w(L9Z@zV(5>>l5~BY0c<-tU-z*J{T80
zy51cITz1eCjXv<(5$@clU;gQ1h7FEQwWAv@Re!HhPQ)Frd24pzlj$U;G?S)OUv?6r
zThbS8t*l@7j=Mtq%7dwDQiHtqS5R%>%0j-kStf@dhqrw5`FyrBX6VvxH-1>-lz7Lo
z{#z|o>-j2s*kD|Rg#4!=2CP7(ItU0i1Tm8}=6``E<9LZ<sUqlh^)-RcX3Sd&wagR|
ziNNPyzkS1hX7XP02~jqG;&aL8+#-~ZG=J|-w6cReE$z(|XeN)QX<6o>-#U=d%?*iA
z<>ZP5vKFi6Q8L^AA5&iemF2c|O^dWN(hU+KAkrW$jYxNQccXL*NJuH&-7PKB-7O#`
z-SzM1+<VXWJBG(IL|&fQd+oL6oNLX~hY)1_i$#x8*lkj=p^XuKna%m4nxGrsm)+S&
zm7((dP3O!Mdq%(r0O(Gu(oq*;CCS284$am&gZB8<@TtD+e{gTrMZzQ-Y<LxNGR~n;
zS1DgpV$N)7X{lae{%Qk5083nHo<Q32Y1ZCn);D94PjH+i$4S%zDad9#Y)<GSh4k&D
zoAGiM^E8=>SXk9qUQwjKNUOIXj_FCho3KNk_}$PN@_Eg<rrN%y!rg|{q09JEP=FWh
z)!5e3SJdnF{1r0*Z<084KTG9b!G5PDJ7HYjdfEG)Q#bj}V;*HWQ{SJ5!_0m)*<seY
z?t=hY5SKVIo}%JBo<ab+m*MoQX;I`3dU9FA)z52a&w2SP+XK$2E6b~4EEw5mu}{b9
z)*Bh;3CPhTvnM}%QC@UoL!YuLEY}n*U%GhL8(gFLPF6;-(OIxu*N-lS{{&f0$7M=l
zutKcLR-R`Q*EdZtpm4%0{_9u7nwKKxyGSc?x8Y+?NM%)3O{M+Ki>j8X0tb><Xt6P>
zx5=98oj7c-4-ho{MB@)(^L$^U$1L=8WMA5m{^@P7uN^JS@<^#^Es{1e!m0L6?;`Jw
zvAV~w-1w`aquf;>aIt=OI<j5aN49X~U~Q&}@(iPOmxa>|$&`68u5WmDRU|OA6C^X;
zps<LT*|VvC1b`YeHdHp9_jT<{5{!*w_bU*axxw&==6z*NVH!R>fRsXTLd*3qP20nk
zmcP7S@KQ4#hwmVzMUN!?e0U57tJ)q0FTqnaritz{WLEBDWa)^Lc`bqQ9<Q3v&pB7-
z3m1Dl5$>l8b718N<sS%<)XQ~+?;S9cbV`4CLq4DVS*f)tw@ynJW+)T6zU>~5KHWVF
zmpqOoJkNsvVb+K_`IaeO*N+jeVCiDBe{g-(LGrt$reWnb?X>a{Y`9X5s(Ih{rJT3o
zd<L2JXJPs5=6{YpOqV8F)r?XJ&X2GACN#+tCo!2vJ(}-WU8jBPXZib7SoabeX}?nM
zw((sV9LvP&0R5q1w{5cnAWX{r-qXfKtqK8uWZ!Q|j{^3X!t~GV>KBOIx|Q7Hg3z?g
ziDRblR8&;HeECx1hDI9D7enI4{e+yG*G9D%-7~k^wWjd?qp4_3%Ln3X@g5S7-?0UC
zTyM8+ZkmttQXLw#Ar}>5fp$J@&qd)FqQaULFc|<?Fw>tm9k$($XSe}Wjec5a&z(i1
z%D6a2kJnemm6x?)6;9Xd;5F;xfXm>`nw4X971!0G{50l#D5jLvrnwtyPNDH~3eua>
zscg|irp&#AdDW@cN5>^WB!XGwMo39?<zp|nxe`;CuhK%F#yntryOVPD#t^*Hhx+Zv
zTDLJSgwE_eFa9q4bsvD!l_?8lrc}hErG?>Cc}q!2_d#4gOsu(1VE{L`75U@ET*Wv`
z4lhbfU1H4iDQ~l0EvZxALESOAM~{HL2m6GoaDAcl3!Le*`fu5;J%-EQ1a*3K-_>yg
z7p*k_vuy<v+phl1jxl-+!1z09s?+i3Q}?#8%mf22%Gx{pIqQ%jI^`LS(nKVKTxMM9
zCbK1*d6)SlTW!)(Qp*tTxae)Su^E6gb~VQ@8?ASTY2_p@U(k?+Wu`n=<wyEF4Hp;P
z{%~HdZQp^ox8Lmd_(04V419G@A*0#_H7%`F-a6Lb_1}#1fvvo*`x+vo<JYrmO4ugz
zYnUQ;H5zQQG2)xgSddSvc}6;#;!=dVHin&Fshd=6to<{;ngBbh=eoVpi+<uz^FS=b
z#5N7)E5Fw(yP@O}rt%gM3yU3zbf#Eq252m|ve09ipROBXOzSahopJbF9hrt{s<`|>
zR;zfZc@bQeN+8WVO;G5#u651ma#rPE$wtziz9x3n+G=NYDx13}!aY?%xEExjJKl0O
zcxoyG_(vPv^bOZrsdIMi_q??UQgsM3+D_=8`(&%P_;D~q&rd;~-KXdm?-$7@fiN<#
zDxqHtA&b<^%#X4Phho&?;-9^xW~fAXU5s5YWbGodO1&sZdxGZk*gcyzXar|I3i|_3
zo3FjS5^3`Eph*Z4I$M=DXMoHtfn%84Xldr2R9{TAATKCa66WXdur0lCQ&vGiXqFr!
z-Pd5y3Fb5+a7lym0iOW=sE0uBb9(v^n29;#QHDzqmmb&Vb9(}65c|K4+m5TSx5s|l
zbx&*lGKh@#_~zh{ldivep9QZeE+OM*b6LB@H8lKMKvPU=d=q7W3OD*_eg@=pjxhHq
zPFPK`*kmkO*+%*vsNsnZ{UcSoNM*j8%ER3E&Kl?1RVrW*&-(d{t`V@{;6Gl~(FWPd
z_w(#gDzR}5QEWTx$B7R?iRTL7FpND9i|%f;S)lJ5rAsKA>)8BdJ<&#cZ@Vt2IbxA{
z`T1FT*^H`p;QdgG+hOfK2&%+ivffk80Rz(wz^Iv)w_dE5tLgS~l*`K!$0T6L(1^9s
ziiuP(l-^22&!-oD^N|MNJx)|SeoUgmTfXcrx<L0FDP@KR<>?Zx0|cxvF$e+Fs5V7U
zr2TnhT=DquL{VE?mh-tu|9a2ePRWJ?Z#v|2(%xLOy(5K;g(DMVTWbZHrbj0y#l*!C
z^DH3G0T?6<5-HH=CQ0Ie0JPQHz`cGG@He2tBN)_$QD99vwjR?%`IP1`&o+tg)!LJ?
z)*V$>Vy?jZ%jN2GeaVlNtn=M22%jj+TK9xV__iqI$^7h3?1|UL5)gArr@AcdHq9OS
zEqTl=dNh~6JrGB{D4NZ;a}(3W@2naJL0}q-_8LB3KKY7TY1q$`J=f>vXz_I95Ld4)
zjx-g@H~sGS^q{U2v=twPUUE0b-DDG&y5O4cjM7OWV#pC84<1adH)ossk5+noM)1FE
zVGc^^ce+DN-a0wqV6M0@8AS_(-D8k``?)$rd2cH@&8#D3P(F;01vA0v{`k<I*`3|;
z#sV87#Hb4i>^v%9lDYxTw~dC4=#9$9yNF`DhQg&|XGWI=LO%cQZQzpqfwDr;zHte1
ztJU+p4)XfjMl7zh(5MrZXcO1WTwGnO^4wwUna<4h!caXsXpLiSS#6Q;*k&=(YB7HX
z3Tshh@ZJ01XOOVn{E!zkl~0OD()0KlK2?1EaC-=L+@e3x;_+CQAg&ggfwchaNsQlJ
z0OZ+R+q#_*<}wLd!U%z<bxIy&BYq6f<F8=vfTNfD@$U31n?a}NZK6g64d3fZ^+<q(
zS9#C9Z@V{Uhrgkd>$5=&HKE;g%Bl9Pc}CvJdA*k8!GE^6M;P26qCf}VGEL7PcQ`|Q
zXz&McY)>m2hJU3X`KmX>`Sy4$UiWq3_}J+$hK#SF3fLy69bYvM>MZ<>{N`&oTVbH3
zZ%P|?P93<K<}|#v^e*20_tfRA&k8(m?apq8wHCRviqhzZpxztavi2)&*@@Mtn08C2
z^x^INiCIz(-M41P1}Gg0E51Fy-(U+hJ-YAr$j_B)YFBEq>ubQh7)Y8Z9f5IH&M_2~
zmC;YeKfJ$n-ST}P`{sMY2wIL;{J+La)uG|g$^J8%&`&|IuRlM1jCF#fCT~qeYyI_?
zi#}e{ZeI7Z2ase!?HP_vj@amYy%Mg2By-1aiibi3bzZHWs1!Heg%^*ar<b?iRi*z)
z=5eAkF<}B40?=^q%JOoF?|zGRzOK#hEH<R^;IRG(_#i;0Ol3}OzL+(}9l!YhJjYGN
zG3Z8qxMCChW*4Ac;ff0y6ZX$IIXUe|-##&T?$GwIO4>v~P{wg?D+AjRy$(MhhTH)H
z??}Ph`yJ(Rn~gw8NmMD~W6CpbJHJOJQBPd<qMFb4G`;lgteZy$KK-t|aWk{-GfWdz
z4ZBk#$^2%F%K5&)g4C#P|F<;F9wmN+!*3<YS7yW7WL|sJH<)B8TtD!pUrKxsUrQod
ziBHn|@!cR@C&T~Tv$5W#)iQOiNZcESFt5M<n_uVmSg$y}MN(ydTTS&(tcX8fuE?59
zX8Qf8(Y#De)ZdMWIhq=XIRPo31E{{r&786O6UC7`#0hk|LF?o&s$EN$fl(jq9zF$2
z-vXJ{GfJ@3b1O45R5mwBT>oSO(7xoHBWc>C@$^t7X=-$#<#D&Td`CkQV!#T^3fF+e
zxIqft?LoT`{1bG`89lXW1xkd&wo_0BJ5%~S-mU;ugjZ8??g{}5TzBJT4?_yPL2uao
z$)f5ripxbOOlT6e)An%Bn!U4h7i!LVK{B@kl^LK-cyANo#HwT}95<ygcz$D5@e_GJ
zEEAtGyfA+$Jg+Xyo4fcra#+L&K1k9kwX7$EDB^fMNyuT6EP%1!H6Lz>rP^oIgKwso
z>u>>tt3$bg^^_UGjnZ!fuN>CJ<c03fScEFE`;k`9J$bAL38z1lZLZDGmn#R><YrS?
zFo}(4)*dtM6kSHc<=9LYCr&o!eOEq+>8>n8{24BO`bWT-CNIJLJ@FeBLBDH<Ji$jj
zXxyJI@U%T&E*GnMJ?fGkFV7nWS*maAdPRt0k~hDF%h`12+e0p`ee0XS6MvGxRLLA~
z6wMR->F&;j&c*`d0P3+<Xu#DYq9-B=9139g@g1z(L|k7}+f1Fz{3TuMKo5b=Pv8vH
zhx)RmVxobp9{DqV$C!hcj3XHM_Bl0G#>9knMCj2w3GO#IiGLSlM@t_J3=QenjY$Li
zuNe)renK8q#vY5_cfF`*tUGNE(=l~lOQvc0zpGf+>}!Q=ZhRf_{arJb{nN$Lq9;UM
zVblYaWgSdPSr6`?D);HlnTzlMbh}Bd6L`p#m9do@y_I>6ESRlV_@b^0J^^A<s5)V>
zlgC^OHW9>ixy3(D@%JPbew+sOWVaITFbK<1zE6zZJoU@n{$WtyN}p$Pe0=(71Qsc~
zK_>!$Coj<36vB+Hu%aZcHyHET4))4DPI}a?yJEw7)`O8hCvMoFetJ<D0;~Ur7pyT1
zFr(6V@@K40eyM`lfjN$puCj6$pbwuSi6T?ZI+eE)rZ^MHr)qkU4$OqvwG1ctwShp#
z6GEWtPD!ilid2^iW06@b68QN_%l+~Gl4mC;o~uYfBUG_!fX#fA0`i|XZ0e`%OYdDo
zjL^b#MUz^=Iv%59cn`b9a=Xx^?c&;DxzMMza^Ly%7LEF4SLNIFY$Jn?x?>6!o4XEV
zGr?=J_-*D*&~o^BU9?J6QBm>7jGj-Azwdp+?jX+9&O-S({tN3{OPQ1G1Wy<187^v-
zh#y#_x(7EhPEpfVHdjuKi74X&HyFl4C*sM$!^D?M-IE05o8Y`jf<AE7vC-XboF<xg
zm*L@XpTqqimtefkN(&8FQ|L`1)&a_=@X2iqYgax$-aTg3Qr)3NkJE9asB){7`W2r(
z;0@df<Ul;$``p9)d(02c7jtN2ylBO8AH^uen$>QOQOUfIU?05aa<$#pg80&}W|bNt
z>k(#VWAL6ff(Ufg^SQ0x0+9`C&-b?hAebQucqX!6#F(8v^eHdg7S%nY+QTM)?Sf9?
zy@sysv4WEx81m<Rq<X113QL5B%&#52G=)nN1;_RtFAf67qx6xJwQ`yFc*DwuIT5R;
zb+-e%Dcm<}^~ue3v4zS)D~yimGOlDOC@5E3sTPr>UfgeVyz%YYk0yEj3YxI#g3FwG
zzS27`1^HRhON`^e?oZ}VY0TE7HDA^9XnS_5FZ(`(MYYurmRJv}N79$I`|All`UCPg
z0g%uZ_w>><3&=?WJ)p!GFiFzs9h%YWO809g(wUj@(v^Hhg`n-cc1^<LOY%_|Muujd
z#B1MyS+6Y(96r3LQJf2FQh{dQyrS<ui3|%I@&{v(_kt0O1Lre3Nvh5@J<_Kr!Cl&}
zJ3WhDGYE9D$v;4oZnJU(X8X!FPnX4u+xu?AN*nfQFogUF$j45>*0uk|m~Y>Mr*`xw
zJErWCAKJVmfI8h?uxsD^V-&p>IZ(FQ+e}8Yd=W6eo;W4)d_a<)tgi~;L7z>oMDq3u
z)8P4_wz>oxu6(08k!M;Ep2|L7ftrXnO)0@gdt5mc<X|I<YF&-I1kYM=b$s$+tzL36
zPtw@ft}`MI?z^L|`m4ovG^r7N8wMx0hfV-XJpQ><e;m`UEz5v4TOjB>LGwHc8w2s<
z#XHycA2)3Rd*cw>#}+3WmVK#Xk&BAfE<N5z4c6rD*U$0aUox3%>-2*DWmc;LDOV|w
zM+5gs2uI$^-OkuL!->glDtckF;Oye0DM-*E{JA01h;AuHOYA4P0#5?)Lii-ic04Dh
z#K^>C<RUI^N&JHx8M2ynoSxfe1M?LSu%dR<6N5&!4`_IK!=s|Vu;>jxGwM4U`@-1r
zaI?4QdwakqHz+Adg7E}ALCB5)(2}FYYA*r3s=UBb4%B2X53a!kdXDg{lG9q_{y229
z5lA%l_6cb>FwpIXx_7}2{t4BW=Na@y;9W3_Ad~rmc}W-b?XL`f3hUm?q(_pBx9hBW
zMEo&l#G2(=rUs}=l?4Nf-ViCuvpVEBOuxGX0>S$X+eQt3hfN}V4cQFA5YdoJ>Jbyk
zWV%G#9PM(rH3qWgQXQC^rWYAc)*Wnp9{H9tT0@l;c!IX|+}GR^!WF9a*g?k`Ys--c
z{~XWa$q(v%pVds_mZO+H!&y%B)TQO;X=Sb$AM{!ci7p@Rkx1m}W7<wIMkR7`!XA+k
z;bxbJ!alUJkRP~o`*#~E(FvUE33{C~f;H#2>~l#93@jQE&E8SX@j{}b33<LKMTS8E
z%!gE=3|CLfv1Kr{sLoVsKx=?=%q2Y%&8_)|Gh%4pM$6rJgtqUTNuUU2H2*FGuK3#R
zVH-U5F~f+!BR_$jBcp3G>D%Jjr$HiNtDER7Y33UIkNX^p9=A4tUyXPdPge;_7Mtmo
zJF-xT?Cy=@$vUZNYm1199a$~3ing|l-d-1>&pRvae$AfZd*QG<KLJ`i2)36b=W`vi
zS0Z4r>3$VxvIdFy00{lB6z2}Rof<dV6`nnn^dBZFpEvkw%)P&dM-D@Mn_x&tC%K=1
zoQET_iYfkcK*~7ukGi_OXio^%C&tr6r`dM;lezKNEob90E%(EG@4cmb-=sPIV!Q*7
z2#tvIv(@l5HRj#DXA7}@A&fnDdO@8S%Tk#k4-86pbNtuzp+BN;2C4pB7}woW>Z$Sn
zT-P(T-{$E%?jat57?R`r%awP>l-Eo4U?K-QuwRW9xF9TR+J9^~+UL+{Eg~`3)1ptO
z6`SH*v~_EK&@7<<;w$PH{y0W*-_V5v)9#}+piJVOD__k`(%Z_4V3iJw`LH4ax_~M>
z){Vxpg3{dgUoAR!={5ezih!z2x2MOjPu-gK_xC56=;`y9T*0rTh{vofs$dM#rs0__
zTp1wLWcBdy*eeZWWud@+8m5Wpw&L>!SO`%pp`JD#-pKHrhl(ok_4+%Pm}BhWlCwCF
z+mtdoC6@P=F-9`5$bS%42uJ6z&4C+PK+35fRV^6Q(;5Ljro%A<Gxm25eaBZg3ShI9
z+pw#FytB88Im7$p-GlF5sefnC%;L{uvy70g9a#;^@yuNI3kLJ>IL&(V@NttOUG;jz
zoT>S-rgY2H8qW`ECF?_dWX3mU<WRv3rSO$t-`a&0ewM03J#4)sgAkGP^YgpwmorD(
z#buOy^!dtfN6_DmEI9s>B$tP%Kr~YJoO9m8_7PyUEc0&Uz5kbUYP`t|>-w?;3sF&l
z$A=ks{>MQMVEg4ypW*%q%=NUHzLyzSR#JMatc(Ntu-5b*ZwOZW9tB|FpI|`7^FUhl
zd466KgL@SQ4CmMLK1O`AXb%tlegx{EnYnsg3hZ~pzkdB{0D<W0s4Ir>RRQ^9!@jjV
zx3wRqK`jpXsD^pY#oOlZr-=vnuqVAW->xSpy=Y!!(QgRJE}17?7iGg(JR?Ufetva1
zQ+?&!fr5nj{O2Q?Zy;b!JX42aK&Dw(T)Y9C>DR!ik)!oaVfg0Mg~a28h<o~&Mow81
z5xJ(xpi}|8KHoN0*zxhYJV*3H{#)b~?<4%6pdfzx$NMy|zl{aNSKX>qbFpBPLdGt4
zw=0jm2g9o)evQGXFWbKCr(LL?yQoOp>HWZh)XYW2#gz*O$$9TAEEq$`Jk5V;!j-}q
z`>bbIR(_->^ZH`;%@bQirSYI{q2XfQ>dl@-tML*9%|Yg^=@$yATwr8W?-A%+br@i&
zS5#FE#)8ZgPoSDuhPBbSbtM8o7c>^hf<C-%cN^s1*Hda|FAqBK@=3cIC1WUOHY~r*
zp^Qhw{C<d@21lLjohz3guY1fF@!V{f%DBYOVruxFi>m{)#qPGf-oDIQqV0k{SAFSj
zjsOhNmudPgMZ<>!4Dz;y{T|}$S3D!`I;o=hPQiZM;74h8QK(glFaC}X8|Pkbod`2F
zbYbBm2b*Vcyih{qeRp#@cz45ba&p>uotFv`RoH*2u>0kE!9b8kfaF5MO6;4o(;TLG
zwB3($3sHXW;ZT%<3|>MFE~j-*&Cuw<uKl>PTH*BXf?a0O3rPJ2Ef_>ZM6IJT+J)!f
zsE>1DbJ~&xEc7#I{xzq{X7ZSq<JJ{CQTw43zx*w4&l6|)O+Gtu#PABjx#nA5#83mm
zyQZR)ey1c3k7dVQcuEQK3L!N;Czkv)M-<m)A1~Puu_`$LEI$Q}_Y5!F@7QCd0tF<=
zJFjr$H~qU}DBcK>OC1K+f(0^tk1~#mMTx+a#JaUGl6N!|5?@eQqW^O=Q`_l$D$Q-#
z!<|2))bA9#-_;Zd+99M0vKI!Wa>Zra?Q!3P{C2~J!gtAc{ho+YsH8zs3(u)-CJyTG
zC^k1Yy{|fqmwj&K@LAP`M=}JUY_jopoD2hiPAo5(=Uf5h9%~IVH8lkko5U>_yG(=W
zm&6#&>7ti}zZzPDs~?X(?(<Z<VGZ#~pT=a4S8L1Y;R!kTDs{Rb;s57Vdal*p*V?Q&
z^2D;Oy<9v_BoSw(7waVe*Z?`d0l@9%+u|u=t?65IUmmucVwAVtJO`VZw5W*PaKvZ!
zcC~BH=kT7e?pD{>)WoI=<`r{9t(7Xr<ILRPtp{&)+il8xk#tp6HP6AMG7l(RdG;&1
zT<2>tu=|@r#i(SzvIjw|CYbt**2Ok!Gs(~!eGC7Dge}GAav>?Jvy&B3O05QuVroid
zFzuQ{XefDD4NN|*GLZpzUz&aA(=?xpITEMAS0^0{^1&c(^h;D(&#?<$|Hct~_(ScR
z_COsgh1)#T`(xY|jq#xON1UPO?`_4jRPo?}s8Q?h7Up9V90aUJF%JTTRv3zV=gPVh
zKdVyc5>;NWVoCxqWJ&UG?^qvM->W{7F4!j|6iX#Eaa<)j&4~(v*MTvD56Qrs3aNc0
zq^Rg@e<?{29%-Wa5vJ+<&s$%ES3Glb=F(JB(_79)PeTK{IA2dI>uHIe&r7S8s}Jv1
znH2I;1|Xqtfn0Sx86>9_T^KSs2nkX&Fq~Xm>@K?>pu1?hJCU)pvV#3HRZI{Nf@W~^
zy#u&sy^Hy~#K^$#W78EUrcV(UFLg+Q6FU<e`XH>nm{F~A-eFH<(GhWRc@2}Bn+p+r
zAoH$_Bp1>(by*Aps!6IjG|&SNMoeq~uQ5Z=4EsS<6<Z2lWngg7nx0IxOuHYH;3)n@
zMYse66U}aRKvvQVfC~_Md}aZh{+pmotm>nBVh@-qb_LQ>jV5PCpi}GFJI@>Us4M-X
zt*18vK0I}v6#(irHD4e|$@nMM#j=+j6!mwODPyfEM38?C415LU&*}DvS$`ZYWGz}$
zRP@2+Z%Ye5&_IAhWfQW7Nlyh8I#~BaKu8Ly-vF;`cJ^oNOJbsJ`9iF<5dfW}xUh9*
zj<3DlTbCyX4lj)~4)$DVigL9I4TZt||K8eKKXwP(#k!t5PKsu)uZkH=($Os^_%@Q{
zDV{whZ-Y+#OlH%WS2-a7jMQ*wUIL@h-nn6f88ZQ()WX`@`0rxl<n;9W4<Eo_FKYWn
zZP02UJ&=X4vp^YJ5}?kUh)py!Gz8E#kxZ-|=jJ6_dNBVD+yoG*_74rwGBL^AM9I()
zhhcp(=S;ySWcfr*h~|oY!vdPn!N9op<@l8^h5WGl>*zu6??4sE4Z#(&n+_6!FV<ZG
zY!eF#>ooZMu~Ia&?3%jZ4;!!gg>-Bpmh#9*w8mNJ{=3+Kj{1Q4Ik+vInTfjkg@c1Y
z2^mCvi?PpAuFQ$7I^kHK0J9@=Ot}*X7zP~-N`wymiuhUZ(<~OuOik->o`Zyjdq#;+
zjw;q!0{JZit|dLEx1e4UzPPv&=*HWn;aaq<$GySs$B^fIo|}~g=btGWV!I7Y+r%K;
zZ!$R#aNKs#_mBr0I9nDMz0lCmI9MzIckw%3CCr#QtZySdFnHxq;kFSTG}kfK7vg7v
ziLkUAIW%!Ai~wZm<CFt+s&R+#J5A^lIcv}{>?&;$;6By}ZlvVJ#>Y>v>VlREEmn7$
zxTqgh%%3{+^S>XJX%oDblhJrRAC7LJ^hL^*%vr|_G+Dv`gE%owW?Bod+)tXtkV0f=
z7Qjtcs+Z_QLKl&GUm65jQRV+CfBpKkpr|QI@@1@49pv;RHsexNUA;4w-FHD2ZTtk9
z>VYw|g%q;Ax%uv!1Go`$2d(`-B6tx!<8}3O*5IC;b->S+12j5l{eS_TmFf={(oMiR
zxgR3{iz;Em&nTcvtAuzwL6mBaEf6cPYfWARS^`A48DGE7y)*y0Z-*V06BHhfk~PL)
zTb~MqRd$DKQm*>oDOeL2+c$_+9his3>=NQGs}yO4bd43}NvNvgbEV$(f0m-zc_vcf
zyz}04IISPFqWrkK250P6s&XGtvkmsse@nZ7?W?1~Lbks>s6Pb=h_aemA5@<Kh5H~#
z=~68x>h1KvY>lOzMW(WbPmrcW3&Sm6{2@iEj+YpRWO;pfY&uFBdVa(bGT}SXh<BZ9
z_VX7k>uuSy;5CjHQG)ds4tDMr#M-8&lqY2F{sXMdku5DP2Ld&&+TO=K%<2{YKn6f@
z0r9fEG2|nl<@?WEH9ZXIL+Rukn&d&nXI{nhyMoV8cb&g@ejy)1RacLju>S#+`0~fk
zJM`IX{<-huZ)g}vQe2UBZ`W)}pWFCxF08vY^EE1%n3(i`w+|DmnnR|92H?rb$;pCr
z2|Q7dMshz~Z9u}%kEC62*kNK|Ew4lEF`&&w?qCI^Z9IU$Zv=VqM1~t^9ytLtL#6k%
zW23~Jh!kq5as20wHLy23IOX6z3e#6Ui;@7lYt9<<L%3lR10IDqMw=>j{{=Y80o4?k
zXA#(C0BUv6OR)*mFzW#H&8w+#F4nn){s#QkF-ryA?qeXPqILb?l+$KaYu*5_oZR<{
z@}Tk9Jq<by0l=(Vrcp-$w*9nB-|7+m*jU1&yA1H6tf^<`)~3>UBZ8bYW}cq{9!$l+
zhkCM@d}TTGm_BMh8d~grE)x(;g{fS#dO96W`su6t$h_<U&UpmH4tBLxfWz5L105NA
z*2?eS!wG|B1Z1XLko*(y8qRyuQNUo9-KZB0FlEUXi~aHR8vs0C{e)U~HtJ>p)?-b!
zjlFxs=%1ob4iS&;TA7pqU4RNPB9z#5npU-TrrkYo^~&dt0?K|OTvo85_<*hroJzRj
z24JYyLA1cp4|w1#kVtIXU{I_hBqa3h?(PoV76Qi|$HWQ7s?8KQ<%}S<P{Hp8ryZPr
z^A`Y`<p+XmXX$Rhdz{Qz5lBFbQHy{QAybjTM$uiZ&~^ebs9BrUVhU^rJ{r)Hg803r
z1~;Z};_qx`2-z<nzv*YGUmWlMWWVUpr=+7J$Bh3^^1oj_vXz%=YY565ZRas@80bGF
zes{-d-Y5MnH@n6BCqJpXHyj{Ap5MbMx&DTB1q>1z;SX@O$uQt{9$rplOJWXlZ=l^=
z9<J=P05j%)ETh3|wi#cPYLY<ttP?o&6k}vyfEu7Cto|TJ#R6A_6qH|01_$N?)x2GM
zKPdyEA8Mvz=&xVWFu`a<adktW;2k0J+8^7wf>?52UqSFy;QE{dQOgj%0N||j2-YU#
zF19Q1+}weaje3jwD{=rkf=;3zrqvG19^1#@Sat$DtnC+6RV^^i4U7`m+A__PPftNf
zv>O0+J5s>PxY^&OKk+Tf=k&<LbwisV2`49~B-mmb5UsQep|CUlI?*H-9p&%^Y(Soc
zML?&C_7^d#>(*+JVg+JBi)C?fvBpLsnxr3O21B6c9=Cl2+=U((83IRxLa6%TLj}m}
zASxmyHTC*>`y0=n?*ZWag#0`2Ks5@UzaR|QFi>KkzoAnBE)N`2l%m0)xanPaxOf8!
z?q2{goh?f@(SY=)X+R1$zU0D0VRq&=*ozRt6#l7iBNp1ANK}Co_z^DQ6MufmJ)@we
z&en;P0G$$KF_L*rAgAIZ1^ggrhJ)4764Fd&Gk^mlAXP2B=4&kOt~O%8@OK=5VuG1~
zqRja4t2y!VkgEuQa|Be}x~iC28-HW}1q|sBS^da1v~V)3s^aeMydk|3Am}sXkBh;!
zqQ%3*V{~H!G|@Edb^0ha$?|lRrB25hO9VL)32SW0x4M3Ud8ClOjpLdFut_wFgYP2W
z(ZuNl1)&mDxgQ&XX;*}NuKN-m^4=g=wSWq+<#d>DFr6<6diOj|TNMECdF6Fs4SAVW
zg9wHHQa5s7(-5f2(p={)ya5uAi;JtMrWRt60`emxrsYgyD=HQWJ_?qOHJhH`e<J5M
ze1e|nzsf9AUVK>$DB$Ev50sFQ2zFNfA_efdU<2^rk!VWDiEn+}CzT|RfxL+wfQ1r~
zgt3nKaI+x&V*q#}`1C?gQZTD^75Gw{0RJ2SBu?!7&P~#dgZu3kS>tbQ_Rpc^Vh(&2
z13H_fT^3HREtxoTl9Qxp;)Wpv*yD677EBccJCkvSGA>F&Q@HLKDOh)6eK()F7J99I
zuG)v?a3q>MLqp;Vi?ZiVtMiG7FpNkwT=;H(eGRg>I2R)g{DDLkcxYJQiI;NKJ1N*I
zJac03)SD{HR*&jLM4>3L6V_vxZfOZx>SQNm7nToP-HHmq4`vMLq{R+1#(@L{u~G<0
z1LEHVed;dlY1)-@VCH1U5kqdh+iFm=oIBQlq>H^ZRcst~f^#9a$>v(S*7)5{=#Z%l
zG45Y`?z-cj&<AacBgekr=LY1*PS%S#<KMsBs7GB|bxL}{8U<-XY<fD&w-#v{8!Qo^
zWZ-R7K!p3q8qg^~ra+&$cI=)*>@NmNI1_*mfDW$NgNvF35LD5{Q9iQ*Y%jh0Kd+9o
zi;edw`nQo86UBxlTLofVR+eCJoK^XlSNfhEuIS~FCRyV*-@R;vUUVJ6T17Gy^Wl7<
z80n>=qFiXZfP#@UKr5sMeN({b=%}!f5j7~|%tyZ;2$1w2rs=5qgOnaXx}wU;6TIMM
zRBhJq`yBjHwk1URD6FrAu0=Ix05D9j6v0t92`*z|hX%A@mXt78RaF6rOYg?9^9l8|
zORLNPsO>=T7XXY0aZ}j@fQ>;0o)o0%W~v#7mhk0^RMO3maZ)LKmFdtwz1~1V14SAd
z1vL|Jn&!}hPo<9LhBMdGXt6<$F8c&MWU(qEXjCjnCqW>1+2s6gMMWLFK9JxqcoDW+
zxoW_!pI-l2Zsmj2L}qCY!Gnp^vDS3K25ewlA&fl#vDgkdGsvC!o`SzJ`Gp&Zl?Fm*
zvo&+Z${~brgZ%xUgxlVCW<SO6Esb^w$i_el%Z>+%9Yi*?0C1+kK*_9`G`KfcY_u*4
z4h|e)I(S&3Zw-i_F|5HQf-lg3<&a8=_|F3X{|`znQ>Z|P{{Ek5LIfrA|NW<NHc-v_
z|9{(0B#OW=qVn10E^w6n=PSOKU}eMpiPbC6TQn=y+Xix)Eq{0n{fqrMt$WS?eRuzb
zFv@3i;pFAg`F4wxyYq6t%}=PT-?OqliDK{sf<xVQ%1ZiwKX(D1QJ4!xxf~9=Og(i;
z?TH#I=>GxOa37Quf-v3*x{`R#LBYOPQr&PqtyRfvRb9^bzkAqc*q_g3euE`bF5!eG
ztPYFILNIWaSwMzsvXNiz>p&hJtd=$B1=Zp5+-nG+dWCGZi59({o%(vj5ZkrH3i{mG
z1N0HXa&`UgUBKe0>r8+5@5LqRX!`GSA+VFYPQTb&(^LHLhHJ(ihPf3b)rzq5%pm3M
z^Q6Ow{3|>6@UoRZR=d33_t)_){0?}~R9_Kf*@@pEZthL0D&Yz~Tp3Br$TaR26?20-
zAr$oH4$rc_8~XP-@WC|Kz<6vbg@%&*Ux-ktyODRA)A+4&!pLT$4DsL&oEZ|KH=GXl
zg|aRdSlt6On;$%smTM%=+rN}R?gfqjU`Ngm&cAn{(`htIVb%Uzcz{0%9JDW(n6AMI
z{FUE>9hz9$c)9FF#BEOjIDOV6ZO5kqo@cY~l|kbCpPRPEakYRQ&nCoI*>ah;b3&uR
z&X{Tv?H;pU!p8r6^<qEcK8#ba{q4*@$ljvE6X>)7ztVidLzLwOB1B`nQGj4rgQKNb
zPfW?^_u2FGc{iZd07v5Us1q=g_Xx!4W6+ZB2x@01kQ_KH*wl~J+pWlD!2i4Ww5nvD
zWZuH*D;uR>pfUv(nba@joAao@gUy<|Evr8)DtZAWIvBivD4;hAbe9^nmU#7xv++lN
zRJ^kuLOe}W^7k}7ZSvcmClGyUCO4fNLwebEMwO6|0AZuvS8E}l(d-M9yO?t}DP4l(
z@V_^Y32q)6B_L1Y)p;%97;WKw;#_1FEi<(Up?`SMCY9{Vyf&1fF#=pfO0jug(3&g<
zj-w8cf(-yFc5t!LiDx5{V|4$y!g<lw)Z$C`fYgStr9xAWR1U3M)F~l2VZ_5D+9#*P
z^(O-K6`z~InBq+!s?-N1;@yFr-v-cs0rm5R;cyy{mS_0?7GWIAFIE;|xVNJ<3=b-j
z&x-sQYW388KfI20`4yRz&2vM~Op%Cb;Hgxjjmv^*z*WCD!iHAXc4PT)mJh@fN|Kf4
zV^q-E`0)DGkX5&Lq8S4A%nvHoPVW(>gD1J>$Oc#iO-TN^cS(V4?{YSDME1A^$S{HI
zi=h4ChKV&P0%)90PX=Dv^)rIA?mv6HjsYyz!ZO6v=i>U`Ew2xv87=8LQH;b044lwK
zmDsUVxgBJc6m5FC@5uA!C8?gt3tk&%xUWBj{HmATH_%T`7cMR8t<_cO5);C(DA*j3
z&6>GVS~*piy4h1I)+o<MXoL?&$@Brn0TEdsHA_WhZSV(;2E{Uak^c>CVpRfjxdEdy
z(?32NDB(^8m>@2YD%%99OTbH5Ge$?=D}8W#?@#loHwdr0ehZF7V`FRx4hp@Hln(0M
z1)O`q2cbM&RCRr(t=ub`&UJejP8*iiZtdQJzK_|twZcwkGA6U^>n4#^OI<UD%z4;w
zxL@4uREx+*S9}edkDIhvLG{W5OdtCI+ZbK82kbcwm<Ch+y}q6Oak!i&49?flS*DaF
z!p%l0+2j)5h^8fIEQch_)kFr9*)%%URWf7}QzvZe=xJ_iE>P+OGJbkU@ON-?TqcN@
zYJ?>t&1w{!oIY=tBEVB;iB7cSvkD^S+cDrh;`1sC6$VQJ9+9LA>t0Y*6GurLspzME
z>@{3&T_yLIi=L-=;%jvawq3UMPGF-b1KddO;UuZ_mCL`;nyyl&S>NZ5)?Zjj0J*vq
zv3qM7mHG}fQ8&nP?_*ZOt0>Jc#;(lbE?ET{i(V^6EucJ=P2;YNzk*T3B}m+)7b}=}
zwWR7_s5V|<t+z{X{$q^?d1&kjbraUqGR}at^x4PYr56%-MEx9y!J*C`deGcxz@?Fb
z@{&c*@BW-_DC*xQ_IfrK@n;;nA}*@911u6uXZUvp*8RV+jA{(xN+9?q>IM{T<qSVM
zn4-Ha-SPu0o1Q-18GGtRQ?)lSfBj`(h2jT-P(m*&ulRr`D*jXmjd}WyB}`a(nAGgV
zsa6Q4e?2~EkWn4K;PfJA&VJ_q-p1OHq`+U~BQHw*`^g>OK)kL{)=u`;yFI<f^`kD#
zZK(1?M@QFkz=uwK=;(|?H%r2&fN^CB%-YPWGy3>4UZV`<)w#4H&fAsn-ClM}rJ6vP
zry*V1zUN{X&jlhOG3S#aJF{}}T#_1NHnS2!(ZO(o-o)=bPfi<Ex_OFqa~e$*g0G)A
zrPN|R)~&oNvwB&Qvp3^tqwr9FVWn&NVjJ%^_ll(1;OkS^xZ<--;q8F4`gGa)*^dk=
zbAzSsDZ<V+mWvW4X*aY1=IXqknu3<b0=^y1Ta^P*7u3+el_K|VWL?@nf$QEh7puL5
z`@w$iu9og^GWneW#nhXYs}BYSH&@)BM!Vu~`=f7BQ7ixTPw_83Nhj@1&B{K$<Tugv
zsk$^|H?dREtsY`$`Tc0?wa#sro0T#5*x@=}^o9zu<ZxHhzErAJ7*ewR`oWGAR2Hxn
znjQ!j!EXIeF~#jTE11(mm%G=C-c*WpI^vWx;>natqX~B(mp1y_E;SvuKi<dGFMCD+
zT;EblHviv6A@Aw|yFU7<5Vs|<4Ifu>9WnVhVOHP?{qq+Xfq24Gjs>Nqo1nH{-(^zB
z@>`KjiM(Kye=&;11m0zi2n$^-kIXyLmofD7OqQxIHp`Y%P*6WgYY#~`C=<z<Uo3au
zeZvZ$s@;*)S66bTj(tAMz6;CYBAcxHV;!o=f52n@26cH{p~wGLz(Tr?u0JP&YuDC1
zJj{SOP4z8;<82GN@Y-lDcXiAYYzGRM@RTlaGj{txx6}GpI}pz>Ceml;kT4L%oMBdp
zXWj|R)ElqaLn4b(F%S`%Q@^1Y0Y+t@GqPNyI)N>&O6-y0JHvkZ9FE$uMt8sjwgb%{
z<7TfhO%|OFgMnUy0fZmves3My(G~4C(?hb%0do$V9fklY)CmyuCOotE|4Z>SgqmAm
zzBcdj?q`T9PLd3|^Ash<WYOgHY>}h^Eq3=AT!znu2GmJ_g5s&aQ#&h1PL6gJ9-+jo
zHS{}uALozR0KCCy-(1vf^S57$%^@9~1A+V4H@qkx!SG7GsI5N(gf2Yvc>BX0bMV|8
z)SU&3_myV*5oBNE(IQ8_b6dIH;6~DRDaqPO_(^<8OMhO>cWCW+>mwzxhG%^49hjy&
zlGn=*z~zfMGjgEDShL|Q{$Esj=jpn`OJSpQuml1e_|WEIS8_R>NZ>92jv`4VqrhEq
zn#D7?>j2X+dRGdjt|0{NE-VQgnx2l2Uq$C6kJoj4kmkx>F<V8y#|!7+TtWAIjWJ?i
zuF2KxB^|Fu6h{~j?4*=JUM4Hh2*Q|ke>Yn;_uPv5%gG8xItvk)9qDs!+cHS+36*9s
zXgl=a-K{*{lY{gDApNeqdjEUAbNKrw_@D7PwcH|Ssc^MAco$kvheH6vp8^Yy^quDh
zR^RQggXJ`1wW$a@;|OCT26f=7;>PTQmcuT;%0Lf$(Y3qH8{3q&;E?Sp$MgDPjb{s_
zA=~<CJbwGmEK{md;s;n;B~2-`D%&Sh^~DzE(t3~7O{;iR)#Q|Q&e&_@e}&6a=KfwW
z=BIt?T3ZE+U}?7Sf2oXA9U)&1%r)rSfG|hkwenU87udfq{%yee<Odj8P&mWaFAM?K
z8PINgZK|W}awdWK_^HT+MY!tr<u*WNR)Odr0lUzH!;9aa<I-BUL>JNjYub3ybYk|L
zSN^a{jdoz}=|#~rFI6z@6|+52Q7LkW*(0Y~jgqdLvE@J&!oaT--db#t?@0=Bw(2n5
zYVtNh7yH&2LU;Bc8{R0RfBWxq{I&lXjs_P6QUsg=3?yIR0c3~(@QOJCGXY-#Dixqc
zpsAN;%-lJ?+`=j92m4+n&l9&f)8$W|ooj4hGK$>60CU^3Db-Ldiy^k$tW~AEf@s~+
z+qhZ@-mT0k6Ouq`C+5_sE$iyc@3TwkDZmUndS@cvh_H7{PvPIoKmh!u<Jp*`6O@~R
zL)eX%E^rlqNaXcPuEao5@Q<N3n8B3^5a#$?W1|Y5CmTOWBC>e-NWr*Jpm+@i*dT65
zR|kZc{cSL1(igdWQDYpwNYb2ITy0iY?_a=*i#YseWs4tCo^+9XDly4bHau&z-rO?P
zhLH2Sla{!W{h_bJi!Cv8{9yw#SIc_P8V?5eG_C~`=g|He5OuDW5HpjKl9Yi~61+g=
zTTlwl`aRx543=5OoW~kERzy!|k71!r`^w7ShOF8Cy(B@o1EGgwOenU)fXPr%OSX1y
z+O>H0CAV*SN!(x8&i_RlctP9r+opyKENS_DD<gL$%py_Vt`nWJBW~VW3z_oH!+ytd
zis3fry~>x3h(s0(b26ABOoZX>cb2j?=$fwER+!|1B>rF;QZn=#SiF46j^?#Yp8-(I
zfAdBfz8pkj9Z<2ujFxKEyWTdt>?QIhMuYbrla`h?31lY2sAtiPZd#CpSWVZ17K~V;
zCX0c8Dl_O-+-|h~DQq%u1DQ$6LIP8Q0F8DgHf)F|)X|QNd{A$ostE>0ylWclyI0IB
zL$kVb>D_(vFOu6~Qc|@p3pL5+h8w@&zlmG3j(P;xhwhZHeurkHKH30UCh@6a)#7&=
zow41muDh8`gQsA)8jiRU_gWy%tWEtAxE8~tQ`-OSENgUMH~i0Xn~-D!_*pC1+}=Ob
zP|=WbrAC42S&#=BU=|Yo*v+%>v)#kORFTff@?c?1Rw-}ak$9!-W!w_U_!s@~Q&^5S
z3U*6>xXAy?b{_HjoRj;K<j)eSqBU}6wz-G8X)%n&mG`qYjba!@9oKM$nXtV_(XlE;
z>+7d$#~qFSFya9d%hXOsPr>Mp7$CiPucfun9|tJr|5h?K&_x244PFs^!Pd{l#%5QY
z7hoH6b8`o}#Nhxgc^;Lu2j&=QAQ-}ur9J5Hx=Udm4@xUeP79KMB@?Bg9%g}kyf@WI
zx<`f8^P6b0(FF3Bej`;v@gd>bO{1?*CqjwBbGx7T<8d4fm32lY1&k`;J~5nU2~GU$
zX3$aZ1_ObukjM^T7xHG??gam4Ayy~NI254WBO8pcf$-NtAK()7mBWnP(|H@tM+;6|
z2`lThUxL)b48GYi;%r*!vn`RD5qFcY=<D+NiHi!X(uGbGsLF@xoedoy)A_c*ot}(J
z%*3%!OC}NZ2MqL*Ni6`9Eyeu1XG&)&5vAA&A^sHLm;_P?86yDB1gs2DyMbJ369h`r
zUtbu(?B8zy>Wl&WkUZ~BPAPjva4-_eKTIqDhpW=(w3}CI3pZF(Bdji)%a(Z5$azB(
zL$MJXZbr){ZeO58^3=F!sjPj6$2nX=Oj>1ZK~fp$id4foZwq?nM=aS+RC+-AyzK31
z1y4w3fyV68EjHmFE5DDT53oOg0=EI|b6~mny|U6lIZyQ8xMb}5lkhVzm2(1xYkr-U
z;hSNg5ZCqGp|x!}mH<R=lCCEs;5Go0lnkjCk_Kvf`lte>o_+>8vEAKWn5z-;hptNa
zm|S+n{@FI8o%D(3C6B&nhD<*LI@BT`w8M;{(7!x8O$rX9A4iJ`IJra)mlZ#Mn?3v`
zh!4ZjhD6Ovt~i=~S`l-FIY*t3Rr*c7L(q?Y_KYwk`z2R4ncDJPL5MTG`U%3Yxt_Jp
zh&T%mf`3yJZ+Jum<BJzrnVALy@`?Yx2r>|40i&Gk(uB+y-U$ZgfugBXl^nFS_5jWm
z6%~YKOu!vTMHzTM9v{q4d$xYy;$+LI`68PXVX#z1G+pXc(tlFL@Op|@G`N9*)fOG$
zaEXb?efi^76~o6`)<DgOe0Ky>@7G*2itAgsis}LD{N&<8z4+w8=4^^62Mvz$RH}DG
z9kVF>8oct~8yktfjYyX3wyFaRK_-!TF3aiPon8_{`rdzE3IQ$*w+ZZSz%icyxG!tZ
zGav2!;Ye~vPmJIvgB0A&-$y&?kH(7c-sL~!dCv|;yrgBubZzbo<nv;8Hs3DVWGT6t
z9k?Udg;li1nY%xk>EFMm{o7LQ;EqAP?gI}BB^Lv_*qH~^ymxF~NJMUnVMSZm5iI#0
zo7_!N>>7~sBP2EeJ=}#}@&ATWJU(NzpV4CA$_aU$8Ni4%BmhxI^jv|Ev{3s@#Qvaq
zL_e7hM(!hwTl=+Xep?_`%Y%f~VvqqcUF*zbq0YiZgsz=SJa%6C>lKm^BE2Y%TW*rC
zA^PBS4Q2IryZhYIhKv-}dQKOf7?4{ozhB)6iE$aiKjm3K4Ojr0bDW@;_;-yW<iKcP
zf>!q_6}4lqmmKfUXR?c42>G3pG5fxm0wg}$b2*#T#Gp4M(hGW$BkWc_{RO-vYCk2C
z(F-)mV2Vl!sjILIOEt<WfMsx`B@@z*uP$hvC=~#_0LnaS$!MrE4v@Ll0tEkeoG`!l
zw}w&Ec0ioSliL88|2hz`nC>R6h%9}YbO7=-{Y7pVYfD4vmxOQHl!d_6_3m8T3<tz3
z{MtKd3eRFYi=4g)FJfB_6tiU!m)W1OUK%rM&m?27s8#;)%9nq5-w4|#P4wv2@(K_}
z5S8t5vy=Z-$WIVRSo(V9gZ^FA8eoH>3oGG*cLWc-&mckGm!zbL!-{FH$EG8yi|1^g
zt9D=XMw0XxG#@0^l`B6ak5pvZ78Pxv5pU(0g&C#KkU75>ycS(VC|<`!bJ}=OkYn()
zKvUI_KiW6BGM9Up4?Wlm_)}LLaA7a}jD>L~Ho+=M|KW8gNBKO;u>+A{wAt;@Md#nt
zf6fwM55LbRe$4)Kg3y;L0r`v!_K4e;=1Yf|Hw7;rpLx-Uz1z|~82<V?J1r^W2G;+S
zRUq^pb9dxu?Erox2#fhHCnax+^5(Ce@L{VK3prxfBDgT>!0$IxFD!)`lD0AqM-S~b
z91<@OdV+>tV=eKdyWf+PR8h<ytudqoXPFmR;*ap(!fo`D(e;G<_emKySIMA$7QOuu
zV`_hozDLk`_GGO)339jcp0wq^-{H4Cz6KLKDW69;cG5nn%ray|K^bX1XVYurO?qg3
zQfcaf^XBeaPL|_Y_HjKElgIhJ%+5sl_a)jkcl}o!x(t#^IH2{2zwV9b<7n$WTi&4A
zRKN-xmPT9JQJm(*&2N;&Ml<Z&8zb-f^rtE4vhY5~%#IHa%rFyvWoz4@G3NejS+&jo
z!M~q$c#(1_;H#o`&);ZY;g?*|9Je_zz9E?iDX={m6~%;Qvpcp<EZ2-Q(MV2w$4s`7
zU5@j17j?U|hmAQ<3K?~xLj7uC-gOC;GWmM9sQcEK`MP9A&E<Kp-L&Os-1!vC+mc_B
zErL?=hXi4=9;}rsva`-q<ZYpBa)DTPr^_*fwOXL_GRt}Q^ir1S<ywBmoOeZQ2$jZ@
zw;cYAg9id=|2b0mkO3U$ut2F*u3^Vl+=%9QL&KFPB!#&WqwVIb2iYS5c~k$8ExDAf
z20l-}kIxfa*WGfv$4~ON`>ZVIx=KGX#^$&aUVSfkZIf8^-Grx-z?f#ZpB1K7j+{v2
zdr=F(-S4=K7~Phu$it7YEqvhz&ggqBIE{8y_F5lF6AHC|GSi*f$<Hr~UN7O)X6@P4
zgppKQzog@8t(dy`&vrezH3Yaxg)eF-7QX3*p<?_e3iT+&yZhfAK-c92P<f7mL$)&R
zZM#AzjM-DHVeSh!nBeF?9q9F>;;MBKC1^p%x9;j!Q)n&c%OAWza<&z{q&OKE)cMuK
zY`<1?KB}wzdz$b$$|CiNk`7mzfFt3>6;VNScS99xJMn9wSXYA7^t6SHe4tDN!yi-P
z<+%f2J^5t9wNcESDm5_x6G%)(JAc<pH@tY!hseD7r0Ngz2@N=~uWh%2&1@3ds8y3K
zTOEtfSODMR4Oj9#Ot1cujRq)?x>-r#$8nYVUFcb0juksU={wch8Sj1%=}16BiQ&}e
zX8$?5&VPB;&a-|s;SOZu4flypcpkq9;Y0@#F4}Py%@-ZW3p&~LlD-Np#<)Rs5<Fqw
zroQ@pt>AtZA_+!mA?Qy&71*g(5FAP{XhQGrO`p)TXuVD{krmq767#{F$TDBl-9NvG
zVvsJDNhqBW4yQ{nDA5g{E+sJDc6z7;iNNaE<5D<LJ0ie{Z3HR?CDt>)A-`$$=es;B
z<!IC*`uOANpy3Pgv!&&(IYunfh+%6=M{AEOS-WN*zq~;D>wC==aG${wgVu1&^xs;i
zSJZ*X1bcrR|FewX^N&R+lb0ibm+~Pa<uatz>#%_pSf-H$ERhy6mai4uvRW}k%(;61
zj>Wg9bNz#bf%%Kc%e41|y!!R7>)AnbdUqmDHXNPU$TFi9bsu^3hAd|2^1J0$?oqJU
zjjsC&?-Ov^rNc1&Z_0gXo9aGBGnAq2i(ZHgvHU*td*oBjm)`_3`FyXKw&Y_++}H59
ze4W;vY7Y2-reV(Zm66@#>Z6KAN1hPo>RIsO=0kkO)S_}TG<I_Ib*RuLfLpgH4BHUN
z&L#m6QgH_{LH#duMd_tNr@+4j+}RUo$tG$BE}-v@zgsO2R74kv(GRjzA{*?`zDG}f
zB|=83-2L8U5YG!q#3^&oCt7Qmu;VFx+7IA>I1HraqnowtRhk@%g{m-9)}4QM_5Cdw
z<5`*A_ZlW`d-5pe6BX5j2kc!vN+0hJ{rG_#1)BW{NhBFG@jK75c(8j=SgMHtZs~C^
zC=xT+%bwD_ZzcJo`$wl`{mW=ffA6MDy2nT+_tbBVxc&?~Ok*-lbmmB0JN&5e6grRS
zjR|O3st8h{F-cdbFbT~1bn#p}Dd4sS#-wN|>snHcBYA(hKM$ZVcv0v6$j678Ed2Qd
ziYdm$6(C68MUu#BQH2sy!yQvdEb*_)tVq5UF2FG8hQU%-U-JwcLLZP-Z-#UEi)x<I
z3H70ZHl02tNz$GfJ-;Q-k31tC^WR`+FGGFiE`RzsbmPZ8yAF>06C>MnjxC~VSLAWJ
zm!$k~DD+IDm94hiVz`{y=dUYswu=MzS@fyHZ!@<ha!LfKivfa)-z>XRgHEi9KMa;x
z=9xpU(ZtXU=<pB2vkb)uu#Vf_c2)U=hWIYty<0-j7WFed)@}BQ{r#!_d(?S$8bR3m
zfEZq~ZEKiyF^xgD1>1^tQMA~fY4}xK6tphSeK)Dga?FzYUW>~-{i)Uvjp*I;N?Y>v
zKqyVn@5C*YhbEPq1SwaEvMhp?(>|7EyFkmVNyU-(EzAq+_lNtO9QpB^QWWN<@&sm5
zH0|WBHn8jcws;ht2xnNT4H&r|h>1gpu@Y?YaNXfJH)q(RB%$8|y3;l)n+~7)FIa2?
zQRzB>I<`Qc=Q>C+6wY|=ebrOcxvjXOWd3p!g;cV;+}FzBpKeYlz_1-osd=2Wn7MBT
zzwt1hG`EcJZ}e?Gz>ieKS^HTZNWEfYeAoM<SYgNcB@mbZxlSB3oE5^Kf&Zlt9(7g$
z83m;<b9US7nU{)e?qsi4XmDTS_-!U2GkLU&tY9m*h?^VB(ML#pp@X?F=5J&+;8Dn4
zhhZ+#kZ@ve(|<nl>SGtLYh#xIR&QVD`I|+Q?h*#F*YV$LE%31vL*py#CtXuR3hN#h
zDjB(C4UULn-uKGhRAYL4Q5<3yaerfXq;vH2aqh*vGz}lIkOL2l!Hdzk$wU7$u>vY-
zbf>Q($-$-gW_28y8)mO@K6bai`*QJ>cZ2g3Rm~<Q^Bs-W7eK}0nrva$ZW@xgVyad=
zW5!|94l&pMwD~JQ3McRDQN$Z@w4O+#8?^u(QDpjAfv|n`!}O1R8*6|`{tbF<)<N#R
z1^C!5s|L#Dn-4t8i-H@8Sqx%A?Rb<3-ySw!GGdmfGYr<`P>N$BU?n1gVPXW-<C8mr
zK(YFZGK8cPOd=WK7~${Iaa)>V71mMufcqMCX!%J6+y4XCKq$ZBW!N+J1HkScg%MkU
zE9XR9xu>ItXCZ`1?Qf1PH_@Aki%fzvw%ZrOi@?Ty98V_Y#PFhE$HJh7<@l%tz)Lm#
z>CQhnWP1#KgK1(G%XnnFTstbF6xfP3*aFgQG%;rBZmDe>t$!;Oy}u=tnfSq67@5Zl
z4UeUcz0B2=Fodgkoh*vBss#iRu3-|1q-%8i)G!qQ13wYgUl%LD3JhA~#r#$|^W#q-
zghgEVQ~L#i2y3yhD5QWm4&oiY$0ePKP)!YA0uZK>X!5tLg%IV0w}QKzM6#{fr3FY~
zMkX=Ejp6KrDk9*>LPVOtw;E9}7^2OXW)Rg<(Cwh;VJrlSD+>{iBb-^NnhRy=`(T;a
z?RK7e>M34%<rO~o-~)F1=Q1X~`vKO|BLV1Dn#G`j33n((Rk7PO4jBpj@-#*yk{Xw=
z1bQ407K5)$_{%F=qQ=MItFBJ9i$o&ab=O_&vBw^Gy<UF!;Ri0c<dS430_MG(YOC5y
zQM82HR>7cIc#3aM9n&2B(42$N>^-rJ8jRSIjh;)f6${N}QqW0&L}><*fsP-6gBZ;S
zbX4p#vIc{A@&~Yyk<_q?AKEQQElkRoxz)zJv4mMeh*jJ4nk!?=xuE<+qE;j!K$0;a
zx39gH_nRm3K=tiu&zm0nhNaO~YmH884G~i{2xZh0Gy{xZwg=DGw-;5t7|FN(FL|kQ
zBK52ygqKG+b1U2(1mt2zBI%NPe&AQGL8pOY`d|?u(nV&vIoyzX{}X33n=4Y=5z)YE
z<1?DArF<SaC$+zVH<``lWHTC-AUfGH5PbtM2w)Py!o*HiN`Nfp0fMX|L^%<vDCbL>
znYW!sE0JtEyR-nwQdGjiLv&Rlqm<BGAS~=zy-@ofkrW^yRH35V6;#UvMMH5oz%UV>
zVl*r1&g5$iusiqMbD2MXKKl*K<E-Z^*>A!ECcpn4qN$9({%v0_Ja;&!|Kkqsd*ob7
z1`R~{?9c3f;i&+LS|AGSb*Ka4LHeBWCl3GQGe%r~1_!<QE+g-}i$Ea2Bab}7z<~p~
z>#n=F`s%BhJ9jSo7Drm$t5$ytA6}3elOtn)Y_3tb3ob|1vQU)PG`}|2aBR+@D7Hf4
z!Ef-Ep9FvrT}r6_e;YKHwZGZg2g+|jvM6Y`nAC|8$A>B$==cFUaePVhzCw^jis?@T
zf67(M4uso0ZTC{c?HsUG#=9xB2oRmvHoNAs=pv^2rw|iS3T?$H7p$K`-*H97Sv*#E
zKYp{bg`zCBggmXam}b1q(@;y(31`$(Z`5*J-pS-SGckopPy{Jq2>Wpg-vz&5eqbRD
ztj0uV25(^y-(vS=l89;Xb$D_p*>K`SS;F_*dl-_f$O@jJoR=^OQbKPO97L$1%J_l#
z@h4L4EKHX2@6@(~JoGl-rB>2iS0V9`><3PvlF7vJvO5o=Q3M1r$Rf;|ZF6(KV|0R8
zL@@}GA^H#!iM7QFo~4dy1Sv<Oh_CnqbGUvxk5(etbarV0lB1aDIEjZ6F%lwKWn5Ej
zP`De!d>B?jfW#aE)rcqRgg6{vT8PXZXtAWpxw))e-@SYH=DnK^VcJFD&dA{8Kc2#X
zBd_A#4=X6zeGn&Jcp^PKUdSH=!1$|<<D^S_vilVyIP0&Olpc@)vBZL~+o)a)-Z#v$
z>|8Fp>@rGAOS%5~>lr(CEQ=N`;(-SqAR{9KzPS|wNfUaweR|!T-Y;Tv_9v(G$xic-
z-Sbgw&Vi^}0kObT%y=1!R!BVb9ih5=sb4aDgXYtWuh^h=8-syP4&8{bn$I|c&v=v@
z8OdCxpb95Zs!+&IWyONTlkaW}Bt&y+za0qD>b|xu7y27Qm^DO+@dK}Ivug&-#NTez
zicp}nx?pv;mGHOj698BcnF}P`Dc<5%qJ#*VezLUIBnYv#0z}mbd+KR68z^?><5TKb
z#XOda1@skrlVx_NMqf*@y&DVbYf)o~`Z|qUaADFCkK(6pi}ksyv4;8llS8-nFeF=%
z#KRj<$)+0x*v%}0(XXjBXX3Y3rP`Uv&$pEn_6jyc@;!h^T9&QkLxf7+Bfv6#<7T=s
z4igPQ5S<J{Vl}4Nat|AJMht?OM9}f!AfIMy5f%n6dQiqw)bky23bA2BW5;oomPj_1
zU0Q&6^a!Tuz&3Lh5q$*0Y)yl!WOj#`AIk`#Do%WPDsj~hb~o7VU<j;?BD7#N!tQ}k
z@@cCOP&GUCc1%C`@`+3N`JRIrHzJp(KU>XSSARga-S*>;4}QmlDV4nW8+<$MEBvJy
zIK~d5IT~SVIXw6Dzq$G5oB6}Z=TLCbhm0RTp3gu3oWK0#FO-*;^XjXwGH~F))*JFw
zfHxWB9`%Ce1f$hGrW2uh@UB8p5>KvFTLEUg3={`8*D&<(Pgq7hit6gR4_e)?jM&nR
z{x?`3aUyug0~)E~YZft$EDBl0FDSx+pQWf2u$=GkQVj?q_{pay5dv65i2<2pv=bmv
z)*tUs&GIdNKV6Y<eaI$2=lU*N3%}{bp*V;oV?cst08^MKioyuj?(FM1h{|}vWg<q1
z$=pjbRRpa7d0GK+E3uG>i4b-xk!D&bf<RU!wPqDAn*&1$6IFr;qBKUL3|f#)y-`b%
zy*p)95D(-5P`8<>CL4@;zVd&X9BUXGj;$8pzAMmTacl`1mche27rF=`gh@8TQP`7Q
zY-B`YctdXzHS2LHg#gUw4r0l_g;wi@(yp%-VG^Q}xUCEUG%y1lKW@5XqM%}@cf`$V
za|*x3AKg~B`MV_Hf)z!_j~1!MB#c3bl`N-#^Qqz^g18W5;GiJ&?<0}?-q@upp*PmA
zByVvq6n}tb^A8mFU7S3kpcIXOU=60>L(^P@vmFS%3Tzn&p<qT-gd+nbScAywiPB<m
z2votRm&5<f#tKwI(FjaeF8lV)V4sTy@xZl5FuSpoPv5<tSu1@!`cX3tLExQa=B(7B
z*9-iY-o1OXd*3{6J*tqS?)Z$|ci+8TfO!hbNQj`dGok#;L~wj=Ux@l3vkL(+^)C=u
z3+E?XE!3o2O-A8g5JnS5tc-3W!+2Mpfe;pol3uS0D~h6KV#O0bP?i}$Q8Uwzb0dip
zA%hxXga98s7>u7fgovXEJN0~roe_jtL_KjDsK#OlZnB9IK*1mi^kG;#0TN3J5P?7;
z{WzcFQf_D3X5T|sSeU3uw*`TTg-SThkIA1<xR_@c!a<a>Vb-YiF>FCTqcg`)Wb01E
zijZ$Bq%5|Sig-D_9sM~X`*?D-d}fBePZkbL1eV7L5wQI9arCFjY@oYZ!s74}z9@@e
zjL^|cJJlt>Fr(pp@@z#|wjeg)B(Ce!gng)}7{b7b3r&Sgs~8j4dWF|=eqzu%T;^_A
za|umGJ>#;ECQg`KdJtMiZ4yb>2m}vv8V=k<@Z+bRuX&cUcwl=EO|pgfMW29ATfy<#
zB3|csG=3&C<R<2<Cp%t7G$WB#yMgI+V;lfcYRRNur@kx_E?CXXChk~FT&Q@JL~MdX
z6cIOTuxYty!c9b3Nk;)AX-~=mBAT$mi!q(K7z79rWGSm~kVzB`H~F|2fR}l6W9;@G
zwnVbg?9vtxU#JeHNyW4jbYB4CVbrFCE0yB#pjbMV5d?cCYDNk6NDv&E#2X`6VJ)$A
zjWi=NyC<v(0F6taZb3p2m~o;bP6wM4^avt<2=2U|9DcxX?mEuSlP?aV`ppYzcz6`Q
z+)=`tFCEOsZ(q+Ze}+k4?2GrYL9G7n6{g(vM{XWtXOBJh=z3A_T?IW4fbZ^v@-Lur
zI^^_$n730?qj3pVuqIJ_F}qi4zoO-l*Y6XuOCCbevJplDit0wu@(^a{eo}}qnsX?o
zo)93R+I!H$GdB9)qa#u3d0D>*m-q!65kR0}N5zIk6h+txunZ?dv0=j?PBlJ!%*RFz
zA(~Jz>B;`|WjG<4Sj{}%=bn@WB#bX@wj`a{Ru5wSE5q6q;xm8<=_}LMu#6_wZn0~7
z&1OFLO`*G^J25MYTg^aVu{b)PVXl#clx8v<8r6Cw(|DfGc!Zx8LwRf&K{G&aXMY-v
z#8?B#IFYz$b;Vk1uEb$e@z`8s+OiSon7W+;TM-V$fe;EdRmEmyP(W!rH?DO2gVBWX
zGdDadZLE=nNuI5M6|rSpvGRQKC?PB@Ae%%JYl#x17rWu3mbEOVCi!5bfeM*j>~};1
z6)Bg*7A#DvZLcRE%|H;1I2GguRbm;vsdaxxgY6>#bbN$Zjf)<{X+)$7!U_ZeU4#+B
zL_s5<EJP7b;#h<zr%(JEz(O(nXk?;b!y=aILuPVHkDd%dk6Kk2h7XH420?6O5u}Mz
z31HyC$sm@BrOb%Snn#k~C%d!&$upwZOb-?+X21{rRk-FnpE@p_*(iZZ3{9ap_e7k*
zFj}8+2vq}NBFq>{%!ifP9j4z0z6$gulOU@Ed}|VIB8><$4rhLhx!dWiDayq(f-E}k
zDtx03Bb1d#X0M@)^!OOKe=qjmZ*TT0fnL3P5*RQ5<~$40CU9i7R!UFDnjc}0i@=P-
zfTN*#1?2RFP-j1Qv$+g2SOw0kL;=PmilX4mK05Ip7nT(OAy9Q2meI98y|BXAoI^16
zM6jG?)L|K$9{?O+8M-<XRq>$_LB~Oy02wHNfg&8(L>6AlNnAuxQK=_LDa8bMm>?@r
zFezpvF6;zpB0vKnnu!ub!%mzC?{POPnBDH$5dul8%hn@{LVjTiIzeoBFc3uOoMt&O
z7Y#)4r#-eQ^mPm%)8=87_A^lt!KEZzs1`?lW0-3sA8<d<+RmlcsAd6Q(ntl-I0S_c
zfkii44;qqx6F$?60yJ0&E6K@|-k{NFz-dz{wfD!P<)h&wW<Y_h2&dvg7jc}b9jBGc
z2*#l&7fG-4H=f~=v|}z~CPy#dkFXW#bSy#uKMgb+jr<t+o;*sV3)Uu5%`);RVF-ud
zqmEk2QWmhk(1!}<Z|4z8Hk2=Tl4VS9w=Y5!aitD{;Co&pfW;C17f^&iB@>GXim+pf
zIDTs-A+Zt<eTmVKj7!Kx#f2%NOpTmLfF&4e9WffQSp`X(E*KX4$`lmrXd?0bqKO=I
zyu@i{3caM5O+&&062&K$kzptZ1O`Dg+^Gj=CK+UK1V4(8Fw|}5wkwfrNp@)gQW)%m
zQ^`UoHmqm_#YjGdO~y1>x&6>;ml76XavY;kEsMC@0X92W3PMjTgmkk{;<WNFu-1H!
zl~IHhtV+}si8LgN89K8t{cC8{0xZa%ji$NDrVmDw7gQVeScqt52C9+pr**`$Suu1d
z=%IugRaVc$`;J)2FYt=*px<~n=<kp>0Gi4YE?6J^A2fD|&9L-@g+{f5nZDql`t1V<
zvk_K&hC1s7ETii$Ibns->?J8HiDlNWQ?P6(5h}@76M^^+Ld4O~X`+;Ga0nZUa8ST#
zDy>?CB8U-YG#9fM`v4H81_c8*C8!t#X(Eh|7+wM_;V=X`Q5vbBzC#Q`B7;`@IFYO9
zO=Jre>dK;k5KUC_Jq}8VV-V}$Hq<hPW~$m{@!DK^JNnVhS%`{8%!;C^Dlx(=j?QPO
zdnB3U6IPorgw7fk&_F_5R>Yc#3J(RgA{vc)7BUUL;it%z%MZb?smiJ&WRKvDhj7~A
zjI1jd>Nyw>MTAYAe60{gN&KkxwhbnrhuOzEg&1K3f{%EJX*`!2=l^Q&;Vb_q0I5{W
zchtV$?p}lt#0U|=kJn5HxaOcmpp7*tT{bUCdRChAINy4l-i*RWEe%w(6Tix?{j>4A
zB0xR94#^n8tVSq0amCLveoWNwD8C4R9P=0kR_BpPe=5w6FqI&Fa~_5fCL~r9W-U&N
zu#rhD={C7mdk5WKhCz^QV+@Oh697BeylveA!j4U30-)f;Qo^Zo!&I;{V~W^D2i+S4
z0fEn2iNml^aS#_i6x`U&FmWQ-aWaU}^tbjwu>Fb#Z>`Lil3jyc`j_P0*isb5j-}X8
zRShNSLShAdRC{ORE9il}xe}q;Fx7<XlP^od(i8*=wLc7^^5{tz-_&7U{0ruSH&FBt
zdaN0<`j<p-wxuU5Ab?*~5XhKLU2X+FYXvq-#hB+qXo*Y~78$7V7?II8BnlyFU`3iB
z=7a1~h<6YmrVjVoz`GiP)d|bXVRwSN5D<u*zR<M1)jbSg%7qCliIvP^qA0B*rVTb<
zLRjFdKrumx&QG0N5LOt}jMTPeY`Oqh$la-2@j+2Rh7v~z4;pb|m>9_)E(Z=2?CdXI
zp;06jmpU=}a0pGz0+B~Z)SzJEre{ikc$taHOoIG~J1IbX)OK=jis0{L0cm6n^;@A<
z$7kHhTl|}58c;D2h)$_wo2g<p@ADKFZua$bp_8d)b58%GaF9V%M3|wzMmfI_wIXDw
z8Mw(NjE@L@hH!8yOVtnlC{0!=g|=cEj5^-nM*L=g5_d5#G(1Uz8DL7m>#XqCVyRK~
zcN|5Itv3ZqUxJ1okCvGlM~SU3?|EP6?<;R1Mi@W!9Kh*}<PWJfzeRrGsrp0;&=&Dm
zZ8R}AJd2-Vi2`aND~Ln2W7ia_^|f5s<3fIGTE&;*8OoW1-}G@=#c7*8Z@UUtEWClG
z{t9v^#z!qt0yy!c0?~E4{w|R0Soo>$lnpLSC8m{yVP(_E8ZzUFf6tiBiKb*@Q+rTs
z4yMBTF!Ai&oCA@yl=CXTaWhT|v6Dracp5`(AVMXY$i*OnlTv~>DUSVxYSBcY=>U;I
zk#TI|uSeK02@<0L4OdEt?5r%-Utw14?u|OfAb^cbLShvT-9jLU(S#5hy<)Ih%%PMK
z*z`Jf7h|?-NKL5jUVN2*-s1fVA+XFX_ponEAuNM<Q~LT?l8tAV79hv=?T*_FBhXM4
z8;X_iiH+CP5{OmO<hG$k{Rqv5o~(!-B!Fo|FbxA+eH{&JE1@xrX{q2{fvVWB9GMut
z6|FTnk`@)65Js*IHEIzRji{!AX<5{H5>Iw5pN1NbB0Pntd4o}ej)?gZV!@fy*#gqE
zJdwtC+2lle;1)6x!Q_!upC`7XZQOdAmLj5FgsB4pa{ISt&T7Hbad^SyJ{}^CC|V}M
z>N=a2up%gG2B08>g|Na{`lbnx2y2t3{uq<F5dg&+fr^VT5k%5ODML{~s93_pW%k8k
z<ujZy?9J);Swy9!P%oBYN5xGEiSX%WB9tXlLV7WAp%cSLEzPW@jHiea<RMNZnsmXk
zQa;ZKYT2@>hAk`<{2a~=7=Vh&W1P(^TnDtK4sNE3Ieg4KKHKbThOH1DH4{ZOQBjFn
z5#mY+!%)c45?QHqqBw99!pkU*#A_uM3d`ymsH$tEQEj4HUrRO12pJ*zxO%ZPx)|NC
zu;T<YVoC@XnOK;36b}&*#-TV<*|P+KBeIXD*xntT2(^^ahuv}DPR+YhabgOK402c*
zO~fIriC1y-^8L8D>L{A2rpai)qq)#jg=)Q$p04i9Y@Wk_z{$+xQ&#EASZ@B3y8o8z
zx3H8SH+xQZCQM<Wm`-x&hMzj3gvg>GWr6D$Qy|%K@l)Ta9*#*E!|cs|KQ^)V>KSC{
z5h7|oVw#;2+aWY&cEcX7OlIa&iK>nCXl@{+lu<8!z)2xCGAUPHAnsU%f`*C>Aq*6p
zWLx<N6fAWBS(b;mVkQIC?I3IzN<x5SF?6RFAWkI*ueEX66!m1hM~F2z4FD}E@)9|N
zrirH+AoiusoQ)zZAn`l6Jy29Pk*1fnc)#)B7ldl>+2Z|fE`g8E#|(b8y@#>WuuBV&
zy^9LT(BcTACBM1A!~?cQ0%|$J;X#duL33f45vp&PMl@cJ8i}Il7Ov1r+-ssBKs47O
z%s7fG7d@v0uh{^KifxaJ2<9bB(uSH?_&AyqPZF&qi!c=nug6QwnSoFZlxWM3yM}^=
zu=IqGv1fqZAyC)91_qx9tEPdcTjCmv7GXBWF!KgrxpETiB5edn)Q1vn20aLN4-^iE
z`bF*gjrmYaaIfr@5FoZJ5bF>iB8;MDpxJw2##f`-3bD*h`(ZJOVh~~#-_ipQOX5Ru
z>kc%LMH~Tmu~2bgp<ts<RMA~6#VHDLi!AK8&~V|iatKk49Ss-7B$BgwiL)9AV-f(|
z=tOaoO+Dqz=FbFa;uogSoU91kve*(rU>EK!YynZ|&OkEBWKEzLm(iQ32;!wW<!%%s
zj5`^8C=g^(wAoh;nL#pC4+b$5R6<q|o2uZpIoLB}Ki=Xts#%7MOu~2>!a*1&C@9o>
zgZQHXUQq95X?#8r{50!6MrDlzz%T`IHOh#b%Tgi+AkS7n#EM{797L?vzvJtA-ibqT
z5+ls)&~!em`i4weE8o{!l|<EM9C|)?E&DI30)|Lt4im6S%pqt6aA-C(RZtaQgG1A}
zvCm%_Y8=5T=CE2{M#PM!?!C`^Ct<Ty%)iVvorLDDj8n7YH+^I$Eg(9Plo)~5&xD1Q
zj1gJ6uI?n;5euV}1;k7y@W^%qQS~sHdJNrtI2Ad)D7B4Y-|QC={^<y-4o!H7X<?i?
z*i8qz;=@TXHZrl1iKY6;GsXi30t0)z5x3#Q#K6MBB|KOt=pu-!I6-KbBwVnv8A_~+
zq#HX6rifuzJR5aRjAp7>flf0vOGUNZc$tqX90_ZPXkcyRX-r}$=zz*M97TK+vi@0S
z06n^Jqt9zWSTPiJ<L+-mhzGwxh^`Zp1ZyT>#y35QfgYYiESa`_qp);@wdG<lcXf7Y
z0rK8&3s4<SglU4J(CFKpXlN9cmUs$*BMU7S$G)b3RgGU_eDV$PXfwj@1R+q&2(Bg_
zp@7*?11Okw4YU8j5Qq~qp~>T+s<46B%Bh4K;$$rq6wJ2R?S(9q1?8BEMWC=Jv&Wo>
zPz0)F(&Q9)L*<}Y2t|XKAM76L8)rg1*cy!PtAJhyLG>)~bR)QOCFaT%Sj~dizE_~Q
z3Si%>+Y6AG7a~50HiJ7q5ijEHP=g`rL%0hNq3Wan$xdql5oVm|qBjv%7-jxD*g|d^
zmh?xp_e5Bm7Qk&1!63vECg4^=<O&ChaN(kW?hHpGgh3__3~XdlVXb7aItaU>U?y$R
zrx3tzj=)fwk~y<70fkJKW3Uhl1B(bMZeoOS;=xJ=*+!CI;;Wg519!>|YpqyI43j89
zLSoAWr|-=P<Wt0Zjde7KdJz)=9AvPD1yr$=IAO9WPPNaaI{+W@uT8EV9<qXX)J)<;
zaVQR&%?3<UWsv<qE-t#7$=t(YzQsvGq-2R=3=<0M1;lj&)n?$Z*Aq;B5ywQ7ey;ui
z81e2jX7xiM51lABoCu)U)*ZLz;YTr@CMzK>6cpY!r{FVvG*iVi;|)Hk|03!7lUOv>
zvXVMw1(C3e0hzrRR+JC8m^|PI?3&6dYXM;^gr=$}s!5f;28X6nWbcMo_Yxz_8hs_v
zWUNz@nYgysZ2htJQA3?6D>Or*0=ips&}=l4Lot5pu&{8GgP(eAIM9>XlPX!rb6m#V
zjFkdz2PKQbPARTUqS$evngW;ZAU6(iXEt$LVu5S36`;hbal}@T5fhlINmc$x4qBSe
zkfu@e;AnI!LYPW&!lz=hiV%v4Vnyh?@(D6b52nxwDgj)=g-0ny7eQ=FLX5Ns5Rd3b
zqcvx<?=fOE(r9k_B6@406U5GjFVJ7+TB=z>J!?VHQIuR%(?KIMv5`eoF)6eX4;HhV
zW+Fr!6lmakYWQNK#~1azOXJerHu}64gcVMDKWt!oA&4}+y54s2(Da0BcN#3CiD2y=
z#KY6m9`EWL%k*I;>st9MFC)^tiA8_K`fG?uHjG_bfXt}&(p)j0XtN)iO%PaNC)j)l
zONNfa6frD^2Q40hxQi@TFT|2^tdNg*p_UXNF&u#~<T??)CbT|>(`>J#-1QS`y+R<b
ziE{5JG-Sky{rEg$c?JC@JLvVHAn&I*s#nKyD_FX~vI$TUi~70@fnuqkLewSD!)sWk
zOu-je1P^Ax>TeS_;9Hf*bQP!~zIqk!4jDkzq<0CgT!GL-C=O2|Ggb!+2yq{T8zG}8
zDL`7EU`A#?g5_TYSv^srUPQ1C?Ad7rg)kz-m%W$x5~`VxtJ*@fmqJKK7@JmU+$4fY
zh$uds`d!$tqX-usvmZx`zoHSwAPXCD9OMu*UZWQ|*a0K?=d5DGMm`Y1hJr2m1CVW1
zq7cQx!V)H$u;ZngO!9Fi&ka#c9wk)p8@cpI1%W60mo;>voEiDkCf!>)c4HiQ6d;6~
z-$J#JOjEgr`OM%g;zV%bLBq~J_!c`Z0+yHmG~d`|n&6eO<;1NxbHlUJ9uHfglm*1C
zdZ;z32!!3dH@megP$O&bkc&gp2$+7ZH9w%cy#&)Tv8x)OB*dAiff^@6$>NUww_zDQ
zuw4DoEjt2%nw-~ewjQ{&3{*uUYK2qr1R*7eDJ*_w66GSX7^x2VQbEraCJGAPki|jW
zhf?h9hN39+aty#@b5U>9BrQ0AW>BTC!KNt`*}7A2)KW};78^4$l5tMWMq<tuif@2~
z8<<bjadG+SoAb}O(@-OplWohU*=)jwBPDX(WZ|P04|ypINEk2k_>=}#r_%IFb}Ur1
zPU6rciehPKF+r~GpfD1kDI<uALYzqA`?2_13?+akoJ`)J<bhs8??x9!XdafZu#^Z+
zB`?t*YN{Y@rs2l4;^g^$#)XZ1qZc|M>`E3`Dy9-4MgywIqS@Mf;Sds)G???cJRTEX
z=EtAf?CWd_x(H%dGS}ZQNfR&Or3QfuRWVU)g(#MTfU*dil}lKOk!3niP${nefh_Ml
zEb7T;Gy#?YAcV1=tF)ph3D@mN^II6vjV~lDtPpC$8icW7@fwy<i*L<&nDMTY4+txc
zqNs>8*$xw9eHB;UxtP%<8$8ZH_02Rc-;d_<6EPZ>AVe6|w(;HsiQlcQn;mmkVwV;m
zC*=PDyJ8U+IuSigCOuHGh~+sjiDC0}Lo;;Lc#P7V1JIg6SRo(fXVqfbLDl2fLqSBg
z0}%^D(Fm;kekfWFN^;>Es$Grl_ff6%Ak?D|wy=VtIWcU7Xi5&I6D-3-i$t*bo3P9n
zmI8`U5vm~K)`^M+qP7@jJSilSLG3gyfr25#3I`LK^fIdrXqYz-|IafKWnMslr+cE<
zAf#%OC{Zs;xDK*PA*WZulG4Jwmk^adAw1n6<|j7eQ&2O~f59Z5Dhn%u;>br0_{b={
z3bSe%!f1VZ@nz&9{MM>2{~b)?{LCc?tYih)AO;Z>;lLqWC@4hYD!LU#C5#{!RWT{l
zb_YNaRcOR8MC+fkjcinOG(<{(*sTm=#vf472;;-V;&IL)hi(*6iUD|8O>YL^Wfpmq
zP|Z@7@I5hNfJ$r~X5oz|u?RN^prE0fdDtQ4YrlpC#0V3?&v3>tj6(saG|Oo8(`8ny
z^U9B7PWWf;t-B%Zlj#-<$bz*N8EOV~dNt9Q9e}7ACxe_+{EJ7+z-Kn|LG)94*h^7W
z1z~BdEgwJ_ADLz;iY<<V46>bWEGyw|s9RdQ3@JVArD&QRMNx@}2&OQxD-L|ZkC_~!
zX~Ca+T*Z4;pAk(4oLj;qFT=qv4P}__T8h*}#yLwh$g}0sXx0(7LZ~XJnoebWH8xGq
z-PV&@y^6g#ffeRF?3#iubi8I0ssf8eqWET%AYntNMz7kee@TF=D$d>PJ^+l3SU_xP
zs>KQlZN;f<Vl5G_ZnE)FM<)5iiLjQ%)KN|j-N~b5i^oPuHlM_2U(oVB)4D&3t2%<f
zMur~4srxbQ4pgBLCCD<S^RMjx5pyUw)Y8OBA`i>GCzfJkP2~|N$z;0@B^yJ8QP5Hg
z-$Fw})4d!}^(ijXBoq&ziy&?#A5alWG$BCDOyXOh){;paldd0l=_1H#<C9J5I}-eY
zChO;QUteEKsP3V(#|#lgql-eo9k9^pfsYs=JoH2rBo@hfM)J5ujg^7Z5~)h{nZYug
z-absT77<}BdUPRy>YF$C{uDJaw(#oPi8Qa@GSLxX_|U>&)^C_K!i=v3#g1ik{qJs>
z4QP&jT_(PX1wJFI$G<S*Wg9$BBRU^5whYbDo7kd>C~7X2nLg!xR|qRcy!cnxM9%|B
zXLe};5=6tLSi}^;)R{|&#iFP}$H)X-1aR1MQ4lyAs&Ul#vBiL(MNHL+XIrRx3@zx#
z%633phu(+a?=yh7!-;|yHDW_8j$-=#*s2Y5k3xm%MtHI?oLOjA21bU!7EXL|t9k_8
zh+r2s)QG@d6TuO+h-Wy_?0IP6gelz$tVyKStzU#54&ZkWA>8D_<FaGV$;A=$Vtuj(
zqpS=vyCo{5L&B9Srw>}i52%$h5LrEvPxg}mY^IK*aXIQQPhw>hKs>qF*44BEM1*U}
zUhq!R4C?_Sf;;z5XyFnRMa7I)5~#Wv%M4R%cKsz@%`8^(90uW(1;ikZ5DE^Q2vjU|
z3=zjh43$KXeStcPMx}^yeG(AC5*ksF_)@Wxjiy*=2m)qR;^~|sh$<c|ve1aq^5?Jc
z90e2+1^iUdg9wAEBbOeOF_ZaxK}^IDXhhiZ=2wA*fsW1WLH#N(zbshI82vBkM2J$y
z**wIJe3Trkg3oHivLJ$ws2Oj!(2rYj%421G;C+)h@$b^sGKp9rG~r_UavN?ngL=J=
zP}D}Zf-v&}W#o~lf@}~YOUuD$dYPrqq{P+-RTaeI3XL^I=xP90ycnAe9Jq-pJ`AJ9
zilPv;tmHe`&9ysO?tFT>`qHS^;Z$9C)J%NBhmouWkR^&4>>5t4EtkoSlhB2Z4?jKg
z?3~~GkE~LD<xoc=n^gnV6l*0k8I4I7EP<v8EG&d#kgF9E6%i~$quFf0<w(>k@tRGz
zZFT~}3nYSciDwetM3=#~Olp3uQ-J%XaM7xhH@NMup_!X~y|y%2HRNcy7@}=zPl1ap
z0@SB0AU80aA9;gg`71|p%`RDWKDcTXzus`&_8vx;EaE;2NW}Nm@(nd4f@cj8!o4;`
zT(hHER^kJykVr^D^q?nH00961Nkl<ZkPywp6o@%p<Yiq7fYZnz*6liCb`N$VMvSJ!
z10u4~MF^o7D8eG-EMS;-C2=e9aKvFmSgQsw2;)(@p$Z!&5#lsq2^+f7`VeI;Q#R>7
zEumx5b&TTXP#t=R&(;0cS+B&5l@X}^TbIWbMcbetaX*Uzumio=50{xiqh`YpQHGl@
zqgv2}LX2iyN<IMYSOc1_V+k7(s<Gmgn6Zs`7?2#7;$4doTfE`twVWRJqJ_bVw`P$P
zR@Y+CjIYG*-V@96cG<=<8c=OLpo<4Fief{x6(G#?u^2y`{zt-VTgMaezKx>gl3n^7
zLReTaAF7s%=#ZM-U-=i}p{|9LWz=A~YC&wrv|~FNyR-oLNPLPWESh_U$+$3wcuXMF
zD8g>xuw~+~B}}JU)P$dAqQ(@2Vq&@tB1HyEE{$SoLBiQ#grP&XJ@EG(NZjefZZ<*O
zj^5os$#CFY5+jn)On%X6#Py!&nLW{h3b6u#qrpf#q*7Hv&0ZWrqiFJc)Fwa81BasS
z{Z}#qg=Cd`(KGU~YUjYBw_)!;Q~mL~te#p%wUJMTs$<6D#F`R|f#@6WB8(W8<^ca%
zEZ=G@XEvID4Qkaa;`P4~_~hbNcd2*~%bf?oYOKueXl4v624>w#tiY<y6Btc=fQ1!A
z!G+L6XpY{fW(Go7G_4qez@SgvujuQDo2W_tNScI_KTgdU7?@b(iXx2U6C_<kP!VX!
z1+rbqrb#IvCj7)jl(6vgZR`;M9Jo*fctjR6Vz(lM23Ry&)%e9=ezOMC@^n|Bi7evS
zDIh>4Zk!lE9zAGcEkT-z5(S|V-a^Fy6Hg~wzsLk}0)_*{inF4o4!80OpwP%)u@l3F
zBiT;iwHgqXMw6&x(5IL1b^ULte%9!#h*ciTq@;hVp5})+WCcMu2}TvF>+@Mu(G6eN
zMnSiFCV8jQjR64c#(4T^Bk-Bcn3hgATM3E^v6w*UZsKY)8G29b8dR8T38~E>9I5Ms
zlc}BsFu*YwcV<4Lvi9Sj10SbMl;Ku0(9wyAF!uN%*enluYB30vY0cm8SlxX%Y&KMT
zjQw)=<^}xhZ#xNqDr+TuZNu;y&4jEVie{0idC1ms(Uk~JGB_^hH0A_;BVt9#bU5&t
z%`_X0c<j!UB`b^<EtXGo9a-KshKhLk`Wvl>vW;*pxU%BxF30}YH5aom(zR<!I-0FI
zGS%#qi(Cr{7p#N@q=5>$F@P!-)186zWsg+0wq1#`r=OsD>ZcgtEol{P&*Z)(n9)u9
z+l=AGMHNmmspET^_?a?h630horHLVIfQceJ?EThzC}>24kC@R+W(Z6rg3HzqgoZ<R
zVp&lvM=^FY21aiVvOb}^?EvBg@KS>!1dVo+qF^OWlvC#brx9U~nh$Wtd}L9Af<_EK
z0ux<?Y55McF!`PniHHWQcH(#an8YxWNm8nf8J!mUR<cfp5E~z-6jkc6i!8#))bQ!B
z)>UIj2yDWIktTDTpJnZYQ-o@)q`f4EzPNM;zbci)tN^9}4M7bG3O4K{)+SCp1ZDuI
zaAFb1GHO!=fzuAhiW027x6O89Txu*18#(U)7(TSP3rnv_?W&#cYK`AWJ{$|x|CfmO
zZA`rin{zm3sOuy(2?0{Lj*BWNO5$%<Sh05TsX_>9zMaDAiLa;jMVekDuiuAc6#O3`
z&>b@nDeGV>dSo`?hR4!gG3NgSf7NveEd(NW9b=Ph47;=d$tt!JF?6CX9b2h`a0u!~
zdnulsg{C;Li)8SaP%*xng`(RLwm4Rf!HP?o@C`AkINo6H#m%7Wm}=td!%|c<GlHVq
z5H?VP4s4E0R4ayRYQ(zlK`gsBTF4?&s9+DOXfd!{D$Rz0)0RWQd=0~6qiH}tT)j?!
zvT8iO8uZNW2;Um;u7crb(6C?uHD%4zG+5MU=HYZZa43nV&{ll|di4VI?4Gdneayxs
znD)eCUWo@W5nzN{-KF#p!tOzMx?#9-QNzusw%rlIAi_)&0}@GEWb|eb8b<Z3)R(+n
z+nv1rUyxn$5H?Fkw^}U+LI^$!pPAZ@B^UJx*Q+ogR$*et5D{F$K@>X~N)PnpQ|jjA
zll5hhG9tLCi0y`Mlu%`u{1#966f25Cq1B6sRf$LG0hSZh%Em_{Q3MeTgiupedrgA4
z=uVhgoY*mdn5Fzbd;b}C*;QS6qyM$z$>+(ba#SftKnNru6Aae`g9A=Dy$;=u-R{N_
zyW8LZ4$y$HG1z2`!61SpB$TsMQb|>+oSvM+$!F)i)_OneM^z=2M1$M+zVGkCtPl14
zPT1+}z1A9Yj5#I^=J9Fb>ox+1uKtf{XqOP;=sXSGKxv6U5^IfR8uYj+j@3e~XMilM
zbH1t984y8TFVRi|a)y28-Q)gok|f8dvyq$w-51C-`N~5{lWqhm%@GDAya;xVMm)TF
zl%{I(aoyqP`4Cr_ui@t=-%Jp7*qYl30^&p?6AQ<1u;T%23y!PPcr;L{LlF2lh9p#H
z2Y4X_9o=En7-h~_p(#3O14hLt9l9(vE~YHUsEPp=^b(Dv!QU+XDO-n!xrEnq39rG`
zCBpSda#9^bh%)W8gReY<At{<gszwhHJ`M%0E#1IT?+B@cA$yp*T;}V|FEU!_!`B_2
z;AUnxNEDmoOy}R-RI4SMd~)q008Gc<ofK*9d3M!OOXicA@90<p6)+u7yy!mvrT)+7
zNU2^to|Swlt(XcXC>zx??`1Uva$SP8Op!iL@GvjqM_FTr0#%Ciea`_9trYbG`{{ed
z^>h|yNuJ-(b!k5w{kQ+){e+8)G@d!|@B1#RXbSW)NsXuQnc*9}506zgUV0iWVi1}>
zeKnP(B@AujsXC=okMfTn$hL9&%sVi24k;v3hXmE@SS|Llls-&V>>@=03PBDbHFplQ
zS?bwAK3rzawXoBWp{PMQsF7cn4JE{YMiQK<QF%7||4{TBoJzm=U7e@mECVu`-a_)c
zB+;|u=(9lN*;rwcukeQT#pnx1U^Ey`E~mwd*Qz|5Nq?bdc3}QrC^sKRzJQ$Qn_R#e
zkDk+Cr;Q}X2K^E?>(^5X9lB-#trHSFOsyCZd$7b9=O(WzVT&u*x~K%E)HhJyMouc@
zDY{F4boSWSkIM+s7wiZ2zY8t9m|_T(W&lJci|hX{!TetM;1~c=`!?n$KZ=akh?Wf2
zzHt{?z3_Ec^2Gs&R{oi~6@dE0Yw0e(2faQoG$;O$SKcWJmKM)^MhJTyumBpQu}Wp*
z#{dW#pF7iU#IS}@>&=wY<pa;zZxZY$YOOcGO*elhm*)HN9mMxE0J;2+wz2T5Cf%fg
z(PPnSXj<DtdJb6#W#D~vl~WgAN1_K1ZJ)Sr2WcTeuWE+BWixzFNLsc)fl6aikz(S4
z0-+O#vdde0Y@T2=CYcMl?eBgA=~jr`04r34gJ5?I%upawld)tc8wP#|u+fG^WTph&
zC3I@xCM%?sZK(PQbaxSoLrgrhm#3dvWo@yS4e=)WMt75Uvj<dbNTv=Gs{v?DleA9L
zC>1hiEkMOFB%B#|{Jnnzc7gPw9|g-LVU)BxjP}g)0Em(vO+TZZb=t{_=3(6`Siq5G
zL?dHjl+}A?fC5O!D0z+MYm5<6CnaM*nk-W1C<=#^5QR^K%@*tR$o0(DoT}4_Z{X9l
zk0XW6bhwGge;w^)1MWF>AR2>2`#7S4t41;9AeL50BndGo2JV?-YGBbrKphKBsv%b9
zdI$0*9&H?5!ut=9V7+tpSBda>bY+Ck245y72AwSg4PlaBA1m8Bv#2!BnIOvyvLsKj
zr>JSIyW32+=Qzs!EHl9q&BFlPvhxuv0~%_LUz`3Z-u9KZ;;lEb^kf$)O|%whZKAb_
zMABcdsK<-U=ox-8_$j8;6g^fikq)VK=GdOU=*%SBj3Y+5hISHQnGkD<Pm|RJ!OF@K
zWlPeP33sRWU}K@QCMIUY7~!6In~LbCO_z<v27Db5`$KG2FTpTu5}mRfuVM%=M1eP`
zKVh4`ir-uMS0bHa33yE3OdCO@5`5W37%3I2O2w=a<Kt3b%-+aqvWkgKzd6ige2Ni!
zj2@>%tYePz5U15X{75nE4if2qpK-!sJja8byR+ZyyXd$cs*p>M4wIaddF-kVv5sF<
z5~j80CtZQon(1hqK5Kx9=*0`b|9AByT5C2PwDFbCXKVk+AAR`K6!cjD;!+^Qqeu@e
zmMGH849_r@TnRv)Dkb{xzQ+Ja`}i@O&0DzhAODG4pZFKPa{MdL{lMMtghQXn{*Jxp
z*4cfBq1N3Qo8KV-X|l}I>rzdCFg$_lSFkz768EyeQ&}%0UBgh|_C}aSijdiSAYu<+
zH__+xjk@-jO`;vPpA;w^<BOCv%c2x_vB(p4?!}Y|hR$P2@GV7T7pTS&+Pnf&rPS;`
za#0so^kf?q0XDtsdl0-sTg22s+h`H7-+l)xJoFu3C#hpr%&(!*gt|topDPzu>rGwd
z^R)Z-^KlaH;8wkh8ZT_v5t?m!<Bj;dxJ#arO@vW?K?b4Voj{258IW0S#?mF$rryXt
z{xipUKLIs-bqRgx`}uFd-%w~v9BTxrA`<PRfnDZq5^)2XluoXXLtAcQIFxMgLq->x
zoGjmtFniEiqE$c|K37)ttP9k$@hnpzqyTyT_@`A!*gOlQ?L<)W&RI6f7{eJwrP*Ai
z(q+IxrAx@#6SOxyJMWu3zW+WNhaYDA17D!ndXm=7UpspZ)A||dmQL3&%;y3St##I%
zFs&i1{xh$q;Sq#UVELefjAw~De@oIFCa#}bV{$Gq6tsH-4ABQ#(VBS&GJ3X_L}g|Q
zGRA-GFE}?0vu}M<HpIKnyH4Mae_wo00}y3cL_19i1KTlsY-+U##s)B(9dxQd!Q$54
zM8;0MZJS7khDl2j_Kwl>`CiO=i{PpaSe{@pr|8D>n8L+~ETm~5!YngA+;=JdSWMV8
zNDYmQBJTUZyRZXAG@!5p8~e%|up$R0Q(Eu)9LmgrfYeZ|)sLa1i>=#4g-uv)H7h6=
zg0$7*#-Dl@n;zOq?+^B3IfXO15xspo$!$*%K9WLv4%uDAQ+?<{Kfw?E1M#Ug;fXY>
zk9gpJpjHoqX(I<OM#d>meY!;38zX6yAZeYo|0Qb_By~2a>ZE~C*<Q6uz{+9zYv_mG
zgVqx13}Bp-=?(N6O8B%mLdYT>E5ry=JW@0Pvq&7gw1FZ<3zLF*EdmRzLF1s(oh&9x
zD5YpCg=;7b9g-8z9c%z>N?3XbOO0S)AyG(T5;QJgQ6kVaZ2F0)0|^=%iAkM#Jen+}
zGvuif@qaG2_+0&C98C8!*BPRg21GhtFPJwmg^5i8KQ)PyY{E3o0U!fxVTGr8`<Off
zK*pPsyoZ}O!o5uR*>4hy0MmqqT;r?FFYwi4U*iY%Uc*FmikYNCBW;p%Q@WuE+9c;D
zEY>f_Pf8@~(y6_2FDK?tQ}k}cwsNF~0wno@O)i%wC;C~67ICcXiUqVWgg^*`s;%j&
zga^|H$>{>ukN*WqTI}W`0JfTY7-xbFVgnKbsch<LjaVckI;E6{i?%70&Jz%@qU!98
z4-%?`9;3vY)L(*O6U!7|d02)?zd1zFEEC~#U$mE#a-6%`x3JPqsF)S@`H!+QcOeD_
zN^6$oEblt>5u#L4wTu7mI*__tV=kVe$L#&Cwoy;B-|t-6*0TWST$|u?W9mTW6c%>7
zG-ZR`?nSJeBY$`{o&}2Gi#W+V8w<(YnPWNVKMg=$m&u7dfeJ{7aL7@lk2-Vovylj&
zKb!nZ-XMRMqn(o!>HU9Q4M?g|g5>{u4HIkop2Ql>q@eAES=!O_q?y4QRMs=4hdu`%
z-trx7H$8Cz9c2r#V1AyytFIwkSw8P`x1PF{PaXK=b6$IbFY|t~`XQ|~M(qUKj@E%X
z&>@nGn6gc*n~3$>R4tiEF9RH}{?eoL?EP0Rx#MP9)dGeZqpxis{eFfY`V7KbWyXJu
zm<qNGk==(WtbUn7)IwupNkM3UG%R)n+X$=*rb<!P0JaP<)(t9z(WaL-W`AR1V-o8I
zhAJaP149>B=I-z4dO;?^YFkgRrXMHLb)x67)XxGCrL*z0#SxadpB9ISwM(o*9@cNA
z&2wF#LRBLXA#Q4r^5QN}S~W4OVe|_mFqDzQR4LJV&DpczGtCzHW)dS{S>HpzJRuFz
zC}2MN2(Lr1M#8jcf=-E5hfC%jW>5@p&55^T#%o~pva|R*<fWz(r<B_Vu~LoYUO*Z=
zP3%98U;FrTuT?z3xy!z1C0MFlf%SUApz(RqD09Y?$sEn;vkrmPuECDkvoc$h#B?^I
z)*IEzcoHjj5h__khNtj%W*-xVgKdEb>g*nS8Bt$9{uj>L;5H`TNN4d6);HNgm}iq9
z0G;{Yq`UMkRJ!sU_bSugKpJLAx2Ss$@!ab$?adT+?O#8?2!wlfL&8Pb2`ce$%0Gx*
zxE7_Jd%x)T1?pXuk6V2k<=~Hr*S>RCv+u{ZkMC&!;xz<mPNRE!G5c&{m7szyZYRQ+
zZIHjDjIsl2n=eF~RdmT9EkN4yYaG4c#|SRmKx8+uTQ<mqNHq~kU>{u|&YLK&LUn(h
za!{f@&}Mo62{sy6(p;XV)mp}kAT27aD36ox!%p((#U;ebJj%*Ci_2IOEVoff24-S+
z6w(;9L~BLR^6B5Wi{Ju*x&kn=pHw;}p8mwec(ZHJh+*j|gttWg#5STWuK}%@o?PbC
zoQGBd{m5Tpt*kM7?{T`5r%8NGd2lD`j+Y_)5-dFq2mblYwTs%fV5$+MZJ?ty5Lv@H
zWP-4Ah%`cYD<pVek76ZfvuY29zfI^o%?b6F^yn)HSVCfD07NTdy@si5mV-<SKO)AM
zQq#1wPl|)mCKiI#q=tc@D>aT#Sfm)|P}67uBEc4Aq>d26!Nfvq0Vr%e%rEgbxD2tP
zClI<!OdA6O1BXy6I;;`uF8?(9AxiWS{RcT<d^GqF{mv3q`!*sSBZw)R6|@#qEt^w~
zQ9gG21pw>Krm`4hE3Ng$Z%vhDohE`)Y~Uhd9rASe7^X02q?y~(N}AE}c{|UswJq%J
zKE&O==AP&-Dy5K?FA!FT-jabImoN><-iNNjS>4ESd4f+o{%LB*XL#ABH&Ih<1aR%n
zOKB|}BS{UW<4G=2?<7$YUo;US%g*;$5K6(ET*OcrBez9eM6b#kW^OdM(-vJe7#lDs
zptPW_+C(BoN=08T&$iMiIk^>I2OLa~p_R!u<2$iTiB>tJp@?KcOEzhVI?H;EKic?i
zQX)RFa)7^Ey^o7>m+=GTH&C^Dc({EZm*=m>Gz3yBmeMS%nJSHGh%?|peH*R#z5LU8
zoxtnq8nek1L)K_kU-KPCeZ5)dxlIu}X8_0xGYTgkdz7)=7tmbF?1wixTVC+9&z{Tw
z4uCxS-9}ntvYllD2N<Qt>Z2*^baVrkB4zri>v;y*#<lwGoD7e#(YuMCpLiPusxRuu
z_WxAee)@KL{-)=J-%LaJv;VU~((dU~l*I}1y*&g|b9l+~fTvwN+c?&(e8=1M|KyKJ
zk7jZoZ)%dcnn$p7KERx7&vES&A9&7d9cmQGGPQMe6sfwD>e;v)Vqv9y<XA@P4sy}t
z@Sjx>UyK?5?FUI*m!7pY&cs8QQnEZ+<@oFZTTVm_FKh!K>dX?EK8_e;xG_O}{y&im
zCMgFsoJ3+v&D*<w#)Z~zl20Rit4vR@m9pre5ViTt>YD)QiT*EE*T+#ok%Bhy^c;4&
ziO@WatH)?^fP49;@93I6E3N8q0!2csp9=;xDPWvoKqmPV%iN7YKvR$5M3+<0Z{ZZr
z)&D;k{TbSDP-|bq^Y4A}{mUkXH3TmRKwN5aoV(4-SyTJzsBFxMX;D-oBvvN>H7O9$
zV2kh58_lq(Hi<(KEnFN8p<H9YTcU4$EH(Xc0$~!c1<!<19AYXDL#GIP1GQ5xr91yW
z(dz7Cy1V>dWHOUk<v)9EbU;zP9yi_wVHYjiv}gY_VIyPo^z+8E)Xa=f&Tb&ZaK@0T
zK^l$IoO&Bp?m}d`h>p$&&XvLmOg{%XiAvA1vxYTH*!&m5)>qG(+ME+X^NR@Kl7t7b
zbC*8%d#$fx<t`@f-bcJNi0vO{@b!n$Izh<>hS_`O^GetlD#43Sk}LfT`MzI#PBFVM
zOQ_)d<5sFoap;c_*t8FR_iX0(<AvjU8i3g50IN%Ndf$90W}icXBw5Ka^|_fPIC&ph
zI*ea%6P?Od?Ajtm49Eo4TcW$^Cc;SI)bivbkLb`|I*&bp8EK-Ti5UyFet0vv{1DMr
zD2W~PU2zF_e)9Jj9DNz<jnT2XHX^by;~a)l!AhFw$}mRYpxa$?NBT(vjS?2mT)P+Y
zy~IhKba5ZDB9MD(h!nQ=R8i)7*Y#ZX&@DKE+NE{0>5?D67fF%0v<p;9u4B=k4kHh?
zK}*c}H5%hBp8Ug4^7Nm7ku)C>#gg`#Ls|yEdsdsP(iQA@2!EHGF(4ub!a&Q2!in3k
z+j9`qNOTwBY`{#K=UjOSBBtH>7Y6jz#4Mx8k<!J|CR&8_r#4p=vn+^(Lx7JICJ8R4
zwt$q5@)%V^Si<J;T8IhAbqSVMl0<IA(IXVaFtch3lRTETP=FyciMILp<NrX8L4@!S
zx=KPD1B;^GNU%<+Te?V7)~GN@tp8&Gh^+({R-U5Q*-NBTOhS6Be!|FRsAzDywl%xX
zxMu)JipM54k{H>7WKAt&Xw6En$_6fEKAFW94g<LY$Gfwfc;d%ci02uzH{s^X2vK1w
z8OKD?jx9>1kh-t1D^sYz=b_ua!pit5S{;jtY0Z;zAH`w`mmDL;W*V}EV>no;g-if`
zK!LwPI^B?&c#@)3;;1@BjU~)y?K!Og-`|4Q9l_KNxd`q#(qUD05F(*!3}KlLWy;v1
zgaGDc4NnBbNyuyMU*-4pqf|sM?~UKfl$-%=v0om>H6YLtkw}PS!fLuq)2t(K5RQ-3
z3fGRAj9T1v!G1o!{hO@OU^1HEy3$P;!a!=pnp~pfT8ua&7~<@r{k12r<nH!uFZjDX
z#Ana5oUNs6v}BWEd-Oa8<bTZn&Wjd_*V8pd?G4WXEgjirz#5|UA`HmU2k+;ax4f0+
z(juPfJO_X*Ci8r${%IhqOBt|+2-b`3>n~z^*^*7h>`m0=8Y@x8hKz~LRE=Kh$r>lr
z5oYBgt}c^`7@HhFEk8`GV@^j|g22EyuW0@M>F^SdSiZ=!>aD!+>)%DRkDTOU^NZvL
z2S^r{>Bi3ko^A!=^@UB?0K+<eBQFy1`W)1r7-#<EN!E@(ug2%e57TW;vu*9fb6Dvv
zHOdUYkuRcZM-fU>8D8PS^i!C@%Q58$Inh9=2;pg_zgZz2Em7Dx%-W93c*2e%9(dEM
z7#sR={^YY6hrFR?pbUdJse@&ZGq%&?ukevAbu@y3_6$9Kgqs))$Q{_$5QeG~SY=Ed
zQ!#s4Gi+YjUM97E22<zHHb>M23J4-<8067tgf>v5e4Jk<_%_S~WOCj`@iowbSU1Uu
z0X#jm&SYnyNU_PINa!{`$E5lqEqx44n@#Z`cGP82&ax=a%DzHfqot0b%p7*?6Q>g|
zu=n*-XdcH{nL3XF(K;bDT~>??P_D=)XsBcB$K9kL`$;StS67Lt5z(SI3=rKmSJV$t
zO#}W%{x5K}K&~g7{JGE3afWFm6SRzoTbuucWsMM9889)F#xt^eF%IXRv$zf$pC#_z
zhiQ)j&{_N=wDQR(SCTWYL)Yez;UYRMleDrLif3ygqVE0KIX(NFKbxdc5|JMU9TK%O
z`Jd%pgi4lB$?Ez?BhVHD);e>Nm|#U9o~^(Hgu&X-Yw#MMMeApq8=f<!=m=rtN&Tm>
z@>gXq$rv34fFjrXv!vl6(zc7+4hT=?X#M(+pk*C#PEDH>2Bu8$kA9YL-v?;3{G86_
zhBbtY&dSuZ3h6BTUUnU$5K$On;af*v<WBg0e7EsE4L~Z@&6EZ<;PmvME6_<h$ie{r
zC7ZFkf+SpkZWTB72n%C4^%=~riAWN3IgdAgCF=BBa9Sm_j*&;6A-7^;NtdwV&>h@D
zZPRv~pn|_CrfnGPc=r!unK^Q57_n~WmRodbJlr9QdYQZSAZFxo>Q}ywh)P)97^^Gk
zcB_O=6=j>qp^KRt=`ig-gmd8#y6_lA1cjVQoa-m-S0vUt?YObP>7QFg{@6o^*rz)F
z5NTwf6A#zd^mRg_<x5a+_#DCtkqNXXYjkFpDHV!DjzEPrvIvQ_c+S-m6k3-N4}g|U
zw2?;$3!R3Toq3GdLj*Nq-NiHqF=UpBO@f0A%Mp|a&;sn#LQzMPBcX%V3at$cl}*^K
zRACSj=zs*1uIlH;G@&G1BAK#7Z^IQfw@mn$2z==h=_Xg{r*PsihSMLXV2t9CId$3C
z1c`%8^CTFoCF6*+ib06h6*Lhh7HErL9c*~P5P`C|=hz63@4uAqCjRSzkFyk>znDzZ
zh<>NZN@(Cq%?;%?*A=%?4^#R|A<ejiW2L0HK+HJ*#1x<7X!J2gb&j=2(3TBQ3A6qx
zGmRZACG!M2p_((9@G_9{aI=eQUW&+-0r;l>O$3@q!u)uqD}L?eA#+o0WYi?_TS#rO
zmZn@5{{T{DI`oR}rzYFvtQ=nKgGvd)Y!d1feY`w<Goim38w;&9((s9sUTjsu&<<g%
zOQ+r9j?N*<rp48T8~BNypJUJ%#1&;qhD}|!`IfwsOR6v7vhp>=I-w%6?D2wJMJp3a
z<#9}nuOfWmV_=aGVhV$LyuwdE`f>jDqYooR{G9rSmf2xfaVL2rk0nf$QY0z#R#L7h
zzl2tLH8;01H?gDPK|J}wOh%2F^8m=ROvaFXJ_B+fc#?ZNx4&SYk$SquMtkdXzSCAs
zHapvBr0265?X@)w%VOh&7tvf^qANRWus5G+uJ~Z*E`EFV=K<)b7Q@ykp$br1@zWD;
zc)|1O$QE0j9W>G!-ME7=;4sH|KtITII!TOTMy)ZfGMU%_n^{YiafHKO@1f@zB>cZ8
z+EJTbFZO2ld`98i_)ZJ}lErmES6d@pZPJOJw@^0hGkuZ>>X7T@JB<Us`6qZYvn)Nb
z7gLxtW>%m3fp7g5rPZUjDh4m>R6oH}1S~O(LQmgMy6`AMXSwQOFCf+trn0cm*>Odh
zR1~l~Mf}wj#up<_U9<&LN)BE&f?dwEGhcec0E4xV&@7N^x5#x`xW;CbaHzW$Yxx3B
z8Zy{+DF-I07FhNGLI*4+b&PZY=1=j^=06~3Y~WMLXNZXD=v7vkLX#(t!4gN2T9ac0
zDST2bxkUDGTz&1^UaNq4md&qW>JlkkT+z!(^S$ijSI>M#=@d&8Nma<&;yZBC9$Lv>
z+;o*dIBZ|uPdQOU`m8h4eY}p?K8zM7mIP@z&)IL-`YLLjxzynTMq~Lo_Oq(lM9U_j
zRl*c0Xp?{iBGsZX`4(bbqadqDr-Gx3gsc$hH41US!u}~DVbOI)5JsM&DiWuQ1ZIxy
z;a=tnn+W5Wmab4Ux(rxX;N^OWtO|xs35@kx3VhT#42Y7eB*A_RvmYfpnd6fR5J>_(
z+Yoh)@>f7rQE4`3Y1t&#`wrsv9RL_oBV>Z{)wgFG)e7=`pwt-~U(>w+884u81Cd%J
z{*#DBi_6yMpj1@QBEkHF+s*(Sbj)O-NurzQbywFaLYTd1<)hMNOnbxnSGvg71ih!;
zjG1mC4UdtwO>zfJ;&F*CwNYuE<m8=auYszgg+rP)(Wb*mbt^%7*7U=$hLPb6oyBX;
z{LbF$Uy-(slh$UKsU?&P-+cqa@5c+r_cQ>>+Z!+}m(zPEF>^V55fQ9Lbl-F>Mo=K?
z&Y;3xdgB_glP5j!E$H-eYWgA)atIZIHn77Yff_)0659(f5}UB(5>^K2jEqs5?4a_B
ziKpfmKeWKMu#GIPQ>iNsM(W^A_tCC|OuYV4w9w37@(f9{i0KOqFGWc>HJlZGu58*u
zYjl|D<SCr~3NjaBgaYYmI=L+z|Cv!1cV;@p&{=PG=PRP>E|3N?GEhMcB<lvZ0@aBy
z>;ON3%C-vK#Tt3rW?}X;!Y&~aP|qvCHo_1q96*XC)Y4Lx6p`m-d$q=67SkHRh?~@x
zZ{x|%b-3MUKqwLuyyP^lY~ZRAbMj8WA_c^H;c_$4Xx*i)yF>_9(rj7LuR>y-lE?^0
zm@NA#rWQ=a6;|aT0D4THMD&vrV|0-y;b392*d3<b-HFl`y(L(QmobDy=`to@Vv{29
z*R6xQ!2l)WRjkxIv^pjZ&z+23EVR~qV(KpT)t_4=+}I2IPFT#<3z!1x(x+%>E^r<E
zAV)3fqaEg{=0ZH_pb2Pkhz3t{p!NX4YDg`z@Y4izOf&L$qE=xgT}Em_E*CN0U7%83
z<DO%yOs^KvmH}GQjGCAv1i>Kn*-1w7Mc$o%gia^o>b`4m*X2cd)4>b}kVqt&lShxU
znzXS@ftPp)G={A3i$lM~kTJw1`sJu3D-Ntws+?N(Na8^Z<)XC>sp5*tHct7AJbK_D
zo=jM*jj-L=POlio6^hGpFJ(s0@N=WT!EkOP2{C0d0J1FWXbgmMG0l`fM|j%9!X?rH
z4i5J{zMGX5A3sd7w2Kz&4Gy)WY*%^Jmg~7Yy$3@GOr66@E0hcH#@-)BAlVlz@ZV;C
z84K$SsCYJhdFscAbcj!jBXL%+dMr4^7wey5Em>xVyPKcr{RM*OF(7T(<R4ex&x4)2
z&bvQq=_;F?t@!5vkcD`TJ-JI?kO4XQ*rS}dbb+{E&|F-^Q(eaFO=s#weC3@11TEQQ
z$j$)BTDroi=-3M`tXs0lR(B_Lxki-4Y^iKzF<IhL`*LoLZ((=xixktBQ(y0|vyqEg
zOINtM@N&M@xrHt6cB1F`{`<5z&co;J>;IS0?JjYW7XcIA`4Wp~<Jj6U{^F6p_}_w%
z#pP!RBZJLD1(KN>r}sZYW4%5H0CA2?C2T-x6w>o0IxiG%X^i`>_;qSWPhlDbg4X$9
zST!=XiVtsQzrK|};u>za<D2wHO>}dD#q?fGZK6|~e7MX_llzhWDSA8up(HL2&R9&h
zy^7QcGBt=D8#j#cR2{4T5&#-~MJlyA+AlJCe4ID`^L;pnPU2j23`<|b7dG3(R*rlU
zU}%L>V46Jubj>1WI*Uk){HpyckT_iL4-x8w3HH+RAHt9$Y``F<!AWb5Eyi1k#S*?+
zV>c#E{q6hQbd!UiVoY5jp^HrkQx|BQlO)ijSmcpmgV=)nbc7u)QHWQ${?x-%qAs=;
zSmNxWca4*n+CmFh>ARjlJvSi`)IUiYo#0mgEodDglnXjK(+$4+tG|Lw)`;v90)>`k
zmd#tJ$*&T%zd@vyIhNi{VmSyUQN)CLnS2<Mi#$%`M_4XjgBA{bdH^L?n5t~YLUWsW
z2_s3$Sky~uSuBZ&ZhnyE@+G90>n>veZFKDbXoc1i!`_@p#f%&>I*wLt(s&XPC#do!
zgr^a={usy-YJE&mvWcC)8nw<649$(xJN|V<Yn>&~67v0^B`V2!Z|Jy0_t+5>9%fxo
zAHN=B@&Ja2K?+h~ld2GrONhOP;Zv{7j!_sW9h?OqB8OHXX><xZe+623DCr@anT$<^
zInuBPbMgU%tbh(l8~sE{3E^pym!2dE4<Xc9heMSvp+o`Y=26uVq+ubWMO3<qVGU*s
zNVrJiXHwy?@j2|m4an|kf|Wx!cbjY(yZYPSli!c;Jiey^h^0qJ!W5Nigmj3F1e9iR
zqCjHrW~KjHq#mPJwTK-X5qI$F7oxRIJMAHz&O?3;9S$Q4A*pF#HzJ5ELNkX>4P?nB
zw=|F0HE7HPOf6@={L|OP9N-=3UwbPG6Km)a{K_H&&kQm1>WuDP__4nx&et(IO&qJ2
zg+iw1ofoqtr4f`7P#Ug~7ByyUBlD2>G4W7<-<wTZkt5Mjh2Zq#)Cb;*ipr?iK}Su{
z28V`rpzH|MjSyByD;9)hhq^Qn!XP))hr9C{L};Ll=N4e=xPxtOL0LZG!w;f60Xoe9
zh@ldco#&AF?>Oc#B5pCU{AbJzc|@`a%D~IPYVr(-kfO}fWg0^}C<KB$fs#yzu#^n*
znT07DQc|z&0U#6&1cF++icpX!D5e9frFq(FhCpWw(2^LWhCq-b#U`g6%+w_adrAEc
zmu`c+nJpF)UBn`jlt^+6(~l8djh1<e=0(I&jO$udMU_N7*YRY{Ki}89k#wn8c^b*t
z1;kPACt87pl_H(U!8SBrs(9by7L8~LFY4j*hpwa6F&Hd%IaS|4pc+K1aWuLM%UPr5
z*?j8pA0$`@AhFCc{q>{<(&gaEV;ri_uypV^J9qA4M^81=?&>a5Rx#-!rGbh&>=@Sk
z+{`CYsib06$md<!hri5_$kB}=YPyEhny>ADoVBElZ5RZJk7?U9q7F0FIzwWJgR4h5
ze!L1=aFaL0sviL+rpohoU;ay6!)CxKGqJw-n+eyLTdxZmHMXO4i<@$<!@yvZ*hE)*
zM8szpkTul+G*a3aMoOS#5)uq;5eSc>D4~>rN+ZhUJ~UtpgQjj05HKJ{X;bI6^fnA(
zkkb_$*@JDuUxyzgL178OztsPUm-bwJUSapc-FtZ0yOV8P#qS^cb0QV-Ot6o;+qbct
zE^^QAgY3y)dLDDqmQ4=&`<QzHZ~ob2iaohYp2L95CDUAzzv2Y}$n?PjoZh~`LUlP~
zKvajS*>lE5)K?ybb?tOVW(<h0eHN2>Jk_Np*Um_^&ON>{XN<l6G$gR0w1IZg=H<?H
z983=Idh3VSDR$A(9b*42q$=g}tz%qSdKpqBT#~<%u6l0ve~u&U<;&+C|9@zNt+O>2
z&kMP*!0T_%0Fb|4n~|!N4IkWq)|&CZ`|}sw?8(|m9$3DYo16dgZFir~N1R%-$&Uz}
zrlRoJN&fActImGlTmTc)p=WE>2=)cy;K_r8Q8sR-TCf(5qqL+mw~TUKq9{7s3*>{D
zem{QV0Dmhtz{NjB+RYY&uI!ReW7fL+Fw=lUhKQiRivMNusiLFn^wv{^N-(8CE>gIT
zOKxkPcwiXiS~!VB>KJd|hXMGN{8w>nb2ME8VP<3AWlw&AlI~?OmCQN;h1|<fMxF!-
z0=iFSh0k5Hia~%#isbAbggL-X!6*qZrJrDXa~TzPQ7A%INwsFT_^*t{zktF*8Vy4I
z;+C=it@LTeY8ssu@x&xk?t73TX8D}H9f}lN6!AXz=cE?cp~ldX)YMq(&a*93BQU6w
z?N4eOArz^QEElupiRXq)7U)L%01YZZ2nUt=)K6cBx0>~$l5&N>wn=S`RC#=Tlt`We
zYml0Jn$zh$bgh_qnblq;x<T913{^A>x}RrCV;q?MG(&2Pg4B3cg(u6u$B|%!O4?=6
z-NTSM#y^)sRx6uW=((I{3L9zVP3qOlF!0gABCH)p%Q|-MG8}m$!l=+`KY;1%A`PBG
z#FBV&0z=2>Xa!MQMKn%>Owh8CbtPYCDh#EtWD}m19I6a}2qn<6%h2t>d;XZ5Jc2Sp
z%%+XSW#lIoaJmV!@&rl~tV^<Gyn<YP1S55Es3LW|Znc}oFndt4Ng5u(F1!SlG|+Jy
z|G~^gSj8q<gNPI2)og84>Z~D?B6b97*CNrv*FZXF9KQUX*V4_s4DA+}Dn&@cMs~+h
z$qc5wIb%TL6|`KhX%!}PVl*}4?gFwqg_V5w{bar$FC5>~0HjmT6V?=#Eud2*>`%eA
zsfjHt^}LpL^-{w4Dx$l_Q5*XhxP5`{+68PL^@(*3WFP#4#%m5C3o){!G1?~5H(2by
zgeT%(<jealo_ynPV}Ers*S+^D%K!aOQ4tJp+{mizC(d8P>=7S7mZarXw%oacrHjX5
zz39BYdmnz^6i*&YiSsG$qKU6oaGZ^pZN=y%myi?%mRF=UJcJ)aB)x6ofo!r%s~b^=
zeg<#$F=Sc<1S-rStUQz5JdZc~L4_zkMi>e&v^jmag{t<TrNXEbQKEzhEtHW>f-=k|
zA`yEiwVQNu1Fh01I*ib1Hc*SGLtH8lMyE+n-i1(#c6k*u6=*taUs7B&1HFj@A_nb{
z(816SX<EUcK%f=Nu}L$zl2}RBQbpOw_PwWe6QkBESWXv7*B9W&y;-`-rL7k55|`uN
zRXna9=bh2-GAy>B$+JaO`H|8xlT(`G4Tr%VP%@*2-Q;das|W;AyKFF1uCwacw2<0g
z@2?{06TSTO*M6FC9c%?jz~KAOr)6jTH7==crMYf@TaP>Zv;6Js`jFs7CRIz~CpO(g
z@JIU|#tSP{+>q6dV7Sy_Ef}UIXNjociAhGQl3G}#?&l%ih*BZxx>mL&TNo-&=yy5Y
zSVgTLUx<$|9fa~w=?D(1D5cRdr4=;+jUh}T8DTjNS6=-xwmE&Y<A{##BKt1I9lVHB
z-6jRoAxJ!2J5MX}D2O6Q+CCqB{G%){XQ1!$?f~^L%fij9%yHUlV9A6*r%FA_ik0W0
zI=+gzd-(v7vPe{oirLQ=v4vjIi$|A4$2jXo$xYS8H8nvha7<086Z%9SBi1HdS5c%u
zY=&s9Fs&j|gCi_Dx=Ww~@>Gb81(wtjmN0R3nMJQjDGw3@aIw+cP<kzDbT2FES-D|b
zw&=G8d7yJAqh!Va$HGHQMdO?ZkC5mX*KjEs&+VwLw8D<_ggRs)KHtW3HlAWn{*vc>
zXFi_hlKhq2d;Ed(Ky7_tj?Q4jbY-6A(jva>QZ&nF-uIP9(JZas3uhUS#bl11?jDW=
z2l%U{KOs^P6VWN|YTwFJL5o|h4|6!~Ax$MC<q@=0jF}sW(tuvkix7e~9frjQj>q#H
z44d@XLtMP&Rg}%1=P)<`EmjD>op%2P!1{L`|9BBR{g3CrzH%6O;vidV+5WrT4Dc>@
zms#j6u<-c9EIqULMI}+Q?OAHwd20R?^X+-QeC&K6_4R`{Q!XnGPo$WG8YeaxerAQm
z7i*&sHKDo%q8BdIfAfERJAe9#4+0R!DW)w5hPwnSP4b&Jl1fSKiFGERlVzFvEKMuc
z=zJe4ZUW#{K;#=VMmn6h<}^vg!U_u@I~ZmOLrL--FqOiTCOgMQ=^g5!YAVLRzD(=1
zq*k#R7}scF^4O34Pei^SBWMt*66NKPQ!m}gQmLO*MJVl36nzvne4a#08m7k+)(K|U
zk1;W_XV(k|5W--v`U>(gAw`hWHg2l%lQ{xaA`z3M0wjv#`Y>(XL1>4B=gH5W7oHx+
zPRmqUApvt}AxUW?k!KnjDpHF63d)tl<Z#bfKrR=1d3ta=1>J`v<=5GOMq_IehXN@H
zp#UvX<T>?!Dp@3qGxw!naSoKt>RkuW$|ns^pvpdJI!C>{LTez!NNrLx!c!+u#mf*{
zaZ$X1&`2ps4`0{ms!2|*It=$gU$cju=>~o|_<OA8ZS1Kn5g87NnWIadyzJ6nxr*P)
zzZ2|B!4O2kCKLe&b0=7-WX1v7fOO$jWV(W34PlJO>^nKl;{1DYj8~$ik6c}#^>-h{
z6am@>BM1;lR>P@e1JmA^6{GuWY_dOtFd~RM8QZfi!7`EpLR%Oq*u_NzDXHjUH7%Ia
zsK_B-3*mH?QvZ_}hD3)pY4a3G57=Q3uINFNWX1f#L6}vvY>`GsvGXrMwojwio$c!0
zUX-#CwuewYp&y}RhoWv{7EBB;ODd+}VT7{L>wqb6d$Gk9w37ojhcqlyvWkqSF`Uhq
z&Sqq~gi6op3*|>>GeKPZ<Cxtp){7((z8~Lxd`|<A2XC9jj;kC$uK3nRhOu@Gkh&G{
z6`|cjkN65o_cA$iC31R+rH7{pm$tFVnJ31=sKw-s9i+NSQiw?^0@X}uEP5#4VBYVc
z-O3R!cA2~N7ntwc2g=0iY-Zl5v+}kNp+;s|I6g<v_c+PU+tJ}p>KFGQ)-J&~wUbSs
z`za>I4)U23ThP54XUV`D^C)&-Lf$h_1&=r{h*}Xw*`QU}gYFcN8?pyA?70vkmoV}n
zP-q}+=8+St9B!4k?O=o!DY~9Lpl`hPRlM!`8+glgFK6=FA7shy&}=jjEf<kwRPN;a
zZ$l*}#9ii=H?wkokwg9_P?~?d`O`>YkO~XmO_6rWmao1Sp&`tNm?>!CVaEmoZLp;T
zk&=osiKt^J8?=qmWqc*+hD#($VHw~nP0>v7WK6ef@dHLbUs-w=t)zu*K$w^$*!a4J
zP9r9|Bb-nt`9=E|7&EpLt>5l}GHAC`IxQQmVYZ#{wWF6H5F~Lw0t2b@Tw@N?D*|p9
z`ZT_J2&n_2I7OS|EckQOgDivp*xX|PJkmXhca9uoE?DEj%0`+=m*2VTcli6$w^3i*
zfnBtaahqlUc_XDyz{YaQY8X?G3tY2d1rQ7ty3~Ub9aW>DXXtaX%v>YL7MUj&E(aZ>
z)?G=uNdVGCCjs45qtg(T#zbZt%PL{3I?FR<9zGnCBnjvgKMFC3afD4XY+^Y!hFxLA
zEYXew&TV+L(DW%;E;5ZNxFym^@lN-hOor`j-)IDaN?Ig|;X`9T%z?R+6h<zj(OG0H
z*GC*@i-LuCg;0n5$YXzjCk2VB0VaRw{sARXqN_b(627_E!3Z{>wL!%ebP{k3O(0|X
zMIWyyzMfpkBQJ7jBSj;y43qhpQ^egSp$_l~C{UqcK1r7bE8cD*nZr;nwgr2PivU5Y
z6CBgTv7vE}v(#KX%^NCj<!SGUESm<5M<<wyPqWS4c}4=26FI_j8jjsDaR+;EJw?GN
zvYMV>caZ3qUbFu>tVvg8bsaZ9^i4kX%%{*=GZCF)&*5HHmS(tM!&THvZMwA@UDcsv
zl+P4~KFfe;t!b|p#Xk!`-qHW7+|l|POUXP_@i_au$GD^Qb!swZ(6|7tB&VNjQ!16H
zrae^6UKZ+;gzF4KM|T(!L(Hw$n?xv>HxY)QE1wHC+N^&2;^D7kww`{wjo<orx@UD3
zGU><j<71a1W*;DNB09pL)68mDmey;c?tItpBW=+33tMS6YbW@tr75m?>?@pZoM!L*
z^CUo8vovvx;W5dnX-#fOAe6z|b_W>3AZfSH`#dUT%}NRG|Go3;PgKeuZeHM#{aFEY
z5~mDq+|Ja}akO2e|MClw0#5#Y#z;I{xLb9h6~{ca@+h5X35Psh889>pyA+iLn=1}&
z$4E_tPB6>?93?2W6|Qe%NQ13o8&JByK-p$_?*d;D7x7nb8sR7ZWQcgajW#W$n*m%I
zk726-d+R%ysSFWG53OBXs&wNuLfyvD7We0lGM=ySul5fh$?-tt!w8k5orV;0Td{RS
zf*_||ax&{1Vd!3<g-ss;9h69^vxcd5k%$$RxaUP10Y-WOZC{C<_yo*j>pq0eA++YU
z;LUWIMC+7l{ZVu=Ce}7iDlw!$i40KGOoN`pM3N$am>L=r&?u2&m=;1o&Hp-DCv>_E
zFbYKR1VTw3d{cxkBuTx2VGf|<Rnn^_h?{qi3XA?#hwCRY2GrJF;^GBpG=`FBLy=D*
zh)&>W&G8kJQVw!n50{1`%&n$K6_bzK_-39|*eD^0u&FEf{OW$*6l9VhUmHj?w&9bm
zCku^4u*UBZckjorHz1YfQ(w6cKT^;&AvFo6YNY+wK#)V0MnS0cK4xuHFop5>#{o_H
zt*=orjv>q#;x1YR2ni=1*bg0rVXP<NG??uoX}N_6OjuF)jS;LatUR!b)OiVgLpAI;
zK`z~oEIXKyi!Dkh6e>y3q)5XiIQj|F);_HKC1~w~PI;9O>`nfhrHv=S?qZOTv{wn|
z1y6mXO){EdBo@YOKgwA|h%(W!e<fWxNEpwNrw{EoBw+;=j-j=WU;BHU;*FTj4wPCz
zE1TtmMs_awtx(*?iBH{(mDE^md>?@PN5%Iv0P(#L+uy?YQH!-%o8Bw0Lj_ymXn?r$
z9=N`rlKu_UP?cowQRer})3y4T`mHyjXXZE@Zljf0NL`@4D`M#f+n63CVK3fFNR(I%
z4sD>eB57UG#IPjc*S|*j@Gs$Bd=$Os0O3u4OZwZtgWjC^p3iQ12fDa`wYL{D9wxZ6
z7k^VWnWy@dI7<dhrgZ-B4)SXdmFI|a2CZfnL)k=5gfTUO-`B_*&E*HN^%9Y^Fq#34
zjXSWq4U$8%NK9-)@Wn<0-N+UiLKSh0eu~3m)OKIN^1+QPtX2r`yb*ULPj~K*!SX@6
zAR{JD`fScGGtucsWAOL?_6dTVORNpN`3V#u8ZeYVx?M~Kt#W{`GK$kqv$SDi4w2Hv
zO7rvuIa1xr!<{;jY~!cix@(m|-blHxImNfsGQSajgO?%jlYojN(8{D@8iYCoE$~#x
z-#Pz_*IBQl(K>~v6Cz4<wMouNd1SuCfyFVVo0{8CUWk`KuNk5gX!0!UXE2N<{_XJP
zRN57^PKf+~XPWnNtUJ!W;2r?xJM)y?GGAW0hm*nC%=w(Z##Hr-98C6d%gI|f(wbzs
zEwPI^(r%08j>DbfTPX|8hLYr`b|)lOg{@Ve&GHm|d7o83kFV=A)|(Rk{<q%9bay8?
zD@CROLQC|z-n<(J7|O_OW--xeM3Qu{9gS=CQ_wXw?SehS7D3=+J9)e?pr@O#eP9pG
zuu0h&pllCP5C+{O#3hFinzXxwAH)nheaJMXl&_E^ntstoO?FAN#IgiRYb<F|?Nj{R
zLm$Bs0?R3pMjeLT9+D)c&nZ#LeUlr9KMFu3HIZJUY23rlPko+(DB$Ds=<-PdFXUzN
z4O!QEr_HdF!$k9ekNp~|ZE{8a)s%~ZJVi?6Q5tMa9=+=`tSz4A&lc{^7Um+8CK<w~
zn^qVPTkNzh;{y3+b{iKX1O(cnV7V9q<hcdxvPqvcz?J2zIo_IPAXi~EUB;7LcDj35
zn#;h7UjO%zmA~R2R{n-VwXCT9`qFD&)FrBDl+G($@3H#m?Wu6OahkfU@dtCiMoTsc
z5}!S#OKGSYX_C;D9g0S_kk(q`D~~>NfKZ3DWs4zeltB3`By(I}dNq%B@5dA-Q_*P-
zc8;^JK0%-p+S<TxuQ9T_N^!Wv1~tZ!$YXQicR1L65*wSkt}$c`v6wb+MFw_HJ#h+Q
zm}ewd&z@uZ+c6+%1nc_oFa3{q@!mI|EskHEnj-SQ!#+F0gy&h`{_$MKF6z!Iu^ZB`
z^7!p+UyI#EHdi*Ya`+&wn*n(MChvv%*?NIDoVtZ;(wJ2G)PwpNmh;(Id+$$j?Y_@*
z>6I~u`nQm(CA3n!;uV@dez&4_$JyQn<a!`%vVZ9SA8q^t`J*>OBa_$GgF2r*_*ovE
z`xH0z`gB?uQzNCK7?3qfjUx`9sG*cXMN!uKY1bRsyXQuF9WWbh<fDi9*4M|$Q^8xu
zRNWzyiWO6fW-+8ou2aXfHsdIhQd8o@394q}S|-QcJY~m2j}>SyNjgi}l0Z#0F);A8
zhcrwqFOxz_dxR8CN4Kalz-IMILVpocIv{QOR_D26bCIt(ucpvy@Yx{6GYp>SP9cmE
zf&h&{UgvORij}spbPp1j%W4539kh1HB^Of)et^W7;(lJk?OgJLw?V4gJZ>!FrU@Y{
z45*u^dKIiRCblQIQ@?~pFpfx4C<esZz)n+?5LgNl!=h$K<fDLCrTp$G2w6c(L7YsY
z5G)xUph=hBPuzWoSNupHbCD)rzl{qPo&*727-#IiD5BCfI0-U5O=2Y^VHsP(<);Se
zxOpN|Aa#VTBw9!gRKSe`OeDvTXZLiwD=B~L52!z$GMDBMfM*ryXpLdUv_+ozG+`-j
z(=W^H6(KWX5v3t-j}y43Sag2`Y!^dS2<xB5utsTzF$c%tYbQrAtwDseDDwb9n#lGD
z-u4!%zYA&|fJCzxb4SopBA<RdyEg`#NV|)c9guLx@4uU5u?a~w#wJ#ZGhV`MIhe~i
z^uZovT;yAaZeZ1qabN!@=$wriKwN&DXb|-38mp^aRFo3V&Cybm)R`e|A3{beNVAv~
z`Ky$1t-0u5AE7!Qg1v5T(^w$fdtG*Xwx(Pt;(X&}AT)+EM7nmA@Zc9n+Y6)&&>bD3
z-c6B>OMw_+6tUdx7-l)^4sT}TkWM=o&IZ2R7~vywiVeHI$aMJFiw;ZQkMAzNrvZpt
z^=T}XkVcA~hYjyq0@cSvGJ<|u(Fs>*U49(-U;Z1`Qit}oAtIwl&sDFYxMvHAU7;IB
zq(%{MYl_xz=&kP|t?WVhH<Cz2Y;>sm35(q}`I3Xt?WfxuqqJq2=|^^8{OBF1>z|~5
zFvj`VhiK+|z)G+m%As%hIg<KD;{K2U*QGOcBY0r^Y=fdXh}kX>k4WlC2T$~}@Mu5!
zWgUXq%Q5;T>ZxDBPZQdUeWV)9*(L{m;1|(LQxFca7TXLu0!0tHwZ33b7KJi|#U65t
z%k*u%h?E=gy^C>XMhKU`NG>>nef*1%Mw~cWr|NcDX;!Gm16(-Vi<fhV41;hmhqB<<
zD+UnSAZN4)bDG|cV8yBO=(d~iREPvDF^CpErgG3YgtEkBoDBlqw2NtIVr^0|QW6b^
z&6I{Na<$lqmwFVP%<-ixECM2y1HqA{DZ0y#Q4~dVXtAUvtLBY(se$9f{O(KV7_SYm
z>}8aED51v+2(?d2nTB|RgSDTh9hNz~P@x@0B&{{l&?8JzKH&c{3dORwOiyo#Z!F!+
ztM2+;mcu3h54Dc7Bzy2<$#iR)V~q*cx&kLxK&?~Bcb(qBRHH=Rf~|$!)YCi_bCA5D
zupOHf&m^KnstX)n8$c?PM%+g=7o(C8L!@Y7VQRt2hXM?(ahzPXSka0&X<$1k(#&CL
zfgx;m59CowkuUZTM=?tiPjTJ0SJ8@E^f{wc?O_hh@8k5`L3SH^C|4YI=XwZ&kge_r
zq$#<437Kfhx=f@p<^ioSgn>Zt^E+>#Z08xVidfj>l&0S)bFn$fpxc9&ri|q??ek@>
zi)F4+t-gnj3eifC=!C;-)5Ly<NJ(l>B>YbK=h-@5BUm>e`sTp}{>OnYad`3_m{?eC
z3&Sw5MYgzfEtk_#oh8|1Okc__`Bn_0OR8*ElLlMd9gN5~u*bL*0fefHYo2c~5GWs4
z<QTB~nDv(!&R1DYme6Q^vHIIQ@o;9#X#TlLpi6wE@j2eT_)b1J^<H|*RX(xxX5fVj
zqRVFWOua{}Vk}{k7kM1lq88LxO_tc_XA@qid`9gJNK!_2?xJ&gk)m0mWR&rhhp#*a
z>|uQ6on=6Dz)~{Ln6rs%+}Gfcqodj!YE81zRd_lCUBYWDFuG|gQ@Tb^+QaF%#wL4!
zj$ETafzRCe3Ho&(f%Q51%r1?n&9DC8B3gi_x>z{Kb-QTQIL)2|r_VcAAhW<-mm(Ra
zNqv5fZX-MYcfamc-24~sdGP`JoRCJ2#>_eUSa_1JEPjZjGz?)AX@zv$3Q02qAcs!x
zXXqbi2pe4rIg6mZ4lJhcht)%8HZ$5?<4MaT=e4N?H8wUU;2-v!-S5nPHiuaO_;0j+
z7Ky^O&a#BjzE5YYhY(O0B<{>J*O_C*f=*>9lVbr#R*!JYsasf>zmqXn5{K(aCYcgb
zpl)>W(k3Sx4HB7TjAiU`;LroyIx$VJE4X;Hhr&;9XXR*@K0S;q!3C!c{GJ3y13F+K
zsZ*T@nTT8DQ-K{CxH=)6%5!WHo}5XUJ#hi%$ribp8kaqhp_sUlP*!<j*`-@3;&!v5
z+&^|cfdU$7lTl-gjq0^T!2%-_7gKFldDmCwkp2pJ*(C{c{QUImI9?cIDQ@wYw?-nn
zC=6b!e+elJ9O>hzDoPo=WNDlroyWi;mu|(D132jwyqqs!;IKFRQ{?lkZWSJ$F@Ti_
zlnAJB3DvHRl}Ln^#5AaR$I*U(E(9bdI4UJE1#Swl;n1=o@=1u)CIuj*K_Q8Wgd#O<
z9w<CYDiU-&Lu2(eM*B@xR<q;Ch1p;f8xqV2B^6Q!Xg5J6)1*ei;nF5TGtcISSMluv
zYodnG36_*-p-6;DE(T?#jD0oRZr8KfGIfMp-**15#aAMQNk`;48m=)yfsQD!CN*2!
zUVIsILAr-fb<kw@wVM<$WK8eOOX>B0mLzx*C3<Nj5z!S_aNB+bDvyz7rWLlx5w~}v
zTp!&N012`8AaT4O(VB%gh9JxQN7tXGb1|$Q8zT)oF4#3paw^5BUxiXR+?)?yj?x{&
zh$M%ts;DH-KOcWNv)bUul^-TH9ir7upbXMVia&D_P99_6<O#64#I(^QM7_6@7#??q
zKMOh`S~nJ%6)xr3Av`y;*mWO&1~Jluh&9UA6kP}1&E7NIjmWUZayuZ2On&xLcQdc|
z;->)wBS=G`)!DIGOM}Ao|1G<};u?mtkq1^?=C%)#MpcHl{-5;_`hJ{^?`Z(C?d6g?
zz8bLQikMPQFRdkqu;bD#j<Ry;PY^2)qq_;Y;}l*BA_eW5EY4QxF0Qe*@~@Z|Z%3JV
z#y)*9qaS@858rv1x!ewP(od469H0I?zPX9TrDZI~<?+YwqHREBa|4%M=pcu-e5{QM
z>*-$7o^0`StnvYFd(32!0--i>%YFFfA*O%!%e?ZUO%(DG(%4NftkKQQRP7(9;NO6;
zQG?oyI`E&6oeHasQD&E}CUWy6GV{DjQUfnAXeKrzvB8e~wW!9~EUaT_+C3XFCf8_I
zjwAXPGI>%{L1a<w`3yorx;o9mii2%Q2J9TRX)&NIe9Ixu<yn1sHUJ#FX^mLBXaSoJ
z4|BkJ9fy1Rv8)n-v`DpqLobLJH;&0gm(or%hD2cCs|c5ra=1+1NRZkf6pHJoUe9LX
zun^6Wvjix}W6)Nb(=E;E)kSXe?%<&RG;Ug8QF|ELAy$&Sl~OSWS!rxwsqG-pv=bYF
zgP#gQHH0)~m<@K5N|!h6>O!)>MOy{GHM|>{q(q*>-z0y?zjptUe2+sMXnNct53OZ#
zf#tA45?(+%jF3)&6N^tFWS9OzFVzvvTXs(J)0ZFNNG(U%hMl?B<4Kc^`Hd89lOro{
zM#TX!9)_;)FHc`b(Gh4&`tl(%jWC5GEA~$D8x9r{H($)0VeA|-ZDQF8F#-cYf2qV)
zGn;gZ#a@yyAoN?ja^owwY0FLI-4c1Hz@ddFSdp4TZi(&A7KU<t#Bt1Jg`Mm+``KI^
zp{#rP%hhi(ozy^>*jCC=Ia|Q|mi3!_=!#$E<+*+Wm0)X4pHpTnY|(2Ku<)7dWZj`F
z*d*(nf=h<WuRZuKmYd5wIeUct&)kVA3|4ND^wYzaj(nNV9XyQTmYMGc3>CBe&2y9}
zji~l*z{18bEs{8!jOUXEd6B28N3cXlsx7=UVWYE!hHf${MiIiG?bUFtbw*+RS(u3?
zY05e?%+fUL9P6BBTWKT5!h`f#15DMY0M2B}6J21;-h?9@I$@V`zKkIZdd$8vQmvNs
z`N-Pc*uud{bKHI4LA2H^CUcD08)^C;oh6GXjaW&S@Rf&J*-BD|L3;#%E8p-#1b5AF
z+sWJLG5cu9dImtOAw1cky>7$XkT9LNRE#SB^voi^+4Fup*`*l=q{<}J2}1UfL>{iY
zgUOCdn1(cEK%ZHr+WRp&51i)MGpC5-fPvCy=&{%6rZu*YB}hZjku4ryI>iZ<-S^e$
zW9*t(msV+=HU4`x{B;1LHLKH8{Ky~v3D11%_UwDZn|bE0`<^>U&%JQAF^o0yhxhUH
z;?t0Z=-Ypt;Sd@<0}!_nR)nAL<LZas0}J~&^2lv$j7*}6O);0FySjdSK@I$ML@N{0
zMUO{yj#Q_-YVZ5m*_wgc35dHWe+?%W(%aMF!P_@-U*R-)wG%t1Xw(goL=dh_gN(s+
zpfJG7YGzIP<q?agUixMT>ddw0IJ$b2Wp9~e@ie{y$LOGyB9#)$5iC><BIUyk9)YEq
zotYzTuX4K8<t5)(q|buQ8wH6M^0HkXo6`}rfU$XjHZ^t%`7+p^P2rTmc+IAm<j_`y
z-j<@{<ycwS$n5A1bZXlPJ;7C%|7ZG7Xi_A#@jB(zgxU9hh>5{Lo_Y1J0PxZOW)NC7
zhod75i(%TjO(K2J0&Pgjaf|={z+PUmavaOM5aqU6H7;UXZh(a(MXC&dlvEzyw6Rn`
zURMbGJdt7W&(W*V!Y3xckOqd@#TI^olDe2x^%RMIE?X!GXi!J1Y~FNqFG{Y_mlUwm
z4hV%|7#JjoLQLXl9F>x5<*0ZjML9@Ly`Eg+VMs}2!;E(vLuuN!V%}UOPC)5|#BgXd
z4)d0u+<_5fi_qAzKtq}XR~*BWU25h@bS_1!MN*;ZI74Vv#OY+?%9`20loC^?Xe0$y
zrWD#JLv!y>yaIrO4?hY(xx9gzvS=3usVN&NEPSc)b&-S3hk0<}X7))RGm5zG^kw||
z%^g}{jujuKwmw8>AdekauyR*$kH4P>jcN1+8)$Sr%#Mc{mC?!|b@H&diTv$9h3ID2
z(hI+c)-6<X2G#Y@UiQq0$V9o>9HQu8Ep-?v%oE@LXT<Rcrs3lcj3K*4l(I0b21@2>
zD~sCB?X;Mr-3pOm5$o_y&<1hfkt&HuK-eCMZWHCVp@e~NtsCkXU3@#MD>_~tBtP3j
zxb%7yCdKY5xKNliP^N)a4!8#Lv%ia3y@c3tFuDm&!{@4(Od@p~;tD$GLnRTYY`ej}
z5206wG0L+D(TnouNLrf+l*JCO$`P{%xAJ`e@*fr7(*VRQ^>Fcxc`kj$CdM{g!;#PL
zq}$w0aq%~4ZyqPLAW0k|)yupvX??SU*-4>%h|a{*Jaq7VFtQox#Vic|IQM$H=u9@a
z<(o&@|6s&bf4z-v`5#D91H0Iz?O9A6s<S#5Qy8iv;xW44_yp-oKETY$Nv4)OctpUZ
zzlmJ*aQiOenc6shE6<kKEg%OTMnoBi$jdHrS+F*j<L`fUD``~WQ(rs6>3teu41hOA
z*xip32E}BVZn2lB*h7A$Mp&#uY#_Cu-%i=ru+Xi5`BT5ifmi<=QNB!VcsI$(MJVMk
z##S*<1l=B19(xVp#j6Bu7gu-$US?g`cU?jU$w#hO#TO3Aa1YuzTkO{kvq5BS`%74k
z6@g_^U1_0}g;XV6dI0G0niOP>dYaL>TDZ(cO$Osdetqqe<c$=Q9N{{HfDri7CvOWh
z;3&n4l7uoPZ&^H$Oz_Ft7s=}!4e6nkMZMl6?F5u81C7gy2mLu%Ni|wIjE9SSbG8>R
zx&)hkQfczijWK?6KT>7|iRRGdtgTdeIJ||Wwxry<jeJt(>fx<?X8K+dmEt8KCm#Ad
zv5I)<wpWu+Lu^8-RhLbp4rRk;Il7YhPKEZ`+ejjdp`4`Gi3vIjeC_5BvpX;8CK0Bp
zpc3fGX9Iu1^hnbLVHhA>x}7DIa!`?^SgwLUh3ys)#vG=tKu5G?iep&pt3N?Bc{k<q
z0F8xdZrpGk*A{m0g|~fyYcGBy6}QUiTGnJPLecM3=yS^?Ny4bx&o%Z2UekXikzuly
zcKF)n-vD7SQuP_DoGpreN#AaANtV$oX-&UdX4YTj$jal0v_m7<jAclKHgML>1uT*B
z;L6j~It}V+wvY?rm~Jy<VRe~>)WZ}4w>ru-y(6?`#*z)lD~M!_VVJ~;k5j0UtUC)W
zrEP@R&jv0aiCm<zDVeXv5fu`h;OYXhqnNz8jcMd4(u*dO2EOe0c5ZEb8HB*GO_t+T
zb{Dtvxc3kj<}T%A?IggN|3h7%t~T?go*&0abCjJ7(2Uuem|u6ononx{OLH$3qlfYO
zIQyPC#z!YVN<-G@GY5G8(Qgp1FL0KVOwwnzE+E~Nqu<PQ))(GzBllf=0dKqc?Pt1{
zr#it+^Xz*69@^`T2%D-%Q;#8ppwB6Ds@Wt^9vxXGmRnF7jC6!F_Atx=8t?oxt)NBt
z*kO#74z{_<<X?UoG=yGv{Wl5;*ZTxC;ufdEV?4Ngkaw&94|nikdY6~!ZLPb+Ej$VD
z&7U1~y_JleOG8we@^a@^jz65$KTOP=W_o-YrPjv{t>KnmJb&QUnlREl(U{_f2mg?j
z{Wr5PeTd&ZZL_eygKVu}iUhBifi)7Jzc8L+W4_FPeTQOndqmh-2Sq^*f~+V$?beuD
zgs)R!#j)ABc8sn5dJ*(rm1%tHJyfa-)E28$tQ~k(83RFnu)=J+pQTy>6?fs5UnH4(
z1nrcG8mEbXA;##qCOW9G{qMH(zQ^8&)t)12tnxr;@+XrE-18g%nJq7Q94BY+`W<D2
zuy}fCftmh<wb>O8{Fh&1QKnp4*+P%djBfR?j1I&3n35`h07EL!nHzec48!9FwNiyb
z)5Mh~$}O{LM$=ASLAiVZH$FIuQO$En?+x^Ae<_7|gI3EU?F#(Q-Ou(TYuvNr)kMV}
zj)s2>+9I@FmZLeW`V<}AL8}yP``Bp_iw3*v6O77Lb~LVHTkkO<wVA7moA|+jm!Xx1
z#vqbQw5%Mi(%9ITsm-FBV>EPd)dni9l%9iK6q37>yNPuhfk{e0SJ${x{vLCDom7N)
zst0gz<#q~s1Ad%POf00~Bb2}}EQFSbe1x<#77^Q@9A#t8!lpuG4PwV_a<Ra7;lRp+
z6q1Cn0YMX<JPC#m)1F5fuW<F%F4mrbtTC<uxe(Hvz~LFv*uua>=ToMJAl8E2M=!>g
z8?ii4Xd-hF6lk48h=eQVN))DJ1`cj!=87@u(&2{U6*LW-veHPU86Uj{tt?!tz>lN3
zXm*S%jveHEcmF+}Sz)+%IRnRsF%vkkHpqds3PG{S@<<Dv_^fXGugrTjerx(TrgYgd
zU}GJ-4d)q~*3wPH+6K!(`4)w5UW9T@gfdB=cni~$3f*lWH!ZWWVT2`h8OmK>I_6T;
zWq**3QLNGoN9o8{((c(sBK9D0F^wiN%@a~!wzM7P+2jiqlBfsW=wNszX_8=tAw~+q
z=@9D<QErfKZUikdIjkn6+|9;@>CF;tbSbU&@>5%0!EGBMbrc)EYJ-<2#YH<3tv4Ww
z+X?a})>4j(pMH|-e`r66y@-|;0t-`xBn#`~ceo0xFC|@gBewZ=O!ETTtGiIO3R@OR
zobDe&_nhq{|NZzsi|=UwGWW!**|dF_sCFf8c_S0g^wRY<;tYKmBlqVt7p@`JIi%N5
za5ebXpFlkFQDz={fbOlo#o*kfq_M<27Ezs_WObpzrOqfjcW%ay#{k&5`#LBeXXE7;
z(yoKuvxTSb%QA%pdn4nIbV%DV-T7e}eY;t^^-r02(|b66;BH2@@8&V>kiYE;uKJ~~
z6N+(+&JX~u3W?`nVsDk<jU^tv=QNkTVhc-?TRAipkhG7ZR##~(S*XP|n(i=OWdwJ*
z#UoxHA6wXh);4?oZkpLZAXG|}Na`DQGd*@Ap;2LfxJqgooH+IX1`35uaBLT<l(4Wg
z!XMrHPJ~rJNt?clQr2P@+k|c*$AQ<Rm{H0VclA(xvc%xh3T`WhVF)^%2C*!#=fPu4
zSVM@|U?Iq)FS!Vui7K_&WOjNp6Wv$x$ixv2E@TpgJPEES6Gho#NRS7q$<fUG?Um$_
zMjxwzpy=4d<`$j|Z6@MLPOog?(Z&o%r)!MZ4nk`X2K4}XbDBnCp|y>pN9eO6#_PXM
z$;bf$*Az&tNTiWT#d5t&pDc6o@f1&8fmzvwABW^zi`NZb$;T#dr;@kvnhSWT$C}k*
z&%gzw+9EZ|?C7r&MkcN^MkA<T2G{Y)eP7}ib_Q5ROwqNe^lxHAQRBrLOZDKInq7S+
zrUBjNGD#d^h!R*imR1)qoE*!wfU&^>Y4ZpJg$mWeBBrnrgv4<#CMI*u1>&HERj3kr
zZLS`?jIx;lTUS{0uNU_Y$OJ76wiJgLcB^RMhEH6}LU)1T!T_F1_{Hig`P}3^n5Ii_
zxPh`a$Sw6-fJ}1KjGDaX!k@$fI?k<hWyr=V9G|b^hg<2%Czyb1BqYk=zYJZ@cC(i?
z-zSwC)5+6pbTJIUqo*Ikwu=l~4vrpRK<8Oa+PH@12jlmy*B}T=xiVU5>WRWN4C<*z
z$M_sO#R#j*KLSQXs#_dicPIPg{!el8iAPDg5<}!@KbWJv*gWeUuO(W*9e;Zl|7qw~
z7}jG1%4f5?n=g6qqvRHO-z}N;zaEu2IuC!h`Lmcfq(+ua+~90xKAu5p$*~~IikHkD
z<~#Egwq3-#4}Xi6Y+|Q5{_I;njY=Vs3A4!*7vwG`4h-5GB?q2arb-`O+aoIHK$sZ=
z@@%K`*d&%Q-Ly;ID8O`=%0Fid{C=lQC?%hN{7d+4A1MWf78tUhP+FKW``zo^8jJt^
zgLFUeISi3f?r-t7zk%gW=Hyiur;+PT*pQl!H9nC2nR*;hw_$c-+NuCrqu0BU&mPX~
z#|ax?7a?k635m0^kH$<UlZui6dMX_I(l==zo}~5oL+JMW`2%+vvKoiX+hDpCzVfc$
zVZ;h4NsFH2W0-Lp+fQj)S$A)L->qzRQnn^Gj_r_l6Q0F51a+R(^tI+E2x4%3&2%oy
zh;BQliD<6*IE(vl#Gkl{FtTaO0*Re4JiLSboeTNQftzrggkb+yNP4%Co}Nb5CkQQ<
zAu&qZF=#iZxMu7cX4|v;Wz=HR?F)Q<-saNFVE{isz`yCPFO#oy7~Xw9Kk@Pwo*nXq
z+y4un{G|>$g|6M8(1H}3qOHl5Q!D}ood_p25P<C0Tz3=(ra>5B#)8Psk&6=yrO`P}
zV{Io5^+s;Jvcn_ZlbFgNcfrNzIHC~r;-`uvhTueY?O*ea68+;x==SVF1C_Lw%G4ma
z#G)qaRHpV}x-&R|oyn2y0WMfBkyiJyC#jPNhlBgq_`{_;Y3cw2hd|B~t|){Ap#`pj
zx>MwWWDh1)dODKf`&Ln;d@6cB7I}8sKT51TPUyQ?O~1vd;FCyV5_vIN3toD3mg&|%
z@P`vSa1(_zV@xFw!a!&Vb_haXD1jqWT$y0kG*Z|&Nyw<*OS=HJF~yMAC91>5i7LH~
z94Zz>jzz7zge4;wC?SQ7Gz7WOKsf?6)S^=mG)f`LO<3rMNELYL1FvA#8$d`PDx-=A
zk+y{$#s~pcN8>jGeq`ch0DS!8FQK&aKe6SaA7)F(L(4R41{>yZWx@swbbUL!*J>2f
z7-#J?rSKxEor9n(I+4qAOJk%K&s_KfU(J1t@$}1B-avNC8x}u2YGBq*pxdj|26ofj
zaXE>!(E)^mdD32qo9@6rbcm;(1S9MaU%pJVJz>$g6xL;~wx_u^xrJ}s`UAXT%WL@P
z;1DbNzp#2@1m#yrRT0x_<E0e_-9EZr4js5?tHa$(1&pqTs0+;4!Hz<tEzoJ6ShtbH
zD3QldS+Y@MVg@OWAz2=cnA@>{d3c#wr^r1cIg%VWQG{odXpU(7p$0-Fv}K3ItG5yj
zndJQrVW)r{G*~`;F;hn`#V~wiS|NyQoU;1}<6(|Oe?V>R9f;MR;Yf3a{EXtznnl|*
zsaJc>ACtZx|E~C+1|W`ELdzUMeFHtEjr8`t6t87s6lz%N9vV;Fh;}08o+?p(-4m#5
z$LZ|-TOPgeog67$Mr>_h>Hb^kc3|^upJVmVDN3uS$mh1xw?&gSwlg>~!WHlOL5h7g
zZnTqa7yba%$_)Sv^}LZM?>or;mu(|F{C-NsVLF$;iQ2tC!(t?G%!HSCM@fSpM<qQJ
zhSyk}ES<5KpL+Bd$3M7{t6y<3Pd~84kNwn3C{!<IX)fk}z2`KC5AR`Zu1<Spfgl)W
zrLdi+y=(a7V<9JkB5%HS7e?tqQkkNKX3E?`>;;6wyXbU!ndo^vbw9$oT4Nb?@_7%7
z7S5``t5tYtrNR~EE;`AfH#Av|i>wXwQ5)<dv;}K@+c|aZB^a`Y$%~<|*3Y&7_9!E>
zC9Jv2vHh6i{zddP4NRTgif#hAFv5>~lyYcy15DFGrdbxmC81yrlf)r;BgLmkQM)9f
zoAnO~H3udd%y)YbLNjIzBZ+x;{AmO(?WDs>TT-=6yf6kKh$Zy7831W_w(yl>1vWb!
z`s^iI=`tFDYie>fNM)i$iV)!D3wUV{N)+%ygJvL^TbaY{T6}rscIM6fs5Bu;eSA!$
zDM*!x5;nc%Dsf`+pQ=BDN~-wG;6*Mu+W<5_`pTccbc<9RO_&(u)F7i}la~&q{Mf~P
zD47r?8X;V?un7Es{P2Zz8%y-|^biNItF(zU4jF%HJd+>@3z=FpTOF#yTY2TKaYlz6
zwv@J<c_wm(&DP#+eBzCt;G<Xm8X(wO7-l$^ElwRRxp(Sb`t$t=o$|%W`}x@9w<tIz
zI$;~ah|jEi2B{>*pBtR4pXAqey$OIN`(ps?**Zs~YmxZZQ*;c3)&xO`+3pxctB$2K
zUJ#;`L|8dGEuX;+RsQ(VUuSb}3r-RvB8PUp!MxwWaN0bv_6&I|Pm-kA!<X^HuN|SS
zU2=v=U3Q2$L7$OQUpPV3U1lx(H`*$@r*1iU3tp>%@&*6=`Ok3ReQVtJ;YTww12PuE
zt93d3z&Q1(nBTkculeclSNPM(hd9+*rtDO?dEdPNgi(Sevj@}^E~zky(ufWAX8yJQ
zNj|>zLFU&Rb`^{&^PPE|N)A8CdU8xJX7vR|9z3PEzji0z-1P)nm`r#b{`*HhPOdS`
zc$hV}+<L^K$H*8E09$4Y=Z8<*2q7>Yo2UH#`$%L;zf;CfQ%)_8(`YnMN)qWVi8M&;
z0p^x6CZO)s==3UD(-SODl~M1guy%2gBh7!MmGonYfONevS-;`(KQC<3ldF&<4i_H}
z@dKYpcL;(yGpC*gVCLc5vKuT3pfmzei$QM|)mp%<W&0hAs%#e<IPwqw#=#GKnz_Gv
zFT~F+O81q|H|9S<U1_?7Y!TF-_fZ-KBbcv;2s6P}4))_A!Q9of@B9?)dX6nZG26}<
z+XM&w*S*kPI3vO8EKH#!I4cPYM#ez($rvvDQS|oLlT*hDy*`u%*L6q?le!i-6^S3^
zXvBM{_QIk45ug8?LnQY+iam9b#50*WwaVl3$7nSsc<Tjk<&~RWNmVOG97Xx?t7yq8
zgT2|g7AkW%ZbW%o4|DnKI&T_EXxCzP&Vf`8T0pEEFcPX2P2@!gk&U6zsg1bnxJ@Sz
znHD+EC!Ow~91yL3y5=^j!<)Fn+Dn>un120s;$sJJoB^zhUrCs&V0Z~qD_q@AX=ak7
zP^MEZ(w|(;?u88ujK7s;)TA`EAJgbyg#}hhuVAA07udRz<HBG8Blbv)n8js}j%Q=)
zh*wX1f;63F_z8`@CQxaNs~|KkVQVnTOJ?ps<-iDHb}j7XZ^m!Oq|BZBzsWD(@{3IC
zeL$DCItf}L<uDO8XiYtSoVn1&NCb%$BT~%?<KLJb4O!SyLnG)OxB#`<kEvpmXObi~
zEhER8?_~{W>*E*-?7U6RbLsV6l29ORlhx)5DhTmA9!lE?8B^>Ud`fLc4mMdUEwftn
zh%AAQa@6B3kXls35M`QJK@}x)<d!cXw{AXBJb7)F3<IjmU8b+xjq1x-!=LY#QS0xS
zQ2`aK5;)sf^{=MfwmDY5k$F|)t0(WH)S9JtuFR=mh}o$e%1V*8B7SLhUyYs2SjjXe
zX}bkF#m(dhnaJJ9bm?-UK%papVl)MS736V}WlqhP5mAgTNaCbQk2yh-R<M?A?s@8q
zOq8$UvcU>-#S(6}$`haZ2(8EFF~Wc_9l)?W8mgZjQ*!KRLUSfZt6K&)!D%Ptj}A~x
zU2;)`B*&ArOF0~U6{RDTk;j%kmb6g9AyGC36MCNB#xrl8V?2Ke{W_(Qmoy4}tb}m?
zJ^eiSj#;K&cMPFYR`-35uAC*wX-E=2{>00X<}~HEyoOG_AJYhk)r|y6jmkq?X@z?@
zVfkFs_+R|#KSu0ZJcKp2n^v>MO0UEI^9>EZAOFsHK>#A<iy4~#|5r>c-9o1|LfGzQ
zWo3y{&nCK)_aO$s+87}o4Tyxp;&_UE(L<>69Q(^Zz+2ybHO-#uP{Jade2}J<BPtA|
zT3x1J{Tr0+4qJAgAYR!+@0P4kvX=id=4$&`ivEI4+kTWs{{91uPgv}_>>4V+bcDs}
zgm~>K+E=}u%KS1pL!hlS^p01sR;<vj7a82$!VoThv3vm!Uienh3tvy@blI|dh>`8X
z3=UNp7=-eMHh=xU-i|r=R{UUsmE}deXqXu;BqGP<mu%+`b~IQW8KXUOCCbfn=+_fI
zx{&9-FP&t?DsyaZ3aj5F34Rzc_A@lBehfq6*iCw#k;Lr^zqd>ChMqbz^&4r$5nY{Q
z{765>N{kXkl4J|jM=rteFJy5ilveT#%+|Pa-ezQR3pqc+TrDzRznH>$VW%YpIcJql
z>LY}K){3pBMIuwyj4FmsF)0xz374b|no>}Vw~>Zdktn!-_5`g~lUV4i6SgQ&HA-yO
z*#f#H6B1?NI*Mi#BDF!}X_mZU+Of@eyTGb17|SW{o0w-Hc>+_I<g5ig`tzXHfs#P6
zZO1Nx$ORR$*l1$rdpPy<G46Tv08g(h^K7reDDC2FgV>fx1*U*rJx?5!+3XIH7yVS2
zMpC8Z8icCMwtN*sXsV9pWOIyWT%nr?dJ6>x3jIi#5=#Ta$c`tBBCvajy)}x}0%-!n
zg)!FVLRKedD5@4k*Cq%}bgbDtd@(oeIKs=em)Tf8ODVg;qG-7M!WF;3Yq!6aAG+{*
zUNLwPW4V4VR+`sue;wnEae8w-2$k@U6L)Z9-yR&hKsRX6Y-f_86ZI27R%~k-nQSZ;
zOI$Iu#`eA%?V!MPYZ2GgBs!wr9OhJG1HxEl4TFXkA+!QvaHMsbbZ11N-be0WhhTXb
z)mNg{UO_1f;WXK|w4ah&rtSM2>(uBih9p{}{1%>U63GGP<TK1X^9`EQ_mVR;_jPCJ
zCYdZkTK(k9HpK^OT=8In(}dIEamq%8<#d7C%qpTKIr)XG!QJ29^)ZswS)xuAQx>s$
zTjX<PUYFa0Ofp~-;Sm)Ba_`MCVr^ib|0pNJBh1DND4mcuD$IB0dF{ZPK?qv1Nu$%w
zig0t9j;Yy`T#18&vP`D$n<Xb7;-04;;E0#8C?oSWpZMf{8nVupzVa>1)W#|d&<Je)
z<(4l~eD{6CuiVDu@-z>gzCE*6b`^=r7TA`sP)cCPl%&1B0FIyF`u_#)h~m!u+gTdv
zL-&`l#SAn4cJfBb^8PwOV3SL-#nIN@DoJ8-!9tESHJQs5NE^rbpEv(DOF;#rl>sJF
zABw}M&LTf^{b4LyQ|NY3N^!-7+vwGK3Wpjrzxp)&V{_=#$(o(5$80>s`wsjDHK1P3
zlUwuo@oPGSewkuyU|`Y+mIy<^z<~~FRHmoDK^PBW^$n0v<ltH_T~R?qO|)HPW&Rj`
z=(BkIAUO}pbBbA+FyUs-Pak^uCFngrLBb%GW1)o2icz4P5BO$OV&l$PRO%oNL8%1o
z2o?@?(ApxIJw@PY#%HJb=CQ{R-V$S_G4B59yD3XaPZea)!;;#}$Oer}v*)?vS6IC6
zQvPrD{xev!t2+0^e=Dyy$Nlb{JM7NttZsEHhZYhN0z@(yksV0JID#=4+awztNXC)@
zgM@MxYGtW&PP^mI`OSIdbw6w!-|Ks+^Y^*u*#Ek9{8Y^^t7@(qRd1N%8FP&1Ih~m0
zcr`(?-=SX&U^l^&LU=kfJcZc~3p-KAo6F-1BCStCURgzS9G?2yoj7$7#go}Nd789P
zhnWS0T#RVkB<9B{Np(~Mq;!T=jXd=ae3kRpyajV`6Omw$GgrQodb$fcTckpSOG866
zu^Er-Lv#bgY7rb)hPezzVI6h3kD{;^-EGn`ry<Q8q`m$qk}NRj4&Y)Da>^v?v*=Zo
zL@t5vNCcfQr_BU*^#BQD9@%%0{3flHNgP2$B*wn_AzpD?n07|+k#OV^k^`-WnmkbK
zz>sw^O&h}zna=AVfKc-ZM&?i&D&@F=FA99*o;!H@k(&_lX*4`u&M8b_61R&uh=|Ps
zk_VGkih4avWGq9pp;O3e2(FJ;Gni{T#nWadQdS}|8RVYQ5U0g3b-je(3m5^9QnizU
z*+DLyAz6~JHJ!eP-%j9rkKoPSfG-AkeCh*)^KleYpw&0nIOU?nJMo+ITvI8sJ<^S6
zS~wn@Fw?A>ypqoizr=SE=lNmhXSloV6HG0%lP)h|p;5vWG?ZMD&PtW*zZpleM8wzi
zWil0qst_SAx*RfE8CKRJ3pFOCwM=-+xVU*IjwztqS<F{|198tol>C04?EGCs+rigO
zOeao49-(QanP4YQwT(mR+X)8(r0VdG<tU|koqTo@(R1;96;X7^nkwbuLAsWVaO9B~
zU;F+iIQZ<<Xo?5(VFYZXN)9iV;-T3Hua*vDIaTV)GNw~QNVbbDDj1$hSn|k~HWGVz
zJ7-##p-KX>T;*_Mfrk<zpLs``0y46zB6t;6UHCDEm}6|mgG?zwa)!>pG4PA+M1oW7
z9eI}V+;!~R2lpCxP*y|Oug|R=ywG6Y%@dq!VJK2&*jP)x^S_+X|5xGH5|GZ$PQLJk
zFL3_+`Ty*A{!?+{;&&+JTk-LUMkS_Z?j@2jG1DL=CECvaBjv&b!t7B*t$<~m#S=Bs
zt9Gz@V}W?%F!ia!RAq^?^$2az1m$Xzv$+&yAEJIItt(ICngNu=D51*7Sik0KuDcda
zzpw&5F-P0bdnt{)%$}$In8}HIuz#|PF{O);Q$`BRk=c0z=~c@qoxKGsH$+H@vac?3
zQfZ-@Udo%E{73TP{jAz>7yo#7ji&!g1h0b^4lTiUUggF=ev*aq0;Un8Y(@w-hKVKG
zX-`I}>nVzp%LqhZ+}ci}rIXh6mveZ$L?g76Q2)zRYOj%-x|Jg>x3JfI0}GKZrr3t)
zhsnqmVX4mZV;{ryKSr=)fQ2<CrMI6#5FG>|M_zspmBe-UA}DnSBcO9u>ZdU$p&1r>
zZ5<~YHz4Ov&}eMNH(D33r7aPB85s{555e~q35e$+cmZ6~WVx4N!STr0ZRqAzG#WCa
z4TJu88x_Mu5W)5pGOk9%*YL2&m2D>FUSgU+-E!~|@qH1eDKg%O^YgKJN)3^qXfji4
z^752V$x9<E!_?{lG}*&;1w_F`_bgmT0nf(sJw%{dpXN~EIq)Uiyo#cQXc`h80jiRL
zBsjRfNXDw5I#FgTc{1WE0^Ts9kVciE?#8jjL)<i|6W4r3%ANfEag&JR5tMZ@;WS;b
zI6fkRDB|ZW1UX1DS;I4{6t%^+kxa0ag>ehtbx>5FPCdh^SAI@;2Ci6h2TdnPYh0r}
z-2Sh>3H5aX^55EzR>u2iQKG~HapK+>+q*6Ypz2tt7`#!5QmxLQyAt(A8N;a1qV;h;
zf1ci0FBP-GUVZ~X@Ui?7Z(n+j?biJ?<S@455DkhPtxe#%67!7|o;X8IkSH}Bypjne
zo19a`h?&S&UPp0RjPivM2nVQE7OVb0NPLOu`YfjBFpz2?>FJCWlf+bsTq%ny)T!A$
z<o$DmqAF(1B&94G(Ult}6)lU<xg4d>A)13ymqMZf_tn2kkJ`_?J<HKUM~V9)Jhtd7
zp~)%*qe4a9M70*d3l))qGLm6XtQW8x7YUVAq#J;l>^wPVfnnnmFV>#J^=ovggG^VZ
z38;(nPDLkAu9BzMy`7=<O*n!^!f0d9vyb4Z3eB`a{DR3fUpm9{rGo$n$uQ^6jdHG;
z!!Rs-3&c<m-}m_Ow?4($uiivsNrXce4&d2MEXT%hHC$0a6h#i)_m51TIf+&=a4Kc2
z>(+5!WHrmShe%xx#RY|?7{Z#X68B|nyPHA1#O958jAjVsbraAxhcCym1+s(ZQS(rG
zX^P2x4-qpUuk;Y8zb<uaHzC-9ec?G?-%6{ib8h#Gd}!B;xNRkltH(Licbt$^#;Pa(
z)x{W~U}VX>3WX|E!z!-mu|F4OF1rTHk_qV%#9$Auvjkm|aQy^&(BWjMpV4?9E<qM{
zf0i0y%4H4z&S#ik7-w>3l;^+mmoyxe;5_U)kixMR+d{vV{SpolOn(3|s1WY#;`_y=
zw6&gRKMq4JQ!Eu1Z&q~8qF@Mw0|89aMKkM|E=Zn0!S-?O28lp|W6gtvY?D|FWH*J?
z)QP5{(1<WrY2gWb2`_I=@vg25?4MdeOP4@Utx#)%N*p%;Wkn&o++k*24&9sqLE>=l
zSID*9!W~Pm=3+TR%?@DK7Bf(NP9VC(z^}*2v^8kU#rV~&_Y=-^po$`$<HyJxcm~mN
z@dwu;#WR%J2AJzzL&e;Q<%KXqt?0E`vid0k$z$l%HcTG^=c6=hD-c|P<oH<<*^30T
z5`Qe-Mc32`GRqfOJ3mOn^|6r%m{lZ4#aobxctL`$PK5v|zeqt&u&n+9o^Ep~+0RV4
z9S@E6WerSO#dZWLriCvq64Pd}%D5Rs^gS$3poz@<rNz|7Hv~?f>LoE6Ct!OBrb;Ll
zV$xsyy!?iQkH~Rnns%#(>q*3-4x$GaD{Y*MZ)DT+?SyAj{CJ@s(^AolI%C-szc;-G
zb-_oQU7UM6?Z)r`(G{^}nRxD6^m?3fNXK&`n5xeH>_<3T*g>^6MBNWEJu`^nHc?H5
zm2!!H2))dc>N!rB!?ej=+!w!z$b`br&dJng;RnVe%r*1Oiz*Yr6-f2xQLHui<1W{&
z@24UM(dQz#vPi04MK%=Vsz7k6$;F90=kiH<1Rp1oV(-t2m_(>Z89Y&9G_jLPte5Bc
z3X_dpNLG&B6E`CHKG*`j?BEDGK`l$!X-D-<Iw#Mdn04w}60ITOh8!Ne3hMr1yO-@s
zc#cZm3Q$q=EPLk}%DEu9iim0?P&JcgGmeLYWO*1;nBl0%Ts1<?n!t5a<YK+l^a<ut
zRT}Q%4akDnLAJJ?d^Arp*n>d=+$yuF#qavmbcR~6K)&<!LQAtjxod=T!6;={VQ5c;
zW_|_X4{v6!)X$NLEtvH=I=Y6L@Y=BE77J<7bdWRY01>~BRQuJ;S<9G+tot9xGXD$z
zJ^We%^2twrlKbz!pA{=suyf~5?!NnO8vkB>_WuuIX0%AnEa2+XWL94SZw+2Bgs+5f
z#Q@ob^H^q`Wh3q6&&IHd<2cEc96wP(?TRB0^wGF}8dK9apbVn--biicAXne+5>H$B
zhDIn=qdGA}@9H|CRFIH*1-3AclahGWI}KhHB7LA;!$j>0%<>tgqXQ%Z4Q{+@4WU?)
zrV-@XeGa4dJOOT;{*^Iac>EYY+x-Hvq9Vt}&|40ZE1hF{ei$`s)7ep`nfx1K?G{-n
zMIjp{DAXzCCy)YB#zMO=#Rx_{gwp1bJ$VHktKUp8Wn=k0lxj0<ebav2$a56(KVd9+
z701Q5F%wwA3w)WW)Nc|N7Juwd1ec=O2@>nW1UJ?|b+JtiRhTB2uX8LnfMF(4N+Dj-
zmhhv*Rt|)3A|Hw%R+nQ{R<P|<0K2gS+YRuc;!;|wCyDq9>m3{0cL}%_MK_A%IW(IJ
zSTGa#3gh)8ikHTcFJV_Yh^aPLWLgOagG2;_o^qKh4)$UCBH6M1Ok5boMPg+NBvW2A
zoDw8j-4LcL(5$HhMVqR5k%S7_hJYmo@f&aBkteRE*a-9SCwHPsE+s?6cRU2oCLqhW
zvpy~jF0q?n{T$h&a|pE<p5-740-_Q{lWdxfLS?4HRPHXmc{ISau`q8IKZ55=XcAa%
z6hZLlN$Z3ZFbs*gW}RERY&1b8ql&y~?P3D${^TIiLvu)Kh*+qNop1Xy{xJ9j0ESXS
zG|C<=t=&XBT38q9p<bEgEARdYA8fgrx*O%H<(r6T5e(a9-&hV^P>@}PTYvBh<ApjO
zOzxyhNf1#ZtXh4FrR^QG=(qFL$LqW?wVCq^Cuvk?s7;rt=F1pHE9<(y!nwjZ-njIQ
z-2KKMGtR%z(^=rP<6mT<x`JPg^dbUZUi%&bx<XnG;<_sNMhsV&!2)VF2u%yIY9Y8j
zwz8OP)LTNRGmFF{rcJR-YolN3pwuifefAt($7YZkHq(_DE2B|Vr^Y+>wxTbjX!tq$
z0xNMFL4K?APk4K>gR{r~g<@clfQfRQXi=aP70`T%hwJ}DP?PZR$QCDQ4XLQb#W)01
zL{|hsL=>agG|++p4wg>g*iD|e=O6)sbVQcX)6&Xpd6u}8py*#gtGWZ%uhFLsk*gON
znVtvVW5gIGUo8@*lSo9vBgA}pfv11`eGmm4+2?&NSMbFvZsx>r1K)P>!y;xS$3LC9
z0HQ*<RznJekO~Dx)&&_^5@kUtadPxHxCW+UFSaTQ!eW08P@JD4RJ3Sh0{AO?aeN8M
zOEGw(MYSSR^8z@MNJ>tSGo#ED6lR2WTq8licMzQj9d3<o*<_|`5~>cxXQw&z58otd
z3CvxZA?7U3dEhi5n8wMEu<wNoFTEh4;NrftfagOprV?wo?5Ny?rx@6#{I4onzV9<~
z{17XC2|~RC(+Z(GHii-6o~b^pqJkty<QgBuXf8z$hN(BZxNtVg#d3x%`USGK&MWOI
zjwhmtDsH)e?bw_-cbH5%!HLAp#OoP4i)l{gT3FM$I7ecbD)Y5BpoAhcO@oA1r&YR)
z_tkErW(Mi;7G-M3F0~Py-Oh*Kcq@)25s^Gfb)S#_P(?<@c1<pwKEt0r|5<{rNgx10
z!N&D9QfZ%wY6@MnDdhX9hD3T}3mh8TfEIBHg+wOYI1Mk1twGsSi9VlV;DE|kvnv>>
zCzxKFz$tHJZ>WVv%4c6Qjagc3^@)xx4!*ec1b_1E9?p+6c<SN|l~966!$fqNEFXTE
z)?Xb)Om&b?5295|IDs&QqKR)xNNyX+N|R*MqECrZnd_oj5|FJXj$$J_0^z!e=-JFz
zDbDD<{8{%uvVZ&(s;koHrDzH|wR#hyYa`9MFdagYpy!YgMD|H58PogFyc%xE#u8;5
zL7`zMsg)L6?q-V~zyJJZd_lw)K;Jz~q2__3lG?ilPY`IBi{#M}Wd3gaG7dMB=oU<#
z%CO`5H5?eM@}aq%*rpG@&5Yk9;@h~EL@?&zIZ@`PmQt*4Vn@##IO}Yosa?Z_nL+n#
z8Z+zIBz+uLcM<$WZ=#DS1<C9}bR_ca8e7i(n9hYXr>B>5U-bt5G`60EI7i#qEat>A
zF4X%d<qOEoJi0A_2raLF*QbqXWIMyC-p87rJ9ueE!p^xQrMGi!<XSB4T6Cd+<L2=3
zIDPPG+J#L#8sC9!sWg-Tg6NVOO{3RDc0RnDbm<`87KK(Us%jgx!8h`R^nC`D)AXgs
zspl1DQfruJ9XY3u<L;N3E~+dIMZgk4aljXld<#i1Q0flnvuR$NYw`<wDZzpY{WT7}
zyO+pSe~2qcyd3*YM*V9jI68jo+wl_tu6b7;CsRXE<75j<Xc}z{uDOg`dauP0Bj~zK
zzM8?4N?6ShqfdQ`Y(B)S>@n3GAS&B9qD5PE1~IvpMDG}-Kp*p6S>~fYQAglFz8y1C
zC0{v?53GLfB>;A>iQ)SK1-X}_;~(Pm>CZ8^>tR-PUqsO~5=n>gdKbfXC)=gpWyz`m
zrW!8wxpu|}ug4Y_a6<?G7iFOTg<nfR{`imon2Q%L^4xRJF)%Q|Z~o?Q(%#<Ahd=yb
z_V3^S>$d!V629qjUVH#?)!%XVi%($)J{QiFS+aEtdB2@vC5H$ch<=^?3vJZqBSeN8
zT)tzT`H8i}H>{-lHW$+<aj7h$#yat1RYrq8S6v6qsz<p57kA&vzPsPSkzzMT4*NXy
zVgWg0;<`4gR$3h2`!KPq*CV{=I^rvO5iOOWl^MFbB9v<>DwR0%iB<;tHB7sYl~-KL
z+AH46jc>UH&rFl*KZO-}5;gP!Gb3AA{yUq<$9_y+U%V<za01T@5Y&qtn3N&d&7>W}
z^>kFtCVf?&kxK%(@yF=8@h=F+dYH-`qF4yCFxJifr)N05=Wdoye3XV5#cZmWS_ZEj
z8Z92{{D*09k?e+75EPN|7j{xFb>ccus<d#<Sk2j2zD3#8*&Dk8MF`>9NBM5&S8xOg
z$4DYZ$M~D04nMDi7<VKJhDED;J-DAo9LW<b)<`^3K=d3^lM*e>Zj$CCqt!3q`5pMe
zV>rexd}KNli`Je#($p9%LVfN!dZZX`AxF2ogsbcpy24>RN5U(X5EKo`@bEkj!OGAl
z-U6<Q;n_&IsH#BCl{w$Y<G-%J7f?Lr>H+~D@EpX3gt%u>781a|n51czP?ZplHHR!p
z$ZCjyWKb~!oH>+17Yl@>5;tWQU+VcbzdWgswN_CwJ191r1ZAIMT_PHj2umUgA_2ca
zN?+U~)J!C^NJ!A=5C&;g6D*ep*|rjfT06M;?R|Xgwr`N^XhRcpB-v+e>smGi`)Rl#
zg4*Jc@Tu7{@A>I|o_OBi{ufHzyt19gPS4Px#E}G%Gt(-efWSy4%(~7m5sHNw2n}&^
z?mV+)2Y<@Jm<Qk4ge0%y@O*;xts6+u!>N;hk0;+wsWQZ+iBF-)GD{qdkQ^W`rWS9w
zyf9Tu#S<!vN->@cO$#DHeAhv8En1Z_qTmslU#y6S<Qf_Ib=57~hK5Bz(QwTsGnE)?
zlQ9~V3JJqQY-pIih2)5&#4gfOH+6df-!4#pUGmu!>L`Lj)pwChC{_gwp&Qw61>Yg;
z8Pqk1A`vMI1WX6)Dv}<?rim5^aK1T;+sN@+?Jz+-MrYR=-g*6%T*!^lsq~<UK`Nfc
zwUMiN{Ds3D8ad0v!aRcKad!3`st`m87z9EpnP!T@+!*=SePsYTi;GU!{>ePPZR11&
z1XPoHqd{cF?PM!iR4q<usz82K2H$m<?zR{{e~O?Qq~<gb5K;6nzEwexG`KK|GS}d;
z-`frH;*sE5A-dKWG+h<L2~o67g08`t`%W=gjx$|};Z|EX+BkvaMbU*SOLY$|J3zlC
zBiDoU_vw5-vJNhkaO<zT2ipw@rtwQ-lqwdYHGm$hkf@E4t4C>#Hjw=QYd4P|yJ0+6
z1jpdqp4WK#Z@<IXiIbQE8m5_H#tM-31?n{&&j}#U8Dy5NrDiY1b<)V1g5^bc`k8(j
zw!%QPL0D;0k8S`@!WY5I&S2X%lh546hu=`d-0&|%Qnz4)e9T&cqE{y6g)m1Ckr+RU
zr0UGqEV_ab6mL1VG0ptM<y43w2ypP(4XAdUvY4Re=xC}#XQP!r-FgelhIJaA!?ArY
zG5JS(kVKFqI6o9)CNfAgWN|9jLu;tSL86ob0)?Q-cq9d~L?GaEF}RB#6#IBm@8nm-
zb}o&0gz^^SR+O=7g6xG3eBmGo)26X$2|N0W%oG;MQBbisvuBWeIRWu5E-2G<+<FC*
zp2((&aei-$!1q>)oN=}>lfHt9H~kiR*(UUphp5RmZq>tR>*R#Ajh0%IRI-yLW+$qs
zAX*-}o1-?H#CL6c$!AQ7aoW9?Z%@9DqvjI6nRuMh<{%XzLc%n#qP^I)9vX9FXgF;6
z<@4N^zL}?IR?w(-W3*)nmJ(EQ3dd$Wf~JCsL$3bcilG9Y=+kV=P_ShTC5%;HLBup@
znjW3Ib<C;A>u0@4stS#Z>oB>7YRu=jnMAmt;x!FU?OPO8_{#AeNFkqv+U-b2CuJjm
zKeUNU<!;jc8~Ikt4XBcb;H8L)T^zi1(GyemK%46Yc?FWGG481Bb>2nq1sNHO-N6b6
zlopaqkggts8JV*SpF?koc&>w6RZ$fiABFEuA7q3wuF=I^=f6Wscr~5}GpbK-aRRTp
zfhIL-WLfZ=Sgyrvqk}eK4M$?PV??_U#6?k&mh+ti>k|1;4F7kIaVfNsh-1^BomyxM
zliDu&W?yCHiI<2>z06d6HCa~BkfNM9FLGJLBHGr0V`$*9IK=Negxx$rv%!(l2-W%m
zC$tpxLI69qNOI4ui836&5`3St;_Z|z16dnD_S%Ve#@I6WJBaIdvH$Fi{9OA8q8DaK
zqrv2$ijb*b*3(R#-pbt6MyyJP?+vH<>BS*Vm9~?TO9Zu92Ae0TXHH^gKZ&fYXEGyk
zUW<^nMP6>Sv%A!f<;?Pu)Posz=y`Y(BY}2?lmbVBSE1H4tlScQK71u7G6jlG2sQB<
z1L`?cX&zmS;}32?)kBCI_mJ}DQPQnU{<kydzwkee|Lzd_)mLB5J@?$h+}s@B{N^_q
z9v)`fwr#9hwTf?j>s$X>G5&`kb@gv>qMBsynX7r~Prr<*jbr%%W@d_%Cv@tU2T?o`
zzrDus$3M=ced|fC*o*1TU^iA0?;JzQs9c&EXXE-?al2X>Zv23pkz?<Pr}^PezfZLs
zBwwsEc4#RD$3y5Xa_NM`&NVW&<8akgaW-6a3;EC)gswQJ{7rajg4l<K`142qh0WE!
zM4mrRT!YK6EVH~ni5@MI9X&)iu?)e{iMHg(S58n{xCK{vm1<t5cf$$H!*2kfV86`h
zsh^NuIt+zTLYB$=po-&J1miVyX)CHaNOASg$<+efz2wsvtB)~18z$SF<N8my<g@d1
zDi%SpN~T^Wyz@owZ~1F>U-5QUy!S@(oW>41G-DdoJ)fgqnj+^c<w$jimiaj4`Ssk<
zwvoN@w-K&AfM&eLjJ%3f)e(}-B-x3#GF=DVk?7)bTvtT%S`nn56AQfu0gqFm5Afjd
z^~3~$fYeWW!$jZ#5T;3(2PwH(hTNOk<sPKac%Bep>ZZcU!5Mzj$+1qogN&G=TfKv0
z=ibKDyoa5yB8m#1%x@u6cSy5}h`XI?LnC7C<c_vDEiGXTBSvrZQ>;~PVpYtdM~iZG
zhrs30AJ7_Tpw$ATR_G{xoWxWB$FJjvC4xc_t2s?TlaW;&O*F6^ne%7X5E4iD?rS?}
z%y!`UE=Kb_Gb4Sx{LEQG){STa1Z8Mi0+~Vwt_KPtiaSGSHb!S)5-B31YBk=`s<OFf
zp72x;zw@(Gtm+dOu9eZw{|d*I@I8U4VxI1JCrjA|z>u(o=<D+t7jsp%Y*@<DaE6Il
zn-5(+!0`NH(&+m>dq*8oksxyomvA&h7#Gv-CguDU>BR5RyYxeJNB#s!NmE^z#1Jpz
zQe!1Qx~On^;(8pfg-vTdN3Fh`-h@w-B#+M@p|=>P>|a6`f?T1lqGk)I2)Lq#RFTk+
zOc5?yh{fgfMhobI#j;($L${XVt+y5_usGzLt_TQ*jgS`!iY~S%(HZfXpI*RGo7k2@
z({mAhA0Gk7g9T#_y<W$9-9x|<Z6ry-QaofE0*Z|5cOe@c=yHJiNRncU#)e}q9V2n3
zwJ3sFK?%R^S)=q*wWEkmjrqA@wvMb~x{*T-z+XK6V^(uBqoY$uf=H#-;G4hrXDVhD
zy;UP#3i3xEx}Lby$#nfVA-$Ugt<3USpJ#4LgYP4V646SNstob@3V04iC`2Uu`ro+I
zVDev{BQp{pI$Fk$r@%6iTayge#_4>zM76niYbnVpa<Pmg1zGk&nY!C#G*m`wS_A}}
zTt0&DgNuM=D9|RL)NM+`(-fK^98bc@hk46N7X%fvS_3?0>^AHqv|qb{Kok%i5Tl5%
zOZYnV1w2tkD2>x-c)0djQmsuQ3kR63wUSBI*?e0TrS&v>jz#f35!<LTdFmwDk@Jin
zn<Sv$fs>u5>Dwe_m#USZX=QlOTZWI1t#;vh8m<)JOy&xvqurz=hiF`)Thw`v`~YD!
zil{i4^J7?!joer?02JgPLV7cevWz4Ml$<gdAwi{TQs^I|;%dy;0isHPqLf4sUGnv1
zl;se%FH>xf(vlwFzV1Kd?+P0cHJ_xooPrALj`UIReLABd`lBM&>z!pC?4ne^0f2IC
zJELbm!BAU`7T4r^`VRJe><kUN4L#JPVXA}^O>&aPXg$K|SrG)Ev{olukC5N9jmhtY
z5SlT{n$B?aGyL6aH!xRUyfJ;`f#2r7LW;|-`XFjLgP==1yS)|Jl-SqRNnKNzY3(9#
za+K~fuQ4|(;s~uwZo7kWBSbBrbN9;IIU>HFc(|K6e->Q}Q=ymm`~@Bl{XX+jJH8?^
z8VJ+yv&5VxO85Yh6Xn(V)fB1%Va-GkJZjl3Sk^H_&tY%m6SSHIvKN{}XAH#FS*V6^
zQPKD2so5F<(V<keh^Q_CGOh&kTRwo|UeBfW&CJz@(8n7TLIIjnF>;S?0ASqEh&Djx
z78E~^8`KF34&6?IZTrd?4miHRNFz=T4L7#~(P=WfFvjV_&mp04!F`HV(%Wz~Xqa6z
z{UZ8Yh_R73qj)0qdLJ~}xL9c6TgN}gz0p75ZvrYM%_J1LniivjrPjS%5&S1SHAmJi
z(58KaPp|j~YDOzj&*#3`PoUSLoQueKY9}kFMhF=`8?&t-C0Jd4j(*d?F<xLMU*nu|
zIfk|Z^^W)A)=yKW1px;^l(;9knguILuq^O|^d1U>buI`?h}caev5qB$5Nwy!xx@VJ
z!3RkE{sYXLop^4HrWoPaWP{o8PNJLN&cyj^IQ8_Op$ioR-$9mYh>pmNpwrUrQHkhm
z6kP&t65R?>a}D;j-AQM4FM0ZT_=+6TEd|^Yf5FJ1JFqPaMU{AYmB^Vyk_~fFQg)2-
zfKEshu__(>qB_j{<OTv8pCw~|3e8u^N$c=xU&fM`A=ea!U5!|13SI1?WCX~`I?HOE
z{8sB(hMQ@2ue_6=CpXcE2%M?D4ZHaJEE6m2<thr|OC;?v)^{CcUN?DKvG8+;xwCKu
zj$%=%UqajXFrjdS=w)#}Y<?W%E*3=XKOh_Z-xL2X6|8VL%w2cg#jCHr%43f`#@yT-
zzx%tt`yU<K|4;ng-~AnZeSPS<&epA4IdI^>|ImIV*+y%$g`1YH<tGQn=^I+WbOMYo
zENA$Iw-URnPSfqhzh))+mIMpaok)Gt{LL@#A>Of@YRe%aT>`P0pJCav%uOHW!~gIk
zEuD8WK7WdO)urA@a&hhf%Hfw7YEe0>&R}jB;qs-O_^wSbCb0dpHN<oT=8Md$Lr7_z
zTwjoTp54uJSVSJVjfk!?np>bR(~H0I7{-OKQL6>f2x0ps3&lfx{_`;m;YCUd3Qc*G
zgTe1|V1F7r*}(EgdHEZ^z%gbpa)(H^g^<%F3h7}gGuI>P=ZK|ZG#r_NK20#9qH79y
ze$Kk9XEB-%$D$Eh#gpJq6YV{Us^^%PxQ&^~K5Az_foc1gii_LP&*;o1%*rv&FP~(^
z_!RAVjUnYjob{gO?y;8<?KAx5kq5A5H<Bp9MQItjAamOPLt2$<XgV9gG#F4`LaG-~
z<!y}jTu-%p6)E=w2t!<9yhOp72kCD~hz_IHK0-nS-<_o;_a;R1-4whe1B~*E;+Lok
zn^CIUnDRqptKEnvWhPJN(bY6BcP>XWTIrB?B30qR(;EqzYq>Q2d4i)i@%({LqjQ|_
z!p+2GpCP@UJ9^_tQiF`qhd(2*@wOGbDfoGAn|?E9^CAH+if1W!ra`#s6V{F(`X;_0
z5F6M*Sem3a(udIqQ1=?#(RCwXVGWm#PE#K{Pg^>SCV>EWWfLC>+x2K<s|05i-qLpf
zS@+m-V}*G9EPe5x!(<D)R<v_@_hu|VLLhmDYC~b+YgOipALHtlAJD~0eBbAvp8r!u
z78YHe_fA)63#+VO(#dz<vXOuyVcIT-PaWWMfBs=KDGP#0(S)6?LDnZUW-46-<pjmr
zS=u`{vV2(-n-R9i2N|8*$AwB9lsK!G{+vzgK7(mxdBfG$b0|ATRA0(QH^4t1I*(xn
z39BX#PaWjZiyA?FasEV^YNAcM7_}0SxqkYrUc!oiJoH|!o6<?NI@sP~HB@`_3@h9q
z^-`Ud`AGs;c;P2lxzffHYRE?xsJQ|`1soRTl;@iZM9dH?LsO)N$FXn`WreVDJBroG
z%GRsVWSQ0aMsizrQH?}MUbc$S{s4p%D1`=cwT>7SSQ32`-s?gKVKs!RE+MtBnb*#o
zplX=d$uZ`hn4w&6(Et4docYtk-2Bip^h({h9<)tWaI}5QjODO2Xpws<%MP=$NF}K+
z4wFh62bYCd{T81@*+6hD-rx0Z1ldBj3{<B~IafxE21$<85M&L>3bB6Wn=oS<%U;f6
z%;rdHoph*C`hRqeo@@`*jD{tFt$1j%PrGh0F%{)IpKGNNlF*GNUwPC;PszleD>8Md
z9el`TQ}}`b$e4P8q7`6xq=%{|aNTqtrsW}sE@#_9h@QvaJ^wA9dFAKqdGJxh#vG<0
zliYO^or86d9O`C}{(!;86=l5E0(V`x1>2RW=ce(;Ut)>-61hp4NZUy~SH^c`qM}R1
zOQOpmetB6BCD)+V&~PP(*~nVXq_;EMx{GM26FF36!AUc}V+_GlkY$TP?h-SNI#JJO
zj>`z=U&Br=!>ah`(H^d>{UvS9UJ7-Y;T5-VWMM0(tSdMxuIF1fKgRjkS|CJOmr*5&
zL8qVZwGPn?woz%>PCzwzES}-}L!b%U$oei);R07r!SGpu_dWc1RyODGtBWLfNurbA
z+S*_)3PV#dh9f$fCGq6>Yta(ZoW7-vxp$x9NH9f7ktj}IO-<KX5-L(?DirHQifis7
zB<dJ~iyd4_TBx#X<U;_gNY0XrbzqrQR6WY0uROvJ<wrRgXk{S$aYT6t)0m+yr06~H
z6lb(6c_Fry`H2y-wGy=pbF3XLVoNH8gFoY<4g1x%^1aY*&NX+iqWKz=)>14vMLuF<
zQo)lG2=WL<%Y#(R7JhX1Vhd$|`RAlN3`WOf@<pA){dcnc(f4B8P^u0frOGtjHcC!_
zH6@vvtrC_kWZwisz_9^DEG<PwT2Hau$85Tv!QMY$A$T42Vu)D(V#{Pn4D#u(|1qMz
z0^4{M0ty34l}9X@kDZ8eUF|BK7~h3}&qXtaQW1$8VJ4&o``RX$QCG4}&Vo3{i)X)q
zVRcdP&rv<Rjc2Amglt7<npJ{NUdOrWAOq6%e9ZqtJb5koNCVd|QI=LQ$OHU*>rEW%
z=wL)$N7G-RyI5ksdpV4>aA~}Ssn9KyqA4mBk8h`UlPKp=8p{a^8Cq&p)`#mnK6(&?
z27S!~lp6ckD}9%36AxiKHo>Nb7r2dkd+y<J@dna)7jOFn^|5O({VMa;Rjl?`acb!?
zJYVLkwG>AyH{uHwC^jHB%Tz(2Xldj^%MgqSUb3!Xn#&1@RRrHbjm+T}1Ne%-x=l+^
zx}x-uB<>}N)T3PDK7P^nGo0cDs+Nnl*5hL6AX?@mm5Iyg=qwS>xSTl^qY)}0&E#>t
zK`zP?4BrWs%#o%{T_{s7EGIxGv$ZsJbq)~`-wq&EWX$|Wh%k*TH>osI=(0^y_2`ax
zRNN3_$*WjMy@A;tg;(^O!4FWd|D5q)JI{ybkoCvuv0h+@@i<pz9^+N<W`@&46kB>|
zj=s!<+ev5SCQ79?mQ>Cm>rFC&9sh4r*8jr)4gW3z(r7fe`|i8B>Z+@_?Y7%UrBZzL
zt6%+(j_tpTd+)uM&wS=HeDRB4<j9dDtXsE^n{K*^g@uKG_dD!T7D<cp8(Wt0+DMkJ
z);9Fa80U>Yz#UkP+UrnuR-*Y$gcb#(;|gY5zDMw~jqLi|b6ok3!#sQX3FbcWH4a~8
zGkas0(V6#i=H;JYQN?J$)L0vHm$EeVZdUXtIJU^FU!^-0L8Qiu!xuSaPN4*oRIE!V
zE81~Z<{3Vjq^mQ-b6T3wKl>}L=neDWiCKblGuOO`^^xDFHu5Z~bcBgg9XyTR&H+;G
zLsaVB%vY;aGp9LGR*5cKK_Kiiow$PN$FD?Qa*SLyjv2eaW7R#>+D<YT_yJKRMXGJF
z#Um;AlT7OPia<OOr&oQIRBJoyco^@7>+thKXzPDQXIGwbDUKI?9$%_qwN!aIeSt~w
zF7}uIf!lVUpm*;}99CXNL}cmVrQGlCV_w|A(a5K<BHy5FO>jEgLq_O8W0-=mAKQ5g
zrnR5`i8L!-{c9BEa&mHnk~_zw-;X8=EDN3ncQM|zPMW-&Ll+!!UKH665ELeumR7S<
zc!ag$3-}&HgG-RkpP^SUh%R{tzUea*cpLMQN?3Rko>8T*8fK0BE?m!GrSS?jbKJT8
z2ZV)lXtuz%M1&<uD|6*O2D*PnD!!fiOdan>%W2Eq$U^x#sMLu2?_t&8*SUIGlr{1c
z)t7EW^qUBtkCs|WNL-*-SdSdebFeVa^t_BDrRnNh!y{wsh!{zlwu=JPt3?Ds#j@bY
zi47buu3^P|nxSPWu6(0~EH#jXI@Ms5S1KNb`Z_Kal2mg!rbb(+kDp>mdlHi+lud_)
zrbBD$1P8}9^W@y$<Ev-zM}Ea{vB|3TMF;!Kx)MAx@daKy{v2z!zMWq_JAmoJool99
zy6op%D#IJLt|eDG$EDMI2nX6J8fQ5@HAA&tXHC~hc5L|^!pw0Z!4l6s|8bsw>5UvX
z)F7-3@`<~@!OFJZ#9a6&@%l#y+r3<z>!!OsOON#{#G*%3j&j>YiA3NTa?L-bOMVwU
zr9Y=y=m(%|G_h@))`~=T5v-^8vEsGk{O0&0v?NBzSs|j$eMHJGWk*JmZ3Mt_eR9n#
zvJ_+}I*&G8z;Qj0!i3FDsPYEt^`-Q;zeM$QzmVWE=zT5Eg=JBkOo+?B^c>oJ1Uc;D
zx~tfv{2obR8M+-|qDAACo(QTW^Zfbc2p(MAzZcnZiJmPGKE9XsrpIp&3@}s*q8JA8
zz8ar9cNRaOF<c&@u6Rs~0<JC-@^myO#cP43c%s0r?L}nA!xSBSS;lMB3CJQ^C;?#=
z$F3rKi!RM47v?DU1hC(_9&sv*swXk+8QS;E;>Mz!y*7pD2MI=kBxI4+fKQ<$;dgb?
zIp4rPEo08N@JeHVD+ZR*+v{N%A{X<*A_1ucXg&5Jj^(>h#%!9cF2VQhrsW1ecF`_0
z5IlvGyC0&znWQn3BcM7gXzMt7qRP2)9|v6>Jeg3jonK{_^WEtyDQzfn!c4I+e1zKM
z8H8q*dMQk6Fw2GRZ_=ZMiDS|b0)zyYYCvaJ4Dpa<Gh-Qy#nuxfk1N^8LK;=AaysO*
zWaslV-5`?aa$q8Wr6gDyQ26e|SLrJpCm0NIA$SL6;~iw0ZzetVF04kF=SvbJYr<44
z6GIH(NDlY5Bxnjj=46eGCUbu}O~<xRFmrM@vF<gv$P~jCBOwTPuVXsb;ES;%Tz`$v
zOejp2UQ#=b(<eT}56-`zvKL}1X0RtCvNEr6I%U(@(CH5a`Nhah_%WG1!7%xLi<+*W
zcHcxz(&+R|rWdxdXV2qYIQujqElJgNsTB>}wMi<yb)IN@oXv_xFxk(@<bF&)&ORYa
z`*asST0Y3EeUOpxQqH)0$ORKT?!2FREl;Rxh!dxO#@_Zz%#X}5rnPd>tnszccVqe8
z99CBlv9g?2-pG=fhq-S@jNe}I7lfOqk$srg+M#OF<%h5;4kP}x0PHc|LozYSDZQ7|
z^Xs{$@E|kJ6dit$;p}@UR#s6ef0q45is|qyHAf*CcCkvU*`R!$$?+xNsNj}yYm=Or
zTF;yy;u$V=@hWn~1U=gVbc<UtwG^VA!8T)DEboPYOlvv7BeMxc(nDP8NO9PC8yn@@
zY1SjWQ+x?pKg5#6+nLF<V2Cn1X0{SDM>rd5qiV0m6fctXu0>9Ui3&?uD72C9?j={>
z!nE)t@nD{cKgmL}fn~plsCOXy7KKQdb)&O*-gz#WKP5J~mSY{aqcxk1ZC*=N8)BXO
zeqwVCd?i6+WSWrB$@)eQCF^5^omO<)rYWkFj4-$DeTGjDpW<eF0@KVPYnu_&D`<KP
zTnb&s>Eh>6hh9R9`Kaz3xzwG=p(R*tVdO>*w|fVUEAy>uH!*zl1;!>$kS*B^Eg7Pv
zy&c6Jp_00TP2%@xni7KKA(W#y^Q|ah8C$NAR}SKYZzdt9NI5}{>Sve<9cN~2mVynE
z-;E<zSQ;53)VZ6s)+%bi;Z2{f6U=x7EQvvXiWyrX<%EdJSCJByp)GruDST}21tfPV
zv*9Jg<YNdzjDxihlG8?4_#B!xPs3;<9cYjo93>D{KoM~w=kWC%+;{kw2#!l7@FQfY
zN+p$|zj={@An}#?CWo{f+m9Ey+4@Jm(f>CTod;>D<j6Y<XhM^BH$TO>&CBt94MDE_
zuSsJ63;%rrvS-g8?z-zP+S}Xt<R?E#Utb?Dyzm0&&!6WDU--g*R*b(E-}=_K`0$56
z%m+U30amVD$@jkZJ%Yg?KmPHL|K0DXop^~G;&oI>WMg-dJSp7dej@s5#O?rPe<S1G
zd#INhq=F{FU7Ogs;X`DGR#KBZPMx|LNhsj9DR`3tf+{jHaVMev_u?u(W*ttQxd3B8
zoWC9+v<feva<JJ>B$}jQ+Z;9wyiT3pdH6Jk4tJu3k}R=@(RXwbxb`h%tswFCW#k(!
zgIzsnnH~;JR|(QhAo&6_wJHxu_cE1V!1JK3Ya71c5WIX7XL1ko+J#?m_2ysFlDUe&
zHSZ%4sgvvJ#2Q>i>$N83au~m5nAv89k=!U&aXo6-plW%<g(%fNhxV2XhN|$Zm!Bo5
zo#Qtjxt}BHKY{Ed#X=9iFwdiI{vz!IQ@G)$5w#+9-$M05l&ariOZz*B9(j_BjibES
z{w(v=XV|HJm@D}+EH6nxj`KiJX2d<iL^DM~7(j6k;~Ix?y%*5}7pb1#%qC@lh_|1n
zo#iAKnD8#Alf%eWkAUT1_!6t6>i~!gS^jzI8wlZt>EHwfVL9FEZZ;bCF<Sgv+!IIW
zu5BcGCQh&-vw7p^Q5>IZrxc3LB@}m(j2UE8_fP4a>LQlAkyl>*G-sdhplkTs#9R;4
z8YEZT!2SzwroZKRf^ru@X*nrxCB=M^%eJqfrMZEXm%R~9ft8)xXzyIc;NW{`Wg}ag
z?*l=?17tHu+0SBOkO^9Nj)IonjO#1R)o-9-f`rRR@g@Ai8lF1(ChC5MaeIL6&#z?X
zpifJOO(H!-rO}BkG#ShkI5qkf0)f5U*>x55vPvM?&#FKTw_N2XXY-uQH|T5IM^Ecv
zUdm1oOqMus{Aqk2jus|3o~!V#O+Bo9!wcv;KgdG%T0*r?;d&vm%40a`zv0fyy6B1p
z2w8)yS-Fpa2xM#fiAfP$uZgT4qO0v$&hF3g>hr(D)O-io+1q&2$_@lS2|*dNevzF2
zID$OGYVBS4wX4bIM6O)XKoER3<8j>^hiOqwH1i^wAd_f+nt5Rb3;8YhPKc*peF#xk
z37bCRLJ@66iiXmPEP52GaBkfgAM9)4(p-q5P$#6xOxKExUmC#*hM~5OVBJLYWPJA>
zL?sbf8YHAtv0hYJ{k_FDub|t-w7iS9g*VU@_i0mXLT3|*K1hv?;9J~Wy^=_|hhn&n
z5y}&2NLXcyE64Am(jG*cEm2h!&c8KAAgGWUPT>O)6WmmT3(GR3l4;K5M~F5&h9ip=
zT;0+5V3)vU{o|}SrSpaM^$4Da<uy^YAg<9QoEaiJ*pDb{RF=h2D}88Q8zs9+GCIVX
zkA8u~a28VxBNU4mvBf!}xEV)q1U~xxK{jYL0)offh=m&ske(<~4YyD!ui){S<viJO
zJ!VZJcPhl}gh}0M5ZW6>%Uz%~EAfZUy;$uI@`_pJIu&MA3(b$yp6F!Bj7z8`%;xsR
zmbFUH8+mOii$#KyhDF{<ak%<E&Sig(S$hotim3AUe|;}Tp@br881*2lgdpnNIdn-P
z?AvsO6oyQJnl6ynTz>YJZ}Hcu?G%z7oS7YG%bInJsw)vhpYdc3O|TJzi??hAZ8Z_)
z3i=`vZQ&G&tCw?GVK>FV8fMa0^0xLO^89A}LY(nrk$t`MObMVze3qLTW;#ZRt1kCk
zeT43Cgi#|#>Ef##KX;S?InOv(k&jEv>H)TYydUY3iUT~@{|+Lhe%j<ZPj<yPcjIP?
zVk>z+L^kMhHtEq{m6(p$EUPFuEd~DR!Vbh(l&IoUH&x==0L@j~DNA8mn+ljcxB-KF
zwTAD7kONonN-~A8VF`L$2shrxc;Y0XSSKU%hjEs;4DGm!p70xyY90+|j#@CpL|2Y|
zo61bDx{8s~S;(Hm+paOuGR@q;5LNF<_Q>N*w;2px>SZR_OW){TZkl<NLNkdai&V5e
zPCHwO*l|7@jIn1v!}1@;aHh|aSaKBrPbS{Zer*Fqubn(?)Sa`8^sZ!?*h1c2$ty2@
z6}LV|Sqzg4NLZFiP-|k_D@jYkoXzc^oLh<DOrTwQiG^w>BV`T0A>s)IW~`-*6t*)c
z?xG>J&@*@=(ZmchjSG01!1%%InHLlM#fl8``juq$E3k}t<}dvP?aI~o`3bTM`-pYC
zAKTbN+ECE!93%2NTt5TSJY|1~>Fz3h(KlmC>o`=cQ8V6-CtqaGneQ^<zRV3{f5%GW
z0Gg(7@9Yl{1c#?HukfPxFZ30BB-cSvWCF5^*)vFB_67zoG*}|;pfCR`hC~s!eJPQ;
zgn)z~Mls9~O<!QfjWM=&37e0%FsKwL*hNqWnJGU{x%M!X<}8m1AK{T-?cve=f5S25
zD=4zhTbsW?SJE^l4lzAZW8*u5-1&v0R2D{<c;7nY?l5BK2GVElWBIBe{^UKZ;+N!$
z0=@*+WAEbJ($Api5-*;4ni=^plDL7ln%A%{w2V^1p}!gCWz(lFbt3Ckx*{>=w4=18
zeWoifvM2crKPXyQa+cPOS5Zy9iF|z})yxhop}-R9X2#s*^duffHy<SIZ6zX{WGL_*
z9H++7&NtzByYbGRK#^v!tX9&pj_6;3K!BuqH3jc16T)|h6o-hFjuLgp(3`J-D06jn
zgscTY(cu+aM#$%3<MaGBcT)FD^hgF5jAKan1gZ_{tpQx$z>-h@&!(^ch1c<G3CLgl
z)nBn<#R_)p*ulw@C;9r<zs}s;9QWLF4_97!<$rdJ{|{J}#o@z;x&Hd=|Mi(Did=vF
z_3Yid_uu^<bNU?1f{RKpAKEs+gc+mklu;-kWcPBZ_z8N1@3OizKs+5q{_gJ)5@otN
z4|9B`mselDk)Zig0_q8-{`pp<iM?F6?(-167DadP#RN-N-cIX=caUoF39BZ_h)#PZ
z&U0fT!C;I=;S7Qtz{{PdRGLHfZTj<jiIgV@XI3Ff8jWZ-gDp`~y*)H49S8!L!dcd?
z*usUmIU4nD#?=op?miCD0EV%f?vC%XY0V#T?Y4KJBwEP?Ckb4?mI2{8CTA8uc1ugM
zI`$Dt;aOa(A1B$$o^#hSDBgzW-^zVwuBGeBPqSiR6RDj;^iDe1qJ&$@ffu3ZHc?Zv
zY`*q91#vxlPJV++v)iETk{3jtoL$LRZ!Pkz51RDklGNNf`ob}WcnIALVVWft42=bG
z7{{C;BJ^T<qr|-e72#JXMhqdi17TAuQSl6&<~OPN^DMZVNm^$K&lKsdTAZsb!*4DQ
zTE?gl^Y?HUud-A<N|*Qz{-8d{lo{kUe+lC0@3MaKhZIIlmgn1uNrUuNHd3o4IOjdc
zCFyDO=p622e?nJ%kWiw``?X&p4S$-JB&<o5$u*WTYqfG&_x*^|m$9_t1iguM)GkvI
zu7hAQLDF1Cga+pP5iDy3bz?aZLn2@JB2L4idFCuaJ;SvfcX7TvgD5p=(Mrspd5xfA
zbLwJ)nc@o0PThnG)a)^=T9T5{LBg6s^D9`DH1Xv%CPoH0diL8)PVXWWt5fjDsW!U_
z1WurLRKPWfExj7Kc!BNRaSqPRaNqbCnZzN&(m46j26FW%6T|zFWQV^zl;y#xm$+|a
zQF8X`RT5+6zd}uKA*h$Q)Vx5UVDqun8Gh@sHoTTkv9$GmKC!wNaUn;&2|KqwP2F7d
z0y*~DBoF_?84}5peDwA->)I1Yh^$%n*943%N^Xrn>VD4VAHeoudMZpfAR!`fd1r#g
zt_eCC61~P@Hne;OLD#80dYsw=zl|(--1DvvV65w6ZKj8K$tHAJ2S(-%-1p1pFwZaW
za!@C3ip*sd&I(HjCqBSa7cWsc6Qrqbp=A6eeJv?uQNwXsSwHe4L?MOTwAu7m@5C>@
zt`=3?Nj<cTc)g!QyU5Z=8u{dNlrClor>1e3MO9LW3t=p5B*{XZuyCtQBJ;a2+SU>o
zGZ_&Kni-vgmtRlwLKMOAh*~~Q)a5T$cG5o^M+*e#o3WTpYY2uz({<=gR;g!n?zm*K
z_rfy_WHX3`6G)*DZo@>ru$B3ptu)GO=^y+9`hWQlLczutpeU4i@CQ#LEi@=LEP^98
zN8X{(3_!q(64E7xLL;mQl?Xa6)1&QFbAtrV&LCSNhjvGa$ToJu!ZRd<`5v4~2t{cS
znA30~4c@S?M#a#$X?zz?njPFWeFG141}OzL;(H43Zo86zpz=4(#a6YNr*lQ7$Y#Ak
zXQW2KNg%}qu5(TyrgbD&AfrgAQa52WLOA5o74k5=6zj)d20=h`JtRe7u3N#>J<ct1
z8`487X^Ilf;yBTu#AI|)%}Q4s#>IB*0Q_m|-|||lg;&IF1OhQa)G<Rb`Z@$g&OXNj
zLtkTeTt=}&6vb|YNCYR|#@Y5cjIJCZQN#~5P$hx6sKtdXpW(*-8p}4fvg>23IKJd1
z7FbPHQ<$nKtZ%=8!4*k<61|GQTM=SR&v0Yp67kvPoKj*;$0N+dP1XzVWYc_rZgWu}
zqPJ>OhzN8K1ySPtL?j)<Qb~w|Y@R;G8Se&yu1#xXCyC$fA{U#)ZHNeB2tx_bZ113}
ze+P{zkAGUNB4FdV7J9NB!^shKqGT72W13YgO+$=Gc&0)A%u6_L>0)-fNBWAJk@XBt
z{S*QFASuD(5A&~}H`5Fjj&VG#U<wUXsR)9|+0x(BUbq)OI8DwEAUis0{D)+!*HK$J
zz{Q8&OH&B(RO{_j`4~CBpTA4QXmKjMlw5_6K!53*oIAdX>0F#?J%r=RD6)j$ujZ!6
zx2e@vF){fz8pbHCbWpd#)b%7W3})tQ9Bkgs!TfdD!YQgkFMYkQ(3U<$dFYKqLQ$gI
zZlwFoccO>VgtY58QTQ5d4UvHNGQMXK%xMVuJhQb2nDj>&JinVI+6a-vZUp<=sL~t@
zwN@Hw3E!V18jvu}8cySR)O-z5sbYy17nr5BJ&lLY^P85_(wre;y1Z{LOn1ElTY8>Y
zX@;@hFO!&+5qz7sWnUvk6D4~QLFz}gJO<_+`rYS<&F$f*$}edu4V+?=77cz}`$N95
ze;0Lk1W}NYn#X92Iusk{INx)Q1^)uJ^*EF69=2D$L?&?p->&jvA&2cL4Ba%wjB-1f
zYdVlE4=1V9*49K@FEhGuf#o+}&)1K=i;A6OPUxl5vYdt##3)v%lqb;I`&gcxW|>yz
z;OKc=%|}^KIThbb)qWm5P~^HuA3ty(LL-CW=JBHIsoP;10fTxxL~!X};~Veh#`!<v
zBu_HwzQA;26MENUw3uZ?$H0$VB4QgXWS`}9_x0%WvlMEp(F2o2+%+W2zl~{ZAYWZZ
zz_^l&jd4_Mj*<Hhk#n=?KWm|RugS^zKj-pBjzUF55IiJBX0mI7O3LP2eQ`v+L8_-t
z)hqJJ)~gx)jf)r|m6C7<A#m(}JZb$e{96240`m2*f1O>sc5&jw3HI;b&qqG;5h9WQ
zbMil%&GPe~|NK8K$p1TXxg4(R(%RbkZ=ScdwlX*O>uoAc)1*?V{F~Lc>+JxzzK;Mz
zB1s%g$80Vj8dZYY44!&{P$SQ4CthQZdy=@Ygs#j3RO%}T$Gh0lGs>H8c^C7``e_sD
zR9yjC0ZkR@*!FQY#eAedoMi)>&@~5N(TK&8T)$$L@%+8)*s%?}TB6+;r&wCx{i#V>
z#VkT?f`%929XD)aq-K*14ufm*<{v-Hq2c#2ux1yt^wHMR&1)kcp&`mVbg4<b(a(Xx
zs~n%WL~qCa2m&~@eVpihFB`=BP=XU2tXzwJ+cy|3u4djoKr<AhysZ^WiPN2`5))UT
zMt;in_G2h|oLIP*YNv(}Ph#6PHM2-jJWt&-(E=hR*CWRoE*4@OAO0}K<|~-K%)we8
zj?pA=DnVdWr>0a`a{eEA;=)$sN{Md!7+3<Hk*8BUjwbFSU$+VS^GsHjU>ub&%AK^g
z*3o^93ERdYhlfVDH-%kJu(4W3km^X-d}8WNT+Kml*T2hPZ8I^cNme?+tROLIw^FNQ
z(Tr>8kWP^la*P(E^t_Uzw;H19hcQKqqA<>;+TU=i`hL`Ep5xAQWXvnkI$tEyGleD9
zS)2I@3CAHLp2I3Ep(k*jM0YQ)Vi63>C}EG=Kb~i0poKUMX68Riu6zgm1&dVh6=L=v
zkpoSfgCAg3yptmfIo?!DvwPnR-s}Oy)Bgx|h1TF+MzcHE+_;j<OP^-Ed^y*&KE&F}
zK@!$Dqe3^8*me$$JVmjxin;k~$-VGH?)}ZTv7+z8^mm=6zz9ZhlEjj$C{9iD)-~N^
z7jkTAon~e>#)%PukambQEB}J`{?P&tKKl%k07L6;<E6>tlyU*iH1DJ>^)yGn|5k43
zI)ELxpM}XHhG#P^{*s}-B9V9r$#&?qt|uqEy!nQsM8Z@2?CZUR2R?vX9Hu4Y(56ID
ze1mhR4zPdtchC)inrjo51nT?tQ>dMyJ9r0eRyzYrKFLelK2N1KfY-Z*ZqlfBfPgL&
zO*SYJLnFX!S|PteB)NVLv^1XF%jm={h@M4wW+U<w8_85PoJxd2@kT^@33~k&)~@(d
zTz?~h={<y(T#uGhab$-!a}HmS5idy0wY?R)CZiV}^p-TMq-RNnllTbCcYTOfrw?CI
zX-fn#92?V%(o?ww%`>ok8>QZYoA(j?07P2Job<_c>3Fiv*t!AsR#uWVAV`Gy*A-;K
z<r;Az!0HJX$%9BOLCd&8Q<A8t65C=U#3yAooinH@KIj_086#LTS^2|Zj7Pr7+l6jE
zvE&_yRRL+XM8~NHjnP-Aw=N-BbO>IoQD_07(x4Lb>FnOlgs_5`R3?p%s;|b0DufCu
zofV&Oqe43#VrL!7GKwX#q%DLbduZ7JX2fGCWALr{?EpOA=%C>%M0}40sgHa~ClmM%
z5i84aXYni<@XxT@KaJ;TEbDfV^$f<^0nWuFp6;?}bwh+j5na-8!$CC3qcdW0x-2qu
z-Boz_XpVrVXdLLeh@*O(*BtuA>&bW994+prts_LmJjmJQuW(w6vRzxkxUrdEZh9-n
zI&P$yh*KHbMOhd?OothG?NRKGG)|vHD0D4my@J<PrX26YaSM2|$i&TOcx~M=EOQC2
z<WmYLR8$8?u;|FFBj6ON#i#g1W-sG~TQLa`X&G2Nhq#ho2wS<VbRAFZypxq-i>btU
zRPg}!Tz#C;H6_%*YX0Ql7Pgj~{ME^KQRuw`Gt`0e#+wO+S_z5oMm4vfG;Zekz-})3
z*K^+g60#H`E$WO793rjsW4c+iau`EffhZ-JuVz?R{RW;jg=t=3TzHv<+5xgBpJOKa
z0%o;<FNlO^S5TO}#F2IbuV#>+xyZ3IcM}YEvXERw){as$9M<ey#_#(&*PlMfY;Tf%
zZVx}W{e9Hx7f{_4b+t(%sNpCDI-G+<ya{~EMMmdTQ^NLi?mWDkCihYCTB(yIap3_L
zv@US#WSaXJAD>}7=hBcJL{~+r--P8h=#vU~p2tFIDf3>EXy;~ZSHX%0iMvUh1s`$8
zD)LH-fb??=c^#>?FjpM@eKaYL7Fb4X{5YrFe`2rmO^TH-lMB}nCOte((LQsS&XZxb
zHGZ3q9yMt*Af}G6ZRR-Pj&BjL$7r25$!i&E)hwFuB!bpUu<0^Yn?Rc{vUL68oa}Rw
z!uY9H^0_JUttr+|JWW|_@`hZTo<<i%?G>h+m8edg=nD_ALi;Ss#eZbg#iyv1Eegs8
zx}QIb;+nLWr!ngS?ZRQ|^#Y1hWt*<hyYHjy4;&<?ouzI6cag<9qN!7=oMNKzFsI#n
zDa{<>g7*aZT?cSAk%%{gde`;DKf8t9lXtRUMVQ)lIlbO7<kSqhpTl21$jR(!gl2=_
zRlm(C<!YX>@8U$uI;Kx%@#d!}%$^{r2kBWkj~EQHy)90>(T37?3z6-s>Dd}2Ndi-8
zK^GE?IA=K8-GU=jXbmjG48&*+9V97^GUol1?ZwA&1fQ^a3{kMCc?Ox1M4<94zVr&o
z(GV3^plk9Fnl(?wi4zVF(<yC161v&8;wy~gZ$R(@1obK*uZ$a5O73hcZ3{J&nF+GV
zI)!Wo-}M0>&-YRK4iT6Vcxr4Jwkff8X^9W_9;48`IG<&Np)MW4agG0#>Fod3__YLN
zW@d(OfBV}!_~3(l`O9Daf2_}a?sI(PBOm$Cj`e>EU;EnEh{a<6y1Ki&Y1?uw9s*xI
zG{-lO&e4{Pp|q|=YM!Ryhj3r`1}Ba$<)_a+&gjep%QoD?Qs<AkbRGmDKr|Xbt}U9<
z7{1S7Pb(oMj363lYJ~LAwcNC%4JDMK5ZuTcI=h&wo<g2I&e_sM#`3>lRa(Rudzp1h
zS99k0uXy>uZeA+yCc5JZF6)oc)fVBst3y0{@P|m0$Shq2(rU!uS-$qB)d=V`Y@Jm2
zA&yM;(W1{FghkrKJ2-gooxozBe6weWc6F4N&?%D17S83aMT<VfG%pbiuE+7<s+EsX
zl^5Gh9Cea^Ie!7u3{!Vom>0UpU;6>3W=DA;dx?Db6&jw!+2eIynzo6_!xWqeRCg<-
z)Ki!U;De7y>+v=Wy^L1YNvi_KU(zUCQ2Cq5aU2hB7zvZf-A6`!3P%u-J&(Gbqod)o
z(s5~RwNRWO^RiB-TqDGXS*o6;JZE$BoXOYhwX`co_??}<f#2*R;r9^<&ZAffE}2p0
z2r$|VVwaM9<In$$o@<7=rt?#jj4pz$J6WYYNYq@M9qJ0C7^v?hAx*G#@|(Ocx(r$#
z<mzS)BY25*v)^Nhd4@r87)322c_xx<(>>S8!2A?T2VN%IQb$U~s7|GL_uyMu(*3)<
zVaexkIm{4QmN$C|#WkiDPV@7Te_>%^fV82od9ahqyA|BhMTXp2V*WY$W4qDS+i1P^
zV}v}7K2c%Mi(Mq^(|qsRk8^zN3rI$ezODyQwK>Mm9Ao+Vjf8v+uX+t#u@`C1zJgbq
zqgq_b-@iIaQr9^*dzd%&-ps8%ZERTcb&3<?bS`xnJ^3nE4Sg5i3DMX25GT(3A+5n*
zF>&UX81)k6$pJ*s#WF-b|1bA&-2WrqbOpp)T#ihh<jOa{fEHPtnNYPdrFofJYAtO&
zG2T0H7vra<cz)m0j2?dx%V;Mp<*556p~7vb3q^{h*GOq==&E-UZttZY@8iP7_hWXh
zqIfBZU@0{75pLKSXYKx1iMZF0-PTVoYSZi#nB4Iv$a)FFaUzw|th?dMWYce^MeHZn
z(CL+~!V#w^NRLoD`#hrG$r{1ONo}IJBF%}<9;3bg9Y}~IpX`REUF1906UyoY8)w+`
zl@}OlIRikumM0Ov4X-E3WT1-cl?l~#lCc(aw~XW~s11p>$v0w7y^3tsY1@CAT2}~d
zDudA4V0eB8&B@aiNpdKzqq#1DQWb69<+6n!D{~Ujf=>UX26YrHRiL8ZOv!5JD?`t4
zF_yto10;=IM4e$2(?KZZu$l#;QiwO)_asXnJ<Hb)Tuy{KQF#fMj|K>xDT6nFlr_*Y
z5fUA5<oUz@jM&~o#*Wc?#V%5@0R(9c2~ovX9rTejM#jV*j*^Hwyj%PgqAjr}{8`4v
z-%3buIGgSRV9Hu_5f?n2oS-w6zl>V84;6#IGBv8SG1>bzPN|*zNYt@fiZuFLIPb2d
zqkjilKmj+vNZ>kBkt89_AcV$1M+<3TCHF4*7-1`n;>lcUyMf;LH;C6HPGwq%`#ogk
zS24B(DQ@XxzSE@~FY@=*Kj*2m!~=7GPBv<Drt~A)UUcxZDBtV&OQJy=qkNoL>+^`)
z`f&VL@lV}HC7DJ~PGQ(}Y|kXFh0%2r)zk2SlDgQ+CWglti*BY@^qEdP&PLhiVoYE_
zjuDW?@qG~EgXAMI(upA|oy&M&^KUR8Yw%iYi9b68#fS*z49~3@MD~0tT^Y*J0mi%A
zz*eyW-^5g(CfxWqYX-kg*^CpfA4acOOco#J!eoS%%RWjdwi??%PVMZoSmoES>NBL3
zy>zu!P=(Wkwk#(WE0PZ%V0ip%*l`D?Vd459CUxY)2_mbyX*5g7UwA8i+QXno+r9@W
zOEMY5<l>`Gp$aB#l_rKR@s!twIF}_~I6=53kW*DMp#&B-A*sn-?j}ll3E7vK2wLc#
z!y)~*C|P5e{@>zZ^F%mE&70v&LT9vXE9*)J2xtjvf`jB}2u>f<-p|NhT88bLl<gED
zZwj#)z*7R$r%#}HF7bI2DX6nza+WrE8pp3t6=lBB_cydH-Ato-fLm&($V*dPH@=MP
z=T`$zAFfiiK=v%AXZDfNx~b~#;fk5>AP6;D42#;cAH}Lh=rwXA>RIOO!;DU!qEY`o
zC&Y`$hJ$aby!P5+fwUNg(?4&;7Dv#&`xA20MGAt2M>id=OF<i>iNITD-oxh;hbh^u
zbm)^DG|ISUmMxVZk_pwpwK-R)F<0s$!3bJbrhQ$Mk&&Y`Kl2{4xAhXJTC`2iVT(Q;
zxnt-Fi(RudKC<88)S?g?lHgHPnzY0&5^~Qo&~c36e|iV2Ui%DNcmFQY`lHDH0_B%~
z#rfGeCKpaK{s(u$BY(lPIK;HKluB<4BL$Jr&Aoi;dus{$0Y=&sjwH?@^uC$P>hC9*
z=%RH~FST%$nBPgs3zPP4<%l}Vs1qR*eV%~Sji<)x3qMB4g)w)67RThPv&UE#9Ahx^
zO{V5DEXm7sm`9k}zm)IZ_f{++Kwx+b$%<iEHmR2LH2fTwjjN>EU!`7KO3)U_gbZS`
z%Q|(E*7_?XOr7ZbSpfcN-|vC5s3I5E=E<rm3*+sGqDNH~=#U%iQl_!Pi*2x$W+Dm#
z)n@uXB1Qe*62F#!D9R$^d+4Eu{>{4o{`>j%x4+F#fBIAY;1B-bKQ++*E7IvSk|Z%d
zKmTu@&(F`(*4FlG_x%3v|32k%`Cr%M<RtZ(F%E>6vN;oE|9qXYs-v}T!^`hO5+z=J
zWuCdIUPkBVxoXWCPE9Sax^)XTuDXs$*hSY|4o^6|d@o$Kqn~PLgQS{5m**(imth(P
z9myoQle_uC+Bmy<Q%p`i3RZz@Lp`*I+vyEuIeG2`Yx)NfM2Y*Jya&V75!>cS>N4kw
zO-f{W@Wf9D2N!z}v&|n;^H1RGHr>(Hl-(@x^vm?7Kghzogs0f_wCb#kZ3RG8J=CW@
z&tz$iRExvS$qL10ghQ24JkesNev*0N7*CB$%+wnc+&^L7@;D)#!Lkev=2qYh{x&_U
zui!|!lXIc7c$$VU2%J1&a=HXNE|c)Y2};ERYGWG}-DQ<o#6DF+6b4zf|5~npcqc7>
zkxc1jdJAc4-7|=$fSNPepU{bjCcfw+St4%0qPu^9K5q<NE1_91uW58CbtX)OnBG9B
zbs#z-LJkt48~}6Uw}KnM7iY2NlZ@ICN^X!DCrFE%r?8MFx~4#4#~8NlQ>iYnr1$fz
zn0O3;x4Z90^F2H}is@(RsJ)1if0ATHMoXV%_1ptwrXhai9}!;mIA;zYM-iGR`7Eo|
zGMzn7Pz^W~t;-1dHnx<bD|#L|GRK;saf%Cdn#C7cvTl${QKKhd5*EjJtbPr>ksd75
z!>Nb);I=nm*L3`5m1H5t*4hMD=TBgkdf9h0$!m|aa@(K3pRTrF(SGq840Jz0Yy0C!
zYLi{Jb~1eOB0u?2fwT(s@e`ycPGJ}^$}cLsz29Za&=|k^$P-+A^#WP|_Wx)N3nMCT
zxcxMB;UL+$0BctNl5F)RS`x>Jj;^JD`D)HzEZ~?jk+{T}+`V}A>yEdLFps?aAnPwb
zPFLTe>vbTMM|8tnQ5fZ&A8N-jJf3@cil<(93ID<a$RtUL5{}?7H5)+_s%&W4Nz6CM
zI_-p7eb(eZ!}#2-w8bv6FzWKar#JHQ*KVOb<Kd2#k^NT6m$$P`Z0G6f*NN*f0<ASf
zAkmn?9zKK>UWOFki9`>k{u~wMr&M?icQ{OrA93U{1x;_D5JGcggteapAX**b+_G`@
zzp0IQB~7Mh0DY;#@^#Yy45e&%%PnkcTu+KYB)3AU;o+uJNLn9px(G}UlgmsYxHh(J
zFm}b8X~u$NiY6;#VV1Pp#DoG@L|@@>IKp7Lf$a<QUl8ahy8QhU0+G2Cmbrln8cjLM
z;qaGfx*CSmhS&QkJWWB$O)~f7QFd(K$57`Nk^Bub1J}}bZkAhj&#+?0dNu}D6SUJ*
z_DguR3~kakXcylH!EU<yo@Zz8`#D*A3k%H~xs-pDc6}Ab;LWsKC8pyN^@}0yIG8|r
zrH$5hi>fHmECx8%p5j$yD~{2|j3_gtE6n;jDjt)1h{?+%<n=yE^B&b!1=SH5&V3xY
zdm~$xe2!U$*sDZ2*49a>5#_P|AgQp5;zbz_-%KbJARZLRk)*HjFlulc^KA$4A~&EQ
zQHrE+17md91C*l;R6*jLu!n;G6wUGs?&>?R@p*Y*n1`b4DA+GklXjD|GYmuxKC$o+
z(|Rw0RN+f^euJMRcH&Dun*)2u#mCv|+T5RRrD<icT?3T}4LL_=a2mze$OauEc9=%z
zY1Xdz3NgP)o+!&ikz=is#8^jn>o7JVPAEb$vXws{xs%qC#p(7kjxtBY?qz8{LoK8t
zHVwwx7YW>)o+MeXQb_jEp`FE3%eYRKqW)!ulCR)|Tey&0L;3J9dSsNZ4L*)77<A?L
z;H9!$=t)yE$Ei0jakw){B_$(<rU>*6;`uL<2)j6q5?)Xx7Lcemr%?M_sZBnQ*J6_k
zyZ}HbHOYDFVfr8c5vJgfHZ7WaO<W-9&QjN9xUCPVT7c#P`p6W+2^+D|MpN*>lW`gf
zmUn@Wr!v{S4av`ODDy+AzRa{AB;Y7aCVf1+#$<b(!(F$~nL36hhVcA1BZ|uiS>Q@_
zHdXdftnX*wj7-9vz$$m)j66jpe~h>rAd$(j@9-BfU4ghDQmYU15MfgGJW2B&9D9-u
z&EdTZ3+x=dnU3lW#G4-CyiU%NaecV0^#MNN^k6FiM1L<2M*fj0_YSHE)FpwmYqELr
zerDa*Snz|q>`daTkMpOmTtaP_yn48mq+?Qy_`ETAnt|Fd9jOL?cxfYL-{ByiW`TE-
zRV^+PA0+JAm<Wi;<p4-qt|5v}du;|K*hj#cqRX0KR@#DJ@mcz4EC00hGdzFScEVk)
zWI{gSY=iDg^B6LCf=ip>Qw|y=nm(2)@rPGG%TUV#h63?mg_h*QOg!^#+B4l4vQErB
z&q2LPX?8DT6UVvx)O#r?5@$a6yG&m?!a_yilMBDc^Cgq{77OFbs~O2}Ly27Aw2<Mo
zMjtCPQ38j~;TO*`?(g9dOdM$ymv<j0sGp!NM_D56V*R@BA<_gzC(>CX++55%bxWgs
z;!{L4fu#BZGx-Segifp5;DThaN;2^rlkCx-GMv3Y;OvWZhAQ;e7tmXBc!EP~vq+b=
zz^w}g30op({*v)t4_u$E&SE<zg)D|Eg5Z*hPmuEi{OahnTxnI1WETMgw;sSz9rP-A
zVgp%s35E3k*SYI|;osuFJA{7p=+S?(PMkPFHk;++AOAR~PyhdK5Jy#2Hg4R=bI(2Z
zug^Ts<GJUaW81cEzjlwNX+)#Zf3tF@4l=8yxUna|KkrJgE)ztxpP`<ub9iKgN_l~F
zB*gqre#&3G@BKXfCtn1hJHCWSu!tbc@uTs-qMDca$!9)Bs6`^7rI5W6Gu5|p;q)P5
z!62V_!>w%TN)wPp?6N>8rcf~}3?>F~MU#eUk_}c!-1K1#PsV75Ahkd}c8ckW#0U0$
zji?qU6q)1Z^;xoxL7g!kx^#hGow<&(KaQ`=A*(@-kI0C4=s}B*uKX=#&fUVz>urv0
z(s>4rNKC|0%Q(@W6Vog@f@xymaq7{dl$#3Ws>yg^FC&%3uf|MtALG?1ocuVg=@h$_
zGn`$eQ1UmB6qc~y?_|u#GiglHkWTZ;*e&=Ix8exE?tW6IZ^RD<i7#Bj3JhWyRSII0
ztB?H(cOXx~@hD17PDfM%j)$p$(a^CKk8{N__FejC97iMJO*5xzbjo$+2%-jTo-|Sj
z)KK#(o<7g)-ZnD%3bI}%TxrmMRK*rW5({C*)G$GB0xKT?2gI6!Sy`a1wLmgipfP=l
zH(Y2zd~6H8ucEq5G*RI0g*xw_NFz8hiTE6v?-HKKpz2L3$8JQ`B~HI)F+X=d>G<Qg
z!GoX`vFsRqSNti$8+H;PhUdAcN<Z!KI^|0y0rf_D`reLjnuPs%f=ZV5&@k6*{w%$z
zT>w;vufv%gqPGs##Vc7j+t1{M9@cK`WO`h~PW2OeX+Q1DWa80tgwi8i^UgfoH$6(N
zDAE%j0I`DCXt3~tj^uQsDrx+(&c*DDoX@?T(r6HXV@F@bGemB=^9WY6&X0b}pfcHq
zoV!G4&vP`V6gp~eVPd>Qtt8U1+~(>V4^eJ-WMBL<no}z{_hOxDF-&**G*(d~7A+9>
zmeD;3U7Zo~l`0o@&mhh95M+pg`x8Ru5TY*;DD)8*wv!Z7=rxluYZ>XGDVE>)EVdh_
zr|XxPMv$d+(#$28n8-6{>mXcYAoVUL3%4@l+)evuHO3b{fn3d^hdWXCON?b7AzL{~
zn|3XVX>v<%8PoHbe8WZRUI6jJH0j`ewwHgKE!A7ueMOu|Fhq^5*rGv7Tuw$`OQa=4
zBi%;Nsv@2*a$?oxMBN(k&{kZhLfoEbZS8TClt)NiNvh)tVjJGey1wnKd-oTKha~jI
z08&#UI(wR(({l`LcF@FbdK`;W;Sf6}7U<aWC2sEs;wG<Vyk!^bvbSIs9jd6<LVz}J
zFAM$v&!_IBZcd{HSF^eDG^-Dt#&k?pbia$T-pR$lD#A-Xi!Q}DQ4CWs{+OLxmmt(V
z$lS{6Gf_G&yO9Cu2A22V&GK_qOd*6?RTz)%CnRbtEckT$RVIQ#{F2N&M1{5w@4`}b
zCW!Md!&{h>XNU_;UR2&gvh7+ryiXyC5b{L!#aE(Se+MJMWgOW2yUbr9lD$%8o(+ue
zy_am|K>{sz@Qn01<|Lh1I?s>gUs5#`+C-U<JI)eojHmkV;r^wcqCGN8A-<Z!$xAfa
zH)E?SsLDDMOU{wWyaPYB=+tZp4wmmQcIgE?vw)`rn20ZMqa2~(G|+t!$&1ixo+iA%
zL|C;L4+vae_&j~?S-i|31BD#Tc7soQU*c)?8=RM)q-hlh_^p)1CXom<tzIt01(r$e
zj0FZUIxp~-slP|@KaQY;Ig>g-N|_}j89Z6}DCYv*80G@q=0&#Fia6mINxhpty0nQ`
z*YChn!f2L+AQ)JZOhwknRCFAzm)6LmL<0uNxQN{>(>VAMqDB*~R^-i_E|N^;2nHlh
zPydL+k&CE7NZtNZY)QcrJZ>3zl5@7fg=m!8{CO&pK}ruIo8T!DT|F`87WQ%e!fv|n
z^r<O7qtti=>+E+3X+cB-ru7txSw+SJ!6vopPIhY=bDZSj`Pb-v@>OK3!M0cX`1@z#
zR1QZmMF+W>r0!;z6iWyNsI}gR<CchcPowxU^S(x`;!;p2pjlz(xql))bCPFnc_)h8
z2mW#-;Wh+g0m~N&=abY*2H#x!byUw~=*-_Un?FY)R3~i9^mbj(n(me4e3yvkkgL4L
zS??gX&i{a`YLDP!Q9g2lKR)#eieT^_<L#_yHW-qE%oY*^g%V3*Gfd6TvDw_kzQzyu
zh;SLR)@?M!8chMhID{H!F}ysn0Sisa&}SA&WS=EankBrZ%u=(8CkjNOC42$$?H>6}
zHj(o|TB{d$L*-Un!D2><uwPqFNrKJqyM;%CH!_{=VfpHATACA-L)Q|mzeJnYAj%Xc
zCp$@$X7K`x*BbFqh)Ykz5RdF9J~@Xef@4|y)zKJVI0k`=0D{13`S*xSMW}`Y<f3`(
zSedDjDbCC{Ic?2B1hSfd;a<Y~tqt7z&gEpbe~9_|UWUK(3=4%kofjqul@DWg>9ifY
zhsoS}@VdDu9bq=}b+!&Z!_bBr1F4H-IZQ@aO+<2-mR=;P*1=heEk8jfnj@$zU<k8F
zX=s<53`#XdW_w8tKTk+;FboZGR%Q57H%po|s_j*7_Qw{_tVEq`Xf>{`(6lrXMkkt}
z(Xe!)`b8q@0tqU_Y6h<bFESDiP|<AC<se_bYXZ|O)9@7ZV3mk!GZU0Ko(pnIs>0Wo
zze4ZWG0KL9tJnl9U{E6v@KJ-I|K&OD|E~CV$?*PPA<HtK`qZa*@WBWFBjWjY<1?T6
z3_twg54q=_dl()b=Hnm#IQ4p+4}9PQ|L%9>4*!ZiW1dm*$NWlM#x(=b7I~SO$r2j|
z7FqI=_EvONr7N9g>+;3QghrZVd_Pfbu@bsu`MWX1S$4#_2#axKuSu!Cox;oo1VP}#
zH{FCFEMC)_B>^$)GE-k*MS2BQx4=7gUdgw!k2BSu$4YOeK$NCf#EXp(k4_@VGO0vA
z*iHHa2?Rj`!Qx!;IVu+9z4KHZkBI71H$fLX3RV@<wK-i((4Lgg!)bD!kEV%y;OSeb
zu|QmPP=i@6>yOYAPBT&Hpxnsg*d}#HpubI`tWS_1{XRiCONThi%HFLkk>A2p=~nv0
zYtXwt$bx@@6NN0A6u>2qxZ^vtom`1Eyc9c@!;Muad&j8QHYZP?W=3%c<!6akJUaav
zTk$DLDwzoZ*HG{ciD1KHzm~(9Jj2A{T|^7B0Q65uRFF_ZF3;9F5rjH#5<ZI(EV4W}
zM{DjmV%9WKyFqPkv7*v>N#$%HK!;=#Ho+Z{u;xq>rGFt&`vsEZQqz3yIvVF>Rl%#N
zgi2Ecy%yq)3Jr775G^cNn3B%_!QOjE>vq-k-k&*FUr+D5x3kaQr}y;U2qBH0&;>+P
zstPJ7igE?@auq>EMWhHQMF<2)0g{lAo|AHNdf#XF`t-8;`^R$(mm9HN$NP@)%6E)s
zjJ=*U=i2j`bItkdzhAf-BOdMHnZJBJo3>1niDwwO`TImedkK{_w(NdCBhCA<i(kfX
z7BCHn$uyC4D8(%TcbVbgMXGB@aF>S}4PM2r=(B7e_(e|7J;HF`E{+@?#$OpHKC_E*
zc^{qX<19uc8nry7ksG-3B^#M#kR!M4p=V6;wYR^LC=jHJU32kyLpwS8^n*BInHV~b
z6Cxaqlg~cD+)OWOyO#|+bk6-%2e(q>%5B$E-gow3Z8f2KH3$FV1FU}OVba-?T)bl|
zjWcPco>n;WXo4rcpCxYAS#7siec)G--XJkCNOLJksiaVu%ONCi=q3`Y_Y!#q3*}j4
zV34T~(bIe_UpoIT3ic4c_|%_sL8_PG)JsUtZ6mW5W43(_qU_SV_a#iuevEAH5V{|5
z)i1x6>whspI-|1en?&LZIHF1K(~r}8-_H}TJ;-Wxf<)~wBfUOq`$2-xr5)DL*P2A`
z6q7>-xFXl2XWnH#G}yg)m>%UmRJDy>+RReV3Hq{GdU6qo<rRiHyRf!i%=G3_zWd;J
zIXbbGTKv~}V*GN3zjHtOszoK3CZ@RL!{bOrA@pM8mS(X=w&SE#p4qgI(VjOGzwBIW
zr$FMWU*X&(_=in%M7*3wm4BqB8tjre*6d#H8F>}^cJ5|1wVC|jMhcmA)MW}+#u(H8
zi5c}gPMe!)b{->>x`Md23$FSFrYDyv`p{BTmSZ)Zc+bsXm3Y`Iq1|FK@7zRY@;A^+
zH=w>Mi?jb3exv8r<WeU{e%(jT^pLL3bKUeWQgmGMTVo7v&QP@9&E>Za@Y&06BAp9J
ziQQBb9d~sS!<*-2b06cFb1_M4oGt2;jEGlb1ki|W#t)Bkyx5O3dMRI9`5>Ph`4#5W
zewy_KJ}`PIrg;vIR;C&`{Alb$G_^7{`xGOo6lye$8y{oYE^#ckoqR##o{g~8+rb6L
z6dKwlI%<e+#4#I7Wc6*-8b{d{4x_sfPiFQ}kM70P3S_)2noO}#F}PIqh<ggd)ra};
zwq+KryEv7TtcyLy#?DEEk!Qo<86HY^_e9T<<c7~YMcZ2?p(Rj=aZ<Snne;iDlk}Q{
z%miQN&c-!_nIsx@;9?f_3Vo@kkez<+E5DutMxJ{47yz4+2Wgu=MeSDZ-ag7~dN)#9
z#G;UV6!MiVFU1EeKSdB$xVIH@^XM^NJ(=OU@^275a0C5)3hnGPdACE{4EcB<VH|dC
zo<P@J4y_0h${drm!*pWvY%aHH4enw3;lE=cEK{<RNCzBEFg{oyh+MqRFk8k8Jk1hq
zGf7WbC8uW)ttQ8kn~+|cCryo$F_lQb@2?K<^8a-w>fyUtiPgz2ws1wBjVl^g&mILJ
z*AbiuY^1$_`m9S7cBr>zcs5~R27;x~ptot#FhbT>9;12Bw@ID4jb7(8h4?mn`9=K3
zr>HLu(1{eB)&@pfGXMmU#twasbs2|L!edfMy!p+Xu$Fl&^Le~brACLvXdh=xkJrww
z;>#wpJwMNZ_}ek`Hux4_+<%N6lgH5YhyiOBKa|AeF!8p}UbmNqlvrMZj?$(oK#u}G
zw^=9hT!!-{kO~PuAWC*<=rw}s9OpN?mifIGO;U>$SXz9F)<lQ=l+DKde@tE+VEghi
zpD!Hc-u4JhQ?NchM&sy*xU%1;@3M`ke#8d8LG!`;(bW!b_IGl0p-jH~1i$gw&!DL)
zrmo|x*{nwEskSWM@IM}A=${S~Po0A*V?2DeczjyijJ+7g(*!BY2P34s+@_H%FqQVv
z;|gnv#$BVZlpP`0vl-7l$%1|g=YQV7@rORg&;5A{_1VWs{@zFENgXFJPow&mvS1vf
zX&j=X>}Si)Uc%@AtGEm+tEkFh9Ca2`tD=$Nyy4?rUaI#A%=CS<pQ@2D+q{x9{N>(j
zImgzq0>S>u0BOhLJS}2Zqd}-eOsFkXQKLSRBp%w7hXWdIkJb2Nl;Qy$45Ce+!5@8q
zz2`WbK0Jf41!CCYnRQJRBhI2Xg&lOLswxT9Ay}NGqHB05mzZv&D-Nv$>}z-9)s9p_
zkv<!SAs+u(CG`I){D%b)fT^h|Mn^~gtH<&m!Y#Ml!bd;)QGVxleuo`9cJTDmPjly;
zcRnvL{a-_V$YW>oB#RDsqRc<6JV7o8^;LN7<(B|(&bsISPJ=xAr|x7T*-g2UPzGr+
z#Zat;D&nZ_5<7<8%j5s+qd(Cvj6z0ljBs-<zcqaiSB+f7zNKgQ>$kt1P!(W7Xch>B
z;LPEGO0=Jr^(e7Kg1DI`@Y-CH*@&*_<m^GVPu`85`!i(N#1$GlhI+Z}7cRsgqVBi(
z$Lag|+Jb`+Eh1GAc|HKDY9fHR8ZwYRK-DYL!e=e$Q0`Rtr9JQBcg}H0XEbs(8!wqA
zpUd!#XWvgC>g2U`WYXW_VDpnay7#TrqAAL52TP4(=M5A!Pqh9n0=r3n&o85H-N%WE
z@3HZz-)3(43{g9z8Laa5Kd!O){yHxVQY2l2?W=284TZ5zonOBD2(R)^^Omi{==)wn
zcDbvmpIr25OBJDo#Og~pVes7iHfuJaGKB~{f{u<<=ZLi<;%7`Ms>+6eMYL6e_U#az
zQF!BPzs|MhalExGZoI}-n?B4tH~$quXdokxR$~}HgxRLTqX%P5FEj~M9jB!OaP+`a
zy!g{c*tny^mRs+qzT*_(YKs0^4}*s<LX_6<W_F^Lo*;@`Qq4!eED(iDWMBAx>T~y^
zcCKU~)aW^zF{-kXC7tM{)7FXW3Bp#9g{P0Pyl)@Ikvj<d02Q5hVk7rYCmEg$(SkO$
z{pS*29wHqdBYxsNsPkL+tv}6Dc2Dr$uRKhyH%6npOl<USW@jz>dQ2LzSFm>E61;mq
z&5av=4)yOdR2Bq2b+Xn~Jo}?3iFtJtr-*!Pgj8$+!x`o7PZv4z@Vi(#o<pmba65H0
zGK`<sgR`0;(_5#r+6zFv(qLib-K<U79GcpX2txwb0U<c_WR}H+9CFp8({ed?>!n0b
zIjE;{oZtUmCX732KlKqx!+C@sr>F8gmX<e=NM202`FivX*E6onutWbU+4?qCGFv$H
z0fWhRy_Wv?Ja>GeLrW{8NQH=i^!t8^i^{J+F{|t<EpoA$VC$@deee&^f;RcbzQHBy
ze-9@%PdwklcP@U4)6f0@DO9pEWx~t`b|n6hg|H7znruAO!zwApPkVUI92L2O%^E!m
z1NgU{;0>!Qn2jnmf0`%TAE)oxd9*>BEgOFUwXl(XC1RwR=MA&>u-^L;@pg_yc?H?v
z3|Aa_lBvEdGpS+1)dOtH4KbyiM@OVkQYUF?BRC?C5zVvE_yMa|y_?RP-i)8s@sbHl
z%GBdCtUGp+Bd`B8R*MSR<rwamN-CR2Z23BGp7|dXzJCTI?hraE7i>PpFCBUxTTegA
zOIBA&wv&w9SmImy`$>p?X2Po}xikFTGZ&LrN}N=$!1FG~^Jkd!@8)p)Pk3ALT5d^y
z9!U~IQBfFSvGX(&SKrO|J%bfzki1-AF0`rk3x0p=I&RwYMylph_(qvay*3%cKme*@
z;TPJRDcp!O7HB)C_}!iFV=b%m>e+b)nssK9SFqOGOH7#|ZhG{|J<$3Qzol(Mx*o25
zhVRLzu=P>ibmY$wGS16`om?GtQ2iK>>z8uUUc=#Ge!FlTb}VEJhb2D9+<b=-wZSfR
zjd-n&x~$TaizG~qq!=Kn&S7R!%*U%3BFn+>7}X$yubxL%e1nX>$_>_y6k{%BK13{<
z!Vd#RYG)Irj5k>fpFs%^&{WbmQs;Q^T@<~^_*#)4Y~9AT<lPM1aviPk5fG;++HHFE
zA{(y!JiF)bqZq`PidRXtERuG_BVLEG^+nbd`e`a>n5!zZ%z%vJvSPH@QfaU@b3YLd
zYkrG?c#f6JAr!DNGf3u~2#-ZZi$wq&#bnW`5Gg7tRi$m}_>l*G$l*j+`z~TW=|zuS
zGZpTQ_fnj%vaHAOe23S}Ci#U!pf^;$-zq|SkwUGH>9udL)_9h(sZy$R<L@q$>j79V
zS9m0)bMM9sPM{-$Gn8vJ5{^W}#0?ed?H(?xtPuAD0%1^+M`)@Zt<WPiv&Jd+Z&@+t
znTs`0O_PqPA&EF*tKD-}8n{*;_uGGlFyllW10`y6<H912>5~auTCFm!7^OeiCiFBu
zSu9cPEb>%(ij(mWBMdo}&`=GRR}I~OkP1sqi!kf4m=-Kr3fr0u0BX$uL+I3c6)1#E
zHWcnCr?IsT>*tT~hi5M1;6ab2TV4Y|&t!_nzj&JBrW{eAa|<u!Sgp=tCCLv?UCUZ^
ziER4>Gb<|$7mKXaYoszNg<l9LZ%ndzVJo>Gor@AL@sVr$xTBkOny>m_1HhGFD;=7i
zAf4PqJg1>$cc3O!6ag-E7St;^F#92dw!q0^52vj)N;V{J+)bygQ;QXdj|8Ob5P}gj
zv(AS`)^p08LK|q|B$@~Txx#1IbIGr;E)i!bT;e|OcR7D-4&O7$c#>C)JNQ2M!Y9<)
z%)2IiYCx>j=Cqb%!;-;ny~1F{=83Ptso80Y%V#hflGw>-F)p8Et>scv7tx~_?Lg)0
zPtWrWRw(N#mD{S6x2LFTRi^ru*n8E3%(2LY%a609X^ii+IQOX;dVXY}T2;!QuA+&M
z`LxCn+1&?wI~I;yr4!m1+Rt3D{;Tk>3Lqc<_{X33`K{mjEnfTD*K*NC7yZQd|6kzk
zZ+|;eQ&TvO!=sNr%6aFV_aExtvmSgE+^EZ#pPv||SklpA=dfvLh{VLrT(W86x%N};
zD*NkaFrA&;`Bas|OV6PCadr&tW{Q90N#4QXrIW0*S25*Dh6*|UdhcI9*S}4ho!4Yx
zAi@?38}b`iYIP6aj_*)Nrs>~i<3|xs-rwfCcYT++&Ke0bhN@XqIu!tXAqWDEbV9IF
zg_Nq{D>k~OQp#FrLg0oTQ>`U(nnovR;>&<AH2K!orYPnou%$v@BIJ^hlaxINT`DA1
zn*eV>kiSacP>S_3nTc@GNGJ^&s*0CSGvmxM>)p=Y#_y6%oS~pwRAMLTF%q=H0AEqq
zboKS9YMeFgaTYc@oSb-=we@!(O9>XdJDAr4mWB<gooRf3m9MD#`R3FzMoncyxQ5*f
z$t*8(LAk;kIE>U=^w`H3QQO?Kyu!NHkBb0}mLFlwQ=YqaSCXj860L@f)5(*GEs|T1
zY&jG0(US{|j4om{Ogim=%#x3(E+VZ4)Z(-?k0?|qI@73rgZ&Mir$QS;xad)Zo#8hy
z+j&AwBjzj+MPLa7JrtO&0pfSP06*R2!H@J{9eF9KtjFB1-OTbmyIA?&|ALx_Ts}qQ
zcxZYPRs%k@^LL4v<7@~+Y-Je$rxnApVmQ@#8f$A9QJZje6{~!jd3u<=^L8$DzeC`q
z(RG!bd#dQO5gRw(K)8}5o-jG}z>OR_c95t%LB~9V*HK7mqqt%p*L>{bxJ{Ez$HY==
zG|%kjJD)G|gC8vLXy*+q{3uB*Az-;f_VoR1e)0}#2QsXUUBZrJlf<$|%6~b9`KyqX
zO_XPIG-}I;D8o7DFB64eq#CHlx)!T*H*F(Xx`K!Pc7hYf+iciz3F%xfn%==QGWd^w
z7`0p@EN3V$l^HLeLRI6O`Q7s<eeH6j7Nh>mdszA0J#2aRZ=x9?Q9FsIc93?KLDgq6
zHb>UpL?Yeh%DJaWHd|=^Z{xHh>eG3A!$l2L^r1AI+=kry5@I9Ia>+Zs$TgLh(zkOf
zGH_8Bj*^NkfXuNr8OI>W_2YLkc;p9+FXj+Ja)bXNmKqaSQ46D!K*<fVy!cmK^ym$|
z?8qYJwIvK!<JFsWY-5Q(U3djYxt(9X?RwVF4HEytSCC)Z&-keXe>eFNUOj&Ut!#_G
z+x5n7K}_vDCcOJOD&N7_sgUaE0ajlS5;FyoHAcnV)O)7L#fx;pIFn}_`fEk9-#$Xm
ze1@Tur<vE+cxrt}knsteovf|j3L_5N4^QI<EwY0{l=@#m#o3K2Togs1Eyhs-NQ*U6
zib}utEa|$%oVkJRb1hDJ-(gez0hXEM!Q{IT^+DR{^<>QT=&h%@GyO&yvd(%hh8`YA
z$QDU@F-X!0Iy@e{h+3?L=~O7l<4l#GCADn}eo)3tJxj-2VAX0cZN?dh#Ym8%>~E&l
zqoc}z$e!j%^h1_o7vTpL^3=$CH3Dg2yQj$;UnORi(bRWwX>pdvE_jNQ<}_+7#j=bD
zqB+XNHFD}a&G;-<OETI%!9Cj_;gYADMCCRz-k_$mI6iv}p;sxNJHcNpKZEC}sBMSJ
z*dQHi9!(^Pi2~=xzmD#%!!-*GXs7vzWf8K95*8TFJ;hM$2{x;322;Jb&NF07|Hx_g
zj~MYJr{yiQvk_C_UV6L*UNyImm(84@%^GJ?PoQWPTb3GRWF0+!6qIL)L<bF<g0c-W
zGmn$oK(1vnZ8k{7H;~dJ2JHftCdevD7PZH@c4(N@l*7_MirX%2u-5Z&*7pA`iWbp9
zFc8b}wV(S20F&_{6vgASZ{E$jkN;EmP!%A6P)K_7Sqx@q06jH@YPC(gB`9Qlj^twe
z@P!FTuQJ61Q^gqbPKf3$@cyS@vD(A&phS{oCW_<eG?+>(GN75{o88Lj8#`U)VOA+~
za=pdD(HPmKBM3s)B9%dBilO0?_(ITB&*8$^GCS64s8S)H7NELBB0|;cTy|>5b95oo
zw&*AZ1>rJhm^_isGSJgY!T%_m>aS)~@CEP{+OEe#GYJ+g$(Y-~sjbm})zyUYG_C^&
zigm^sk8wex&ThX4BMN9o0lMySd1@z8m3Y2n*ovr{usj$e+flgbA5PGWIwV7bO4^`k
zWQofAc&L`*ACCk)yXGUZXBf$p*mmwk0BpFXhpT>d62br?g&>sl-0&8jX=to0jj`l{
zB^?e<PcvL7^4iO<;3cmc#G9z_#y|QSq)@qd{R{c~@o%$w#clNL(&-s_3Jn7U)Pj(}
z>#){}xZ>J(vu#~3%MBBm)F=v{U5yIK>L<8z^GB$K`w^uT+Oa%q%_^&TAE635ij6&}
zku?=k#or@qpRFsTwmGIAV4{DJqAh953YHOI>mI5M3Gr!*d1_5bt6~r<ewHXFNqwcC
z6Zhpw87(x`C({f#QjXK}$a*3X(4Ib@PQAqgM-S2#pg97i)8L?Tf(H)5KJ@@=iSN@4
z6#PzxcGzJ5-Uar))TC8189>7`R{6+|Gc>gbqjE2vC9qvcRVu8uVrZ>p;&(ia;`z)N
z3XiRI>2hrFaunI586=TX{SWb(Kf_PQzbb(I>7V}T^FCkt(w8tzlka`+d(VCMv5$T1
z|E1yn*JAuUsOD7aVFiF|Gn*(DQk-yx87-A~|IfXh@!sC&+P{7F@44s)@8Q1L<7oaM
zw;#Km3&(abn%hW)r>S#{gG(nk+&aKoC1AQX&F7x|902eA{(HIc<ew8(P4>?n!$OcU
zQV0ZJc=ii~L4d2e)H(s7^w0{s$o6Kbc4`cmIb6CHlrReM5d@(^CgF2%txhqXqvdN5
zLDg-bpWPty?KLLsBu}ihN$4geZHR9#3-Xy!s+~HsEt5j5NyTrGR&Cxnek0P%khV)i
zk-)`gEEy+RXz|5BN6jeII`c%rqwf1;ZIjW#tt6yDJpffv2t^&KXhbr=2~(^N-NSl&
z1Bw0uh6jqG<7gqS@Ng>+P-rxGFj3~^-%gVET$EaeXud^H!DCXo_-dP4dxnD3;g)9(
zFx>jF#lw)x$nKfPW1qSPrD~vv7N+kJcrh||nRk3<nv3cOxpm4#FSIZlaXe4K%EXb1
zi=Jttwk&+jBMc18R+*~PA+ChXimr=YI$Qw1N{I%Zs?Z55RObwat!@CeXzS$fE<z~T
zyJ?vyIzyB`g1S#qJ=3HyKY)}SzJ4Ia$!GSG&iX9g{4|F2IQZmkZ0zhKuFTVHXUWA!
zSzWSOJbeI79VHg7p#>c@)xudkPN!X_C$D3gRbGGV1f^6Hb-9T2YlQR5c)=ozD`o2S
z2wHjE?|+I@KN=@9zLUud&zikkEuv6@rqNm&qO<x0b1j>6u7JLfCXvz*(Ibp(zX{`|
zpTd3WJ_`K-?Wq~ONMN-FsLsN%Z~Y}t-gYI8>KwvL(rK;|`YMVV5+3aa(OM(tplcOu
ztH1{B6(myyMur*;4Q-&&*vHyJ6@B?Q9cO^$*;BlzIEx}B`oJ#}TRx8{g4aLvD|pp)
zR1e*cWt^nEJWe_}g{nw2HH(ZQq#eUBT!Oxx*w=psh;j2f6gCb;Otv?%vAUah&xIIk
zO}_C5mvQ{pKLUWWx{lbM-#|1YO6eNG?D=Tg8I}jzw8ABpV{l&h6qm-oOga28f6&;C
zqExVhC0<v5HRr$N02lrBC)j+^Y0M9NkF;9h?M!f?@&(f2GxT~3T>1Sbr6Y&PES+K8
z*Vt{WW3b-9OV7}xz;tPdSDY?md2vpxA7;Qk#!btYlYZzc9MASK;2x&B=^$}Vp#d{J
z9a?&fz&H67=K$|n-cM=#74$5o*?8vrbcR6&E*I6GB<R#3AEUQkXZzv-8b7>;>A`QY
zRE*PbHZ!*82Iknq$lVvSzwf;?5=ENUd2~j`iTf^Btv$vr^&5EZQC>Lzbq3CC=E2tg
z;HKsmiP9J2H^0N151-(($;XK6O=ddpWbdaH6myoG@fvQ9e-1q`C{qLxFr+`rXzCP|
z7jGdvXOdX3LRl3gv|WtoFQFM~l-jSMPrnXd#5rR0bB*^unARd*GW#YXGWfw9LEOb=
z9=$4w`Fnvmjt&2akN4a`CLYmIn`AdGAY%pq4do1rJr$CP$9Q_%H^3BR$Dd#(KTD|w
zLV84w&Z=thOT_^SN|WBm=ja~==mCuEU*s2VIZR|X(NVC-krOqBy?Ijl6}-^?G#m96
z4)@YD@1vkM=}}J+D07t66=cs-Jni}%u{0(c4hJWC@cPeSC@Ol(V?gvV8g=V_EcM?<
zt(9e6W)Um4jPP{=eGRE<SV4^RSxZ6h`dRV~16K*@z4ca71`OE+3;`*{!ju+oTmJ%f
zPqa8)dKOQpe7bOw)sZZv0ToXw^qDzcJo#cyT=%zZNQ`jCJ;@JhKYH$r&1nfn>=LJ)
z1v*L_H9Sm9v6xp^h}B)J6%!|QnnOjCMoJJjkCM?!EF60uQ>i`7doe!V`Bl7fiiO=(
zwl$hKS`|B7V|n~E>*E#)zguVL0}uQf=lto{G3VD)*_dEXnyh{5ZxBmgq9GJwPMiE$
z-f!W|84_WD2wVbH5VtB=)-nh|E_;fdp36VpvBr}}zspOWe2^#+qbG8B)XekF%U^_H
z>a169r)~ZNLGX7FXgG?4)@lP#@;f{`o*=Vz3u`iqZ5Vha#GD3qp1zaU#xBQ*LONlH
zjC=}83B_2Z+A-<PLq|qbGbYB=D5s5(>aM4WhdOo9qR%XGynQdDW}AEWTuI}+H}Q+F
z{Ug5j`+q=hHVZ)CmK5i`eiUWhI<yach{bY9@0I8CfDv&~k4mq<gs?1bKJR>bvsu>n
z^<fRyxhi=*={=K7eXxiOb<Vu<Hulf2k$>4n5{Zo{k-}7;!jckFZ8o^~@G5uBeU*vv
zB0(z6Y${Gn3F%cleB&`JeUTNlNh)Tu^Xlz*z<ha%Si#4)b(UiZqEMnKO|s^Xm4UWe
z<Cs__Zw9o^*0YK5kebexltVLGrq+}Q;Q&x;XE^c~HTHl10Qu~lwA>Dfg#;3)b$qH$
z9T3=okE05jp-ZbjL3x|Pnf7V+o)kpJ6L{X=^3c+Sgnkl3ahX0|qfuWVeec8Qixr}b
zPpbvht!doQXZvj@7@KmLtT{Y7mnRAXk}fD=M5CZmZ-sp7<oh_#Ie{Xe?d9=A>)*#<
z{tW*n{#60w)TvYduFuJnC;#6X?|&&qcS9@f(T-{;kx4{EDi#9-nRuL^yXtB*wR_@y
z`M{T%u646+J-zTWuiN@MX6v(TD{jN_LayX~l5FDSoK8ktM{j(LGu1OpSEq@hh;JSJ
z7Ea`|G_}Oh`O_o=kAGNx3|q5#-8Wx{@47@1)RaoAR>6@ym^q8%a|g()HZBpf^;u?X
zvk0l8N}Winkh8}K`)rz?%7ZfxQgiC)qC4g_x6Wj&z&EEPzcKnUR!>*4lWAgllKJW)
zQ_TVZ4c{fNCAf9?3chphd&wmG2~qK*kW2e6V9D>g3~U_PLZ!Kit|+W@0#<5s6fz?;
z{RT~61y!O58(q7TC<Ldomz%DV*u*KU>nAh>^*#e-JcDK#WL?<UjQHlY3*5asM(9}>
zYYq$39-Bs1C<g{gPl_j&enb>CnF$pdHIHKle}KO#@Yj|}Y8|SM&6pEnL=NM*qx7gJ
zIWm)`C%($s;*->xN1<sUB%Ito&suIAnJyqigq?np){=v&H3>ok&6}qgK(FqSnfIyr
z3g29g@mS5osyIA*Acq?UEF7^ZC=pI#0L^pBI|0HqNbXJ|#2LiM5^}LhZB^3SbC^cc
z;nLn!j-5zTD0SGh^<n`0>LR+|#5E&oWsOokL!+5ttCPe|_K_IYNN6F0nIuay_hCgX
zG^vxarfJ8vv*vAOX7$%mm+!?<n&^g)U(WOD>;H(_^cLn1pNG;qpTRB1S+}l@w<c&F
z`!a#kpjAFiZ8757%hD*S$+in`<mCLh#Bz1cUpY!{_v;DAt|t-mNj00qF8>uK&$){8
zE_x*s8z<ScahyT*dYsxK!cFq*qmK|eY39E1MV#m_x|>YZ$YmbKP%<PEcVorU4COX6
zJhqdk9{3USN|u3~Lc*S>I(HJqZz6<1&8?$lWsoAobwGF_v(0Ns7anE(*8549Vkm}=
z=VS=i5(r&jY8~8bewXUj>*yQ1i%uoSdp`6QE-zolX0aYS^<s{$?x(uq^MmjERL*26
zovHJz7$>zUMd2kLqB2ZR{#*FTBt~bM8B-;#RG3u1&2=$@<<RC}>jaj4fUsW>?0ORa
z)F??yfP_ZaPmW_uD&HaN?FHav*Z&q?_9RI+M7i<<6lWjf6^(bII}R6mf5xiShrj+H
z151kp^#(UCeTH7G$)gpY&pdlR?>qTR7<eq21#)4UN8MlNo}DqI+slA@fWF{i0$;)K
z_c7)?L4L8p)}u$bwDUNJP90<2F^fGXPh%)P=F>A&%^~{#;cdLpyPn=&4~H~jWrU;7
zRXC{<t8xQ=avlBN(=?YZCz&Xd4<(iM<s|JEdwTwnUGCjX&;1Ujv!7D4%?U$eL~9Ux
zC`Dy?2t{pzHqUkOACSnN!K}~l%Ffj!C!eC%ID(vC;qut$I4Gaw8D}>!Im%J@OPp!_
zBK?`qVu=xQi3eFTW6buBK~QBRt}|2pA-;cz#MpO8jsFw*Ws^Wzq!Ft8dh3fEUQCfq
zyEvjnOqVE{i75mXF-u%^u<c{Gi5ML%B-OLPw2aW*h$Jq{j>QM-=kbEmGrT>0i1uuS
zMx)Ljx<1;>Ci1yDZ_Uiot97tM7F#Ci)sFFy|0iU98$)XmL@pg~maNib4^Qz-w1cNR
zSFt$}<789knogA$Rb#Ad*~_-+?{M?hO~@@XEcNCoXH)#Xyp=+tfo`=>gBE6L9woGB
zh6*V|V)zn6q{+>VV8ngwcpLyrD==uq*^?P(gE>J$u}CXf))|xdc<2(2Ea^Pf*nmG!
zM7olYh>Vs3Aa5i|%I@Dksy@Ou&i_r+_A=F|#->ystNscHm!HMUNJ1fq{D3JDVpj}Q
zy~A2EqMeLr<rU7|HqP+6ji~c`sg@Tw7Pin&*rbAxix=9A9ee|+;0*D0hN#^nrgZDy
zv|1rcJB!RqpN5?xFng#LbyQcQx2n+BXfRI1RkZ~k{--}fX*7vNE<quQX3Zg`PbfmN
z<wv<@{j2G>7a3_ql$s58wF53!*LYMZ;I$1jDX~=utSo!=h$zs=CtHk-@8j;ro?`Rq
z8h51zpty}=#wL2R86rzXqw9W~OJy;_05@!-<Dm+bq-9X`EmR3gvddZ>ze}TaNiVa*
z&kzqZLe0liO%{7vj2`+pN6dL%ef}E&NLbeMcod<kSQC@na{%7-d)HGQ8$ym>N~ZcH
zv{aJM|LU)D<GJSo@CW^$;G+Y7gAjt&EBgrpl~%Mu5Y_>Z<nW>ns~MfD=MxG8OG)D7
z?&nDs898SipC&^*2#DJX?X*UOjw=Hqp>f{M1TvPv^&Kw%<!MI7ALM_Y@HoD53|;X_
zXo8C075FXLLe*5Z<^pnkT`v+>JHoZw{()b(=nfR=&~Y>r<22GQ@elhZsjb#HXRW|Z
z`^KoZTCgm5p&k+(c#vhc>&n)NYpmupw6;(4yaLtUuJ9@qKo4jMpKBAZz?0B;<}{6p
zN6*A=I!+6JZUs^vNH{&vRb*at+d-lkg&xshA>+|b8T{zN?L-o462ibolA;_eQ;#4B
zEz0WBe~i)m8Gb7MQ!ya_f5F~wLN;+f9!(5UB%p<<YwY{PpFbBg4lrAr<<@W9%Gzqz
z9QQ|$ew1y+ZPead<9_Xa8g7Fkm+&GEFkMOG2Swh!{dT6RQ!KZZIa!-wvDp<~f=+;x
z5~a1ocNU*y&g=#>i6}x<4D!43=%WxsI_cpYiCCI5wP$f;#BgeuS3K~$EQyF9lB~5n
z&Mgk389GAAp-Gj8+mF+tO%!#VK1b{#i*1GT3X{yw&r>W6p{XXcD&%8DBpL=f1*5C6
z-afFKP)LHv03xm%zltTV!%!kbOP2852608@Ok1Ky&=v|gR2qSSF9ecqj{GQqH~jTs
zJ~sYWsGh;#_y|*zI^}H^nRi@D$MXpzxa>%cohKn1djxlNl9zn*3@c@q_UvxT^<m7c
zLt0Vs2{_Fv(XI<wk>?Q{yOr3bmk?81%s0~{)Mb>&<-<RGBhrC`XHsZNK&R}02*K6x
zRw0#M<bgvP;w?|(J0_6|8GDK0;w)$C4h<Qi%Me=$xUFjN&XWT?RLd|p@(2%nIf<vL
zXsW^Dkr-KL8822s1Rh4yhK^3JZ_$h^M1>H!ut>9}5Gx*`HlHFlG0)hz!<KVv^z{t_
zkd<rfKky?OnuWKPq4w0ru#VluM$_k^@B9j%`LnN6_a#F?n;Bz0TeHWooFgQRRc4n)
zI5B?<1KQ)<vgt|IJu--W^pEg61@=FEn#R&FZlfRn#JlLZ@Cyic73T<e#Ti!SmpJm+
z=Qw@%FlGNT&bj1zV(|p^hsT+Hd<1jm2%4Fqzjuit2lA^9$<ZRUdX0RxPQ82z5zdi}
z73fLC&_k15*Pl-|vx$|5t_87$nYVqPN#g{mL=)4@vbtDB!NJX(Ln+nb&F^b4Tr4x?
zu5j{r6~9`?id^(q9;aPqC2J5<YPexYtW!bt<|%Ewi-hfV1IE>WcCAR%SWnV!Q1s6b
zsDc+YK1Vupim>&1p8bbAP^8b$##!vK7mzIaTyWK9GAYRqe&hA@4;M+t>R^vz4mube
zo56U8Gtq<e1{F@|7I7I6Sc?o_`PW?T&+~Nq1gj%IpgA;+XGS>g1`^3K05xq7M-sn`
zufjd=coqP&-6V7K3s6jjjsNsclI<iy2^eg)s1yUtP;l_vlU$Q|mK)dZ=FaBJaE%3Y
zyF;gyL5n>0INzli+lrxXN43kW^Um;s`d?tPN~c|A|FO4ozW)wN<{Fcg(_GZ}1bR^C
zw@S~Fh=%D28fb>#O+9m@{@`N_9X^9X#Mbf0NGdZN^<T)dtJktvzpCrEJ#~t-eg?<Q
zfxCe}T#@XJ-iv80(%<?dcH#)-q(h<E0Xi%N7UP~z`oKe^`qyD)ZbQlcA)c<2Qe$Kv
z{3P4fw+Ipf+nVQ>M;~FE_!zU%F`n+c5LK8|#35q(XXrOh@TYw{$R>}_QWyEs=q<?h
zeZ<NSku;Z36(1#g3~lHUcCMeNqt=)WlSI10Usbl!lL@$P<wwL-6`|YY(;AzL{aj}r
zMpp!T)FoQQ27_`94}mRfYzUh?-pNx^TI@Kv!bZ7-@kAYGtb{Q$Me_VdNo7s8^#yE7
zJcK9eIAV~b-nEj3q6bBrMFbJaaGnwsPU^ihh_jk;>5VItJ;@)p4q-GMEZM~H+l-kS
zbA69<@6Puz)vGa=I7UjwNoE!}Z|GfE*$2_XDn}iIViICrii8|uQ}tIdM$hF%d#>P-
zOFxPxY+hgZ0&g3?fgSc1lG0?GwTnJ&06+4GX)0|`&^Pc9hyc$C2%->6{y3wLE_DzA
z)sD})ct5R9l~5=QCle@YfF!~nOQVJkW?RQPM?yu=3LPA~j@FRW3pSGzBP`5UiRKQl
zaO@aYKlMqhPLt34C}Kz1Wq7KC9lGd2oF9Dtdt^H`e)rkExM7>Cu6PB9FB!mBOmHh4
zJg*NUfREg+aN(KLh~Q2>zW6Nhbegu;!5}0`bQNjsK*Q4<q~F1h5{x5ov<*~}S-v;*
z9Y)S-+eN6OD}ohEp_v`#lPZ+UapIOo@4Az0Z8x~*o?d384aos+c*`gG!ms}-N@)Z$
z=xV<;%^(-JL?VV3cA4Oqt`l7_#R1Jg4MQf6S4ga_;E$$xXk$11urviklH%Y7%8`Rb
zo(%&7|0b{U$F&5pRFSd4^*r{ij}vP&G4elIk3tpdb9_ro#`*r*Jv@5E2hkzUSCJUh
zqAE@lVP*Tt5AG&q2fXW5b*9^^eEX8$!$Y7)5t$AB__~HJ<20g>T4Zxl^~m%Lk<9fF
z%lRBQziX}e;<H~sl>vqtu;BFa&DB9-N(V*Jc+p6}g2+Koq!Sq^GGul&MI>5uJcU+p
zoFI&dwg(tSmhEd<j)^J{9XQPLhmP}?UywBCrnoKjEN@Z{@K>ED$jrDTY5|=nBoHo!
zFflX(U-wuvJSuX9vTV|9G}wMsfsymBB&ayJrx%d{WYP&Lb_XFr^ITSZgB4%l+^;>!
zj@u6KrTJ%=tHQon7pX{g^{x?y5syUz1&MN2VE!5Y@A2PS0Qr6$?98KBijU189hMO&
z44)0a`)90mx<0Cb=P?}m2&s~{^R%@Np6apcuJXYjeh`2;MWrme(>mXnXSlGLUHASP
zRi{d`(ZK0=2q~xpHEM2)Q{h?jWEdc%g4Pqm810%e4KGb9kz;21S<o~-e8q>EuFvp>
z+-BSm9-l6<DV0M}B07Nr2!2>Uz_R~i6Jf=e<9&OMla0m68!EaPCzLAX$~3}=@Ir;<
zPMefwvFz9R{l#zLL>``cg5TWmMNF$(RBm@6q!O8!p-);>nQ3_}Nr$ztjr3Z$p+YlK
zkm&3h%#$#55+aW-b=KNz^cIHDr(ME9i?Pf)>M_YN51uJm3{8jR?l^_FI!@DR6V^L?
zbw!e28AEN}ODQh#+8PI?%fRld*z}v<W%#XMV)(_^U~5exFM*9m7)C6wC0KhVOMbCC
zuUIhCs&MegN$TI0Xi34~?n}T(5(JV+0h<>2Y=!t6TP*nzIXyxbAs0=a;cZ@wcTJq;
znvthb8Z~rP;?zx+zgA=*Xb@;|lzPb86&}iW2Kd|^hY0IULes~nEfI!LUtOd<o29;K
zk!$iQ_Mk_q)-7h2*INYECIU@itQL_rR=IrTE-nxs<Em62FIOFYZDfr`^>*4?hAXz6
zCLjC_gQ>^q%iT-6lOygeW2HPMrh2hEDH53p78V9*wG~1?OHkI(ts{iq9M+UU$6mv8
zRAv`roZSC3naV$rXg)&9Tws&g<m+$zd2YPt6t><b-&1A$!WhQ4?qGQ0F3!zA!sz-o
zL2EyI@B22@nXfXM>%s6;JOliWMdg_XnVdSocxedToI;Cl#!3#+oBBm894xg)%C6$*
z&v4HAM>w*)%*=vBahe33Dnr$8(ieY*mF#*lVi70wSbyqq^40edW*q{rh@wnm8y-$I
zg(l9Wm{=t1&T#!pC8Mvr7#WPAX-)Qjb1#P8CYh>Is@}!9*NiZ--DA&%16;7{CX|a}
z<eO_a%NtPBb<}KwL8Hm3@E*o}o#SSlbgatCaCc8#t}pXq`xKX$P5jtNvSN|-?fZzu
zyR}c$yh1BJ$l@sYR#(er*PdXf_!eg3G?u*;H8fFTHMH?9e0unoIlu8k%yK_b<|ejk
z88Vx96WMXDy(~^UwTlPV{XG{{?qDdIWX-;mtCp^3hj<z*Ww5A?vl@=EGi_tF9Sp^1
ztk+;Pxs2UfrBH}7T7H&=D=#M)N-}1&IpwdXojs2bh2GW!*s*zzaXp)JcQM_(99vfC
zKlu#(#y(y>d_Im=Vl0?roA?6Bo>e@3hQ@A}z-hDT;bS<o_*?HOE?8~SXtvmJ+4aPu
zAv85$-}aN3kxJ>3HI6t2imGtg(H%_Be~2#}?ZKx_);>xomeF)T{*ZoU4O6zbsPh%t
z<{_qxK_ceKtbP%Jj{xdPACat(ZMoF7CNp6IOLvIB<VRRxhrZ4-1=%1F3AA{MM9C-6
zR;i&77a@y%i)>a;1K`E$tfR@kAWcba;zSx!L}-sxnf#U4F@N$j+C`_p%8(9SHYOfm
zcypN+16&$=luu*?p-?fD3TkNM3zG@jJd(Q>b@(B~z#;l$3MnIke49n@6wcXm^+Gd_
zX3bL0KZdDlJdpkpz2r%!PcXG`J<?dg@ZgL6_j2imfXV#*0O*AzMlnTpyqAsHp`V~v
zFGy@*!sy{IhQ5dtl8A_rfk7^rY~UDWLca;AI1mz(@t^4XlFTivv_evbLFje}&~W7n
zTS_W1OJg}5VRx$J*YZ4btc_c-X(T01Cd8f=M5<(Tte2pf;z)LaqCZJ0JA~^8JW#bk
z=vYP@Bl2jsT)g%Y8|SCFE?VQl7hc5+x4ei)k3UQ#BnhR);dM!j5SD1uNX4*L=P@!C
z8{T&vs?lb&TH~tH4yF#?z^X9Oa7jjo3D8hwjZX0e9NO_hRNtXgt8~}f162y<429)*
zk;(Khe}DW4fB#unS(XR^HA5$7bYoHsO`|W?!y9|wgKFwjog27p+YUzE1|YGcuE&9<
z!16$Y7mx2EZRC(65r4h?F%tPfMvQellsis!pa<zoI=wbafrruRdmg{>FX5ZtJcfhG
z=5?ExdgceDr6B&lxrhIsNGTbfu0MkiU??UHv4$ozD$yFvNZ^SG2ZR2e1X|cbC+P6a
z>X(V>3M)t^5+&S7p%yCmVZfV)8Z5akZ+-IxyzJ5!QLhAyU!NnZON3$|31~!XMA$62
zI+kqXMhcHsF2hzV;$je8UEuN6Jl}q34JER0Je9V;LJ%qFc8Igppv)pmc7s}_MJU>I
znhs7%XLUo1DY=OL;39rPFk`f6M-Zwl#*IlV%|ht#bjBg6SRhS0UW;^(1!@zq7P9G_
zaY8RbD@dBcW7h1tTD99LW*vpWRgLVv1yUb4k8*A+OXU)xXP)EDgAheDg^ng9rg8e;
zT(6(u--rL!+VY&Q006NZNkl<Z0!U;+-KjBZTG$Lw;}9m#&!W|E8>G!NQRowfE~;Wu
zunRP4AXSB_`V_zS!0*xa+BBttBNdiA6=vHjq!WDr2t{XQWsz#TgQ6<boEo9w(Fhy{
zwq1uN1*)pi_8go}lav+EE*m85Bu9_#MUSN!%ZyQWYFwP(LMIBj@6>wMXOjpS5&iR6
z9UmzL0TEJ2YD$Z=Rb%uohgrYbCzL9YR47+x(anImA5eAzKC$*&9PZ3h4O+O7Pb*Y$
z0-e>MTQ&5)1E-m4L7%FTP$W5BVi<AU&}X4KLl7xA(Hg2y39Kr@(@D|QOhrUA!Wv;p
zAsml09-p9bmhPF;Z3<6RDDCeGdCQ$9bMJf=?`!Wx>m&$9Ze=*D;W-+&_kh^-mgm-G
z%Zo0+G&*Dg9b5AW0=UUM!GrsLnRC1>pZr9MxCeVXP4qXvmDW;7e8<JS`4fK$fa4eh
zD#*4%zPD>u?QfsJ-`%9Cne;3^OwS8GMKNnL-N<7oZDc*hK;-iq!z=WgF6HB=iQN-0
zdqV~LkuD*M&CE0U<(qMm3V|2m&KAg4`p7&mh*cJNRgcrNUF~>YZ;_ThQfnfrF$~)w
zVHJshE8;zD%FfVNcnDFl(Std>I2dM?bic>MhOgmyHt}eUnXtv_SG@~Ue~5hl=P^x{
zr5T5V2mgqRtKY{DBZ6>_adVhmeP@V=8ZUn3X+Hen!{kSDY`VA~{n#-Q#eN2s@8iDP
z4iM8?Y@5h(;+DT6Xw0GX-@&!L4^sR5JzRV1#hkNwJ<sf&rl7^KT^pg#GIRJaVyK0>
zCy(3|Ajbxgtf1*Oc4~sSXfrywM#49U`k*w?!+_Do@S0d|6-`9kxOP8R1_#+#{Tj*Q
zN!p_dz5W#AZ`q2U2~b%<YO|zlpXRBT<32o!Dtt7zMaEcR$xI>D9HzaDdhst|=ryDx
zh#PkzT!+-?F*cvSozz2LL44$kY+LwqoRx9Z+#Fi}ESXM)ZykRro2ngrDTtNUXr@(q
z4y|KTMdkg`lWbcXqc&E@4wi|zZF>BFga{J5`<Nd~u=fg+%#2PTE&8MHGgA2`+5RSB
zY679!L{g*2Y4NJn&oJga$;h!Asicnb$d#X@CpL~2jd8L12(9=Kq7ui9TD)R@A1EbC
zC5LiPgzenKmv(*tMM)8@czEp=0u|fVu=EI{vr4rv%(>1Vpad>qMx&s4^jmS>J#Z3F
zB+*h&5|}=h@j*s6-N%x*kvL1}(#Kab#M)I{EsdHfu|0D;$>HO)+7M~*TVGpX&(Q!S
z<}&@vFxsI(s;xGYmtT#psHkTZF^19NSfj}s7A|MH-Q6QQMjJeMx|`XqnEpOZ^;_)J
z)@TMWDpq+&yAWx`XsIXponyaGqz8<iV=%8andl^uB0$pua-C^9ic4MUBxHt`3TD_Q
z>9^UabTEv73lk->)@fFghY4iYg~nGTS;eJS^|9SLNyTL@NRYNvj2rq112}%?t>`c8
zXa9#TBDD^DHBQd2;R+j{fY2Qws~w`p%peIcWs^*2J!`S9W_UEclZm7tB^<J`HU&!}
zrC{~a9#Fel^R%p?*%Cu$II{i_{mGC?b%I3d7#+VvsCa0;#^%^6wx*&gT{kIfC`)YO
zU(WbAsuxHq)^pnMqT0*6Kf{7I%cb$Fk+__B;dTh?*zzZ98XT$5k+wrRw1~VW5jrQ_
zBV1S<Wz)tH%2|b2qe|1)aC%|LStV+_IO&M=NrgnHGCn>;BG|!9|85>O=J~2fQkD+s
zU=soj{oEl`96Dh@Sde5@nCTtooA0@ct;Ma(tQ=xzYK%*Ets}@JQI!O%F^^4!5&CbN
z2ct-S$3`k^aKjTb{My7z=>4-Vv1W%9lm?n;B7BX|(y%VrM1A}!R*R#g>kZx%ouK0e
zs50V%VMN%olP`>1Lf@WkoIC+h7$GIBBzw5B@Y3hzMG*?urCyA-p%)ReuuY5pUtL9n
zZB)@!81`q|sIessD@`dqfZAK7{m!?dC%W&$a9l(BF7rn#{J>vk_62>6#@C}N3jY>H
zOC^5sC9mU}b1x%OC8F7;xN-AOZJ$wdoN-T)lf#&5jH*{9D^2QwOB02TXfx-=358Ew
zUC*WK#+cGRz^;Cq{&fZ7nuZffe*3W&hNdu@v{-gS3aJzH_Szg@=<v1U8aXW_o6Qo_
z9mY))9}PE>2+`ri$@5tY8e}wulo$r!_W2@}_(e!}n6{^2n;w496=3FWgi1I|XYC9c
z2JQZkdc&co(qwuL25(<wk%(4GL9u<LVI$NI>&yvadW;?Bc3OssrAee>5DJed0@uG2
z;YP$uCYCVhRR&N8HEKTSx}@#KI1>dJ3#**jK90Jn%=Xy(*`0h1>0!x3v)`uWc8DSq
zO$ww8e(Jpc4F56ww-!K{f=XS|5+``z!~qt#n=E^t*R1Z;8A*>J!wBDZ$j3`v3rN^z
zdU+!!tKArwx%wOkXe$a|p1O~H?G<b*OI|TBjTD~e(Qq9UO~rTHsEH86@Cnoyn(#^5
zHm6RV!1o;Nq{^wqI)<t9(wDsgp_}N6PASpH_QDq0p~raxQ$!jF5fak^)?C4<Mhz(i
zX)VV7)-+2&fFJp!6GeVF`#n@e!%$63J%*)9T0xf~5Q@XW&NPkC!3_hPP~&KQGpG12
ze}3JMXsyj~Nsq$sT>5Sjs$hLgp=cLqx@|V)&SnZzW>^<fXv!6GQIVwhv5ELCg?Dq+
zo?9raU&p4zCKmglwm!`dUQ|L~^e|W3eEz%N!P6wIRzS#EGiP#$V#+6#AL(9;AHTB2
zOaURmtM?++4xTH?D{WqsJi@{WlcjQlZ*0ym{O+G)`)l6JU=flVE`F}RX7=O7Gen_|
zUg|OgoxDwyZ4uf5*JrBq>nm850|d!)c<H(ddCR2ftYRl^MoUx7RQ6*ndW2@g;Bbmg
zqQoZ0B34ZyQW}=g;n_zEOq|+I>TicJ*L<RO$kL&G_^!gRTA@*2!&BCX;s?mZn<T^(
zo}R)ItK`#52&GB(&95VNwZTx<1v`yq_meB7*tGF(jFise@HWPtyc<;>VQ}c1IJMge
z<6mUgi|=92>chxti&Bq+Rkp~gN7-Vk?7V0dwc`>i?4a!lVxfkTUdKxkXK1!<;;mJJ
zZ{0=p^usvb0;H<=i3qE+6YpS^&F%<qeg6%(v!{sGLJA|Zn4!VwWDg?SMv4IWcV9&_
zpTaVaaqrjvgsgiIX{gx67Dibji-L^ou)VUMq~;<Okdcq-G|8nMI_s<WyUSQn86#Un
zwgpM+vuOHp3b7i_(hfE)uOR@vUgN~cWu{Ipqo^HpQ6}iwMIttbbOoi}ounT*gke8M
zByAc8o<d0<M<f;qn+2p<$95a&nO@d*_A|D;L`-v0<pQl@hn}M$)><#4`$DYLc3SB=
zddsA;xCcMhKy?+;6LH!JiFDUvv_l*vN3L;@rkcl}kXS4CGva*)*UV9HR*^6G91Hmd
zr`CN9N3TIn@Ql8lh2oWD-DhaU2FNZ>18~L3HFmT-)(>Ur*ap6;(3|nev^*5IE5OHP
zfb<)<Y7)D(%F4hP*}93@oX5{t2m!x7qM@o0zKmnF)(CZ-%lSQsJ6Kwsf$%ZHl24%O
z*!4EPo+R<AKjx|7j}paJ$@eFb9^|V!b8VZ3ZF0QYVDL<q-s`U;RxDyD8j92)5*TKg
z)8#JFzI#SzJkjLtm0niD6bb2aDk@>iHZdij92gX%DvN3f&Cm!47;En*R6-0Z;)_4Z
z@SdkC$k1mdJIQ40k3ssxRcL8~NI=qW($H<TDjruCYJ5;Wz$@48pqf5Rq^P)fD6%X3
zd~<6L#Y-I$s>3Wc1yhpQlcZfy$W5F_UCfZOhS&gvQm5ceQPTz}stKN)_%;i=%2eNR
zP8C+sg~PB&Argb^AG!>SfJ^O3uC5me)jGd%P72f0nb<IiEloPAMQrJ_>{wkUMvkj<
z3Ems7ac%wcSjoeLB8jIeNRg$ZgF*H`MdtRzE}$M%srYMbG`I0q?Ru1I16X^W0Fu)a
z^dv*-L5<Ms0C2o>n1WhD*P)hHF<KsOxJcD(aqdzD#Sd}f3i(rQdWr*N(rI>_pQkWT
zVBPQh31=h((nGIC5Nh<+muV|5z5<!?46k_#4(@mr0DXx*I=|lJzAOHatRj)gB*X@2
zWWXBeXZYM4om4M{O}qHsU9fMuOMCP}f{JD`5>`=?^Wd7O#ROXKxg?U~ymRCfrDh9N
zK*#k7g+n;f!!2801EEi8{V3j^9e93-qD0htduX&f&znnS%X;W~E2C;AR_hq@EF0x3
z6?82ioh(wyjbP?ohWEtqqwc$3G?HW%p5=dC@@8JN<tiT7v&@^Xxbfe;j=%NG|AV3a
zQG{(m5RqQD?x(iRC^;-?qoAN@CKb0qL)%BIUBFYCTvPfws+^}Cb~sdxNZ4~&TA8bd
zH7*;869|u*-+ec>59KMvY=S64s4miKad@@+oA#eNgl^mP7pK^qm;uCd%Fu+&Pz{=x
zO2CP*ffY^QMQviGJv3S=s;;2Fn81rHRAA*C4Wk9-+6rm47k77thn{?ZwHWyK!s%a3
z^P_i2rhl=-OF#5V+_e)3)kQTreDJ!rW0@uuPP3prjiPGgQZYPyLL4Gn5X5{;UE@<%
z|1H~J(htDijDb}>%^9_g-U&GMhD9zn&SRmf64TO@%zhG9j+W~XMg~%Z2<iR1*X(Eb
z*YV$50GWj&t2$GiliYi3KWD<PQQ(s2HEVbcNcNyc5n<?)w({hx9H&~{xQ=hFokB~G
z@Z`di_=L0s?601p?6*<%81XQqCpARi`?Q0Q9<4~bU8Rt<=<RoL0)Z_8Uc0Uv7Z6Ad
z!|ElIuhCOTFxkHz|7^XB^ZL(YGCzrsl9=wW;&%`tVD~_c+fQx8bvr1Eq!i0ip@SzP
zg2+cV;%w;Ih9Wg|MJHyZP(*+e7`$Lp1=Vcx!{!l6Y6>Uv5TZrfE3hPgh^8;lXqI{L
zNDL>lmAn<_qBLa8Bwpxq>p9&Zx{_`4qI@rH>S$QR$vroRMXiT7{K22{S66(M^@#~i
zj=MzHZY5R^NhA!+lue|ncrk-kD<sea-+A{n$kA=6a*5pFHY)F_{KUFstu8^XFXRws
z1rUfR*W#R7IYUi@MW@WxJ?A6M1f?vfg~{jo$97+a64z0Efrx?Y3iOl;dPHa|wDcLg
zrog)530B4TLFy=8L>P9E@hbVryBHtcM>=eP3&Z2%=%w8xd>=E{AT^dJW;QtTR0iXb
z+gPjDFxEhZ3PAv_qcaq9`Pf2{)i5FzIb2X$1<|4+vJA<Gn8;R$%nq4CiI3d6gOnP8
zkwT&(O&`;aQO;aQ-}-Z?cT7AClt{3<Ah`VJk727m2jAt;I^D)kcW@ddM9M++G^Amn
z_!08RBHJJM0vQpY=shg|+}A1CH7qPneEe%9C&vi%4g?Wy0y5=C3GZD&t%TT?PNHq#
zp6KAnS+?!m#>RDNWUEZ#`v=J$^00#MGCG;#jc>mI)PUIckK*3?3AAa6NJpfU4s$E_
zvtip7gd!1vhjbi*o*Y`kLCwq|2x(4v*r!aqtP27(C1m^Yudp+D2sMb%n-%KVXys)T
zqk<L95-2g^_6*Vw!HQG8aW8tagNW*MYNz1S4O)E>irXc&R=I{|Wl*D&^m+|qx(kYf
z6Ay`3T4?i0bO##QHtEF(xm2JwbSa%!h~jE!DM9baA0kbGjC@*pFNxK|&`F^UA4Ae+
z%LU(~sg2QVyHp11G~yn$)CofA(0}0L=yHwa{7!Ur38mH|wRDDudq2+p3*W%jAfh*)
z!*p`of6-lxCUjEGkekP{42>5_gdHZ!A4h}|5&6VerQK&Ef;D{2<mu~PftFpRWtfDa
z2{bX6Cy0b3>Wy(h>URA2aiW{=0aL?lHPCc{si(;A_!?nhFR7jcQ5&}0vY9BUq4g#?
z-Z+J7CF#HZ1^^7Hp$ZF-B()jlnq8tDMi7hp+{QNO9VVlB9QE=fWgSaKG(wF;(4;9X
zR8_$XLt3#4p&B6c2EEH`n0|m3`qb=E!tF<?MoA1+;b10(5q8&c&CW3x2>wL7m$3PL
zYHFOkbjevR9zF&po>U1F7n57>6T@XO(n+cs(#$Z^b1@lX5QjywN}LkVQ7o!fk(%LA
zR5a#dr#O~Wkm)wA86X6#(=C*^fp3)P6ESva=Maw+I^jHNH4g{I@p_)1Co<@$G0fI6
zw$@r$VVbx&$WUtzD_BC;7D#701X4rDBnQXxjPa)b6q$Qt?rnT~{UiAJ<kSKKMizVT
z(;ycx<xd7a-*(||)0YZqhIR5g>y!$oIqn=LrDV_~gvmI1%V*up5khML?`%v&!e3y=
zGxu`+_{9hz_=~@NE5GxHH}lNiGvqFrK~q}@ArMj_X0EZhF@^cX`{-TQ!`iT<82hn1
zk)i%`AhV4jCG{guvcGQzwPzEl^?N7`-AsSarG$W0__6zvF9lDCHj3(iAELw!)Z8Q~
zCCw9A7;ko{c!IX;a%cT(Sesq86t_SWP#Emz#4}G5L|w(#@XlQX;q!g{l}(e-_v7n?
zaB;k@yRRm6R0->c_b@SX0dFb18(UfgXIb)?7Ng}gxpd1G-uHrE0>$I<ty}-Y>nSr`
z2`Du(_EXzr)f`2&hfdH&RSi@$F4cFE$$yKM+T=uI6SnpwLIyljcF@f=j#g8kP9q38
z=`XPCcCCe8WRS56NTGn{;_FooGz{J~v_j}LDR*pAv9tA6{3Jqj=dB%B)PpvL^jQjY
z62T|AYyE>r-KN&|Xn2CYQW7_^Q4p+*fec_NtCBMF7$YU{+T0TZ#e|hz5#BX|_$`|l
zFmiO}o<y<Wp!^<(@?Yk%)Kx4uS{zos&7Pb>A(h0%qbh3XuPYG_K_-@DBC!E4?h~X0
zwMhg2sYm%#L!bn()Ke#}noKvRFb#u9TV`S)!`9v*g2*5yHF`w)KfGo?!@rFG-U3Kn
z@OXWYzj(5r2M<8l9wEt(8Ps;@^2G8!>Q0@LdJHG<X@pf?w)vIliq1l(8+f|xdn7X>
z99}zyp=d~{u(x`QWxs_dRfJO~m*~Y01AM76k{M=fWGhmDqA2(Q`0XlIr0~`Af0Iy6
zqN;Iv`Wr-Az)EMDFbbawEC(=DjhOCI4Ob8{pg-MWGB;1F<Dp2&ecBX*gTr`=!1X;)
zRNi>i8+ojHk{9;w!M4&M+PGniZKW1P^HOSIn;!ERq4iM^ZH8o?ls1cu3Mh(=qC^-n
zqG-pcv|AWjmw25H4)K-?4s!8$nvxs=AVH4Z;fs0q-S5Uwx&$Se&m$Ful%Ar}19u;O
z0L}4v>!~?@ZLPt&OD@45$}^hn!;gHdYyr``3(0Bd+eOMu{lxN_s!6*gSzYQN)h3>+
zpehQ!+o9S%!;&re!23VJc{?rvrCSx9?E2^WOEp6%U6dd|w4vQG@#7lO7KD~0nG6X%
zfgkzgFYpomQ9L)mcSBZAo(3SMH84v$v6B(Wov(-7BvE>vRR3XKeaTbw<rio-R0c{W
zRU;%mB}kqsG5N9=;`t^c;vm1Bd=M+_AY2IbD)T)9GzZTBAk+Yq4(WK3v5bz0LL$W=
z^YA~gXzeEmi@0hI*H5E50Z0%+@ZysX;gnU1C5u*XMB3SgTWAsm8LXm#>Pk=*lpw-t
ze1ZKRK0vCuh;Q`ZnZ5K}F^;j~U=~WmxAbw|#h@-JxJixNrYe=WZ<8-nXneX(u9Srt
z2+dW5nnOt*CmAVZs}(HELsOQi|JAK5SN@cB%>d@QH3pJ)FKSXJEt^#I9Ok+Q@C}%`
zp@nc;xcMBZ(*aRdAP8tzBS!x*&G4TOA_$3qP2&?Rq<SDF2umFl&u8ZkKZl)rj8bZz
zoxKmEs8!a_ehHCGpia)CwiHbEF?{JBL|#zYBq&DROfmYZ4`{4^_A|uHI+ygHLP`(M
zgm@=_nqY}{6Q~_7`Z|n$I!!>Hc0!=|20{%<)Q%Bq8j24sGlQag1X`AJANnl3d<$Mm
zBUl-rknQg0M}`M!C>}y{L2*f@pC%0A2oaH<-jCg0BMcREW^fG+BA-Zc8S8AowrpJA
zra+naN)yEoi77`ZYgYk~vpt3qe?vSv21Hys^Gfu=d7NyX(2LPYgd~dV2+bH_T4mj?
zN&2pTEs;FY4Lptll14XPA!Z~%?VzT!oY|+5ef1k@Raz9*n^;c3>gdI&+3p_Qk{Mw`
zVhg&r0aNj*1YJ@S0jBO@*$P^$iW@UI?q!Kd2UCGEU90JeP>B?cFbt__5w;Q#YO4_X
zASGewp<)p}b`v#`AZ@~lxI;edr=u8D%@ju1Bs^;|?I>{!9P)Y_M+Eq0k%!jbNHX4!
zVi+U>m(@Tcp=BA2Z|8!Iw_{-7MJ;Th(FEF3<!H~PEEzeJpp6nnJX#t=QA~uCpg=9Q
zOc<KzBE?Dh0TzRQ!pbCo4kk(Nd#9jg97GFTI$E4Ss>J+&OxTOldFr{dNvBHja2$nx
zq_!PbuFxx9_-_!je;GmuY-w}v<bK|e|0OKbCMFbqWAKCI)co_>0@Q;VzrXpz+;`5`
zIqn=Lt!B~G2rHgN@Aza_>QqYxhd9Q-!6gQcFOn&jdBfHpYxGlTn?L*8*D$aL_Kkd%
zEw}$X=Ji()Bs&b%40c?-htVy=RMv+S%);}=ZAqIT1Tk}h(#{K!W(HZG!_4nMRl3FC
zw!Y?d&$aK*>}N{p2AVson-Dks9RL&NCSKC>OT0+YdB8AmJdc~QFX8D;bN~FS8CXBe
zju&2sZumr@#xK6&75v#R{KE6bB+c|sTt^}Fr@9h}En_GOSc-{@&n?-X<JRnJpKBY_
zVl>WXb2_K*9KQ0>ul$>9_b(wfGQxlg@xt@x?4OZQaun5Gq9{Z~C8rjcFb1(=#~GGe
zIbJ`XRsUJiw!_h-H0fBK{Z)-fJ3uX{5lV%s+Z80jNT91a5fLaZk91avI}UNrL8Yr0
z4TZy^qqF3tkc50|^$63>G)@$uN{3qHF%?dcR%0lt!FQgSr4|Beg{mJ%6A^(7Fa+#s
z_^j@Hip1uP9322dlSFawM1V`c>*8<X?dIFM^KW)gr6fZiMXM{ADasmg+a;HZ;p3B1
zQb?(=(q17S&ybKw+`z-xqY>;#-~pLs1p%aESyVOTMB^CWY<>Yv5!gnZk!*n|ve0Bm
z@n-_ae;NK;3m`I)APN*Tp<s$U%ZFe46ZgMf-OD+Dy`8F41tM%*oT!ZteDL6x_}~+_
zp(_F}a4?ND2iJ~bC>pA2P<0!02sq<cDA%UZ>;i&_KxpLcJXc)tas&~YVj-pA*~9nn
z=)uRBNc4lyP!ttENa2M6`^yjEg&k(YMWQI;ZucHynnfynGYg$@Orao<<m@%PAVkQn
zPpK&()Koft2SwND9eNx0T>xA_qrd)#ynX%6+;I8Z5yHU><Jd|-OdaQHtAlBM8CM<v
z(IF?cqevg30{M6mDI*f`|H<z0RhAo7OuZ|BwCz8{*3T9XI;$Qsh|yXy_|#LMq8NLA
zkX^M8ic?UpSFo~Kgb?g{*Sp#D(pPfrNVmdnZ@d@s8woG|3)J&&_!rmk^Pk_!?5Rbh
z>fr|px~38YE;8k@>6|Ng!>w;;{m6zNcPRYWZ&oU4q_7b|2c-pVH%>DOh*Y1z4vD=R
z^j>g7@ar0Jxklk#_u@Jbvz7?LIHq3b#NJ1+KU{~_3Z#a~v^|ultMPqp@?n1dFCHV4
zvWeDZk%6EmYP0S)f1g0cFmw+i2*^qo=|Mv@NDW2k!`;g0ifj{!4w*!PDDXfi5Cy39
zRqXQF<Or&Ua7{Y>(<oBK&?LSMjWZf{TER_6sO>mzsf8Muh^&WbcZE_JsW?-s0HioU
zXlDqWkga`r!op+Zwx5GBP#`eDYH0YD#Ch}(wc}sGj<wM|4a0JvQthg*^v8)sPcZR{
zZA`qnhxL=);B3*B$j(W);uPuy7I=_cS)-F~p>3|S7}>DHr8CrG=EWU^Q^Qx&*p(_6
zI;!F#J4ewR1=|UbGC*`(YCFeRyx>aMc82EU5}NCQ*G7gun%5xArcks6(vAIC!8DOs
zLF=d_^gHO;vxVd{189NAKy?{W*@{t72mvSE!M7{iTs(!ZL!d<HuE)Zw*0c2b9c0xW
zqT*J(T#~^PKco|nP@*_Z^%&*#8wfND&4Kt@H-&Y*XBz;CUKg*Dr*QfRK_Y<AU@2>p
z_ALt1M(A}Ey@FkL2m=kr2oaG(X>k}ceF{74GrRU6jpPy3>KK-3(Q#GM>T%-10)AkE
zkod_7=EogUV_k(xf+>QtDaGppgS7KS>Y1%P{9=eH>+lm<kdpj4my+r~2O=Lsbl;1_
zShqGpwstSM+BCwlY0cSqCr;2>Tg6Q3oLTA6iRma-S8H0*UrABhitdl$#mYqS?pblN
z-DEU9L!e0%9d_G!mR4rjVb3vXsjPS&A%gQ`T>)8*LdpV?ibpdsg)jx7s&y-+qtk4?
zo|0K2V?+d^O~2SeX!hW01_#C$@RaU&%rGEg1!O=J2?T<+^zmf}#jvn~?taY}MdGrL
zcC?I+LI)R9n7j>mDt`?zSwu(=HFSA<<x=uwk$^2#P+|C@y-48`2?bxBWifc1Omc#b
zn#B?sbTx&bh3`2yY7Q-QX)2OJ*oW+#prhI>8lZX0DD?tD7$oGy^mg9*FP?w@5#-eZ
zn$WOJn`Asizuo^++cv^F37I6P7N`VeifRuTHG$A=j7~^;rGp#OF_u?3_Xo$h@ShGM
z1;q5k^PW}8_p)kKiI=h{gBy{`0`sbgJ`iU#wT>N^k8*DRxzFoo%NSL!L+tf8F_>Qu
znhh%lAw2@X<PA5l`IWDHuDxP}<YHYff_Bsc`Hes~JJgkl>+m;SL_DTqsXDJKzWT?R
zE)|V*F3EepaXY#Z;d=@)o<Nb$XOD#WlWuS?z4S%A=c;!<H{O>k@8{R^H}lrq<p5kB
zo8+4#?*w4Ay-G~)TIhrjykgTUe(L=HYuNqL*ASDC>FxWeZ8B<(8`3Xlr+pql;C2NP
zIf#l*Tx8Hlp-YFc;%Sbr#EI((Dt?kM64XNl?`&XwT(@xoiBLLdBA_KZoc5|DSE~fl
zB%S}~3|>B+FrX8)kp$dRnPbVHA`}`GafCR1RH6zgX(6QKfg`hck%FPt*x%~IK*Nn3
zT1AyL0~A|j;JWMh@M~dm%Ovxcsd%o>`4bb|n0^H@nIc^RVFjG0+}s_4(JfM}$SSG4
zV0a*d8+jyU0%S<5-6mzG&L(Dnl~1G)n=-fpwjB=;3TzR(S*Xl$q<)BJyuEaM4;_Ib
z=vs_Lo1}<8f5Lx;{}ldP3m{4^i3}}>1n2gh%bD7lpSYipT`kL_^N&-|Ew*Y3L=iL2
zDsJdeb35cL3qJ@@G=t;S(-@k8s%ZGWOXRnydM+#FQ!El7{We0gF%^?gxCla2#X?n8
z9H+%fd4(7f@M%U*68H%s5s=a{fX~CtgXoIJpSJ#nqM0PC^|9<b*ouZA!qgnXNT5j*
zLqOG^!Vw{k-@!1?27jhU2?$BpStM<oFpefXOsVkQ>Q|`-r&w}L5H3U7P5^3dnvraY
znBJfyFTpSzj#cM~8!=wIS!XOcjY^6Lmn>bPCQ*1``T-o@p)daYgHq@Ut;slT`^Q$D
zo~y3rmbd*jd!OlMdRdq0`nW2W{XFugWC}@dSx3jOAXOhfGB9)%axua%LN)ZCY@8Z~
zv*vvOp`?(?+2<Zt@uL!+E)ii2@^y${Zs=ubliQ)5#J0OkiW`N*67wuBxTH%8r3;7A
z`ud^03b7Id9>VM3=>>Xalgx-iwb?-3(w&>p)xQU~304N(h``qov}vyDxU!65Rk71E
zJo;!1sdz-9)2&YvxCp5b5ur4eiLch#_UIq8{?r|ePJbQi<u-;EBYV_jZCgNCGmw@J
z5=vW}SW_uf5>RwWh7LpuGE@-h?iy$VYebqxDlKX6Z{ywi5L(J4)@c)%5oTTDnF8I6
z7}$I+rsZH-Hkz!Ud0lH@<ex%QPm)ebrj>h%LLX^l5o=IP#c2)96T4ynZPmuCgmg+S
z>h2b;P{A5=cr16i`<$SH6fF|V3kXF)C=sYWisz$B2SJ3=ZWCk-tm+Diy@;2s(RcbZ
zfpoy}(K~g}HKe(K>6FQ|zJt&}>j)wvB8W8@efT7s@0uaKw1Dy8KcP7iqg=(!G<f)3
zk7GqymIo9R&qi;zXqYNBcZU8GA7=H<U*N!>v>^&`tq9fb<EZ>YobA)-B8A?8P^;nV
zY08_nuz%alWWtl^Zh-2$RMcY_-Y{9UMoP(GwVwua4MX?no2yaIDde3#(7`vW?CKk3
z<1P!wuTkrN0+HX3sU>lo2wf=y0w;)J`fI3dK`R~*FXZT`dGd;mZ=?uOnSA^k<QGpe
zw__F8hODxcPHFVHeGzyIX!d!yu@ZaF{nc*TZomu{8EjgBPb@LP{U3M>MsGj5Zn0Ev
zquVJIySwLhS;M>_b2R|PSRbS;ZeD+io3}km(XR7!!vNFZJ)2(7C3}w2Z!9rt_yBYi
zfue;(N(_a76`@ejJ9M%EO6U{n1`=`B#S4n@7;()a7A6=J>sal(8Q<zEVVXvg)y$t_
zgg#QNBBhBcy1&Pj;6_zc)u7evGB4}n1DLWvJ6uMi%@Piluz1t@-=QL1l4?Je;<Gvb
zUAFhW3L&~QAt7Q!!laGQ`6FMaMRz|4p>lupX=;j(O%5qEG&~GHz_&&Kh!f|$hJo%Z
zaJsmI6ET7AuMxQ^1QK1u38NpUh5x_B#phhb;KVx8|A#jJe@7#z6IT)#vU^@mn45TE
z=0!Ap4?Pg1mb$K2gQwf*mX0O_kq%NkpQRWcSVwiDt4){b9t^d`8Pz}_7|@4krdCOw
zO#}bG<J?%cD)^TEjf`c+x&lb2+&yD~TW`M|ss6Ys_4l?v&M$2IC4T)?KSyQYC#zNG
z)gsrOe<c&61+qqxLHoy+A0c(3&_yZ=z8CTM!C7SXUyipC|HnAfMjBh`3Kh1D(IZC~
z(F+XgXN%MdL0;_&Wmk`0&EMbj_y6K^|07s`-HVvc<w^c477$Hn{6gW~d~)a?*jc=s
zjGCjQ43ehn>Na5vaZY*<gPAoxbnyjrI^$UC4uVJ_2$o4J-59C3Zs7(3P1xun<UmE>
zL^|6qK9AVgO^ob(0RRdS?J!_N<{!x!GYsk@+)@1siinZarx}x1(WHqXHQt?_#PvEv
z=)~0yoghI{P0$WnR6lezMh4VWl8M+B5OC?AyoSmi6{qQ8+HsV#LH{p&3n&J>(s&Ob
zSWph|*JIuJEe%UX26MzjoTNygsFHTaA*H9!&QOGq3dz0<4FyI{cnB5l+50G;`tlt-
zcKk_FDTv3L7$guxM3G4;K21SB|6TnV{&V<mEr4hninJpgKM?Hc-NRIM3V^R4{yLv}
z@>39o2*uz>bB~bH<5b)-Q6RXdc97GpZq}r}cowPIq>Ln|>oX+vIJ#!hbm|Ca4L=HL
zIaP{An&#RRiV;T<DpH0-glN)4(=>G5WVy1$Tw@MPooCIvop{)Xf<!~7(GdLnJ%2^X
zNE3!S7x!-9(&AQ5b!y~wl>i4rbwEf02^IeoZn(^B?F?QJFp})XW4wIoLp<0##!hP(
zMRaI|8d5mCW!*=~+EX-x2sbp4qQjUm!RJq3$Ntt7H*dZcQ|a(n)1=`_`it}UTEx2I
z9GVPB%5fs$Ja@o3zQZ3s^v7H}bSZs_=L;ZLCa<G#$qruqbMO6$?{!UQW?_oZgq)Ro
zUcdhneOF(?qE$o6h(J#g5V3fAKSnZ%_J0<3ddKOXxRgo?X^#L9EE;SmT?{rT!2q(j
zhPEmhd-08=#`;KZ*~(eN622u!q{_6{bc7xwGn!!h^)H9k3c@Zx=poz&Ue9>|2wQUK
z$;U}-9Hw>kS)bq98Dwq{-Skm{7?JGItR{)+aiqSFM0Odcu}o-cG<-0mByuW5dK{t%
zq>9xH$(*V%RQV!(3wP2<E~5}5R_@TrY7~qSup>kR+&`IO_eXvnXIR54wD8Rm(($@=
zU<SJLq$VS*xQ8}%g4t*8g_KKtAR>G6J^~YrN{FXJA|J5j@>@~W5It4_e+f<P#zTp<
zIHB(2b=Fwwo9&KOvk6usj2;yyRi?Q-PwG2)ia+X_?~Tn}AL^XrWAEsWrNuPy*qs;^
z9~nrZq(qI|NT&^i2qL6kCsJVh178NchMV(9FVEns4W#O$x2s6E0fvhbc$oHCH>(q8
zh|~}*-6T<-M=EvV^Rp-yy&u(SG5Y8}!oCxPdPro%nVT%2`AJmQ!*qNmN?kXTrOtP|
zV~uCKF)3ORSFF)aO%s!YbmCbS3k8n6;r)cY5T@qHwx1%3y6%9d^&?0{aK2q-v(wAO
z<Rz%1-$T`P1aN5MD26Mbpwc&f8&%sS6ipnziqy&|>%WDrCU83~6xjhGsCb)LObsJC
z8jh);P^DpvkPK_+zDpSCNL&yRjp8B$tFIv~wljC#&poFR4*do6#5HJc1GTXU^(@gg
zjR~xvD<q7+;vHP}`|seE?|cnaOB046>dqoU>5`O`V$-Yj05D)|fs9EhwZb`t3Z~lq
zKdvI^H3mr~T13ERQ}CASW^trSOZ8Bc3<@EK<2mw%gDsLMzE5ODc#4iHZ8BF+u&1xh
zSge;sl)~&B#+9w-GS!4cv;!X*b+7}EK&lv6NbO=eGQy4OXvKA`TmWN9$mcc@7yTUY
zK1Iv>EDHpLLZHj8E2biJbOAy{)Wk`|SrV$M84w2Lpv@pdG-cPlrzPq*;VN}eBPMbv
zk&hrm4}6^1CIE^~gLL&Sl%T_!Rm9U0sG-BkYmcET3B0I{<R=;G{~HYS4AEa2B5kC9
zYMXMfN?Q3b6JAt%xFXeMHse|Xzu{um9g>ZZs5iwCGvv_ojUNCcjQ{P1W+Nn=4k98V
z2K7<uVeMb+cUAI59C_hi^R}(8=cb99x&laQ7{tFUjAhL%uig4uGIk$N{_;;+R8ne&
zYEVWKE;|w<^jrU%>zSg#Sqs?bzLnvTsga*LFG5I!{bOZVM$Hjdx(ul;V<i3+=Jbk@
zD|o@W7yQ)w|6b&VhIr}icl^8B+KSDjx`C{cCn?ih$g5D%xj5Z}sR(2wh$qvOy$-s}
z<Ay4l3?S+fyQCS%(sV45L-!RvzE9`L6_ue<A7`8rX|2J}UvvURM0CQ4q&~ytJ$KWu
z_j0ha4_^x6LT8t9KH*sx@&Ubw=es0~?*C{9F%mLGJM1v_;*0tFPbl>N$vYX*HjqfG
z#3$2emVxI4c;d(V;E&h`z(#8;J&bddhq*EF8UTE{G^HR4-NKAC5UwDr7oNMXqLa(!
znbV;!CTNZu{Bs0-wbEcmX^c|NCm|9D0;0$wiakw6{O6KE{0z^>e`^6mZpd+dElsti
zGn5*pd^V=zMEL~oxa%E!{qzIG*S~<-#v-0wrQz0zB1j68MXw4#$;coS6+<&AyA68G
z90-AJB(M#WtB1Qp=HkK@5|&LT@R5o{lMoT2YAU*J{y*%!XP_ikd9D5Iy(@R_(<jbJ
zlk+H!G73m2kTW9KU~GbYF<2NJxY*b@!-pfbuj9oL8{2?wY!ghzWFeIE<ZyE6J{>CU
z{r#w(o*B)I0!SdP&eD(3=?Yy{-CecUe&4kg#X<#b42SB6sFX5`)<HI)0K;)Nj#wnb
zv1VU%8)ZAkQW7!j<Y<W*JS!U<IF3t2MO<9oge%veb;`B19RLK@GJm!3KkW3@AViB$
zTL{r6Oaq2<OEi;|$hb%mQc`8+!vTcp<GPKP05BEXbP|i}FIu8fyqThNh<`lt0?rNI
zgdxW7T7<m+`uFn(*Z%>V`Zk@GfK<II3j>-rzv(@vESntNz_shHJt++GOxStji)k$!
z0>G-4h&_i&smM~bOnGqVVYd~kgmgyWMgK&{C}Q$h1%Z^~AT{osMkmw6ofddGj!i<w
z1%+irG_?nV+fk;CKe7fEAAr&XMkk1{f!g&-;#6R}g0IidQCl}g{DRA~oh<Fc8eB)5
zhIFb6MB3xNnPnVLlN+p~9gxxxmj>9|lF*t#G-n|<h*+7zR5uZH6e<$fW`<OZ)3N5T
zL;)vCNOB2-`gTkZV(m%sb`6t+hNIWtPN%QKk!Q|>o<d5O!E^oY^@!;oT%zQ~ct84O
zjBQA}GsAJw#%jfAS5hoE_=O5lYlU{_PcTu$(BLKpU-x2iq6|Wlw3kV&C>x*|O|Dua
zzh;o6vP2rRa3&P8t0A&&!AmY*LEdL@*B79rNk*zTx!aMUCU+#Iy)nia&LiU$gy`BJ
z#u47a49fRNL`+mpQDL3PZei^|g1<6L?XEw<2$MN$$?osSQy>Mh9OK3ftkxW|9U+_$
zTRIq3pjGR1uZfRQ4V1|SQK?s?>SvX#x$v_9<S)%ECLOBydXg6V30T9_#tkg5hua5#
zhA6j!wN%E750dJPSa*UpGA$yMrc!LOul;XW7TA4R8_9#a&V!d;&jZgMqvZ$8r<v%t
z70yr;AsrGND^Hk&2$g`AShcl$^y#}$L(uds)XD>xco-*LU{iaVR93)B5KDK_DJ|jV
zw;-|6Bt4CpPNr}R*Ws+$Lw|G^m2yU!4GD;>!jT`_O)z5N_Zb{7Yr`mSIXO^G2*ES_
zzh=VOO=|n(oCH@w(M{M`jtQlpCWkPpjYQ%}mwva*vaLu|f|PwoW4NU}MA-{L2vm|l
zp-E&1<g7so7Y?zZ)L}#ZS>%Nzku!v50Z5Qqpk+#5ZWq25^v8le_bRUU-p}>+Pa}j+
z+stu``vt;4^PC-J{z$zMAxk8t#k7hzN}Df<f5ak22!TPPu)tU}&5_LM3s6oOBVC%J
zMZXy!6boP+Ix1l}EzuTjvfD?3m4w)-K@#wvTc3lSb|BshK#0bd{V1J)Y>~GnsHjbB
zabEqf_p--|bB4}gyfl8=WsYz;8Xuz1$_8uucZS`W{Os?`&cBWs0kwN(kOGR&xP&9F
zV7732l9abkXjzfjI>~4zpuQ~s^oKppA+K`$Iba7+nta4_t6DYuhv)@Ms={)TJ>NgD
z`zCyKygDv(L(u)(1VwUVV-LIk!nN=3{r?;L-^$rR=A0SGT#t-Akq|<#{=8G&I?sf+
zyKm#A)z>g!5A$+<0|%c!lrKlAHi<DbO_P>xqJ&4JZ4fE@JK1M_`Py@N-sWw1qQ)h~
zD-m&%M8k($8cQff?E@&sLm-)r)2uQrG|yi9DJ~wniV#g+<k%pyZU%$lv+B<P7_Dvq
zpplfhLw%G`M+Bn4k@1wL_rIB(EU@dc5)o~LB}gN<Tt2IJUgPZK@U9eF*gT!r^K9OR
zK=5~@<R}9Mfh1&wR3(^L)9+*xqykAoM5WfpiiD5;<{A!PR^%C*pTX5vt_J}-^B3}$
z)G3G}Mx<!tafExwn@64)UB#orQ<{L7|9dCv;(nIvEk4sYzyW2Wjb=}0hP;y}P9ubJ
zkZys2N{)7#Jw!^<r>$e&e#z6gs4vqOIF^gFbF43nA`y5_K&3iLp_ttW-@W69x#aTa
z6Qv2ENN|<Gu^SjuWX+l}F1zMjBC*7w`XN-eEh*Ls62Y=LL~ZnDN`cGm?LByLo`0D8
zWBjhCy(?`7oFx`pSt<B^6F)>r9Ok0RW-M7`X$95}_(W;Ic|no;qiKe$61Hp+X^E{C
zXhiE6@?a%Sh_s86A)fFVvTHyeiOKW^kuI^4NZKI``qQi=IToV{rkO!@|9d6xWmDfK
zp1=9|TsC$YTl==2a_!d?))1!QX+M`g`}Kd~uYc*IkLoilkB)N5&;Be&4nuYG1ia#v
z+}huV864m>zw`SKyREd>pu8=x^~Ho(w9_0W?;vw)F>wiJ4&wIBJn+r^-1YfylKRk@
z5Ae3TEH6u}EjzM4<7fqO^k(QRL1i6a5S>Nb9WUU)13AR4bzb@5_mayMu)6~|miMDd
zHC7si;KIXf+VVQKzUs{cr52XG7qo@tBnTq*G{MvlBH|W!Wr$mtH5bv}8ir~K;n>LT
zjFn}TkR3s%uY!mKSOPKaa^#H(ouLGQ1Il2O#MmCn4$x{DYsE&(HtuJSBBKMWOdiBP
z(vMEEszK@+thRxYiwd&u+5G)?<9=X<RJCzbK=`E=LP#*M(l|iuW#40A4E|^ZXUM^B
z2-G?UyD3QPQ>_1Mi|W39&i%1{$a^#5WM)%Rzmo}$g&;p8X^lk)qY=89U0((L_us+z
zfBz#^!AHvknF!p@?S$uUK;mTqSp^FrK%!A(0#IkfVb?c5Lt2QjbO)UpR68Rz%7ByD
zH1a+hzX9hizk|eTB4hyrh>`QrX*T(gGbIM(ZbFr9JG3%JJ~<zR!4^d}?!SQpmwy9*
z#BL!Q!w74N*pbK&{645ABrb@QsPG_mF+rvlj+^7pZ+a_LdxCJ=5K+HJG<qIkx<Z^b
zk;<jd-cO1~NsriyL25_^&QKrIllv&VU>8S*3vmBGBclRBq=>Xd>{Kxxw6CcUsEkM{
zY;<?V5J1OMD0>a=z&7%Ib!;zt;F`4Fz4m3Ky@qh*(<~qSQM_P+r(b*nwd$#DlCCII
zvnK)A<Xp>#_Ku;X#Wm})`$@+fK^lWZGQ~7YdWruS?q|_DN?B~g6$xJ}4pZ?%3<4uT
z*OrJZA6w=L%@U6A7<9&|N=@kALaG~p#!f7>OqlGyhCZFAj6*@KB`=1MDEe7XoukZH
zOGGNg5}KT-@@etsT;%-<cRN$0s?Je0%Yd07G<7r)d6~zfO2^D0rA<!NSP^xE@CZdj
zPP-(uaLo``SZ}7|3{e*ge95{RBRe#LK1%Un3ib$*=#WYe89zv<0_Ln4s!2dBEkZMk
zBdUyB*D|Oc{ebh);I(JJmJQtj;6pKFui?)2w|fM{k;ez?@7($_Ui4Ex%hiASKGy&3
zSIG+qE<78JAr2nJaANp8_^G2bOi0NsQMM}Fw`2Ly9kdnn^dAq0XB3~!?r!_mF_cu9
zWxbT`=2$7ai{O%X;%vw?hJJq^<;k^tC&;M+MOAv_6~7O-x_AR#x1~IwL;@%=Lo1Q2
zbnlB6icadFiHV7@Eht$5p&nsKUd<b}y@Kb4WBkR{A+eE6*fmPleqvqbE6d~9)*Owv
z%%>0jFgMSQ^R#>)C6R{{s&@zVgWPQYEz*U}eOZgQL6Ml0)M%EHMa~T_?5)3fN0pEk
zp5u{(aFg>3C!N=^mcKP@;c|XBd#yLD71^Y&xRb$=7BkTv2HfnPH!L<#5LJ9DpyPmb
z*kG*<c+WH6!xdZ3MY@@jm`?!<g+%bT{y!4aA!k-AAdeTG(gZ{W4n<XDab=1_QG;3A
zW8cy~{$c3>0<X+mdm+<S^sQ$wm!lnbD7Y4R>5`CQ`8FSH-%ZZ<D0xM!`~YWHHh_S9
zP+@%2`83^_q0!A~30k(15?Ug`RSBN6NGA@saP&U<CTB@RheM4+c)9Ebxj)>GjfFCb
zN_CE(IQv@iqY?eAAvH|`k<Gr%m>E7cSL4p<?8h~fD^jy-v}A|C(j1+KQhA<E+Ru`8
zCyuZvs~oQE5E=oZg`>AI<U)dnF%m<9Eo^QmJ&TUc@u|i?^5x|laHLB!v8Xp;L+%K3
zQ6EL=vrq3wb#DgG=54)e{HmR=Vxl~8%C-O1tA3SFy!;cV|6G*9_x#f?I~}h3&EI6;
zJxlce_+PN$g)d^kb=Yy$)sMKH?QJJldlLX1W6_9RC|Wo}+en-@@pm7F_QFT0&yUhr
zNJ)KITAC!c&ZQ;$C~w{lwXMi-8TGkefXm;N4Zx)ZaSJS$6;)v2CvRb7<9aM4PP>jl
zz{(Nqat(pN9d4uAhW_(zKmbBEkTOroHy}F7b(dd{s2_wh#5e_7yIuts-h@bEoVPw7
z6I8K8iYNPU>=G&zL?xeQXxR2^4kI&J)uppLoB5HkLKus|@n<07l(gt#wF8V3GQ9U2
zIO;HJMc_{lqU|PHDN<LXIs)wicAi83^6%7E?gJnht7rKviHnpH1kBIfLekUs2>Ql{
zG5Hj`DTwU`&VeP=&W-f{%N-0`yJ>7_QrMSO@Z4pEtT_msVuZnWhX@N1Bnc3M&=>=b
zh{($#EoTu!iq)3f@{ShbMK4395@9T?VGkiR+IU!|38^6;u25WFfUbiJNr+HckGf?!
z*pZ<%&?c{+PAs$8S7YT#TnEbvFuIPkhFPy}pik|fZDx7)+#itN_v=JD8^~MaDT}kH
z?9U#ui437V!ndyt`Sy?8N|Y>N(?O;_MkF-ky~NfmCKV{l!7>(QHAa$l@a;aL+FBCb
zA=M!xm2<H~h$clz2e(=RkzkCCtdy|vFiLXY#v1bO50Q#8!jj}hS|n}-T^4jIDJx#q
zHYbHmWR`KXptJlD(qtNG4Wg_;+;d-k!Y@XXMte~9I8qhR$vkoM3%I%6{N3;V=NW%z
z{Z=;nxiQ$u-d2h*1^mKME*hQVHvQ|2r~N3YSTqaFm__ynE%LfZpvEc6gl4P5h|?yO
z7JL8qrG)2eLfgj?MZU_*8M3RK<FCgv1q?Au=0UVbuu=;{OiF|h3Wda@(mSp}v4NIZ
zW{cj16fU;VjEHS4GfhdZr^!4@E-@wN@Jz~s-g}AYFy>S#s4?1R4h;AdY0D1E9>8`7
zu+k<*#;g(7@lEkM@>Y#;0&G)4N}GT0Ujo3BWfIyvxc&D@M1iJ1#FRQrr?8W|hISC!
z^AtEeNq8bL=1lVK);Fj=#32jd?VDdjP%N_h>Sr<QK)(f@u|DoRS22HG<urTCY;})W
zrXwWehd8i&fbn8hfhj!NszGHvY<SiquC~tI$cS@tHO>|`sYwu=T2&Xy&hFd5(3Mv*
zcI6e1?sy)8H`d;I(%|{Yic&Xh*%FI16PJVpgCVr;<VfhzOa-m9&dyDOoOJP3p1)eW
zi;uPM<hkC}q{a{%$p&`-M|FtO5(nCY)cjd$YLv3{xoah4Kx)o%hiG=Q#s=j8A5Q)O
zS2_${2ix4U`2G7cV!gX>8!ugdF>fAx2mieOv%O<oFV_>%qM9o+wr1$GpWo>ra0y6_
zMhb9!L#qx$PWGK!t9GzXoRg94a|41;*D-@Od68#(emBa4yzGX4;xjCUDT(aw{3-!?
z-0+kpAkwobt1>$2u(v%&pPl3W`TH>llF}OPXy1!1B_cP(c(FpGS!c9bq7`?rESsi@
zP)c$3)=lgfSdUX0<J{tUY-!PmS~!-Wk#@M?npg6c!+(bm2}*%$TSOwF92`Ok!-UmG
zC}&8CIaEKynqUw|xWpzVHAyxbAsn7pyqas>XYoKsqG|PhjIXp`fogBX$P)EC{t2xT
zYHEOnX;8I0tULEITGm~}=^zdDAg^5W5wz%F%MPKItfVmmUO%pat81^sSIcxX{C)gE
zYyqjsb9eYvrV@vO^!U=zVHQ^)RrfF-RjH{G2lN3XkDTb*yY@oT7d(EYOsi1p2@+rU
zj$h=8AAZea+CDUjrO=_^EhANx{ta*ElV5^nJz(D*5+O=xAB3uaH_1nDZBe-RN6~Aq
zMXk)B&;JR`K(|#z+K41`4$}F4<~$I}qd#;hf8n>YsHV;$D#&NE@3{ooT7l{&IM#ma
z6j?L4NPPZ23R^cK_J0nMbP#TlR`G)fuM8ryr^OCXBEl5~3iTu8?1L;X@1rrZOzi=Q
ze|U_ozw6N0w1^Yi$k;((Bgz#BV`3*pwMu9=rm7AQwDz<1Ulf)$=<)$5`lN1x>VRzp
zBu)t{U7|174P^2SLV!Kdk5JinQXDx*lFRzM!Ejc6ipl@GoAHk*V!MG-IqavOjodOy
zZRAqc{zHMGR(8$CYn$*Ui(oWH8vMdIQ4m9#WaLAEOrX7^!}Rl~xcw*QaN4u1`Em~J
z3998Su%;iTrlF8z`-wp%9m=;f$S>7dF8AYFF`}=4wrphAYSwl<{BDnLsq`xD_rKWv
zf(68$hmtNPtt0IbT;t)1Dj`cKD{C`Mw8raPjD<_CvKcqsMt^cO2o2!?Rsvx@rPG<g
z5n!t_01g#mIfqCUQdtDDO3hwJszYoQ(1{lTLq{)=<`<D7MFjs%EEg%P-GCv&7#q9N
zPhg6?+1pIc9>G{XT2&BA;@6gm$8*GMTso=_WD^(?o3@!F*E&pV?hn932<am2A#hKA
z;8)jwhWy|=0dVtIQJVNioJVM*DadRleb64GrJLBILbW)@PoFF4m??%$iLzZr2}#Fj
zgzh6pft<aTqKZh;6bFHp7STFQF>s0OfItkfEN;h$4nhbL8Yp}w^k!0#pi+faDG6;9
zVW$7+T4>(J|E5TRwrC?&4qNzCgK5gFq1hFXM>II!+6)4mZtr=6xvaV&N@x-UkQe<#
z%8-uy6h^sdQ%49*Rh&<gefTU>#bOOFz!N!kd2gjK^4r-yOoT0q>>qp!D}{ap4yijp
zqqv#DfejQ+u!a9#Va%DNq3hV)39i$jRvzF`5%%Xi-njcGc<yh!l%XF!y{p#c<Cin_
zQ&T6swtsm)qs7tFu75_9#$eN<5AHi1OfM$y^jLfDd5ms5bHez;AyB!VK>Epy;{+t8
zop`j86{@O6!@7%hdX&JjsHbxv0{(sJ?`WsXJP^(B+15RPU?n!##O(0apkzXdM>EZl
zcUHK--^DI}Jx2{F^--Q#>Ssh{gZ>v=FXjvSlT3=;I2MdMLkP0g)-B#nEH}(t+D^!(
zDTx}39Obt!{9Qi&veQpko(?`mJPJq@#(?Wd(t6M%AVpQilRgv9I!f;wMBUvYIXfT_
z0fX)+&%0t5oBgbFLkNK*GBXB&#4~3QJFVg|<0(x*RNxTE0F!iBPTCB6Wj;OqEkqiE
zU!vX8<Xw;P;Q=-W<E*T#P|a01(wQgc_$)@pTZnw$W9P(rHu!^Fux2|GwV|w#DMCUM
zb5D2_N5v>5@NJ8T7Ot}R?e)7T%RC7onuvwY0*+%-Ruv-MAu<|GibPRSIlkO{01MEj
zP1W+axF*>yw_|G?)vcUpE1_cbQ8#tQgM=7Oi$g@|5F_>x2HiRC=l$5SLu8<n8s<zJ
zjKmc#BX);YYPeN@8!bYbsl|X@p^<hdNT0#V08KmlK_2a_XUwT_)Evcn9EFnK4c2Vg
zLjDXcCTGG&I$M})Ie1nbp{n?W0&n`OzvE+nw2|c*m*%qOv-d-BXd_->Co|0^`N_?!
zw0@KNE(4`W=I`4@SpPUiT4=LEbLPEFTzDlHKkG`=mw$`+_P>UiOgKk-fwuS}$;GpH
zH3RJh$PXc{DoL?|u*<A{+4Up?33dCoFi8j5ID&QxXm^U`BR`VOCh8bry9lX~vwH~+
zei<cFMA^_<T4KgthfxmsLlBpzDb0n*#6}p4B$`DSMdE2ZRVDQyCugv|8LYOzJ=h}h
zmylPTN8FcSh2S{_!h(<IHnF-P%8s>wju!CdMv+owowv(A#scj?R4b4;c?$CmxfwST
zfOk@$Me!GY7abpD&1X{lb;De~_u2TBounlPtD`YO<DYdoscNBQ17kX9J3vM$(e{w3
z>*{z7mxMZ%yA|%djZzL$O(E)a3?WjdAY71!{QXU=D5ewSvD+;~r5~|z0&g;FHIqRO
zTjr@gcmd^fJ8ikd=KEfT5FYJf0VQm7I*+o4F?xlZ=<1tHS2KdZ)`KYFU>Ex^K|dfd
zG9|5fG|C=MGtYtg{~#<wU=3hIiXs4EuuKjkQnm#*P!*%3Izma8Fv+wyZ8O7^{=)Gu
zu1u-y*bXAaV3QkP&!Ck(IIq&LB`Nfi6nunVh5A8~po&OiV%0&3JjNI#4sA1s*Sr^<
zEMQDliIUbJI-Vkpr)kao5dfCA7113a6vzG?zx>ii)M_1TlPHO8tmp=oDd7spnNbo}
z7$Hx^k~j!DCSfEx7gz10?45;!&aw=QO)70dvw$NzL{@+$98x+MnGx571{OtJJo2I+
zH-?UF(=rQK&LAB--y<M*@#`o;7F36hlSg^mC`z9K{Y12h2?<4$1#yrnYbc03(l{hU
zB&LNWa%ePL+F%=tDMvD-F2V??sB@6QP$rv@sE}uz3HrEzid@U{#XHFL--JgANU-s7
za+&LpFZ+-t!538;*4@2*d@u2|{MG#5$&WtlI>mg6#DX8a=Yec8sjr{djZV9+5CU7B
zOlF4iLyt=1_r1oYH@<>(=brcdK8z<6MFuD{%)WG(l{n8_IK>uk2NhW*!Qp=HU@4hJ
zi5yeWURrt)jA1ctkqW~~EGUV?)T|tqNJz9zC(V(!8+<VS4~EL?STlG5u6Y`H|Et{R
z{wn}|vX7VBFW?$p!=OC`R*RPmyaXj;N(`{f^eM+$W{7DXV4HUq+x%UR`W$@<_!P;h
z9EpaiSEJExQFgK_T~U?srO&v#mYdsqk)OSg_68dtpPZ<$VW-0D+U=fLb@^K&hV}P;
zQsDnpJf#VU^s<{`+Fs<6(e0c&xQUO<--$FSRofv=4dtMW=Qs?CAuMGfQo&r<Am;|$
zvJ^376%oLKuA^!(ZP8*hSHtwB#6}~WB|@Errny#(QWkx#M?@W$A|5$35sA?#C27T3
zVr*GeY3n+XK0aepR4)7Dd9KeF@RY~C&VBsd{&(PZ{|n0*A!?cx`ecn|GfhtBnG5UG
z^#Q_UoTJGAyZ9?+_za$GAgm?YsbNWLcImI7%*C`@&*o1bG#u7PFsehOZH(-&tlJcn
zOC@KKIFirIz=76BxhB7vkPZ&cX|D1Q29D@FN9VIap6s?BTzcaxc;;JvlZ#*aa-Mb5
zyIFhHCG?GLqc(9iZ~Q<1o7ub9lEx2`dO&F$qnm^)pGGEa(rTH;(Vt;(!!|Cs@r}s(
zA#9yMxQuZMn9c$nzJ{r#6zr+Y-(J~>$>(5Xgs=((&w43VRK|6mPh2S>o3jYNfC$SN
zy_AV!lMqY@N@Axj-u#^;K|ivpn4g~^9NvPkLfnSW=skxx|3e=~#V#VTpuL2Q6mi~A
zo?Oq~mn5_%z?!U~R1W`;qTQcj?K}r_;aL=4|8|0X4{*mjzsSIdL+XKCvT&?rg26ob
zx39qz6h<nra>z)KY#v6|`bpg~GH#)|H+8EOVniDguMpn*mk6VAx8||h9hAxw7bSKb
zkQ!AUKzI^5O^^{uDMf_|QJ=vm7<{0Q%l`hqv7<It$7V$zLf8&$*i7oi$kZVG5=Md)
z7BY<qeV_c|BBE~t#`X#LAD;Hhhp0~fCrUUJTARTOh(rsFW@G$J_FwvASkW!i55EOz
zjbsEwX0yIVw*Zm3ei?(++K(kYWaOgJ7^&%;Jx#M%#_p8qSkt6dj7vW$O<YsM2v}RW
zj+741=N**g2#L<b*Qw3~{V^>%Vy5@KO+}mji*}=&2(1I$wIhtUJK4<(*rcAuQpM%L
z=YNw_hp_knsb4{8O`<{^21)54u?Y1dDz4)epM!EHy1#=VbTUQKxs%TFzn=1&5szWE
z_k$Py3?;U5ZSlE;sbo@YLYe?AI^1pd6ALH_gE1DHiD^0C!jXBVVwbbkQS!11(kIf>
zq{%d?@<Ap@T||g%;2VoNmMKvXqXeQKsa=+XGV|tsw7;IVlP8daXflGOfLS?9Y<V<F
z+i-=AFS2%^26ObYmO1v(&m_L^D2oA76A{zICg|;_ZDv@qvKB~*<Q(^{6h)03Yq7}F
zVVa0}N@53rI$rhlMHyvM(sT;!lpFkiVY9drTN~DMKAH%ZQ`?}PXyjFa>r2mj*mb0o
zl#5mRtJ!S2F9X`T^{C(D&Ntl2kDdKv-_>zGRy<Pm<Eer&LsVJALA{*;brCnueU5eB
zW{Rpric4U@VmgZuIYylk>gg<plSQu1ZRKdt=8Ln6Ml#L#Z4N>tB*q~%0iG2S8i&K?
zFgH0r#Z~h6Il{-NcQqyeRh6S826^}7uQ4b0a!p|?ubymCV}fZOJmpviSkDv>^r|+G
z79ItB3Y1hCKkZ|edl_)tk*%yMxWZ$Lx0B~jT*~fEyND4ep$I6k$Prw!8MYI@H;<*u
zV-=5#r#1oUde&d`qIb}$3f2y+XE|vjbxgHXBk8QLWq2(El>(d9Cf@k8H*)3pl>m(7
zvj@W(yMiYbvq=L_N$%GV;7W^*PI*Ru8NYCle0Rn$XBqnX`^Z~@kQH1CxLpDQ;5rs7
zaRXx{WvfbJnne2eN3<yS0Z@|$U*-6C=VJgY>3I-_SLZSjRy|#!Y*kryKSoaGIovuz
zEasSW``M?r;F|T=lnJaBYptzxQb>%4#=|9`rpBnJSx>z1<{0XmL(4Why-^xzhqD8Z
zSR4NRD1>?+8=UnB5(@m_x<gpXX3wF_I@5BG2N!O-_!2IE)emF2{S2=4vD_-QH%z(z
zb}Vlvar<is1EMsEw1zRs9N0O`Xty29vLFc|32_VKq+Xfj=R6H<7EyAT-0(Q64a|3g
z2P<b|oD?Yw5HBE<jdIq~@^8lI8K{h)!YV@M0Euo+L$ZK$6a)1^oK6GVUPj~%X(y&s
zxDU%+#wd@z>2U;t;^7_a`13XsM+R`kB5@H4a)P17%UC`uMGbn`17j5Sw^><h(1R6{
zJ|DljhBb%5pX#GraJc7n30A`aH=(p)J*8{cA&kLDfw93}QMm883ERt|%?h@?fNFQc
zqE^}%T9|01r%@E1hv_U~hY4{GWZOd*HNx_c`GAW){R!|S;RvYIBCaM3ejaj5nYhw=
znvX8mXdM0s$}VF0Hep`}J2c2*A0h>*viyNg&Zam&4?{ai26wTt`B%xQgUEOuv2rA9
z>G3p1q(pX1S*%A3g_?aEIzEJ3cm_tVV2gm=?k{3=3t^Aqrh<HX8gJj*u~ZH#4oFN0
zBB7q!gVa9lS`L?eM82UU*OQ6{>GYq{(X+&ImNuEIo01N#Xa?6Rk?0nVRX`IGF^h=K
zMur=RS;pzBA*BJYf(ZQX0Am!T9KQa{F^m@w&)<Vs+zW0IDHN$nu+;zwZG;e52BfMI
z)ZR$Y_eKDuJ&2B{Nuzxvom&tx_>O;H&m7Krz5jCZ!(3B%DIKPW(hf#M_+kJl6$r^%
zv7Rl~IFPa+zQK?7?c?2j-^6L}MaUczhd+uA_aTHuB9>6P(sO0?MVW$_q^h>#$r8)?
zb+q!s+#CK8AFm$b{>l(W#2h9gQwq(rI84sF7KtDs><v2V%re9V+BB#!NlHx4R7i;F
zn0az?gp?R9Y}VT^1fWG7pArEj`kBC`pCa2xXaEM6K0+3H*Tkbt)jGrh^DZ8Ae*qx`
zFA~2&WR{84{fu!uWbes{4HKKOj^%I|^Oy$s6~A&yRpg0=!Xm$#;lO%!^CI3wPIx@O
z`U<Ao2hp}<i?xl8vGJ85GA$s_u3(IH<qt8NEOE9s#=IBufH7<=-vU4?n$%;5oSn7f
zHcXDg`VhWwD6p9&Zl?t-a+ELd*VLJ%NIyI5i<#m+64_x)O>!|W<D%1i-*<8i6P)!J
zv>zFKiue?nRNL^9DzEf@1pue(c6O`<%a=YEl+UKA4q$Y5oJN^trtvtj0<ub8p9nmq
z35fEu8=w%7XvLgq5lTgzHYxWF5_lecg&YOf;X(Ncerxw{@#?j&=BCScGw%0Ok3YvQ
zZ;YID=$MF6yUYQ703#wS<8zgBIcKR|Y_PL74PS-?fk!HqF(Sk=9!UxvmN3|Oww)0W
zEwHfArbD7L#w`%+;hT)De<u+k6ZTsEsr?W5%H=)LjYuRLt<C(&>wbsjbcsOuXt7LQ
z6<CNG2$52-3k=GB=FI{ny_@0OJnP+EOm`qPMM6Rx9Ih!oi>ueXn2mBH_vm}rs?K6(
z`3SEc+|K3YVG44QhJlw<ewZPDjFK#o6OyVp)o%9(1(i}Ccii`F5Dr4Rr!1GMLK^Ky
zsv^>=5w~x~E4>(iI6nwMA3~MU=@RxE?m}<A8ibFL8j=p8wgq|gW@P^kI?;d99@AKA
z0&o1asI|v$ymqiVYv-{Fm^e$Kw%jd5rM)E1Jmd<<V4N&?!pF4d5hB7adXyVJC=V|`
z2MPwXW>o$L%4?#9LlAlxsnE3oPHq@lb2uU;Dr#I&Vl28EU6g3MO}cJ9R;n5NicPE3
zMw=87wXsuhb%jnLVR>7M&;qO&VG^Xa5yp@z8zH7~8j9F7ky5eJcQ5YY1DG%?v#U-D
zNh2d5QXy*%gll0sOH@AoUScm{a{3nZs0EgnRYG)%d*KVwzJ=Wsgnc1v|F%tG&L<k$
zia+x$$}<aW{+st9tvo8{5a%Q8SRjW+i9DMi&5|2ZUy*MvBZhV&>;ScHCpxu};T&K<
zO0=6jbV65SsRB;)ZOA>7%DPWsdD}5*HnTUV&d2B`%9+H|V5JcVk9g(d2$Kaz3Z+@>
z|13dkBgQJgntmd?Ls70H6)SiV<irrS$k#I`GTn)iE{)D10;k4?f#*`mZKUJvVMX1E
zWkyiCM92an->oWL^E@6%KEzti<3e6c$Rag;9!h&0*q{iR!FVO4bVzN3BP%2(YhSWc
zjkIbgdkwaKR`&kZ5NR?+8t+5MLZ*NEE+K@#6;)bdKhhLHXo~dHkzk~vOp#bFkxzDW
zKksL&wLo7{p>!LeiWJ*37?neyXmgme?6;GOZ05b7CUHd{llBcrY=rjk$jE7tJX%P;
zz_a)tUQC|#NHpuj0hFvGQ6z-jL5HEvEbGYx#r;f@q8Tzngx%TPyc{DX29aaJx(<LQ
zi{wraxl0t6^Rey(lf-8Yi+rm$P<KUuZG2KSo83pKBZOqL^KzEN*BRr*-}Uu=BJmf$
z_2J(CKN#J|I(O6e@n{|yWmV}pdp(sQQIr{`BnnL0>$t4%dTtkYajtzH9VEU4MU&7N
z&M$aO7VqIr8{WlQyTZH|VcCMMrMd3jI_#=CY$ytn<_{sv2KHJX<n!YHL*e2uKnu8w
z&v7&VN}U;s^fSOZrg@MSO9Yh2Q{^rE<0;2F#0K8VhfjI^k>FFnqriH1Geh<o`usjF
z7&)E|Q&MHTZjfo7J`Ran(59Q`LK&bp8DZlQoe+hvipLL6Z30rr9!^!)aK#Wb(l+NH
zG0g*5g@B8;UCJKrrJ@4<lAmCO1qu{cv5!)+JUZztZM{T6dDu!bYWJ~d7BDi#!(qGH
z#IJe3$}bPRgwdh9vBeCKFs1J#q{XD%$PIU1$u0G7V~m6CC=N#Vp^f3f{L{E3x0S#-
zm>nw)N6bAq!lkX7tg*(}nQmnum*cDLPqQcw;0ljeMAXwIv}$9Bsi;0yl5BS3zZXBx
zfEeKY(fj%5&RsO39HaJHJ~ab5F~Yo=#}*EQY6uwwY*ky>tM{@^o`VvGJM<U0S$~6R
z?!|J4`1#S_<W-|@!pEm5Evh_5QQ?ya+cxgv8@GL#p<So91{SJH8t+HQBGT$d$A@tW
zPbcVqD@X~#LI?}UtYdXDi{-AvSQ?sBkRO3?88vhsQuSx8PHHXw$WP&o{Y>wDZ2vq8
zBfp2R%IIhcky_Zf3qcx^9Hbn<8NCL`X1r<5fJrb$Bii$r{0Qh2r6ojJ70U@`NbNjA
zMHs0_a*C1Jzelf3VHNWj8!U1-P6^ZJq1_g742=t~M&ABan&vQuj7R|#`-iEIc4u;3
zgSHYB8j*lVAayKKcNV)YiA;kn|NJ-9Hg7`i+6sk?+^GoADY~<WaPs7bKaR~oOnVmD
zZV;=GV&gvKU=^WUtR!=+a?aUFuCs_Un~*pODzZ@qEO!WyY^Y^+nx%t#aoi568)2mq
z5frJH@|1LhM4^>~8?_L*0kCseqiaDdVuXZq-w0BWxEg6}A{Q)`$I;VR)i>c5u13f_
zS~q&1o6#+lyOB!$5KhuTST&aRW`bE|a-?Dje`N!XKaTNAwB#OiI)mL=qL`jf{}Q<P
z_>2*WjCcwmF(ToB{c-vWJ2(=2nw9+5h~yEJ$s<jUj+tgoe;WX6*SXwm--x2YRxT$t
zb@FNrTEeZD-ogH@%ivXz$|LE1=0>*(8=uD38cUtr<{(rBlP-`(dvOalAk|~jRh<b=
z_W|E8cO$VVGsuH#g(c}wHaTLm$S&)riCM<dF*Er-?p%K(jnYOwIZ~l*`$#OB?4!gE
zB9?mlw#bvvK#LAOBlyBc%N)jpAX4(I$EJiLKoB#G!7ztJ5fhQJ4;zbl4lqQPRnf;7
zsSMcE@u)LP!GA6#v7VGT%LM7-x3~fL^0BK2fJZ+artuiWp+u3bEOR@b<U$lSC(f+K
zETc)e)%poMG5ENK4?YnX=sTXXbdG-kH&%Y+`*<{ujFMHMW}Rvk{ZxdF$2v8^TDg{&
z4gM(K*5Bra+;bTyZKtR#9A$X(*zL&TulKfbtphBSrzklUd=(>wLdXb9*{t(7vc-Ed
zBVvR|9%4vj&UX&$(Byf5uQAKMZUtlj8<&)r7R$W>|Cw;C67g7&r%Ij*uc-bg|Fr(o
z4CV*<+H1eoTfW^po68DM@2%Tnfn&qrT=#g6wSC!m#H$443BgmEfY{}%r9cURZ)XpJ
zVK+w_w$WCHYQDxMwU&yNU8W_DvM+j&TjsySc5i@=K18JJ6r_)k5gY7b7R(}vXd_gE
zUnTp37iFH7tP>_39BFZX`bA!2y@Jhh2cZc$oa{wwpR;P`QW-WhO`TU&U(aj%UV`m@
z1`8KY_#8F&Q)7a<UZiT(Sc>Nv3kFzeLtP!gl`f$Psi#YXY6&4UIhjXbksA2d>3^kP
z^i!h5U1^;!PF+Kv)z86QF;!7vTF>C(;NY;xA~jKCKn$==W}>|J?t2sa^gh~VnhqZO
z^?pXx7(xinv$j#?^e!kr2-vad9Im_k%ze+&>IV}eQ~~9zMOwosdz|9P`;bwIB)YY`
z=CL&CS(LLDEfZ)QhM*6s8!^RU?BD{71UtACsY<BwF1Yr0v#q5^uK&#lyF{XoAX5h`
zSdVI~rM)iC%Hr=Lj(N@dRcOv)l8|(1FP2-uTA$6vsuXs;@o50q)TxhOj+7lx4vETo
z*Qp=C-k61Mso3B+B|7DZxYVH80efJW(f53X!|4|&%1KPpM!02MS)$pO5fGUgQeV-Y
z{RS+xu-g$bNl2>>!Hl7^bUUT}d+>)g!ia;c^l{zvdno?=uOgfRdgTc2k#Avy%C1~{
z5g9d6?Ik1zYrGHPmavm9nHuV+*7*`6i{HXi1Bih<h8999uzkdXnT2EFzymmXnj{Ab
zfv`Oy$HkEXgu+N0Cy4+)LBYPjE#hu`9?~r!Yz>=U4ClTcIW|rj2waLpjzOtBiYBU?
z?wtv=4`YlWjrL>GC34j_l50;<Xw4Cfy&tD=1C|VMMIWhH!ihbUut5nDRuIuN>5+GH
z34f0=AasPsATbLx^%P6`0a6u_$|ezY8e%V?u+t&>Sj&)g4lR!IweVfU6Bp9SXA>%W
zlMj=ch=>NRtYC!139B@!fLlgNo7B=IL=<Af;+|`;b&72bpY)y2tVs<fUBb>?gnS$-
zAldh^48VkSJ+7$WQ6iF>NLu9ayDn4xfM7Wo!eD4xhiO~)^0jKpKM&1e#3J|cyHvS=
z<b)n`ivlq#q_nx({{Xgdxy<<`wCUg?$+4Cz`2-tz6Ddp70l`wQ0&;-2GeDF7;yu*)
zOD^IDa#UzqE-U`W5NMXg0$&lYBq2r#n>JI}xRmL~=T=fq7Gp;&k|WdA^l>3~@XIXl
zb&l}wq#{I_Jj&#VS*Fh2C>$#MU<sjra`5MPUgc%q@56XllvXPsJvb)}sz=2rb?Ug%
zr7b!H!XalV3U>A^YeboDVorXJ=WqR0YHkN#X@)8rI6F88gH6Av@u1$ruowm`WS3Z1
z`AN!*@gQF(q)CUB69|RqRX`qZT*@oh%?l7h^h_{L#E3J>IYCwtQCK8I6uTkHHXhIC
z9h4Y2<yx)c@x@b`fLN8FR}N22N<@UT9W2MfIEy4kbFOt3YpgtD>|}|f)YByr6S2-N
z;ae$9y+~1c^cU-FbH`|!CT-CmuN2cf(0i|(^DP?bGQM;%vF7&<z8{k+ws||5kCyoA
zJ$Le+oqxkGzVOFsnmUejsi-Q;=^_puMOortdLIL<qhS`QSp)11?`JS5Qwlecmxau_
zS4YexGsM;s#@HySDOwd;33O6eY#rq@M?cI$I>&A1cJd;RB`hkU%Cwor!Rfh^R78cF
zoS$Mqj`P{sHRLT=jur`-Cc<Z**~fs$W(lgwrOLx6$Ud2I!C9B`f%ks&jLU^AbpI_P
zq|d<iBZzLWlUsNuoyNy9U4}_9x=j+^gXN!t7EMfR2Am>PH_-_WB2<~aFM=H0o$XxN
zaKT$nem}cPYG#m$3wD6px}MZqAqnq8cCB0SD$t$>X^~nkR%-z<a5m@!l^CpU8n9QI
zW!>AZK#+j4G2LH%u>VWg-4?&}mcPPrb1ZFKW@&qb-45^zeFWYpb-jl^wId@SUIj;c
z#G6N%_@@Tje_xW8Y;Jw)9mr3761Uz&hMD7&cQ_$z?aNMaWQ@)y{vI{D0ekHh)TWIH
zw}h@A!a4daj8s|BU>YLA72M_uvFl^6%p%+(c5Kj6L1z(@4+xmSm%|kLKZO&19;A&4
zYH&E4<#Owb*wG@}e+MelZnj(~EZYYmahJON=WY>u%|!@1Ali5VV$(CT>u*^krj6Gf
zEK8?=G#%)D4;;WSeVe2?`#!>z|3*0@MAhraMNM355+M}3Cw~Hu8j+aCjdIvtKSsrX
zB2fwxA0lsRXd%(2g-eZ;7I#E{!oAVoFjCu1V%jwIVNyas(;vMQ2ak%{Ov_~Urc1B*
zW14<8@Lkk*5}5|EY2bAUh%y!0MHl0jQE^D(fG7H?CRtU(O*G0njnK23j_wwpk5~Dj
zGyXmv3yxJld|5*Y2aO_@npi3Fco-t=?jYsC;mg=xogft}Xwl-`e1(I~GDgm^nYVRC
zp$3D_9LOk;(CCWm-R}Dpu#CXP$D%+V7gA&kE8Iuca5s;{A~6v@8xVXRpZm}p=2g6l
zfD-fK2nfSkHN*n%<^UgLFW*8Li!bp)0!r9jeMgIfC!McFo`A0XC!0CSf8kK!4&F^&
zEhBKSO&{}ootybzZ04ug%uhWo*LoGl(QgehWdGn!l0BX{aaR8V>jHk!e<OGCSz`NE
zeBtqop(&=hlfCh7BsNC(Qx|svP<3Wd0`hK-imC#Fnyj%$?_peyBe00cT03Jx23gO3
zzRf7x>CiYy&yiI?9)AKNQIA?M-l0iNjPrNF-vU{?`^)&X-g1Y4kmloljH`Hx6Oh_7
zcXFW8!4ifmtt&xBG^EB0JVI-ZA*;kC!DcG{5}Ub{MUJwZE|KV%6<w#|^z+9vH*raB
zjE<ToFLFdg92EyBE1%8@GjqZ^%u;%kob*`iEHV`xWhPwY;{26(&8%E`OY7@Qat=mk
zcDOZbfaSP}FY*jKqa29$u#WRt)YFVRYne`tGUQiT?u0nX!WIsZ3E7k0&OY^Jv@Q{v
z7X8*B4ej8nfM(oaF`8wmIgOMSh3<pCCHF98rf|AR-8VTu#ZI}C%__5;ON>v>g6Z}_
z4#l@2sIX7(XHaH?mP6dh7~h$H`VRt*kus@H^#ISE^)BM(=aH&L*!WMD4!jCXjI;)6
zgnvS)?gb|gyWdR5y@Oo;Ph%C&0sG9NUg1<p#R4*Q5klgOb;Get8)Z*`urYoa8Ml$O
ztvDC|4C3AoBg&H)lcG|vgqICIr2-PrDaLX#!RVR`QDGe`TtR41_(&%kl&|~eQOfap
ztiVACMNSM;lxrdBAiXk9M-y$X;#DSamlIN%_27qk0U3jHWR7%v0QcM)iOFu<D)7Pe
zu{UP=0@4_igFA6m_k<NfYeX7BxPsG;Xq5(V+I2+S!f!?-K@r-EfJS&8TfA3+5un>3
zEsR%1#@Vr?K?xNuQMu10*A75AfP=Cfkcy$ZGxCVjB@}j!v^WfBy}I`qq;zmZ8I@+$
zfRaB!(LWxl>6KsBJ(a_x;XMcuur_!jcG5&y{U98sZ}%v$hDgk^ZtV47IamZZW{|es
zK*|EbL<nb`)U>H^HU^WmH=wvb_+=XEHd<zyeC(n{L|%>(nnem?l6IGXq$XrpXTgx6
zSs<lNWE!}#iWUN?T<ZN3NIQq<ERxugZPx1;GGkcoHcGKNeT$WlARMI1qwL4#L~|xM
zRPZ=nZMjliMZa1@C?tV#&>}{WL*XN&L7^}r&PWIm1uEFMtl_!6eeB`?(&k9F1uMJn
z9vkQg3^oc+1X#Vk?gGo)MYFp+lJ{d<`|ub>5OX2BX|k6#M+hh}%U&>&mbw+MI~Ymn
zU`T1PpM(}3%M5b^E%u*uz7~aE1;l5Blr}}Sv&hXP1Yjf{gY4x4%<=_tOd_7zkLD)?
zuj+dpR~K*iejmn@0v0YY$J>qnSlr0B_!x)|f#_q%O|Zqi>`8WFknBq|4RJ3f%u|rJ
zQ%@X9mPOhPbFGPf_UJuK%1O4!9fTtLjYPCq&jpkiWQdKVUFSH+63d$`J|P6;vET;Y
z!mo4l8J7o?XtDe~Jff!#p7M9OJ$)@KDF{TssOPiK)F}o<l-=aI!Y($rgDlv$u#GEe
zFvoJbNU9T-^%4W#C@(C(oQ|%uU>5L&PfW}PHG!uz9w!f07t%RyC`~fco@X&x;(y)$
zMnLew;*TJa+}pW>t9UJ2&6PO9rDFB5(uN6p1EcmNOL3hoT+U&0KNHS6ax%}bHO_1@
zg(EFok+on=@c?_px3F}TS+SpssypeEKSs$PU@@L0=U3RCZbnIqyvUC6qv|aj(MNE*
zvxZN%o_<mgm7+{u!D2W=&VsyJ!+yP=p>72vqK(6&PcQ#Lg*c6iid02(GK;io6i5FQ
z9Zw_eA*3vj=sjpXPt*M-Ca8e4u!D2p$G-Kj?<1`WsZ~d&86otxzKqJ+|I8Aq-3>@t
z!UO>_UP0tX5Zi8qmwz0F&IO~9sldX;*gnD-NF&e*SUxIA5v2*j?KdKm4t8Q=`-6}!
z;ZM2rAJ{>7u#VlAk<;zY>u{;`TCn8Y0oq;*C3A$O3Taof-*J|aF^E_by9tg8Fv$v9
zSrE6W{na<|u6zLiCJhnF!6|gBW<q2^i)jQx;Md!9^8Hv*8$NI;L$`g4G$=u55p<Ge
zn@r7v2GVW|mYYW;*+W$t3#AR9utv@SX|rbdl?V(%+Mq0qu)yjDOgT9U&pTNJnG)ep
zM5Wn4R!IjXkN+n8$}91!uO;c+k?lj}vAoUQ??i<(+yg+LnWQ6*kdv84s;16DnH+X%
zAypBhn|SUHcF#SN9paY&gE0mWEX!}B2?@<26VqS750}Y_VM4P+Al48v-#gX?eLK>)
zbeJPHE!t*|K=xy_$yyPN!cq>Rei&f~I95O!AHfQCQ%&*+b!xA*wE9u@_``lzA1iE%
zJf9=ozeE=Drz|X$$E3HT>0ptkj|(tjJ`3(7A{I+%6H#UWN7z^=^oBpkpR%2I;ZP-H
zuJ`&P-{Rl9*F6<cZySd`mbtAvPYYTuW2;3hye>(YrONp|0&<8u5%_e(VN~}%x1RIx
zDG)NxMs~894NUL~mbeXhf+e|4k)TUJTm}HaD9_K{mo;D%o*ALRy*N~RWMvhrc%pD(
zTTw#HARG8^{tsuXEo>0iQm|v%#-So=>|J^pUug`};2x5dehPM*W}IVO6-kIO#$+wr
zW*Se}6sYwo1`%!6aXwqQf*O;Iv7>hk9tD<}#^F16*Lyr*<C5ph`Zk{;ZR+2{BYNuK
zDNjI*Ovp)>0H3viN6o8H%azGVhieNvNQh~%#2_2!u+nY8imB^mZ0T@b?jmNxDH0L_
z0;;0QTBnZ-`q~_tg|9R}*L$x<(%`E6PTD%88FyIguICN?H!<m~=e*z|4o3R`NKAqw
z94ukc4q>Zv9_#Jxv_sg!Wvu9BLU)>im1B_ggeJt17LIg@Oo+nak2p*q$}Dr3iJC)=
zXQ8EGPy0T6r$CZ~RAiNc$oFPK8Z6N#GArG0@Dc9ktG#32sLrA4_%xzL2Av_Q)*v%x
zh8(%f<>xWl<ozJR@B4AYX(}L)IaLX(M$q><l)VONk0MkN%i2bmpP{M#i)iIDkNUl&
zGe+XoQHj@k%`M)59bAC4hLBbblglGJbwq9`vvTX-mi>!C#RkhLwB>_N(CzL(&hNu%
zMPTP~FM2zc72tal$e<t7ndj^e`j~T{M%w7$_N64#-=?O{>Sm5)Em-o%J#^d<C4KT2
zZbFo^8LVi`L&jjmF|lc2YabJ@5a$Y*&LZj3p5rH&Mp;#&aTw$GVT44i97VMj5T!{r
zADJL63?b7H(h!xTndYUlh|t+AT72O17$m~PVCTTjA(9TUV<C?v*J^`sZBRCYwd)aa
z8!R7V*`Q8-@I5pbO`8Ze)mW-T+`jd=_U6RT$r{G!Cbi9XB7}`pWd?V)5YneO`o{$Q
zZ$l<63@IK1oa_7yyPW?;knUi|p>+sZz~~0bSx2<=&zQ7{z{QA&V*+K1JRP%$_BY@r
z2_bbHQ9?Jqg12%f7C|>lsEtLDloly%R`elqVg#c#9cvMRg|Ia7Ij=zH$^e*j3Cr6?
z8s6Wvc7Evj4WgXMNBzBhtPluh_&kkbomM_0IteS-<mu-!w45On5mG8779BIsx#rm@
zB=!jtJT5iX@NDv|V}(5&(_*!|M8{y5WLK}X%V!NKAwS1g5C|N~2vQ^#!`#3K&tjPC
zX>*i-GV>h7q5#5>(#9akivSB7O~~0ijXVYVc^Wf(zE^1hSjTG#y81YYMS%@$=B>P#
z6<)*tfUyY}BVvK)u%9BwZNOKtiYEdmwqUhbW`eVM4S#?XuwA{8QS;+`q;m~<@>o^@
zow&qenYdY{V8;~M&33O$M2r%OvM6Wm?4m=JQIf6>Dx^i8DnHH#*uVvx#r3^o2q>|{
z)RTVV(x-S*H_Iv>KRl%g$ZaqA6OPuF*eSOVh=4Y2-oD|vY+JLHoX8#^(>%xsTkyye
zvcht@M64s~x{f7nCY<%m#zz4ti!xPFr7HW-a)l(3{6q39{CneXDKku}VOUMFIoO0_
z3C5gB#+*sE`n$Nk^n5<w_#~|~n>jc(7}5sL_AlhR{EL~ZgM&}r^z$FquOR)57@ZSb
zK%^5K;S%YLOb7(eP}j3nP10hCE3C`8uKGeAY~PLR<T(-_q^L^d$urBo?iER?i7emb
zX8w&o<Mq93wO;LF*zRLKn#Kr2fdUZ`w~CL`WT|Ia_y00Vqkq(Ox;hn>zcUl61JW5s
z*`ql5D=C)WN!ZsUZ@q$~ed}qrJsp&@4kJ@kbTZ*7Pkt031j4GJ0}mCq5y3;k%7kL$
zmv6zF*_WlO3rR9{GeUXbS8-cm))H14hvfsD{a?2rr*Fe_7Acs|;0~3Tc+*uRM?X*d
zmOlo-q!A`+V)gIn3Y#-$sN}v|pb#Jui2Wuq7T87;vw~v+NSY+M0=jXS@ZJy8x%2PQ
zVV(HE=Mc)x1p2jY2%R8WbGY;O!Qfelm1&BlorpAsU;t;Of$fd=2#67av~dVfNXG*^
zz;p>n<U2^a2qqJ*%UTtr4VI6Hn;1KQyafN@9dS}Z%6s01?GMv9@-q~M-+RhBQk5`i
z1IycX{PK5mf1KP!*#23_xQ;Lq8P!q3#u7e;1ZfhKJw_TIL|TLRl~)lie;CUYNJIlm
z_+S*4aA=!plq#XLWTW*G&Ub$f-S{#P;)nu?>3~dds9;1wY+48;LP&%bB(hEDwOCSj
z(0KZrz%7zS2hiy<mb;ZSIz0hV&IT;+iEFL2$kX6HQp;k-7YthGlZrNq93^&uSfMRK
z2Ceh(7@%(UvXiS2Lief}nX6Ss)N`z3g$FtAE+ug215yG}Ky~j^5=Fo`Mb>p&-V7-c
ziR1$QjP1OO^}LQYM<~#T4Y+2AV*;uXuBUB|;K)o@(&i{2@ENAgop>h%r;YI<B*!af
z+xaB~0*f3u%Ipw7&qn#W?zud6$DdWK;;}+up}Xx<?XC{v>HHWL4nD(NCjN-GIyV6z
zEQOA;ir&}bDe`vAbDW=N(27_w4RYitQR+@6+|Ak(3>0G8y$Z)#&gFcL8@>1xyA_Zp
zKLJ_A6N9HT0ZCUv5-irJK>`BWv>2_e;i^qfC)a&Y9pP@)uoaJduL7b?%8IUI37bBv
zpZVknbY}vF#SlYckPa*8RB=!99$vrahbZe2w1J!`@Y@@In+vxZ-Z%Ca0BrWQ@e>1Y
z=g!Wp{OsW$Co;!fRKB$3UM|UBL0%SdZK$Wq*mxWiw{!i(PR7~Ezi#*vXV=!^2#1EQ
zV|860ilWMjn4`%Od6DP6rQhc69ShjX;c#?-7dbD&5>}7hkBEVu1|&zNm-GuzQKOV?
zpM`i9Ei`$N=h@b?_${8v-F)sO|NEyR{K~6wa+d>{m9FLOM5;2je-7>xIPPweXzyuT
zxK0OY4PZqjWPSRi*G2cUm8yoeQ)JTV=@^bd4ezFUXc}*357x%#B8(w9`gMeIF@6!}
z7y<G7V0j;fJ3ogM7Sa9xhRso=Ww3Lgm-ZlYS+9QQmj6S%?^CGSHp*B3Apn+@BiVZw
zi3e^ZiSv>;UIAN@(!nwoBpqU<A*_?k+)8x+N6|}r2=Dn2C>I(>U|>hqdezsR`5n0c
zQ9p>|4<nKecqK&AhM)#v9gM~ZiD^y)5+O9$0m3OD<2FbS=~lpG4_H|(Wz`ltKqPI1
zTZ91+W9N~C_tBjFy_2qArlHZqUHyuMkC0B!0qaC~l^>?I`HqMA9EXr`1BVjxcdtKX
zxpFs>w7!Lq0YU92iCSO5HZ_{^4qVZPz(ESbiav~%9h7ltJ@{OFQ$oZGB+91JI6})z
zVdLZI5|EP6B9c>lii;U4U5GRmey2iRJV3`RAa%s--4kF!ls%FKDV~Oa_|+f5EnIWP
z^ZRaLQJ}%SxIn_!dC++m3I~OQMGgt{F+t2SE;SnZ5N$n!A;~HdfJ;9))&dZ)hBk+L
z`+pJ3jPYWOh<mMF$1uhVamgkPlu)!zsN{O|<1tLg92O2g&%aS-GcJ8>;cX0Y4Izuz
z!Y9u<n(XPNmOJ$IMCYf&B(FH>?=99FsEA$P^|f5ZD!vmmSvtWASM-c|uClJe5*Cq4
zNxQ+s#m0IpsVTDyA?7(~4v`Z%lu!(a0qz%HW;2&@tO6O*IwQddDA8mQ`6M5PuH$^3
z$xYwy!}xy^Pwr3t35JOyVxtJ8gD(PFrp1a`p<mX>i|j$Q$Wbb+!J|Nj6;^ZuUk2Gg
zU)oevANM8SM9Qr1_?haN_=!V@71C5P7iG>UPMkfQgb?H?Q<61C?UQ?b|8d=?_~*sH
zVJbfU09}7VxYNs=pX;@0x#ajY@eKx9k1cGZ5IDkRHaSX87JBO}GezqJpL|=`yxe^y
zb-m1}${vzYw-fr6&W*kG+B8nmu#7odC@L3MLdU=j*7dx>c>@3s@b#xW0kOO-y#cCU
zxe+IK5dgv}Q27Q(ca-!*2dhVb5Q6HO55x6;c-rOC>O-dsP#gvKWC9}dLukjxK5#P(
z>_nIp-JC*53+WFs(pr}h5Fudy=U~f=5P+V$3xP&VeFg6S7}mirW8x;!-cKTe8t#r)
z_XrSxvWuig_YvD6cA|(Ts;HU0y<j|H1R@EEZ3`3CQN`^0W}+2j*v-&r96^j;k~v^q
z_j}O49co(<ty#3=Bif7Lc3Yo<8bl4O{v9A~WMMQLGNui1iipZOgpP3%58N`C6#H$L
zBP5yAnC&Ce7*QO<9=!}+_z$GfL6Xj0Ctbg#{WsEg_-}|!COou_1mSTyD0>j)oZ0<N
z$UG{IanfuS&~&RZ#uzYQ2Nw`FK7mkWq&<v|rzq*&gyJYt7=&@Lq)%k+V^8r;0tSd%
zUnN}rXQb8`X{gP8nWjF9+uo18{EaNV-7M3Tchce@O4taYSnI!pP|OjUMdY#L(CuEp
zpb)3_Vn4Jk?eT_9fjakKq0!8eXCoDPyah>Ov6(9XgCzn6)%hGqK8X+l)zw+J^po!r
z5P`&y^hDe?1#F5yLL!<cRT$3Zy~kTeMS>OzPG}`PmVo>*HehjpqTEPPY~^g;OOCZ{
zbY4isT2GO!G}({Sy$9x5_Z{gtZd^@UUd8ti$B0IYrC#>ML-h_h0zw%Rrx71|@CweK
z$&4Q?3RuEmj3D3b7P(Sg!BOsGhz%U8Kt7x{)Tfl?OFhXk$U1(A-~N6d#{ZLeN)r%B
zNrfWc)qu2UQ>Q_ZBF{C?B-A0FUHAe?YWQ;f3v^hasaNo%Pea#nq(jxJ@uh`tFte1k
zVSRSx<6L&nW<r{z8X9qjez%H_eRlE;AgeBvIMq>Ry}S8gk9NXY&o3YOX&Pb3@ABYD
z%LD>j*vzN1l)7#<E;*K%qIm)V0r+7rbNb22>|q?yBA~>C8l}~}`LwCypFlu1xLdH?
zJ9zo1&0K2rDkT+0cz~}y<q60caZKdw4wFWE5Ra080LYQ2!<q|Ezswpy$48(z4({=)
zO8xMg3Dtd=%0xC`@86C{BXZaL9tedMj4|5UkP(n$Sa&T#S~#Ow1;@Mhy_lmnBcdj{
zzMuHW*C36s3*)fwv&WAiU&b_+D5yz>W=oiSo7PzyQKjr01%iPG_OsGogK!yl>&sBJ
z?dWis{QVz?G=!)DTVG6C+X@3a;bs2;`K;<<(ijmgLC{aK={cC8b0KbJ!Gx37;EZ01
zsFi^>cqLTd)@(b=Mfep&XBqz!KMB!F*M`@iqd8=L82|h?1EAA+bec^bB%OPyAAT#C
z5QIaLE&))B%c$?rzEj8?LPz+Chvl7(>4q0(>DU6x+ezH|D#{w}1z9>2$+Lk(&QV|k
zw(#&&z??sW!ol`;(^>iupfjhf;xZjQgD_cAJ)|sfGt26$l-b#p1qlL`=?pq%0bw$M
zxlWGuNb%_^AWt-GDlBs+3J*;Sj{&qeUI7+JtgfENB2T}yi@Mo&QcF`G7gFPr-rp%v
z&w@AGuE09`1thHWTCh$;Mp{y=6Sg@9L&^#dGQ$_hF~OyL2mpsFT6AcO!<5)Ti-Xu*
zH=jYS&f3RTv5F@-B03!4ww@DJk$(P|<4%Bq$kC>aMA9;C(pENZ5eRa^VL+_m0huM0
zKi9dQGQ%h7K_gmc6qyGUzwZL{ReXQ(lqMiTWGxyw>GBQnFC-+am<9z=<VE*g&c7{v
zh)>Rbjt5!~@|Saeh$f|(t`MpjrqZL7MY%VKzffg;kH67)EyL~*snN94kT{Z5y?|yM
z;dJ|y1Ini*AZwg4eqs1M3_K(d>=?$JNxr!9X&wmgrTmcXEnHe+iNomw6uNCb#|TLK
zAr^90SH}=^2OJ?S3e;$_z>iYGV9t2sIHzn8sUe*1>|>DurnrBVfSd^`yH3KZqSM7k
zT>*I{*unWktuI4q;-nU=&eFdSS%-1l5ya*fKzS{+7g2wEHA2T(c1Zmo*j)m0;Z0e~
zQ&>m21&mupMF%j`w<2@|(ndE9VUiBw8@~@9$*N>m-E$4aYNidiz<(E&R)s`{w0CX6
zjl0!?xDCe8E|)RQS!8Yy>Gz?R_W@ZY1OUrJy|G(`C{I9f6f>|B6E0;M5Wh-#?(3mA
z#<3Y{;a9PWlc>S5OoZ+f5kb~YW9$Ij5~{s`vGcI_ASj1U{lj$n>zQC3XfJ+{xcL=y
zG7CT&?V&aII|$)}Dxj0h;<gsMDCawKf)X+Zy2aVESD@VWm@cW&qzDAk8pv#J?UCL#
zjwq62Ekbn|mRHdhhgg>11Ob+|vi3Z0CpwwMSY`GNL6|;3OU+=X4uk3fmc%#EBE+Ul
z!ZM(6L|<ml%OaMsQ0^Ae_;6QTFMHaR?<Iz~rkhS4AW5ij4w|^PTnN>3owCRwg~V~{
zm=oGVhq#&w=k)&0F@91OhfR^1wVgJH@i;YzF0<}!V&h{@cyE9rTc~jfGklH$8++Og
zhYAskwAg<N0a?dudli{gtm4UxkMsNd4R7tWV8w)dlYi|k?-w<Wnxh0V;HW*z7ti`K
z2bQwmnoSW~B;2L`nFsj>zr%|d<(L*OyH7t-1?0)D|5(Kni>EXJQGRy%pKE-K-$`E%
zK*Oxy3mYW_OX&g&(Gq_<^Vi(hZPRE`C$wfclsrhE>hHBEL}d8`Q{gmQ^BZYIZDJkM
zNi+pd(TLi;_bt%Jxjg%{$29J&W#BZu=Es(u2@W2&^C_fuSTD01giF9OQ`mUuZmIKa
zY{y{u(b}7-Sp&Ue&(lYvYhU>Re)5d(vs?TL)4J9pAO-qZ;4sD0JlI!3rgH!&j9}8G
z(>f`AClJC$2p_ZY2B;j@76_Tc=yq1&xZw}8f0YAscSCzFbCRkbI9>sH#&2h@h0Dlr
z1zny*wCB)M-$bMdg=c*LRbHQwh57-QxDuB3qnt97kDrT@Ibs!OjzVn<j6pW1Y1B$t
z@_1(v;S>-~0cN|JiT2{@Pp&XR`l5eAw->VNj#ojICXx9Qeiu#w37L>R7yz#XZh_V~
z*cZPA;pAzr*-gCTI^xFHK-#47A+(Bn1SD>Kg}C+g;{+th^ftok!>BwY+3z80d<Nxg
z{LVfnnZxKNQnyg{7&=|Tn3VGJJ!p~H<0@woWe<1PFOt)FD(qx|ZxS#@lf7)?9ocmj
zMbh{%g^}N+w&|N_D^Fq>7V@9sK>izerVnizB(&HP|2lcrvB0-+DC1B;(<U_YSlY%b
zy_lf-282*ZYw)D@y6+XL?B+851&=%eD6yU3gg{e))y+haJ)#g<2hrlp$;9XJM_kO`
z_x`pi5HU~0LQki0A{@#@EU<w~P9i@5ll%}H_+Ny~P+;>3+f;~Iq`?D}*-48-Jp!_d
zRs5h}uA5nNtOd*KRtS%EO<brh<Q#bpH&kE5NMSuI{t5@@E(5@(j3YABoBiBMO2noU
zDv`77C!~dan#v*^tAMN$kf$=9(geiHSzNlX!uw|4!c->JpkW#q(ZR6<)A12HI^<g`
z-(**C9_=I|qJ=MW9EcyFUuCml*N>mWLORPHeJh^G;n;>&5~5_*2kChU%kl9fO&j-&
zqNYA;fWb3VK-M_pXB2GNcr0+3L>mTF_5gRuQD>G4YkGa1hq;T0Hov;&_o&$!0XbFy
zsWXQ}@k#!WWo7{QD*trS`%LmmI(S()7zT#`2cNzl;1u*H6v~0!Z|>UTik>sm<Fo5A
z(zWN&(cjES2i+O>wU@%xCpb23dJb%TF*Ik7S3tT1#2Awe@;l3j`ayJg5&#*svQ+Y!
z+wedA4mkR)Otil1HE{pGA%g)3=c)erm$PHRK}(H$I7LNp?Y~T+j^0A(+gadZ+R0p~
zyb5OVL5!2fop?H&q3>M=wXE{uRluuY_3uEHCXcV+7BfM*5Re<l{+1T?vmgl)D6Ao_
zOcK{zqVzUUHab3xw&|UF8XqBz_CS}M>tq_sKL@G$vP_I*9_4PMQ~!4?_q!t?MmICD
zce+Fp-a~cjBfVLCzkDM?W%k#0a2|tknKkM<ruj6bbTfnIY6f^Z09NT5g4$2?_OC?;
zr5y|@TBHPGjMOX>vxv(OdDc@<{S2y$aj1}r4hc;xt#EReQ5gBn?DMlnzoYZ}ZXpo3
z^bt@)0VQ@)U_)=Y!bQ`;ri>y-hiO)L5T7$2uZ4e71;VDt5kAHMSDtqLfH7JeAY}!+
zC&tZC;T*<zA?x^2e2x=fhbk=&0pKx2#QZ7&S;Y?=mdIMi{qA@7<@^>e;GIl&TfB$m
zFu&;i0=x5<VtGCwu#>EV!l8`aZI|57tvr{XV+&6MvdPakGszylc}9!=)e6Wep3($F
z<t?1VVrQ_6dJ7Di292y7Z)+Y1?*`zy^0PQUxS07)gOC;#F+?+6W>{tqq`@H1q4WX%
zr1i6m=Y}y>n`Y8Ms%&s2+&YbJLh~cxg50INY4GPxyUZ3gU)}m3-`;lQ)MZ@)5}TO(
z2_kfW0oKxDiF&uf(WY_Iwh?U#-3rJ$&IdB00`PmhlukEP=*2V<NPf-zRVt!FNDG&M
zJbhFjW<c<ih7fRF=CWkxE(4(+w_Ph|l4#{qEbV(9?Zv;&-cAN++lDTY0N{eR!0092
z3dnH+(wuo8OM9Q4wQxmsn7@y-kbS3R(neT57>zI~!5tq&44#$gGn%uAU;y2k!QQ@`
zXwN55Iy*1BtuaWP1K&ip=ZSqgv&ThbVR-rB%yPH371?#EI_+iiy29xEP*$Ni29sv#
z+-@;DW`NuvxFza`{#Ulm$i=WdYZWt&!srGI$-9YGK8JRoVg8Ag>0d|3N6^U>(i+5=
z6dg}v`{yIAK9G4tvW)GYm!;3Ur#e_Y8VDI+bPF&DRn00ONjBSI>+JTMA9`1>l4|?s
z5w~w9V3h6V7twdUge^z=NcO&!VpztqCkgsq*W14qA(eD3c9OMA`f4l2v`EAX9{uE4
zM_ca46SYhvEn;GpP^m$v<Juvwa<Vhi_Zk6%Ot6uDF6~u&02Dr<oFd0sZ1UXCAFzh!
z5<G_cjmsd1_y|KMWDuN)J}#lgWkk&5(s#;og~tW_`9ogwS>T(LIjh$qwn{)&@q+}P
z0xK+_uzD2`iDZCvy~@Zj{I<Lh2L~-QcADw0%AAG85LHH*=fDY0TF1v8h0|0Vk72a}
zvWllP0onY&H=~n;s$C^XGht{-N=qzYOUeHDK_+rT+%)t~ws<>{?Ew}!%!JxVK^HjR
zz5sx{6%eH+tBTk)EGuQ9(_)wPG;%UeqE^tx^qg594oWCW52F(pb0!(IPpy#Hcr149
zCxfmo<ybj&kPS3hVwtR`y>kiyIo^V`lV|WM-p56}v{yPkb~CcNnvh*;7nZPC<S-RR
zsIul^Z#1jOP+k97{OXTAZu_&mUDOY~0jF>sar+jGNf0uR(alp=_WK}iW&frTIC<jE
zt!P~bsi1xc5!5ib6S6V9YNq1=!v1YAa$#0&Xw9IS)5tIVdghX~@4t~<Qvxf7lx|i^
zH<Lps7ttkNGCz!xPG-4VKh$f7dMJdDsOrXyTzDtwi=t*$!8ld{fnEh9YJL#_bApYv
zu_VT{i1h8G(O!)26Q#G2g!l9`9+tBKlP;jsS=_=ivQSA`KqgHre+L8GXAt7J==rfA
zYir6TBBUx~(xuG33`Jm04YjoVb4Xg>0$@}0GW^o>XwUx%Vg28@c=lyX@~V^8_Zh)4
z71p({Mi`0jUVx4cAkq~qJe<U)#X&6mY<6EHge+jC1|g5Xf3E+hzN7PdykJvCbi>O|
zyiY28Ivk+L7946E=HEDr-(rYsAN9Wb*o}28SL8Gp;AvdJe-JW%+7_+TK_KWbMS)Gd
z8Qw>`?J8FBWPnep>wr}`i9FPpI3XJ>gAtmbJ03_>R=HirYpL>P23gM>`%lt=rrqjp
z;WUK)#P?q%AWv;Pr3py!!aRwI$g3PeKw>%=V_0UIvK(M0Im&o`fDP^zw)wkQ>1bA1
zU_@=Co-|mJhl$Bj$W<CJmF}mkDhMlNzTISpeKGg%sN*_@C`}%gSbVqeDfVs}JN;uC
zkmIuuEtY80Kw+Iy0Xf!!)nE>f0?*>Dyn(;yZ9l`_-ny?j!Nziy{nVJ?CO-V6_ws%+
zKnV4?+L}7Kr{R@fL1pcK61Q$<`ZgOOT`(c7g%6O%Q^!}<2^<^HLsz&i!I)zQ2SexJ
zo%<%tG2y)BKvYLx@ovJw?J#*|=B(A6K_2)Y<k4?o;ud=42vTMPbho9@Mq&`i_5!i%
zVwB8+00EgF!77et$FjWdWODHk1eg9IV%@b+S$CR~?-CGWvbM0&<Z%&ow;j#d^g{4+
zXxa!-#K~U+lUE_~<Dfgxbyv#Vpk^^?9k=vC+~V~JmB&h32;uhvCcj$<RYrFSNMX(I
zQ6B&6Q`V8Hh|!riKW=>uH-8Pv$t+z(+Bl`1VF$m&Wc+M4Mb}|#o4~t*h<UuQgB8uu
zKJ@dnIfBARlG)5gEFsebc|rx``;D08u3hfQD2lbDa+v~~80RHCjen=eW`?=$QSV#f
zaSdPXp8uI~HD6>aKmVxrdkG(6fGYra8Cf>MDpv7>f`Ae&mb(Px_;0VD$=;;n`*~&W
zbzcZBy5k}S7mgd?tgzT4EV&a%Oq)6m{v%dEHg{XLR`JxtQ+m|+?LD7hMjynH7CGA?
zN}GgqSkTk-i8VCR2DTE|cnn&@wBm?9#u$>5tRyXdQSRo;d=Mc7Wri@RLtYgS?lSE-
z;hf;Y-heZZc`DYKX9K=l<R~-EgZ$U#uQK6g1GZxXB1f4P%XDZ^VT7<7Ja`NzRzTbn
zoUe*xv*8QfUT1?Lq}lTipX(BkDkH4odk-O9$`gNw5R#<*&2FAU_Sw`A{>aJs7H7Q%
zUY}_p0C2KONpH|z7=`KvM6Mt4%s<Iq^Qurkge;DezwZBJuPFy~49oj5xqeJ*Hv79v
zFznQzQQ(ykaSP*@p>GmZ%3P#`kXcw@Wj!n(0I&Qo=VxWwm6NJ6W#}w+Td*1#ahkjm
zoLn!*!stw(>}|UdEQwJXTWzJV=668KtW7Ol%p9mVPC!5(uhhsAb{Zn&<7E>mx)qRR
zOtOIO?Kmkt{h{j`qlsHz#m-%XTYNUf(Lcd0KKGP0hq;y^uEL~s?9|4!x6lf5<U)xG
z55USTbj;BcoTPk4tV_BTkSEXVqavV>Q!S^J2<V7uT>6mMtT}^u$0H%n<Rh+=W9%^{
zk&p8d0y2AM(fw}~tN1~|5F43gAN{O7iJbQ_$~*@#82;x3GlxJ5h871|cjWklP=^M6
zjL~BGq$)~_Wro@Gu;w%p#S3}o<9kx8_<@4;{XT&2H<p;AB&(EFp0Ce*0ik?q{pYaR
z-No0JZ^pMQEF6RoXbd~m6_jO-)M(a=^Y{dRK#hrP)*x*VS_{0(`fvI-PM%a=tf^tD
z>WM4S2bAg1;4JTg-fPFmL_nD)OQa-J7&)l|(xOh2C5rTS3CQu5m{OO391AiGyIPPY
zi{z>D1^$XR^AAthIj!Q+V{li@@`2Zo#`}@oU^!z>&>aa0)(K&HP998%kloh?c0xBt
zgI%wNP0xj|ya$%|!_c|N6LlB}2$#SulhzMp`&Bj<|K}kV<vI)^t59?nF~woDQ$@%V
zTA14NS$;|VgE02!XTXdx=)gnG&1B(=$6By@r+6&v@3`Zf5fR1$VFg&uB**L_bvlpj
zpHE@v-K5dJo)gybeHF2j&f}DgVF1yqfCv*JRQ1fO3!C}-FGQ*$%GpR^_}3nG??M(Z
zx<OyNAL%F(nz&IJAr6qQzJXM{uSY;US*64zT0gmN{b%!@)4s0o2$^2hSFB<ck25ai
z71S7K!$XL_g+oeAr#n%ZbXy~@S64h_>M|oB)h-D?F*ghhTe*Ul@a`w-@K^Ew0G`qn
z5SogXT)~!#ey75{^}Co0r#R3#z-Bk=7tYykZ)R(~yNT`ISrla%fC|G@SVKaDKu}I6
z*di}t4O>qlAL}@uni_n<D<CC?PMU?2C~o3kC^5()N9eFZnc<T(AfMz9`5*p{8WX2f
zKt|b)!lFrLm%2hGo}FPY5gkel_HI6_`2Io&3$Jn`((3Puo>fomd<wR`EOVwh(Shp9
zUxDiSV>`=)-$8#yK<v|30fgnEm-nNJ6NqqyzI$%T78rx+rn4(6Ph#2`0Wvz%q1ZuI
z!C2n^uq{{*MH)TG%HRWF1(}wmIrESMQWQu3tXBa6Fe1cQoIt*^bJoc`(i*_YUxBno
zNaG`%n1U^>Dt^>JIg^k2_#O^I=8&qCX+V-0q;=-W2%}r*WR~LSpFOIUJ*kSAw87Se
z;~EDiu_2zvE4>(i_WsOTTVm5OvsmUk)3iKM5XjSN<P;tqX0SL_FSCkOtl~R|gU3#;
zc?fYhj#f86>?rpG;C1uEQW+AH+3&V#P&uIrcnml3VQ%C%dI5*4SjFk^lqMkIZ7B_F
z8B0h8-9bF*k(U<V4!^>7FVj)v?Blb>&n&%=tBTh%)*X~M1o#wbQ^#QN(mq~h{o*O_
z^J{#Ait3}Ho;U&$P^QeO`5_nZLMAwi1Kiqc!D><GKE49LGE=zZ$WcC}0&+Gt@cZmL
ziGbwkqs|PA99|_KPcnGLXH%K{aAqg#ZRv`gPlFf!Lq-VTxCZ2O@N1_hAeIYB2+Ad0
zydPPbL@ply$ifay3PC^V(7Cvxnmv|+8hqpxnH6w;IMbj!LJQVIVbUdZ{{-ClA6Z-0
z(%y%N*bP!uPpW`u-OM<LJbA#alNp5Sk|bw>G}_0BgiJdlU<{VKf$tX58bLYh5vqjN
zOXy^_*Zy@nRMvi!{;hkk+|y`ZP6Hu}nVCQr7xDotor7=>wtp4?`Nk3e0pl!j^C@<-
zPgW>AQd*Cw-&n;eR`K}3qriMO%yWT56sYw&Aofpufp3X_1E9kS1FYo|UVhT{c`7GO
zX0Botr^8d4fW)^!!(PIYk~PjaeRh>t&a)6U*yf%KfMXpWlw6X(lFi<Bws_f0;{fZZ
zG2R=rCnm-|gIms+vzF2CFirW<Aa@1=0$FLaO`SFkYD{oHU*RvwvILfyrospg0U^y(
z($Di$S?LmxCW{QSkp^=taCp^v_elz!ETEjVM9nW`IUj&A328jV;=UK3ys~sKCO*wx
zfZQ1>Aku-PjmQn6m-k@}oP|}IKnMNU(Gt?67`H@x@mo2|c{4klABWLP;jVv#m7^Ky
za0?JFKc)(ZPM5PJam&pJRJeRn3OtbM8cwKyU^<AC+<paMD31OSwwH;9l|4=xA2?}0
zsnjgyM|$}j-wl*Aj&e6-PFg16M6Jo`Af*48LIH&;q2nop$R<nH@@h~8Ogx2<K4(7w
zcJ~_OSj$oVi-P#U5KK!vQqCMYxQbP*;_*j7nK|}TW{5g76zT7UEk|y>*A3C3!657T
z$rH39t60UO#gnTM_<Ia>6dKktN=io6I?6-;z|>+kfm>81es=q-m{a$jvYix?U*7e4
z23W^cyq1KR*YVPaeXm#7-uOhF1^{J-+012UTpmzno`dY-T0X+B0D_c+CQA&kuGcbl
zqLm(igHPNY0IV?25S!S?E!@t3bJiJr^;hxzg;Zt0B3%9mouv;U?Lm_E?KF<O`IL2q
z$Z{%9o6sKgL*wwN1Z4367(O3idDxbPDvly`LXsQ6Nn2<u$i(i_#_A4=+59}X<7$}t
zRz^U&#38YlP{ur}RwI)xqthiIYoQWR1K~VGqanSMDj)!iUw*<L3S&Zo>W>`12GZ-M
z)R%j&)#O=N6CZk9T+6)jjXlfTu<>!E_4t}L2qDqQVJvS;@3mCr(a8e<j27NaB>xA1
zp>Qj=I1#S5{c$~pCkhG=!<qA9R<VjzJpKqMGS5NE471D(MFt4F1SE7Cy{?Fm)~c26
zD!yYpr7Iw#7eb^$EGaS}c^Nk9OIatf_N#ttsOM+>P+THj$`&p|qHyqf&QRYk6zJpG
zyzPw3*K#hm^GU|oL7N6!xtu8;z{2J&e5hA0&2u_&Y<6x-Ofkj|KEt2!MgE$;)e6Xy
z62ZXR@T;$-IQD;8K5!$84_=ko^OEIEm=gj3v!w1bgk<_%or3ic0`k&-g=^jmxk3DO
z&qC&gptFqet0>b!=meyVP$yIa{VHsINk%~2QdY$P8u4Fa(z!=<URu{NX}2A4>K93?
zxvZt@1PI~xQsH~>j+3j*`Rg>oa$%j6cJ9l5hOJ8;)p0!%EO$N1&RVYW1MkEME_j43
z9y^k7&q;cf&>JDwe^d6JgTK(thY7J8d${5@Q1;~Mcl0E~AXk6C4`CInc*?=2$Q%c#
zFhYabjDU!41;kmQDHeO{uDZXi;ycAtnt(Xnag|a~V>}aUCre!JKL^Nya`I;g(%He)
ztYPc->QKLHOmZ#_<`^Us8lTH^`8xjsfQ5}kmi=(L;2?wHKlxn_aVO*K!XuBu?upM<
z@#I2K{Smy<bMPy#W^iW*xA^QVTSE9a!6l^e!QQ&Zle$lXT-QRe^pMuU{7_aE$qhnt
zI(sc##&}hv4iP5BNc$As1%+XlzxTNA<C%Yo)^&6;-&@5Pea7=TsREKNpesXJi`enA
z$*LJAwqPMR)^-J8^a@g*YPD+n=iua?cu)HL&@WP+{LtgSW7Ed+j<;3mVDm}tSyGjm
zzTG1U@1<|!*KqP@u9iNTkYk*eo?#Mb6{}dq69b<j^IZb6#1v(QPH4eu^jfg^K2N-^
z;s+Z~X#(PQyN#rP3L^}#mJhA_Z+>zh3!}<We$)xy0`YyXf;=47axUYXg+OpNH!#WB
ze290F>sCCDr}>^bJ6vTAf5T1u4}Z@DXY+dgf*RvgR`Wle)DS`-q>GRR(r^!b8^4CM
zN73;Sj7fn1zrA~pj;g%(2L65a-gC)hCX<9DlLTUri$NelP|#qD)EA*jS#nP6ZPipf
z#ddL`HnmHO=lFt`gRJtly51_Sp01_Q)>pB$&@M_r6tETXAOeK|q5@4olVAwsp1JJ(
zynpP;Btz~YnM>yTVa-~Zy`Mev+dONs=a*+c&rj_;0kI?lr6)UUhg{5=1GEH-9eNue
z9T`w{AA}45s%F;l=*p34-o9l^HJ{JAuS;ccp#8${aqhG3wIDi3y#YelA*BIBKM&*T
zWx%()ewml%2#9Qhl>RQsOy}oP8cm_e=V7Pfc^p>P&Aq;Ntg|{7LbG?Sf;Gib61HCi
zmuB|2{tpy&cnT{<3MZfwMOISq7OXVnhU$HFOhT8!Kr1dl2LBNaRYE5qS_*Lgr>l@|
zcfyJ!JcNzNvSh;^tc~D+d%y_@fY5~BSd@%Zti)dd06)bROvG&5fi=jys6baw!>QRY
zZ%t`KBizVB5pKb)_zzfN@79)Lk7~__zwKivS|$`rHVl6?j6gjUHNEcyL<k`5^3YRn
z({?o1uI=3K$_1Lf4DM`%bYwy`d@u}Y)&fz?QMI=7uOZ+)VXlPLTmvL^&NDLf3!xDZ
zDg6kv?F$Q`_1ufleP$s{!)SnF$%QmpAocSwls0oT1_&lpnpxMxXvf(j9(Wr!2lx4a
z;NlR5-V~aT5q7GIZCI<+M_T&CZBQ+p6^hf;DPj9Ns=51H_w>00FcFb?3sz+)0m(!@
zd}u?(baS$~jsTA1{XPo~67?sc6A&SQytau@6ayM;-ByuuAhpL^l6rhCC@|3b?IW?^
z;$`u!#dk0h{r}b14G&U~g>tln5|nS?-$o=x8h)xJAA$A?C|U+oEeCp_22wu<MazIt
z9B6NN6Tas6`+c3(y653*-qo3CcTGTy0AO=NF}%T*eI=lpBOw0P|3ScetaDCD+QiUn
zO8q<xJ(z&#4Y>GMlCNbC0=~~f`&G+0oUKTK5jYRoWtm}Vw3{nnb&P=M=OK+Ibkz0`
z!kj4S$oO~IT#2`Mf~w_&k}%Q3EoekU9g>iOX4D50kg8C%^W#%CBJI4nJoposhq0I%
z<wz->C3FJP!4EGiuyxy>j~N4A>B)fJ>k_=NDhF3!GOi0ff4!ICR2MS2u6G<$t@%(a
zc@RSDG6HfALK_32IM7!A3L1M@A*&l<fv;sJ+RndXKDVa<?Va}m3)eVkMmr2?&gJN+
zer^QnVEAh~CxhEl;cMBAfcF#t0T~<tF@i}^2P1GEGEfJ@UmM(SCLrd|^)R{?T9j=N
z!XBIh(gp}CbpII$#Q`C#W^w|+ne_;)&XJ$%5o;7n4y=yrVRhXc*CRbdH1gaqM^jUg
z0|PqT@ZcYcc?ZSRBj$>qv+yk}!NXCDk>X!sCm_M=Z~$ItJtQC*xGd}odSCp~4^@oL
zRgK-qf+J1}mr-}BH6L1V*;Pf$gc0}(hF%9n9Rnd801RLt_t{H7gyMwWe$0F>ggNpN
zoNJ+sy$<K~bik12N?TnMkU))DyW?yB8vs!M`PblW_#;&7<)JwsMxYLgmKB=2arQ_$
z4E-zfSOAdip<9Un5mvjSV+2GfNiYJnP_36k_f?vI?eCI+Br3&{1EHlOeZrP#heAX#
zE(cct=v)=kg-krCZ@|=wJ0UnHi-yVQ{Kh;$G5{DN(CY}uU|eZ0M80)m{|)0%3No31
z#4*)&B~r#d4*<dCSX+W$_QwFyfYi@J?V~bxCkaK%gzoRM@>EtK@aC-m1cZGIe1-~X
z=rG#rp#~?fOZ|d50s;W@pA5#43_VZ{)tV2(UyXq8pD^@uP%W218ZCe@KaT<LNf?3J
z(Ax>s1&iZ4q>kT+ua4%RCFvU2TsHwi0~9*|4Tir4nr$)+UnNxAWC)`*bPHCZQZ3_Q
zcmHd&!yuwKpuqwcGT=ZeoEQT;k}+HUE57)|{F}8o%a0?ebZHWL1f;DR@Fq1thd;Co
z?NF`C{XZjKY%p5f@UZA$91}u>CMcVAKUxs*ege%_&{-3skILL#DOxrRy`gi%|5|6R
zZq-l;Se?-HcBqCI(t9EFnnF#15xA&chnfn*Uk%kV7H#KWM*U~k!r%H46w5g1-s7k}
zY$hPmXoT)Rg9}w9@HTFSP@K^0S3$L8!=8E<4E-D$zjy%B2;PDvgqg_Lu0X*12^7r(
zA*?{6kASGjNJ{%|w8J2xIPu^33QnZqH|Soc$&YqeSb&f&QDP?`UjQv`^Dnc^=6k2X
zid#???J#H<2%!Sdp?i-*wH3hXT7WTE93JrTY2!DVU+BBa`#PZe%v-VmSdCUl)zX=O
zD2{H`$rUvXhX2b@^>KUJ-R3P`stdX=cx#ogBkl4nkb!!58@C2u%LOI4q^u*e3{r1|
zp*KLv_RwusQU=Uhy8>sSS})@*SVTm_s9Ds(iM0M367?aW6OhK^z(+T&<672~fCPk4
zA%q4?(sV#rdtZ*X%Q1?Uj&8-LW-J5lI}m!>7;wTm{~2f*Js0Yfh7XFC1wHU(C^4`m
ze;tZtEEL5BJz%b^Ww95+<}xc`TapUR2vk=nX%WH>BXAZ{zW^BR5W-v*S|~|S)C_3$
zX;3YfnUl~H{1z-CqT%utDv^oH`)^3phlEZ*&b$R=o}L-)Fo>c~QPWU+I2lHu`*3@w
zUJ`X70L}dJuSqY)H|&B4Ry*&hHjXr!pjgJj@YkA&fv`cdPlak33!%DT_^Sb7g<&)W
zUta}aLDuwUSRL2Fp89Qbvtox4_zKc!!1+^)(RImPMH>UF>zhz*lK_PyAVfsNrC8pH
zLfjPXFeuK&TmrIY%^J*|I~NXz1F5O0J+`T;s>0&Mi{WrMkd>8%haY|zfk0qL@5dXj
zhycYh769OF-qGX!&Z^>l+wWNpyWRlUQi2EiLKDgXp#8!h;BP++MNI{SfKZZ<eN{VD
z>twicpEawt`%lA~{Pj>}Z^e=e!+!>fnhZtDfR$ZmR8vj64G2gl7@Bl~5Sj=`6Nn%|
znu>smfJpBhDN+q$D2678ph%50LFv6qL{vaPs#NJJM0yS7oABQETkGC`ch<@}KhBxV
zGy6Qx-h0kk=ZyVDIvb!079V;qw5F;s#dXPeH&{pF;vS0=y$X`KsjY0t)iq?VC!g)H
zA}@~f<6v2|mLyx-3$7(pkCj@tV|jO$>f_p@+3|}T(@&T#w~CiEhOMtZcxPJWti6Ju
zXH_~#IU{3`mQbs>HMD%o%F8TrsD6vu|E8aE+gK^h&>UA-PvFh5*YE2Vn2ah$(v!?9
zlmhf;*>fG=2Q_<3YDq~;A-+1Gs`NCn2oUbGx!T=m806<y^CttH$K!;iE}@4#<lp&%
z8RRPO_tmpN=ShjDAuY6!JRLIg6aj(E&(9<OqKSkWugzZujT_&TSN&C9Uh)>s2>c^@
zu$iygJ{zyfSmf(jWMUGmCmZdZ!YOYs{!CLmDLQ$g>RdNQXwRkB^%m4o)z#>NhcZO;
z(9`xnxv|>=|7t7K-X{BsuByh(aD{NSqGZM*{a&*Tie;y%aHzbt)nnOU{r51a;}}!X
ztSPlz)jexV9WjlpCUSMJaM}e?(?HL^U)opfBC}r?xxD>gkPt^uCtO#f0M3A!xjpG6
z7uoNg3}leLu`zXg2W+(3u@5dQFF*4+LGZ~V<h^^eocd#E6wW}Mvpc<Wh03W~{O4B_
z_II%FF`+vgqml=z{#?iO78{Hl&HegecRq(}%M``#Sa;^IlR+jI(tAVhK-(CvdZ9QO
z^d;(gL-Mm6f9MZXx<9?5m3<{!k%(l<9wGZ3c`=9~?FZQ4!mZdNB0W<-Q6MSlkwtt|
zR1{orK~ru2)~#Ex<X{LjvgGaC-&=|$!*nIXT!E7#Bh--6nwSrlyaFlULf9KTI+`^E
zb+rOLj-!jvHd_2KrR!f0!CpU(g+h}LI+MDIb=JwFJ1K#9G^b`3r~Wdu&3cF_fs9)2
z6jq1}7fC?@N&9h3Ihd*tdQlo3Vv@M1ZlDZf%wOy)HHwQl-TK2E-0(6%xFEmy-D266
z@y)f}x#u@EWh1IwhT8~!k-Px`3+!n*$<l}1I<oa5rpcEc;_^eVFhh?BP@sA}v!3$@
z^z|+4IA%(%g4Dp)AlisY<g0}5p?_6R;Vs<aLJQtHsvdJfXa-aHxXFG$qGN+7B9Ce0
z6h)ga@X#a_2JAcKV@A&~GaGDPwWXLtsP54upT9Tc@R|lDO#iE@yrQD);mTyGTUAw6
zc1TmeW}nttFN!HVLqT31e&GVsTVL4P{lmr9R@y7DcI4Gg^{ggbM+nawLCq|-Z_9G}
zw-Mx%JyzZ!6&11CVJ&tF2ZTrg41>|4%7_^q-dyXC1(|*}u?2(6MTzLihV0oGC$=zl
zEA^SB7p5>j`;d8aiiVmQBvf+LIsR9#UVZNB;!YkGla&0FD(B+4y=-D@_X_4z<1rPN
zl*Dp9U8!n#)>WR%RsLQLfz3juS#*Ufc_eD)F-U}*zLD9>*@{*iH>AiHvkDee=)sM=
zea$^ZUZ?l)MQ9%_Y6wp~@GyvH0?o-r^x=5yT#!7jzov#>($dbHgk&2hq^()jd|5>a
z+%}pMg2S;0X@%1{g@v?RTU!N%g<-`@ivFwo5X<j5I-W}D#<iXTd3x#C#Kbf2?$t2L
z$;tUImv!iynvU9pUD23k8Kfyd-dtxZ1a3FI^pbM)b)7dfsk5oy<gus7RuG}GVJ|*6
zAowGW=__;8DH;)$UL#6(yAladY@Ojm>q5Y0e9c`FDk(4TQMwEk-VqTKYx^@;)HgmJ
zgTujDSXr&6nnNIvJ9o+gHtY)uu`@H);~_f}yOTT3k%-J-nXd`3cGYY}W>DNfA+z0z
z#~rM0WDMuV($(*r%ju&<>I2_-t8(a2Y}uC{EhJ04BSkI;#Ud-6jfOVq@SGkCFYe&?
z13}`-u3NiP<TN%m4s-JJtZ!_T*>xs=rqD=I!z9v2+b~M#^rOZSpRj&Hxec&T1ZU!L
zN&>O+yQ$T0s{S5Z$24phX<GE#*KQnfb;}j;V;GX>mZrZ2v10%54*5sAu!NIp6|ryz
z3diya$mZM}op{JK$N;GSyAkB-jVCQ&+ZP8^HPt;1D3-2pUPk*3v--72``6Un@?LW{
zLqTV2UKkWkE2uHm!p0&*8A>JK3N7S;Sn8xw3hJM};S|<+RA(}8Rz?P=DNKevE_fOh
zC1U<@oEwbirtXXCli|-kg=MuVR;0MLzV&SXQVs$gQ|5$@z}Z6}EOHFk@RQ{9wFV0F
z1U|qbV#)@<6W}gA$C}#CuoYPQJP!WDk5*kSWx}X3#>&Jw1%#x@B+RcND}tSgz}cmO
zFQ2Q|<6<8VELrw_!{e&e`ns5(&AmJRwUaCf_663JxULrEsE<h{*U}Wt=_Aip>~hnk
z^+C(|;2(Q;R{&2>3(?kX5KPS`)i3=&abRd0h!&9FPoVY&SF+Ecs0x{-620E-GmDr8
zCcQZahvSUfDKJqH8U;>Ln{*33x-v0p3_f_?i7XJD$bvMP08YSQz=tCc85&2C!&aZb
zGG9PCGjwvM&y^C|MiqK8ZwBs^d~mT>YzWn}Gmxx;Z$Hl)gLtE&3Oq<*Yhy|w@ZE|;
z`nQ?008u#n54*<)IPMyvD}gC46bb@HzYK-;3BlU9X=ymV7{p;fS8E<{!#L%;2{0TF
zc+-x#U6F*A#HZ_S;TWM&D^jl*lAz<&sfGDK{tc*t^Q6WieKIr%)EfLN=*evGQHo3e
z3=79aS%Ds;#*7CuCpEZcv>&7oo=X9#1hiIG#+;g5dd#YUheN5es;XEayRYDI&a1n`
zi2<MnSsTjd7}B57?6>%@&*@xGQ<OdlgxP@mQpmpSr&um_g4B$ubzUjtdw)L}sJc6z
z4HE`&5mY$v#{mHWir^|kLqi-7BLjpeak*@2hUuRJ*!}9pjT@i4yJP)Cye?S5pjV~y
zTWTlVAN`uWuB%H+l=xQKGXo=@Kl<nJXf=Ka|Kxcu$kP8c&2z5g))hZW1Gk(<T&uxi
z=+wu{(W=W8yB{C@&*6>6i_#)X5+=+Bb3)71Bt~UszDlYMQp0lm7sEG7WF{?-ke}lD
zm>MSHTuPeQf_DBADh^lB$3fR$$x!+=@PvnlkCfY8!@zSHpZu->PKjEejn}UM8P@lG
z>S$X*!lay{uC5NMZrPuA<B+$)WmvK+RgO;nHN$h^8|nc8dr=)a=~QD54Ss|_+m~SK
zS$TQFGGwr!;``A*Dje|h4+O-;>8_<nwy({05Rq}imA^Q3Th{6|pIQ$H^K;3&wxXDj
zn8BjEHpfSYFQsj$*v^|`Dja&YM~+D5?f%1wa1bj|(eo!HS@J$M_gV@LFk)K*qWHu1
zSxYvL!s22^q?ow4Acu5SWu@h(n6t($j}AjeGnIU4quGI7ZeC;HR`G}0+1VL42Vbgo
z8<THKFpT`LZ4x=#5g!>cR9;@LDWYCK61373`Te_L@a}ZvNOOqt!6Q{RNwcWr<Ye>s
zX}R<J5#K!^B`!()b0TsM-?&XoO*sRLm+HH^yI;6~$2?_+gqkTy_6z3R)r3)(k{7B6
z(@a{jdVgd`E(h(+r{s<i;`Dt6_#h8vKgEVr2h1gC%~d+}w^dJgb?`js!(A2RIJ;%f
zA5!hTs7Irgp^Cl?mo_;5mVp!}`@Az5R5C2znAe{1c#{i6Afh=>9o4gl@8CnnP|~qs
zsztG3;AjcV8Il(Omr=S6DRu0_nUD3aa_VN1sd;-}1U#OQk`j5(qlr~3j{B)bt*pjD
zT6@W>iw<xE;<Unq56o|6l84}V#uSA*1>r{`n}+2N-kprty2L3IVel$+U~urtu&=*L
zMk#?eK7W{)?BeW9HJA}GtiS&*D+_X=Y4gkxaIe!3TZlaL_}1|{Z?A=}SK65CsNS)~
zcc5<E+}sSX*!{%k&!4cH`;&PzZLv)TE}fqPAId#C*c)j<qbpI@v?Hvt-o2wAwm>8E
zZe~upD4X|Ncd8L%hvjrxOe;_Ea~1;SV_|2H%;*7&le^{tLgvA1S5>wKZW+YHIBtrF
zh^Sq;a^=?^Y519sG%7?;H3Sbd7udAwmXnjHn3&k=5phLJnS~Scc>7;8wKX-VZr`~I
z0vy>M9W}LeaM<y`?&r6iHF|>J{VwaWtbzjSO!U#7HbxttRnubvia9Yc5y!&HFqC%5
zd-qaw7;&YA@3n%*r*G-X((dE6m&evq*_5gJJ=kY`V>OEafX45Q%tE#X{dXoFqQ(G1
z4J*xD+bQA2*yw2d=&9Ci!dQ^oO}vXph@bTRVXxg)tGT(knA<OXp6*`a;$h@f`P^ed
zp(E;be7Iu+l4zvN=CowX!TO{4X@`^KJQ?S`V^0{Ls7K>kMCA|H^2SCpUS#0yqo1c$
zpMgbOd0w8TuBe@k&Qr6x2X+OAe<vDp^PJWfRgb}&tjjOWngXjTjV0Dsr}2GC;h2jc
zbHRFL4iwDXQy5|nq?^P_<A$D7&DeZ`pcc-TmL~u0TOD3SPc_ny{8^96MvRK*&rq-<
zPm-Z--Gg~u6GOu@&S=1}zdaS_@Jy-_@jS}H!zC6M?%a8Cuf{!gNc3FVhwUE~J(tB5
z+(yr-5|=LqfO+q|;XBk8!@{Qm7SkQm)!R(Utiyd8CLRnI-!HGPSK4%Rb7QCiCAm$X
zJLP}>jfS){3@Vx%{I_m#&MxJ?@Oz`8w2KaL2dj7{6w$qQnkt|Nxr3=fZ*(inv)(lm
zAf1<YOFihcI65;O<s=niWMstVytL*&cfMvEzOypL7hV9n+i~VSyQ<Ru?~I_o2@2z$
zs2UslZ)u{WzEW0U!JwoCc^|^LTr&@s9aNvg5PC^|4fpf%^E>x87CU*A{WK7}6oa?W
zWYomv)l{}1Kpu_71~{mp?%BFEwiAxlwSDt|@gLr97yd6@|Gy+J;zYCo@6!X`#~E1u
zD7Q1N_i-ASY{|)?xT$)$89F)%Fx+jw@JPCiBo*(hg?!*R4g}_x_c3snYqNaE9EQ3%
zATNXqB#+kO(LX<Nd1%<#38m>dv=GF_#H2hXRnh>Fy4NU^GoN8LkRa(U%dE4rv%0Fs
zNGVy7(fc+)>!`6by~WVx-T0*W&J<L?Y~yMh-Kop=+si+Ut6k6PUc06xB?DCHY9nQI
zl*lJL2Zu;r_Zlwss8Tn*{ED&j#v6-09jBO7Ld(l#a&mJ&%&z@ZXxU>hH8u5IY1(O<
ze_#bX`0kR$G3T~9D=Ta5-ooo?AEoIve|<y4u=@IXbDMr&9`r7ruhjNSVkx0zf3QR<
zVBL0v;ODQx8@#AIMKji7`{hjI+9$4*qfC^BhF2s&u1{p^t9S{&px`N>i0!1|S;dWh
zR*$*k0eO_6j~_{x)k1}Ygh0AcLd<GC$rL921+iFcsmIi1*NJ*ouzadL+#U-GiAO~;
zW@l%U4V!u2a2#t6A+G*>!Zh;*k@*ooQ|7y5)b(27!gB2;?*+@1$)?r7CPD9YU~ei&
zt|r#-qJ3AZO*}H<%X7qRpB7*Egu51?qrVL+m#=52oFxHV=e_9pt5*Qhy3wN=542C^
zaI^oVj2$hAW%c{D3s#HY(swueZw3X&fBmWp)&`&ed#eiz#m*rRv-hU<*#P+)+`f%D
z%@-`STsuB)wj11BI@SpchcwAfapo4+|0(S4DJ-<^dMPa;Awlo9;jaP-1xi9Lg?PR)
zUUyM8|Ko2T>#s?okWi56o4dS#DNBF2TEXT$>VFH*EiT%$VQ54|ML&@21*hHbXGuvE
zkcny-bKkEHV9y+r%8ezgdcvVrV@ioscqs^^ySv-C+!nmhqQbGgyIj#zKcNox)f7DS
z{{8#az2Iy&$rL)`&PvBpNlRQ>8aH@wLrX#_oQ_@H?a$H@83e2w@ehgthN>sd5Mnv>
z&P4IS95rw`@jB0i!;wH_f>i8*{y;+CXvIgk4a+jnu}QSn`!11?JlM!Q{usxjtWG4Q
zxcj)Gt*vd$$R3p0z?EdUH6WqD2Mi1k&lWfQZPVfl!GKv?j#azW0x8a33XJctwYRqh
zL;3?QMvcjPOvYFot*4Myi@=Ah{V6JGlcHx~VZn?Z0Grj(7EY&ikOtu1K5?&*g^#Nf
z4G&SnzNGvD-b+MW9OdjR#*(|!*}gvCxd!Y*ct(C+-b_6DK+wH$P17u3{)PW^IQ#1U
zQi;uIr4uA{d)v=-w2}rW$y8J(>FEqF8yvjEaqauiP()Z5xhts5_V)I}>f@~vbZjh_
z!VEAcacVvQFc(GA1XIq5iqe!c?>lEw(lvma;}5t~Q&9|*=pF8V9rpCUrjkT1|HoAR
bm!*zWKXN5+QDT|~A)x78)zc_ew+#Ca0{(P3

literal 155565
zcmeGEbyQVh_cjUxf+8UxASvCAbW2Gi-Q6XP(g-4{ASg&9A)TVq4Fb}FbW4bIH=Mbj
z=Y4<g`TqOHIAff@&KPci&E9LTb+0+EdClvZH<4<pa@ZK87)VG+*b4G88c0aDsF0A5
zbJ1_ZGd%;6vG7I6Q&!JY)5XT~g}J*ml8U*ftCNeTlf4Dib8B}GdlzRO4nYoXHYz($
zPgf6NPR?il^8yYRcU#V1CHSInkh`w(`W{F~IOd24a)Cs?JrXh!l7ft+mUr4_x>p*(
z(M?w-KH0~Xhg}b6+2zsE<s+#S1(=v3-UesWFl0}ZnqqaF2BSwrpv&ifprL1<b?Z2K
z*5@A>)VDpijkefIz3a1oD*F7zDo+(pRr}1^k<Uk(P+WPs`;js<aqvX}`IE`^t#|+P
z#P~gpm;duaJc=|1?*DpWq>P4{Jo10u^Pguhu$UkJpQ8j*qecApfbdIZu3RL<vH$x{
zv@imy|NUu^xh?Nd{^xaZ1jPT}hy6cV#xlttF%Oldzdz&L;NG0ACz4gyYYx1!7K=If
zY~7oPMe=C5;rw`gB>ZH~Z|4`qJ6L(6tpDCbwC<P4x6}ye<s8S$j6XfCbzgDcI#^A0
z3ESMr&kS6G@ABm1XhL7VR{!Rpy<NLTF;;5$V$8C;uWz}N$aHz-qv<`iRADa`ff?6Z
zuQ7=jXlO!&z5a1I&(yT|#&)$=n70>b7eBzm!~4Lb9#X$u7u_C?W17qA;kDO>$;ss~
z$`l_T&vB9kQPLB1?>~{0`_g{A?4eu?`CWU7%Ux;t%s5)P)xQUSb7F6g;gIpanQQdZ
z%vXJw_cU|hcxyVD%N&J}Ma%4TchUChnpras_u)g8kvx@Ky%rW0-q&Yq`nB%#WCG4s
z3oXG|<bv;nJXVq3Wn>IYeRK5L>m<^zf6fj^v%Waq^87ctPGgc>9KKOj9}`8$`Y7=7
zv^RhWLUup%zv0hpMt<+k-Me?GOJPZ<1G2NT-47!pB9P2}7il+K9ZxshTwfp_ypCgU
z9$EiXYYq%B@m@p=yx6L)3cTrv#9yDNwCw(p$Zq)So1<=#Zn<h_6rs=MURR-UJ%97f
zwFuH{3_^>!2A{)!zoUz^i{1ac71&?T&)gq34XO;fxfX5i<yDyrym-c<T@>2B_(?hW
z(Hl}emfXSZ*?RlmMTCosi$+0LM<qtJk1Dp8d)^;zO@EB1SGrF@p;~J2%{}59eDeN;
zW$a!b&mb;7zO<AS3hk3O=<7L57^VS7gvRyH=|x4;ekQQ;1e_nf6Hn!Tw)B14nfB46
z_|sGG^OK#Yu%sDl{Jw{FEV^ZHM%L-X#WN_xd_zliCMs$18CCl{{2<k9b>jY$+GSjU
zr;B%JXlZ>;7sEY_%b9-aSKnNn%-1f4k?k9ChMKj8pgGMqrLXp<u1#_>GvAd}XELgB
z%?Jp?p&UqcY3hmQZ0d$HPJ%nUx3@<fkP&q4li~Z1d92*@X#$J(-|1>jlX9Ypna+RX
z<%506Jd<DT@lWQ1B(5$_)?y{D(I>lJ%m>KH$e<SMmalGA&)Y0_$MvNOaOMuOmN!V1
zn>0?;xY1V62a3Fy^I^<aO-EUPgUt9J^pBPre&ll;<MKOpig_sV1YYSbRt`_>!rF1W
zFUx;-nIG7ktnx4_4#Otf@1hJ^aIf8O5Qj){SD`_`orc*=z{#xC2rtAv-mfQbNeTaI
zes|J0ub%ce)UWd_#FdJ8zBLsIF&Msi(s(k5x$d{xmu%F0bGSZ&g1*U`#A7=U0Z^W`
zQRga1Zm~I0>60P%<Vje8Zh1z{pBRz-&G%_(Y~=UCiFs_4%Qj9nCux!Pe(Rc|B|e*L
z&_}Y^7%TPJt`4|3w)i`g6+Fmp@D*2J)>BhH^ENhVgn4@yn)t1y*F+}h{;Db}gfCBF
zZ9;LS8qWU}XFr?%PJJQhy6_UI1Cs03{K4s;SWN2BQ;0$tPtULNs;UDAf&xwxR7jOC
zcIHGc5PAD8B9P=;ECN&Be|7jBH7I_;W~HyJtlYf@2$F()>vkv`tNs_OjEjb~48Oml
zh4^qk@=Tip(W%|HKE}l%zZ_ZbtK?u|i8|UCf1i@_GXxFOd%uUVP%R6E-S9is`r4lN
z-`~YVQW4~9czpmrZnZ{Voo9sy#gV=_j^AtGG-(h->WZbzH~8j29M-x~-aG)YFXZ_b
z*SVVPW3Q~Yw|B<H?#|lj-XEW1NLMOhVc{X$_AqQVgRc?Y-QDC})sEvFMOuaTzm%w?
z@_%4AOvE5$87eatf%`+`y0ee};K6OZJsw2u>XG_S9b`76p`j_zD*UB?LBMXnJ1CyO
zs=ErI*Y#)5tZEVo!k7!NaCM>emF=vHlM`E1w(I%fI{Ai{HnzWQy0F(oofoT1!`_n!
zq`l}^xJ{L=i&EJ+IR}><H%OO8r-R5}X1bI|P#4l)%q`}`iZ8X}NMKnlkUp|Pcdiy0
z3^+acGv9S~sGy?q*|IC9;b_cIC}xl|DkL&0%3^Ek8=FZ(Qmx0@{x2m?Zi^1|>&t_|
zmr5z~jjS9T+iByEp>&tgTVWx}w2?UiB1T8Gp2SiFv`$ZLJ$D!_XoZ{`m>lQre|L)3
ze0sW;8I&XuBwkrrX*=8GzVZ`FK_#Rvrnss^??=vjkF|lrjqzAm^$b|G3OJvj#^weH
zREksqmpr3dcda5V=G?PaH&r<s!qqeGm@ds%{0KbWnQLT&b*cyiu>QcJ9hEH`ZF2Z0
zL7pz2mBbzyXhS^8j}>>f!@tAttn13cv9vTbG~5sG;@~g}3#a^eOUC2*S1s(`!=Ft7
z7k|e}$v!K6T<wmdee+P{fvmdP?}oLH&W%SpfdDw~vVCE#ZzBp6A*)WuiaWRC7#kdb
z$hC6cTNIA}3c~1-<qs^Zc64%6Wo4}A^<rHog6XP|+&_2*MPJQ2=i86ur3t!)^rs5&
z*bRL;sMCQPZu9d4bBSJM2#svi?)Alv$L0h#te%_6bSCGkJ2*CdN!+lw0`F8D*9Ov+
z(*)zno6a#*Mx@RMlek~a*1s5O@bQQuU~VhXui{d94`_e;oXzn2<`*Kr4{+@_H2+~l
z3dlTu$D8ENV%o(z)==Jq2RR!L@54hwKJyNR_sc<v8}gTcavu>uG-;c;cQkJLJ|jcb
z-(M8Y)pq4)g00tEQeHb;#MLV(C=jq{p}+k4m6sy$)chWWsJxyYG1M;0%hSEX?OC#y
z(&6{eevOS4YBE{{ML%HwiO0CK231~W+{?swo&FxBxbogor_XNdoxy-O|AyT*%+0yR
zR701>gxy`&?dF@nI?r|YVa&?}DD^A7A9<W6xTd~8i|$>?cAEV16_QMsTers5JWn<K
zX9ONCP>5WJr_0@ToY4|}{E9CxAp71<R@s`4{y{83F|zD3VIdPD5{eTu#QZb>hdmy!
zf4CG8zu4pnygsvC9Z2`9#gT=8zV_%QMiA86+dgaQFWmc2>1qWhocP7hmf!aV5dWuy
z%NYFs&{X#SkBk1lK<Ra<IX*^1!BNkax!cy(W;a@Zcd*(ova^NrP*?`;Cju#lhlf44
zXObZ$)}~%SsnaSqd6++<0I>^q@9F-`POidxyO|npD5V4(MoA1RDHX1ZZJ6Q`3fDb5
zVvpRGWd8jw4hJ^E!4V_*>ULaG67jFKX_sbM^$()c0LnqF7as`7gRajQV@3DTp^Vc3
zM+JH|RIJPSd~?E0@*)}VO<>-i2iO-4l%eyZ4IcYnx$nda3k!idhiZIQTyzyIFliLd
z3^>*=y8vLLfO3itbc=vlBNP}=1=PYIzm)rt%a1;xQ+KS0qXQLiTL*%onWt>t{f=6z
z%qSUvFHz#=^1W>I1Gf<sfpo8F0A4tCISq~bka(RoReP;>D5*ltuFj7-e*Cz79tiwY
z^mO5s=gwR@BFTWsb34xn&iNmxK)OHpGLJ|5gbV11@8MrbsQ7!{qE1s^BlA>Je>Df)
zD7inR^Ld}?w_G(S{%0|qGS6#c%yVPxEkM)$upFg&p$5H9xyjp+byTyH?ODJvnyzC?
z|6OD<ey0VfTXb}EMnmHCXmYU>VtP&fLSlZ$xj<RS#e6?JmALu<XRcFf(CIa9{9+&g
z7?S`NDQ^V-v#B9~4qg>YVACJi^yBk0d@+#Px$Nc|gdE38%y$=B5$ga9e7Bdg8NvNC
z{I+Xbt^q0~0V4~cW&m|#6cS2~6+cH0Z*Q&h+K7mbuD2SOhEgRH3h7;>*Xa8VsY7I^
z0begME{>W-r-X@Az}bIbYu<N*9XUec`joc92^Ism7q|cEZp)X$Lr*+1GS;bT7s@YJ
zP*0hma(5JJ=A-oLlo>G-$l~n)ZUw5UxW{!5iY>X<$}G0MmW3F7ZJ!dn(tLehjMM=H
z&wp%dWMo8EOY4K(NM66}bpG<M3jZ_rMfX~%#I1=+X+iRPZU8(P9v84s5fv3&dq5S_
zzs&;?L8F4!jO<H;-^q5{x@Qy=NVLS?1?tj>y0}~eT$WQyoA4<h)md7i49yu16*SQ9
z344blPcc<SWHdB1x)Jo>7|G)1`U)yAM0hqlgc7TtP3vft=yC7*0Chyc1;&WAUTx8d
zfgIuX=LcHi(e|t%0jG%(aTvAo2mv!QGm)n%)M`S&SVD;N`;bl9iU};#7V_@q%WD*8
zP{2{Cu1}h8R`iHSNSIT2?cK+AGI;Idkvf1P`wbs6hc?Jz#QProi-bpd)jV`|p|j3J
zwgYK+Qs{B<@%L%Cu0+rO=Ahu(+uKw323_vSAxCgFUur-?^t@+8qsj<8UnjpP(67p4
zQqS%Xid~1|MF4!05U2%WWuO*B2H(1q;UR)Zo;Yr*`#st}AOs3DK4SnzQ1?P;qPIYD
z9?XpKs_;9{bYlz5yt6b0CN~L04K6Ww2ig6w)U;W=sOa|CEjGQ1m%w*-_qr(YiHPL1
zv<Nz*iPlD*N{FqUIn6aB-+L$wyq#Fcoo=V`gaTNZ#o7MK+Kf)T$XTtN5eE^Hxw*N}
z*lVCWKsJ>}`aCWmR5IY+!Z|&M_1K9Ekw$N=wCrLs`1)7qVjxo@)8Tg!f?UA5LZ}eH
zbv2wWMN>ED_pU%ZZa(+xJ_gJ{x`ZMf9Qf`c02;G_#rAL^Xs9x}JT6b&pj!4qd+T#N
zX^X(Vnu7rm{cjGxYo8iH0%#rf1|R{%EV(at<3$m1W?0q+O~Ts`W{yV-HEWE@Je*CT
zM~@*F3dyr4VAWyE&75^+<mcz#70Z8`$-vDW2Q|40n5IeKnKf{ic7VKgV3$$-Hh+Te
zP;?(8K_?bIy|s#HiOMBomuDa@3Za*b%0|Tc?R(_JdO)_GtELGe>oxnhmb}Y^&Y2sU
zBq;k*T3VyBlZ@Sdxm0IBh7jzVRxU==b{=r|j>-tJpexm&=m8c)vKYK+<=ePP`^M4!
z4>A`dH8^Lic0>zJy(ib3$bPFNmlz59J-~Xw@Cs3%eLBPMPInKFx(Kapp<PZB4@d!W
z8>XDra6AR{91R+f&c{&O<BQ+Cd4olMPcCNVnraTduX4sr8$Tu?ArZ1+dv$Ss@i{LK
zWsGXExV&kpFh3((x7?&JP3S!-pF`R~Y!GBU@+pWJ1HzabLP7f;vB2v;m^AwC&Ayo5
z1JR_?@5C8+@e^RJm6J}kvw^UHHM7p!4F?0!-=Drak(aD|HqCz<heG+!kGHiK+x3H!
z5`26KBl%AcezKM$P`d8L&Hz-Sr}fXbPC?5+85<SZu6ZT(8pCZ+?1al@PV{(tw)dlH
zV9(#-oZymq6K!n@?*-%sY<exbi|uE?!cQSZ5q%J}0J$#Cr#tUScx)E-y!SnrLA?`4
z^xU;S(J?VGYgka<CnuBW1p!?=m=b4WW80OJsBUV#LUQ6K6Z1VpKUCLFfGG3WU64H9
zna^C~2CPVhvf&PSaG#R$X{LBUlBmxYa=X=6mov0x))MugZTS2v%rAf{0kkq7px<+I
z0`Da>Pe#=jaJwTTBNss_sJFX7^@$}wg`)8px*8yx5g^EXvY!&F-kX<$XR!6>s$EPU
zJ$i)VoB}$Ea;Er0XwZPyGMhGuLS6Bs`ut+oMFLg}61M|txC-?7HJ}#^d8GsBt^7?*
zf52`q)aduZ#Ak&t>H)hV)QvOHsNAobsp8~0*b$^zmjsdL&<hA9UVH>9N;CM((!v7z
z=(TSFKwr7BUj6Bc4L|g#pG_0>c{Ieyz;GMrhLe+1jAZnDzy`G7J`|cjjFmoeSYKbB
z9l{d5B@_5n|H5VJtNkl;VjpM5o>W*Egjll#H_Uv#DS%D?OK79t$s;JwkbhD}Mn-0N
zLP=1~s+=Yt`5teQR5&cZ$P8Q-bGKJeR79vMe?V*K%MiOrI|-)@f;Q{)-Ae6MvkR2U
z`WHJkvvppVu&(67o)Kg&4R|j>@IgJF+<M-0{*M)Cc;BzjN|Q|iA|9)K)F7N_YZq!2
zYGibQj)UMEz??+)yJ-<`hWZ)~h<S(Y+x^H~Glb+?`?EkZ|DMS6O)4QFA*(asAGbCR
zq_njGx;j(%9NkL{8-4jeP(wf6zBqZ`xC75|sqj=lIQ|<gY>&iebk|e9th~MUbGE#Q
zrPQ!`6%-v?NLvu1qM+yfVmF*!1q+l83)K37Su+eU1tEP5qzSc~23>WsSI@*d&Qk`S
zB2&xUJ1M^0<RSKnH6ne)!voqFEu5Cwk2fTv1?qnqsu4i`j<9`^vHa#FB~KkBzZCvw
zidI&12Wx|Ox{pp`V`KC6t8C!P(b~E68oasRlJW@`qje0v6`1QTP|wk;vcaAYx)B4q
zX0y~0xfWn@Ka%bSp?VrwL)Uk!o$GYJm-ALHK>fV`0XDol+jIR_@XE!>jxB_w(D$2z
zK?&*5PS8R0Yh0<Juw${+L$E=x_o$bi0<WS4wG4iH2T^Rv;BedZJ1D(yDF_5CRL}XL
zZ>#k*T{yuqIp`&uG2`{avqm|0OAso(8%;92mm-bEpC)ky0~1ZF>Rx=kITG6-$AKMY
zJ_L~l+@uF2EO`KvgH1oc`|r=DAKW(_hF>8e=!Bk43IpP#xw*NKgX75<RnrzqtLL(T
zp{)^o+G)Dr0QuA$v>)587w3oeGT*0q_r)PUa2{bM0=XD2P^X2U>;YgA3cM7A99yd2
zX|e=tqrQdw5+TykD<y_rs)K$P4j_ZIHC??1kl6+d6|M}Ql9F=&4&cfgUDJSs)>n5%
zs%!@z(;x2r>EZ!S2O1$t03|>dB31zq`#?ft(#*qxOR<DZxjf$}w-rNZx?eokHGq~q
zo%~{rIEx&)*gUwGM7&7}R&n!w%l!iLRv-=VI*g(lk0<j#BL((?s2e#5_S577zjB(X
ziL=cNfPUXyEDv+mmTRA)mKW=x@Q3x0{E<paIn{LGP7r;h$4)lJId=nL;r&l$Ux08I
z4pakqsMf>QpxU_~@=Maff(B8U;Fx~^qSrupL{|tM%9h0hZmIlPF+tGxkjXUgj2;>S
zXzOoj_ouKvln4}+xH`lKJjBscV0fC*2Rfb-Q0YNm@%ez0hltAoNgWtk+=mYY5Y*D1
zp1e?5FJx;hpollrmS`iiGkR)TT4~XvQB4|ZYDr*`!=EH?K}p>tzcTo0NA2zhlC|q&
zh*oJCIl1WWZu#LX={tKsoR-gx;e<XH7<?<LnBK~^=!{x=g(KemZ2}bLt_~<#>~J4I
zBgTcW{&|%2rOK=oWf-m)(TITzDI0m8UIy+)C)}KYKZ^4EG!iG>Z%BA#fJ`A+E;<el
zk-(gH4%7knjQOL@szHp$u-x2(;zV_WW(XMDy*c*zX13jQ;fx#ssS(QdR6zj`LbgU;
zULN;(z42&~w$d9)3GuEMVtXC<*-+=&7F{E1Y6RW79=?bGsd?pZweOL`FsLBvx$=06
zp2D3#i#Ww^E)R?{g(g9lF9m_O93tlpKzFuYrA0P0Nf!Mnd_>R9q2M*Chj!b<f=+;t
z<q#TyQs^6mYV^N;{QuW%(q%$uL)fIeRM7arDh_{EA_94r;uj+i&wGe%d@?d6fE+|~
z3M>0@J>v8KakR?x64~_IpjiTrMhGoK`=7m`@6QZ>{rZIx0Qr44@ajl65NI&sRlw8M
z$4aNIMQoDMl>WDQR;wuJwuB0##<C}#p4VkAEjO2LX=w=|ctf2=G6NKXW;h+RCWI64
z;FSBPROtV@KB)LTeSIBU&rLrB+@*FWaP|@;r$!S!pn-BgrG|T2-hAEmXV0~ly&Cmg
zt61kPpv?cxv@?pdva!)<^7n~>=2iU|2)}}ZgG2WhsAkE~RHk`}jPR0x+6c|UO5H};
ztp(sD6I;(Qh&af935bhdXFuF|P4j<@zIdD&X8|bsD=opdAWqjDO?!HJK5!TdcQp-k
zopXEdnn7#Wfnd+&mNldQ_wztSsGjVPueX{ge3tQ`5p0FZ#;jeWW#$9sgmZN&v^Al6
zk_Z)EN~%p(Xbe-<rZrxk?raG@3Zb#zoJ~IHS!w500g=5EK%YzHz@0K?S>opx>)slm
zVM5-!3oGITk;_q1=&iJ|qHT~neQmEXfpGYDpF?T1teVuTFq1T!1R$Sm4w8UU&+)e%
z&FTSLq)a>x;IIPtVnV<|qq4bxr*A`+_Xg<2-{8U}B7{%CN2DQ0%BGuZKQM$i4&oH9
zmHdx>>xzP~g-#vu_N_J0hL7}IIy7h1bc~Fe1!~j?%PR_V?DggbH0CyKp?5E#5NVYf
z@KrRZWl4d+io81{jf3bUny!uwVTpVWhvkqV1!S9Ij^=3)($%slf|(9~u~q^rrVrR0
z35a}vZj_LMf+poB?vxqJ5-nxM^>)8<?<ys-nM0EZ(De#{eW=FG^7+nOKrPPGeaaSK
z;n1qO0c5!W{rmD_#{{^B42XY-YQ}N0s6eNS3bF?Yh=*UDCgYbnqwh?CAcGPhe!6f=
z*z@mWfINF(EeJZ7E_}5A@GE%8@tAPjD8@{G4J3=9Pm*mb?r39gDZ~u^)^Rx3t~_wt
zU+(Gk{t(~W4^qF3vhte(quMW^i94E|0mqgBz(qW%SL3>9Eh^QsvI<>vHpmxJ<6hjL
zb+qjF^(k}P4N)OSWJ!l(l#lz7#A?t8Nx-V2Qo(=MniuEg|6Qa8&>Em1crGAB^gpo@
z2vK%o>$v4SoWeH(x`;2&w+x^G=m1lJ^Uts%#~mqjP{LIp?+Sr@AZ!Zo6oQX_7waMn
zrBBcge6=458_tn4{gIPk#PQu}QVIZ5zd2A0(*I9ZI0Z(DhafrNXc#CMOk9o#SEu(y
z1z4MDpilpTnxy!FDL9)+IhCK?>gvD7Yc8nI+xz4tI3%|K7Y3pqiabZCD3F;yJqE?(
z0H_fl0c}i;5eE=>)%^D$aE0O`RDXmTgJ5LfFPd(*e<VPHgz2L2d&Aju8Ui6PQfepw
z&6=cx150vpG7>1-V8%s8NB;p^#sY2uLR<0&_i@7Md$0fP_z*KVTZA7F8j1?~Qdl-q
zny^<CthFcw&b{zg(D(v22|{BB*dh!R+ZHShDA+6Rlua`6tRH!9FGG2=gdTdd+%(g9
zwr&sT(+FI4%Q;v;uAq)L0eNb96y7cwM<cuMm3AhH5Fq0jp>apF>InMqY>HQTgzhvh
zOQdaROI2$&jH{8DLSXxFl>EXTq(dChT_o@~a=iDJ(0nlBmEPE=lo;110<TQCx!MUr
z(0QxIGJ6@h&_&M)WVDZ6O6~@v6i@Ba)WCxQ;VTcsm(gNf9PNbL=f#oGpCTMSs5l<i
z;Bt{~Y%Rvw@!u)Rvm~WxD8mv>CJ8=@%KlWuVqE8$1$Gs9P6iB*-d*O`q@mCe1L+{7
z0`a5AoTN7GKaeIRucER7eVWb8=^mRw4SM<bD<0to(giX)_L6%3LNtn6trUc>#Ar}d
zG>4zD)EP@x+Y5TCJ&MQe>2l4S==zSP*&{Ekpt0l@iaT0tnkjOAyb>d_{mx<;Ll(Ui
zOj!~H<50=y+k4L#={gZvvB6ue7iH+6^U0vl;sZNLIO(cYe}?7ETsB@54+<X}3i%>k
zE%q^`MCW(0@Y82K7_031styLEpw56e@CGd7k#bWBAUJQbnLb{8puY)0EQom<>W=`4
zVC;>tkZfF&8e+k0Cg1ig8HNw-B!=X2o>+CWF-0s)MIm{`c2OuMM9B(~Rtyw0M=ke`
zIa0&I6n^&n`3vq&wSz2-AN-yA#u^tF_wmA$eq8XQ)XQa^h+U&j^n?3UK(yMOt2LqS
zJ2#!#nD}k+Sy);g{O^!J(Ibf#zdp5Wx;`h<(A11zQokja92S~T7|xSNS5y}7W+paZ
zVeR%HMp~V~v;F}t6@Pe)^LT{oUm0Pq>@?xmZO>#DRwu^zMqMV7(j5~kZ5EvZO$CX{
z$CUue5q5j+dR{8W$-2_OD^Lf)3F_*i4CqKKHDoqnikkjOxV9QaZ?7hdESL0f)?Us-
zcqsk(Av$B-$iT8hwMW-8cJ;KyMD)mrC)m-C?f65tWhUBj>+q}9e70tB6neX@{yo(c
z^#6+sLi2KE7ex;E_Q9U<@i+f5_$dPp@jwISDIgstB*WGIeD^iW?=A}U3C2hMO@GB(
z&GiKdw2Wo72{%)s@>qmYjCFgIMY|WVStoARq>fz-q^-0FUO`JIM;Y(|CKODzM?M<m
z7-1mCr~gmoo}NMNhDihP$@2Zr_BW@#MT6-Y1I!UhS!AC5nebRpG|b`j@C|^a;=Pif
zODy0_e!OefR`iu2`ycyXyh<i<0b&(hZn5<wX1TkpCX*>yqgq<CwpSJQ69Fi>YDsV9
z^HmpJ$>LPWGVuKhjVft6G34;@ZE`9`!jj|qx?CE6ETJ7tHu?#`%z@Q%x9(@$vse&T
zK?&pZwj5=OVa!-ajIyrD@zr-`)5p?QSK}q@&&!!Q!bQ#&+M1wAyR5Of6EHOsO8Ox9
zK81CoFuPL3P&#@lEtO2*={ix}@n6}xF0<h!dVii(%m)L>vPP8_q5}Sc01hoewn+3J
z!=dR*Uo-U%{;ZUU`_MG3?MOsD*G5T84)vv1c>zXL6g@vLU+=%HLh3P``m)=oaurB!
zsO;4nEbEN1`zJG*dJ=w*)_W8X#T`~vNRFC6a#`cR^!rOITc~viLVtF!HUc7`|HF-D
zS>Z`Vx^X5*Dp6prP{ZF+=3Pozt)w#j-tmayUk|U67fmV4I=_vYk=yS5bf=xfl$y(M
zos!os#ew~x-(bos!L|NLk};z)pMp?eQb7cITAgBzN_!czjNB8oW@lsmt345kfTO#S
z;W$Gj`aHfT+w8?uH(g0W9t`8ZOIq=z!-m+ha4~n*`)s#ThrT+w@fu4HYiVtf2PuZ$
z%`<O2X}(>qqot-5noSehf=VF!*{$k<|KX8$pwZ=>Z_Z8w_)kS8k4X8FAzV8p)O(s&
zfmj{>n@zRpPpRC_l-Amii2wJhORd3;aWhUmcumG+N%}52KAOtiZ_iPqvBP)xiUCga
zQ(|zith@hG+K=o==JhAZf@tZz_?k#wNvVG3;}e=5B7}guWuelfRiG9OPVX0J=Ayqe
z2fg}FD0ah;N`d}?@SN|Oan#JvTg8*NSy~ra-tX@%2-hX_NpEmz+<V_-i<Y73r{0H^
z{c}vJdYbJct7$`c9xJkA#B3g(&7i|`l?vN_i<Fs}M6OhNaq_w-Y275AD_h^^TcI{J
ze`kvDSi2eqjH_q5muj2U8x8oHF87sk-H!L;lal12^Iadxx<&tt0h4m0|IVy|hIkWt
zkxDfih4@}p0ZY`XOKs8tA>rsu|79D|JT<}V<qujkG_-gqSkzp~!RAs%Jzqrkr@}=K
zSJ(c^F4@mFiNOF(58f^ZvtB5!KiD{0<?64JJ%}_K=MP2$mXxB#>h8{#-I*yWSqm*c
z+fFv?4G%(T&$A{X)^BUiDjxHY)h+G8u2-!wrkyE^tJ$G6vR60^Tqc=Iy%u?RN4!sD
zr%4I2OYe(S&q|Xr(2E$TZte(HMH*gc`rRc_o(?T$d}9S>JpQ8#$e&GVHSWl6zK*6<
z4z|ajQPMvm4YkL<ZvWG}pd$8~od#nz5A8Nqkqgx#5zX_|C%HVV$Fyx(?;BiLk5azU
z{VK!HD$XSrk&$}szByZ&;Qm=jqx-gl0R|0wG6`nlqijD+lbS+)PF4MuTR5UEz>$cd
zR)IG0@gUy#Jz~s4ywUHEmo?Yw+<<4H@!j^7)^5)nVum8)E>Ayo|HN3V*pCFU;Y+H1
z{M^~`_DO$RAKcHxRp-Ul++#n{f1Ed%q%iV8z!E)}xdnHDU-?lZLo&s!YV%)~%fvdD
z{BPIi8~d|U#<};x@51~^(I?JfzCmyt)`P~4FZmrG5E^)9N#%#*9dluoM_OQDDf7;r
z2dHRLg|>K|qnmSgst?{jh)exVyHORkKG5;rKc($%XXOS<5NC?QH{Z7rPnlv=H1Ebn
ze7eaQbTzCN_rGkz1y<Mz{)acv{9!Ml<v1hXum^Sb>f@Ww0;;(<3xc4Tir}*x%n&Ov
zZO#C?h8RTysQo+FC;~hg0m`-+K4D-JxNVeHuWkq)yh8M@Wq9}T@z>{a7(q_UvD!fH
z5ZFeRYCRM~xy)|A!B|ig|IuVR*ZM#`;%9)Vr25@Hy&`esr9KAnY;scOJKxpwwCsN-
zGRsnj4}2J$x4rtea`<oLPJNMUQ1e`YJ>&4Nr*Xb!0`G&8Wvh$m6()n;j7mo~RC&{C
z#!}?CRtmx*OM(Z&(M4asiYv7Xk~cTl_YR570|K#!x$eqzbIJlw^2pk^IuE_MXDC9G
zkM8U@Q4+a65_=!(_dQR_--+s4`o&c87aOvz)G<b328MTNN^Va+h04)5Euzl`SA<s`
zET{`V-%<JYkB?X+kcPzMJyyAbd!D34U8=;5(c3C3Yt>v5a-sJ<O^tUZ`M0%U#HwZ5
zrLhybE9>tiC>CIgdT!1nzt4Yf=emO)HRkkY+HvVPC2{4a<821Mmb!A)64RDpZ5}40
zLXH&|vWV>S5?V#o;l<b^^lPVa_KmJwyjKb$9`VyV4?`@7je;~;$?L*YG%L@(A2jRY
zDU*n#aPPd$)<0Oi6!dunCT(M%?o;<~OR>}5zjW@&iK9g*B{l3!`pxapMH6ujc+spv
zgR}}NU=9eyC5F{8(5k9|x`Oa<z++JK_xEp#;gRTGM~Yk~H3R1Hwej1-@ECfHXDx;@
zAIl#SlQZSbqy1nM<yF&iOeTH!cH8rQoZ7uqY0SIgFQ!V6C38pIUq^WUlL?=kX!PgD
zHvGy!&5<Z|FFlEijL%_oA(sANvdU7#<&FQ{&V-PEs_pVZ{evDv!+UjKYMwIuQC00q
z*kqtcug>Y+J+GAJefBG~P~yg4-`1fFt-%B_p|T1l>~i5;HFt?4YoKvuV$t4jHEeuy
ztGoAPwej*Ixk|iaitbjHh<Ju1wW<GA6)7^7tJ)|LaeZUK{Te2Xq=vVc>aaaikBa^!
zu1Jqa{;m{hcN1<eFlh8`x%%lSm1ho_?5(W!`bpTdO4#&cOity=xpIr^OJorGc|~4q
zFM}1AP&M-rO4;gAsUHpv{?DPsZ^IMO9e<8fCIZIpwG-4-mQb)rj*ZsDqmL+Q6=F<0
zGl)U*Xr35)H8*`!5_r#eWwh0pAS!aDFYZdKz~EJl#hzVJh>G?wA6n|*Th>#rg@vxd
zAZh6^G2WLyR8qKXkDXYw3S7@PJ}nn98fm(%YQD5X*-Z<&fwnW__cI?*sn3Knl!E;=
zl<0JY46B_#`}8JSp^NZQToT(V-wkCR;_dV`L(6!tU)6Q}Nli`<uPkWyioERpwP394
zykqW2*xDi9J(o$z)PdQ^uNwsJe+k_G$xQJ%J5Q27-B+L>cV&D|i~l>}HVJbsxkOZQ
za&Z42dOmt=7heXyr*wF>|3Wd}2K%DitO-8}Ki*0fw7(C+Q#0H6t^-V#xpqAaI6GUj
z_rLDDnwedF63U8SZEnG$(^64keO1eK71B|?c^1>p)*P7X+!-$D)Hkt<Gd!&RwJD1~
zsy));MfSud({sj&hv@yzpBIlBIrP7$$top&no7_0Lk&ZUHDB5%wX(8`_r4@{yQ?k#
zg3PK08xr)%k~&S%*O0&Q{z5ibAblgob-rYu(=S02nGIIahr*Fi!?1?eLl3<JP}(`A
zW=!x!SnLvsTZzu!s~!0&ii<GFz4UQTE=6gR)|3}|{_b#;rvM$JtHX6C+Qo8Q+o>q3
zNDq07Ka;*QPv4>=kGViHlZ>x1a<6&d&tjk$LcRboA{#vCk9&%WWi~Wk^z$e(&5ze|
zp|#u}5ZT!U<<<=*JIVDcpeqI?1<`&(E)IRQ*F+2ofj*K}{-+P;5xOx=ZPeuVXJq|`
zUpqd_svQK!qH`KNdN=uV=gEpoU4PVCg^;Jyy@zs1*tVhR-RL5(bI1uIEAa8n89AmT
zopRGB<VCpS?k#1LZyNH2XAk3jwHpt%3s;TfB9m=%g1b!cl%Xmp`R79Lm8-Xg`iN?F
zod%cY;O<8D%Gc&Hwv4aJ4fe@3nzJP$&r^y7yLr*V3Wt8MDY~_*!XQi%3{9^z<?22(
zDgP+4{TEX6vaMr0)5ff8jHxIr+kR&1(}U(`6ZVl9^%?YB{+WEHQ^wGo;JmPicKyP)
z$2(s(A@hn<+itdkLs1X4h^Os7^#D3SKIc)Hjr2sx__O+B4Yn-7d$z=3Nch3js1)rE
za4$cU=x1V86IG9QSSERk-45$|%l@6l+?otez3aXj*ma#7M;R9#^h6!tFR#zm3nZj|
z&HA&8;}#ZvhwVY@67{=Kn!f>hX4!4-zu5?!b1KR^pG+|mIMXuxl2p!p#S|WunA}lj
z&C@MfM-=Yr5pZ>T)P5-9XF{<CQ{R)X?I{xxo_|B9zdjBV3wNfkt0-hqoi8q9VZ!*p
zY8rfZWKDyKArYL$N;r|;00nwoX1qEnD{;fnK=bWf;M<5v=gXa-n_jOgFbex&NTUy$
z?*TBhV8(M{%+Q6Nhv&c|ZNFLSKj!cU=x&Gdwn}RbT^(j_#E-k%gw9bJ88C7?4r@8-
zc1~}d^hl37jo-;1w5Aax9?fFSrI_rE)9kAGY$?$8Z0se~&oVsw@w?T9f_$$d|NPh+
zdMPq&tk9RX$9m^vd!=dG*`nv)H-hhu6AcXO_9ThuJ%>w2#NMI|Bw@d`2w3iiN!uN+
z&xWI65&?^^3aNjm%PobD&^!aLeMsNWk*emeV&hT>6tEPq>~X(V@bZ!0OOip;e;jI4
zYxz(`ab<d5fa{aC81IPLcFMESGPRTo;kh*HqY4pqa`PsdP@t(IZ150FNa=~vF0MV;
z4z9s|e|3SwwSCj{c_aPSaE|3(Qb@m}jz-h^vzkGxh2xYY6Z{cYd67$;?@LGAViaE|
zq9%&I+x{EPM5v7<V!mJB+^v;oGp_p}9&n-Y&E9YdCtyS|6^pt|*JLE~Tc1N<DDI|-
zXhQddHw&K=iN(sUp(H_hG``<=123_7Rn6MxVpE>$giETQSy06{irT*3kVz+FB-B*O
z>R{h$CX_k)ysu5DMyRGXq!kg(`m-j}W~h8)YsPn@w8Y?BRA^{uNMllbafY2St!Qis
zcrsgU7DKgL-=}Nf;cm<rx&TA5%Rq2HK`ViDIe&9S2}1)Qti2TvIA7k-yZNsdObyD{
z%vjScM$Jbx*OkM9+0jV)l@D7{m&8K;d52E&jrE`3PMsY%>NmjGEOIid_(bY##2mS4
zP#vGQC5#^sz^>#!!PoYTRQ=w={IZ2nEt^Z;xTe|qC0-tN9!>9~SA&(sYFcjUG)8Mb
z_B&nE6*^Pbf55+lZAowCnY@-~2F`*=EG+D@Sk1|io=)?@&10nrgt43`h*2w3|2;I*
zH^hqhsi`mR4T^XRj_l@Ma@w-31{*p*{<a=`it|zd^ZS<-d77tJT(N%B{EHdK>_Z?v
zq$W5YMB*?O@t}~KC)OvJ`cJgUs}5Q%#Y(sh2Aupk>h!;yuQsi+yx`AMNqIc(N7;!R
zvXtPku#YBG-^dVVZh;Y;V~2({^7u5xpa9EZoxvaWNgzhEK(XC_WV*<jnJ)6;SD^>d
z&(RXOYIBz?yYDZ%D>n3LWH9ej%)OI&z&P2wFA%!;Ik1;MbkYlYt+?bL61_y~b&A-(
zo-%6Wt5>~rOpwT+ohbde<6u2P5c6<iaNmbVfAe_gdnqB=>dg~0wUE&8qL+Dk&Yz1c
zBHy_%T*<^vJ7<AF2Scz}`6K!*y4vo1_%`F{z4=JBEp&Re)<CBbf~TQ#Eqz4^=;YuG
zMu0V<h}et7K>>uu21MAI-40us4ti9Sf!|IjbbiB}&8O(qj$a!#)Z=3*K1p?ASfz=p
zKG|1j;2=uDux1_q<U1(h_LoJq-#rMu+FoXYy*ENrQ@_gM?vbOZoYYr*zAN6S@y>`l
z+Y2q%S9J9BBTX9CkDk)M_Yp>WYQPXSz3gppyRyg`jrzht5;cbKHNOqp$gkLuZ%RZu
zr6wvcdLC>tUK|Ok`!4Lc*d6`UG&8cr&-M0Yh1w-bhfTXP>CEK$lP05zsOb%z94B>F
z+UVXt^jUUzUvG8!SU$F8NnlQ}J{o$K_`BT}xpf<hkh1R8du9^llt&4{Cv)M!QC$Sy
z%91<v+vdMQ_hzO_IXTLMyByuE1|>R(m<f}tiJDf0Jy1*KL+Ky;BkwsVTg$AHz#JBd
zbIs!I6akmO$+Eo!RbO9Wm^bL6(2uBpa*fk(-sx{ww1iJRc0f1r&pZjG-o;Nvd#DY+
zVB|X)_g-h@^MARSg56oO(}hO$9HqjZ?dBuH1oVSc`!CV=^d)&^sp~9!re176Ig3hg
zwery3lXyhXxzBxqiL+7lyIOhuk^e<|tf&18OoT*k`Qr_9L@#sglM301iZvaab(CG=
zL~HK<j3%6ENevEw){g9M)esdMi&Iih{$KMRK|%blj>e6G#ytqwP1)&i2}&d-cP|z~
zOcy0zH!V3k#W>d~h@awQ91=M2*@YO7OWnS6&lr2ZS*Ox5@l^1+E9ds1)<3OAWFXEK
zHF#l?^)}de_P_P_)=Ztm<K=yfyShF99Mzhp_jzifvzwiDw;3!vUU@(pwr*IxH>&v*
z;X)_{NtR22!z>Ffs{Pofd*xz*<$T6ipGcWf!nm+A$r8gXsx))ecyYY!dX})K^^XPv
z31lTlc!hZjdtV-xqO`6AM$0Acy1ulj?g;P4!=(<t|CHyTx)!VM2Dw41)e>VStYw8S
zGLlpEruAw3zen<Jev^#>JPBlT9riC0{bJYgsZy%c%GUB9l*cZKs{n-nAHAxC{(zH2
z*po@*`YgPw`82Xy>NS@#UWMo1qWc!>-S?>&QXH@|E(br_7@xa)_nOk}%s=suj32FO
z#OK#O>U3n1l>DQg`K*Z4HRlV1Vu|i=+kRs2`72~eyf+Ge+uP^6TnLeS72U6nyuAO+
z;&?B`h1<>69a*QMB^m`x&^S$ey~Hkm7Dm{m0~2BIR)E7ig8fC^<4rfL|G9Ir<U;PD
z;h@9MynR+U(SZLrLgKrr|7j`3HFAil_k<U#-YDn{>4Nf0i?@tkw7->k5*m(vFDQ@X
zhN>-#b>fP{h?LD(FthapTc$@Dc|?YZC92HumBvV}+pK~A)rfMGE=MqXTjYi^OB<I^
zQi|%c-;x+6yz?#Xw5TY!=mZ27l_NtD|7qF4nFp0()!pbHYYIY4?R(>Sy;Djw>@|Cz
zJn*vY7ErDf^xsI@(%&ZSwacG$2NKN2SXAkkw=T7lAoDAEzf<wwoC=DV*S%^rKADNu
z#l@v`Zg;Qm-A&5%Q~o7(J743MysAo$yg%{wp|a9T^f>LRAG@ewpRO@Bql!ZAX3J=*
zZk;C}J{ermYYo$1#W6kyt9vl!HF8m?%WT}kqUKPL<wlXhNkOX@acV1a*}5M7y^OJM
zol2ZK<IxK1;wYczyo{`C|Gk@oj;Vq3=JI6*asT;j7X7xiSnI3qqGtrk$Ja$DFOGKx
z<6j?;h<bCuE})tc?JRm-oERpN82`LmC%)`>L9i|EoiG)V!xa*Wn`&3gL(JN)Sg@e<
z9i4jE^k4$B0|dfgqPJw{66v(8D#s62MsFqC(WL7{yZ;m1b@koh?>i*;H$NIL6^AEy
z$R@xVUUp_7?n$$$b2|kHNrhvV4(V8VxP|vEFABEtRM!s`@}s*<qXjfGvn%|8M$MS)
z45YSByfJon1Ud-K8yVTD#Chk<s44EqxuFeI-H!WEDd%<*aAG{hMxjdsb0!G4)c>>%
zS1~c-<SzEjf|#Daoum$Ks`biHRmwl~-UoIWn*Mst^|ZL&O&;@-Iyc{9#9thrXbTPA
zr{riqjKq2687o;dZPxm=r$f6g=7TaPiE}%~W1M@g{9-yk%ABwtSIU|F5HN#}x#=N4
zy|IR2wVIpYI|XW0_hj)E-}ztSVwh?EekWLI)@$!tMM6SHIn$H%wwTGZl7`P=Jj>!U
zi;S>mn^RFjL0cBSb#=VXX_dk2X{|O-v~U|0htTyg+x(qL_cG{sb@MZR&#yYBVAMtJ
zOfCgAF*O{_-Lb3V`16{M2-~pcp`Xlk3j2(^)ti`@d-gX^UVh*-%>Zi-CIWHw64TQ9
zfa%)L)a=QM>|n}*leWxa4%2PQDZG*A0hBrNPEHXM@)DOg(er^x?+tbIfBy_v=PEt&
zHJe;i3EJJr&tWpoBmeC%j$Na3X3GA8^``Ih(Vf7x#OC$cENo52fY>srZ!FrA6>hXN
z^4{ovf^8IG6|Y}`u_PK*SS$eJ<7j~s74LUXiD~XfsTFDAZN~9yXmgsUgc$NAwQ|QS
zF7Z+{h@W7fz5cPybdOxH1xB_#lFKg>UcrDVOyuTR{~@cX(zG*|Yv-!jsIB(ipXL1W
z;C5&P{S$&zY#fZtL4zOP+ZjvsVmF<2C6{i^#tfw=6{%K>Y%gs~o(z}Tx-^Iv%T*k;
zuMk@KR-txhq>C__)G{aql0J1Xc=G8we4XzWTJ_;>8&lDff2-?OPS<F%BkErD)@aBd
zXb39^S$Y;)V;7#+V{QtYuEP+g2)U^Dy9<-Emv#LHVA11Ur(E#Joj9$1ylEV;jXj}V
z|4UuW@J^-uy+6i_Ukd!3mkGJA>V<YsD2bW#_wwlROiT3a;xXzey5otQ$I+|wEn2f+
zROnH#_`|6R$BlVGKEnJA6{}N};jNS?8s!)Y;g(;oF};^t@0?z~k4@$|(EaXY6e~j8
zFF?JNO0G`$fHO(1I;OhnYzMn(;=WQu2jN@m<>GQ~*zE9t)5O1)vvHZFg`&_h_UlTO
zaS|FmjGDscxvIb`-xdr}@G8YFP7FD!q{FZlVPeV>jM_^W)0=^Deb|LdldB^yNo!mI
z6SGLvsM49fDfhJ<HBS;%lbC?p`{8W1EV{b7uRST6pP-R@y_idT!Of$gf7wpl*494R
z7)Yox^}Q>P1^FXu^IzA0DGB#S)&k?a54re_ZP$*UB^rLTfw4FgEipPCl?qK6iz$2Y
zWM2I8=}w%%`L4@vWHq%i<Y8UC&oaLFpR7G6O<A;ZxLqf=h?~qy8<w7XKkNz0Jq*j7
zJdz$V*vBW0BPKHpV_5s~rg5;dD>3MLvS<0^21i!Cq~)3E?Lw@Nsp%IumA&)&+O0&G
z*^gWJ9QRBO^&8yoV2-)i{u61JUXrK~DZyAvnf>B#|2(v4@sat+Dtkv~=i)JGQWT-*
zHns!B$XAqM?BH?SG{NVgLij%{K7D$iN>!xT{?3oI#lu(PSc85yV=k7f!LE)S_qCJn
zEc!@`a!s)Dbp8PhEFCPo!g(<9tw}=&OnR5bEB<E}Gt%oA30$vROqfzuANrbMBzY_e
z<}F%Zg^*~KP2*~7t9zw~YOL7JWr-A_Xv1W|O5oP8SNe~B0}a^0GHx4bivBmn`t8KG
z05bm6w;eg*mE)!O=yZeK-DaITy@DR+o-MBxM|eRz?#z01M_xq%W}+l&Zsz=8*CtZ$
z15O%tv4_;CQjfJf37|8Q9p~jQGnKol^O7Do13P(Pqx{EiUxj&z$v4G3m&9dE0Gd>>
zpiZ@C+nDut#!K|2i*-s-GOr#q!bD&yV#^9bsfHb6i0xg7Ax;&6*$x<?<8-_&D4SOL
zydEY>X_B}tZ$r(<ohLKZTs<cX9-6>0Pa&VJO<p1_Hh&>l^3u(CrF(#VLJMsqUGlB(
zTfvGemobjZw;3lAs&Q?vQIOYE`(5_b0?M$OHhIN^wrKC*sD1Zj-mLqP_m)i1?UHzF
z>O1m?W35H93Bd?b``ab2SB&ptn~0V6+SCu7G*Z_+h}6ZVp2R8RFki&FnRU6Xx`@bY
zSHG9|^$XV-t+|!|)+_uPH}j<*R^L)O-eo=AKc03mjZq5fe3zW8@L7@2UVTUSdMEuO
zn;WvuWw?EaeTCzVWEy|^((9a(qr7#)OhVfD)&1SE)AgCT5^9xy;{#tpCj2>cuQAs6
zZK<v;FFTld9enZe)Q4pVS>BA(b)YP9qpdsBc3e61|Fo_N{ZaS%pm5fQ%0BOHt|v|p
z3B{w4nHrvk+;l~{tqyf8@*2&j!4JX~2U>RPxW%>~J4HKQutoh-*qm%M%rg?ZgBYC8
zjG^df<k7`b?^c|DnD&-~R_rb9#dFQFDKF~jLh+9bL0<dXRYBD2%Wl5+{Bi5cR?e~Z
zY-@jMoBF5NyKZ)ygEMferS6;KM3WcU;-dLihspTt$|ft6Yx2)+bg<*5dOjetEM3@D
z`pP%>&)ztTq`HEtf_3j$X^F{Ic*0#Kd9%~bA21{C4Kqe(5cgo0waYf<#XG)QUbcdb
zpB?AnzPKyhnMew5J_QGp1TcpqW%0O-0r3YQ%21pg#@<-=B#WN*;3S2RceYTm?#?8n
z$V{!v43G;wP7oGQ%avD-8T~l<O8QC%N6GW_n2^_XchJgtzV5YH{fpsR%R9IXQR_$8
z&H*SLhuOr=1hJT%sdtm@lL~FQ;-4O@<gOnU8%BP(>XM%f3K4QV!43R%%Q->Q`4wHP
zLeV&#pYP%CG#lH{)~xpM@~JyVoeQwP+#Dv8F2%MSixP2umc&Qn?ioIjLX}rDim<3M
z%zV`uZqv&w?s;dU+KE<({e74K|Bqd?bh4%t%0T2LJ~R>&AQB2iy-MIkcYQAvTvB}J
zY?o`}E8l<U&M@n%(!aa#b9Z52H{Sgai6sB2q#n7{%klK!^*vOFS4hP6j6#jO>@W{Q
zb{mV>m89%CLDJp*5p;>UDm%zCd#A21-zAZ~bfUZ!atmD{l`QS|&vm~HR6|uhzQ2tY
zVsaYs@ktUd?qQ(Fsuy@%9cdLCbe_|g-wq95BBHWM#J%ftlvAK{OYJwC`u&EvaNLm8
z>94T6tO}-^F&o_PD<mRKUTR5XlOKDyxIWM@a&~AExo$w~hAo*0lS(R4yVM{7_T{W>
z2y)Q>f@#ItHkig_?*&)gMB2pSAe-bvk^4i&dt0;&Sp<3Z3qR$%@E#0A-tv=Y(oN=(
z!*LCGuOsL<iq3qVU>s^SsQ9Pa_mt<C9fpo;{?64{f9gb|BjaqH=l9Ssu2SR>F7+>i
z9;mm`QnV`uZ1T-Zi=4y)!W1iC@8(+nDso^BG^&pN!tg=O3u6+MB#cDklbYryChmsh
z%1i_{!LU<_8Rs=&2yO_>XC+Oi@PAU=BMue$*b>l;+ruGFm47-EkX-KHY+P~rxY}_0
zMGCgG`k6<+!ELO%@%t3wACng9TTOGQPct;IUq4DH;&S;%=TN<sLVIvu4~<t_TasD*
zw%nqis>=m_mfWXx^NAcwb>7sSQ^LLiDeqpR!8??J-H2IRW2b#YL{Y=cXv~YbSF80;
zQl1|>u4E>u1xV2dN}C*?KfLb2Z2r3|ArU{AW^-JUEF&lTtI?5&{QIYd#k_<VUfp3l
zT)L$+8kr;v#R{Yzh9?BtE0y7t%Q5x0zrgmRe>NT?@$v&iVl$E3eVItZ-!O58%k--l
zU=)6EN=}@|&Di03T8<Is$9iB)m6_Bu?f3<j%!rpVb%EArjCFhaq%b1w5pZY<+>F_g
zocJ6Kc;coeJ$CQpw;v9wg`vOu<TYLGY(76HCe#_e-cL%NG{+V#|6MX9+hMfOAb5}G
zfm+pbv^NL~Fx8o_x6-VOI)?tUrs6QOeRWQ@1v=iTbA8c}U?Z1h)1?N+J5j`575EDz
zVzl#q_ZIJB{1_-TD4)N7KXi#GDkZW0RL#qDGdyND5{EZ^ohL9yI)6a_NCY)W3e{%#
z7TVI~Ne*>IAxb{Ot^+By!FTKVW9$y?GVEn#%Jibbf|Mv{&B}56u&%An_i>8nSz8m?
zOWlG^(Ys3td&G>){#T_=mq*XW%8Zr3Fy#FGxyb@gifgsF+|IpstE1DfQ244$*MK9W
z-{okC0A(;17x_M&=;a`WVYk)of;OukoXwvKF<u;Ry;9MXV$T=4_ejeMHG{qNEmdX6
zAfb{v`ySqMBAR&XmV^Ml@a%I|dZiC$uxHi(d_DiHE+gKN$j^%SxB_!fhwux|RU0PB
zzd8!}T0i>#Z0bY%^SmD6>GX>nG5kDfIlv)p+scxix_lL}nN90G^oixC&s`ie$65?>
z5#J>2jq%}|0g*2q;fwuW{FCP1A&1NpVva=b)=A$cEh@?q*_y~{yUVIWJo4xBTb-!B
zT;=EKs@8H2q|WVI8^x$I(osI1f%6T?Fwd$1TaJ|cf0v8?h^2fgHB4+UUVm@#2(@(2
z>hoNG7}wh&t%k{tJI}-E`TZr=q<*7#NvL`KdNiABYjt0f_g?vW@k)IEIdYT3Zzd*m
z#{~z2{;XnxXja9a$?wzVsuBv8tcTN7d9^#s{M=48TJxs(G>lDVl1-G`!|+z9ga<wv
ze6gT69d6rCGT~%Q^hZqOe@5zg4d?a6XN19oLX?e)BLwpbjZErtkHYLqqOaJ(=eP&M
zaHz_9a3JV3VDi4N=f)GKI4S+X+w)blsIu7liK)A4A*k}ZJe`W47OFx*(Q!Al_kwgv
z?k3I6*6+@SM*71R^$Dl5gFhdQQvc$aPwX>4_B?81r-Bh39D2nME$g1YU<h{3`w#Zd
z)1|`e=>Mn_t%yxLnv73>eF-3P3Y2jA(1O$!8?^h**t3A8R)<{YE+K{DLRHYNIhxD$
z(HiCEY*lLDi^F~lL7WGq!6!{C!7n{Iy|4DDpHN*tRxb&0PZ^03V?p5=h|VsWpxHDc
z!dF#k@8CrZn{GKICU(Xj;i{c<<l<bxf-O67D0E~}=z%GZUT+HsJgJ_RGA?epA3VA7
z@^pTUTAUzNOv%5Xj$Zt-Ot&a($TKjRJ3S^{m^Kt$Pb{RAGI&RwfcN)(CVnk)n%+)T
z?N9CrMY%RsU<#Uk5{W2PYu62LqwCwk9?k7`{ae$>;M`tBXmRckmJ}Ab$hVh`uYJV8
zpn4t$8y`&T%&je9V;is-<s6&Rq2Foa40^75nOB4O&8KPsgONi$(F?>l{kB^vJR7<+
z?d?7bbCOw!!)DQil(J}eT1-3>81csb%Paf#r0AV%A)jsZrDQ6!J5G!neLdH%o<6Cv
z>bVaCz={5*x;@{*DOP2022H<U&N5!VfB#-OQG`6k$T1ip>msln{vrZmqa$LY7wkbo
zaF2+nsGsANMl4njq1(l<87t8zP+?O2o$?I@t(v@!b5|3Sg`%KMZV+ejB6f~$CeOg<
zbc^)=qUtQ8s_ddIOoMbvcZhU%H`3A_l2X#$jgrz0N=U;|I;5lpr9?owyPI?O`R<Q9
z?mq?tJ?E|c?zPsO&$Midmeqf^!Mta)xizPobvvrl^>9IdQ3UsUsok6BXrb<z$DiGW
zcH($0cVg<Uo`J8V-KSSEP+4CSJ>0fcY2PKi^A^NY)G}N&S|C(ga@cMTQuOsbB}=6s
z!yBM;d+uhHRBxH|^^>UcjymOd?drQf_PC@2W4qmETjm?xgFuTm-Xj}hzuf4i`4G+i
zd8erGnMcOt?XIA3s_z}en(Qb(bxy((Dh}^Ky5Jw58#HE?UD9mk_;7kQ3IcZn$%l2>
z?)!AGB6ucWD|UTvK)jbdT6&kO;3+5MMb6Ji+eHFq+6roFpWn44$gFx(95LtxKQNRF
zve7X8Rxjov$HS&vsx{=MlaAP}h{qE4-@pY_AC_2^5P5EoEjBW~Zqk?~D(2tY#LorP
zzOhl}^k%Os`aN}t8r&^#hJ9`GR+HC%Hob=y9DT!HOBRmvFF2w&N%GaweqFiRelCQG
zJ)C#*w)zwNsKcb4rLXVt$6u<qenu<vC0SjESdRBAb{g*jcE_(tFK)Onn^}is$gTOc
zbRsL=g7QT`5e5|Q)uVR-O0_0w^|9}N!@bJnP%D;+LO6suxGqIq+YbeRO-UI@ep`Xs
z8A#Ng1Hr8&kU1gy?GZ<Qg?atB&bKDYgQqg=E6I3dcMJ2890hoI>C+<uyxn|{U3xvo
z?PgAl#UCJ(8KY4lDB7nr_Xq1q^$SjmZi?pkNz``h(U-u89T$MIm=HeX-acY`iRL}%
z?|MOUAdvs>&{(@mE{}6^er$EywD~pZ(_fzt{)|@Khawo>RC3L`2S3L?TdSV1C1$P+
zW=^V-4G^v-VC@Tg?GeJXPj|n~xyK46smuGM&!aCjJ+V3pq{>(aF2<#AgJTR?XN%vm
z7++JD`N}llo~{xz$jnsx;w*<^>29_wYtOesX(Uw(MtJ)QR_6?PTRMYcq$s01s;ODf
z%dBj~?k>xfDJ1HXvbC8`zE5sz1~n__g+gS${I+?iS3;QkbcYzJtYh-*igF>Q)`7yX
z`$Ofp3u-mnyPT30<Vc4&qdu-@tXha_&D<eRfj}{(E7koy1ZL)K021fuYfAe8OKbWY
z!^Y#n8vC3dXUHBq)87>J5W-B@%6qcUW@`=m`l*9yn3$r05UhmcC{HiRseuBGw_nEX
z;tzM(!~<5+oXSMvA%b4gcaOntwI&1H;tDpi1~OV2e#Uf}C=9%;kW17rRb=)ekZtxN
zAQh+W>A)Y3DvFjbiH_NHrS84E_lET)*$lRgpLGJ*1CW_VfsqtYN^vm$XYphPb_A#S
zj_ifw4xC)hHwqc=)57=2;VR-~<W%t#x~{oX@bLcdGit7=Xs3f^{5X7*m?~JmYEGf^
zCv}xRcgRntJ(Cb|#G}3AdwN%E<bXR{Y7YYHc!!fM4-Eiw2p%EgL^pH&euszVdxaIs
z%0OsySNk~4Ng4BY%CA|2{OMmnWSd*mX<7SZo_C}rU7&<WZ~f1Oce43eGW8gMt1#}|
zyrj3%Js6S>CRD$Rys`39excQo%g-Rx(Pr0$Y7_=#)dXNqwy0wfsx>#7-S)?nEJ$Bt
zBmuTe%yD}rb#TrPz$#GoS70i0z^B3s8~nOh7e35>+Ftpc(r3AET3Pa4K(m<yF%6Ll
zbvB6%ytpHc(SEc-wfUu}Ws25x*C|t;`U}g`&67PAjylqzG-N$8!#>AW>sED2TDoF<
zR{h$IxEBR2e=_glZNT-1n|65jM#@R5enEG3+qTA~_+7DmrCwc%b0b~zAMSlG=)X=U
zP>QWiNT}SpgDJ!F*8Vt~=2tXhQU?lgEe2F=<&unR>oUy~tk3&n=v2F)J6^AOcwSOa
zX4}MRPlqnh<ox91wbL#$@e}dd9r+YN%_J;rSay|R!u85P=#_!*)0L$W^comlpfloG
zfB*%2D?7{GAzg{<uVFSL_bA#(3o!lzv@p=x;NSn3Tz+yg=v{#h+)?xvhiK2qTc6=T
zL)U=v;$Z#~$JuDviRc#nIdO9OFP0V?3^~OtzAE!vTQA4Z!ENu&pGbA6tI&ho6!Vr~
z@`S2%tUO0gYZ5^{mMFo#gkAngOoFM}PuY5Gv1DnrkTkS%B?A)B6Da`{kTh2Pqa18H
zao`35P74^zgQ{5o)l_kYZ*)^lS9Z;na48<^CH|XoWmP<tcNIoOvoYx$^VG+9gx9M9
zphL(_6=2OJGes(BiEr9|jb<R~jv;}A-K`mAgB+KTuvvhL`UZ_PCH%Yl5_jY#iZwc7
zZl#5NhR~Op`j;UbIkLMsm(1o>5-+pOQh(PVAxCp=)>#^G%S6}N6o^FQ8)xfQL05q7
z85p&InjT~C#qGrEsqde5A5NH&MM;&dbTk8}{|D0GcN9qt!lK|l@(3pOMz)I9xFq@*
z><0e<_ajm+8rFY(oK)d2*c%7kr7}|Jlr%361MlaX$K^xe(%7}e+FTzo0@wPWZNBs9
zuhLl55{%~FycLMVWi#)}18;1Yr;L=BLD&_jtt)v$5ace+{ybiRk=ZZceHqDM9|b-*
zzuV2sUwjDwCGdaGGcNGAe6{}-4m+p7Bj{;bZW0yW8joW-F3g*qd4lGL)561h<F==>
z_I`ldekD{>pB0UWD$=&}85J7Ry(eo~7%7{CNw$Pa?B&z<ls63JrP_2N6jS->UzD|U
z3Dx8wyIC%*%%)npI%?AP=)F2xd|^kEUvNo>fn{YBoU@mD)g-_rRSblknX8#?9k7lt
zCb<BnycS?H<>*!!WLHK$iw|d!)9g&jbMOfZMbmQfX4Q3Q`k-%b7$F$4a@#~H`qH!v
z^JhI5ruIg?cb>+)u{^xIfnmeL^|vo*K;=ZM>eM?DY&)g1w>X`H7;ueCl#+hRuF2c)
zNEcpBUEa(-Xjnp(JzOqSZz%#CP{6JRm@flBBbPtH8oUXk3jjxG4{*r<OFbr0l^)LY
z1Dbj}`Md73xFpT@4i!ZF?KeY8DsTSfEyKEjoT`CH1-$dvB7fHKHtw>&;dI+fqs^=S
z;*&f1`9RtbSgWsyui<{Cimzt;@53NrT9qcA=^QDS1ssf|1}wI)&2WAFL+gxEEfyPw
zk{ozM^V&7IP;sa}yDoPDt4%7nPA+Y`OhBR|5B%=`J*yFujH#@#z&IL#MJ@pL;MDKV
zHk9c;VXW5ABf#(Ii7Ywsi-ntc&72MYgpf6q)H@AZ1>gFyboyVd%r-f*ovu>TWEo~x
zKZKk>a2ODR=exqfB@r`DT54`0EKXN{%C+#!`>o(&%sH1Te#$}XlgcWam>H2nDxaR7
zE-Evqs|>Gv$($3eoprF>T?m}P89O`nRQ@}~qc@JGR4`~Ca3oCto2(L8^5B{En?BTO
z7Ns-k+Y8js_Z&%iMH<eGLHK9zwp6}V-8MDE#3qF@%4t<kFtgnU36JMA*S`(^ZU`~o
zR5)RStdaLuzI}%o{_Q6<ffZzzVzEKk8gz!}0_pm>RK;9~n=00d?CmWx20npX3OExG
zVfFy9eu+bgpU~IAnPC7FGXO>cSjS+B)zz@?9`&`Y%X`K5{faws3Yx$Pz9y?p7@T*3
zh<MyZE>A+cMyJvI<v>Pg!8$rbMwWZAYs^r(XWxvocm0Q_jWuJ-NwZTpL-I2fE$OLS
z=bvICUPt&XK04zHK>N(V#B>He5eSx106S<r{MM2|Uo4&;VSqHdd#i;Do)=6N094?^
z=;j(Qv%*kiFmFi-Z->x-b&)iTC&yvh#$`Q(3*$bHyWo88!Sqf!LCxOQ<I^0K^`#IF
zjCJk0OKmJwfz_<<{$5tA@<t2x?-iq^_;5U}1P3p>)Xg<|BDI_PiK8XOjJIDmxD1-z
z3DzN+;gk)&-zA{x-Ik&MP#qSxM?h0)YbdP)<lp?rYTEU?A~3fZ%+v@(w+eX^U+;DM
z!M8i{73%=*P8j9@t|EsDjp`aB1((~($0)pi`9R&AyQip2y6ddR#UKMsE1P>?(53TG
z0Mk;<gk1WYWFx(t9`7)^&ctE!NcI!IV{%@0fx`U$9tujLOPxa}N~>wM*~he{ea${}
zW3M-XbXzHkRI8xNGq8SI4;;eppF|%r@nq^jDHDxJ+6(OCVdJ*4b8J38ELQQXE{7Q1
zqDpYr+P>VGhe<*W)Yi#e`(36ye%K<lDj~P)-_G3@a)v#(QpOr_*>sCoAYu>^3sX*%
zI&UT0QX1cf1XE~;$p^}~sS+067cyoYdW(V$ge@RQ!4O$Mlx*5YE$6OF>y-HZcdhq-
z%~hIkUJHPW`d#mEF6E4~WInoXvPS>MR7UHh#Z>jl62VyDas2TbyTpCqO!|4ErZisa
z8_9)GI^R&dwNx9F_B$lx`~Y!=at4U)0#%z}rNg+He+P+69iz<RKQ@(Ehi54kY;$Y_
z+Xba1fBAA4`&Uo>xdV9%uw&M9&X=&e6d#Vs7d4mhvD?NgO^%3(+os<396uI948<c|
zWOuIe)?}yVA;)m>m0Bg%U!=BJrS-0=Iv9$~1FeI8n${ytjNEfaT0m<l|Mb$o^HW<i
zL#)$?%#y%}^}0vDh%Ko|WR7%LW7c~)=;bbQo(X}z0+z1>Z&A2tOF%xc4_0Z%^<kx<
zk*L0YRpcJ@ZdR;&2Mt?EpD-$<$+g_O#z^`|M|uK9vL~G3&n1g*=kgNEO7G^+Mqi{j
z>{V>{-3!5G-WM%LYTwURF`UdhJV|R@TqrB_*Smelm#4%3l*l9InmS&`ZY&d=v5hO<
z3&P}vp8(PjI4NPSQR<Kfx0H#aHQG0TKEsLzAR@N5OmIM&m=+h0-S1x!&##1A7G~+&
zAet}SuV_)faxdoklL9<xa&-mbaq%C99EL+p?ARgQ8X79}z2>+4xtFpe3LLXIqwH2c
zDibbT+$nq4nfUn;V@eFHfbjmrmmMQ^kbErz*`j1c0FzH@hEP>UN0shSZ_-ae0R<@C
z<~E9YLVkiDK9`jNxKQ*F+9*DJ*FzI%07l-2Ko+f}XmI14(BJu~=2=R+=u4cs?Wyu$
zJZHCE5syHa#R=JBg&Ir|u3QaV+BX$l3`=L=@ZNY(r4Ag9^y^%FXY=xZi!R^$Nm=FE
zKprjVIqsAr5%q<28GU4;sBlWXOewsk4(0e34L?8sNyx5Irv^Y_C~Ih-($Mj+Fa%^F
z_%3qrnGTlSqwC&T^;iF8muOfuu7x8d-Ia@u`IwUmh@mOfL7Vu51;nJgyOA+bn^uNc
zjb(T8@>13}@`+&%IW3D+y?I>$3;Np%8v=O66)lS{d}{RVqd@?+)IRkau6EuoZey9&
zQ&eW65LtHT2;-ma@6XC&0Hp*IxWO6=IFb*^;I*0#h!)y_c@{`HQTiV{h&9#%-s(}y
z(|TO&&X%6Ky`1{7ZBfB!Bs;XbX<59NQvtIsrfx7;Ue1>UhTYH*<7RNo;3lq8jJ4@Y
za-A=+8EtL#;537-OeOzGlA`8KvKJ{djx?RSbw7IR60~ky2K~l9eP(HZz|>AYOYfmK
z88Yksy2C7uMzA_0RU3|#=Gcgm4+$d~xNRxCQE%8tZ^DNLHEyGx=lk;>m6K+a_HBL5
zahZ7A#5Sq~jVb)>wf&DmS<Kl`0vzj<usd7IOG&lOBX~qeqyDDVBNt{wm+8V(xnlrk
zpA;I`Sl${U+o|Q<A_QT+I&x(??v0qAo!vjbJ6hInwJ+Z(3|b@S-&a!yV+@^s^O!$9
z)KqshirqRd*9#0EIcd28z>ZS5(<S;@JIC*zZ;af3lcIRG=f5~QB=&8Rvd>dLf!O@G
zFmLHRWDn%uQhAzh$Op=V?VJP_Bt}oPvpdDYUyT7F&mX&ZG)}`DtPRBxp6mAIEOKEU
zQJ&J)Q2Qo|qb5a)1-Q3Zz}x*~IK3lxbyr-LFnkQO+S{gn(O~)LFNKaf97PLUBmok+
zhrJN{PJmcm1kg(u&KW$1CqOkr07zOu2Ojk7Cl6E!15^yis}pZGLU0USa4g1|Bco!9
z9mv`$ZA!PX8Y97+H*L3Db-niKQCY+T9ak<g%FvA}xo<6{d^GZS#<JOx1SQ3ewZpT?
zNu^A>rOyS6IpX);mXME{JPA{L<=V6ttB~H5CO;7Y0TBZ4x5`Q@k{|rr!N`W!@+%KS
zz?Wu;Fnj41t!S0SWQmu8wv=-3dO%KrE>FuQh9Ix|%jrrAbExf-e7@-o>h)p(HPb82
zUp;K_z<5<;(R^=*1PT6lz)fw3p`)*hrK{^E)Q7N8AXFdIYr|r^o$LH&W=jf<V8#~b
zX#@_i#NhQi9WNz@pF-rGRU-mlF<(M`{YmJ4I@wo=dqxZo5db>^7~$92Q_QB7(|(jO
zn$w|C3_QJeY6n*xQ+6>e+P4ESl0%DpfqLR$YU6u#7Uv;o4wVRPwU&^1E!uwcHB1jM
z$ve0wJJ0D*WPm2Ve*^CZpPZLR(YUz!Zo}xq<e~RDIPd?V_IPx4L2J+0pw-=`D{=ER
z3<M7@gGK}DEN0n4I_VJRM&0pgH}^6Mf-J<Y^fqW0U!AF7r5N={Q5tuX4c2C;q1>?9
zJ*gXg`gi^J^D0)gAs7A1AUh%QfF$IL!3+dqH2I;t(lD%$`NB~vQ#5B9y*~ub-kY-T
zP<|k~B%8zqr*i4lz`fgj8Ht2S-0oEg0uvJvhCG61qqQ=qh+usgnOMiSC$LTF_jtTU
z+g4LF_6x1$8burc=X!p_cIMu5cDlL!3DH4?*Tf~b;EJA6CA~!dSb{`?HF}wS<ODSn
zbxF3ek|%iY0ync7qx7AVmP8)kd)2zQQAaE^6`cxvgJYbWCLX(&gf%naGP*9khiC5o
zjyu#AYRyy4uFFzbxKRFfJzSZ00H*X^9AV|>R}`@)C<|~$2155u(wz3#hg4Xt)pCs&
zegXb4q5SH_u-xp^w`lx<nzx%WT3Ue)@1jbIilQa739CNby}8EPIF<I<4E%S4j?a>V
zQf4c>ldZ7gS0W`98F)4wWSC19tvm5!|8#)Of%cT?mlobbmoM!(F(-zYBr-xV^WtnV
zK}g*_M*S1#|GwwmR0v@5hwxWCEMx+DhxIM6A&h~sp!<b}s%k$M=GywYY{uZ=AOuVY
z11U#KVKC$kbUJSCU+&J|&$QIl)Uh8{F~=vU$q4sGhE@iZB_~_7=v`d?rAZN;FYftC
z9n})p;nB9z>MY%1n<{cU3r9?<eKg+FwfkYduw&BA5^rfVUp<MJ!^p<hPPG=CE}mbu
zdR1~$`MpXi#}YX40g(@I*$A5#)Ly+B;ny7(0#G}^CFt$z1BN63H;6bT2<f+lL>W+c
zsxgYN<dnF{D=R4#8T>Nv6yGjH>f-{{uw-tt6D>bKmhMzbO%N*GrxN#A9O%Et<HwBT
z_hAkw7-TB;6pN>V-(Kl|udSkG*Vg~#Nz})sC61n0QVLAb6-HT%sU0rh!+^zlaMu&q
zM}6I}&(LXwg-MeJWr11+{9aL4_qBE^gzZZ!QbAuUyL>RYvD2>-3Q_N|<`fO5inn^E
zIF^wu=Fb`j;+PE)2Jks&dBPls29YA)8Ucx+;f#!_1fui~OBTvon%oR3Uv@$~bp<1`
z+7F%wKe<#b^IhM*LQhGVjZ^@iRyV9Oo*ELfz~x46S2!(P7z781K{Ol3`Yy9ctV95)
z4+=7XX4jm~%x0ve4eJ}!Kx+JD4MwsN<IsQg1>J%!MNrBhH<5!bz6?L>Z)Y9?%ZE<;
z?pR!xI5ZFQwvEQpf$UxOZ0a!|$73{JLn8Uf+4)%4(@QF|s5s-_(($R}Wx2Q>#cU9;
zy)boIv$C4xW4CzuN>#O^3~30kDG;^`l9S=2&Y!b08}dvu{@A}v1=2O(&YXXm;K*P%
z&t7jPk^xuNW+bC@bG#WB4?td*Q?vs&7=^~f&Mh7TbmWWuADLQyzn=Wcb<h^y_d?1k
zCte?{bVR`ROQj!A5b~%Xm#&w^F<M#-xDd?o0KP^6cvvkvgV*LiI9mX-0s*S8&P0VO
zGoZ-zcIdt%Di(JZt;?!(#OYsSRL)G*ZGVJ@M-~m?RAV@j01qN-REf3t#|M{C-1<r*
zd1UyR7kq(rPxR;piVua4dbm^ZFJ#XL(n!cE%((c0xp)Zr$Q1@3arA91MYShxeUKT@
z$Ss~FJ04P{JOr3T(@YI5^G<9oNQj8sbvy+VfxB02sxh)V3C00^!hV?hkI5#3E0YXt
zq9i5&6_omIUl7Sk^r3-Dj}jMoYTxE8>EjoJ1_V$Cj-vBix5-8g&a;tjqtl3ITAb>V
z>k(d7>m@I^bQJ84&ZXuRD6hX_3_^@%`?adkSG7Sa5h@k`?+s~o+F5q>qYOKEUVvC5
z@6n`|4tPxwx6Q!P2zNy-Bo}y^T1=^%u+u9a%V83EMpQHXbvtME>aH3$EbhRhU-4wy
z;%q&b=tCK^Z(ul6<vToq8bkSA5w#&r*%}(E_O16Scv&*^O-D6(^IhnKtdCBBTLQN)
z(K^dU^K_2YrIAP_ktQ36WGwkJ>ZKfwY2(Wxw~tJLk2551b?T^aaS+(_*$VmTSK>=6
z>_Yw_m5vj2+2t)0sr)*W*26B;Wf<&1E{DH18eDG<Ct<-}lCIhkJl*G<vS0p!QSt6(
zl6G&d2GIa^c&9lY+kg-a#MAj2@b1M63y0pYbO6Aa+4)_HVKKnLZctC7iL=)oJr>TG
zVnX}*^Jk<*Cb&wynvpK?_MVfwN+RP3-rUOiH>0*pAMO*?DMcqgYav#-*Qe<63u*pg
z4JfN}GOTk?rf1dD>|R_$3->s(YYyKLsM>29S1&KSd?%Fmu-usNnY`$)bA<pUAREkk
z>EtH9o%;nS5?rD=Q(;G*MZ$-A5W}FW&+T9KJhU*HLQPbV-cJKXS1~jCLX#^7p&>7l
zuWHIC(q4QLJIANPN771n0_vWP!AF++vPv?MlPSU|u<X%&`Xn2v2t49rwX0tpcEZZ6
zeEu?<w8CdAHWx9Yr?VRO>_7Evev_+5MhcurHHE?zuk|IN)7BRF(MEP>yuaN4=DHl_
z(EWf<M<Y|2ESsom0N+?cEIol=%*-s%ZZof0W2Z6{!2Y%PZP;{YSRC;bhFSCR{7&)f
z`PXUey5W8hF!B+DjX}W(0Ul{lSX*10bA?5vR(G)sEjBr1>1jZ9{G*1%Fp!7AU_vnH
zJ&yPV3=a!-ZYTJ8Hcu(fVK0!LLXN4!rn88-3N6ICxzVHig)d&F;I%Ktk!f>Tp;>T`
zvP7U%^L~|;&7Q2)w((AIW6$3!Bj{yLw5BfM((`vI^|o^Gx|`8Cx)p|94B8>)il0qC
z1$9<d<e(YI>8K414WO62Wr;4M(}~J2Pu+R_NnyzA%)HqVIdhaq=o+BQM>07l0H=^U
zFrv5Psg_jwt+e>Dq3b?BL!4gIF`9RG+hq5bdE^9L=7}7KYr07tWJ?lYGnLhM+b8p0
zVi+sn&CRJK3nduv)M_#j?(MC1GID9Y&uLe556Bq1bM{`5wALG0f*ikK-5UJM)K0|E
z<?E&jKbT1ULZa5bf;D5+r}^wqMXQEyxTov9r#25slG8JCSH5As=VZXocepXQ;w=^F
zb)bvElN@P$JXc3ii&p5}x3~4cebYtq_%hlOY3(q)kWouZYuhV<agM{K?)&C=Ir4_N
z(=y-%0s>Hv3TJ0Oa8dy5F*eXp|HR9BGM9$A;#ebL$g|JN1OS49Dh2G{nuJj^ta?RN
z=vBeyKPI%9rm7SLbNHQs)9l13Jpv$8#{nh<VhasFJ1DGqyj!4<xZg82UrMarg#Srv
z5n00Hc#1CZ;Qcy-QLfpLH>+*jzivUxNualvzU4gQ2Vb>Wikr$Dug9b0Lz5dZkU8R=
z8p`sOQv$k(rn7)&c|_-z-8^NLasZ!z`#>(32(ArmT&!~W@!`cTcz!_-$QEFb;b2ne
z0SscRtQ#Y}r4I+s6M?yp=f2snD?B(4@~m)k{d?GB$L(Jwz~aOgO2pN2rwUO?q7?6i
z!AVvlP=EfNaD8@)lS=R^-Ddc6LrbbU{uU%yPS~sWfGkBlpDQL&d@Oprc>Ud83%1MW
z*8}lz2Mf(fK%O-TSWOr$z4{W)f4|a-iHV)CeE}jIWjl3<-L|A~zulE|xI@lZq4;|_
zb5%JPJ<e{TenJ?`2_(P>BB2*P9P`>v<lA{+HU(M-P`~Em`g0c6TMiY>-aXGiLASbN
zr=Xokb!xD!U@`Wlw%Ckj54)2EQ)uFW6NB0>5-LjhWHUo!N{U*9d$Tnd1{0}ZCXT|U
zfImDxbdf_``bZA*69SA`%;=`o<=zaacX#Ltmj-12yV7VODaFwHZs;2z;zXmpaX6Es
z5J<=v&z-6?Bv8?@et#+Cb%r$2!G+MrXDAWy7x`K2+%lA~eMw;s`;eKcuqLN6#5hDV
zfU4taSYOCVK%~h@^>)n-cvCflNS$>EipgdJ$kA{Jliu4%wdd~etnnu1EB7FYOxIYo
zhF7pe4+0g0o<&=k6&VwTH#N!%ELA{@5XRsD;$#ms<RV1CU5$BB;2RDm1XBQO2Hu3>
zmL#9cO7WgkQCUR|abOk%*fRI>Y4PW0)GTadyYq`Khg`FZHo2}3Qvcw+i7Q7O<z%>d
z*j8SKI1UPw1wtt!3WHaxgB}M<S<q3vU2H~27!RHT*n`aONcsxSCvwVItSit-TwW(0
z+PJO#N2>&ESve3F13<14$Lk$rv5ARg0PGIqcL18<`%E+cXQA={q4*^}{jU(`{$Pop
z$IWTX>4TUJeqqQXWiq3PJ0$OACEzK;KryONFA*>$@^)T8vXa)6tDV5^Mtg>>B<a6~
zL=bWdMx?UkP3#aW<-oAro>S^qO&<)d6Md=Grfx1F&DAW2@!?kfkZKldn{}f$YnWFw
z@I)GxXt6a>I01$h0R{T{?lm7*xwXXo2v<5ogG^WeB5Du}Rb(<cPk)e$-5)?Q4@5m+
z!9^SBFxWASeF-Dx0mvlq8u!Eacs?s|eDc;dEj*ouT|aw2D;3+jROrXxKO0~>O?ku#
z_V$S?@~5OP3`&(%Onlv8@M}?CVX~=JmmI~{Yp3tvZ+p^N>8sGy;rSj;IaPXVu2YMc
zt%v0f-3N~i2EO{@3bObukL5GuFRVH7Ygdh@_H^Is+7q>bGaE1#fert=wuZQuMCN5B
z9S9iGH}i`kHV;gBM!+=L6%=3#z*@(n8EziA#<FtKSA|uMbzKi4mx^!A%;)0IPm&(P
z*Wukst*^Sb&6qSuH0nf;e|mK%8*BR8O9do}9?78XOz$V2i)hT8-4@Fv{B7Z#a`?4=
z6v~=mY1?XnJclX_*>uGX2T)aa0KUTm%>zJeAX94gXNPguVJa0E(i*Hdt+jgW0yX9s
z8-&z7VRLhH?P2D@d8*C-f`+iP(O6aVCM8DFIg?5%FOFv3$8U~q2WdX>8PYoVLL!x9
z0=ZGHb``!vT1jNGvnGpi;^C`aH?a!^J}}6~6aF0eyb0MtpCT7B(LQZ-zW?u<05C#-
z<TC>M`9?;7)Ev8SVN9j@-HGx_0$Hg|Fl3?dJ)ow7FKo!~!4czFOxKuM0^(Ajey~Tr
zvJyrW0kfC}r&Tes>8f1bKHd61Xx{l}b8xMi;TX?yiuKYcX1+$4bUgGN_pU4Wilfyn
zuwdJg%vQ}g-`d@qKL#&#eK3Slh>bK%Df88sNqoL*;8F!-7NGjmExb)DkC7Y%7`>5V
z*%-iC{K22!z$7l74{M~gdpon}Rraf~8=voqQo~sTMb^`^6LZJ`{NU4c)i%1!)jF}r
zJQ$o*1Sd*{QX<hMugy_!9C0H7>3#S%))acqb!S@#6IGw}@lQ%Zc5S?7%hXkY|JuO>
z&2uN6IiK6H^nxEn3dHySKpbCy@R-kF#}OG5Q@Bmkd50@gZ!`M*RR-HI%mNNn>x1#*
zq7C<Nv8;6^a5`T+ICSe4{?ts*E97TneHV0GAfBfxCjBWI3-PEho~!4?cA)fjea1aN
zU{kMr2pagz?FA97?l0LB<Z{%-cA4<Mk8wPndUebFYLo#DzNc2;z72KANn<y@S~K$<
z)>Q_wT^I%$s^>&6#uI{gcQH+P^!9ZE*jB!G8Q|2fr2rlbSO5gES2uC|e~=d`Fa}kD
z-C6)b7Mql0cb25>u2F{}3>mX-w#s8C(DQaw*1TI>arPi5fis+aZW)J;mlsXkD2IY%
z=J83#$r1=Jqu3xkixu_)`N#`bsi`T-U^e~|BxwMKQ%BhVssa2Cpe4#r@%djK3|H??
zy=xUGDLa`tuFrW!JAP7H`)y6GaZOAWiHYt+IN-xzHxV^$q5O$};UJnGt&BF>vZJ1*
zjQ01Z!(4=Wv?gEsO8lY3O-;4LT2r~@f1Q(j2>^X%HU(OWVVV$IHNXT_1s@Oe7`DUV
zt;qhEJ*QN3LfU#<VX6kgZ)77YBkG>%LS6?u<`BJkK0O(<uS?0-Ue`^PYKmdW<M6i*
z1Wmw54M6(CJ`l4JJ`5am+mKt+`c$9@%NgBlV;;N#d~bY!VFeylSh&lH|GBzH$d~`>
zrf^`K081W^!-&peZIP;k-{&UGhXyP*G)jc6O&Ko%%halyAsgG@oMI1ja=wf3jtUtx
z!w!$Q(V5RwX5TsHv-p|C#8ou|)%#u8*X&eHka0G#tNp@I$W>iW<R1hngM1z#PAx?{
zR_dsi9*kEpp!vj3k0)<#2BLO}>2CU!Ca=1_c9&UdHW{%yc5=4-OWGnIdRy6Bj5VsP
zAt4L4D$phQj*%}QIt18r?EZeH2Ej_4aub>T{RCiUvz0f7#uQ-mZ-wTp2y}O3?oo`n
z5K81QoO7`FMCpwCmIK!YHu<yo9tH2N4&T?R;CKyp(=RzD9}U}`w_2ognC1YiF7jV6
zf=W4F4>)KT%o1{=1GJ1afb(AgBK_@byMp2CU{1pS+5mY0$DNt$FVwlb?o>nbI8f%7
zx5Me=q?B%!3tdMGbXix-QZn~-rL2)!O>X6t1y0>~US@OJ)fGACv&ab@(ndV*t{Uhf
zu)A?S6ga{<vrCVBU8Tnkn}b}NCp9eQMt+A*xZ0d>@&=alQ5zgI$0A|i4dIjbj3*5-
z5mwts@A^jEA-9`73*$_1J(|U#v2L|Q$3FO*XzNpOPUci7njM`$=C<TD_gLlV%l-~5
z%MI_2Tqzd2j~DZYMQhx>*VmsOQ2`EktkoxL?wkcIr*tA0xQ=L*F3+%*NT(^##xrIv
zs-s=(MqDw3g6UGg(O!4_G^ZO*@NCZf8rbA%K5~nQik%E-%=RFIaN<%FmgYhzFYE|#
zpX3%Z7!F|B1^c@#Fe=>ul-G4oy0qHQrk~5d3IwlE*q(IJeUv>=?9RjgdM7&kWOI(#
zFr<H?d3G>r7HOEZtADw}Y;5HwadAyTmEN&cBM`06VwO7O<ElGvg_<lM$o)%Zlz@{c
zgrY{3eA*nl67~gG3>NV)-+1d<Ia`miI&as2wR(Q4&*m6G$3`8j4L_rg{Fkt&0ls*_
zZrR-X)Y5i8H}^&;_mck4<H(zwEQHs9vrrtUyC{80|G|lVy}wiRPrD^iokrHX;>^RG
z5?};_?E^mC?_m^B-`>eD)XlB;xIm)XZ109#yolm+zDcymv~@SdxEj(3<+EMC49QQa
z&aX1GlGlwuQvLaiG^}^fJXi%N1}j#p7#UI?$Wx~}ThdHYYfRv3Jyk*h>$gxJa|i&M
zfN<cu;XQ!6(avoG;&ku+C5$8ss%rn9!8_Og$~+c}Kfrcm+8wsM^>bpz{O|fHm(Q=)
zzkg4>ey5hjW_XK=gB<|iPU`uh9R04BTw>MBUy=1~ZS`D&rr?@cfhWXVe70)W?et9l
zBkB2QN9YZ%+32fAmqDto?DlYx&G%C^T51_jogb%$zX<ooaH%HdsahSBbo*X34A%OE
zJbC<r*lEBDJ-g#>BEB0Opr?S21J@v=nljQzHWK$U!;900Nm@4JuQUu)4DB=EaTf}_
z!BxbeK4TvZx>}_6J!*D;XmG+i?&L~K+hB0)9BQ0|^Huv;AIqG0yga^|Z|s4FBU$w#
zNTKzN2=I~>yXw|wRKa!<=5r^29y_X2NM<+|e&#JVZ18+06AO7>{jjy)&~Z0{7KvLd
zbIJCR0%Rp!<~CWBSPw*O*gQM^*3WC_`|i&uo7ts4b~9_YjqHy1Yu?T=!$ySWFG!2E
zXzqPE!mfCZf=<@p)NcEIV@O>D_8aBlF*^@a162jk2m?X~QAfzaVXI3!@CNGWmI8=y
zYi+mAe}jEwKs3z(buX{gG&xCh%BT7{!DS7rF`sq6$Hyd({Kxb2ffnUFk)UXsDyT@+
zjizdyZt~;>kJqeNLCF4_f}nF*6<^;@U<6bN^hH?fJC62R+j#lBW@${YoBfjA2Xbsr
zXFg$=xO&M`uN(A=FwyGg-<m+~0A!6|-lfb-7L`D_4)GvTpqPQd@Ku5n>O2A87M5>@
zVf#3;ygwIB$iSxxGse)zi1(Zf9!<nw56MSXKc3^@Yfx-M1CLBv`6Yu-SFim2tSux_
za9RkG26GwJ8x18NZp07E67O@g<6it}3s#H0?4v$za5<%jPp=vCp)a&P6P;Lpr7@7J
z7D=((8fRKX%(J$cSwHWTd4yoj2%8rQ9e6)oKP^bvqp*c$7Lbnkypgc`^&s5pQg?R;
zUG`Z9;5{pRjl7{(Xes)gILo{aH$#GctKXWl1w0a6O@H1b9w4J+J~kwNv`f9QdSICJ
zth$v`d{;fVPyLX@y&N<lDEW}J8NNxtVy2_eaVh|;*(=~J*Ois2?T!VkW~n(78Qx(C
z8-cL!QtIFvS`d8$i)ji3adu(=rw(INg4j8e)Z;OXU05FrnK`}}M!|szXXlm^*1G~w
zBCB0zzj8yier`7jbV=6Eo6-dKt{oCbH(GBNdfG3seKoM;>Z#R}N_b@hlA{)Nnll)g
z#+*(mfvxuY%m`oXd(8D)iDqqv#h<I|FR~%F1f^D=NGBT$IGyVl1!_47l5oR0upCk3
zVhR%il1?tyzQGbuL1@d3mC28)g5bxy(<fBwlP!!1uB+|&3hDXiyj47%D#Q154f2rw
z&=cY;f-D(nWU^-af$XXBFLOo3uHK@aWMa*#`XKC~v~6>?q$0<4PS~{WVHT%;v5qRp
zjgWk{y3Bk1IpB6qT^m(9Av<BC&X5Vv-(I{tu*7SLpqq(uX!IS+ovt*^1$N_eI<w)b
zOu+g+2jtN+fZv!bhe}nN>$6%v9_F|6c&#DTR++vSZ0hmp4LA-_`kg(6M*Fip{6;N-
zyuoi@0I1o>c$8C@YS0@OTSON9F&s#<`CR}0iH9F%yi#LEKXh>(-8x)w@Yd#4`HaMU
zweNZxFl7t0pF!hx6CXDU`7%+Pb0mq`l2}6)wxjx1EkFjv2NG@s5O@L@$$o2bFJK{;
zoWs}oSca&;MH$}$K&@E<hjz0Z<}#;|H<M`{^APRq`QKM4sLA)k>^82G_XmF0QF9-O
z<O&q?aaJ4dtZl7Nrj8xsupu7C`79N&6webEam(T?bG`=L2fUu<5^!2%wrk=H1;Jr3
z&VB*qC6(zt7Mv6YndhxtJ^#${8x73_RL0K|N@h$K2MttVn_%J(-CjhB9UN*$iJfa6
zdxI8S$e-@-ECS$*3yvt&!W_%@{Jcy&J{L+E9Hy@zw&Q0$tF^R%5Dng(OkylK)MXRW
zQ(v9B1CG3;_!w_Gz3QsXn=>kglq&VU;2R<KV+L;_+5E-`#@aGDb!d%E#I1U^u{Z0r
zv7@yoXfFpSd88l%q`SikUs;bb+4x`Kdv-QD^ZPUF&)m@Arp(XSLm|lj-SF}-h2Eb-
zY$_@qK2Ii*<{T<JW1prh9LwkyBg0<$(au+(z|k+W!E&>+W%sb76Vof4$%U@Q$XD&^
zbdw$K>nLz{WVzt<a&e2BMLKNF!%1XA;`v2!PG<fzybd&>0XYNfAnRg#U5nGr9%>ev
ztZGnJcZ+%+E{5;}S@>=24LR=G4<dX5nV%nwf-z|kj`V3?`gpi?<I8}(;Lbq@wVJMy
zgm*IIa>pn@V$uu@B3nV`Z}zI{44Stzek49IFwDv_x?)JXK(bw$UuZ0Q(9k@0A9W(y
z^DixgATL%TTuOLGmTiwEZxX*`#th!z2Fb&~6>-(wZGo?ho6W&Vntkh-ojHVzVFA)o
z_#A#mo}8SBb)tem9}SSc2E+e?rC#juVv4v^FV+(<^K0qA3>22;0or_47sTeLLx^_D
zFJ6vOklLpmSTSTe@jr!!hxLX%jcm-<P}w%=Cy_TVjN@SFYj^5U_z2cTaAB%84_@oe
z`efTR1j9YF?&H=ycBFxF5NIquVzi3kQ^SHsU@0A?ipT4aVP1svx*mM^oD!tp|L%yQ
zmg&}f2E!o}7B)$!#PiYRVal$J)zpRywxx^X7@4de31Y4Zj798hiR%`|zY4~@7LzCd
zxxCwKiZ6%XgGSdG5Rsnt<kq>rnJSy^Ebj4hw!1r`rmaqU3$m=X3MoaI&1+3K3~OYX
ziMo(qP398~?GP_=3JQLqaa2@VM6)14A&35hf!?+F3o(jt$MQupmu)Au!0`Ip9!QZO
zhEE!mV)i4R6{qf~eQ*vD0Eq^m2LBAQ)LM-mG5d-Dg$$G`Kmdjgnu@)qK1)#`HtTYZ
z)684!zZ){@KbZ-5qQ~;D=+#`Evgkv_R)THFifi?y54VNi|GAr>ik9^BnT4aNP*6;q
zkRCveFs*%Xqlrn(Ur9f<(<-y4jrMU4J24cgUNWegH?1RN2l+j8!U=kxx=K~k_t?xD
zHx78KQXyvmbLI{L1b=mHQ;MDc4G7!pk*|QX+d5R@ucdlztVsVzxc$(DcwDO5%0`=P
z>V!n#bUVZ$fl2$PJwOoT8>lqH<KPmQBP6|aZ!sq=qv03N*B-<s&~6Nj#mJcBy50PQ
z=aeOyPBfb7(T62ylD6-~zUJKy+Z_j7AKKl8ml7tt$7nH^uE2P1y+mx3Or8;51kLxE
z1hjeo%N;779=x?9hb^Ad6val&DL%jbN1QKa-^ffwywJQF&I|<voE~yPZcsRktPU29
zGT>GUBS`|utncof4`EwkU$Aj^f24}rkU43$m<jS`$>9y*Fi@~1+y8gqt!!Ek%S3=F
z@3MLAWHO+@%I&!`83uOrAeRQ`I}8B_gpL52-!FgP&iWtaAi4RUKkOFzeO@bl@TZk`
z?j~`?aNuA~7BAeVn_}W&Go;?`_z72#^}&rwx-e>xl1>8Q$bbr`j5PwR8J4$OA%8lK
zxz6WYw|C-r(Wd(OR56<c_2*dYk>a{b%j|w{Pf>GwqDrb~(+wy}I7}A7L+_WNH@Ek$
zx0VNX;OZb(%ErT^tDyM?9ce~C>sHSnD~`Co_4|EI8-;Z~lIX>8YMI03F@i%O?iuPg
zRc3HxQ8r|$*5FN}B<>+HxJD!yG@3(7aO-qo|5D;CZpp<CIAGAGR{n_wtiGBMsykGr
z4dn0*|1_8g3n>GBsr1G7s3`gp6G!eu5A%hqucqb$PPi~K+14L5o?xN3B@IBl&7_()
z78&<((lfuH^M10*huZ(*Kt8>4MoJ6!dt%5_v1{Q!KIgw_AS3Slx2e=Hf83z+iksj0
z++yZW1a}TtE(QP)Bdj6*N7@4ha*%^#{`EM81ICPr9k+c01P-u&pV)cN8}gUoRi@I=
zUUH|s#biK;#jWUs*jQ~4Dzkoxf&DvSYeTWX0Yur#?0fmRx~9QuUGi9L$kZoGthGK$
z3W;pFUuZ9)>wZ_Ek)5LVVH$`(j1uV%Y@YJG8}n?U7VZ0OGs<k(xKY{}I)?_*?Ky$h
zacz9gtVnZ}Zt-6yPBNp+!))?Ft!5dmCQ;Op4|e}5=6Vx{_|T{ahoEcrN_fQ6V{X~y
z-^bd3?E8HkBd-HIW*K`*?Hz8R-d^qmwnA$)-5ZZ9o#6WiHCQfrk#q#d3dqYT0hSb4
zd>q(5pHGTE-mbMj6UtA7%)-HUljqAcSe;_}oxL>4CJp5GW>X^*ECc+?494E;gHvcD
zd_;_L>`RV-6W>;JBGPx)rfGGWDYA-55Z_aLBv|NB&Nq9~Mh$2c6qJZ3G{7od2A1*%
zkmAe}t?K^k)S4`dE(D?Xq}77)#fum=A0Y~%a1&cjSX3t#9<|iUIjB82|6c#M#V_se
z?}vpP7&SR5=hg;g-A`SovE$*Ck)~3r4BOtGypR7er(f<?Q)%IQ{+z1I#xE|3ni#4)
z&NEO^fD2aq937S@!>&l18Ln{?i0N(SZIn{<=y)i1_sP8^YWCB99f(sn{%zjj7_0S3
z!3`uBng!h9sTM_OL`qfgGYE3yQ<=s}T#Ln)v9yYqzTCj%!}(EoIl?KSN*kM)@M*#H
z8nw}UGpdYv#~Zb>!~(4+XI_$bv&OC!Y=uYw<km00ed7U^B@JWdgZI{2So`tH`{S+`
zVq@8k=GxY+wqd1=ZPz<^xD+9-f4)N#$Q84BZ0u(mZHAh9WaN<A&26eo({|nQjK7iq
z;w&8_e}Y-iT}kEJqM|aWP$LA0uSJ@=vFaC9(c6x~HvWEJzp_g14t1Uql-B=$2&-RE
z5U#ulBDO^KC7NB9UID)OnHR8h!Wt`8S)i8=a?j|1(p!EMTRiLOQGdGf^)I7r@lhhA
zNO>g_#gqG@wDz7}db!A({=qs{LCtm(1l@R|rtoobGu3XD^z2Qebn^HzI?Ru}*&KI4
z+zFSciRYsiyMR$uM#HhdA5~cisHQ0LS|pd#7V3p!(%tt|!&*2!V^7*&q-(Y5uKBvc
z;B6*tx6wr|?Ap${C)_&X!&etn&V~ulXbt!*F}ptme*~ibQ;={tVuYO;3i5bh8LY4j
zth>vdu|KDhfWR<j*vuUzCEueXMFhwKtz9mrwROgsAPV9Xd=<~5>6e4v2=0X1;{FFh
z7|+?Hv~*#KzKfq<y1BX0W+X1gTinfm-F5Z%I*tZw6p*ICx}@f&sBs%6ExbIM2@m2C
zs?D26zA$GONiy)VfjlRh@1gK^OLkG{!UWzMAmRrB78^R$2op!lnzF${%H7koYfXeR
zIL*~f0>x@Xt~cjeF+5Ph?s%<i2q*?M7=F92Xk+^AL)fZf<~}yxoXp(Z1YAp(<csLy
zTj53b+zf>La_T3^aGw7t8@Q2St53qTki_u&XzAI52TOX?`{%#F5Mb2(u@?D(&Ke|y
zeF%Po<SKTJM4FvVyXzORF8$r-{mtJ6POSBU+C%VG@l_%-m!zwZwjamozFgmkTNj%?
z_m&8{6t0@^`>Y6XZNoUO;)9%@mN&pX{079$&<+qW5@&)BX#@#e-iLqGGrgPZJ?;f)
zSRD<Owp^F1B&n=-8%y~d|7HPi#~bt(aN0pLv~SVxT*lGYIz(5;b|QOpM7L^Zs+lw7
z;r0b}$eHp=FnR(fe%SM|F;d=^$JwTSpveL|6EFetQLasrLs%JC?aNKc>CVVTk@EEP
zR2o$Y1$Ij<uwp}+&J%KBNnRn)M?qlqz+r=>83X+p*hSJqiHBlf=;Jv!V3M}j{cW?j
zcxT(T%$v1Z*B!I4IkM_cWOaDr4}!bD103<e#uwZMOPl6KiNaT}wo2=Qt<R4TEyzgB
za6(*`WzY9EgP!AkTvvA3i67bh`l0&!8BGt~2L}=m?||XF424%z<<_e;QUkGYoPE0O
zO<?j2_G0-Uy^QC2dl>U*sURZ2XL~0zms!|v4T&l#=EKEUa?zy)9*^^H-!e6_!tLvJ
zlWdaco-h6Dv@iWUWVML^WpY%Io@#qSSd!QKzyKsdF|t!5OMPTg1DZre_4fR$=C2#&
z!vr3fH;}hoH<B3Yg%T09`*}jZfuW+K*{)8hqx+`sM?z5rEFLyf;lsv7_UF)>ETLOP
zFy+xG|7j|v1(NDoyy|S)+=(cAF70_tIL!P{k&g}*a>33LHa7yftY%XBuiR_ahE@AM
zX2a_E;Y3%^2(AVsc#sGAh6H7QuFeji34lZ!VOCBSbjyI%O%hh%gUM_M$W+Iq61yq+
zQ8>g0Jdym7xZ$vPcUXo8Svu><<pQTxxj*BHKg3F?appovU72<fm=C_ORiPsF54Fsz
zWVgOWjOxt~6lf9jm~$$#{Zf(^i;dG_26!b?!w!V*e-PIY-De+^R3|L{OsHhF2BU(n
zvJQMPFX-q(b}<==e}Xg}c|a2sa=&24kvQiuJ)#ILbMQk)oZ@<CV~u2jtTSW&Yylss
zmv3jG78!2cj$L8ylHxgT(n}>}^&eaBO6<uLG*_jk^q(yeuAKU3U#~+?*I&54?(ju`
zPW<zW8P=VFLcK;W<_l_eDbW}&N@&y^=;V<Jk^939LaFJ{Un5KZszdInRYLuOP^?r(
z`z$&6A0&6lX*u7_MRfam@IbwBUQGjyVf#|dPr&0C_ND+i@P36F0UMIgRggdMU=I>)
zltl8kK-It1b$_&;#+mn{ru&I~hW{I4D)t3x<+bapAM0uQY1gH@Gw}^{*Z({O?eg4E
zBwNp3t;Hdg=Xv6rOCF0+1w6Q2f%I??x458>M&LBa_;Hv}(viH9jPJTnI1t*tY_pp>
z@UTYQy%Nt_tBIi7AiJy4XB@n!Yri$g{W|x(=Xt+*msiZ^)y|c03|JN!s&fbk3=nSP
z<f!`cB@ToPX3d!eBq%ZT0s->`XUMIJs>i*&3p0F)=0P+_2aN$0ZW1!a^OL2zf}YD|
z(ZZ46JAZq_g1(8~)lhtg%dGM;FXuIUdKz;KT%8OeF*f}fR5!M=sBw&1qG>(pF{=z|
zhd;G!r-BwpWSV#Ly_aI{ErgyCcU_cn23-g$XffogdjQ_c*|sD!Tl{K1Nu{<uy%Xn;
zFSm&46nd|$xv}hL^T>|7hbcG;kF_t~zr$TTg`R&4m&L}XDM({0c%*_p&3vmi5Xyud
z2?&2pu;*(-JPx<ghNVE8fT_7b(>RgjBPns<`2rGxqpA2TF|EIO0xo4dUB8Fv(bKgl
zMaZJt!}XW)o2%xofrl>7LJ-SkuN8P<EN0Qy`>DA+#yG@{*XQw^S~Z&|3KnGw1T06f
zD*DVQlblj?F;KYiMFEvCPj;TE<3Gh-Qr-fuLYWEMUnZ`f3`#yVBx}i{bBJH7atL4Z
zjr8?=gWq-uNk1zdK$XEnGdVs`;|egOFI;f7Di(-+aYEr!bF)K0^SIX6NI{j`8M)kf
zCE;lGlA~>h4rX%GO}}{qOC9gK4mm;G8Y>ttPZSNSgPshk{tM`qKE!m+hr95Si<RiF
zJiq%UIZI5FXh0r$q&(bs>*2RE(Y^XOXKn?3#90Bna!nUMYI=Wv{}vEmd^>9X)Ek@f
z=_W+->6y96eO}4LZ5y36xCP+Ht8#sT@Zd{bRo}VTS;l~&T|WQ!{3`R%i}y)hcATdM
zAG#lQ)t}DFMd4b&y#KZbC%EYM0gD9B9dc|4)U}9oL9hIkzrfW&yLT+y?Eq(R57<m(
z@!DYrcZX=w%2+5luEGK%g}3u~?eAwxkYZ&Ta;N6!hk<b!W<8Fp?U_@Th;|KH^}V8$
zY{Vt!NxKQ{LFo7LJ*dGEx(yvhQbXMRGccxaMadd_g5<dNk}9V)Ilz{^guY+{q+1MQ
zfled{k?15ij<k~XEf@qSw|>~~&TK}r{D<)JuD)RiueA`Ipw70DUA#|b$D>IUoLu|G
zsc_ax!D}9n;(+t;{`R<Y6wJe0SEKjA_w?YxT&HjM9@ydqu5}o|mMY+Y`|bXo5VY6T
z?Psfbx#i6Xt$b`lB3xLwrgG`)oi;PiPLt)khT5Ct*E}KrOrC<~x^IC0k0x>j6lfAa
zasaq_{M4s2tlmC%$U|4SSPPK4%hsp6{g<4a<)x)jAy4Op<b*UnOJ2l4nPTN;?B^%k
zv(nU>fh81!PlFzXfbMYhbT`-i-y?K&<$Xma7|)w15=($HpNaS)N#2fr?bGq)e^2G7
zE6yKD)vQt(b-Qb&$gJ4{Aw*O9d<2*%H+ORr>!~UnmVmn<dij?qH)g*L)=GF-#R-9B
zx6m0Gjg(6UpvO?(3uB9|@up>DIDLduX8br7xX*9faYZ*}9+=_DGF&eC=)lo=@md{(
zk{<4bRR3{<g{py`a6WA87br2YT6o9zBIHRY5xV#c1ak(567^4hgGaCq0(WaIZs5ri
zYR5%4vF~2DM!oMZy1l)<7LeG~x>NEVg-BDIS%O94CBo;z5K!8hc+cB_v!Wq(iUcwM
z?y!XgVM`YCY@Zv2S>UNWQ2I#}<O?Lo@hBTAN6KF1eGem0<nfcEB#55V)Hi!2&k*^7
zk#wQ76O!v&9V1Rwx%+|9V19OdEkk{)_Q-l`g#YVR|LLu2qQo9=AfPa>gU;=uO^~q<
zDj*+@0gT}UxGZQObEAg~lj%S>O8i<h`Ps*7>x0O+X&h>4FE#ca%~%trg!IwZhT0k;
z`6cC5ADj5us|}hyq^l4&?DSn5cG<%hY;(K)w*D!xKbi*?7V4^A!+3W3Y}GRm1a}Tz
zA}4<x>sE!ZL04hBNEX`$Oe1a1HpEFJUD&>T`=+C-o1)6p;GEmo$it`hslEL@xb|R&
z+5^H7Z&xC&{ak0+@Z*qdY;5uZ&xQjJ!7)GzAFJKJy*}{t=7;}1IT>nW2$Q!R2Vb`b
zu9GkSsg0vZgVSOrBxfj`I0u7(GjI|cK~no{wL?!6C0z<yic+K$ji$lyv?p0^4$xEn
z2wfk2r7~}~93%{A$hQ~elH(w2tSUU(M;eso!!W%c&{JiDkSJ$oXK>5BHZ)Y0mq*^*
z+{`MAOG^bx35vSzB1VfGCa^nNOP0l61x)2_aPZ3q;fC=V*k5$wVd1{8#t8`1<pt^F
z_;LNA0x^`{Bp}#U0Zm$>@C8*8F%%gAo=GjIAH-Px)Ka7zz*D3sX0wV<B6=*bd|V4N
zUYG;k>KHb;md@9!E~=r6o>OWRU``#`XZdv94Rr$yXO9KvX18I+Os7nb2=GV^xFl@*
zSwjqYvN5w&%Wj}g-5EAmB0t<He(&<#1{MTLn4gS350|2mGBhOB)zzJznE@<j`?rpc
zx_hIhc_ti+uCA`9=3-QXjcnk*Xf;U;lt|idL!$-x;b&*=uT)gNR8@T{E)E0R%*vVl
zCES;cl$4Zw{QSTE{ZrS_z=@MX7;QxF*=<wjB4HrG#7|H-y$vLZ)>85?GBbP7H!`Y>
zj9q&J4&DwhpT0IXyJkL>{IYKlP?Ut3k7(V-{2#!j*wpX7n^Cwo28MRH_h&zlhVD$j
z5(1-d@(BvM&i)ZZWt1X}H_h@w{-GIie*3_5e{vfL&It&}{dM*W3VkQkF+ZbAR2b;A
z!1Vk*-ur?0@HZ6`$v}3JnMuq}lb)Uq{+LmLC^u@`59HmJT+*i~fzZu&raqd+YE!Wa
zpAhAg{rqmd*|W+toj7g-sTP`=Rm@+HNKcGm8A`Rawe9Tg&fAB8oj3VOKqn)DH3%pT
z1WVnE!U@;r;|wDKO=gK6-vULB%!MN4Hy%jQ4mlBW18p*W+vi{6)?JjK4E5&r{Z`zs
zzf2c-gJF%Ho*p3?_*Q9YX+`^Y>LlN+^uKd`ShM>={gQFl)Bk^nddsl5nx<<McXxMp
zcOM)Agamij5InfMySqkkg1bX-NN{(8yTjR&_q(6-11=I6X473=vTAj$06opF2G&%?
zM8#6Liit3(!ma(fbz4Bk_IJH9kTW$c`TqW>rS-wUprh|G9|%ymxVXz23(SB|@rlvV
zGDg{DYG{En^L47N8die>QI^uAD&mI9e*Vl3>=q?lx_7iR)xgMR>jf#&K%6u%7*kP^
zfsxS!Py`t`IU0)U-*y6Q2e1TvHvVqX!Tl@L!`{;VI@2#;isbd}Z5<#&EHVjZMM5ZN
za0FWO`~t4rzmt=L2itm&aRQi>28^5!Wv*&AZHoi77&GDsV^YE_+Peok5xj8X5f>X7
z+mFd8BBBhmqTn`d3QQEZ2TB+RSeSWN2LL|{HRKfLx=Ey{cGRk(pfEy#&xV_ReX$pW
z%(em64+3;5cEPUO=?Tn~CbY__9a$eIeaDo#1$dxcU`9tleSI?E^zy}lfItGwwHn|9
zW~LW@`(`s$yZ*Fx2j&laSy*^HTYYSQ{QHB%_j($9(_G)}j|MQ3frOD3n@)KHoCz<l
zzuvmz9)U9?VGPQCI)jqNkH!^mTEKG;syPuO$!zN602`#E6o$2?R&!l>)T{CSy(9<0
z$Mx`dM0|ZmNZ{%u2e2N%b!7GT?;(ABV1@xmWc>Nz>ftK?O&J7&2CL6@J*}Q;17hib
z<Ag_YB0jQ&$r1M#%YQkxik33gl0(D@H6_;8GOl1}<I^%G2&;XM&q&LGlN}wktj53x
zm`jVkLjuEyWj(0z?&&3%g?8Hdqwi;TDDeA>ii(1VOaP?8R3O<zz4t&!0M5ID0wP%Y
zQ*bxsL)0=L0Vts&bVvh;O72m{w;k7wdhBIdX#+B?4j0+gBwui&VyD<S!m#ic?bGzx
zniiqVKy2!vx<qZSeX_N_?}1eqXe_kRy;xkCno?VFSiXgj1hj^uWUz#Vg%6L9SsHm!
zf&q1B$fA;p3T59eF({P2jWj)n%^yZDOzHa0h`_M(1(W?&;1XOj@WHoax!D^UL&S?T
z?{*>bS&hSs0cQ({=tP&=%Z)8SucR3etND`s5bzkr;BNPbZ1`zd#?}Q^mH~%IUB7~L
zuE|?O4M#X`Ja+l~=|!ftaElKoigoDh4xrhC-o1P0lntEz<Ppi<ez(=4XfyGbZ-Mh)
zHr3brP9^~}>H#EMz?sYgklnZRO<b*>`K8xS2-y{XdX%vT7A>6IPk?{b6&nbC^gu`h
zOTjAVi{%3JOBByzz!Vik$o2snU04IXEfne3;I#3)(A}c`=^5U222~MMM^_yYyCtea
zfoePcE!z;VcbUqT3CQzdb=YvhJ(6ttOuXlFPCc;r81X}%KwHEUP_P!bT`<c8;0A!)
zyLiZ^4Z*BgvC)gnz5{fvyE#zM1U4YR!Q|<zYZ8zMgliDr48aEebZ`?(*yN`$*lXrn
zKf(?U>X!i4V?QjT2usG~PQ&B?DqLtdP({s=r->LarNKg+IlN9tHl5`OS4Oob7*rv6
zpbvM0Md)TM&k35`-v<6H0tyMSw};8uxw$Y49q?HJCjrkp^y1**Qu=^$Aq4nSj@RFB
zIZlIwD?kRd0#LXY8pi?g@}bZEPkP3q`ZaSvL71RS_pQ2mAJ9jq%T)p7Ykxw1%F4<D
zOKO5g7L@0@FWoka<|6>X-KQc^-C+jUU>Mo1=-+BoAmHH1g@WzgT~&XcG=WHfEIwJ8
z4&GeyZ@D<{`C}-~e5GkeTYV=4c*TI(OuImpxzV`nz>Jizwr0r0%sgVw1$GEyd7|0C
z?0Bb>hWX1Cm&r|FfcQ|n6(A@MmQk^*?nncQDuh`cL7*Wn0FZ(HofKqgVlXyE>?1p5
z$_W&>qu{LnOXpQC<P$it2IsUhD=Y1KqT65cnKgV^{<&eQ)NxCGJ!2GFwv=wQW95%4
zfGZCODlPsFC^&upzQsq`pYUh((=yu}n@)$9Tdl7E3E56BE>h_4Gvb;_u_wpVmVK~N
zG5W%5+xkmfd7c*%1I~tChZiqAsVfFBk%$H_8kk9@EOzrv6%z#xJSD~xa4CWZ1;G%*
zmh~ha8-Wl5R#$tMfW=UhngbgJb_e8d_d`I>hzy)Y5lpEd^Z=c?0id4l(u+h_gOaWd
zPE<G5nWI1+Ohbrq<4#4{r79)sj*5o{8;zPhVr$h0U0p@sM#{9C)z{zMk<zB!pDpd|
z>}t{TC;8=5j;pFN#Q{U{yx$Cut~T<$(OC0)`UI#*1CDX0AQ-K;js*fpxLxynE){@Y
zC28mLE;}?V=lRKJ|7>6areF3D;6IxGe*a-@V^dgHm&ERO5e-HR2tICHmZlqmLy*ju
znpMQzpwb08J{pcWw?v{}{q1a7WuE|3`QnqoB-UxKup(<?a|m%Xcq$~Q#(<-z+NEJ`
zV3MR*8m8ZUq>9>Jg{-Bcv*@6;`qK6G!VdPr@gkQ9E_-8)t;Qz+k*ytQi|G5_`~iej
zVt@$}z}o867(*JpUZ#6qjq`u|{=KNa9((fYYjySdVtSntPzstBUn9rdu;L$84cf<c
zYp=^Fz8l6N*ZQ~P_X1m<YXyH#fu)k?R|V1yX{z7~+N1gJ3#m0M(X%STv4C1Ox5Y1<
ztnBOupbYN;ia^xvW~Xg|<C;ET58<PRRsihr889&*jikWXSbuxv2Sy++>ZI2w6~hcW
z#HC;@H}e0b0tbBtr|C1QQkbx<<RI`#!O8y^rU*XfU@z2&4g&?!{G!EH7)2V3MbRd3
zgcO6S!^tOS3=`ags>=ZwsgF9?Ifa^j>8`7g>^aR=L~VEQ+5oclR3hzKgZEH7*eYG!
z3u>e>_I%Mtt;8qbGkF^D@13F=nyZA(-R=tUXnEfimz0<Xl!BeUjxVkr@Mh#L;LUnz
z10E6dr@e2pCQF~uo$=rLsM!m?OimQ4L!-+8j(n%Lw4yI+ToN%MHzoxONCj~4vza*p
z-T{wy__3C`81U)9^9@ZIRonT#PZ}`~vtQ3A@-V=!nwe2=nEFN#0K6AuwsRtpZP8CL
zVl0A}8&2@yWBb~S8Y)$|@E{P!4Sq<L@fTjzxi6bbtLo6qKruh;Zv25wJ)4>XDzH02
z=JxT8DX?&X^xtAgU5rQ~a8gv27!}xCll?6G-ECWFJuiot@JRxp2b}uwWv`m+b*&pI
zE400?8*_a1nZS*@0qoagt=$t;RR%CwB=>x8NYxo|qT<P4{;VdC>;(7|E25Ghg$nFt
zn7P|w&X7mXPEFN}vXwAG)}j9V`P1=s(F*t<wF<b-hHnnINCOhzfBbkDvl0uo(18vb
z@%HxSC&2gy>~EAR8~{%w+yDz6qRleMT-{z*AAVO`(9)8LNiBPPY;uh88=!`(sjK&b
zqr`mItJ{Ro5laKq4>fx^meDPM?<zU(rXqUt@#Y2mfCdEfZl1tsR!ph$Ve0tfxyfg9
zt`YFKCq~A_MbM(jap&2oyTmLH%P18I8Z$nSod|EYI$Ui2=rlqKm8!MdZe>f9hf$k+
z_H(!3|7kE=t6T^?CGf36H6NDuP}2YZzrdKyf8Syd<N8<4{rfov9CAX%0H2VOrD{2k
z!(34m@QcB}!?e5*W>_vFH76`PyQ4n*f4}OOCk5gG0aFEe!X1M`T`@~@!WhI$qwz`M
z|GjWv2$xnujH+a~h%gnQ2^wP4ecOC}dCN~^a(hVYIe>E;eH&;M0=Yc8ZL;+%oVxb1
zh~@v@(;GNpeCj%A-to`N1t;oAURpV7J|~MmE<$hRJVYUA^g88CZyw}LKHs(g6|B*H
zFaG`N*;}vHWPlu*X9z(5&uVOJggg<k!_4b2Jz|sp@2M9886fLoNnBufK6Z*)w_R^7
z9KKP?pg~MJ^x`j(AKv2KMzaLgv2W-`^B;)-@}}EUAoSgF{`H+kJ@);v<juRTjxdcM
znofX!xLotLt7Pnr-quxW?EAy`f2+-avy88???;>|LgqYIBe@*93>#p_+K0b{KWWp8
zpgcIy9+*OAEoABVdF2_(r_eY2SU7te91fiTe+ZV955a)YzerxcZfGuBxCPg{UyI|m
zve%#K!c~>AzH38SEZ^w@vFhL6M17J0jzdWulzlY}1b-I{w*Vo;rdx3~Dnb+K0{)~!
zKfV|WL$euS=QKg*`-R2B;734$8n)}@<Z}z)Y60X4EW!a?adw%O!LJ4KJas(7Fzh$l
z*US8bx?6J~GOqwU_Ur3wM<8Tip4;WTKKP%{+QnJ@GCvPRe;hsy|9=)DRm+(Iu_((l
z+T&EbaEPzKm#e($7mD(+_hb;|G}aMGa^JxZ)3Sg<MZ}I#))=exGfb}y<L#g2<xxQN
zVbtjDQ45I6&DV8Gi%;!}N!WOtIUNFlXJ*Dpsx-sy@$?^cq-vgLN!-;^wmW?hSKFii
z_~5axKajt=ts~uvZy2kHW4_+sS<1!`TqLd&|IdVcKcWotnG#Tx23l2{uP!sLIE+oL
z0mEPtW~64JA)0Tw#=50ZjG$W<Is{rg!Sv%};Az0)I-dV(brsdtCQ|zw4kcr=?em^)
z8M5sg`BYD(%bVTHQneHG+L$<;Dvj-AS8TD(#k9vISIv2x?G`^A<@*gT*Bb)}8L*?G
z<PRMHRPuj&H3xQF(uxVz@=e&Q6>JXp4)~Ui<Ray`o9@NgcH7b+t1+A8p=Iz><B9rj
z_0^8Q7|R{IA>nI)n;d@E#pIYsp&r5B30N>}6rM_JdIIIc1y6F6D{LZdiM-Q$z3%!D
zbJCg{=o(iyF1MSN^qW6tRW^acwGR|jgKn$w$7}yR2hI`rV3`VUL{j8+V69ewe)Yl_
zd92>|g>UF6Ib9)h27h>ro5FO^Dx{0R(0_WOZoc_~+zi|R0T(Dh<b|i8=B}8SPa5&f
zQ$E!W(Ng@F1_cYbg?t*F>XBl9wtgWDWxlS*D2dUH9M>~4UQ|($;{Wnu`3k@&SMmPO
z!QjL~JMBB>e?DkI5PTk2&WUSQu|&K%WsON@lpwElL~SLx9i7SXU?a-p&U1LJy#&Du
z=l)O2>-XE$x7%5ERg&}bouqeyci8wu1(X&M?QRI`%DM0X*E0mKiOmnN0-0YjvBZ&b
zCDs$go+rduP#d=Q@J)f6Br7VNH<h2k;#e0zeg@9<fHXnQGyA{eizESTR9OQwOL;qn
zwgZ}61WfPAz$m*k_b<+8vl{hD6SzlMd4j`%`zP_!J#_zj=r1cy@cVwAuC?Nfq9Wz7
zc-4rJ$IIWT5jffKS$<*?@`y?m97m%pn=#@JmNSg!Neg^oNnEj-mLb#;jkaR#Ls4eX
zG!nlE+4cZZH!#_<`Ly*&Z04!tKPL@D)@9gHR=FsetoLEpSp7tk{UhU2vnVKU0>{@s
z2wsDRr>+r@@$Vb~aOynw%rAU_aNLLYicYKPIpAk{@A$Z-+j4Aw+m<;t^~DNAYszuy
zyP#*RrF60h=2M2(x#eGW({{s3_^S-%GpsWBCOjw!7_PR%!kj2?(jsk<AD1T&GVnLP
z`o4{i^Bat^Hm&pm?fCZOvz-5;!xvEL<|-P(CcFec6NVvs>-!+W6=H}!ekfp^a~bZ>
zJevN}`JWtq&mP~a&M(R*mN5|aZl6OPnv(TKCpNj-vJ9c*iF52lhf*i@-cZ}(?2BTW
zr0{DKrse00mJL9L0y&l`++umK^_kk{NMRaK-;i{r@IR0V=DA+A$Ty)vFh3Y|x-@PK
zq{nUQtv})+<FnD=Af4n8m;b-@TR2g}OE{4b5zad}Z=3e*!&G4|;IzLK2@vD|wmZ-m
zFVYgTcxC?&951`#3X*bj2^=~)#DC!E%5n%o;GrSP`<;=HEB#F~s%uAj2`Zd=8X`d=
z`A@V%3U%e~$MPSHhilP}wlqXUNf0)eaQX+r=<+Ma%+EK~{-q5Ksp~JNU&t4Ife`<H
zZUAtTXxb{YJ(ty{_i|f{<IuM@Sz%>_5J2C7{q4*`MTG4aFvM+SX9EWX>B-eN$RFx`
zwUyc%?kgMw(~ziKgJt1JP{!2M*NfBwLJN;MuIJ9BKzLgsG3ubh{Nbf0-97|mOMt$s
z?>a35PF#Un?{ky)f3Z)^KE^;ZpdDz!fD1+*9-aalB2}@6oq!j0#j3Vbp}$8*h@ny>
z0J8ze!0odqZ0=<@bdjg7XDIIgTFX_1Htv4i*(qXoW#5^(?SbR47UvA&mC_pwT_m4a
zwHsc%;L6nEd=tB86NOM5uO8thYkxH%%3ZqCUd^`yS;0IjOcWA1H*@=og<r!o-;2C4
zDm(C2Ng%DQbyF^<(V-j%aJ3Q?OPhhn)O6VTzYsTWksb>PRFKEOUDAKGuIFB6@a?+$
z@+WYm3%(}`*4qJ>kJu^#fuYFwSSWB!e{))^A?csU0%wxLSNws<3aDQv3!eTCf=Dn7
zNGtnh&V9oIm51-ysj+?Dcc4At%-!$uN#wT&nfMr=u`Tm`k6#1H4*PyeUjF+w)v|@p
za+BI?cDaGt*px&UPUn*JTX&!-t-vxHjCuqXVVqb{Vwf~BaUcW$p+o_YL?&2~2Iw_<
z{HW6TZ|xVb+;xzL73g#Ofn;I~z&$vv^HY+5lHyL^Wt=z1eaYq+cojHm{A_GQt4py*
z%-RFZ7T-(3qb*tK-~nYR3(#01voscg0N52-e-^7uvyFac(dZL%3xu{xK$8!~naDJ5
z`0Xk-Z}*|GRFW~)L09d*v?zq2Kqrg{u^5?PUuqTE5UDFxc*aZlD;l9!$e`oKiyu|g
zgGF%w@EsbE18vRq+3M2sW&h6^Minktzzz>;H`wByoSc9yW8f3eEg%6#RRSQ4Z}uaa
zMozf6*Gj<&K(MAt9&zkNq{nG0U0Dg>!-}oQrdIPJ+Wa0ZAEo=#lr<p;p?2&A?&i}n
z*)@Eb((vvIWXG0{weJ&TNxf$Gb^QJxEhEyY@>HKF{o~GeMm7J-Entt+ph`MANCTFZ
z0wtFL3~0a?WTJyNV(#4CbrbpV4a2O%_#E6n8f9yXk)Y`Id#c36Fd}y2Au_%$JrFG$
zQ{_GJ4LlM<tG=P+m}=-H=B;Iscz4)us^P`})58B-=IPaFfv>30JoiPYlQSO{i4Ox6
zb^R-K)YFe2KfpX>pt-;dz~-V-2qiVszBdR~1seZLs24Qd7YPzbdjPoX7k~~m%M7&x
zV3xkuVJQRvf}3U0F?(roblHhL{W%?C&TmPz`BeWEG0i3G&0tM$N&ffz0A(?=p!GdY
z)%DuW%XMN3Jjw)tQD7nQ{olQM55$k?!QYt#9Bo-Gen6RX@$vRi#Sj<<;Uum6B`cvv
zJaHrQe8NN#L{juQ*rZ_bMfx=)Ilh)rHUeOsnE;w;CW|!jyh2nmTzI%i>O}nCk!s^?
zD}?~s3(y6{#leq{k6X8ZZd;j3ZfnnWRVy%tx$F6I>*)W=4}Pzz-BDy-2{63?s9GWi
zR2}EGtu~SH^G~<G)#q>h6`kzGPC66$dNKGNdh;anSVQYq@IEPU5u>Yr^XPhh0pU&*
zAy2EuBga$dSX9R9GUS&jF(b_<^hv6=A`By}ugtVwuCSH^l2c;%+vNGM^vKqZTciMk
zEX=-fBdx)8+D<@@j`O*AnnzsSeB|~yRvyrBY_I-*=`Yei*#fIU4FC%%85ocPB96{Z
zdR&?2gE538e)pTiB5W84YPz~Y8|!5UlV3G}QVa|=UhXnqgun+d>-#-kszPQow1)F*
zE)HztHPU;!ZyMu&O*ev`*7~5Pc)zX`Jeg_tmoW+*;)iJDY8`)=Kgp}$nFQypG?mdK
zXKZXNa8gZm@WeWZsW~7SXAUfRGpm*r8eY5J8J7Rgcm<E^@Df~w41S79P@ek$;QdEU
zO)lHt3~X)3TmbrONvD#dt=zXfHPwAsp5F-?q_&{USh=+~H!^OKHjNHCa1;?dAQ-|9
zZuB&i^r(39nraCXn7|hyF}jB+`8|I`p+uF)5ci&n1KN927x^NcMAh_W{#-^ZIE5{%
zanw)$zk^JU*;WAyzAR`4T+FcoKHxVlN7=z&?6)3OL2vwGuHFe3f2Lf2nD`<9K&%So
zvtV>y&j8vS1QY-mC~!a}N|~zYbW>hMR`XUahr>b<9#dsr-P(Yc`Zz;Df2uS2=wmAi
zJ)W3P<TEjq!Svi<_r#?XoN{t!<62DO)IBf3Ot(wRJw0?tuTi@%{q_5Iio7X~;A9}-
zL`ci;s}a>SeH==(ec@DbSesjg`7etviZ^gqcseMKXVWDOlbYr61KK}V0FLhy9#{P1
zNA%ynwnRik8KT~N_@o|~-Wq2E$G3|lD~=r0!PqT#f3&``vhN30lMh}+FV`CMM0(GC
zz`U*hK5e=;#<ROiH$?W~S4s!ZuhGI%SX*1;;|!@WxlujFnNMiEPhsDdxcein(CIsB
zP#I~aMUN7Gq?t7}^xT6E1d*f;M<T2VnhN6@{aFiIkw|*42SuSu%Qx|Dc*eU?Vr00P
zYiFyA58sb%tc7lc{m)!AYetb0;*o2$V;lv>`XjMDfyu*|QjR-csRf;XC$iYsY)+9I
zs0ii5Z#-|uZQq{he-v>)oDtD7nvF>bZH~WNQ+2sfB_>!a;A}TJ5!`$I5v?&vJLRf<
znQw^pq9A$`F3p&$i;&Pn=1+38*|`;57AW9NaG6k@5Wo6vAVN;3^)HQ>OMhU6{TPOl
z^?@uRf!&9Pzp}Uveryh>qEvs<3o|u@UkCrIWZf0qb?__Vk>yC7U;rQ-%)+2Z9yte0
z1?TSNrE@)@ejYAw{pE7hb#QxNp1muHAqqX<Zf$gCS(xJhgru;I?8`~wd!i|tuWi-U
z?R8w+0Pg|iGH4#t4I|=>TX~XHs+3;$opE$|Hr=V;<O!t}ZnXl^#ti0G!Xr}h=|683
zH4fCcq+{R<!T?8V6wuO+sXFoja^(SEul*It6F1)zJuD<tA8#I1sKA?*d>)Ru)v{p1
zIe4-Xbdf<6RT=JIkQp~?BoKyPZkT;cyc6PY6_RF1DS1e`3C0iUiH1JZT0j2Fwe3l0
zB^nc384hL^H(rf7hI0g6tnKW!L$Fmg04YfJ)3&e9h^2*U7dHd+xnnh*zdNh8oh~D3
zQHUGolunO~h-G<fQ4Wk|d2XLnP<;n}U&x`-`F|rZX&ZP6beYic4w#g?A5AZ~@mv=L
zm`BIJajei0&Ha+^WJ4e*fLgoxqtHFyo-)FK0XgEo?E2_EC&lt`X*dYv@G84(oh1u+
zy8T>FDx-(nQZR3V(ObD_?$fRd?n(QqP&T4jnd1Py3fxAIf7d9$fne%Q&Ur`;Zaz*@
z{b1;zZge&@;@y5fD#J5zT<B1(uF`6WL><pmYFmxb!j^uW?V{tc)F)5*?QN+irsdMZ
zXNU}RS{d$y&))r&JWx|3tZPU6Yu*sHDoH;et|$Ex5qzjPSDYQp{rScyxGbHr1Loo0
z3}&>edG)OHzvrKq(*ag=iQ%Kbc(wxrtyQDGA_yefwCYZ5F4W>6rtH1%e?2JV;eUGc
zd_H)k-Pjx~?03bL$DE*kxd2^%aH0+J?H~`p_iu@~BeN~C^UQjfUGmua6{Mu)kr7{z
zW;}kvj{7%2USYX|JF=rQ=Qp{Z^lJmWlb)5?xKCQYn~}_{&+{Ss8vwSkwVzAzj2HNf
zZ4-|>mJ(YaG^M)^#V+rz`RZeM>{!#P5~ZW+)&J)(m*ar4YnUG`z`5Ka`9yl&=b7&L
zdgcr~g@f~sUyhr36Lc+;;hi@Gf3;rP@u?>IgPvXc{oA09=zy`yp@L@Dyxxjc1De>J
zZS3}#FZ|>8>TOQ}WXqYkxj}$TA>0Y{0zYVI4BPI;lQd4-O~p8ic+>WtbdQY7MA@5=
z%z&C}->n75Gc$X}`PY%pI|<C*cjb!a7zD+ZcCTqx>9`=O4w5aIyfFWJ-i2DAh$cOc
ze5P9#7|ny*D5}o;)n7|}f7+E^|JfH;Hh-XJ3iWpR%J_Eei@<aeL~9l1@EyjxiW2WN
zk%}BxiPgMPYuQbL@u{!5`ts?_qVai)S3M9s67y5axpknSt>q`RsV7r86lk-{S8!?r
z6D(QP>1AxvA6rNaR3Yji%OLw*g_31t-jA0T;R;{$yB1%3R)%L};v95!V)CcT(ADgd
z!diq+r@5G~&_0(Nt%9E%U~fRh^NKY5gA^MvfRhJZwHMz1Hz>8x<-m4xCW_h@^O<XO
zz4{66tWkpIa66@g{)2&T?|XRiK2rWQB^iwn@pW&p4?|B8*KG6&N1KaXZ|Unk<uzRX
zGrS)%9L;e95n?iQCo<o(zFv2px3+0JkFL@P?U`A$Uc{qt?;06Vi}(@HroX0bTv!!q
z{n-}3_sCm%LIDpaI&I!YV`5_BdlKR;Mw!<|^04;8*c_-ynoQKc@)ap}%Rbwl=%tE7
zKgXs5`B<UvW5*xxPoGdQjhkG17(h4XMn}GL2+z|3(AQ_ji24Mh(_<3=<z<xyu!S9d
zav$^`J~V@(`9V7VAzdeWEA&fiLxz_$5NQW=_&33+8^eeuRS$Ct&wJl2RVu3XE6?(W
zMdzQxvc3yJ48HqX)+-MkDnvGO<#D(8<w8GRttG$u^?O*p-^G>w{aFX29Ye)Jwdb{4
z!p0&Y*9C5g5Z-$sGLKF5Yk9<7eo=|>`brkTeXmac-9P{8Dc{>gJ=e-C!#FE;5I^!Z
zjv;@`Jt*XdAH>Ykpm57oO~j^LaT+4c!NKxeEXbBV{y15|E?=pL)_u&XXof(xdfC7y
zmo~7QT9){2$6I(O2Pt%Gd&t`dJsid+?d-VFhpJW~;p}M~U}o8ZLBgU!MJh@BI)kYO
zK4MM39_aIH{>_0=h~epXW&Hs@P|l+IFDJ<YFA38=yZqIcf3ImHj=OPJO>Q&}vOo-X
zc+<x`MJ<4o!Owyztx>EjEs)nDJcPMs^`MF?<&##P8^WBH)R29Kn|JLbpc9q<K}9eW
zh+7!|Bhn?hT7&;r0#!8O3jF4Pgphn9m996d<|UzXExcph8Fl*(-rdW4ibRoL8xUUE
z0+i3n8)`|u=-c$)%y{1lqh<Fl)N3n^hpJA`kbd6MTF8I0nEs_Pwx{FQ)boNBxpsG;
zJEphN&xvBjlUreq_}Sr)Aiqpnh@x77nmugS9<uP5RBc%Ka1Bv3oBhYAd)Cs>A)B2w
z$z@t$wlLMggMaYgyz7)J10kBI5=25(XvbeziGueL^Ntos!dL?~K8V#{80&;bjO0j$
z_vx&C9^Uqx)`R2G4({y4pNK3vaSy1_0_a?xFOG~%#w&E5HzT+o=GQmx;Qit(CdEd*
z#qZf#ek+^%i(+M(ogsdaaQGDP2v!;393trhu0?tP%?CudU_GD8EHVhz0Crc1nImMO
zbhNBfdi@*U%ZoP*JvS!NQ8d}+4&pO=`l(?Ovh6TQs$RNC@?1=1%5E-_Bpk9HHe`>~
zMP+DUj{cZY^F}fGz2-*3n$7-%hs|?V{*LBcjLx7d*#<qt4)lejc$iKiU6I^jVW!ms
zD;{BIe=HAoJdWtH$ZO%fVE(3#UmNIAlfhkvCTVwN2wr5I>ouf%x$4DxVaM7+=nK_U
zDy}*5!LBI8Oa;YgmgLj=ZhP({anXXP8k9M4<n@4iTeyDMfi_IQfgyqe+UBCQSK;p{
z9M2qioa#?_J6?`NR+t>XQQu<h^pZwhZ-1=T_c{G$&P52pbi_o+*@#m4`I0uYz-3p_
z@cAOXwm!7r%cN80?aNuR?zvbVF?F_gqVlZ_$y!MX6Y7X%PB#Y_Kv5BUFpm?tlsEJ`
zr2X~lSL36XTQLc@4}@<pljcWuQYU!z5`>f-iJ!MZ73P!&oi387>I-_lohJ%mLDq`Z
z{0eRgTYW>dKFNxEiI%uxOf`|yV?JJt%{Z)EywBz>>EymUX6x#PyBWESQK`u~wqssN
z**1_ib(+pDN2*cPpp=ap9pb&yFZ`ME^bnQq$m}$EOxhAWx#S#CA~tOMh)iFtc&~=1
z+CWvy1C+AM?q^zs3mUZtmhba-sa4?x`AF%t9eoXiFWfBR25x=j887CT@3V_xgDFVc
zqvdc7#@0IVYmm9KnIYusb4Y^gJ>0L*2sM3w_o*LSf<fGm)?|e5gZQ^NT-)GnLNFs`
zc^Hw|-nXJdyldW3DzeUt9&_Cw)?g5_PWgR#cNOL`<hkAQlxPE{Oana|7)luUoJ-Gx
z(WFwFnzQmUQ`%(tY5txhEaA)&le+iAKB3aKc&KtG@%$G!dHye~w{N~lV7e2rLvtX|
zqK^VN-4^%^`WY8bTS}{6dr?#%3+#Uzr0`X^r2@b$C+Nu-?zX!@i?SW1_e9F$Vq9gE
zseK1cY11~5Qc;6*qL>^gG|eMOVCN~rY5bUK4oj0$wQ;0P2r+hRC7CxpxmflpNxAka
zB{#6l`0#Sc4?WKgo^dDp$!Y29em@XJv1#vDiDYUev!A!cWrvHLX7(39*FW7--g$<-
z6Izm0F&A{4manpYxD9xrUW6azYH`|q_p=rTK3d!n@8P7~3%@X@;-9a;V-@MquNnmI
z1r1Wvj?BQ+%xM6b|GnSE8*+1|*1hsY1MN1;m$%^V-4^}A`^xUVqHrsMN%;vn39?+w
ze(iHi{Y856NSgJgjIE@e;+lfR9y=aqaWc=k3QNLSYpGIUtz&_I&6*ifa{wDK_!>zG
z)sS#Pspd^FSTY-R!ZSa}#t6da14P;2k#UDguM33<JAJoc_6!YsQy4!8fB_>RH>TPp
zIF*h^-CII<dNL^d{0}2N>+B*Gyd4zEXb+p{i)T3<nU|p#zhi?rt;i=YUj|+JQ9nD*
zG`vw`&1C@cX!8bNNM(HlS$xcA@o#$88Ssd0yhsh7{Ra#JFWJo=hp;N&a9ed^9nhFh
zujJx-@x`E4D+cP*W;#5iHuIWK`ZaT7_U*l-RysVW9u|!Af1d=(gy{}Wk0RxChMzK7
zZYN5on<TMx)5a)aiKi~~V|X0kjOhn<b{+ZKXmTVI3p$6#c-jru5lv}7W0se-ckQ2z
zO-#@LTX~O!2XHNwu8;-0E<V2gc^RS{u&7@hzVF`IIuap7K}rLuevy}3K5$$X=(rsH
z9nLf|!gEp=8%Z)~)snHenAx7}744peS(rm8q6p92c+?P@3bDwxGMUPhX31~N*=0ie
z)=fKMO;<FEK$vCioM)EC>qu!T=+C6fO3P-NJ1O_}*3pUb1-T`)NiZ2liC`2qW`{)i
zG9!kjBe(0SjfpK&jNc3b^~dCRTVk8efI)wz65$g^cK(H!_{Un_DAF(>ZIx%pr`Z0z
z)le-dPmX|ZGr&<IT`gX7AXVzgmUk#e6sk}`_kw{$ab;6dR@~xAhf-|}@G8NuFc`m#
zW^0Z3yyivx*>j34s7bSgaoLW*=)T7sO~8d+<#o;Pw-2BQuAjMWQJ%fbd%r?mebqpG
zCU<8e;`~0rX8sR{+uz^4#(L|)ytDki@44U9<e5<t4zW>tVGBx5;dn%qfA0P2xhuL9
zc~0z`8YimQsRw$Med2h+H&pI_JzMeS9MnSyUY)eRy?yeE(F1msXmGlBy(I{PbE!EC
zdiWO`ijGvygFwnu-=!F`yuZ^x(88<}W&nDPj^0zLf8Dba<+vi#LO%Y(A33kJ5d7km
zuPoXUV{qzJl1<AaiL^sbvJYCA>Qh@dnv&bDj%1QFNhSE@W7^qhLaI>|uu8cH^#QIe
zCn#6x$#Y)XtoXIEZ1gPOJ-#0i>K@ZE#W0C!&&p`Y2|`q|ELP3qQN+l&x81e~U!rtb
z;+~xWIi5R*AJV#2F6Qs|GTo6_qoR`O_Zaa~?(ICW2uNMbEu8`(BquQ6m~Us<CG0b$
zw>b4)(Q*;kFBrp|V93N!>R<*qSQbZY?*`&8xx^C%XwDz=EoP``k<;E-PChzQeZG)U
zzAeF#B$S(O2*&bez)=jar*<zR#aoV8R2pUxOVt09PLVHBkEO;%Vgr+Sh~_%km+ulO
z_oPXtkGM&}g)JAxH2uMjLcfNN#B(Q6#ATL{r{e*Ff8B$$k!)+fx+jvqqbGz~Wj{bT
z&GBzBvcQfiIhRGenZVv))BPbgVr$*`o0xdi{;7Bl{+UQTdkj9pxa8gw-ONR5!kY9i
zQAUbJs8)Q*JJaDC9H`@~3smyiYq)1CQoHz5xhNQ*-|4dns^R{O`Tdct=h6l9bnqp>
ztsZUjBtv40M8Wne{U}mV!0H`FqdagrM3sliV#1qIh$X+QM`gtYhDXocE#&q4l^p1n
zufHol@=f^R-cO6FkcBI~i0mDK`=sI1jkRV8xm=xKG&g!)eJbo&60CZah?`jiYi{Dl
zmK^lq-gdW1;K!v;)`={Hmv(G$=)1TWd2G(PRye+0Vx3hDjMLWravR{5(nhCrKfd(+
zOtTjp$VDev#l`pNt$6vQWKc_PE=V7k@}ht|Tn1&jZz;Y}uXJl=;=l%hh9?H4=N*kB
zfzC>h!BSj<z?D37@kmz?We`p~5xl@PexW>MLW9{FVJ@1qIMl5hT!^ba<UgEBqk|$5
zWdVU;AJZ9%2tkRQA75clOYDP+A5NnL$$^lZOvnS1^(TVWY^>q!{=LyDJz6-8!}{m^
z+}ud|E03AdbUeS2_>t)#B~dKY_{i%T!ss-l0nGxS$6M4!801Or@EPh5&Zz=Iw+M55
zM6!m&_D+)Jg}rqj^D<V}8f!AeV+2KIE?)jlqJ&8FPZ$d+tmeA8`^{0z&;5&Ha-Zz|
z*L7{({1?XPHJ=Q8_5knCk3{}2hx;x26WJb{J{}v3-%6?iwb&~+ldyeL$aPgIc*wde
zW|!3>J@(TRPQvcLOSNvqVtx*aaysAIJ>Q6&;v!|D#|;_wiqL1LT1Jg!2aO6t-##d*
z6qv3=-z%wf*Qa4sJ@dT|mt$nJXde{W_@45s&>zO>@twskz>r>knv1|ksKv;304zVB
zP}kIKm_u}|zbp%ZZneUM_X+`nCMq7q$yFcadq%e(&7mpn8F#+cutTpjD~8YT)$*<o
zU%z^pixFpyBdz4%CK@LE1q{E7xYjvO)2AjEe&Kh|_T%W72s2cI6maG$?sy+S@Z7v!
z5b$B>W(^%t_|3r&?PE!4K@2b)yyPlI2{!eA#@gqkKA{`@ZSEv->1aa8qJzw**}0+~
zHd}_ZGgUE<ICu}$N)8Gk9JId7#t2R4&P30URoQXe-B36m8`I;tmzz0kyjs4^KdWgj
zS&eMF7b9a6^_8qvb>zMfGrD$TjRKfP51k9mZcg&`(p`}`2c`t!iM^^}>E9wVcZ&KB
zFWwc;`k+8$6WF9}mYe44;$V?m2+$;|<FHZ~_;R|7sh8|PDfV~%b`lwN_J@~9mgFIn
zv<|h(8ycd%7#YG0hrz-R$7wu}Nfy#+3G-8W+t-l^!}5tS!zJa3EI%)4&5t^X2Zt1S
zW)Qb>#T-oDZ;ZIW&ucGJ4G>Tk9Dlio2h*oT1O0bw?q6<()fgQ_LOGx#T+yl2!}rX)
z@dMusqS75?`n7N$9qZ&bi_Ewk%u$ElO!2I8JTQiG-*h@XZWU5qw@AXsJqgw_?<hd2
z_Z28A0wH9is1kS07apVeK{D~U(h-}>_prR3P~nDX9ZDwaSA|!guQ>?cdU|_~bRw2{
zn~XWXEtz$9{&Jc$ySJT=+|X5;9w%}|7V&oc)zxz#f4C_a3lIYMR(-g&yL0<Jh?7wS
zMW7^d{zxNGJ55_8Frm@0krZ*s^V>yib7pb<@(3ZYJ1^!A<wn4!P{3zpDF}VokvH8M
z8rVeilZ0o6&k<H_%?PxUODxE>c_xP-)GV5X&<=h+aVa@>Y&!CoF-*ehNRgM=23;sp
z!u40sZw_RpKLz-L;2lZB>zBlHE!z_3TcS05B=pc}WC{z6I|Osw%g-0(o1J)g)O|Zg
z=taH=pQs>9=J#l?lci*7-2bFV`=tJ9E(z17*DK`f`yd>+r}ITqjK?3(cEc4GbdY=J
zEc+GDBwd73#;&a=Fi>QS>^;@ORrDszcRxM>J|b>U%Ctgqqc%+DdTNYGY{N%N*xMtD
zb%)(2Sl|S@u~a9lv}t3LD;-|}bLYdNxUmOTp<L~?1B{?ZCOu_ZQbII?36|$lv}Qa+
zU(JE3?x`z_*LjRPP<b81%FT;}qz%>fRU|1T99VM&g#}U)oyYWE?O;OnXFesaC#yoK
ztOx1D@!lImQliY%A>wDN+eUDO37n9O^|cRnjf|>XIuCi!GPr*Rr=_ksQJFtS+*%O|
z3y(rmp(-yd5Ymcc1xPBrDLvSJv{}9<T0+m^;Yw#mNHE7btd{*NCh{v$=`DKxf^sHm
zn^u#u5=MO%Ba`p^a>@}yFtOm>XN%4Y4%$CMn@!LWyavM(jA3@cn;;nEZ|<W0w9M#Y
zm{_p^EWcR@qdpo%O>4Xbi*~`tt?Ogp8Xy<iaw$Kd{j5&jn;NGUg%^RZFqgDPtyQcL
z_u$(o5*B*IUI*>)r!J}XoyYdOWMQfhuhHo@@`bfcAQ^;de6$nPpG%;OMi*y&&g?s%
zn&v=wKdJCDT0o3O0m~<gTy2>@@XVM|423GDCtf8<W#(s6X)MlXCjlWoL86C%IkBc7
zzq<Zt=9d@!9-O&~c?Z3Nd`J4jvUFLmg8`Tsl!~DwY8@PkWoCAN-4X#FXPQlUveEjH
z5tcl5h4gtvO>+cdOc8y3ZrS>_AQ)2DVX2AN`5C1e^N7vY_dLt*+9zlGS7B~874sCu
z<Xvot8@G#DiRpLd9~4K>7n*hmn0{{3e2Pwd<?LT2kYw$b_JmRIEk8NK<4%8x{d~#N
zHE?((>`(t9lwKj0j}?|kD+wgYQhMc!gdX`qxqMrJ12i2lLPG3KV<3uy6D8Uu>q>$d
z=OTiv6nP34T>XCW+F^`hTx@Yso_h6x5Fe_;($KXVTlo_0xbo7PVeb6&DcJiogQzK<
zUn|K3>xPPi-gPV95YY};Yi-T$St0t;QM4H;fRBS9ZI@@`K#n#naz<iZbA(Xb#mU2L
zqJYdNfDA|=syp*MDNf<bdpd9!ROwB#xilT^4+KF4V=xjSHd7!b7Ng=vbFL926(tf>
z#u$soC9X>+OR78XmI<#(9uJRYkZYOy<NY!C*Ay72LuR%zgZb`gui!qRyZ&gdl|*<!
zpWr}7lVJ(No!^57J6tY|0SR2ZQyskq9gw)us<?}<Y=%>$i3dA6N7&<2ts-T;M{xLZ
zCC{iM;LIub2`~3`AR~k_y)V0s=+FYQ2<jU=hDzA+G(XifMIIaG3Az0}mHMai{gJ7*
ziVY|{mT*-A*hF24Em%d$Mv|GM3U|?~Ps2Z{W!90r2bzOu%|(5D*A#SHk;kDA9a<Gz
zF$v<WDkTIe5v*KT=s;I!R?rD_vRSfHS>bUCc*x?E_98(DD9Xy!VVIYCJJX!CnBCGU
zCCT%{zpz>};?ZLfiZ7@YW@NJXYce7SP<-xdN2Wo@20VB}#>w=c7?Kgl8^*bsgtU_k
zJ}%X)>Ej`2{XttiCvoxO5C+7h%=!uR+UU@CX*?Y{(JcnHmL=^p<!Szz&_}X~c#L&a
zefhpt7m}x>gRpc^YO<(tnI$6z{pAAbe;gzOR{qpRq%c^8`16e4GQIZk(&XY4gQ)NI
z=E);lbjmbDm0ik+V?>^w;w&-*BfWgFa^2~RU$#dgJ{D4ZJ>Q&vCTTjLxGYJOzum`)
z+b$~lp&Gr~PhIPMj@?Ts2k>Gfx$C*=@7+hgv23A2cy&0Gh%5Y3a`ZW5%xIlhzW8!a
zZ3MZ|8W*jTus-}nkuyO2?ls6ez0#M@Qemc>%y&Iq1I6rGg(TP1E@GBXKEPZjc2~oU
zPAQ@-nqjm&Q8%NVkml<=)!6iJ-98;^LkU|n#tX`x-?q9QF*^Fv5kk)?wMqU-cmDGH
zXT}lg_FEx@D!O42OY6lGB9UK{duN<KwirqGg{Kf%hsp$Epzh4oPaH?_v`k)ly(X~=
z4N@v3crEQJ2Q|V#3hFwYFARMz{gWLUt`z>nM(<@+tRSA*iStW1xGEG?J5r8+)e#xf
z5J_0rrR}b*Qhqb>vp))d?Gb*b27r())|Z5guu!P!#(fI>)4@0TLCy;gqUdwdDZi5O
zWu~i&C=UA^Y72_t80C@>cA|5_s)0u*gYGP`nh@4Jes?Tuuo^9v4hC0mPyTdGm>fjS
z<tO?1Ap5i&>%lo{c~v>{wkhVp!XpzA*7&g@$Vy{K%%e)5FJpnz`GJf6;WNFqNn@6Y
zmXsU<>yPe*tF0H*hkWv1q`Dw%1YmUG{WE!eQidkOUEzsd$FV71FFbCYMVe55PAwsw
z=>>FC&hsDogo;lqp^u+(xK`s3pJURfLZKQNCA17+)rM^EXuu#k!ttvOO4spB(>?zj
zZOM@DjT!8wR=`J#ZSFs>;Xp7;rd7&e)4U`P>bKtZkt#Wqx&Cu<LN8$+pth)aSwc8T
zIkt_6mWaQhK)&ltP@g$iEzrWi6O=Lqa+!v;bAdYGm(it(Br5&=ms%m3Mkld{$Jnhi
zG`LqTfmR`fiA7XF+1-)DD!~zH-=M~a@kg6ii_zMs=@H1wn(kyT6NgZ)xC3hl7X|^7
zvn+vHCIO4(@*`27yq6QxIMYngR5~+hRn;3UkaZ5x$*H?j9%KB8VN^-MGGsRq4Ptv&
z_5}|qoNkpx>!<#h-Z!m>CIg0ugUwAMMxj-ADX)w^Tl$%0Lr{pb{UuAoe%(wqdiUta
zzIIBsRy(<!c0cp8S@zjcm2`bujC%3Ud!Xz!iJ=3bM6*yTx^Ere=tUjtg+x};OX$}L
z7^3Fu{)|AZ{QSXke<TAw0U?cJ<W2+1!e|g+kWPov`I_H2FwHXBSBA5#QOJ|hmD21;
z>AUdqAu8*HD&;`*A$XhUXHr$DLh{(#`yAZ=#KIs_cR4S47m>L01sc*6gJtewL7xQc
z{;O$&4`COwM-oo7({zG$d*2JmhB7U?_i%(}2+CAn+rY+KJkcsYlJM27``Nsrm`vwg
z9_lH+Ar@oBC!ug0J+fsw7lWO>SF%I5&$BJ!h+r^s%;B(K5|m6<^(jdSZuki)^ilV_
zA<e;$?pc~FYD~{~dk=Cix!8d*ZF!T;8!rM)64pHmFEfO`e))zXUXqA?^kmhh4H>#=
zuV<%{LkaUXrzg6X2J(Qn#XF1(0YjFFB-JxXtMONPEs&+~2q7%w1|iN$6A!A-d-ZR-
z(Ck!=B)9ieEdFSUa#W@Lem5E`n(@zx^AaVU8)2zB^q~%o$gK0Ru1`U;wzq*355b?+
zMjWqkktvoV@km3j!`LwPOP}<+L!zr$WgDL+1u_rsd*LZpSntH$Mz(I>Rn_Z*7KlTc
zZEM?kh$MM<NW7*Qdb%b0j02kjf^Yh!oz5{!Ln4nS&kiwZU26%TB||t5v`chCN{A&%
z0{i=E<dSshrUvX`G&u!2GCdCn21YumNkb6uw04`|J!eS92!C@X@$$Lyzr=(n<JL<y
zeDIhImaZMaU9INocXWcQG<QJ!)=7|1qZt++O>f}J-`gao-#txBfBx>5V=c$|rs;=C
za}spL7>2aeAwIJm(5SZgI4uZ8Z$UZo6fxiv{2{8XGQ)!ipWt)IIY!KRtn{pF+OS1`
zd&B96lR&awU&4mHw$E4LGV$t?po_;ek9rO$LUolq^j1wyF7;sgXB2MYd*$(-iZMKO
zbtL@~lWA-A@|CY8eEJj3-86&F6tQD;do+j6$Y<-hxm{c7C*sU;g{ia^I~|ps`E67N
zMVVg>9g$<zW%%EH<V<35V&S?+#9tO0_|!gV&|Vx>;A=mURFK8lKlj7oG;u%`XB-1y
zXL2CtOkw^^{r$cu-qdslOWK|&@EPm52xfVB<^xw6bk-oIv(#@#o-mXIb52NacBY)|
zsVOIg4{i5My@m){J2f=-C5Tz%jI2Sruvs|PSv0D`?*~mr)=*>okgGN9sa$qc`V$qP
zbRR66&Wa-O#Ec>94^p@}WH9=s<*i*XXV9}0q#BI{uWD8_S*lUd#m66gS@!1jcn9M=
zclB<F*Wx#cI|)bZ<^XGR;d{x`8L^S)6iAd3H;5igjDGR1pKQB*hGovNV=XsZOB-rb
z*bFqG9*B!2eh~me1(&kXl1&z74GkuOaE7gUr!&kEv}k>tAEcq&nmZvnE0h#E^G^BS
zqSNIAwl`C=t!>bAMZA8&F(&Mqaa=lyef7m2LQI%ov#|IhwUpa(U1FKgdWCfDkln|I
z$nnUj(1%Utr5Z;<c6jc{wM$uoOtm~hRgXA1zWv}TA{@3mf5<yOHS<dH+-dU3c6H5y
z<8pS2mz;n5LJb%#oyqOk>V*-=pj&{`d3`T|EZ_J8<F^AX5V(d@{<OJ=_Mbdsus0$R
zehbq_r|KlCG+%*(mES8>!mNVT#M+)lK0mft$ef?<KniJ#95VoIBo0tUzRM9w^*ANF
zFC{lfyYxJxM=@g|bMip}!7B$HoVvu!4w+cvL539;a%L)xL~{r(ad0522h%7az73=b
zC6TBjDL=c`C7HxXF(c(W6n(6V`SQ(NniGviDNY29Pp~uNWd_e^S#3w*!zfJWAUlUS
zp%cFS;S8IW+6V%h6&3_sC=E>hmVTKt7oq7hp9`lrb~vgpd8yot($roBWmn*zoS*Wz
zP~G!R`?><3nX1`&8TpZKAWVPG$WZ(BhA?h3+zJ1FKpqeP=_2|Wp)+C*x$*MM77l7n
zDrnGeEqW(0i^jC$_fp1pv1@yVeC9Es?qwnxiQoyd+>#HMosI~VfggQn5Wo&7a}~Bh
z5)U|8vsDZh)1+BiY;&d=ieEuiCGaVH{t@y_kt_9v6=>4UWJkDb2`d%^p`19x1rn1T
z9GTt4)zmg1N&8!kUoEO4T#rS5uI{{))*0Kz!a4n}<$Wl<C==lX5#EOZd9ME25iD)F
z0G4f1vMnadi+&Z7T2r$fh3RgxU_3SvXP6U+FjU?L42>3=j#334h7zuM*XN!-jH1*_
zb9i;=`FRN&A6hw<&jn*-am)rRmAPM=$e|Xk3Mb6uzy3rbta6?s36d(8Jq~6~4*3a)
zU0ENP+t4xCMMj={K(-FNLf3EEq`_HT)8{hX*Vbc6x^Ji(cX;Dj-vs4R#K+g{Z6&AP
z>nCTtva!AAVO5mJt5XY`Us3pZVo2436NksFsk%Pnfx?J|(3GwJEUxFOFP`;@TF-FZ
zwNFgMj?)17D8aNZv#kWjL*)n#HX=7Oj@^|)<+N{HtUA>%_T!Q2LB<iNWVtqJ5@d9-
z#o9Yg?M8e!(Db~ZN&p6KjqL8B47s9z)>Zs{NZ>THy|`;kK;qrFp8<}Yz$TNju&U^j
z37gyb7NNQs$&%`bskyx?dpu64+)q5RFfC2Ff<1W>e+V154H(+RM$Ohw@NLXN*i}9G
zGaSM&Dm74jh>4ZVlq*HlF?2C`Jcf;30R@5QnI0<qc2vv}nXCy8CoYA5y{!i|DMn?t
zQ_$$0o?=;It*kR|c~;q9&}%EOU7;0;D0H+*Wq(PT^y;(gwvzrD3Sx&jT|)f+wD+!=
z+aG!wj%S|gE#GLX)R)-MDFG_;lMHs~$AG?D?MRcDp-)+%2i!7r{YYyQ=xhPaY$xr~
z)OR-;-tRE2*gS2g%_C}JjJ<BI7v9}}lSrbKhlXRr9n4EfDjH>O9)B=@SF0M2CBhmQ
z7%2%67<;Obkcge&QKAt1`+?M`C<*i9`)Fhu?E#pwsh%GwW;moQR$|o&$vO#ed^*P`
zDQq)T?-Cf`*cesi6cqw6DxDDxjf^dwbC+n>x5>&JSqM$r$-J?<47km^K9?A7%{Bgb
z_%t-x!v5k9YE<x6m}xYAS8=|kKqIzVz}<FxH8sKn)H)m%@{|h8l3`DBrUY<t+vOb=
zC^}oxxtIiE*%a^NzP;kipi)7~5x|Zjh1wCH5X*I=Y|lfRxAT;G5!$dTRI_Ni>h4g9
zK+0+PWv%nQ<tZDzOF^qn6&)SC)Lf>LP5Wp<fOU>Jqjd2^<DTD?-_6>bxcGyCvj`?q
z-SQ*HSoWCW1*K%ZWc>0S=`2iU=Y}7{{b2Pkp87$<j?^<tNG0v(irw(#-*V!as0eTI
zNP5jN=kauVH|jl(x;o0RH#-U@KrkZ+9Fjt6AQK@`KYnCG$p3grLpXRKd6r21L0Ypc
zvA2NhGp6HKbEm{KRC|!lvrm89PLNPwXHanK*KTBGiL3Ym&jB)PU+j&7xd3Kv>kN4v
z$Ix%T@WqJTM!Tfm@yV=2nT*m%R@O`vnj{sYl3RG}@H3I{;j8XBSvUkg;V-?Jmp<KV
z-sFyns5oQGd@yKBRKCjvoz`0<LF^8AF=kVZy)l5)f0-+fQ%jJR9sH1DSIS`bBA`c#
z)_@9^aNtGlKs3FjkpNLC@Z@$3K+b3$8PH@+^tm+l{yp1+_cF5o-qJw85p@+-m|%!r
z=Fg&z*6}s%@EO;l_*4oYp!pgCh(%_Vl-JWr?~~J&636p4-_yNc-9;B=kZ1u5MbtZB
zHf9aLs4);EcV)F)Ov17JjPI^vQc6L<FvLn4I60B%zhgwuD>aF9sX@dzDtm>sAs7nr
zX|wRqZ%ZyG_B|h>FoyKxopD)^br#58fjN%@v$f|}BsFI{f=UTmAENP}9Y(#=#Okzr
zEWSoaNLKk0#_+BI+Kh?B$N)?N*%}u?^*hSs@fv%glI3BRd{BA|dZcCq9Lm@Xpy<HX
z&pp1tz0M9(w(o_!)u%|oOmE855mswYROd=VHT&N2;&0!)82oy#Tw)K`l&h;~u$5fm
z+7$Zb)ZasoObzQenDK6o?-3zY64;O{$M7`s`chT<M*ZzF#J=Krn?G2#R7C1L%oS>}
z6kzgs5V57`18BX^N7Q-jrFaVL__kxY72fy$e*lj_aKC%j?*YgQub5p#7nS%ZSPzyv
zk0PauCjGcnAn}ot8ij|mz~WkJs38l)SWW{r6KJQ3Q7mT$AMiAJ@<<G_a{EmR^L+xu
zCPu59Ly#rxmhksm+u0}m6%OK5)-V^76nBwAM<+rB8DiwUJi;qH3YM*xZh1+50W&kx
znVETmyRB=6Ja<YYS(fZ#S(^{n@!?4iCl`fKoV-_<IP}MyRO;1qiB3Ln-eaV19J;QP
z&gdlCN06qMs5=78JOLtDdIHDwp;5TMnRQ~9rUdt6c*z9DN2VYVlo+K1^dK=AL(_DG
zfU(|Tj0%iq&(IWJ?|q9!xp}m@YdEyz2o4?Dz=X(XCTWMGX$9AVi0LQe=JBM5L=w^>
zn3_q%3=<&Amny!_Kf3;a<+_9dg5Ey20#h@Pf}+St&`#XS6=PGjmV_7MUp;qhQy=|Y
z*m&k<w|y@0Bsnqk_f$%WC$}tnnndDwE~EY9=y5xVP(d%vgeXHI3-w+wc%8esiDS?)
zxQ^Ee65Vv?yCA~zc=@=a$hGg-RdqMJ^^^12oQt0&fMgkeqL)HK2Aen~3**?jA5+-4
zx`8GfbZL+yL4pqQ8sq~(%F8YSX%cXwq-%bN6B<X*&LBi#G9A%sv1J+$4M7$wG?x83
zKPb2^Yf$RsS!#6SiX<Vex^H9}S-A!&3^ZvLt9-BFDZ00^pq__?%Z3F=M6V|!w$7b)
zdFC>nWsi-vaq|mEt@*)_`-F4|Xl2F1f*YehRwRs#Nj*LpCU2Btd1>~tZ%4{9GU&L{
zBc#>f>fm$JgdGP>mZ1?PPX~5(I>Ozu>$T%g;TNNE^IMU4rSCUHuJhb+^Bc|}>E;*X
ziyVP)H|&DvIqm4a`i-1aVE7v7uZ^-kbAI|`mi}q&v)RtPjg@|hvQhUEs{AHW#PF<@
zn87`eV(ok5TFdBOvd;$3Dy6`&=OF^!1CHBOQ37Ned8_7SvW|z7PB8B714*WB^sX+t
z4~0lq1O7l5+wft!7BsEGuwBfIAV18(F3Ypx>v`53pJ(MM?Feas;U~GzQH1nr@}V%n
zL;_#JMh}{p4OQ3?KfY8M(crN-;Tr7lFw6|(YFvCh;0D34G<wP_sp!?Id8r#Mk!AiD
zPGXO#FF?0N*`glYP$i;k0W5wDPP>ma|9yn^87(wAHTX+|NXNzLEle7%C!RrM<9OjJ
zXnX|`Uxg<<^h_sa>r7lHMf$}bBKidiAk6^M3?d>m=)MS=FM!*&1eqE7M^$$+c=1JO
zj*E=eBCRBbQ-P+Hlj;6FzVM-V>30a($pNc9c^Si#YXilSbRiJM6udorNRWC=bjrjq
z46O<sAEpf9;9<(K2rY-Emypw{NcF|nykR}XtM&tU(!-}!P~+7Qlpz*7_h6Gomtj_T
z%jsb%3+1rBI1m6yB_TqLB*7{ogm8g!Sx*;@r0F3q^MFozh)U&Ki$#V25o}_takIE0
zj_Z_A76Hrn6Jv#>ohPVUXJQwnk_<62UX~88hxUAogI>ODK)+8mf5@_?(FBbExedhQ
zrM)C6Cr>JCvUuU4w8V9gCgIW)cgLP!UwHxt@&(T37YsMY^G5n5;%<yl{>kVDWO4%C
zE+enSDR;)>H({Z-l$72B1VPi#kYv5JKS1SX1!a*MCI|Q8>dAj#ns}a&9>&JT(<JHi
zv4q4h%JeEc4Hl%9aMhacV;UMcJnAYmF4Z35OWZ)Yubi+MrbI6z?>Qtzf`H+pijkC>
zrG$+TK_VO#J)YUw83@luWuSzF7o*c@M<S5Wm+dS?nqE?tL(1E9!i5cC3!Cmf3(J;H
z_=jTY7X0wv(fLc3<cEmo0&Z)+j!T;_*rIdiNuy&@>uaFL?IJ=sJv0vpJlD`zz$@&<
z(b!}e$=+z_yJe;H=12d7?hnxN-wn8+t)E0>E66l8@%A}e@BS%~=&VL3PY*MQ^C3@h
z8+qAFT`r5|nV`9ZoLY{$<4<T9WMm94zJlZC`0=zXJ$e>R`Y=5|Lgw&7<MDKpCHC_i
z>AuET^Hgk-bkUBKF7Jm67Da!qnU)}goD2u{E@M*bbOKss;krnZ(w3pgAVF$K$ihT*
zCf}q*KFM<Du`Rw<Pg=M#hb>bqbsikFKcrQYlY>{=MIn{NM*Gg|2};FeoQ)&{ksFyv
z8%_ehlf#jNJquQH7oB}s{QxX_a0#Fzs9`E0w}KwSM_#0mQo}DKE@5n~gc5BOu2%Rh
z_q!HB$HtYVbh&RA(&Jl$GhX)7yW)79b&_%bIJ98q%MkA7TQZ7x7P<%_tb)6rXE)Kk
zq!1%WrW0a?6v5p~rjm=@k8oP>1@|K{XTx=1gxij8)@|15U27Fq>VL)8Qc8$SqwTr1
zF1ESY{RQz+@ih$JC>(tbPWDX<-zbE;_Ol_JHr)LD4Z4SQ%ry{hE7HuPX}f-64kbXg
zk#t3f%y**nbhi^26Qw7SAw9w-WS3L2W;mHd8%b>sG$ek@!tCt8$b0053EcfM_|h7Q
zv01tgwdfkrjb`|8$rIA5$%jIO(kX;tLJVY7Cpk%ye||Zswr1kvPDJWH%#25_R^ZP?
z5q|LH404n(EItf>ybLQUN!8Y(ivZGwP`(kTv<_$K<ApEqusvBY?PX@a)<j!d2|Y4O
zc~v!`K;a7@GZ~x})3HiNz{(f!x)<XZI?^oo#fxY|p`E6IlR>200SytY#|xGt%g2H<
z5~nRUWF3-R{69z>WO5an<KhVyr|EU1okGu*QyTd-p^9^{D?USY)*A4zZgifeN6aTf
zGbxt!tyk#96`?o_h%yQTfe(SuN~qBHz>t0%;LiN>1^20rn{o9?OiwqE&7Dq%6Jv$l
zgo8tvYN}+Atn5U`hat)^L?s>;LTb2pxHyzj$ns;;jh|}Lv=YF;kq{FOT{M!Sn=Dy;
z_^{-*W!M0SxxM5>4qL##^ABMYr`M4<vKPyaQXYj$zfGf9O^yyE{^GG!jHH_;Y++#w
zhZ#L<T><(tcCAXJ7#AGJ7i&+$azRMJ!t7jD#@6PA&x#CjCqr-6L(?FUhfn|x9UkT3
zH7~PNtl(hxa!!+1QDZc4Y14W1S{>}^KM-A)IG!YL`6x4L$y*wJ6S_s5G~Fb+4cgmV
ziJC5H*P}ypp!HeW;xf(%Z3HtiZJ1gZp+l8cMT!*Z*nw2JdoxPki)LDB%XhNGn#bgZ
za)x_Hay@VGa%v$`N=!n`=6|g8dNDBR_F4((ekvJ3)C?0g{RD`jX&QCD;p8oy(f)Cy
zy%hKM{FT$HPs7AVnjUWB^JGPafbJtLwqAfd8Gnd>br)9Hy4=kVg3WpvzSnf_fNeRE
zqup&SR+=A*nNL2B@H{-}u`Iuc#TyVHFD0KLq=kpvw=Qp{US@jw4WyKOVaBn<S{#O%
zHFUe3g!=?YkP_&N8`99o(90x_D5j?_p^6l{Ujek$|9OZu4>GHpxNFW`19v((xW(M&
zb0ilpqU-H95$@&*JQoMSI&L>IfR0BEGwI?3dYQ{x+=nd_lpfHIraKtAO{pj(WYL92
zT6E!Woy)hLDNMdHvwn>xLzJdVaixVF-It~1^@Q>*1hjIbv_ZO<vJ_qD^!j1R@WYAb
zTCoD-@VR+>vV^deL=y#HdxH`>c@v!o0cu$&pCLgfnhek@=CRPdlg0dIi|&<6jx4QY
zL>n=0@XEUcv>~QaH*qjeum?@@KO0PUp7Uj>_m0?T(L~|(f;Mz8bM5NC5stlyvtCtt
zi*9CeA)T4OkzqCMyo5s%iz@bzSF+5ipf)ub%Qp-|2yD^>1yt+%(x#PCVN6Cy3r{mh
z`y(9MvJ5lpW4duRp05<o-f%rHJN+`!TkAfgo7D&-g)d_cDL|xj2F8`Ff2&*zL#syQ
z3W-$uGh#{UAz!)_@yu8H?o*6E|NA1+%^%YG(A$Vt?#D|H?PVaGc649e5GU)8aap@P
z-F`KxwyVkY-i>Rmpm)Ww)O}$Qnz{CSDBLa#vlal&sK7Q>6OR4}-B(L&)v2V~ukRaU
z51LVdXRjjt`qg;p!NK*eTZpB#dz1^7ViRO^6ZdS$Sswo30dm43U8fUR*h(N1BDQ)t
zcA|y_BhDZ_dLNQUosF55<ZB${DHV)+*oPQdgP!-1t#DZw=)#pbLRt;^Xn<fYgB>*p
z+EH{($EuVpd2J>wO&^fWbkO|vbbMJsu1;b&<(Q#L{3(+$izg!%#=xn@joMhI#+vz0
zB7~oSXvM4D7hUVC1EFc8T01Epdjd7rj%MFsdl0S|iQgzp^gIdHYj2U7RR-}@IEkfn
zl$9g>C0J9=!fRWDTmsVY!_ucnzi=_Qd7R0o;+cNtJlspFeIiz@YS8MPlpd)y{|_%>
zL$(>s@sR!~(&|MD7tNJu&t3;WK2Sx(&SS6Rx|ES^*fPm<&f!CT3V=Y6r5hKM3@a#O
z96BzNENduXvhQn12`+{B4lR2g3-cdRqF0ged`RyAN;QemS2d$lt41JjWQr1fG$rmK
z=w2N@G#ngUTwEMVh!kAB=*Gt|vUCD@Tuh`4_6d+4(lSwSG1|iPi9_*~l_&7K_MfvT
zHjKO5mg15o>zVklNacN0L?PvZE0W~thQ45GfI249#xj09K1D>!(vs^&lal4k<b1+N
zDY0CQJtN~7QBr{>b^e!pnqwF5$M`$P^N-Hk`#v8!U3QG5V`G{Q-6@l*GQk?Fnx^zh
z(lXC)?EhndSiqWiD`ECSNDoslK{E=InuKs@(DtX*YQyh?thC9{OD+SB<51z3B!ta9
z&b=5I+|d3c2`|SaZ6d2;QO4@~(XI6`LLWg+%cF@12}h$`ABLrSB%CxA6<K^*DH<hI
zGlpAZ50DiWrFuE#VhnkAB&PJyEm{c}CRL0eVg?DCJ_0h#40jge0+aY}%WI4__r%3v
zQGOniBIEH9q?N_I-8ql<I#<vTt|snneHNY$r<E1f62f|9i!3RvP76=O9~f{<qHi(~
z-@r<0E|ubUXMd5NmKJ*4F2)BYv(j2NWZSqGqtYC<$#GoNbQZ6rUSM&4KCi$39__2r
z>j;p7>s1-G6kHq%Q@G{HR@`JAxIv_plu%8IEl)u4Nyf7ZixSITe2L~cA8_CN`vx{x
zGo$dgf5LXNRwxF$8OU`eW633p3Dwn;YaKiRdT7BzB&~s;x!>>wp5zzB*U`o~1ma!z
zNRng)E#i5yvInQ{*&K*iXaZzky6tguRzTC6)XaN_T*!weP3qHO@(%3vz@3omr7iOw
zJ%&!u&0%<Xa_zsQGSx~*tHu-t8AITh0V*s5-I$0j1(m{&V+6=q1)&-wOonE386wPZ
z=4(&V!U8-|Sd0>SnmPP<v+h?vIei&#7)O(no#f@<Nuj_&XYFJ(&Rje!^32AQt<2<`
zEZ`<21LG!ymqFkWa>7^}`J4-{2i>e5;DS^{f@YNBu4e)1=3Pe1uaQaK&vJ1G?{Xe4
zNo)}&nW~`2n@%>@#>@H&!oo*dc2k>dXP7peG2Jr=XI7&Nn+4;)NX{3b#LiRG_7dgE
za_q=xgxiG_S>jFS3>lOz)^R^IgL@bLrq>D(*IFxJ;*DP<({WSr^<FCil%@((Qz>ll
zTy(P@FJD;n5^fiUe=NdnCmo(n@8rV5nQm6$H!?UKtpwY2L<Bl7T^mD}Xt|ht{L#KX
zI?>H)*2PM{O19_kNRdF(*9P`Wkw-UcNHkx7lbwN=^~kNBKyY|$ttCU|(ezN?I4Vd*
zo5^W5{^(~BZacEi3L@NIeBncJ?d6Er@&R$P{rJrzi6k!}-@5BBz9<2*jRdU1k8w%$
z{%C#;yVRvKm&WMmB|3L0R<0GXPaa#=k{iAkn(bj`ARDd6yW$!ejU=)piZ2@_Un;Sr
zjYkeIk;5g02Kd`TR4gBcY50hV7M$JynWhdp=PsZvy&NN_VGZ-}dzA#r8t~<OICGca
zE^Y$HMd}jinq)dx;ff#{9@*-HFjB2x1ORaIHWLm$8SA15*6E_C?mb_GdC#0mcII-7
z6`h4*gYhOp^Cn`|9*$SHKdlRwvuH^gA#`}*hxj^M$aKW%p3{W%ToQ{6oa#f6vI0HR
z1rL9rc>nD5tLSDmUdTh{JJD<x=?jCCE!G(EC0fAAVd)+|A#r5k;TH3j(xlx(yL=u?
zb`Yje!^FcOK{K}0vFRk@RnTn}9(-LgNvS@X7Ox2@eN@wcCG)IsmQh9-d1+!ufe$dT
zv86?sR)N%Pg!CxaCt%4W8h#Av!^JHGUCU}t-~vK4utqGxC#%WPgMp5QpPUqQ(?pI0
zziPgUD3#><s&k8Nta!S@T}~Ix98mTK9$9Q*Fv4F)d)lTv3RyS89k1-e;@&h6DIOQ5
zlpKjd=#JFr%J(3J%bVOwJ(HM`dmYVi$P0&*?7_fKm)n8#K=+q$<=npza}ul+2QkZf
z9n<e(`m$v5CgmkQy3-TzJd^n|_NT@k!H3>l?s(!~u%?Q=st+R}EOgD|@I5D!OSEI)
zqdC8ZJ;e9PN{6%-!!R_25LEdf=Sh}(D+!7SFQyj|bZVHa7gktD=@W@-Nh&BOsD<!^
zL7N-L)m(yl2v0~xH`oNd31nmjTiVz{GS^)~jwJPRU$W9g!=%G&#?*BdxQ!fMHI;}N
zAmh1Q-uOQnd?U#Vi^I*+aHLH}q|tPNk07g=M|UpC^p2&B2@fZ^P7vXSGRH_H(;1u{
zrqgX_rL~mdzEN9bN$Izi#MfDY>=zzA8^|WN=#AH@96p?$mS&P(f^mUKYXj`pBVt6!
zZX|VOKcz-Fo^)xp8xa}M!jdYZnr^ofT^61>rBoA=rDSBBBlrqlK1y4*2e;)QmgE;u
z!my8>1?27Kx7qX0dv3VF-}c?6{!`1AQaQ1lNOdLMjjIL;0i3>j@2(S*Fhu>O^^sDN
z`sRhj*F7J8NIF_YzJ0JS|EqKFA^rBP1GcSVZPCpY&J&oHgFjcusFy~^^YZv*9M8?*
zHtICpAHw>Rq~(|I;u$&zzCNGwH~vQbvc<HG7{-D&mq{Pk)UNpy8WO#ykq&P$8Z}g;
z+ekE?jnVTUVJkt{mKdJSBzZi;<#~+Amt*Mx{Gys#O33=6tmwS~O$tVfuaXo;;m8zG
z#uG%~;h>=xG@FseC(BsIOC&cl$w7bYL{4^MGx)nGq>HZkimzw#E#l0f1cQM19GZ0i
z-MmK&PZrzQGR@rFt!R1(5qpZ9z2R(2((T3Y4Ii?mgfxO=y;fe+k0LG?kQN0uC7T|~
z<sR5R$a_l(QjJ5Bu;XFm9_7$%7t-<5YX&Ko5#q9!{aW9r%1P6ZU4<8Wu22=k_YLsX
zU`jzWyMmCDB^xZo%`c>5UZfC<(HF?=S}U<qFBitOP6j7UkD@z4bSHq9?Q@q}yf!#n
ziVW^L7FR=P1Z=&yPjkUA>+$T><YM=eYP}3IbO4^+jF!*h`7ET!VfcnqSpub@Rg`HZ
zxMcxEZ0(|po1ag*<7Vv4J4lg6*9W>dWjb!cN<EL0n^P1`XaS_iBAhl1{}`OiJJ_A2
z1Z|xW=S|1Xyg%qY(Ts9JR*IyN#?U8GIsSD--}6{_J@`Tg;aPni1nc}RNMREwJClg{
z9d!Rl@@<=b&VJHS0%RLG=#bM8j%3y$g%68UYLkn_G4wLRtGkh%?_!n-x}ztsdiZ$A
z=kUipNH>5b=^S?yna+a=rmJzIlBg3T_u+I}?|%$CWFj=3iWh1rf1?hc5rDc7;qaa~
zDVtfZ|AP|WSd6~kB3*`%z2M6Q(6VuiOfOnl8Ey~)EBu(N1bHutrv;g{&r6`2WW6q|
zj`<kl%F!kje(d+Is>16RCgEYYQE1ko{nK$|ppxLi#}G0^rtBa9M5jZgTY>v#7V-(q
z740OOGtB<wBfRqU-{O@7$$L7jJtZJLl7Y3Axt;90grZ+1Gf_u~7@9B&mJ}z0mRv(*
z*$Zf%h3s95LmGo1cAo%=izP@cPfSdsvSS4qTG0Fa#*?(+7a=4rG3yDkeXE3iEd=;+
zq(I<jj5dZ|8Kccv!(RGcWF3vAJxTJ?Kqp_wQsugMUL7HC5*7NMbc;qbErcOW@-mMf
zKgcp3c;`Vv)FZVdx~#+|hK@;8jv(9TZWWZJtjH~*RMwMm3oBX<TV80fpHicYnAbzZ
z$Z=@ptK>usSD5S>7|n`QoQ5jM*keiLgY@Pd^gaP1k@PT=C{=~~B7L-4tq9Mi!&}8D
z_T{nIJp_UlSvSw`r#F%69!t`TQ>PEdS3U}nnZ(<<Le{XP?GTLQv0SLFYv#l0%V}Re
zlg`Erv3P*xOTs+lK15x#9xpGL5}8Ve(@Vr3M$3VniQ~AE4!4aOV=RlsGJ05p*_XyJ
z?8}qMjU<_@!zaT;ZG#WyYqZ)a{5q8C)s&j$<j4`y$^ea(PAk1yoTvy>ZdUUEf-<=W
z|8@V%i|&g^Veq2$78$*lys*iW$FBuhYR$tov$TjF^k^q*?A2uYTs%Hk`bApz73?4R
zG%HfA91$tREEELDTpa098H_M0IFfwd>X?v%hPgvOYSZ-c5LXS_-sQH_>9*708%f$5
z=pX)*mWwy|dFXQ68SWcJ%1act#l0A{W<5RL&;n%Ue;?<V3%^ZIOEW2vU`${<J$);7
z886K(ZC4lDhV@8MfULBZZBSTMo3(Vg9W**i(G3k<nD|UT-EJqZxNiZ_D|(sdEu)oH
z9L`zP+xydKub{<lVs7qzLX?o-4uvweCvE9A7WZr*0M>J$bKcPVHk0`L`Amu4!}uvt
za@p+A0>l@A+&U}qJsZ!WR5-5ijLEjN0MIgH9;@drCfBx}0D19p!ih%wO#{=Odf1rw
z;q6<o+%@=Zn9|uwmAH|L>|vPRNNP0~goW28S^TGA$m&vjK_BgVP6j~t9Nszc(^L&V
zo1gy+LV1@lT_&Dk;Mj4bU#G;kFO}&w{%>?M5{-&<8}+?y_#Klyyw6c%9)K=-$ms@#
z2;!F>OZ_96m|RYeGl9G)!$RQ5G-cWz1Q4X@Lc@>l4MXTL>N$mn_&Sep?Iv&AD(=BC
z+A(AVTc$7x(jf=ln|=$3Yb|F*;-@6!B4TnLQE6i4@`SQE5{{(Rd%1W_mwcPFJ0H!c
zLd!LicNT7N3?e=cy{ol2(eFn}iL3i*k+X2MB<<cCw0Q;hB#RzOyph;Gle}ytNF6o_
z$}O8fD#@qUyvu~te10E&h_LjNqhPs`9skABL#*}+Zb1LA{zkp;NOHa~hIEPMa>V==
zR<`gR7H&79Pi#2ZcS*Nji{YP$@M7eX)38#n02(zbK8t2~I2~`U9e-buKi#Y)pLhh}
z7CzICDe*Z1tW-fL2m@WOMcAv!Ckolde4zvIoYhDJG-=}5O=#|L#zy)q{I(Cx%pt|v
z#Xa4qq^oQcsjgomL>f(x4iEsI-Gu3%fRlL#f8<jDXj&96vkLGCS6_jheHS+o!R+cn
zYlh4puRscc^qgX5FkLUlkRCZJPWH8*(53g__F2QF+lv|62jLWiqVx*C5vjIoar5)g
zjSAf4YP#n1VD!zwc4d?R*+wdckHm@lIOa#+0Klt~xZw!dvrfdwm0*{F@zfJ&QUlFE
z_B7#lOhj)3qD{k+qp(&TiILq0;e&8nDXx{GdI{tsI*u>M2WNc`9FIUEfUE!xs>Sz(
z2@D%Op1cg9_giLtLE`U?Bvv1z?bC~}qg~9s>H)NTh(IiZ(UK=&RbmAT%3sv&$EuNW
z7B=2PaNioVV8Oia4{2nhqv)Li*+{{xXw;U__@!R#&pn3JO-ffy$4wSaY{VSO9f6x1
zfxNU0-JeAgCEFgy$yk(CR*<%`_yYz=$k(s^(hDzvU)z&VXC-!NbHSI_2!NA^Ogn~^
z1SyeyKeD<O!WKPvUJSkU_f#2skuqBdTac4o_+<zoT~cxlnhfB|!bd#a_eBp7B|{cR
z1c|!CnIszVNgsF~!(<(43*Kq%MM@2chb8lj<|S-vA1dUb=voyvHl`NF#79>yg633W
zOO2#x#PEh;kVVQ0BsolcAbn)|1c;a26Gztb>Y~xS_-0|1Wpf3{_dobEk2JqEU|Wa?
zJx&h|qVTZ#FgJq+(_-I9H&~+?Kis4@t>HIZ;uaW~xMY~gxA;I_%ACcs$a&z$pe^5q
z6do@u9gX2t@wWXsu9oR@KXXaPNAlpRRfMc5XudFh)8c=**U)gtIwh?9pqmm|&({yE
zW5N7+n8y1^H%Cy{S&@!2ReXx7=rFR`1hv%D;l?QSM~Pbrq;SY&Jn|w(jaI|a_Iczo
z<1qVDa%P+~mQ{lxA{a7&mB=7-4iCp>5VZ|P`}X7q<u`DcaTp=3f->DluN~t><24Q`
zIg&H#E<i&g+*fa6g;;@*Ce3y)5mO^49c*l(MmY;}^Ki@@<=zOMTG`E)fAb@<UO|Ag
zi(WKMW1(2Yh{`DES6$qfMm9tv9}tic_Nu95RB#k)#L@J)X%^)NPfCRpbU1Bvu!1gD
zVfDo<<wOoCWif5;xWGhG>sdgaj{k>;d;d-M5EhM2r=9VENdsK4dfYB11os%y0+LN6
z=<RJ|@=-_9(_FBClpB@BLY2#`#r(1J)}ocJAV3OZ`*HJkXm<y@@JJ~sH!6vHy)1P;
zq$ChwvVR|bWM9c*XCaNE1u1p9WjEcjlYW2eHg^q8&MJDmE|yt~2@)+9@BFwB%f+~q
z4Oq0&8_x{XmfCdYpw@S0k<aVYn_05)6v_B{E<bh#N`^x|R<IIBY77701TtTkyuR`I
zbI7%H5pVCob6gV3)(Iw-5@!64aHflB_d>{YvV!-R!DEbb{A8GiT<{S2_$+*Op~Ata
zd<|G@(3}vZm>@iKTLYsMGwUba(!#P{$>Kf7V7M-`4yY$ou^#|`_@YitM~a*tA=(jR
z#Dax{j7d0wF<Aae8lz#PrZX&MQJIdS%MyG>CA!SeWq0AaSwz=7YKQ-USmbn?t@l_Y
zmZAYoyhlWvKtOXz(Mpm8K2eFSw^J&oP%k0`yjM1P-`d?LaE#UXD96Jhpj9w~^T@B`
zGF1>DKAh~k^rnABW%ejKdw+%>17EI#k?}Tg69e3=-qcSdqc1`?N-;gKwSnRy-Trf=
zu(4zenQKE&^dQ&COy|7)7E+|h`yv>chZKI2EF&!%>0CI5ytk5o7e*Q-2$@F5Pe!&;
zmUn3Su$f*XO3aMn_tjHEC0VVPc(8&!a_^Hd3eVUMX)?ktCEyLm4NoF(hA}<J`hAE#
z7fs>CkbS~IIBht&_b@~IA-x!O`ZcW7vqje==>nYsX~hBX?8d&2okh6n2gSG&Bilh$
z?nAWq??j3;nlK6$5VsZjtUzXPf9&36h=7Kk)v;3l!+B#76T?1`;A!P}!p6MunL-^g
z&jti5O9YNg6#CVpp!<=+E@ZYe%8(+Ba9T0^qXEzeAo5+5%^rc?7R1fZ$B7x_7K|jY
zSRhK{h<Gnv=RCabf{2uTg>YRbiC#LI`Szd4%0luT;dbH+{eSk}J4%xCuJ`^_>gt>(
z$DN(oyen;xv|7cLEXxX(qiligi*o|wYhPny0|ws<7_h-Oa1A)iI3dePIZG>PrIj}4
z-N|{Tr+YegSFU>AKYEezYq&4(<-j>``290y&eU{QS3mXCFMPued~cEZ@};;HgTO1%
z%>OY~;ci5u%Cc(W9%<qm{}&!2|H0zF3Xp$g=!pc@N{GezNra_AUj#cOk-vWmFVv40
zQ3;~m$i5)3J(zqJ)z(>=yqra&55IE|sc%2R*aSjGekK7jglfx(kculu@Z|^^1ya*R
zq*9oDKRw2B&v_DOk28^q5m{6i_`8jGMu4dAAis5*<=tnn+6>B>b5xU)Xbpi^0EH;0
z)?N+3#OC!hJNj9bMu~MN@nRloL&8l!GsrOg>JC<hTBPNAyp@31%gZ!+u0ps`0t19+
zAzQ&q6BEDGK+;UA#U_b0G5kn`bSlfj;si?10I~%^D0t}sF8mr;Hk!2tH&I5E%XlXz
zz%$^&Mnxpciu5#|XdtO=7^nY=yX6jOJjtwo7DuU~yHE|rh!O$6gdvttL=@*jB2~K}
z<+p68%(yvRq0@9Xqf=syDq#l}<)8w7h??yYCdR58r5?-zkd`fC%5Ew`!UTLmgbA}!
z8=`6SWBWdR?NIQ~B1-{2X;fO$y$%}kh0kkSSu*O&FzN=L2Qgy*;sWGoWrBnM$m|i|
zz=4yTJ?-<8gGqcLW6?kl1a-THWu<s*VK-yB2%YgJ6<a|P3MM&f;v7{mhwhE?@K`sY
zAi|=(jD$zA7Em^`xECIHCAUDq$P*4#nXNX_{SIU`1WJP?r;JP;-;d!|=6KcStLV4h
zMJN>IV&fWQdzt0g6U1bltUo|F9L2TjeD3eQ#DbG2u7;>OHDpO5N;{tz`g8i^Ub=!2
zOd|nEWV3CI78-bN2f`0guNye7&5a$~Ip195ne#_kXqI@OxWHCrE9>No&?S!@`fgN7
zWpDgO2I3=l!XtWtKs^)8gHXtOP2!4%aiJTRRI*H%;{=*T(pkgVQ)^q_o6~|=9P?UG
ziK$?UoxT0s9sG!?V4N^<8kC5VCX+Uqxd4TDr1mT?AKO8f+C%LhO(jm7$NBGbZ)JrE
zlHLFxUwkhBf42O4Jl%K<Ns{<n|JS)PejSZ}R7|+SrR<mZa{jZNF^~V!8d-K1SRdZ<
z3$U#jXM#(jSNxL&$l0g&F>`5!@yt|f0^(OmDnG|RH!onhn?VCJFi9&}%nS06bIvpq
z)_JVJ`h|qN88k>JNd$rgXO@mgOO5OU`UlAQIeg)BiSrqnGzkTrZ17)$CjxBWW851<
z$P#tGN|*!|Kj$sn%V#L@%LUKBSBM}$ES}>Ffa(4`89ZBPB_8h5Ki|b}I1O(9@$DQp
z4*wtD<H;X<mqJk?*5@Kjfw#ZNlegT6?_9u|dj=%?TSZ5+0NM4wI1Tyd;z9vp&PI6l
z<sZZ{Efg)v%E4o;zxxiXwAOapLW!!Lf=52Y{rou(@p*1NoW~Zkc$HDg!7-FT!uONJ
zn=@QHcb=Lz%iu}?fk#vh<F>ETTwO)&3=@Q6IC==(c4!7A0<ZNf*^+$^iTn~(IYfGS
zh07m5$?mWH0jZ(=tk@g)tKlYgD1+uTQG6F6bkqwR!ipL}U?Bx6SEyGK6}?<v(P`o!
zi2&0)M!j-3LPRNv0|=pzinPQTVyq|03hKWAf>m{%LGx7<k)a`-N0Go_kz;)2rDFnI
zBoDk(r*SmMJkyUS@<;(}Uph|A^^nl<E)>%N9)VDiB_CU|S<YNU!~I27DXaPu4ErdL
znQw!@MUr%cu&`^7;Mr4{U-}Y(SHMxC_=+G1;^d@zDe?e;J4?ws$bSEu7>b7-R1rc@
z6_bP<2W*R?li<6Z+sW5Xkf05ZDxMNyHhvp_?O%r<2>R?eBg%UIRQm~TsGIq=jhu>Y
z#Zp_`P)kdJFbJM(@hp6A2|aNuYIqxgU%|J>ahor+5`7@3ddNzR;5#kTTkjuyl7xd2
z-uRMlN8h<ei8p4E>`DuQ6{tv|HUhr@W*wyw!g+R#=AnlPLISDkP+$5GiNax!UF1p#
z&(krT7NWz$!V>rZ0RR9=L_t(FPar;{g8(7P_<_-ST_ujJWC{FoOS(65DM8R6aPwG4
zzS%lwD}*1YNDD`BD`8|MjWesEDhhsC!n<UG=JNl7K!XcS8b@yZ3=~jDZbrBc!fEZt
zftPPhh`cg^7s0DrSe3hoW<Q8s_!)k22FFX1aRWs2pZ4bZ&lLYvfcz^XkUgxa3@h_9
zP|Toi>_qO2(kyLdddJOFD{o^t`)2fJ9$kXSuYUw3Xs20gCmK`mhI?STLG_FQl8R!N
z2~g1ND#BD)j$Xpja-64cc@I>&$saL!-GeETds;W^y37Z7q4t|pAH9-h!Nym!*inzp
z!@VqAGXsFJem~2XJV!L1q_R+<8WN}#iM+l-#Ebzx$=(c30<>C$YFh%UVd8XEFxy+B
zLocr5Pu)!Y>`$ntt|D*}2s@1MZG2bec;{94>MFt9ERyVCSt_FoHcPG`qRPbfTuNx|
z9wbu(Ss?ylBpFnZO%q8Q07($c773aT!Zq=oR>CBbeawX)!M4sI2T^>*0?Ee=sl@FC
zR1d<oL?8n6KmlZIv4SjOc!7>g3?m3=+OJ?=$>fMJi{a=Ljn)nB&PK_|z05m{;HeZX
z2Vb}peVv+^#|$D!$h;`>{JHyiG?D~F+3L5mGh{Kn5NEY%vttB8K?~9pxC?|ts3j#T
zBCM5DY;-qadkP`B3)gYb!!qqs8$UbuGpg3llhd2Ne-n=X%QAg!p(Lx$&lAg|+)p*M
zh-t)#hI|@s5?zrvI#=V<M=Cgupk&55x!g`?+@RD<G1gqfW`&xVqaG}=z8@YQy@sVi
z4@IYhz#?$!m~IR=@bOHQ12c!Hl%YB`$6$XON)Sg<Kt{0QxWttzf$tMo6;3e4H&&h`
zo#<exGEcTEg0nhGUnqm^v=VnOwuVY#ElX~hv=+s8Z8S~id~=!y)yJ@$FkjsNSG;hb
zMN)qI@*0+#t%T3A1;2CWhmiuG{%{*p%~n^rU{{%QN;rW>O6tW4R_N8%(kJ&bBo9#&
zHEe9c7fASX-V&-LsChmqC4!4fniPHd2#Z#ZkS3vd$(OG6RK1Ff#H8OUNb90OR?6~}
zw~v}A5h4n{PFm`uF0Jx{a~27gc{fK-xRZ^UUY4Ann_5lTV;nOMvgFOu>0HcRtKS3Q
zymg8Lji-^3d2`#lh%3oo@Dr(cC8BbSar+!I|AZ9gls(SHkzKz~>`d9?To${M`NrHY
z@r@Qo&#^FE;&kFX<)uYxewD;ODnJ^39Tk<jU!&|5X;V8|z8=D*=2tjpo#HdOPjc{r
zGR?Sko<%oDQ-T@4n?*~fGup|Dv%+R&Ghr!=KyaCI8FkSh9&D#G*u(GVeoT?I^v2e*
zr|kx6ew8rsUw~juafAy0cYX{1;&|}=kUREI{>eLWg8%lj7UZyc!7s-Te71gNE4I<#
z`Cq-|pMBZs$~1HJIli&l5^gwC_@`x&<F-eoDP!m^1TvXYz_SlOPVv|U4#q!BK+F;t
z1;}my>z@`EupOISzuHRnf(xD>x$qcPaS1Q*kkd&@XD-0E=JvzacLLDa2>9FXn_4hf
zWE4U)(xAGNc(P4BJw+f1Bqu|$c~|Sbf)Y`~Lv{lcU!^;oAlcnXEF)1^)-f6~0RrJW
zI8zT%yZ8;<82uDVVVqh>BWxH{x>AH)iy*KGf&@Z>u8z-QMusVhIf_^`pZYietKlJ{
z{yegq#1A~;v7L0I5g=1%g}B|M(s&fh>%`>{0u>93jqcxaP8=nW8%UD#|LN*2gvF-W
z7^d);SHH%x_FZH;De{k1;skQDiM#&^97Q6!oWRf_<g0j+1X7r}kcuf4_;X%`!6HGB
zLQ(`a7Pb_@RDQ8J;5#!^%+`d)HyTJ%g!-8&stfPIxS)>byUSE!2E{HHFNk3%li2<k
zQuH$FVuFZW$Cf>sK^_-{6^`JWg0K!jJ;a%4iXSfhB~@pIEvq#=If@s#iY40cgdiOm
z;!Vk4$JN#`mf21z(Z`YadJ4(}#dV*>zo2L-mRnN4fxC>}*b6fOqe~CBzDIWvS#HA_
zJBB;IilmtYkpwsj;=s>E4P>RgC0ARXKvGTApb2)h1(gaEBrQ%5R8VQB<0*&4$qy3>
zpF#k#DHC>Hk7jv<%MQVE93$@G%K4Yh%gKV~^%Ir4@v$yUKw`*B8^SN)nMVo5uO%?%
z@y!Lil{5IB0bT-0FM;P_<_#o~B~+=CQ7d>&83Gw|>IX=^j&NFgm80qulJ6zZG(@r=
zUs4dk&y~I;NrJ#b1Ui1xZ51W{FrGY(taRd4B&0^3j^!=?$F=#NA^xiX`B%obzjTyH
zWe2(3JP&=bi`c+0W}-sSy^Ug5mT+<cL)}b$CQIY{PqEr_5zTWlvaQgbv2h#?>6^R3
z5@1G<$q`(bCfM~jXS{c?yxhZ!Pfszs_+}3M_*IxgM~Pj39BVeki@|f$_v|O{c5&v>
z<9O;(Jl#bY>sj0$Mp_<0Id~<}#V!u%$9U-Z3{KKRpO<Myb41l!341EBt`v4mMy`ah
z1|zKMz4!>+p;ia7*|7~4chNMe1oc)I%CE)1k~mwA^2d+n@g$F6VGc?038`t;^z`$_
zOZHIhU(0io2eBO!$p|648os+o^~fxCp@6XJ5bI>_+nX6(YDY?CSzTG8T3SW`PP`jK
zSwUN!Mw&i~r?<|j5s4ELK3AUsA;%Fos6xS)bOK6fK@`tTqtJmJ$gCJSBqXY$h9g3#
z7rLuwj0jh&+xgY0TaW^orW@b{9u+@~Ar`5d5);k0a*uZpmnfHzmV0qYq9c)!E#?*+
z@->Z+1}jY%Uu{PV#&N7(BqV$hWv7~8y;9}cuFqlm$Iyg==LbaO8uv~7l&MOKlvXy&
zJUaC#C(7q2dp{?k)m@VgJ%!=hJT>zaPc0qfE9VXns4ha%2q_j>B}7~in4U?+fr4w(
z7V$BID5;2x;Ye74N?pw0NI7%`y3(LZ9%Unr;pnKchv%5cK^V_dko{KYUr{62bqin7
zsQOhTSwcZ#V!F=MoJsHxN<3bZTG?P-$7W_Lv&7O_){k6HZz#=bvyP-{$dN2^IL%_S
zK~|09yA}~WhHV6VKKyweEzdAsoItvuL*M13XjneK)pZSr$Bz<Udku|xp8iNXhTZDy
z=G+Rkz+mLTcQaZp;fg#8I<Hc1V^A8v!p6oXZ%P=oehlG|4#~Jql#CL?!J$*`qAxr`
zPb`ft3yK#AzwuOxnOX@NRg4P|00V<r`FX6+lT?E`M$nE_8R8YG+gj%wjG#~>=a$&j
z(?wW=m49U3HD!<S=C*h9Z239DZp#qM2n=LN;mP_#bY3vYO32AyfKz?p&=*n8Wzi*_
z8E4{`_9Is~WYzXxfNd4L92>*i__Mpe#5az8qjf*~4Sr|g1LS9?N%i+K%QU{*@<2(-
zDZ)|&GiaG9c58jqgBlgTL|SS2Ei5_n+?IYL&(t4d#-8M?bpkuE`ES#=a@w4sBr-VY
zOph%g%PLj3#-KFFWaAvO)pNw9I61LQx70<0CKGlZ1&<x!t7r@NVFZm|nt)VT!uaRB
za|&nS=vQ0U!2VarTOa)jH2(?N<3CTq#G?q!!a|~2ZYA!yMhjZ;z^6Y>P5b44`-hk+
zjxt=&@t#K?BoG0=@z8Jl(lJ5^I<o-_1s7A(kdS#@AfxLr`|!i9gIojBYg_W^MgiJ3
zVAf|~;g?PJW)FTJHGhb?LLO(i)v%H}k~C!#0VLK8;-HXw@`;zaw*V0Z7RoCuI`ag0
z$S4>|P(#a{xL(2aE!yo)WHUzEGLf|bl)xui^U-Sxil?w^!v;EJl~^Rq_?M3JVxyZM
zUfsn9-`b5=wm7|I2SGTE6u3C%T4FVW)k|*U`QDAVo{3HzT_jP%*HiXw;;zrV`Uy@a
zVMWSNlv6Au-%n6q$4oOvfBQ{nQh*RLO|eScSFzkFq#%n*4q1dTsIV+%c}jc>M2J8{
zDRUf$@=K7z|9418c<K;R;Gv2Xj#NMvBiQ~ZIsf_AL4ikG<vxVw;m9gsD~Az=kgIUC
zJ&mEpK*-osIm-RinZysG1hPYbMO6Y{vN7BitjYH(NOBn09z_vhj%{4UaRs##6DZmM
zft$zOJ%&~O8KxE>2NGA#w3-{TpT|#K2l#|N3l)u!@GzT)D2szMn;NkgSWSg5SRdv~
z=8su+a*ULwu+=bOwRL~jh)@n3CYm+=n{_kOViZ>jXgC(0)FdyTMG1UlFGh8{puY6m
z2)~A+5Ao2m&)}EN;zwSFXjBOrGM2Onuh41^2C|CO&<V`elo(?bxoP0n=a7H)PV}A=
zt!J}cYZVGYAwRW*5~T5)tqFEuBq8J>JR8}RVX{DTb(q+6!15ylw1<z-xweW@mvC2}
z!%KqJj1rPk2>c7&3l*UxaB|P!RGvnQ>_T`=glqD@fkXM<;dIAiNOAze#WjkUQ#t1U
zM+0MniD{_F`6Qyfh9si+<#D|H2~2B>h!evPX?U`PX!Iat1#9)YD50SXD@#M5;JOEB
z7XA`yE+_#~{~M@%^F<ut68(7(=|64!R{`>`jIND!>MMOToh&EzMG;CHgyRI^EYkDm
z(K01EdOwR*HV8@~mQO6PEcFxd>MVcpqcomznYnxuZn=VDbTM=LdF-r=?fQ7NB!)Q!
zNHp_d%-%M{rX}W{yO_xF&!CqsA$aZAabEdt+$}#L_|)&>-2Nuq&U56VuOw)jK%Lx-
zJU@W8Z!MKIMHcN5eEkyid5K`&#rcb)=uL2<c}!hpc`1i1sn}{5Wnz$KXAvPJy!d)F
zX#!KykP1yIJ!??B8uoKj)ch8)`D-N;KiBFEX4C7qWb@U;!(pbbc`d2TZH!lvILCGp
zJ)WYz@CnSt9Dc(<Y8GhvX_CS~_yPH#jbmfyS<cO4#3C4v?#B$9bd8-s&#&Ny>VzyP
zq<j)i>%n1ZQKUe^m0}lsl}%(3A?$~M5msEEx#~ewNv0gs2!uvd^7-SrXBg9B{Gsy@
zZOGsYk~-L~Pb~;z2RS?;V>?YgsD6O=YVX0a>QpZ{j?{e!Yl6E^_Ap*(<7^TBV*mAc
z0VHJ?0tKHKHsdJrGEYwrBUem3VPKmk<JObBP&vk-`m+cGljTX`p*Y`O_!&>t&c4*K
zo^GxXj#Zi91@1m~H$RzqlH;o@NS=!DLD)53m>ZyJY3Q=gpI?=rCmkROmA9;2VrTCP
zULfHFI^*JLB+2KYv%`Gyv0G4R6(>QU5!WI(j)~(3_)ZkX4Nw#rgpVX^NV0}61QAuI
zCq6+kBV*ZuAaDuk5j@+%E3ERe;Tu`3FObkXiH4G7)d=}UjYKE|fNvD3Hywt<z4)F@
zDw4*r0tTf4R=gT^;Grl|OGC^H5swQ#{o;@DJdaQ$iDj1Q($hGOO<O2|#R=Xt@MUVA
z!K&}k@aBl>r}^^YDXa^yjRmv7`CJjJ(T5N+U3wUV%$9Hu_doi1a-+*MJefE4zXn5|
zBk8wf8r$02nOmA*|NWn3*0i{{dh8`#e+fa^bEt?mdd+LODsnRke;azx0hC$wstB!4
zR_*u&8Qg-m!n@i($nn}40w+vIIK`NChK$n2RDGOuqopYylM<BuBEPfn0iLZt!DADT
z5wc_KiS1?X|E0w*gg};L;&SpAU|T{6+SCr>@hArt4`2s2Z<~2FcNYJerNs#b`ZnN-
z*2Jx9mPjZm+SCq;UV(;Rr$_6f;nyhpMKWp|5)!k{6dS@@=+b&PWIV^Hb%rT>jH$BA
zq%(^l1V{$uxn<sb^;=LR8G*!5?0+&{A0<wV#bA+MxsRr35|&%t>%+&6Ftsp^K>X4K
zq|6cq|IAalcpffbu;0~@;_Nd&Ckii({tHOj|2Ujq^bYuZ?hjkZP;mw`Vp7neG)t}N
z(|m27zE~flKfarA7(6ccHI%0ycl@Q-=s5LV?hXP{jRqyN^h@OO=FxrR{_M@X`Q23t
zdWO1JMN#3SSHTDVyF}ak1=nS_37HXS=9pPN%uk9(h>Sf1cV79@Yu$bJZfbUo<)feB
z$~K7?PadRp@+_9)a?ReCk#|-JWQo<Lk0WGChYx~NgWVruLQ%<tC4%Q4raC&o#95P2
zprKsI6bb_}>sAD|WusUsnzf3mZzgO*tSX4vE>0m#G8*MvG)B8-5wz(XskZTaxK*LK
zr}H47;jQB6F`~r`lI)WTU572J)SMz2DNAo~HI`LClHw#>m3;F&hq~MNjp%QoHi~?~
z-ppyejia>*kdny4KqrcdLevw4y(&>sxJV=|4PnnvWR*~mMr&S9K$OS1lAn-efnPQ#
z6v9UU$J7O6&&88!^ai(+D%J?ZD*KeHSh61{@aiZ|oj~^qP*CG@I2uGPL0yBQs-c?=
z9KXW5XTns)1d<nE2RQ^9Rn<chg8I~Jv5YaUzazsE3BvimV_@|R#a?JO8~9cONl6np
ztB8b&+dP7;d1$K{5+>{zOXDgEMkI?b95l}&Kw>(k5wYroWtXufh^kO;Iz$fq6_GP4
z&o4Dlghx#a<C7#J`{evA6Q0TQwJ9V&K@WR4Aukj7ph-3>kvl0wt|c+Qg&^ePnnysA
z5T41Ag(43gQ>m)gB6(qy)Au5~O}ttXUkTIbK96i@2)|C?H<6lE<oq<=@;L%iLkd~Y
zv52rM2)~AJ`aJN_|AnZ^IQdp{q2c!sUX;L;QRgFwa{{N)&57yFESEHz7kwWh9;zWQ
zoUh=tsfc2YO35K`9E_QH8e*P2<JgN2;nmLKDN#h=L*VjRB+4hAr2k~AX(R^@l2OI_
z(GW&g2rnkkl{ET2yCLc#s~vc`qqvI)sGa;4enUe_4KQImjyHV^fudtq?j_pZf~%>@
zAVgO2BX=Q!8W;vBUA*GChtN88dUpJbyG}m+OKb8!Tl`l6@~@0tuWvB1RAual%I2#o
zlzQfgY-}gD>avvIgz@48R;GmY<+l;Jco+WoA`3fShE~s$x&HkuwhdBiSSX=B<XSJ4
zi*0Os8%J+?Kf<}1yfI9zG)ijCM!aqXH@SdQ>LR@SIvVv916%W)xUU`QGoOQqMRaUE
z`rrKw*INUsi}Hg_nES6poE*SeR{}}JE#8P+tf9TTLd4cl%Q5Uehec-<U){vg{vO0N
zHH^uf$eA#~i~pUbD_ETy#Fb=1W2+p!@x2&@0>P?I-q9EiOQhLGu+r)XDnXKD65LRP
z#L6Psp^Ff?HPj2cVX+IU26EwBgsfA@2R_R}IZB(>q-qGx<Tg;NHi@bdb}U50*Kr~N
z$8MA`^fahN+8a=fHyB!hC)QrYQZz<IxL8sr0SdC@A&W4fAc`5ZVT&*Z4k1aQDry9%
z#N+^3Xe6Wx1wYJHQU($Dq;)Vnfh|-5QRQq=;(U3UHARDv6v8o7a)HGPZ$S7i9SNV`
z+C9seTpxuCLkrV`tZHBh3y&0ep5jFDtt?c#n8>AAtl7{kl5m?eY>%(i|A4YsX0|><
ze`gOrUj6~^c;?S}B-esooT<<8bhC;rOh${N{Al`7N|uG{MNxGaO0Mw0L?2I2uOTE!
zNMai$M<%Xh=n5xj*cmEr63f%cixW&WyLfuC4?pN4@I72#fPjv08rQKocK#6cd>G$s
zAj=YX4P-?}k_=qo5)FmHk%+`3x{@IRUyw+)V>Bxi7tZk7^)0F8l)8bANIM57pWx8+
zVManb8172arGzj|m+g`D_^wShmc_9JR^a0Z4}pvb1gfkcA@QNjH`5+U(xb&u2$7aG
zy25F;%H8yav-m-ocD=RsHignuyhTRZzQC+oWXjIt`#wiXqm0eZq9Ri`06j(*uc>D^
zIXX|Vl4CMw@`wAL;zzSXR6U!m%^e8eqqlRA#o03`vPRwt_-3i4<nmQf1_TY?MG$4u
z8Dk{0jrHDJQG*P!T&C#PiH0<yO5_)OL7G7WOR~`wm7JBQCzj^v`eSSeZ{dyg-{A8P
z{x!4JIX3_0HfHSw?kxT_cTByUvD$gMVqJW9_<@&-hJOe%Fo?=AGHM&8f23j+m19KZ
zD2k#`w#qEK3mi3Cf)jP8N>6wI35l)O-@wYglO&bYOP(Fge>4FpdnGbT7J*>SnPxDw
zmfK?QK)6vVeu?wu8RY5?o-psl7h!C-K`0vMNp*=f+L*LklZ64bldu%<_}F7SdhkK)
zpvbQ5T?ip_^@g)Vq;Uj-2#J?S=mNo2&&}gi{}~77`qE2Wi0<_pxbJhHeF^gLTNiI)
z_T)b=bNW(TDE7-Uqd)(B{C@77{S<Dp4*+98oWGg{ypTyPl10j&0N>^C*o!3YT*RF$
zkcfw|OaXxhbI-!m&)t*L3uh2WOhgq5)j2e~-tzFc0KIh1JWV`*KLC5Yy##iaSVEz`
z3W=m(c&OO=Jg(6yKpHt7J^elITYQ0MJ7gHS`K9;z+Oe-OS{x->onUP?%*6a8<s)aX
z9gma8N2wYGY{}<%wL~#DPjhAlfAuW?{TqM7AxDsjs@(L^E74OS?3{-%8U#@o8jaKJ
zbcqtsR7{GE0?~P&897GM2G!As2$#xqloJac`&V>k&uu_V)kw|Mx#Wpfqsl7Sq=Oii
zTc#Nf6Roz2?QdFlQ4fVFH0NlS+Uf9a#4_gT8e31o3iFYBO$H_ktgFq@bX0C$xQxlr
zE_#$G_f^i*^euFvTp7HDs3+k`9#JWViNf~zF=EAMs7VDhZ;*ts0ncB{PVpro^wIDa
zIc|U97nXyIfh1rh=s@vZ0&IrG`{`XB!@nS*K3e<%o>M{gnh4z|Kt)cqrV&{~P*VjJ
zHB8!3kOG^{Rf{G|v^5(vH9<p$1M#EyI0Vidvy<OquvcRx*P66OjTTSBmR%&Zf$s?%
zQAOwuzB7ueIGl_0V`xbRU#L*lV=OU=6u9Vtk0%LKbi$4Vl3;OPlSm#U&!zX+&)DF%
z@oDR3Tv=yTiST4?nQn9{QXEA|(WNDr^i3``cT$&a)>ex|<<@7{Xoq@0`_%O<pAKi9
z33r;+0KQUQ&*<z7k{?0KpC#g-L4@1!)evsB0wEWHL3Q>HBs)N^7VsNO1a1gPad7vZ
zBA`Td?kzND7g@i15Ax9_!F=nUc7quDoKE<`UesC~rQzecF+Oqd4HSlCrf&H@wxr-J
z4S=uVrUGh{ClF^(({_FgDOAG}C44;W_&r!kk;k16B7}=6x6C;gY?YpKD%D5_vapGr
zKZcrKi{!`%2~yb(B+W;f=|B$k5Hxelc{7+bh1Y#|l7??GZyh8sI&l;Y+d7M^bt8m8
zVT91`-$BT$fI`r$aJ<$FuEPFxt$nEYNALUp-n0IL$A1+d|H_C&wllL(B2XPJ+P;_B
z{e!r+Lc@ttZtucs3}a_o-SWAvGh`aeG&;LraU45u<Iy0Mo<^wch{a(dKm7nFzBa;l
z?w_KVOHdRU^!|sa8;eY?H0jysP@IeM&7b`VwWdsVLygkOn_+b$iZ(&GcLR(o1eH#h
z%yOdV&-va9P-?6rNL#2K?HHZkW9HpYa&d1bA=N~%g+`a4aBvR^`Bl_sb|W$>u$JKH
zf5&MwDAqC*3hP@M;I5AB*hor@a;eUusWMCqSzbr5Qo%Mxkd!2fa4BSmQI|`s%2TKp
z9YhF)+Jb^Pw;nzG_qe`<<Qg3Q=^`33QAeXj6Hy5hRuz0S7T<Iwnl11(!D4C!<T5cU
z%HqLG`P=T>aJ2|UC5h~XQAH0v3gFX|Um<L7rs6v!lmvzdNGc&l8qd;ZE)kUjR1syh
z(cs#-+t?`UoNJySrAyeJi;RSi#kq38a<jxAR6fI)c?Q*ulcRzn64;JQT=B^$J(Q{g
z%#>p2ieS~zkVJ@OyTP*2gC{LBV{E2k#rd_J6++%AhI`;OsU(3fV>UE?<bRDnsl5?B
zD-*NRw8!H7WU)2oKU<%}ZI;l9&~Qy^!lyG@<@QSh;^_!Gdsq0Mdm7}MF=PRb(~m+x
zf4rMaIL;5B2|yN@jSQYN&)Di-8g`UOEQ0K{u+TyTbj32bp37=w1;-5ISxq!WLGmjo
ziUx8S)3;Gn3)@!dPqtIc9mcoHL=qhoX3wy5WH0NZeZ1}Bw;{z+bcEZO%AaD%7o7GT
zu1f4imt;KKVK~yyR;7bY=@GJC7av^wF5PkhWR+CXVIZ9b;GOC_`TC_F;>Ji1R^Xuv
zL5H4Z$t<FZ08La`F<Nq;NeLQ3E7=_k!CPMZJ&v6@!E?Fe%q&k4l|rPCuft!EIW>Ej
zuTCFCiFYz#DrBN9(FMouW2!bsR8tv>Y^S=qKzq6mS%T^Xa(-M&p-B>!4-!$TL5(_f
zvQit8pTbzGQfXKu<ur=oQ@&7ud}{F{G=m1;_P#?x3v;OPB7LzePt_l0Q+OMzjUt1|
zK@R3xgyk`No*NUdBBQinsSRAmLzPq{q?eNHbJh|cT>3s4rHy9I<gf1i26kY#3I%<b
zldH2-7Zv=#XUUz%3=D$YPRyuFuh#O<*>n3FS$y;y@BGnwX;(WbdU+Z_ogS^9vEpcJ
z0;04b1bnr;!eD4EKb<{IWc9U}fx#)`G{TRO_saM}M+rj2Vo7G^eL{7W1-DGEnr2O6
zg%gMWh!^j9iWBok30R^h{v?v5G2B@psparRz?YW(f`>{^Fe#4Hq{7vwA(XoyfxC1F
zjDO@2QeOhAjOV)a4zFQkLl+C@S`!gjkMfhxe&OfG20k48(l2l3PLrmiaq{3}{Lkn9
zl%SrY`S>5Os|+iNwpM|oS{U&jb{+pFOg&2T*>5o9Yb5#=+Tt<lCAVcR)?E1oD3^V5
zf^X&`Oot=%{q)WJVdDb)<naH-o;`|~dX_|6gHuPtRFEkcJCL(Fo(L#bHA+Q==FBw0
zt`X=dXs)1H6^xk9@9y0Ivc`OMp06GK8s}EeajtR}+YT7Yn2bGf7sl))w(GN$@$iL@
zsrxKlYhyG@EFU?-{M-xV>kikPj}Vby*dD`|1iQLD)N%s?7(U;cBx*J!ghaR|kvajz
zvP#U3qlh#;D?Y_$Cvt5!)%1;6jWxvS;fmcKr~RzJlpKmv72=~M7GLu&URbxDL$CP+
zZV=};J|Cv8g*j;-qeG-=(7<-e_{|uyV$xZ!@rtttxq0pgwy~aQsEOolWLu<z6}OI$
zAVL&bfZ{pS)c{54oDUM1Y6{mq$Fy{Sc9Fscd=aISm$Bae7^B{|DF>~>)5pWd!4i2y
z;IrfoqIm&AYN;P4{Q&JBL{yYnWZy%PO#HY^fQr<aBfT1?&6K#T{#p#RpQPiXd0>a2
z;pb3%A4BmO7di4K$i9uC^s>5oly`n`1j%c`upPxi_Q44YqW-fq9fPVoi->x-(lWN>
z(Nx><$fDLk3N$M60s<c;aB<~;tQRF!RZu;JzuSHTGtDS%<tna#qUa!SnvA9|A}4hb
zR^xOD3C~SZsFvCK#BcMr)+mMYQPvc9@q6EEaiE?Zy&N;1=e{=|MRnrDyFN*z?Y;c2
zcPHCY2F}JF9)98{gbFH>)sMAsDM2EO{M}z8erOHaOdL05Vb>qT&aYscJ&adb#;=v}
z{MHoFi?<2^t87tT9wOZwMV`9{-;1M10_;!+ZY7D3RTQa$?IfrRoyzt-RGmeFAi!^?
z(I(a-`x;iWhUa?7E=ZvowkTsHHe#zOOsxTuge^I^GQ>2G^LiZB^zn~<f<h=x-7lgg
zB@$;fR71v&hLJ)Z!TrC6Uu^Ne96umY$??{0f>QV%gp~oI;<#aaCkIj-Z{--?iRTc_
zwP1H6(~T7B<al*}U!CgV1--^<DZ=91&pCttS>wM7kbh-Ny?8NKyrzTO{$K^qyNbC(
z?bIhO!mlrpzUAetRBpi4DtN^;)Hak@*nb3bN~Q7SXPJHU*EssaH*xmV5qv#EZo_7L
z5##(^m7QDH^UMR|i0)(T_}Ir;DL&2oq)lqj#gJ4=b1u~t89CBGn7zm|Z>IUHZ(;n&
ze$GF)59jWuDE`qy6p#FfExY#c!{s@&n8PJ+IgArKLU>__XjCO)m+@9)PCwkvy<dy6
zH0SWxk#UYb>f!5YgjB{Zp2V_4L`##DqdhdUy+jvRsm9x>d2yEP5SwocI8<<;X|OzX
zBWG@YH#1xJlG|_<+GvrcTV-<MNe}{0@8ismeg(I?j%&*-*0ap4w4wT8)~xSfITYf}
z>&IB@*O}d_VMMaTD-bDlQR)Co_bJ6U5Q^%kQi@Q`pmQpq)ApFC%h-6xvPV~CoS>4X
z=#{8c+n84OaA@olBi30iuRTvp_R)xAxh}dKposw6cSwZ-Jhw?i)~E&n1<R*mH<^(}
z_+sIQgaVmUMTe^EkYBE%m`&m;cxbGe&>0adyApxWsdy4E6cQ{{-$6$1#_?1(wt3VV
z<9LA#l82Pu!u-No?mBii`NC$r>>gw%Oga{$E1coc+))md##x<u0R=%#7hKx586Ssm
zEJZr05K<I!K_3ODAHR7EFP;f85VF|XZV}fc=EhI3BfH9KIf*8%Qg(DSNx_vBB&&(=
z9fa_iK*8}tl$u3cCyMU}bVmz#^%-PULl4&xvWchFsnlbH6rWmop8E8&$niE-XD9j0
zMIR!mM7Z<ScalwX(iX|GT5WBn^}u6Iq?4o?!LTi!o_dtdK<Dc29TbGi<<Sv7n79U6
z*60a^=}^-+7yL8^qU|^rNcbrsNb7=$#xir|<9JSqs<EAfZX?koqO>?EJK{cpYf-2f
zjMbNr)i5DHpiro@x>Du9(jnTF2ue6bl7LK1C!weenr~sYzDPV2CJ{^FyB5iKC$=Yu
z${|A13Mcq&%+f2!S2rS)z!Fzc5mnMsikaCd3I`P$^EOc_MIda-UXfL=z*kp4k0)H}
z%{qEjBBf+VhoZdLe3o6&%b74vk&U!*Wa${H7N+U##`gB`=lx#=MZ)u29kNcf=Otdr
zN%IWn?K~N^jp^bHCCBG|M?Xx-UnQ%w^R9<Jh<8D#VbPf<D#uXDoisN`Xji-FRC};H
z;o&#zWdG_YZ5JjWb-zZB*2nw4``=lymdU7Xxaf#tlMb~DUDnWK1>g5MTsVQ_3w$?$
zf`V`)5_%7XZ{Ew?W2ZQK_9&s3eTs<UveI~x?RN{pd6$gT`hHymmMs$!9u-k$e`6nG
z)hYgnYj`C1JPAV~RG0z4|IwS6`0Nco--sJa;MA$*^Q`NaxMpOP^UprhQvcC?&hFoj
zS2tP(+v-_3d)F`R<-)E}GGu<}uJHN%Q6BokU!}QphWF2?)P7Jwtj?hX7M09~*72^v
zhd9md&OYApdYSb*iqva>Yl4ygg#siH@R%KDB9bCm8s!Ghg0@Yt?~^zWe1^2NkCkJu
z;N0;HML$K=4Uz0yj~wgZNO=R5ii-2S*C3t#E{zvHi|}naC5ai|pjR6J;9DoY#fKmJ
zFbTJbcI<oDO^Dk8JMKTg`Yn%>8W`iov|#UEjY<UG(A-4dB{G)UPWABvq)bRA+DS-0
zJ<2k4LIxjo)dU|zk4fBs@Crmj0cus?$_hrkLBtdI$pq;oi3)FJI%ad#gK5H1oq?fi
ziDn0gE$fsEH9SM1`uF=7>0FDM-$b}x=9u<Hgcm^-A?#Wcw>XO9Tex<WnpQ)Wd?I3%
zw7o>PRpq+;74*kiMUqpMxH-NBg8;<~VT)CKeCi5Bg9s7=TUOBnxY+vuZNypoa0x-c
zGwzd|_MW3(-Aht#Nw5CEeKU`Wy{uZ#BZN#ttR>NiFtU0%<IM#QHZn-UM|Ty3nnUs(
zWXZ=#+2BQyq85F}28i1p5qhX;X|l~GZDxd(xQ1b#q`PS#YQU)&6LVqYKrmV|2>b=I
zVHdHn8v%H-AZkc>VHr6wg)K$!WPymfoEZXF65RZ=+gUW%p;bV3W0=7dt}bCaHi6_3
zZ%8Q12K%4B2qPBZiSc$iB6sj-@e#^u9AVcOkF2Gsgz1z*bfIy>axc5)`?zRwAAK%t
z?Ry(T$M0yZdjZeP^ij|!2^2x0y~fWD{g{KXll<2CH*;}&16_;r7V{}$)2r0ye8$(m
z5w9+ggo~QXVE7wxI$YY<pQ3huo&2c@B(+KPRma%Z{{eh2gcoW}aUG#@$@a}m<ofv2
zbr-W(x`mSZ8x*3iz}L4SBpFGzSap-c)d)+?IL=Z8E$p&f%Rr%sv>M=h7ILGtmL<i+
z78N{2#@0HJMXRY4U=uTZBC5y2nhLo=1${!{Pr9~o`|ci`kVopQ0%e^>D1uN8WI2Q*
z$v79?grj<-s*CLHvhl;S2&0{f;o-YkB&mU4ILT7;B!-ruF!#qeE4QHgZ$=rogY)iA
zIwpFs!!oObufbJ~|BH<DKUVyk79hU=PZPWTGevo!gWR%$GkrZqBSr7J&E(Esk3asm
zgh!51ciV90yD=xOfZlUhci)dImRTsRaLye>sU;~Le}?5!jr8B%L(kJcL1{FR9=nr)
zO}EpzUcsqlNevdb^bg;Q6baKAdL3Ife3Fm~C=Tnlt>cl8Eiw7tO&Diig|zK9iUaGJ
zD?Y{O{1R>b>rkx%J$L^uYxYdgv`RD^DS}WO6`%SMnbB_!aryO|c<`=Myy<<{AcbDW
zLl3U-)VEe>&JR<V_o&X!)3kdjCx=*FO7iJv0{&ofgey8C=(qX!I0yk%Q>Gqoqn6%A
zE!4#~8VSzNuMpkQj!zLujgpG35H18LwSZrL{C7ETh0r`55*}tuLy`nXZ`sMz#RhJ-
zi>t>Oc<cs3vWMFM-|t``U#4?0OQayvHCMy&Vz~7(<^@j$O)`*<ZXjnbaCAnc?r2n+
zb&8&Zi%L`uh|B#{T|rk!FsSwtMMsxCWY45*z*i>v@%=Dmw@!z$j%S+3c)-|)ZLeX>
zSY%?=q%Ragcn*$Gs9J)Kh#>E17*>{}3rV&{R&ktubSXeaBBlfg4+0@0BoA3ua2=Vm
zQx<i518OwOV!e#%)_6^34?kXhhGqF2u2F%&Vo5ZqYXL#va5mqC9^Qf<sPy?G^hv`g
zK|6ER0$qwpU#vnlnjqV^nTTRgwsaK9A@C$FU!${j$e_b_2?7s9fF6nChq5#r2O+{Z
zz918|@GX<RsDsm}U>OZmHG*wQgk%>%fbY4i=?UREF6%QRFWnzuN#oMK%h{S;&y8qk
zs><b=4YY+?UNj$g;62RM=ID-g;)sBZq43^ge?vrzf}s;_#(2xvTM$C<$)`TabY+@}
zSNt_Ha7_I*04`bAWF{ZOHLfETmLc%bCBcf(#ZcJfHL;7Rn+7Xp6<O6$92<e)o{2Bg
z^c~tI1-Tr;D%3DM2$VXq+s{~Kn)XCH3$8^vsnCdZQm!{i$YEmAB&!^t%iBq_8l_D;
zg)Dg#gA(;}gU9xLk4m{fy;Nm(y1_SYc!YDg^Bgx?uGIp;#51RP^7H5ULipR9`urTX
zD0lEj`9~QK4sv38ng@<PM>LYcHe{N0cxC$a=u(Qh-|7sm)z|U&rEhWCJkEKm)xFIq
zZOl|>hz@k}@Z1C?Z<Tz$$l=-hkW`7f=kj#rG5)mgukkF%wOPFRH~x-TaexV{HC^bK
z_E6mrMXx|JsMCLeIQi7f86qU`iqL=UpW!bxS+a`sgtIIy7kKcg0|+7TgD_!5#VARv
zh!oAUOQ@*`M;`qtPO|~aRisptSVhqGtVL2@pyYI6VB)wT!m>vqTObxWMIhix@m?M`
z{)nTQ5u}wC$85!JLoS~AIpN%{ff}K<TA<x4;-7eim5Fic#UdeDM<K!s@A^|_zx5E~
zANep|^%s?+eBraSe3~W6rmicfLBQORW3-1HkX0PB14(g+nhKTKIKGu+`Rjj(?5bSc
zbSPHS094Ev;>9mQ;Y^Dp4)~sjkR+5Pi&?3q!lnVF1_6jvpJ8G0<wVpJa*$!nj9|oU
zL_)^*!~CxoeihS*(wI5T-Q!o2zkdP$>{$|)OCfM6uGA2U&WWXiyzSz*@$NO(Gw|X8
zdR7EKd+};6-vg0&10`y3@rEZE8G&eW4X+3U?|fy0!r4hozrpS?P?QMqY(UwLBd2|I
z#~{-5P<$1k!>&=8s0o296KVz+dJM1HBvdsKx=&?nFHP-A4!*LBKMLK6oeWdE<r1uk
zGerF^l&-Znl8!soN-j4YZ>N3qI98?;0c<c|#`@U-x^mZ1v5Lg!USOT^V}c-rrM9z}
zyot31orLoO7du4)t-zsCn@49yDFin0`Z%gJj$LXJc`Qt%;gJdwNT|euHKZD&#5@<p
zhNNi_DgBUWW0a7T;NZdm1Om%nrtThRvi=<eGF6cvVVm?V9p;ZpzsuvzUQ}N~@&ii7
z9JOGYS_G;+B_yW>GYcvSR4hXCu%dSpv&+OQD#f_KvFAuQ0kJe(cYFxb@({j6GZdj{
zO`>=<wjtw7AtW54b(sY{LeN)aCB4dGM;$K|V1}UKb<nxci{q$B0#qZ7NQ@zQF?x&=
zvg|-PgH>~Qu-*s20i}=e&QJ0eYj?5Ea#4hf;R<4Igtm$MQRN6LrS%L?K0-xpV^@Bj
zujc+YVdH|A)zRxIS~5mzlxS7qi5s5g=-f96T$8wco@tTBjc8n|7C;H3M-rUwzZo}{
zMEC+Hh!M40a9On}VKxI6r%WWp1ua0;n>bDeFXE$?B$nNe6J9w*eQYz|Y#U+9i8FI*
z9%CVkWSCe^97%$_$kHE4GCk$uHzLSNz%#2cl+_B_LY59Eg=Sc|F^#;@#i~1sFKhxS
zj^>-lfr>AMkZsUq2_>K8xi`*GZA>t)$LMea%(g)^OR$^|F+D7J`gaZ^1ug|Q&uDxG
zI|-U^^7nEB(Ub|o_p&h4hh5nKvJ0L~VW~#*_-k2?k8p=nWZzFWbK=x8i?#Fo?J);e
zI2<Sn^7_9(Ui&|I{F@daeSLj=;uD`>Y;5fR`{4he@x+n$64*OwOk9tU=jiBKi_z@H
zEd3O15Tt$IVD*KonLg5mHgEvC=a@Y32b}JC6~^GDlw%ta<p#y29JUwc*sRNdHbCWu
zzo0EPN~Zq^mFW=%ubLp-eTtfRf=7>hi0;8EiO{<_`Q6XZJ9s(E<qY27Il{3{T(imQ
z$Zo2q_LH)fLGtKu^PG~erRG$~4mQcxe16ni$NBZwFg<Ni$Qf+jK7<~L@$wrt5|4-I
z->9>GYae5kYgt{MWocoWy3xx-<TA#>+sSnF@}_=+p-mfU<gO-?igNl&i3i&*=Li3L
zKPyfO*Ac|mUqxs9JutYJneYIyxJyDGB{~cG9PH}M@~*A|6?-#d!X~y!AW3lg{vm=y
zm1c7f1{+|Zo#ibS{pTSy+u*ea&T!RZ*P+)uqBWCmRDX?2s!P~3AkgrHMyHx%)Ngg)
z1E+OE=WV6s%^`vBMerPtPP0i=mT2?0<9acoYJ_09NFiUxRdfObDJeu$&R}}20%yUl
zP_seRZECiSFJx>Zz!Pa|j>>GQpQ9@Zox0D=Y607N1{oP$sqiPS(~(dRLPC}VeS>Rp
z)eQI*%GCx+dYJswB%k=3Z}HRRr%-ec+o)h#O#(GVpg~ABS*#}6o~co_GDKa4q#PwK
z={TOC)N~2U25ou|U288Q?Wgeq4H0ChH9Ursf^fRPNTMIlmk`1uqPL9y{Ky)FmPQRl
z@N^f?rKManI!}3Vo`jyk4+NH-BbAPk&UEt|mpwpREK67ozjS{@<PcliH*@NJr}*J(
zzQdZX0k$WH7>;z(kIap0Z)E@ceq>2T3LHLp`a5LQC^0=jxmloAZhd!4jU_()+^5+$
zyN|X=OR2>cd6FTQorB|)no-I%1zp#$0vo3>$kTHh(Uc|1c9W_VP<Je38S1qv{zjjI
zG0lc^8QiIPL@b8aXkrH{mS_MHhVPJwCfUC*#j9Snksze9GIy3vEk>9+C4ZGpsg1+;
ze1?tT4iwqqk?J_ra)qw0b-22YQJi7&wFl`d!0f~fEAH|Ig(-uD6VvGP9$)#vXE}Y}
zJcph?#}Q)|-;dESEsF9qsc?otDNWI?VYmj8rckHEEkC%0HK7siDt(K6^+#B8a|q!P
zmov;%X1K2R4Vbn^$t$wFnnyxGjk(lig?w?9JF;&jkQByG=D~WH2M#{MnAL(Tb<c;m
z>!;7M>g9Rlg=f&MC?K)F028?i(%YWIzPO*IQ)f9<I76Yig6H{2Y8Xk92+@teAaGie
zlft&qQ$B<JPf>bpJAS^#w-+xa_r<FT<y~g%V^jkL&-5u*0>WCrnwY}t`veLaik~26
zz(Op8Y}7DalQUBX(PC+8g$weffd{gRIsQC*x}GPV2~$3GlKFjyxW4xauCMixd*K+T
zKl-=ycFz)2ezCjwWc?vN@WRckDA0`Pgclq9`V9^0%`k12jA03?)(WmC)Ai5_*21ME
zrAdm#G>LEsLuwJM%TgQC^Ph&vhcR4_O0CT5%oI^a&_CufZM*z~-qeY$R}=jDc~n1#
zZFJ#!(3x%Hh@+G1sI#Vfk%AUwXRLwnGo(6oPJd@V=g$>zOar%2#j)UtCtt+Ir_D9^
z?JItpJJ#Mnr(|M!F-9ww6Yp%pa~1r^1xQO<n3>GA<l2@v=}2^^B)V*!iX|ZvLCeB9
zH;vt6<CjaM4HwA|lX)IStG5uDhaca4HL<!&C7R}z(+5Zyb%Nz8)G}z{GTnM7^Ku@|
z277HUYpX@P8{f&~tACy5&`!d##?-cJaodKG3neUHV|?=vmXbts^Q2ey&{pk2%g^At
z9W<-gV1)Wv@Lq!+bg*HxLeR)@N%<jMM@FtGgk+tr+GDKAA4V;?WT&#|W`ne!!4Gtb
zZi34fzei_n6vc*XW}jwT{&6CX$#Ua3e|Sb=$~%eTwBu_wW_XTdKFrxdlW4PwBWtY9
z`OKR!6i>pJz;A0%Z97FSr7*RnjMt3w*7y7#=I8)w;IS`X=481@MR8a*O*|P~yG-Eg
z%vRE5a!KOLab!!T-qgVH@oNUf^#_=6I}xTtW<JWBOV_iQ2&hC>ur(he>QO58v)J58
zIhCY;Nnl4J3_h_F`O!Z{9Qzm{Ven${2HH>DM99(@QX6bPUq;!m0mX5-qF&_>n*r^%
zhU<A$JdIWV^*mpwb3#w^)%10Ie8UeZ=XY>_{wbu@IXoeeII;~RfOS99=p1iBR=bBh
z)bS?m!6I`~hLmUXj^j7s1ql!V(+h*l_UvJycQdw>Ks9S<vm0rC>rFhkdOb7d5GWqF
z5{hQvyJ0NZ=S1OyOb4&z+0M5S>um{`e7%w2?1Mj`a<+gPIJiL+MY36Ls#wd9urLwf
z>@y)g^ObkAJhq9jEzr)kBMFO8Wr-ly&ezUu;fJL!;|2zfvW9vji)IJ7vW66d2q96Q
z*+bj$H9Ws-500V|Qz}%P6MQ8S@QLBIJRbLOV=j^i*mC^CsB=dtx9>-DZJrLIBo9UL
zQ)6_m`!Vy2w=q5cm(0v7oSNFhc`<}1bj~ZQ{9Sc{dq4j$QaDK@8bSbvE7zh#ep!nD
zKU@5p79bz^zz6uzkAB4F&6~OAnrpc8&O0%T|6F6GnG=uUc{;UX8?hMJR)gvBzsKxy
z@TxLW_3N~C&9iX+5L#>*x89De)@WNl!n;3uJITxu95q9uG)lc~Glxr2q_w-r)g_jz
z{m8L0<prDmUB{3bgJ`-+pZe$AdUFpke>2bAH_UP_;G&y8M)~wz{P@nlX8P%m;NA09
z^5J#FgIRnzN9HXbCEV7DwR8olyNP%#%$?(c7dm%Q9J!KTdHQc?q^H?=-Rt?Qzb&98
z?!oq=xbc^x=u=$xu^+Nn%VU{IR;(@t8plbe`?zK}OTMFz{L~iWy>K?UiDjjei>|no
z=VuH?mqHMkq$+)l+~}<wA9^d#H+OSBxs8Ic1xu`FO;l%3qQLa(&79l#F1p)(9bZWB
zzQ>WA7}Cg3u&q6mQ!Qe1VD+G{#Ar$if3+r0VhIuri_qL{#66Fkog!J=K-JkrN}plH
zGtd-?z-_79tT<u*Vd;m7q6ZRTw;$Up(c|yNtY5)OL*hVjnx<nCmlXm8F%))7TbUIN
z0^u;WQecT*vJshzWf7p@yHKkqnQCVEyXh55O^LK(ay(z*$b5rpkVe){6Vo)(5u1{!
zqsov{9ej}jr%Jt1LsB%1!V+_l!`P05XR9DoiWQKwHVoAvtXLG9an^;8vU<LUg-V%f
zGektH;s#A}6^Dwiv*K9%=H@E0un<DyxzYDCQE=Jb-eSvKGrR%E*T8oO3N46}6pAAX
zhw1Lwh^5-Nj!#UBQO*^yOUra*W5`I{bLTzW)N>o}yQ!t=e#v0}FWesyDMUgJW4S)E
zBy(xcW)ez-wefB?$dlYOauZ(Qvt-oK+$z^85n`TA#MfvvOEirtUEvL!SUJJk^jgYR
znM2aMh=)R$qQIy2oM4mjr!=G#r;F31Vj<2O3rInjd^3xzEHh`<FoF=4VZvmEnR0=A
zwnA#ljm%w^#+aE$#KOp?fuzXnRd$mUVH`kiy0k?i%ofwEOKVt`Nt+fT@Es~nCx+AN
z<aJAZXtKl;g=s488ER$(dD{@a*&w7UWNYBnY>s-5vp&3;RV&ZR`9;<*DLnm??<3+8
zW0gt#N(EE9rZuf_>Nw#FQmw}P>J;<&Mf7kCEw1wL<ijNW3^UFo`)W^c!aRv5>a5i_
zu~1(is%Ah5QTB`EDtQL|+t}Q939hWO(cQ(#=bu8T8r8UjK2zo8e|(mQ7h2?cF_>ZB
z<4<$G(ctXp1jSMXH5mgD@R7fK6N|fsng5kFERLOLvOJ0BJ5&upIMs!wDiqHxvhVv}
z!E7{$%vW*Vup2HPgd5jz>AO4}S7zGF(vwn&HeD<~N}tq2U*kNs>mx}JCWS7^M5Gvj
zcZN4k4dXpCjZ<jy*wa5G3OLb0jM<~Vu-?K`_W<D69F+N0CLel|58nO=2bF0?BgdKO
zT|twYxaKdq4A-kgy7oh^1V$=^ufxH7l0xBPd^<!uoJ5Lt<JrT+ErA=PiDyhE8=IKU
z4&$kDe)9K!OkGM+H&vY1KErZ;k^P6C<o7Pwh~=utR)`JLJ`F$4lA`m;{2x$Fw&4ct
zNFsqqb#p}9L_Lwm^c)n$$8sX9i<mf4lyEp86^YQ}wG%iVzT;t*TKDUe*QDER(x2+5
zY@eqq;!~rS>xyS_^f<Pqk&2brpBvz=wqaH`I}9a??5lJ#yjeku`PAev!VBZaU?t{p
z>M|RD+bmg8M+9*u67R;=uVruM6^x!(k0klb$|0hGOT-Yg^;K}|T?`C4tetD;{#V~c
zqOBK{fOTWflBgE()evIK9>N`+<knxt{D#Y@R0c5I6t&JRgo@)VMh{_*{FqF6gsN2|
z$n{g0e>a{KrE~rS@#-qs6_YPiFGro3Vrl3Qp+<<1*TbS8pa>tW4(d{jl;@IhI<bVx
zlxPQFP3Z_)q(D*b;8_2S7=cVB`2a?s@?i0PYE}c!OX7tKD2__4)@0RInTrpzrs0vd
z!W5T$TwOp^aP+BN3{GTmLjjAU{ivZf8uKj=A*BZ6wLGQ>&;qYDrBFR2H_d~in>oDm
z4&MHiA)3pb+%-9bCQEo#hy62adBgl3Lem<tnO5Tcg42#C1*ooq9hONI_Y!JkSWTwz
zoF1%5gp<?1%hZb>rk2}@C&hSvZa49=PRv$`svb{!k8>ttaDU?-LTZfX60c%o`ErgG
zBp#pkIn-R>v86*i!&&xse2|-pcXB2)$ghn5KA(&q;!is-#`b-LB(dpiKr*Kg$%jbA
z9YQ&Y;#iSlILubpqmjOa=2C$JZ6BgfndG_D?VR8BT5LJN&%8VFr(Z_QImNyCm*K{C
z5a=dST_+T+qB;SF79!rPvt#B_79#7&har_$7>@@$cteH@k18BbfG<;UV=N|@x%Cep
z<@A9xhtBm-&G&-RjcK$I;37PMDQ7sAQCO&^sXNnnelJr!mturgS?FHH_e1Cs6s0zb
zXWt3QMT(Jj95KLZsKK0UvcD(Ew5Ad+DC9f3Q6!&`)1;m~L?!LA<cHBuW{5rgcC4$v
zN<A#`?78=||3DvV|1{&u8kCtbu|Q`oZZg>&M>mJrvG<i!#707~&CJWM{=Z2{|3k&U
zX#w*4zyJG8Oib{^6HhQaJj`$Y=5Nx|)5Ck-^B!J&@x_13xBhnv-xQ41AH<Z3=mVqp
zvP`*HBX!9om{Y@ubphv>PSCR&M_N=l_fQgjgN&J7!}F&)=-siGq2HXxsz1+)l4Qk8
z;zbga#n;)oEkb*{Mzg4q>|dlXHH4;v6wA`n(Zh=;mZ@xr(tgDl(L|PoMi}B(Q}x^N
zt0!qh(rnt%$0a*D33qJ3Y-&8We>-DezXw^<*>>p$?*G9N9yojiO$V)g6fHT;LjGwc
zXQoIFpF`4TFna!qj$xB}d^4qd1YI^+T%16OXPJ)frKY!ISvsNNfaTfCN%ig}I^+^b
z3{f-$>tB8s8?PH<YW%NhXlpnky@KV?W)ATV?v=hxf2buL^?>LjE%hR2=2==FBh+1|
zKDLt}vP^n@ndy!m4jlVS<l+#C`8B+5-8(3U_A*!9%Bje;#EdM-*=zZgiI1{W=wZHj
z6?<KfT)0SCOHZ>#kDkCP2gst8fV7n}q{Rl**e6(QM$n`R!tG(X8e>m3%}8$#*|1Dj
zG`MU!#nu-$(U4>&4&F^}ehwd%ZCQz^9mW$fLRRPuVl-WaT2&`0Ni>}aVyd8E3LH63
zVBXG;AH0%UvzL!QaXFeQ69h7nP{0pRWf`U+FdQbtW2onH*tu0GWN|GMNe&T<cMuPm
zG~5Vn(Q)eeSMlW3o48oNo?r2HBDt&7jVwhkO3_I&m<Zu}tq$np%QNiE`gBA<Lt@jW
zQNmhFLx1^qzlwOuL!hzyy0^1?<4s%_xt<^p3}*Ym6ZCZT5NUHrG%fl!!H2j158m0|
zBH?}EwvPgEY@y7(rx(#BjqwGW8@~J$#iq@l^}G>Tl1PQpTz=VcMmnx!B=Je^c|OT2
zvpYGp_#(~9EamYsmBj*0yO$jUpX0>JN$%Kk2lxHTeM|)3V|b{-gD?CUbLCCkbM88#
zLgtIx-%C7^Xu(?oothOw;85~RJTwBwLtQRWa!nGJ2AWDWl|)%AgRXJwjjLP~9pKfm
z%V_siDxS@WkNqjTx}q#JQjDZ*6iG&sP1*_pRc8oUv{acw^=>X}@1i-rpIPZC)L6@q
zGE%ZIG9iQnnyc_|^DYKL!_2JCqDKSbRY9T<pk+chjzP7QLsCNM;V7Q#5y&3X#v;{v
zfv<e-Zo2eAM%uTtb8rhzqXltYW-mRVJxG}JhejyYYn&LL0!d}YnqsB4N=8{rM>>J)
zM<`TQx%bPT$BSw>a=`6F*YZ18+(6}73t{`nF_5bz9zI`1iMBIco<WVr5!F>RKf>uZ
ztYy?V#+lQH(PfpoQ>SYCM3UXefk~rO#dU0~N)^co2!=bE(gv{YZu*BClvXsFQkYKJ
zBiadWunF6CI9yI4M608^g)9*>%6h#IRehFRyFoBfW@TTM(ZBi}DiWni3ML=<`DQH1
zNVR3Y_N5LA)hb<158L}&ekz&4LDp8+vRm6i;Op3Cs}W{38rX)xnR_2+<N!4DJMcx6
zsOM0uWw?8J2s@_`3Ps2_-;decLL`x*Y4>sX`ECvu2H35Q(?sUs!8Q1vL`atK=jO0o
zhtb)iY}%4yEOtE|eRr_UNFh&N$xS_NyqJXI(JwO5_z2N-6fc}%PD+yO@8H(b>xjEC
zlJ)>e#Uoek<@gg@dFv}~W&L0WK})obH$T|HyC29hFAMrSlUv?<87E%+KB+hqf-D=o
z5P{~?aH511pJ%3bGpodjb~gyif~A=eqU|=SCNbK6GnNx!JQOFi6k^@JIQ9!sUT@xj
z>86;tWD}-y3FpEoLhXXOA~?R-nkuJGhzr-Vi{E<qF!Qq#_suU;O?EI?F))R}$l1rq
z+;;-8W)mx$uSaV(@nR{8t5HNv5GZR%7MgS#2J6G^_>FF=a}I%*Lid*mf)FvoMzbA)
zrq9#ie!ejD7aUvaWKmlnWDGMLtS}?%NKzWB_q8O2M>g<q3Gt+|i)TYSkPwKBf!<WH
zWf`d<VVzwIz`^B{{K4}X=2o{5C<cldLYXfx=f%;N`mqg-Wk15;YKvng1pKw#Ltw;+
z*l_H=UF>=J6@2J&m+#d^VA4dELgZYFtmoqg60!oG+s(>yA4~oqm+yK%XA8S=yI;mr
z{yL;)fK=Yg#mcW^bl7-OOAdUrQ$uyvqBt6>-BB(-_dV9mWtc3C@PqQJd2`!tG|6W8
z+)2d5AT#F8RF(>;)j49O0GSKo@!%B42>Bt#!y8z${*635ry}QIN#4P$!@o&E?WG|W
zD7Z;%EM}&Tkro>{+V<NN!WwcQsLCNaCKb}>Q>=HYj2zuhEG_WU68&D9@W6Ts!PT6X
zZ)fAlzhGc+h5Tfky3)ohd#RYa`24{S@f+O>EVx?{x{cS!kcvzawk#syB|37e{QXRZ
zGbMw4QkqmwCwFOuXWl+UaLGHUgu3`i>gz0uJrr!8*x(=H#1vlj{#8;VZ77L8R&qlW
z?P2;ax|BDJ+(0doMoqdDYTY=liDAYW{ox-ozLemEsWaDHPeS!kl`?(R1@!DeG94C<
zd_9j}U#A>)=&^hb1u4cW8KTke;sh$|_nkxX;l9^ENb;Fg2RT;S%b`PmN%-=gux-Nu
zdio0_7(|WxoT~0(o$`9J>o2E}4&g2jV62mAPu#={xw~i!{~wHn{*%PN3km(Y>#pP5
z-~KkaT#nCu?sJ?wcaAHrxPq-)xAK>N`IrA5r|@qUv8`88)F%lp`2vR5;8<xtLf5$H
z^;dD?nJ$crx@fosD*DSf^W(R0@^AJq^tu_E+5;q$O`44x8GP9Si46u*i7c0P?ZOv6
zgD<<B&DY5Y3>N1cY)fL_pM8mw_x&m}ohD!Yn-y|-l}p!DIJI2CGmcWNd8FRC3;*rE
zMJb#`CC07qe;pe)=v3<&oFL7#klB7w7(p++n_kZD8{f-o-tjg(D@)HsPg9qlA*yA_
z&Fo_6EpH-m(VgTM-T;8Gzd@r~Ad$)O;+#N_c5~i~;Y$fR`f~JNmS%1`gV{KaGV&da
zwi?T&Q~0{dlRxQTZmh}SC%;T`>`M%Zhd3kN%$D-K%-__*>D}wlqIqOhp{^h0^i}ON
z&JI#Ic?b37A(pD!IOW8s&0fxeyo;~tMf~U+IOlwc$FpzZ3j?3yYOBbR`fHHPZ}MAb
zGR!QuA)^wiBuH~BlKE!VOq<m69*wzPMr%5qi$ioUOtf^E`|@7{X_<z!57GD-VI0=P
z1WV~vV!|d`%%b>k3o6^im0YCl;GOdAs0<>45awbYB$@V-jO6=7y%C0_cOu*{t{Y>G
z?hsGt7{0`kqY}9QRf?-Jb2Zo+znr*Y6Y)cY&V#7NAppm*Se>t;IvJYAIV9l`jwH#1
zTN9nb4`h*}YjFKfbA9JHswA^skKuajcx+|}{B2a7fO@rtu0Y)ixHOi4AVe1}*Xy=O
zlMBdnGJZgJB150vL)b{LE&4J(dIwxH@<Cp6>)ZH^*Z&col4rUy&D!m-F0zFYJ%byB
zQ1q6p=p*NIeD>K%_WdNrcb;41!+SUI^hAM-(!xkTbh3j?0uC$-HuV1rawtS!beOYC
zA?og4<Wd%?JObk7xLzLzi+dPM?clky4v*}6nq1=@q!QDdI{!s>c0}2&ZeY&LvnRY0
zPncvFCLW}T$`Pvm1)hK>z;F<Ok75RNQp1x}VmTX?Fdg9<Ls5Yr_^cO6BIrngU@=!@
z)s2(VYzQRIpBP69py;%rDGRhk+gYqOh-xuht4__5F(R#NsaGAWxI&-+HI-6bV%pzK
zvD`rSB&0r_L=Ae!J%-0qtW?S<floM-#-a*Rn4%~F0S40~)gCV1bRE}jzLf7g{U~eI
zod~x<!57?+xQ<tT;!_-&I)^Q}D6WKg-wN$|A0|_%u?SsOjKtJ3$3i8LBtT+#zLl1=
zohTz57bg`b6FB&RM{M|dj!Ye8xI9RBK2LF1i>O<dO-79+!j7QPC}B7O;ZzrHZ5dw(
zvN?}f&ZF~h_Os^x7C)t8sC2Y9S(%Qa20pcg0$O)Ku;_C9_$r30vC?eA^%_*Yd9><U
z_NHR2T3s~4HowxpgZUC%q1#*(?Vxne)A+e_t-T3Ai=kU9G#U_C-3)g4#FqClTka&$
zsS?O8m%i*tRtjAxqV<`d{N~qr{)d0h%<=Oyc8nm(9%W0VU6H99No*^Qw&>Efb`wpu
z;d<R@VU0RnJbtv7hOM(EE9lltZjCL|7LK5(0gc=wWk(`^;v0PQl~pDOzlFT<t*py+
zavEsJ7MicpSUy8)VUl=#hLuJgfkLYCZmyQjk*yCSpWi}Mfw|@gqh~r<bh<d~t)b{g
zP>As9fh)MRKFo=-%|PID`s8sk&$QIRR)a7Pzv@p&>jBelH&v^hm#3?YhoW?jO!3G4
zJ2@)vq&*v;C?OW)T|80j=S$KS7CoKHVF`1t)u@@RbW?nI4=Yc#AaCK@cc9A=j-9&{
zfQahy^)KGRcvEBTjvJXv<>|Th5++kUY+IV+j+aY(=^}+A>6@9iw^F|3CZbJ2_;3D>
z<$(<}D>99~KE6Ht76Pk>Y-E6pl_C|6Az3O3Yl4Z!_0;_=t{P@Bn`JpT%14$yMNBNQ
zPsn_~emfaaCF{jN&0wc@VNO0nR5++PmjSWJH<z#AWcO{fDM!(28nUZlF4*+V7SLsn
zrFzRf+ptpjijC*>6N(Nq;iT|_2<Ml(Q0pE8ib>-KJFpM8B!ugYIGg5S^OoC?wTlQ`
zjZ=1(^g<W~4I^J=wUOZM&%73)NL0o?gdN1mn-z@S6bsEu(AmR})z=ZyWrWj4T<Yfh
z6@VWjECl-GZX~e{--z<Hg*E(H=spVbGM*17vL^F#icaYqTN;0l+O(KhdK)o+h|}@S
z_{G*lW=_76V`C3;QnrYB7xT(<j}bLWbk$NgUWAA>O?M?myK)h$-m}ct2Pv?^gxgIh
zb^}HLi{TFXM3jo6k*Ely^Kl%_V`7`k;dep<g^be&Z3&Jj@1!lr^T3M}tP|fx3Jk_#
zw}OzUxd}#dI@#XcSexI7yc(rY*h4hDfaEL4Qh;pvob_CURpoxUkIr0_YMYI2>74G~
z$<el3={KKbLb;xEu_n>>3{vqnB0WRw=z9;!#;Z71-pK#%_;rTsYuHsYm>rZ+vK8!F
zA9LfIn4P{Fy?vH@=LY!U*d~q_UrAER5L0!At#jnlr-+!ZMTu-+$&WIoCmA+vR@^A}
z<~Py|*ZIBd<#@3wgNGBGIsGoSCQ6LT{Y)o2xpm=({Pg&TxG$dJT>AvmzRLCWPjb`p
zXNk~`9M2G6KS0LHA@|P_l~-{(wjoEl{;%`W|0wbAs)7}d$9ea=-_8F0`?>GF`^e>T
zeC%T%`}aJBUy3h(`O6Fq4G|89x%~3WIe75k|F8e=xaB>l@qT{v_*I13xAEx@+={RE
zaAtIZ#k1Q;y}~3FH83`9V!7=`jMYuZA(`pMD7L&0vza0_P$IOwi<sNQ*tHuUlP#}!
zJrk>S_8)$Vxmk-wElged5q_)}CEBEIhe0h>;&s~xnJJmP^SxVn?e7m$uTJ8m;!L%_
zfk;y0$3tayef)i_dEvFhe)bw9S>xreaM`k^pU&+^S$Oz&aNKru5hD^em|XrYdv^EI
z2>k*1S)IhlQ5LHgHs$0TxrLu%mw$|3n<cq?ir8g39v)8n1jhVrM3Y_kw|tUFILo(2
zK1pHkj|izDM$7l`tADIuG%Qw=3D#;a((Nu18#zb5ehE)YA7$XCS5gh?m|mEAMnjpo
zmhy^@Yo27$UdyTwY(Cw=1L-&MV)lKg)?>WAaF9*KAM*COdvV5xm<)AurWq$8^>aqv
z&c({Fp;s>>#beC)2g!;XStY?e!S66JzMUntjF8sSSyWgX{x}Ks5z5?0-g|)^UY1w-
zW5iarkO?kf4wc8+N4U7Qonmx=V5-TI=;Or1YkBHvllo#ERSB^(^m2wOVfy90MBE_`
z%(atsZl%xrAZ^lGPL95Tq15{rto;vO)*i4v)WaX`_Gk}&jf>O0WLMIxeR)4aBiHig
z=~sePpix?)J=}|H8DynZBqXwWYX*Jrp*2LL0+Yr4m@};eadV`Tb#2%4+-J@*RGg+@
zOLQh9gk^AY5}^PPQMRIzm`m{XaE^|`b4ZHBU`Lbxb;DQbaKlXRZ{zUs4O}z~2d3Kb
zayR1GDa@Z-!rJuv`F!_&BqXe$#^{+ZV2A|(&Q~2qM*8^F%Xe|(hHkE1*U1aBMaE~&
z^Ww=D2!u~8ELgQ|^l*p{$){#+ql^E6tgK<@o{zGw_pL~3iFEBSrCNc5rHeQxZ9rCQ
zw6#6Yx}iTMn?8;dE#fP^6q-3c{q2v_bbKTM;ULO0Q@sST4N3^fkO|KQq{hYwihH>_
z+;X4qyYVAjufLJqLc`MUr0Lt7c<~vs<<^A3$+dVfL3M@hjLF=oS#Sf&O&OUo1F0ca
zj6&-=*maBxL{!DCp;|tsBCw<V_$w|$>FWsy(Iy7)vl|$9hA9js7#j7lF1?&Uk0X16
z^uPdVwvg7YB5udfgwIg*3Y3W~kIWpyG=2VV>Pu`czK-#USrVsm?7L?HZ{`6)N(f(9
zSvRe6$6v3-sp+hGOAN(!G8b(UZAd(~w++b?$dXF9VepAv0qx5M_%0o>^(4XyasZOC
z#Hm9s5-x^W_xK8Kdm70WY`gm9Jd>QD<FO^wBlCoU6cI_K?}bG)Phs!(e2mTrOIZu8
zuboc0MzI#9INQb%eVFxg%WS<N&$jm^XnVouz#}2nrppu>eZ(Rf*-#DH9wZTap@q3O
ze1xyFyncw3-kM&N`vwUX&he#Z|B^;=lw!V!>Q+#s6qe|xYp8_b)R-)7<i-u>x#cZK
z$;mFiw|Eh<1PFmW@if8W5enxc^mzR^`7xZpCmRw}+-^$F5Wlr<4_@G71sw=U&<yqP
z$ohA&GITo~ktmU*gC^3L?Rk<)6jkvlloyz)H|S`r5+I`n23{nKyy`LASw{-8^aVY*
zZj_m=H*z|0F=OS6vE(>2>yB|U9_KlKHzKSe6rH-3K%|E_+<z-i_I`+ICrMTr=F?jh
ztTnfCX0c4xak%92O|;9fkV`ODd<B=x9HZe5&>t`J{qgT`uCs$Q3d?3cPjrXLZOdZF
z0xbcF>*~}lnIn(RY*=A@W(ZZ*S)VPiR7o&B)5-b5Hk3fZ^em3F|20$7{ruk1Hv^#N
zcJX*(9sMJh;;1psFOKq?8y~{4BcwWhi<F<H5%P)7F0l34AM)bdR;JqaQf%+1;HbEg
zgcqnhlz9*OQkhZhIA(kk_p5(GY+;&n?oAv|yaFL5ne5W3izSL$A6xu;sHa~bsx??_
z4z^4Y<tlO#&OOt>t=D;B_3daU-a=0yiay&<GnS<3#*t$XRsvkJgKXGDT~&#z9?KOK
zAqkeOtJs$MAkP|CVKi@{ULB!VTti-ovhRCW(wON5;Q07ve)z3BkmWA0^GJqH$=BIw
z!|(rn2-}KsV5J46GBts+5+>>dJTZ2Nh54UhNF$sNzRDW;S{8EKu+25pnPT|qBzK?w
z3^7}#?rUgAFXn~(FvjXP>6d4CG`^l(yonauMB3iMR_AL3+m<;tqH$1YjHqwmd%bVs
zWb|g7YL@fmT`cFXWU<pH2yJ9(ehnM)r+KaU8e(!k!avO=w#S=_Pm`_tOho#Ln<mcg
z%V<{iVLEwoN)Ll>h_CkjHdk%AgO!CWMl8vxk?Zh8m}O@zopu)!iKm!WH_^6mmg4rE
zJZ~HzyY7CDS6@ZMTxF~hLQ=vU&0LF;>Y?`3FsB#ZM>LW{a$BisV>XP?JhorkN6-=G
z4!I3ksKkQ~^yo>R=-Wnn{ys+KT^xJ&Jk>p81atq5vk$$GdSi)9x6IwiG|RCnBXd;{
zgN(((ge#ly>h1h~ev!H9O9)afZO+Hg{U}SydL;AhsLFP{NE=7X10*zukW!}FSc9o3
zl%pMd>Cz)qnsI(M_zq4D{4Oh7Y^GO#g{AWQ=>Ty+j=zXp#e}nkRc(|<LKEy={~7Km
zALNXjVM3}h%$+=cQwXQBj2bm?FL@Mq=gZl~vqa=6dakVzkpBObi~dK9f7b%UFbwXz
z^G^2e-OH<A{c76U+W7RRKmG4{3cnC{-E|iq`N&83)Tchh(W6J%zI{74-E<TAeEwhj
z8mkX~ooZw)cfRcgM)P%sdV9!8Ut~oL!K*$@d7+QUS_9U06HbIsuG+$E@pTN{`s*B;
zyq|R+e-Eq9PL?|^Wjb@5lWWf~9e<QSOYzWSe+NJ=uT#p08Owi-CDBGEyuuNAl6w0J
z1MTe?jzhB3;Z)=lzGM^WO=74K;x~D)+)hZ-_~!PTQQv+GZ841}&d$&gUB?0M1;i`2
z;W`@0NC%UpGOlBA`>VGSO~$E|5>%Xdj-)=%mwp-}HMEvcq{)%zP4rzEYTl2j*HVb~
zRrY&_Ij@Z&WuK!{8>V}xMYW8W7n6wUSW$zn?ji&2CrNF(jI}()fId#4|Mhh4{61Zs
z7IQN_6lX8T_RIKkjU(Dt#y4Eg*~SN%5CiN!TOm1dfCV{0NsO~)B0|voH5x&PrOIs-
z<KKb6p=5T^CtpS_6hcEMT)Bj7{TN%F!(^5w2$JtZ!No0JLRF5@F6DSt=uu9)B~ns>
zi|qlX{j(Usdh(8s?zf=_ms1Eu`K{3J@Lb~!3~0C0vHmwO^5b|;ob8$27<q#&iMMei
z+6Dg0Ns2+TC51@&Qz&j5nR=P%;x+WQ6-g*RAY4c=sPwWc+D%mMq^ILi;@T^yjMa%%
z+PNb49t!7gB|N908Jp-CcpDw+8g@jNS^AERCby&m!@awSNHc7-Z^jcYXRUE+wQXdy
zETLGKyXP+B?6Xlu2GVF!fLr%5+%nA|1jhoN9o<W2xtlj$<}r9_7dPL28UWdvWq8d1
zjj)RA_7D%5*o`pf#wz6Y9cN?r2RJm{QoK5lt1_M6&Y_&f{WCws^{QNzY+`F6-hIUg
zU5PNorp>n={S+Vl^AB*%HNVD-C)Z&I7T>yA;o|-rqpRJ#eEWKewewU~R~TNihMIF8
zN~c)J%@ET~272ycB>oL{Z2mGwj$hBk8$QUlA6z1>ZsO39Lu?=T1N7Rj5OFSMq3HAY
zWQxv?0>iNdw9y87axFWS1iq-_NPonTvK_T!4UtkFwcA2hJ(`}yb6>fWZd+pegaqH*
z$A^>$*fumuHtx{3_AK#Q5%+ijl?L6Z0V-CB2x07Mg_<Ab1BIg~wHk^iBQ^UG(f4B%
znncuf?9A3c>R|QyE%Zla;)54+ZWF{R4qJZvUR2wM_#iQ{m!9x{W6Np>)M0d}mz7Y6
za?|9+B?Vd79RA*q(S<_$hkii#yHBwDz8OBaejEK}2+3~HGjNVwhmPYXBP=(o)IuI}
zkq~Aogzji)BFQ5?oB7^Gng55q|BROGs?NRf-;R~@sj8Fn>2tbI=bV+ZgoFgj0z|Sz
zHehlxHaQ4mkOWwOBoIO<Aqh}wg;uLuopYZ)Ip@l`c6>jyhyQ;M`@Z+S@34LEd&hmo
zm|s@a+G|#gs=c1M_A}?)+MC3I!E&Voe;|rdFmMY6bW1{B-bVeA6rv>|6=h5zPPwNW
zwNfECkiin2v^!!nzcNc;w#=E!f>{47_%Nk7wVoWwoJ@9NDTd#}>Rq!W$C_x`m}TIt
z1a)SJs49}q1rbCM8y&SA#XEinXQ#SQDi)>X^IWWT(9k0y$_`HCDhTB?hra!5Mvshe
z>WzI!qDj8td`>&B##uMZob5oaIBD}{n5fqAmHKX8x>=`SIWP<JI8sMZ77kJ@#Hov&
zX0Gc;1WX5R$)s%h@yjA34FP5?f!zrg8B1q4vI9ewnUj3fxav{eS;lpR-a8*ax6TEh
zi$#%1&0?9u<f-{PQPTY=vP!>nF=c%%H%%R4^U3=u*){a5%Xz7LJ2|VJywXOx<qY5L
zt)(b5aip%Eki*Ti>EiHZpJdp#mb_r&aIHil$FG)}h^{=j<2H67$)o;$JSu$V;Ja9q
znm9lAkNl~0C04P4Q^6d+>oyQg2bSfbuBhS<rMdUyH6#hK_mWZOwk$C2b&?jF7%pu?
zi@E4@XE-~39tV!RiRLhf5++x!VmJagmsI#;D9YL5rCjLGW4W7|o<4$Z26>{e7dfx;
zwbh$2>@uUlZA_Mrvf$|C;OQEY4j+qM7jt<3A35orC;d-<ByTN2EsXN}10vJ8Wjx`%
zj(NKHt>a-X&i;s#(Ewj-y@@lSCNlOI(_$E3F@eK5PgS1gyL&%|S(?W-OzKnjV_xt+
z9zNbqNvuJw3S8gsMxB<Kwl<UEZP=L(?$37-K%mA^!cz-f)^cWN&I4dR--ua0fy?|j
zy4FHIxRhY{GLDqb!`UQKi8kXT$m#hmrc=F$l0`Oq1WR%tV)Oa4wfLHD<z#XTXZSRo
zYMf%p&sV|+SmONxQg0`_0~RGg<h#ioxW#cs0`EoB8!1Wy97%kHtg{)1)y=}9gKB99
zv&EIn+IzUd_X|v%OvW-)s?Q)h*U`-DywG(a8zx6sP@<gDf6L1L3Qvb_rjoQ7%X)Zp
z^`~j`+=yNk>F@ju`hq}8^0B_Uj)ukaku8Dk)hwzW!Z7!9!^z|5nXmDo%r7bD2g%ws
zIDDUB&~*{Dt`Bp#<}M0W6Rzk9R7w=2we<VmNvrQ-25XAU_m40<Q_GY0Y~iKH2hZ&n
zCywykkjRpTCY+ui11I0)sqi0ZNk0ir4beC!=}V0Hak@oZffRPDisIZs)UH8Y)cBqM
zKHiMo&*<<mQh106^-OvXu%sh{AXVAE-NfUUSh89`t|=nVW~k8x`b{VPiH*3-4jlLq
zdw$2fU|?_>qq>^uuy#%kZMm5_F@%x$CVneJB-T%<*hSP+Kn*M+s1ojii_>+jn4*_w
zy|?lQK7(dGftI@#z4>YcvyZf>qxnwql=(Wh)c=%=ldti29sfk1r=7y-*C<I(A{TEX
zsE=~}=+D5DK~i=yx$uAbfc%GG@7}$<|NZZ$uC9&`fB3_+wzl%>tFJOJFu><N_qqQH
z7ye!R@P|L-10VPRciwp?%a$$U{`>F8?RN9aU;grc_!_05qtvM;J@Ejyt#9F5FArea
zWgHE?R2ELLnB731`S)lJiFfQ+iFao^iRuQ{ZF>{{w#!(z@pTRzxQ%(Sk;1CASnd$k
z#_b$9{v9UgUc<6Lm%RMt_qU*10;`v(1iLR`a!R6N=GdFjSr96$`0PJ2n_NdZHNi?>
zp5S{okXe2ehi84PSh0jL9h!Dr$cCOK?tOC@kKINv@-ic?0FMv6i&Q}a$)vV!9inU#
zx!?*;E&hp@Pv6HC=e<Z{^E(J!c_(2t!B}t^yyF5IKH(&p2vH0lrLQo_f-u6^)Epkw
zg(2IxQK>Xp)YnGQLo$y(@f__dNBHSqKF>>`@1uGQib5lg7y7W5{T{>jGQqZeWUPG%
z?s-m^eT-zEp}qZ&ta|)ItUdA=|FrCRMyfBeWVD@V`7Xky#wp)w9L6;FH5{i>Xk?_g
z9KYaa#lqJ}>92s;he!1CSA{%Ro%#)e9A!*D#kf?$RNA>h{uQeh`Z!gM5Rn9y7cZqO
zWht2roJo8be9z(&PcZ7}Bqko_3j41aoBA29GqWt4y@Botk)m=wy&dmGwH3C{+31!E
zr9L_fAzEUO6H3~&B-irh>6=I%pTIMCH9=j*CAQ!wZs55iAE7z+Dn6$dgrzjSz7tnI
z$i_==B%1D~xAT+K)pxPJ@x#3R!dX_VznOCScABz{#MZn6zheqftB}@`{CQ@ARkb?#
zbcLSv*N`ZCNvrQ8r1(&56HS=K(sf=xdOJg<4djb{%E?Q(M6IEHosV$*oU|*EY$ETR
zLzAl<I{tlf*#r10DzigAB1<pk=Jo)C$s#8bB@WG3*}3v5j*PElrsmT~YLz2L9-=Q@
z=4fh);cSHuUl3yD2Op!@v4he6b(}r@Sp+H1De?1kE&m!TTVvGMgb?!)>T7mW>r$D?
zy@F^s(2OGOb$@2thA(mE^--q#ZsPdK3wh`_zv8l<IHDck$m|JRVl9TXh-|ddCErd+
zdnc8u!1XJKk>_>%ju;==Q9(@&VA)Pu#jEjW{ti7|;Pk+UaL5J)y^J+9hb)K$3pVXX
z=4ow@;;$)FoH40}t1MO}o;EA!c8RLPgJBfV$|mi{a#Ra`)Q}guq#>IUHHi<PIQ-ZN
zFRcqE>B(_g4(o^&15dsS>1-{cyp?*FP9&uv%`eC4+K<nBIU%8i-r{mRiCPw-6~K>B
zmMLWXY(0A|`KSY7K8>@!g_$iGnk|7f(>-`~5x-_*)u!o=c?kqV?4Lf4s@oh@Dj*01
zZ67;*0b06eh)z1Wd)r221S(VzLw?Ls1xL6GInqH!kQiMBu5t)RX(bC81FNBdrq6v8
zXQGU5DJ*IU#EM1i_#){gb)dmJzIQ3H;6}EF#wk<<EW<`H4UDqQOtzO}vyD7`&3a}F
z+vo^5nLAMd6fzSPq(lbKp7VIm{yv(_0;S9P=y?BrCf8>vSPHAsD)oUN7uR2cqtnOg
zRXw=e3fYDgyg688LG!RDr!r>saBBENypsGHhYCyZSZ>BOA8)&MJCbgZOQbP1Hyxr2
zsi+cly6~XW;+E*r1#)hQX@|^rZ~uF~;atvSq?fteAS-%TkaV;m$yJU;-PEXQa=vrY
zyJ=|$jiL9j+$+(qevA!u87@)xu@KtHboiSrSNrj1Iw*|$8FC2hZcXzBBWQw`inl=3
zX;3GNytKBDO2k8dUc$CzcE9jzMo<5aN#E^coEDZKFteeNcV6*%+^IB21FOh~+cC5T
zoc1yP=3{@wkUPqBVHKr7mVLDlC^=AU3zw-ta2}<uhxfnyQ9Oo=g2%$8=v3@0D4cf-
zxuC?dg<6u8DB0o&^VJE0W}La2ZJabDj1~3BwJwHwzeOrCiznE~$(c7Wm%FH2`A*u5
z8_;ww3;GEby&;a&pJ30X1cRIIVtD2dxrK3(-NPL0Iza#C%aKcO@k`GU4#ZaxTC8J6
zSw`#Ze%7R3#hfWK5h*eny^NXiI>K6r$E7%T$#L5M5~cLU9_09P!k#jFwVU`^(^r_U
zNEAdUArrFZk?bJZWEW=+e}dz0UP*Cw6{k%v3ClxJt&r2*)JW@*?6p|7NV4F@Up`8~
z*v~|+3DXs)c;X1h$~PdY3d7Ya=#efU&~Y)fEw|$L&oi7n3bK>o<6D_(_49Z73`asY
zqq{Z{w>NR-%oj*Uw%`~YA!s#{>HY%M^6R+GC5XltyTl!6Ru`5yMNZmEq9#dC;106p
zM&7bvvG55D<uv;S|A7(XCDtswKt$V(OLg&D{;QM~2UF5XUN`@duElY3x(}~z5muwT
zwdPt{#@c9{bF*Y7f^+^jF{zHc>L=r@VM#VlxvU@+vIs^Sdp%VG$Gu$oU=KGH$Ea2d
zXwD{tT$Yp7U(jEAjLGm0jve_bFCYIQe?0LB^}&m9lBXj%%#3RUxg(4%*0K7U9HDrY
zU9bEY`{s7qdUv99T!3Tt1=ej;*_gZ&MSB$_3sJXGesTke_uh@_lo^>lOsRO1$>62D
zN4%bxJ50jP<FQISKi!D#?ZGQU(5F&VC+S#zfHPCS<*mr`9BH(%ylI-YoR1iLI}61+
zjOccpj#k#mcQNnsV9E2?`mYEI>k-5$ngXB1tR{J`^$v9V4SEy5LAKALR~u;XX9>&O
zFf=EfHF0v9&5-#VqluenI&6`29OJ4Bw<9Y)B>gzDWiXr-dCp@{dCrZp^ImRB-$PUI
zr?{&EQ^pLk)xg@)15_0O$vcN-x{25Q!+!$n{a*|JsR77$zx!R5E?vs@?b|td@+9B;
z-uIZBo8!R;A7tmwo&T9j|97Ej8ix-b=HiPl{+BUP6uJ1~i`lnt-@iMjTCI}H<^Gk0
zyOwiDJclR<Y;TX^QYCCrrDz3kk37Lb;5K}L39{)llViuJJpNszGe4oH;}MMTat`jl
zf^5=5AUKY8{BClu`~zES-=Hq^Jf6l7w&|y)Z6&qq-$$@@BSdWkOQ*HQN9&U1oXF_-
zYbtmnwTQBclpdy5AIEkIoUcw$UYsV>wjJBHI9YMi)?5eSD22ot>gwlMtj^QBehUNB
z36jZf7Gr<Si1|1|#7DlokJ|VjSljzGF5GelaxhHToxt^utt=5<VCak!cYF|MeU*0a
z$H}@Xl&xlFj86V^dLupJEjXo%`KLoyuwwHM*|7E|oU3bCI+|fNQzBQ_K`y(SLe)np
zcm}2Md0btC3|K#;P;5Z8mr`2DFjku5cbl8J?d^k<%ray0aa=ipWu?dItvttK*`TPs
zj!>3q$$y)9c?XivPeRmDv<yY(GgKGPBWJCme1$}{`WF)AL-@shY@wG{qaP(xp=e8_
z7A~Q&yb=H>I$H8ad`&z|gY+V8;<xzOd@EC?&3p7t#@_rG>!v@!!V!VZlP1yFMf4_j
zpl510Z2gQ$^)I;nGelngG~J7vaQI5xYW)_^sc*2<bso!W3giqQXSH^g#9t*;7FgNv
zI_<6N5ZBd_+@awMS7{a+sE@>1XAB{WZOqK?z;6jm&VH6A_w|e&+Kn#}rbfD+g>sUj
zX5kVI&Ym435NTk3YzR|JabWO9gz8EVb2M6BW{V9BYnO8V@h9kabwb+3lC^W38u}ZC
zCvK!zZloqKjn{dYbgqex&Xe4*p$5hBqWBxQqRmBeHo^Cg4>HdfV$~$<f03hSzCgKn
zgttx{plX`@{r(IO4j$o1>Rg|Rt1sS6R{ncj{*Bbv3^HDrWMpQHZ*FVma~m3P*8dIN
zwZGz{%j=OA7AThClAV7fRXzs5(LEV{__=W`=`<g^HN>?&%{VQn@A?5^B|z1jq2T=`
zlZ&sBGzXcP>_HS{gldH)3uPAHImCuDPvF)j>2&`M;nhj1`_3?T>LOCpwLJFY@1iyO
z3HnWP;Q)nN2N}76Ctf&7`VS?>at#zr8B>B+ChC|Jd?fU%*n3bWED40Ff5n*Zb4Udl
z$!<s1vecGF@swB4bbpwhue2bSRh)|!d3zldX&qZ#t;AyxcCWyE>tW`02XVP(kj!!1
zfn}^nTuDZnM-f4oEn_B2giD{M9BaclUSY_uu(&45?(H{W_k|FvCcz4r5rdDfZ>D=b
zit2XLIbLD3-icT?s2Bo0krGl1Tz^XDz~J+&J1$}8hw%6V7^N(Z+3gf!ZZhQn&MO|^
z%EL1B?LoIqDh{3D7n0=K)}Rh0nLe8!wOV9knSjF)!7dx@tRLX3?njAK1@c9i*M7MP
z76d%w875{##uuV^ivl@^joBB*);qv-Av+BM3l>s-fYnoH`TERO?wZ-oVnAnS`BF}1
z-S}#nkW`JGO-n%Z@yJvbQC3Kn^W3#8MTbKt>dKL$8A}dvg>f8jP^AWqh$7=Eti$K>
z;PWc1t;sTxuV?4fQ(y~tEd#H^W}#i7;<h;Du@R66tzAc6Rhb_<LyOnsbhH-$OVSw;
zn;@R%>+x^#YU5H~lGoAXGf@z!HaDTv`N^Mto?k5aBnR6Sydi_s!j()1%lKTqjCf#S
z)f9$o6ZYt6J`K^g$WtpW<FC3av_?d3y?H&_`%@$w5~scG1V_Cb7V=!U<u=;<B7ar?
zHomv|5>(mZ?_x<7XZ$SI=Xk19qS`8QVew+xvL4E+Nq0VoUzcg<NfU1Eq*XqjIl+rZ
z){(3>n#=+VMmqs3M6hlv`p1jRD-(D#O;{8e48(9OSxeKJjpPzeezPo!R!&mU6FA~^
zAX|i`7z<NxQK_UUyPU{A2c}jgIedWfJL)Oy$l=?%6OX5pLjDke@(Z|4flr!)gy-5>
zI)9j>%_6~|hQn=B@W{MX{Q<4xzeV(qGOC`-cWFs|m|F8UBz-#Hd+BxtiaSWCF<#?c
z=v>MX(c-Lpn4hm&O|lfHC2=1U2`49x1j*VmgK8swwTfN35T`JTYM*3b=rR_BCM3Oz
zZ6p{i_;9)E=v;^~k%=;|Tt>$1z$>~a8q+N6y`P9@kWzaG?eQHncicqeT^A!aHsQp_
ziOeskFC3+k6Uo_A_!eR;F773ldy=X?LC4uY5SNcp6Mvd&`CcS(hVf#YT%!W^Gy#uF
zv6#jvy^155z>+ocLY_r!FD+3Qrd8#smYuk?A|-NcN{gJo&`eQzg{DLnv*u$6W-VgH
z;)5g4<1*J$KlU2a>UM-go>lW%*60sn8wQz@ge~?^3Z>aKS3|;k0bh9QbGWl*1W~4S
z<S033p2$#vDR)1Id{GW*C)i(k62myjr;|6+oIQx`_wt7YC$aPTP?xQy_S!b$*KNb0
zScpD9^&6`QYjtY12~LM@<b{Q+8LqCOqC1)DxPgWFBG&9U$-*2$$WK@12s;&pg@Qp<
zvB{NeCVX!rq5O<Gr^Pijo!o2v28Z5GNlan}S2Cd~6r5FZ5g*=`@1Pg&;{4=2oH8F|
z*nEbG;#Qiweu%G<My)PV^(2TGNs<eHVW{f@oSA6`4)+l74C1ib2u^<o)!M+=!j<^B
zk%7`#Le6p0N6y0h2>N)4zMkcrnEFRz+9*yFvPGGtA(4|Zlp<N4SZ1-$Q6?su%o%RF
zny#d6$Diq6UBMZeWY~O#w{08z&!WHo%iupX0QuhczQ^U4U(SgWC)mG#KOg+y2l4rQ
z|ML3c;v&EM-S7T0UHESzkw{>gCh_>cPV|Y#<IK&?{kwC%^{sCa2n7DcnwpyEzWGC#
z2vkjr6NwU=S|Ye>x+zy|hLdj8(HH1ydl)kF{Cd~REH;GDz1@_v9>V^8OwVmZl@u=B
zc{|H4JHeqsmiFdB^vWWU)-D`M9nt02(2_q*u=`>X#abHWG&xt0ASIm6r^suk>0Q1O
zai)((x5)5#A8Tg+!0GAdSyQKyD0%q6+pi+(fr@_!L9}`I6DQf<_XXDP^iyy*p*ow{
zKXw;6L+Ab@0kl#rhca)myKjz~z>COonNsF;j<5d+tK}!~22azcTtjK)Q3g{>nb7`#
zE;V6X6vJ=`G)E?J3lU1{%PfsOO}RXP6xxjDHkj^hq%_cnW*Ln0JSE$rD5Z!-J?x%1
z4?%u_hhDjljDD7?I>X+vHu^h))W2dAc&?SIRK+ziM{KH}U%#~t$rxcw%(7%pE&Dx#
zh~^Bn>XVE~PHGAoeVIl|uO1^^TuobB6~S0UG0K?IL7<Go(lB)=SLWQ*geOsjG!G;_
zTxUMXE&f(oE%4Y16Vh2`u$i!Gczs}+8&)i#Sv^Qt$S_@Oq;s!8YgNGzJeYz>S{&uP
z>{q!_x{5%0l$SHFQ!lMRjQxdh+i6TW%f_0YQ)_04D~GU4HF(T2F*8P?*`!M;QH@l&
z>IZMo<OtCs)q@b{=;^OgH|J$t(^qlZQF>D~j6T1fbv5<uTTJnAxrv2E4JmVq>Brwo
zYVsu2xr3-;0l9QOmkmD5Wa)kM+G(!o`3|v(G)bj~*@dO_&;N;;)GeGI{4fFU01v(Y
z7VOb~z$pEZme!}p2}vYL#40A)yFbr)>zw$CW!yYNdUh!e;V>cZ0j|B}YpmVU&&x-S
z(AD%DU8^qTmB|9rW1XDLu7mPFvF{(RWk=ltw(}q}V-pnhGAE?FS<|yfAe_J_N;H}~
zS&$8`+<6MWXOf4$)r#8mF|6VYonaUCvLCOc^WqzOc=g2fh}i;pvrIq=Q9OK#nZc)6
z;=P$@x{ejTYboFMWlj%%2-h83s3nDVTw>Xl0^Yb6@5vF2;<XGXrYT=~0p1Nm_?oWA
zz2$EiKhlm<OAzb64taJP@u!yq;Hq3ivwb5qLN`M7A{?8(iD+6V6!7+2q<T9E>LYly
z9I_t8nYxT}<P#JfZsekm+K`W(-4Ei42Jl!0Q}rJwo{%UuIjITxsb*~Ey!F(Vw~%q1
zL@cUM2;xe0VdVQ!q&i|pDkN9<QF2bE*46UtYzyg%jZ<!5=v*-_e5o8!%gu%n8`XeN
zDoppGIdnxL<#4gxKa4aQ<wH|v$vO=1dXe)QZX-<311AxmeS%oN$meRVK*<_7vKF4l
z_EDG|LUYB5on644DpPHdsZ_EQgDP&Jo`Z?Im|8N<(ozVIwG4Gj9qyTSJkvTsbB@uz
zR%)i**zE=MJ}*K@rzht_uDZ$1bYTZ)aE2w`&>PrWtmAn3+y@d(KepOPuGB_D^>YNW
zZaPIB!F1rIz-MyDDVa5_>9p{-_?TR`hJEomW<nOV?jU|q!ejXnTsB_WqCH%pzZ^ur
z@x8coaGDl*S0l$G=kiUCIt_ZnYe}@~ys5rLZHJF(a}PsH-{3c{^=xu>aeVH5JhA58
z9Im^TjOv6XTR1Ij0<W8nea})2d1+e`qS^a)gzORe>m+>P6oxZT&Kg5nVRGz(-C)#H
zSBjDimPxo2@{V~5&DY=w$<$i2?01cD%s0=QW-pEQR>Wu!fE$i=5!FJJB3C1?Xy)~%
zE66mz%542%9$A^BP}4xI-NU8HT7JIQL80T_IGigech+Lv*^S$gWw!8n!nrSET0X{d
z&oHTfoZWnxT&a(^=L$yaMhSY?k~7ZW%DIumdQ3S=r6kjt|2)NfADVrZS@jSzg*O>_
z>z|m4y@-}fVA|kKFC#lL%kfSVJyj&L_c;b8U%=_CA=$W!lhp{aCeXgNk*^}Mb7(*5
zu$NzsHSz29*H9@;Q&X&E$~{fk?IEwuQdiY!QU63Vv!8;PV^r;8Mro$yxWMYd_t0#U
zS?d_y)I4X!BOG=GNo6wxPkx`%Q|Bm9LX-%(Y+UAMJoY}C+<)TG&=;`^D)~w?rY$ni
zSVc23EUj&$P%R=}&<@5FKIui~0wL=44Dsn-;ps3D^jY$wXL!^8HiwLRS-tp=WIPMF
z<}A>6v!VY4zC{mjpZPi;=pSWu)<wuV%eJXLLN&j@SsA2$I?IAPL@GZ?Q2srr4Y=|O
zW2Fh?*&=Przkwm@yex|hA8uxDevolNWa-&wm=_9Mv)IbAvXdFl0fwZVD3u{RPdz~>
z`F)ltPjKDn=XlGG(q4L<-oZKiMT=;9H`S8FFqa~}^(MArbGbG`$KcDHJ^KrU$_!`6
zzs%bvUqRIc!ZSY3Rv%?3|1+}bH%Qq->=S<jwZqKE29bR-;%ys|&cB4C^HruxZ5U23
zD?_i~?ir`}$ET@l+svVZk0SfpS$fO+`9tPQ9G13nHrUAiS7uSQ<19MM^m?0V?XIE(
z4VFZD=$YG2Yx4)GfBOpjOKsvp0}JK~B)fwH)_xAOb)ySYL_EvTTv6JBf1ySmVZi)3
z7bTw{FIj{f2a&`ISusO%N}xXV43zfZ>JO8_N5hemSo$~%;xeMqQv`(;B(aW5mw%0!
z%ue!J9gEf&YZ}gw%hghz4dR*1;TapG7+j<<UW31+GM{r&>#>>i7HB<Vv0HX>c)F3U
zB?Z3NxSzGrJi1?};Ir|%Qp}l$DOWB2cgKHf05UT(!#(%h!;?=w$=ARB^?zfZ{`9B$
z;0HhWpXtJXC_exB&y&q&|HURJCz;*%GE<HkzJF|iukN2_PujrIaWSee$lKN~W$^fJ
ze*1YBXHM-UTPiV~$#MP0o0xw6b1Z3p8Pjnc6y`bd;0|oV1VO-Xm2g+RI3uly{_Ak+
z1va%b;BQz-of2Vd%wS;Rm#lYJn9I+Q$UaQ3FwbP)tE}wm<>B9blY=MT<n_h9Tyg0%
zYnFsDB!QJp6+ZOK^AYq#YMWZ92&XWmJm0-xDYf2CGDe1Y_+gL^qZ(Q8SZuAoj^oF#
z2f&nML_?!CbBKnzN!pm@==>%|?dQlzClEy^s?$$H{c9A2)5yvhD$+1NpFTw)-_CGG
zW=_6@*iAp+4X2BPnK7!a1QXdYo_V%F#T}%^o5S*t5ER;(s{9GTm0%zhr9mts^tTd;
zY(+FhoRbFX!W`8Ro6&rZm+~U@$vlE6;7&h7qmp7qcGFdupybJOY0XkR*&Z5dXHYB+
z7bXacX!;kxwlJ$Q9~lbpHnD}RP2Xkv`d>4bxER&aaH=Vav(20?gz4Af%<3v~x`Eqn
ze4P5*2DoC~he(xU$a0Xi!4J@oI0?W7{;f2W`;cXc4O8EtZ?T10={vk5ZJ~!wux0EE
ztQsAoGyXKO<quQJq;NZImg+IO_7Aak&0|dYG=#ACTu&Ljo#nNk=F0VV(Ae~6f?|&7
zK?iYv3)x(Xk+EkO&AXYW4!7y!2RC2B!qfoU!(FWNbkiQ#kG~W_InRU3a<V}ybM!$!
zzt3EVqcX#8>7%qYK24K(4~kqQ8hnw~r5EB26p0!kLfS?U=UF`c1VVC<<0rz*OcxoN
zF0;C0oK<g`D1{V39^lk&Ck}U&(|dly#*SxDlp@_7f8c2Uy>x|s$oP>2E=i*_*M?D2
z@p!#l`qj@d&SUIY0dBv=>qBqx;lKSUk-BrIoDNTtQbxv%HgWk4b-cayX3p##=9>@S
zPkHy}aGBQ<m1junI-b;p*!d!!QUQrHq}LLvTZ3H9u{gU8q3&90r3mKO8m135vuT?L
z^XMps)<~(lo>H$y+}eV<VjEI0ML}LeO=dr}8}6VnelvgA^4HX5JJ7WzB(Xp$_$B(M
zc0=(X#l@EiX#;e$zn}E#BCe}9;MdD2W{^^-m2|I@k|H7rZd#J}(DSVULf$-nOQ*qA
zq^9ZJNDe2aGf2q2h@!dh1XPMjk)U3OQZT7Y>?FT9gjgz3b8wKk6(Pa{EqLnEoJ|i?
zV@$KoJ<aZrk7&7!om#{iE7QFw^S%=b-c%Szb~Qywrlcwy4gQ*mVl!8+8e<`H6(zTy
zc=|E|+909mc?9z@ytynT)4>OSw~O09_X5u>eufXbSKv(9EIS&YaaS2jx(zuUMu`O2
z)OG<$t(6z;`_LBrM4aoPemOM*ab~vt2#;K)oODn(7(nnCj6EO4=c~|h_9TV$I-YiX
zgbC{c3SJps>D*TJT6zfpRng6;yMdwX)!2rFBj;tOsq$xjjOT*SQuM87DA3AtO%+mg
zD@h8yG_E?Is6%C%5N~<@8drQJCJ<FET0>Pjl`DBA(nGY;fYT7@Z@q%X*axXiD-1Q)
z;<0NOv3?7!NoLkHQ@?UMhC}D~);suOkC!(}mr`{0F_(Ub;L&;3CenOs$!~~wDm>HN
zLb>??vMas#j5CZFPqI;#c&j-|+7ii^hH*Cd3D_<~N0xB8j#RKfMiHp`r<jSh;dAJm
zj=#w}eZwpS6QpY`E{rVT^`7f}Vg)u6_pYZQYcTn?7=1yDS?>a^c{f|9{ZthNMHZOy
z$MI_his(e}u4l2bjkVSu!Zi;uZJxp*WjVj*=Ol$TvV~(bzonDcU!$5$vv%2gX{~CQ
z&VJ;PKJ>(Mlq*wM{xfuSPvi8SA$r+0I6bc;)SP5;=2sYD1$WiN!a}TdQ$Cu&)fS;7
zClK%b0&-J|G5dAee*10mqCuo;viOxBBLF?waimg-Y`cdUJQOCMqi#6FuI3^!*(4=Z
zSXL;rR{AVWmA%Ni#-dlmbU2uH9p_YK1vB<@=z5-`o;563Cz%e$dF-O^uvC7DP{bgD
zz>E+hnp)1hwF^}*5!MzcS}~lNSzLMvtE_-+lbPFvuKLO5`Y4?~L!mfKn{zi=L1IK$
z%DqkBz!8ii6sNe_1v&<|4St4T>XW!DBB}8bBPAWLCQx5^khpe=QRN@0&whmw$0qz$
zAF1a)i)MMLHIp=@`j{}E=Z!N-26NwJSKtxWj}#Cq5<mUHQWVP~<+quAK7`LX%<{iH
z!)s@=4B8e8`mJQ7HRO~$zUpb#roYAqf@dffTWL^dSm??!p;~O7d69U;LsfUOcgBNQ
zNn_$bKkLR*GAZ139@#sZD1PZqQmzu=sSF|AB$U;;+AyfN3|@UkN7e;;LNY7kvnWQD
zx!OFM`(-ZZypQC*pV0UF_pwF)5$ApTr|g$sCzF{Z{p>@$I(vlY(z}`b?z@=!%~x>?
z8D96jow24`D#je*-+zRT%N9^5v!~wAqv|5<O*@H*YcP!x#+nevtQ3aa#){Y?K~~Z4
zm_;&IuyMsVP{k;M8l)w%3r|&I#!3;@H6A%S$6DVk%cCD)bh4IZvl1Qp8BX<uc<e8i
zP}KyoNBYpT0y%AtSbd%;>rFZq3@pbCF?k%p7FgmeQ5Q_(F;BCs_zH3^OQWlevcu%e
zsV!vFJ{Bu3nxjK3G^B|PxyhDXWGZf!tSzv{Jp-bGqij?5h`60a+@go?J^QbFYW?qs
z|I`3PQO@aMpL*)4e`Sw9{y6vCa}U4y&2RX^7ryYH>B4^#H8nLzlEnP{{J$EXpP#3;
zw)Wqh<8V0e`~CmQ=8wF=33n?SVs5^;zMkG1H_@I=M3kRXDrK2km}P!3!1vyL3*UP8
zyYaeQT)K8GU%vh$L?Wj!EhoDQU*g0Om0(2V^Phh=6+27ZUW@9MIW@5qS8;(YOM7X~
zoa9?un+ODDW>1XK9*Yx4q0U=NlUHP5W`-53*3+`$8u~~35CjKRHGv@&IG&m0>6y0x
zXl)*5Yg}V8-$%hZ$(d}KL~#u%Ym9LCO<a!07#IgzGKoeE?(Y2rl|qz&bCSu-ef-+g
zsfh}-`^q>S3DOMUb%YoyJ;B-X)BLJmU?`z6TzVcsDUj7oa-Q8xnsv+z=ONow`s#c5
zb@b2pBTd+fgQ*#bmy(TS#Q~~Po>S8gqAXs3rng|)BE~lpV1_746MW#IkI?GzQ_7CB
zJozw9Mk}fI6z$>ywRw|4RijBMGNZa^DxM>+@n8*sv2!IP{naeGcrHO!5==^_N~tX2
z$Uy&FXVHZmlY6>J7q%1johDZZuylTo8PQFq7$9LeiCTv#CW8oW3vX=(({iFpr-{dR
z(K+xS0Gs!`3sF#!G=ZY1^TpYhc<*EtMF&Tyk5K*y;RzqX%|F1*Hlryg=zqhclzEsA
zX9~OSF&s*sqXS>0Hu5^+WtUPHGO<jR2DK5Vl%YmBO{Auqm7CwgU>{WZ4SQHmx#**i
zjj^P46+1dMQKN6Bm{w??53pt;L{C<xI3rS;YUNbk#lX)-dCy;-pu7D6eC4BDvi*7-
z<`j4T^bP7eHJ*I#5PGJSPF18ja1h~Ch+^8rc&nK^myJ=Wq<QR-JjqF$STnqNPmJz$
zMeh6U;|xrUvj4d{y4s(iqD5(GdjbE6<t%C0%*41sDq+yNroi$oFJM=f0$`<jxbG)F
zLliCA8V_JrWrF@097c?bs#Pw!yq3jmju(DC&av0apjRnd$7zydq}6%Kiy=H_iglq6
z;HSVqelxx+GhA}sU!&<E9G)tNp2;)+<Pd-P*n5%OX*5eDDD1+w<Z^ob+c>-bGGg!3
zXu3LqW_KYaXAuq_Av5#}6UhPE)ty*Igh>25bOxuW`1_a+EFdOD)V^bQn_8)x?xDZC
z%%&A<P}Q|8w7Qt=PBOK+37_hw`Q|U8bU=4q5|3`-IzNu@`a9TMzJ-#VqN{j-Xu*QG
zMW^EyqVbjZazz5mDlEO^5?lqFv2E95DiS@XUuKm{;?}h$L0hARDfaq<?3hZ?zTy_%
zy{J%Es^_YK4mwWv!jzXR4pI(3k`-pbY~r+cBO%{TO8y??+#~qE_yaoD{eTOXKgKHk
zLY|T?Mh%}&JYi!6Z1TAaX%9D&!GSv=A&Hl>E^<FzzB{o)GOLZhB~o*ceb)QXipR+5
zqXfE^l6Q`yiUuw!EYGXFccKxys|S~=;mX5P^B18+^6V3KFdD37x$|af<ra?XK>+UE
zvYFktUc;c=#(>>Q>3v73q<Y9|-3%RmlAh2z8FIdZXC2otr8r0m0$*~zf?ch_B__#8
zt#noPGu-h(PSmWYUVDvH?N**?`vv36??w`XWSkymns?J4d^dT23PrG(kj9zi5ZMEd
z@kYFnl49{z`*ECNBa_B)=FEOVrFHniey;3$j<9Y(D9`bRTF%<*n2JVd*ZatZOm>a`
znDNY847>KB&CXEv>9`CJasOE=Ml;g^2q0m38gXv=F%HixyL=wHqzxo}31(fbbT%Bq
z6G?M4a}C~${)(2_H~GQrXHX3%!;O=?eR3u1@}I(TnCPNKOD@Q%mR71x7uAXzP0g?n
zox-R5k*G&!LO;n?|7Qu5VkCVA<y@Lg7yJ;PXMr1gp5e&+uc>zI#u0Tgv}TN)q*5#m
zu;7;1uPV%X7ttzdl6F6hejh@%is4qMjXRlH+)GudA`53(47|#eejmASypv$KO0GDJ
zyx5OzqzD)W{;I|2&3ALe>m;eqpv4T-{*#o{6dn7##PbsN(G39fq@0{BEvF*%L%K{j
zdKCqy#H*dpk+&<zf`wamk#im)RIUNJgmCg84}WG4_39fmiEGJm7m3o9%$tMMvp~~i
zmE*bl81o#ZS9=+Ku0;7q58)LJB-xLzzKCmPp0a3BCu%HY-sGPgtN7vBYv?t8grqAh
zAK%B>lh3m(EpT1>hs3HC3R6BtO%<zRaAov&Y${zq4}XtkexITmWU_iQMKMoRknq|D
zE5{!uVVuO-Wiu+tEUTX6u48|~ok_6hQfSi(WIO^F+b<K(&my!5JmIfrMz*o+b|fQ*
z!z$9@AHi>F<OG8Y-gOZGC$iUZQKSb~Rii33AXigpNt>`dL!#J8wd&yE<890Z-7L9i
z1KNbig1x}9Hzo*Z;7^xvr50(+LC7+xC=!jXI3L{j7CC1eC2V3khN-6e7#YqI3`MXt
zi-i0<`-(DiWBsV#2ylY?=>GWgjD7Y8ytr~b`twKmX5XzG&^7e;UVu}dBauCyIXlCw
zXfa=La_8C%(ve*_>^JD=HBv%5h%OqVCsE`<G;1}gAkp1)5QkO3RPxAe0%7yqQw1#_
z=HStFcpU;Z8Ro}B7^fq&>IJ5PCEn+n#;(Bp!f!aZSi*hyIb_jhOL7VIL5*Yy9O5Aw
zX96^9Wojz|2R%o4&3}^lfIw93<UPN!s5_CNkX4wkxM&WKlJaW2a%wf^WSoz;9HPsZ
z#4=6hY#Y&ng3HFKYDB^ksx1EpFx~&P@n4dJe)Q<ke`P05oM3Trk-P7{o71OH|5v#1
zZ=k9w>(;Gf*REavGG<v8yLRnj%a$$w!`BIg#!zgNbx}7%aWB_*259pfN6*jEH@k>n
zX;?_yxP3d<ZraS?&woM4>qWwWR}rX-k6=?J+vsFP&wAe9dmdp`pw`ogZiJ~+-Apgc
z&>D;Jle_K)z!enH(gO80Ar?vt^hSH}2She^ck}Lvf1uCjz~8VA(}<I0fxLSdU0mQd
z!_R{t;Z(9j8nfgrld{;)L#M{rKeU5I>kLIZi$hVEO1p3g78x_g%9<XA2H(!Ln<Ch4
zZHy~2qA2j${kK!{{E-cD4Z&ftxucHrdqVhxM&>gm2B!Cus0h>rL=vGzMy6h)Tlx~t
zOh0QjF2U(u%9Qk8*7`n9&#F&@U^7sjz{JIP{^wL%A3@UdbU(BauhNEOt0ZGpGKEDd
zb0bU?D(K}b7wsJ&-&kV1Uci@kGU1bGsAwb{GIePUfG<oxjFveFfV-+u76fty4<SLL
zU^#fT+KgnTxje8NS8$fqMn6scXNWt_P(PK$oKf*s!Ie^&6I`^1<`D)XSP22URAKz^
zlQjBYCmhN$SA}2wZWD+5Vi*Mnp4>DZG0ZiYBB8X5Z9|jaKoLEV2;weXO8-B62Xo*S
z3JV^pwa?L1`!t3;!IE{KqE_jnvEv)a;WGs5h7pTR$Yz*eph{sbPrzp*sAq5r7t_K<
zT1qFlcFPLN)ib=~(!WQm3b@q}$6xHmDhD~a`(-8vmNA-Iip#N%TW`J;XV^(5>*LsW
z?j(6)DSMBuz%8Xv-Bnsw7TK|64O0^tENu~Yr5!I_EROeMR8)!umC@t%Y`onfnrT6m
zUHGLaX8Bx@r<ww9{P^ws`3vvIvG)-ob)&eAFzVz7d281^`GkU@Lr?bv3wfRXztb^`
z4T$6GNlry+s?U)gtHJ56;v2t#I-W%q9V`~+$W51t=9}mezs+rJOK1^xaNF6hvAMjH
z8qTB5ZpD#-q~3)l#0csN-cx5;-hB^7@qCuQ<1QMSy+|PmNfN2i_n@c|WZlOH4lH8L
zTcoTD(GnKbjE#3#z&STd+C7PPY8nZJYuE2#xg5e4(wy-Jky0y=<~;a>d3r-{Csun6
zr?z|?Z~7QwSVPYYvwiNPv^3w!sct`e58ThhsuqSK-^b}wSoWhwad|ozVK<GHAzJd2
z<l+K?E+YB^)UW**_VOkMw-#t`xssT7JKkaquI?>dJf7$2H8~2-k5Y7gg+Y&-i^?){
z@hcf${dUGzzm19dE9h#tj6kr9g6O0u1z7L=4)g9E90*)UD)$mXU<DhL9vm&bEH>nc
zXemnm5Qb!O<TKyK7hS<`g&qc*6wJ`&)UWy~&bDuJQ{xE!&0cn%{vF%ae-!tGkM7xF
zhJ!oUQb-U<M{#up*|BpN%lke8{wSMvz`=Fz$9F*tr)4uyZYHDGa?R)+1j_{;cKjN@
z=wq31CrP^&uWeF_uf_IMm|eb=ne}(@^||M{f5RmhmQ7G9^6rSrsCgY3$s(`jnXY?-
zG52XiQ6~`c;IwkIC>nbrcd)DZ-8fwEdS{uf)(v#bI??16loYVTUL5%Fc-k?m(*SsM
zg~Q<mT=^Ffonb^II;1eIf<lLA;xiRiFaD0*rp1hF53k0Z#7aNs!raRgqbumO2eAc<
zUG?)!N+&2J_EJt4F&!!~C5MY!DA#-GR|5F`7Pg>qyt0&%rytR|ks190N)DZL<6Z*t
zB(s%^cry2Kbg9DHxz|vwIsE1*g_<j=v}|XfQ$Yw`PKqJKN{pPx&BL2-!k2gAEo!9f
zdLFkbY^$H=y-iVyM<2xb=TG4FrEnT$qD@%@$>OE5Kp`}aztvCKE}*V`i=dGtqD^vM
z`Bj|RER|L7WMcm>S<ni!`(wyesL0UM6DMDsWMq1p?eB^*?L0zBm|@e^*VE*#L&{Y+
z;$4PqrO25I2V4!@yQ;)p)kfC*<weF$JWBf;XEDqoN;S&;kA~QG>Rg%Zo<%3KQVspW
z1dfc1spru}n?;vFS{frPRdJWnjJahZ(>Cp+U#4&GKXB9d4@iZ335Yuxv3`m%w2?do
z+?v3$0g<F@ib?k*^`zKT&Tvsvo+d@Y<r8oe8d+GIr=ZUg7RyW+2RLH>96`u(<>(P4
zJ<GzGIi`f$s4MScxjD->`x0~qB4k}6UT2EYM1X)<OC<Xge_)pL<<C>pH&c-_WC6Er
z@M4#ZRV@>1b|Z@c;+l>mOkq~1sPF1$Yas!^z$NVzok6C}NlMEU8qaum+mVmanEWa`
z6XX1K%d6ZgZl>t2(6zdg2LgL&>sZg~<>w^vPN_<L{&9kZ1uo@NRL;DFs-^h+o;^$_
z6Rc`$=g8?P%8Mb?*%Il=c~-wPN75*;>*aI3q_heYbtj24?<6NSQy+99NEVt=rffJ#
z_o$SLIul(LN~XY2mxk+xHK_jc7+8FW$g4jhHGh($XU_83*EZ9=_Xh|+c#zf6Kawj)
zaZ2ks(D+AaxR0cIADx>jxSg}4IYFbign;8M-l#l=N6w*Io$Orl5LgQC#$CwXgJ`2=
zTKyURS{UM|`>$r3Hiyp;7%s(7G7{7CjcmwgD2H`6N+m?yWU5QWUALZ$JC9+A%$S2T
zx*e1p3NxM;S$X}JSy<Kw<0UFylhIBeMMn`yapT^9ia=?GV8*6w%XpP4RYBxHI!;s6
zV5_>oy8TBmY?#Sf6jgz;3_+JoXLB5fL;8QoZvVf7|I#wN|NoF>nNNJ;6Fm9klmD|^
z;FF*HB)|B@FL?052kGnU<L<lfrdTX;=bd-{4_{-=m2g4jDB*wpu{@f16HomD*#%I&
zaeRR~%)&H+ApD!Tm9m>k<|Tq^gwqS71l$3fN`ja}q%qV?OZ*|$girGiA2=sdlcjTO
zr~w;S%;wwkkI`poT+ng>vOmZ3fBSW0S%w+`t*sr=?cz^I-k{j@2MW#u!~!+cc<YEF
zb7y=DPT5JVr-kOG&)};641$%XB*?69j`8J7ns8!~(ThAavyXoqPh$&3Oa+AMxsKX~
zVo@<HLW)kEzn=o*jFcCtBC?R5<*JU$xpfJ&#RXPqPLkp@;jo)h<}Vb4BXkOvquXW1
z%!fHOau0@MFL}L+VYyHpHZ_f1=)S*DaV!vPcpst8OBh}8_r%73hjR8&_K%z;Z&lc^
zdx6XTQb$k0OQT*(W7(kP4FOveSZAc^+C9f7y3cZvJi~Kezn7Ha!f)v4MHh--AX!C5
z@)B-w3XhdSk}RYuxXXt@Fwsh0QiVL;6h!7#&L}=sbWflxC?tL^U@n?`{kETRzP%SM
z6Cm#{@%H6^!)-l}VCgOty+9?`g=Sbx7o6-r<6(ZGjHRg9RS^*f2lwsghFzmve3iha
z54}q9h8GZY5A{ZojdNYNmyA$8yB5KjLDC~cCw5~ICBHC7{my?R*zo|NKrfrPgSU-*
z8vwidB6hWtOgc=p;-%7e17<PH_`o2&!w+Dn&k}9eMl#n#uqMo}r$ThBE}#-%_D}D_
z7t}}`yOQbMtLcsCgq!CWiF}Yt-akel-iR(9qo}`xUXBq^>X}P_mKa;OK}xW~x{%5b
z-6W?45{r34j;&1Wav+Z-5p@q+1M4yK2S^OZc;dTF-1F&=Qq4Lc-Go-n;FMytZ)u}E
z7a`tUr7+(FKzho@-2AP~pY}1aIE-kk*d+t2Wa96?i&UbC=x7+VDs#cgyD%nY8ctq7
z&%%=|>$xBCiJwtZeLq3pAj@5E67srPd*S;LvfcPD`VzjP1gS@<9eja(Eg#1JPz3ec
zzvg1?6=qI(aY>UX84t7WA!?5#seRzw0Y*fRaJ#e0R@WjuFaDf}?w}|7V>Uni0PfJA
zD679myR@0n*f<mOdk~v~$cDhIvkh678TZy=C^0%0yf~|QYL41e$l!8hsIi9dCjywy
zjqriP$56ZxrZcZFEWJweq=;*08*3XrO69`4*<2`7a=@)~M`<>8<EaM72$vDGrfHqc
zaA;)<W5ITW>Kv=$T`VdqC<wL0y}PKox|vlw@K@%UGIo<*^HH?FeUNOkPPHzA?Tui%
z-o$HZ4E)U(F&bJi8iM%NbP(#efUx->#hNHPpZzu~{U@kZ^Q`k6<Hm!}^R|=UVOeq;
z*QRR-g>x*fx*F554R82v-iTkoT@zpC_R8b99c%b??l<`CC^JHyD;B>%Li#das(TMR
zA`jt`d#Dvu3YLlF%t6xuUb9ydt0tLl?k1U>V_=hy2jXe2+;}@hd69~9oLuY`{IZN+
zE+Hr?A$5{O=LeD0dFJIR&#t_KM6I7YCg<tMmYMXwlZ84bK53SSSfEY5m_p_SekWgz
zTGmNB-{4Q`>v+_5-al|J9y!7_!cy)u1XMw0(r)L$WoMYT5A)T=3utj2A!5dG*!SX2
zo+4yc=u)zbL^8bhOD|w2D+q#<xN8o<j$qcAB%Jej)HVh=%%N(5X%9$>$|atASf*S;
ztG|meeHBIfuTYFMne+g?ITg2%C+d<(*#l^D4GIFXw1P4Fbud+I*~4H>18Z;Ggv&7T
zO3$*&J4;ZOxT4EPd;A35<xxb*MiMNP638x@MWu$0t_~WU5vuYWFASEcp^V$ek_?-y
z&Xk!Oc@DiiPuA9G^VgEz2$lfrYTF5}6A(~X(b!1VG$^P(cFi3_mE8m+sJJ9bia|lw
z*&V6Ds{u{}bwHqNdVoJm3XY<HiAkZ5;D%I@i>4r$6?k3qQf<!DP-w-P{0j{LRzRu0
z{RhB=QCFFEB~Rd=sm>+kV`NQ{{>~`^nK2gJ+gO(QHsfXqe>RGRfH$ommmP!(7J^;E
zZAe7)MasT1YNbMb{}@_I;k180XFUZ}(MzV@g@lc280?R?kjfuna^oZXnfqvV9>%J;
zS+SVmi@Bqe9MEXbkj*X-2{)lSL<&lPm!#FyS4-@Q^^<T4IBk>tbuJWH<CcaiK@`bW
zN@%ev6SV@<Rh{*Pa}^8caT63nEXpaY?mS&{Wu943v1}I?Cr|OMiSx)!SPZRNffNq2
zZD|LGzkiCQm)8MsyZ9c0ldqGHxhZD7oSx4TPaYt?dJXfLERB(KxmW&eIphs-#*RB!
z>XfN&j*?z-9T&aRi<K5RrJuzReb^Y(2OOvpR5Y1}x>k&6kfP>7tUnj@%=s31`p~EF
zdf!FCSLXS41totBZ=FJ>8A>S)E1AJjAHY&4P=uv4`wQF<7bw}Y^j^?~>6yc;T0~v<
zvtrXXSmKG3wZ=K1|Ah7JQ)rr-Ce`AK&S|uH9aGhiqyk4%ae7o6XRgc;VLH+_@A6L(
z&-!@cIZ)=(bW9%r+kta@7{~RUEaU}doG&2>B3Us{s%rC#^a7?*;)VNbaM%{(o3d2x
zBBw7J=1;x>8VbW0)93niEj`dgcm`aWjr)}pj`=EyMhA;I7dg#CIwYfEBM1_rqTp2j
z&l8aURE&?0)7IAZKW+V+Zn}x@fB*Y@<ttxd_3G6eJ9docpMU<}B&Pr0p>a7BeIhyQ
zTu+9uGs#u0wN%P6+Ugs*`MSH=wDq0;YR+$ydwFU8C}&UZB%K;3>J8)fD)^*kc5@{Q
zyvAqW_%w#LmsNE!rp-RynmQ++GA)xiGtJw-8)djOhk?MB#w{F}Ie=lCsH)1=3zm^s
zEMmFJymI(7dtZE$vZW!3B6YzQ=8N+bv;wv$gY6|AQJBk^gdI*y#e>_aa^Z?boT7wg
z>Gb6$iK`BBMxK&TMYX*A?st>4)UE{EBI2~TqN^Xvc3@#s>j*M02rLh_vn-;Zx&%6X
zPE3!^gy0}2<`}H(<*mif(o*+4wQjH@d8V@q7>0waF0%FNR{Wur801-Oo2I{Wg50Iw
zp~c(6u=X@b;}luhA{&8OX_SV2&-07)5TzlTr5TMt72E}lm|bN3-V^N9X92i$MS=5E
z6}~iojA+FmEvn4BBGgnel<g$Kx!4M=B!f7PS(UMiaaKC!ag4ip$DqJ{)59!XHi?jw
zC}wPGrYr)1L1a%E(m{%91%NK&G?J0wR6*f@<wqA(Wb$k_e~*+2ASnV)^PEIXtf<sm
zMVyrY;XmGu7B7%|s2laQw;>w>#=SStckg!Q{_<n2N*-hEC|b!v(C3l+G(I)_5T(=<
zHFgVvC}3F<xzs#?aG7$U%E0L~zM3hjizBRd<w?xVGxUN?^{pS%WsT9;yp9%^NZe7P
zE*hjcy%TRu5@Y&mvWKo=aCAS8#AN`;s!2G|&AJagK>JO9M<(aMAw~hP)K+eL=LyD2
z5q6*WEN01#P-sS*A7$C}>$DshCwpui`L5M0VG8e@K)C!d)|j_a8e2nlq>J?8D1uSL
zd6!IJX%g;82KCgr28SD$uOr-aC2#$DH8T@MmMq;sw4n`=G(KMq`SEY#otefgx-cs;
z=CNbQqCoD64(fl@OVJS`yg0__eP`%++uIOpmm#B3nqPyXyntMYaeeC~vE&+R{0Tam
z+E}vhFv;01)HW<5H)#;B)?$cN9JH{x<3r@`{Uy?TH!I)%6xTI6S-$K_<ngnJd4uSC
zPtoYeGEuLSU+<?_K15BRpYsot2`?lNgtP3Z{Em5f8|}%r(AAYpcY&O`kDCW?BtDkG
z%nnkQ7y0O_06nh9`0%Mam=TZgh2LLE$7~DgW6u(NZj{yu55Hde6Yd^+C*^2{2UdN6
z6^{2X<=Dw`?L`(Vcd+bCg=EJWW-hh}JI9dGXc1qg7${QX@{%Xa))|q8v_kmx6wQ-$
ztQj6=L|tTLiN;7<fKVb#QVLR7Yjf+NJ@_*o^g5Hs_D^9|>ag_=8ahOrsUVT6fmQZ#
zQQ=uChK~mOC_bS|CEZCR^#`QvOH8^t>DNAqu&@rrbv`rxdFm=@ek}I#r=E-1Udj-2
zPSNfkARshRD_%swnjls6a>~(3pSPY!=`?~=V1F)wufBntzesJ(vsjAEN%trz+n~kQ
ziCbzw)ORA)C2>h5bmu5%%~#mp`U$GqC}DYlhEj^E8YHL>5pX<;%ezQey_*Z-;~d$1
zj8Xp(N+867B$Bt!kc*aaNO?@>0>P@v^4tmbtvX6`!XlW?;StlwLXO>M`j~YNAS`R)
z6T6Rd;bMWJA}~<j&epCGEG%TZ2M>!hIR?SoiXg1y^HPc>j$ItL*HLslj>k8HTei8U
zl48iZfQ)({<KoZAIrrmAcXMLN4q`5y6Xv7bQd;C)V?$iJcmf-Xf^&f$&pbUTCvI1o
z#<s&u3cCq8%Y=kgcvbKP=ZJJTPz;HxX&{R+!fu(R{zlwxC-q8{jPE5bs_kZ`rNnF<
z?A}ym*!3BT!;hn=P(`HG9pj0QJqN&=U>CAl;r=^2`0(KG&)xF`i3VqwqGeJa3!?}l
z<V1;vv_kz*247Jm5YiZN``LSylX5Iaq1eX$z-f;A*AcVF_{Iw{vgu~dN)Gx$PSzC~
zaHySV^0Nd@85;;s7V+jv)D$(g`OlJ4T~u0hvcU|tsIWA9uJ6$ewf6(yss@-nYxA`e
z!z?-^oQ6t+Gf96egH*2IO6Ix#csBs5Ws$3H2d7G>Q06a@AbV@u*wDR<_RRaJPkf3l
z&mQculS01CnanvNe}Oc{qM0YMYBgD>51-q`o`w?ZGcR#rF2g!4j?*$J>l!Y%!DWFB
zNRmKV7ija?q+K>M9e$z}xbdf_$yanDrkll>mj-t&g@xDIl?kzTxWv=r2JXfL7d5S9
z#pTx{h$0=^qwM@}C-Lrc9nz=gk{qr$IP6i#j%;VB05yfP?A&=Cd;88H2m(L)=(~}Y
zP4KygpG6UzxVH9?d&emEUi=S8?J}`QiJp~3Y|{z0Nz|)i=@ptg-a|`m1CnJ@bwtr>
zoZPis!!dP)%U9h`O#M2#S3_8nr!VDXUQbYJnqy`@ibJj9@i(G7hEUyK#xEJD;yK!y
zt(_zos-Yz)GF9G%)1eVkEet`Yz$|%tnoQB4knj+%e-PcR5c*XsgS&#%c(S+@oydHZ
z)5!o`dwbBdGUf4YEJ;*&?5)=*NTApf?&&G|)(!K-L6s?S65I6}Dcwf2>KH8;%nemJ
za-~RCDYLx24rOkRFK$0b)?pLKA4Mqj0pJ@e;w-|9HB0=p<0wg!=?0O*u}=E4ene5k
zbUMgeUdo1m<NpL8|1tRSkAM7c?2BLgBDdduJKMHx`&Z-t)%eIqKEn9;IMr&E{rmT`
zY15|vNApAVP>K~9sZIc}Ip`tgsWMUMWJ!GkcVBZIfBT;QU!r}&$n)LFXL!fHZ*gj(
z%w%qo`aqm*E4m4@i5z_t8R6xT-DL7m<8I)!@z>Ztv!6W^d-%ayKi~(G$2j%INd&V@
zNf77=buf|{VcV~_A&D}lwGp%|Xle;h%Nhhxps3{uNe*iK^(+(@NR?9vl1$Z*2?q@Z
zvn66Rb>uabl2#&J&EXKv{Q)LQi>&k4@$!s8vnN8M-N-8im9DzAB#KF1ny_i`3Y5$W
z9?8Kk)_w$05Lr>P1j|;aST<|wdx!+`Jh7ltyVXOglEpF;OqVTUibOaXC$E<=ZJnwq
zqu~NTGYm}sC>nX}4X0>yH&gWqxJx$qiz5_kRVumDbWDu%XyY&`m(G_CXK@!4+=&vY
zvcxAg8MtJL6gpXBn2RS$^yYKiJW=5y=QO!=4&U@){Eh@t369=#7pYu~p71VY9rTi$
zF4rQr|KcE<a)VqnnZg+>;>b9uDgjgpL}vwWY!oTuprYtlrV~ego@7-gs+y#&Aqw_1
z#Y%#iQiXWALRquPn+BzfOr0}^i42;K|B)EjFwvls5eE<gd+;S)BqvpJ6JeZYm6uGL
z>5(L|YU0>+6ad%!<E%Gd!g9(~3laQ|c82?xl3mE5$|7-J2ZgzDwmY&M%K8xJcF`4e
z)8HS+A8O>*9u-&Chr+ci?0W&pQ6@VpqH-P%DL{4f5+42d-w=o^)WkdlLwQP52C9*v
zS`HBm%`!8-p4{A<RD>wemM&CVL?{Od&fQP^mIra&_#2$VzabJW<IWeb-E{<o07hCQ
z@!I{IeC9%OnQ?3_#PF%Z=p{FzY+;;U1Aw!2EpEpw0e_5E>2mymD9bw>^t3EtV)!Wi
zCv&(`$I(nbxzr5XywfOl1+DFBq{WLV30^Mjy9Zw~M1EohLz%$oC?Z(k71ES4Ei|m}
zCtTWsKU&3bM-gv(5!ttzj_!Is{mo5miMDfP_HAgj5o||*-Opqh-`~#3N6%;es7A5(
zQv{d&ErN3%vDRdnXi@S;@w!^j^L@CTaE0+@?g)<Zy8a}m5(zZitS-I9Qt=Hg`1TX5
zdDjWH-1Gy?_fN4w`7NIk8@a6f0R+Y1LhT^$9d5-v{TiW}0eU^{^hz!4SbPxzr;(^K
zT(g9aoL$6SQ0ZS5XJugzw<I>A?|lZBG{cpN2RXSxBy5j?ATkp1kPewt?GTq}ef(na
zY3h4!B9yRLKl3#1dM7p-cZ}bUG_n_AUZNBb=*diwx&ON)9Y+{kt`XNJ$+x_VDd#G9
z^W7+Oo7vy}Q%cSa_yYzF;!!&DCcSf6;_h1HQjuE+_ff2_ChW>mmw$q?JHXx3AEh;)
zW0(9Qfl58&ufLB_FhWdRL4&`-=Y?r1ERZEaw0fMb)&11DrZ8{cfZWhZ#1lrdZCa)C
z2sqZ_s%#)+t;gxyfh4DS#ox^;_wyu#G`Ea>in3WoH~Of?lLQ&ZwP@nA_F=Gy)bxA4
zUbBmufJsR%5$Q=Fcx7a4=Ebv2)n$qK-em9EC#ZN0YS-;%G>{~mu25?hm^WQWbsoOa
zUWaIDC_;|8U*%b`7+}X>9!GCCmv1_OCM+VD8&RYZJNPqIL8L?a4PCBjB4U~q&L2|a
zSRg5Qs1t@rdk$cE4NCGDM{FOH;Q|N-lgnFKwd6$r0%nBCWkJ?eBM3nK(x<SB%{a<#
zTtbAU@+f^(7Xeq9X6ah0c7~v$5nJP?sA)ud8}aq5A>tS4@;0Di(WKO(*&4rG|4EFN
z(^S2S%vOv1s#Yi25~88ejV=h(Iip<Fbrp%XJwmgqfeCGt->05nb7%>IZR3$u)`dGc
zkn3lzGC@Tiqarz(vE~?b&7&sWlmm+l`BXAd5wU)Z)q;*^@g!->PuBMG9s73nW!Gaj
z70B5xdV-G=*2)}+%+uCj6S8dTN6O@9#z{Z&NBqAFkX0r8E8f8mmv<3A`c<M+o#*bK
z`nepz`E-fg$ULhZlcZe=PSZubqmRY<0+F)F%EoU}5MN^c@C%Hbd4}%fIT?8`1wLK7
znbYAqmb5HqyYmrVsrw<4HiM;k5yK^9>)aEIWoDL>TYGV|u3)(0ChYZ54Oj%rS)Q7B
ziHkiOaaksst|8kxb#fE3E5$;|OI-vE1@Zw0<^63;#AQmC9>i}t$SMVbN{G?$Fc$}s
z^sR5>)Ta0Hp6kEL10Vb}J9^KRjaHlz7kvC&5as=+2N+GJm<jpVU0%QyZRJW|0bg~F
z+b_A4k6e8X05@;FkkzgYG$>6h+yA#rU+=|gT_C+;64BR0?1C-GvdloF%nREc0Gyd9
z@xiA)h1+l9Xldn0OEdWfAN39sNiPy~pTX;y!4_fJl3Lbo*uc!}2&%`Xn0Jx7Fu`oq
zgKmLS$)QsG7cS*g(~Jv6>OB@7|GD){F+(g;;`Z)&s^lq@Ei5WvOPoBklEXiqVeZvo
zdhEUAD`lLM0erGeA(<gjO#%X{ERk^ur0goG<uxRiOJvL>CuR(E<qVPPqvVQP$>o<2
zu^ptwbY^DG;y7@M)`}A;BB3Qg`bZaG(t2o~^Zy{?Je#95<6|f)Q<p5EWMQtR%xJ;M
zWT}N*?&qYeG$qSR*@Rq8;{OpB{r@8VO9GI4?z!jR*dvcTg45~brI%j%m$4uH=tut*
z?)-=1Pd|XTYZq@7Pb1qwDlAfFnjKx|(c9ciEEuGx@mw{7FTVOk{^r#$Fg7-VVB2IX
zS?*YI2Or)1QBrz}Htyg$<_Rr+g&oa1sZ}p!P5oAe(nE}-M;OnJGgFuWV0dhtidH~3
zOFTNam#Ipc1JegkMH$PIkbM#rt4tLqfmoQa>Ej?&5LGw7Kl6JY9(oRksFF8qie{Oe
z4QtVZ3T4y7k+~zxRu@pEa{)+NE3n$%%ySbSzOn2M22M`m3I++eBIFD6EE-`H!GkIa
zctw>uSD5UryV%xtJ~k?4OJ_-A4~yC?rVXY)NKr2nbGR5SSd1kGXbE>xF?AHd!mvd&
zD@3jD1iGowdG#4SbVr8k{kPNTYoydFFt;?0`N?j~*(#C+s@K7aw9RuHk1-=vQLAp&
zJ>Aa>Lw=S7O{!uua!&`Z&OSoHEHH~qtyRnWM#j+h#3|)U#62nI3t?7B{ZtAL;_hi2
zMv2!3z4+B4#rzpGD}$ADP+5R%Wq|pno!Bei3xMoegnR*)J42x=<FIDYESspJGc=-d
z??f|?&HLG3wV8NBVP@J%NmH0U=_T$l(8BFF3OWtGMTDx8=H^~zy%|_OgFc$a)GU_Q
zA7ydMrn6%KmkQpfPFrL-wk@*6JHf(il9Xj3CY^}(EP~)5n#d6<jFXz}<3QgG>(+L&
zkSS6s8*FY3A;gl{==`zyQ_Ll9WLejvxXg1KrC4dEG;h(<bOlpmt+dFu6AHJ|wqz19
zY2b9Euo5p&nxEyRKRiew7vsYpzlx6DO~jj4F>`7u(e^1en@&76jcATqyhAy{Sp)Bl
zKWFuhx3hZVH8iv?p}DDzme3AddId=j;EgLdl@<oSm!VwyD9Iyl!)fNJ3;Y?Evj&OB
zaJzkYYSz)zdp=(2I8DtFqCGJv4>5E0D2;v_r<uW1x0F(S8wN5~F;A>8!C3ZUyluy6
zZ$Cs!+YGLli*l|RqpVU?yQmRo$hzwh!Zp-|jv^Q>JoE5xF&#Br>+ZtsYGbxkpuRoG
z8_z8;b)c5&>2<W#&9V?akG5+paHs^c4mA69BtfFaUk2NtMc#wgeVV`ByoaZyI*#bi
zQMm3UgtiJ=p&ij3#8Zk>3YZKSSEE}hvNKP<DS;?htX=aCid$w0X-?ce4|QjEv!nV8
zBu!+8_)V&+kK^w+$j0<(Vn+sPnkwO!Ob+KYzS935ZkhWr+fy%-^sFFc*Ym9P6V7xh
zxXLb;DKDc|M<{2<kr#hJr}PFpr)OBQe;*sF`)Lv;=+K+EYF`>zD6-yMz&ts|^iMD1
zee)k>Q}{7*s-J9n6?=?NGg0njg7aulhNuR*NEGg%S=>jvtAVz14RhvZmaqK<D;Ivr
z>db4LsQj8*U1yam#eg25wGwCc!IK2Mog{^WER8=*d%&QiALrWS$9Q+^-7MBxtZ?mT
z-PFBo^1g>d<{4h7UX3Ieq=b_gwoGr+Ke5CyfIsvs3DwP>rCX4yr)cQ5nbZG-*Ur=4
z_G7|553@upQc)A6OegQEyvT14cTykIh*yX4DGG|}BP5Fmvc?6JsP!D8(e0!VEf5b(
zGKGwzoMnYp;#4`pXNwoH^W-A;N8iMns-mxKVvBD*7fuvd+P%m&=K@#NPEchPg1bss
zn5ED9Behlq%eO$t4lvFsw#c){c7cF%grB8<%rgHJDNW*Pd4ZR9htXXE&cK_j%{{@Y
z6-yax-$m9_Wv<rEj@lCOz$6}fl1<$oMJG+D;VdOfCgd&R5xQ9C_$;-<>u@wh>5*%>
zvTZAE^3~kda4R=9Tu8g4iAFU}i`q_54pFp<_(caV4pqolQOsBf(Nr*P1CMx4YNLoU
z0VxRBoGnc7-Bs^J%a2eN43-2#Xq1@EP9pTwB3T;FqD+6Ijw7caN+uP54$*)_x05R`
zz6@LO;2-)mi!(#ShrUOuQsh%FyZFojjkbX&*`E0=Nu1;c$5Bm<)s6z1ETH;b{Q2e;
zycNkKU^A)ZDGL_$i(%GGOk<87;<pWx)IGnObfQ43>zs5(t?eZurkQg=W7<i*>jiFY
zJ%gcnafvc@i)Z-C%mj6Ig$y1{%fcC~qs0x8n$_&9s#sMYOPZ%?ZQH}dtGjvXbszJg
zmC$oN(#qSpU`;QQKZuKSQf-$nhSxIC%?eK2KoJxo9uEcipNprsZA8POa7briTa=AW
zz4%QP*<)kd0#b7fZU2us9h~FF)wiCzmy7>C-4lI29vYB%^z=S#+hWdHkFM`UmY^;i
z=4-c}o9_}`{AI}j1VNyty`8MHz`?m8GDU&1Ie^YMlIf=)K-p(g)Jz&fYx&4^Zt~$X
zxO_pD)VH&{F@}_{A~pnAEL6bdK+#LQyx`+=w{NDbi#P&)-hKa3CfABQGCaa?as-ED
zqX<PZdYH7~Mip~-J#Kc?o5b2SVOwq%g*h%;@gi&64j~CT6-~laPGjp)_BVl0hV_XM
zoud&Z6A5xJrTE6I4ToOiL~e=$l_bZNESfA3Ueu{}1Sr&K_#{83sN-_F$cY-;J=>TU
zizLSe$joY7b;VsEStNF!L~c4Kl~3yP=nBXM9b-Zxre<*upJsGJJ-Z_=lA@DxC+yyR
zoaON#1#yNM-6U)IshHr3{9D=n|8Dp%2|z|iNB@UxWMt&O!kzz6oSXwWcoajN!b2Mx
z3Cc|K#cMyp&gIMh)q9^Ac!uHPJRyGoEk8?9FY>XCA7h|lkYRI}nfwf<=3!yBi<w{(
z)j}seHA-18vp+w{@8%A&SUT6g#OH}os-_T(JU<zDmJuvOhnJAc3%10{zg~{uw<&5W
zZ9Pkgh3c72_fwW^etpfaxo7e<*7;k|ERmsv!p_<@6h*=iLa36;uQE?EsxM&MHUNH)
z#MZhbD{ETOa|L|C7`CKR&Ce6|)KD<0cx4IGK38Sp$BCDzS_T$68zaZa$$jXull3u^
zg5|^|O0>8_oXwdObc?e_0;j0pmMWBV2eus}=9KU_Wg2_3+_LmKHpts)_O*~}tfD(*
z>@FYUm-)yzWF}OZTlZG!TRh3)z7j@e3H1l(n9u4I`mexIE>rJ)lxEq%T)s-e?P2?;
zzD9M+OI-ht$H=+8c+?7sQkZ~}LaAze_LcYH9fY`{p@>y%H>3(VvU39Y;}U|SK-P{T
zzU=`_L&cUM>Yt>uae~an70#GWLW+f3G_iaIT8d6O-DUpfya$;+Q3jWYQFSo<i$-el
z2~5R}k`<`5RgvcEx#D;~4(71@I`$i<kZhfbbcT_`G5l{o!iq$Qjb9$8rclH*oV2-f
z3@->wxZ`MxF;=UCEZg%DE~xC~!qi^UM~|@0TLfE2)F&y)Zk9^#ARL!)x)%|!D3$97
z1kUoq&QsKV?>p3bR-;?p)cUug=@1UB#2j9Nzu{FV<?t&aeVGJ9r-sR;btVQ5a_psH
zYC|@4wLXTw-p2DEyNacset=M@!phZy?6|d!;O>1a>6zoiYd>dM&orYapW(#bKTyo<
zrMJEXr|BTl-HhAON#al+O$T>T``f>xBX|;b-FbL?jR@H*P$UaMl8E`{*mPk(%a=UP
zAI_ZR&?yToRlskhh#8a2j=o7!jpL9?SoHzgXAa^zeJ}M}e~;}eB2>eK9A)%M2bG0Z
z!tx@)^d$A3Ic~WtfUo*8k(i5c^l~a{5MN+~mbQNUN{+2pZlSKlO<np@0_HYk8&EB5
zOT>~T+_`b;y)*PzA4W7aOsN7gENpt5V0?j1)eI?n2%j&5UwsnCT$~#FEG~H(Yzf=3
zp2gs$46TDx@7#|iI`L1Op=0$bWHC?oo+ojL^@xrN!B`Xj)cqlrmHNmzOqMs*adXpY
z4!87D4y4(%Qee(?F$wnuc9x&O;n+;Yxt$%Bz<Tvnt|;D%n<NwFT8!}<S?8Z1rcBc6
zDzILB3~x2b1-&s^tRx|Sh3TE=^Pc58%I*Og(>G$6GOgZOy8KUJmP4eg?c~Z)GPF}W
zcb2NFkuCL~r$>K<Rp9{d&;N;3c?qWYD*7#F*i@Or6mmq<MVeeiE*Iu#pDi+#o+9L0
z&7AxPyxufp+wVhFM4~nQ1Y9<wMS-{Me%97K%Ko%TL3)ebxesG;mXvf7#0TgU$N5<F
z7HZ{DP-fX3UWcHcfuG+=RZI{z6-piry>@`6kU>t(GG_THxn%}#oF}Ae>`WgfCK;HL
z4>jy$)zTUo9W#^#2X*oY`Gz!0)N>8Q>T`3fHVPas#95^-5)i>{R*5}4gZY_@IeXvV
z(Oa{J&DWL4JN&Hnyn#P{h|Z`V#j?55T_UKgM^zSRPkVU1RL5p{nwek^d)iYJLo>A3
z`w2P(qP_}^*&*a^iD0!vS#i?nEpod1`%E^zLe(GPxMLU1v2E1)_accERK1AoAEd`s
zrlmfLPu_@MY{MJwMGZ&z@lBuO-K`hl6&u+cyoe@ulncGf3Cmu7+WcDpidLR24ecyz
znZw!m0+wij>cB?FC;9(n?~?_YmG0Hd7Id23QLJhOQ&0%FEMi{pxK#3S35Ss<n2yu5
zV3Vv!*hU50o4_^YWU<}P6<5BEV$S4rgTVMHiS-4Mp5!Dw6@$(NCt@Z`z}CsT+|2D8
zX4&4OTu6dCUzkg`U(KOd7GxitfiSsLg@nh#ZOH_~62{5hv{m!?f^AeV@mo3ovG(N%
zvyIF-oMfW27?zK^LKcT@qt{<a!QtQzV+P}&<-3MyAvs+v0HOM=-00N#-Tt>&m;*^J
zAqxV}S0$p}8t}xp>*l+-Y4z1KEx8J%s8J<OS3?8sS^;q3I=2PmkOlHr4{}vYFK!&H
zG&GFVF|;Kye%bZ}nyN8d>&7%}!j0{Wixy62BkMXl|GPZq;}7pc>Do%Hrh!*p_zu<n
zg9yrhTLR=2eWZ*81B+SG)goE*QK}5kZm%S5892lOX`IAsV@M8(y`?u;>WlKej&lWm
zgo;IDT@9njGG3PlQ!lYLqBA9Bx%!&RX{>DkzYA}Ji%PXZu9`=ZZ6MEFbp^)?jkv`E
zf~-=c7DHC?(m_zoAPOdXPm2h)L`7358ABMBh^tFQ@`vfkh8T3G*?asf)wdS8@_Cz#
zsMEJ}p0D>z@uvfC;wV@Y?J5~d!?4RVs4XapjNlS@sI!7sc2W=^nVw_qrS-&X>p-x{
z4^3c4tF*3aB%jWaaDX0=AXh{bpy(9&)Gd!QRbAw}$8{FcZmNdNY59-Lnxl;BA_*%5
zf`!lX@Asqo-wFRyb3p!gfVBk<4CrhMW$+2@R7p@~76<<}kEG69$6O^#$Z_tRqt<(_
z+;7&-q6!W!edJQU^7>aeo*iY;(wHvHF;h;VND2u-V5ppAv6NtZd<2K=C0$xTlm*60
zGq_@P1R@>8-RDl7s;Z4{=(rpfb~ZrRA7$vwK^*=Fn;JGz&d+jJ`{iVGo!_5aMRzEK
zEZdZgf7Vx)O%O$Fz{X};nda(_5pH|>HnwbWqbN=cL1Z>DgvaA&tUAe9Im_Y7>zpe0
z^K9-YRa>Vj=&TP9lNS$SVsos2lA~z{wUR<_ppJ}YQ`L)<O^tx!Mz=@FRV8G*jj*dk
zLm-S%74Q>dwlGVxubE;ySjiHERSGRms=A3XnqpXorAI+AYy?{&bp3Tav|Zq@O9!Zq
zt^iLhJ&Kd0%g2$`w;+bw39Psn6gQP6=aQT~S^(8iLMz+EQdJ)N(--K-1$gWc5pNa#
zGB!YN#d@@ZCZP*%;ypk52>@DE#gafQL4DIKjvAd7eE_AmLPb(pA-v9x^{=v}0TxOD
z6rqTj_7K-i&a0Yq7gLlHc^rQ(GjeAV;TJI)W=Ck5pChtwEya)@x0t4q^-(<8gk%e}
zzSV*|ZZNwD7!u9y9QlG9kHd*S2byBhAQ$n9Njl^~-qEm}&u(~;KhOV#uG|^2avFe$
zI7H9ZZ&U9drC6;8hr-eNRpgdjO1S$0oF1Lw!Di+bpJ#sL4O;ae<;pQcQ>Ve>z~?Dp
zR21&GyPqqrKTACK1nsqBNYyH_{4~ztF-9}Zc=8KG{3`u#{}Jl=Sv)&F#ZR`Mz&Lc4
zYi?glORbB+qsOUtgz!`yn65>p`$sV35yD$~QP!%+?GZ#fgW~iOYq$xIYSUOVMbvMh
zH)d$=4YNIJU}^;%MiI%<xi0xMp9;K80|PV!MyOn<5YtC#QJw`8Y<~(Y9iN@UF0Y_)
z;wHLWC-Edk>8T&0AX|9XU4q{_3&HK!k^@DVrMc}GYdaH|#c{6xa6K!#WNHRqC4Tf6
z!N3%HCX6782yNqBU7zJkBP(!;In1sUIbRo!YMHu$FyBnf^7#6vXgRTt@~R_rm-Z5r
z`*EA2U@2G*nCz7pSt<~oa$<^3qP~CN{E5#K_6|Ykoj9!`hSNuzZPK6*v$^yN4QH<;
z8<3gpe3Lb`7ow^i+}3rLil>!R{;v_z61;8U1fsf`x}bs>)^UqB@rU(KQZ>8j_O?@=
z8zrMh2vuh3?GTW(3b{xvt8(|^sjFhC3KctqA-i~2po%EFi4@;L3sh(n&ahJb6S8Ph
zAVy?*8ddhPLjD7S!$~+^Lnkk=X2YulI?j>R9(9oq{@9?Lw{Qn4?AY(5ajMLioxvdl
zP(=mFpTd@OQ~~Z6oA|+87kj5Ip3R5J7n4j>e8lAiYJxw(9qePBI0=GHo3TKj(oKW8
zK*hD2Yv=!j<knboLoG8>hMt0qEjjUo6T}NyvT~KI=)@xhD0}m`%_3nfPp^~*QK8r0
zNZg$!73iZXI&cV(bL)6HS9!1AS0XMN%<EnRQ6PGa4`aciaOoP<3wjvd^8qqfLr@kd
zNiM>6nnI{VgWr#7`M4`KN>pseD`sfdeIzUooobHepn}&c;E$gmAUbLEn}j?P&c+hf
z9h-2N7Mi56t|o)2ti)(M#Gam~@yHUQVB>X<Gn=~*#W<I%_Oq2k)H!ZP`saY5=JH;Y
zko(^)oN{YuGpZo7&a)W+-PWm%G_fF_W~cWOz@&d$2av-j`v28j*$kq}HiBqiR`OV=
zj8yx%q&-M`dz@lKK{1P%MGxa`PUMO})vRLrN_YnSD4I#g<wG#Nj90HA<#4b!yn+M5
z0#ox1h)y4o-WYDFfUYW3vUxJuDgY0E@ns(R@MG+m+(V~3&W6|$6la-fj|KitE?agP
zQJ+Ztpo7|PU4!cLA_6DY{vAs%c^^ji-%=H2F3xHQnuH=uVY&RsZ~s1L>TB^BW!_yL
zqt02Osu>7^$z8w|-PbX?`t4-gUhexTNJ<64RvC7!;=IO-{^h%AQd{^)<Cl<H!c;?7
zvUTZFx^H|2!7Aer&dH0S{wjti$#}Stx=<@>Q-SY&X9t1iWdJO6WB{AF#VjW<$+!5i
z^HF-6oBum32G%cI%V%!;02gl9fvceoXH`RRI{usQ7lr?ey|)gu?WoWGKQps@ukCvu
z*DL3`<>tnX2nivCpalvATC_riQfhchTizO_ZcwFt3lu3XfdC;yA)f1YT(|F~^ZR2T
zZb(BQ6xtVl&GXNZHEYeRnKkmY=PNlJJP5#QH^ws^`Z0(TNmol;)#cw;3*<5>&CuqV
zdw-OvEw^!B_!R&K26vFPQf{30`QUU)7&bVons9G>g{MEyVz95wCy#eH7+Q3q08=IS
zo=3rewzddTjjP)1cenDjmS)s;DTqxZqRw0IJ%`(md6;QGVPa#Lb)v)}rNgP0B;2QN
zr`A4=m0ARYF||gU(psG(GNSPALoBsILQ}G+>d0IXK|s;SQ?|=&^|l}|(ME_=9xE$L
z*jYu{TtJHym8Qg<HqV@VHadaB1!yEG<@uOSY|?G^nA?m$xQ5Gq{gpiU;5J_Toa<@E
zEBxE3zr?j|Qqe$)kb?IF3)U0(PFRBJMM-4b#o@U+CtG);Nsv7H<8cg!Hk!P$$XGrD
znVtZ0->Dia);N8cevYjj<9K_Xtm$yPv&4_x`g_C(5+F%J>PbKtMraI@AYjZNpjZhA
zwSmZ2nDDYVj>~=b-3?NbD+vxyuTd!tvhU*kbPdT=d5Wx^Wou<CjX31WjStZ^5~K>T
zRKi-6a<o}PNlD4_xvzDa=_DZ5F%Q&^aMRMqaSWGONTRS#*)Nl5lTIY*u)?kFLqs}Z
zC27%0`nYd(Cu^MM|6Kh!lFlr9N)b<;x`s`q4eTrk%BD-2CTz%!GE|I+5(A}9VVFzw
zxmB!Ai5yjCo3jl1gS_o2?_qe?PA*gzVvZMS<s@I&?hy5PJo|%i^2Ble?&F`JbnZS@
zQps1%6?BwAxOpag2eoxOn>Icf#KWI|@YG&{vv_q7VYcbCCD-H^xITM`dv0?%KC5~6
zPKV8Jemzsqd;vp4P&n&aEXV0Rz%CG5Mbg;BAMd#@MLC0Xv`L&vd4@mBp3!?Lb{}L_
zoW*mutWfoGbXp6XJz#L|)Df0DN72XDNW2u^h>_J@?2K%xUpYYe!gI;UHEz4PpAE`p
z`!8OJwIYyh!SPT2BlTKJ$*AG9W(em$!QIW6u85d&+Z5F-U0GttKSd^YoYT1$7yixL
z*?MWuS|yv)cmrD*E*#{nf%g$thdG`tu=U_OC>UQSYQBlp)elnLaTB|Z*D&$ryOHt~
zBb5wFXm%uD<<*rYn<iHo8a+k-b6-cU9%6UfRL<VRwPOLz+6wOc0>$@#jMY=O(1{-a
zKO%J+h<mb_iz(-*Ej;ICmk}I4gshqLj~zy}HRHPnq1r*XDe}D^!7^^6P@Lm4|MokK
z`bThc7H%=bZO0gWUXM1jb{8fAj-}9AVmH^A$Q;EOs?pwl5}`Fiuec8Dcox0+)7bX^
z#g3ZPYl@W*T}0&j<PY6OGg91p|01o{B;Khzh!PKFBp7lTa4}sUcj+H6jTJ-`(frK6
zlbyeVQuRwj&3;5!MCD3Y?mVR}7cykj$l6^ZuMI}P)>~{;FvwY-)C|~HurhUmFxpL<
zLCkawfldFOGP9!<yqV3YI3koehE`6qW^INiw{g~PXS4HO+U^KLM!^1!zr%bPW{1B(
z!#_=D^8$C;`&cMkL$z}=&Flo_*<+Zx$ukZfV^1sM{7sXjW`)R-*j`FyrHj#B!ILeT
z@gQ#ZIHq2MP}0tpC>j<@$Dkzh<Hvd9Sd$C$tE7fUCYd41L>#ERhcWL?ivApZ;z2~F
zhHtuLR~iK7Af-x~+qQn1G#Mbbu8g6WAUZa;-(n-}HVa?dib{&S{5>DU6h5YsNV@}C
zB4mRg*4)?4(+o64JK|sOtg@W?6hy$XO34`y`%(8rD}3I&fUJ?ywCbF__(5DFz|9)G
z_s-2c|G_m<0kipW&RTmb9ij0I=$ZzJgnZnjV>+BIBChOT<DHqqylUy6IX&<NQfZTr
zg6gdYpWRnx!}Sv1>Tn|QDA<baXM2RpP<Y8tVmi>TS_lJNAqi!UlAgmeTuOPx*Gmm%
zy_oKf_mQK{P~uZ6=D54>6{J$pZ<Khc9>S9rS8WQ}T`7}nJ;mwDJW5NnkX(20Uuo(T
z%j)nP|0o~PT|9l7Y~}>5d=4`aq{^mcwaK&NOg~BE@gIDil)Z-4WSO;Om6uk2imO_a
zq*8-i#9w#8`UY~Q*Rw1oYotK~fO|V%qij^EmVJV(gApXGd54%*T`pgk#%hOj`wVi2
zJTmQ`iQ&qp>}1EDG4!vzmb)E;HC<q+lff*Ou$n6vvKJ@d`xf_#l*{A6Gs4v2pFGU1
zSN|EWn7o*L#bm)3B-Q;~IB*5!ttIkKAAwiEDVBKqTVQN-3LykrUUCTlyUJfANpo24
zH0t~-QT_n8Za<4#iWd1s3*}e@LBxsZAb0hRa_-p0NFng|?V&SJ#jpdEb~%x+Q1Txs
zpaH0To51f`UdkiqV>A!p7`<;wI14y#K&ddqP~T?q1F-Gd@|ky=^r~>|3%qOhtGQtO
z0zUkrCePe=)wdKRzZG75{fqh4SG<YBmMst^n1%eeEuWP+HriWQ3sxAk$2ggMi9_u*
zq^dLQ9OvxPS1`>kwQio%(JEu5!>kz}<u5Kbh`chk6*3nUSq&u5-FFqkSy&632)l!y
zlia=1YxiQa&PacU$-aoQvI(m(w3FVqu-TfVnRc;cm-~}t`t&tu*+Gn6PZ|uc76=Bb
z9)b2T5zJm{<2AvZpQT_75j?4nuiSMr9S>SxhLuZwKL0a<lP{|9q`!X}bQV!&n^-k?
z#Rb>1fAB1(<tc7gA3>Qmj%}0L3H9_C=@=N6K@ugrb<1zC>*^AH+xwX>ITXXwJh*1l
z_q7?;h6HEr>*B^mPE8Mz$cT~3)?S}lc@kMe$dG;34UcQwewguu0P?+}1<Q4xe>k+n
z=MUY_qWA(8F8G#3*NAD@Ir7pXZ|B%p+z7x!b2UJ7hhL@>cUbJMp)JK~5^#V0B--o+
zWXEZYG+p92!Z%Aq-4>o{GPx<hvJA9zv1QC#w_k;0T42~@{3!-UPE#)DIe+6`YEc_0
zBu^T@jDl0ZHY~Dsz--h-sE~^$R(Sv6-2_31p%h6*5I7JBO`OIE(_-($g;<7-kP6Sq
z;VMO}U2fQY61O<V->=@o0dJD&_&7o|Q0V}cd5oO9Of_e7!+6U1<5w_a_VE)Nq3V@M
zl7u~dyQua_q|{u{e}Y6r<eeOTFiaAs%r<%g$o0El%&+{@NBCv?^^}Sgj%<`{c+Pb!
zS8`NF3KXt+GR;;CQE&)5l4W1v|LwcM^D$`foM*g=Yd2l{h_Tu6q)P!<T^s8OAc2AB
z7~D7QbA0syYNae|qRW-fcpin3jSQAS_C4%km)Ub6Dw{#YHYx|*K;cv@a5YKRAo5Pq
zT2uI!eT8KEjR>KzQ%ScI(hip>Z}<Ym;=Pn7o7i)j$?a#MoH7;RVpi&G*p?$JR=NAe
zem1rqAUIJ&1qs%SMYo%vvPCjRlS5s>UAZECMxBXFhjwO+R9RShf$hnsP^yixyIl6<
z%XrfjE@@@}x@*{t23~%isI-fuy`9YD2(__Ym@5Xmr)-|}qI=nP!7KxpmuPOPqpQaV
z77TRcBK!`PYhhXA7-ALg?v(AvK7^Yl<m}C?KIg-Xd&kLp85TZ!C;p}p>@5moQ4y9T
z*;Ai`Pu0jYHNKYgyCs4Lx^&fX_FixvJGW#oYD@V4d<*5TweiD$VYolxrLW$E2s&gw
ze>2H5--&I2VJrI07PIX`OpIl*4Mm~_s?#7S6v6JGIxB?Qf`=S3Un?O5h|okPZEg@Z
za!qoY$jM@_9Hx`2(s$wrf|ShaEYgUndW#rg3l&>LevR~Lb*y-fbZvp54{oA)@hZ98
z*9q!l7~K+1ki|+{6y}aowL9d@fW+>C0J9Mz@6RFQLDu>^lx87Vxs-NhlGIGVbjfYV
zQ(n9UE0;kM(J=<eO`pbYM+_Ej#Fnc}o%<o$Y+|&cS=_Y3OjR>qx`#w|DBu0ZxW+Vd
zedl2tb6Cr(RHhH{<)J_1_Dg?>{i&v}m_eqB&t3j8a;2EGrnz!Ruw!SLg3MC1K0&2%
zE9jKU%IDGJF-|g%7Mf^sKh5*<q?So2i`eNhqLU+WUF_XsOyqClEbm>kUXtLO$H_Do
zX&IwrJ)ce2Y{EGAx9};_owHareSYpkZ|B&wiQ@>o$|7;0%9cy7!W0=C!@#sU7-2t_
z3Xws;LqU!mrId!{@^$BO+NMiOSu7_R^32iE3R@}iNs|@n;H!uhl9Q!1JgW=#3j2;u
zV@VUx)H7QV`|n~VEs}Q(zE;lSr$qqf{eDK`gm=21N7nx@P32QD0!BQDNU%kguHhha
zTgX%tsaRtPgPf6~n*E$S_nB1vvuTStTp~^aZal|)ZaYCPN1x%*Zr;r;{cFth&482Q
z5)xXHzM&DCxk<Eumm1GtL<}=yeh$|GCp$&EKW3%-DTM6#?Bv5HGHGB7i)!cIUj7tr
z!Esi|Onntek*?dvVo}h~75rE5XXEeXR|kI!Q<zNJo7rg&A;0_uq`8DEy+@S&zy-g?
zU_Pamtg+|PB4>>?xo=$nu@s1mkKGR0_s~6v+$?4g;V*ZnZA^I5&40sXjSK+4{X4Jb
zoqzoTlxgv-U)(^~eh>k;`}bg&0Yg!ZT{lmYlNq8hMQylprVWGHo-pD`pRA#2xq_Sj
z>F1d!ZNuNR7bztBCVmpP+D8;~=J1{~dcwlV@&H1{NEKjgdk(^ISW8y<hsq2iD^0MA
zbi;^0SbP(2e&(;B)`f?BUmtTzi#VAO9lKn7_5q5%|ET^n&e;w5;LP7<xPqeR3S|i!
zL&28u158bx&(HV2flc=2Gi9?@mRe_-r|dnOKYH%3gG~8_Yk%Z%kEIX-!!YRIxf@%6
zH}UNmN-IV``@QoBlP;6y9tOoGHk2NsSp67ZuRWi<S!b157CKpubx$zUtq{vu998FV
z7+{%gT8SXSAmha33`HYqA*_I7ag$~Teni}dAre}lO~G%{O<^X|EXTE8|Bxlp2A1q{
zU!0+szMX%Zd_U64GFuC1rjn7NJe}0X0v5LkR08e1B$M;VZP|!XZ}2G}v<-{TvCtO^
z{GUCG^WF2X;#ItiVou)ALj&*SMFTJANc}Vm#)Ir0xrc#Lo)ow@ya)5V3{QI1(~v@v
zF*6h@F7cqieBlIXdXPW)Xp8((%5phnYp%+C+>7UJB@HGAA7ta;Uh+nfRJJG?E*sNb
zk9+KXSn-4a@;$<woItUGe|umI6%TR8*Eh0>S3aW5i@x&9eCo)jSRer*nNAMlxfx!2
z-fQ{H{MQhGSdX<3(qt)Yka08Ag{GrJLemAEpn&#zAerUlx#IliuzS;fBqo+25mIsc
z12-~k6?oCud1#fvP+5ut%d~0owWUweiMqsTf)bK;65v}NzGbo)N0?GGm|tak<tVLg
zh){69vBuEAFp-i(Nkl}-i?3B6O<pkeB&H_LL&+|&_L#_~3}vohv+c3lpC<C3hf?zl
z$<6dRGuV2F;c^ivCH>A}hJA}}+{Lmy(j;YuTi8}v<=Ge6Ol78U$x?PJT-ALouleL_
z_{gD;FzEMq%e{P0J2T)9u<S*A=7INNT(pg!Il0R7-~S;d$A-A`o|}-Nq$|6~Oa`&#
z>0syZ#x^`kEA+zMFXW;79K!iSNUKF`=E!&!Mr)0hUVz~tKK+k(v1P*!Fnb#z<*jG#
zmqr;aH7XUzHnh4vZAT*9l+=@y4+!E^kfaIONrBnDi)4J7pbKHWN7I+F=1HSvO1BFp
zul{9(SH)Bb<y}YEvG5MY&C{4p!p=gAMz@O+DWiWo&XYg<ueg(wkaT%t;YRk$8HU^#
zbij#vgZSBZp^|`9D5MG*$SS0cso0?Xe$?s_#=dwXwLM3OjUwU9KK#*DS~M|N4K|7;
ztovqYO`CY5IpU!_veZVbn8>zAVKk5O1S%>bh=}TM<L<Z4l8YM1u}d(M2E}uCz=KEe
z$H(#Z=Gd|;!k#k-a|ZUn4D*NINx8H}^Sv>-l7T)Eqch8Z#?0Ky;PyebT`|bmt_IR-
z(|p$}nCrfs?W&1dy#s)(%3x(2N|_pS+9xyl5UmZ<eEpACiQ_iiQW3k|MI<T0NeEY3
z`1O#pUp0UXEmTscFfmSNPX_J#9C_<b>~@R6V2;7+-_bWP!q%zV$a$;ytEZVd_9c|n
zfQrTok7A#`pZwrB_2<;c1a-2OO~!~3kpeSj+pYh`x$X?-=BH^D^Qc&1I2n?GVWuzp
zCA#^9EB_9*f9g(jR3UHy)504XAa%P$R?j8EXoJXDNF!zAgSR4Hu!HH`)5twkr&y}f
zD8tQ@!?ab5Z+PG?;}`EiL=I?yRXd8?UcqkpxcX)~8Jk9Uh+6g`wl7{w!OPNYOLD44
z|Lj4$Mhnk8%_;RpS|y8;SfZ*w$z<c7iH$B}-7m9=ceAi%4{4I2n}IkhNE`<$ImWM?
zB=@3s<5p6P{9yzdr|F`UiDwtdq;;~^0C9IKtFevfL{#?_Sghx0mQy;rF9N_7{am$a
zC;8Q9Va1aqW}Vv~=vna+YZW0heZGh3tZ~?=uoR?Zj5>7+80IEY1gTQE76c@8WJ=x&
zNaQR^q-e`VrwO(w(7oxc#LA=W3XXd<29k|*O`oQdW38}CX!Mjqfsse(CZ@dtT4GC=
zFK)h)Y-SMC$%5+A5GEPZV0-b|?A-8+ct)N?&m%;Yn}s5Br|3F6m?>`|j2jr8I;Jzh
zbk;*Cg$9-`z70o!B|C)HeLR%DjPbt935^wmFp$2>+Js3IFCkJBmG)dc#=31XWHG{%
z#0W%m94T82+&zqCKLeRoD5V!+@$I$Uj|C+ZrZ73StHYGDjg04$w;cX#<3D~&&AUKQ
zOICU1#Lw`tz3=C~ZchLySRR&_$L_=oooKN-;&G3CFS|Z{n0+@MA=_Hv>RlH-{2U>8
z`A=WUxfg9_rt<I9-?xwai(dd<hn9?Z)eBz5mCt`V<{pPavGk~R_%ci0>Iq1n9Y00Z
z&h_?S)5EpO3~b;2i1LOo2v`3N$~%!}okjV280%R@{$l)JVaIh;0LRG?L@8g{aW^ln
zy!y=jm%rr2Jmbx8MJY`h`uzPb{Sp`br#b+nS9!$WeWeOlP4$FBUuDUu9GmSy%4U`e
z{U`Ct%1ha94*@*^<Qph^Wu||2`Y{8~za6$;aSfveRCetAw&f~DA6Ms}e&+YG>SIUN
zVx!naUYtdu1(Ey`i_Ic=tIn~`AhXSLNX;W0?1tpc6k95SSYxVHGCI#vR702{A6X39
zH*<tU`JiHIfrnBx?r*|E(q=7L;|<4eWFbBQWRa>4xExE5Q!;!E%jJ(h`yeeeLM?Hs
zTgDKAL`LK#Om-6L`wuaA*%kc5RgkIpq-AKT5YIRG(ZY}O8s|0SE61=h3AQrX#Ch~N
zJw-&`?BaTLDkUFVy0qgCIV;Dh?g<Rpvmm<Cqj8aD;D$ZaBxIKa**YwbT4=M*QnbMB
z?Jx6%+9y#G%DF6-a1kQHlW<{r<##=HKWunH0Qnwaj}4HwhAFviRy#f?PL5#n$VKF1
z4}O^6`N})!XicfRLOZTuD}!3x;aOjKJBy7j!ss0?T0+nvWg;^`tSlVU;D`=cjn=S}
zkecbCh>1;yYH5s8Ig3agOjBbhlbgT(DUQz{qbL+ot|ttPOSE;9x$p#05^<tCN7>5p
ztj0?jvP<~!FEbZfWTb^55;As^I0b86gB9x~A|>fYU8LpUXa0lFT>2Y4Z|oATy5PrA
zv_R)@q`*=e=tQ6A!SoH>-`tF89H%II@fAk8nV~`+FjyA<#D<{{v)pOYl$xTKrN8_E
zn#m%0$HAwBOOC43Puem0*x`?HbnPgW|Fl5wFP+2vSHXe*fb7nm#zrc|4L9A)KxK%h
zj&G!Etw#s$c`53(w<3&h9bEU(f6o%s+9)%`8s30onN%*>O{S1zV&hhJPVGf01=hL%
zvTm8`)mcKyA~I@VtU@QQ(pB_wa^wTdr)ZY)dFoh1%N{wejd%G&gfb!LP16ah<O?;-
z5-h#zLCkIq`~jRqpu(O@*9-Ta;Mf1-CYmdCRz-_$UeND<lHy2;;d!JfxTcAh>!Mc{
z={DME?O~5Rz@cNytjZEXCJea>k^mV8q`47f{WO{RIYjvZyyj_CqmI#c0&Al~=Accu
z!yrm5SS_Oap;L`W2Ip}OR}dW&b0k990u^Y4lo%@^i3_Ffan=BRK!U%#9h9?*k)|Ym
z>CNPJOyOtyi9L;5GYLI~b-Y2c@^w5vq?pa&dI2o;@}ppVj;#I?Qx}b6kDn&b32-v#
zWkJ<6XzafS@8x~SHIwXoi?G;Y<rNL)V+&_P#L84klF>8<QWR}6t$EC)4h)7E&0Dav
zKuL|8wvcI!r5)P|c5K2anbarN@N26$58X;ih*b+oC}MS2aa*(a;uh@WHb}ruVyeD@
z?7-RYo@eBqKAgE{VRid4Wd@O&bc;1w2UeI&+boaG;nf`st-0?N8!(+ZmByC|Ui48O
z`k5}So~D}-pbQS?-bzrkNiw~Il-Hdm>fgZJ=q0qA0s5_3ibqb8U7M#Rj-Zo%BB#k<
zl%p7(LbywqR-J+AMVhvWG%}!L3bg?SN_8f;Sj^Y%Vr}3qX!lXbIs{PzOVp9Xq=`+g
zTO*0Lb8@>y{DKSVT7#IPOUGU#F)UP&U^+bo%7<PfNZo|kb_i_)$1UPl_M>%z@DI|=
z7inDB+j>mpvu)->xMV0!T}j-o^Qq@Qmyt_{m|H8+4r<ti-g}$EW7ImI5<5|p>3B0F
z8IQ42haCfVQg$1h+S0{U23L=Hc;*TN)*M5Y;6Xh{SJ|AGJ%wi)bhV}(22`w&`K=FN
z=!C>GKnP63B93-4;tx==1xmvv;{rORbLqGivy~cw>C$np!%ku(GjvoyyzX`z2neWQ
zWJaOfqNWvj%f*+&wDl|w4lylUF^pfigoj36%YfUnhCAvc6V5nSn^%&H^JuNm!iG%5
zIpwcnsTPr(LyL$nia#SKw~-oyC=61=BA3L-u!tQ8Gz^<^6wt>gk(8XwmocIR;?%^*
zq<Cr+E84=4e#Yb3>b@<M=)L>s-~^>=^-=5eH=~xUkyiy==@RLP&Gt6V^Dm^9ba7(H
z&b3LDWaMy@{^d5CZ#{(oCb#W=)Uygsfwj#E<y;kE*eI*Xi4>NCW%dr84clt`>XTpp
zsQa=iN69DvaQH{|^@OFhV^Hi_6fXTgzsqZ9XCHCTIpy<+cK-w)$d@p7?1yy$%a%67
z)&y_4;hj_*P2S9~!JBx*y#t%4*nh(_0l4+V>SOkebgPf}`|5Kq<C-nK{7b&f@*?#+
zysq+eey;Ll05;ft{MBeLak56UZ(!e<dxx?^k6F*R!|>*<C;^j~KIz+*d;P%MxH@+|
z+jD18H3rD30wqQm5?ioUfD{gfe1N`zHTIYKIn~+3=}w7Qv}vaXuA%93J(4uVHoAD}
zI57cHqDe@Y8r_M%^?a)R{j?(+CE5g9vn~5oI>`!xJYQ{of=K#w)V=JGm$Rx@sTe++
zJf8<opGM=7F>4$P`f#O7r~~f2c8o>|tkhuFo~Q7!^Wf4KKaH7ZJGAQon<oZ%TA`P_
zZR+egQNG3v=Fc<0Chia)#8(+oV+C1W;p$7aVM~`JNyu0p$680R*UuMuRbb{xEygBx
zF=vC{(byr(51Rb-Ki$gdnR!yP7cYjE7$QKUFlB^oHYuh9|E2N!VZsvv$oB~4<yf>6
zCi82ov^@lZRHtaI`Pch;371SS&jU*j5E%x0odLpjgW0&npU!-W5w}b`j1kgA=!8HB
zLNwd_5iGYrd+8|kH126KIxDOQ=&qikBLqkZs*TVNrj=sb4yjH#xqK2cY-5-$PIvwk
znUqjM;3}7TBjAQxf16>qL=rn(HMo~;`B9Ds4JwumXdI)9)&eah-Q*Ol<P^snM+uV<
z+wPf^e}DP!ITfyuRW4Grh;<f8!ll)ZlbT;ei4Ln_8KstRMVYUy?B>HuM;NUXu}lkx
z%{<U7Qwx@;8+Bf=YdgCJW~f*Z%1Fpk#vx0eGsvIc`R8QqEW_F1M`_j0Enk4;_oFuz
zncRQ&ng3_T$GP&N>$vNdn@QH?1%yE43XeIK&d>n!X3zYc-+KUnhi>^a{@@@3n;tfG
zW9Q*Dryp^zP$iVtD<ki)7|ib@$w*{8iWpwPs7oe(?)Mpa+SS<E%{X39bE|VutS)fs
za1Ga&6gTFWc<z&-H3$9xTAGN?GJ0drWy}m>R*uXOjur?H43c$c;lvjZriDP^yIGXq
zLU+m-k%4KgBHaf5$P7W6l12^#jz-5_WLPK74k6o1NG%yUk>$J({3%!6cO`DJggI_v
z)f_-!*@8;6i>NOp&b63$<E0Fy&q72BHPI!uOQ7orz#i(2QNdiqur$tHx3Rc-D-5^E
zIj0z&zLmrUcLf4Rk{>m>;MqTq>vfS*qFBI+PxbnBH9$KxWZLAx@h_m!2&aTz0<Ws*
z78i-k4$f^ws<%SqhqSi$tck-L+MLKQ0I-&w#fuM-TRDYQhj=W(EczH>ijG5!5X^Lm
z*s-bp(c2hzPm$OugR{3|EgU745ftW0b%|{20qj->Cv1?H51_grYF*rlha0Sr55JC1
z=BRYPiprhDs4X%$eLqWQAEI4KvCJ*ZZHve+<q+*vEN$S*i2TZzm>!B)J}V_jpzAAy
zG&w2$1vMdX{B4*4)VtfLUG-C}?CED_Yd_`oov^NvKWN^LD{@@!t}>jK87&Cp!0p(!
z#BV3ej2GyOM<ENP%^zTBXq=%jK{sAS`_rhi-i2wnM52o&I)EVP41Z&_qmi|6I!$6_
zp_F3W-;dI5%vMC->04ME&{XON*ctyOOFQ<_8XChSgVq|UvIw)yN%6;Ya_iJS={nVE
z_cU(*Ub4jk#mlZ>+w(3Xm4i%&A^ya}gdQ(1U&_Y9wP*o3S0np8e(}Q3V%crbnx+-w
z8Xnh-Y+}#YET#zgslJ4v&3Do@Y!cDIxB7@R9J8|wI00G9#fT!3YDCv?Fr<T#ciCD_
z7;^f_>mudODH_EcD5JM!MpCe3T#lt<EL}s%44&$zE`0)N(9z3yxoyOQy+H5%{Ui8t
znEB*Z4n==XlK@YaxV-cvPU%y4SO9GEPSVaFCsHA~B!@^W5@pkD7unzjG{q@W5o3uG
z4<sL<E><XrL9`Btl|>=wkP4r!<s%WiVDUjVt*+6rN*wCnjUBGAm`kZ|IE<%;iD==9
z#}*d8TRiuvFJ^pl6J@vjm}ORzWeVzHtHe%sFE<pQPmn++lP8Ka-fEkHV{LL7mqTfY
zWkG*w_)*U)I0b?M81jce2$XDbywzp4Im_<CUfOBv5o}!FKu+cP{f)oJAMSkx@4ex@
zy?+V`<z6hHmC4`_Jn{he$!l+9-_$eti~S+qIp;s(TG^<wadez1H(<(t^ub?9lk(UY
zA9x=eb4DJsZ^VD<w~X|0WN&W!Dob7!5JDiog>~uqJD$(&KXLnGKKt=P2toF@f0v!t
zT>EXyjoFhZp?KxU>*+TK$;$$LOftk)s$MT2$-dkq8^#;FZt`7ZM4O|bK|;vYUIxzu
z&olwBq|1ivK4J}Tyv4#a6wiM0TbMC6F*T~#H`zvukRX9`%b#Rt@gcT3yZP|idkC;_
zh0TTPQr7euMU~;Xg-Jl;8(AzF(~ff#RFQVlX8Z3ypRfO@!1~!s*<|g;@&xC;_GzS>
zT{`s$!+zK`?iJPFBsL;0_MSpN8~Hr%=5sr5AuB4h)H1n}V5i!HNF<ZqMvm4F<JmoB
za>=Mri<%6m5gIPo89~_;oEnx)&(yi`^S5ERnu~XVqbqnq0uoyZrmFYh@aXUM|8ICg
z0QnvvGA=$YPFvB@1|zu<PSs8kBmvL+_vdkR^(Y;Cl#ql#X$rPY)NW!L247scpDX(I
z0-%M7DFxba=<0;CvXcZt5;T{%VrU9a#I)N><dsFCSY|0`poBqJ)X+%=(@t?bAK&wt
zUY%yCF->{!4l=@EG`Rp%7?|rp*C*HJaUDe%f#Wt9bV|$xT}Eu5j#wpQg&+imWs#8$
zwq^QI6zPUB&l&D%SZ)u##5)#0#zmRUNE*c2Al4lQ>=_0!vq+%`QWrxllM#J9w00iL
z;YLQPIf|aaTqKFfQmLNc1?PT&VebgHukOW(UQa5zWGLa1<($EDIdAwpe(l0vV=VV*
zHjmNlD0B6Be&Hh@;pG>+`VrU8-gQ3BdY#|B;rAccSdKpDDI7f1Tfj@_^vwNhi?iIf
zvcTZfmTww#0l7zRhSDe@{jG4`YYDW8V~=9wB}!~UcpdE76j&e*>sUim=-#?ZT(T*Y
znlx5?7~GGc+l)Q!a#%S8*<n&?pxR4_sq2Unfz=H;b?gXwYLM2I+aaGtgbf6cL<Xz1
znCw2y>e6Y9z@)VASg*<X6<T4JhMZ#9Nzg$Z88k@OgMXv3{bWLoFnR|jtDCas9>ho-
zga*%CARj*jhDNnD)jLO7KI=I33qzViO&Vu6N!=Kw75(S+4i`D<3=S`0*$MLe&qG!q
zk`SR2!n}#I7}3clRH_Dr{&A9^MQp!=wA-P7aD>8dUx6Ey(JCcstr4mg0)fyeX4%Cn
zm59o-gk}vl>*3G1B%VeqIIy8h)rcre6w&RJc)%yCzJR;ZCc7x;Y-nPQ_!vP1I>3ko
zcJ~;WwI%#CLi=q1f^vhXFHcfm#GPBBSbRHfdK@c`u!0UzR$;V3c2mqD8><;1jRyA0
zL->sc(783-B!|<G)DQGr?fke(YP3OEB&JP8RH<fq8t^002XI9dXD~~uViXQm+DBa<
zA}2R6yJai07kPYs!^;TD4P?v4O&%hSdxyxD(?Fyi89Qa0XR+)b!7eOdm3oJsFI{ml
z;-Y;lJYx^tl4eHC5+)78xItcr2zLb~ZPFYFVl)t|0)P3c=c3Ux@($+O0!|cQ3m7cA
z<kpta2Iylqu{^m<IddIZYZqa@Kxm~HB7;s=5vq)pJqJJk0266X)0-wsfFh{>2Zl99
z-+5Q?<afOTWv$T)a?Ca7$?bdOyzi6yInVx0iWwJ?F|k#LxsJ*1fq4Xwb8`%d&2-F=
zGA4U`gUJDtjxtDPjAx9ZNVqHCPuc5YtXnS9Qk~GsVj4c<KYbaOk2Kkte=-GJ61hYt
zodFRdQ$Z>sT)Pi}WF&-~xsOYYpXVv|ACOa%bo3fG+n*%J!Sl`@<lf3X%!yM3y2hG5
z!YNtf-{qTe=yE(gfh*P*gv24DNryUqn!_^tiKQgMq^OHD^gOAySQe)lO@^2gC&<xH
zsMiRUMY+95EPU=8I*ZRw_7pOGYY$L!vM5ZPxXY^VV3tgB<|H{WNx%B;lJ9;e>>Jp}
zaQ4x{0)QzjPKC$mH+!zMU)uT*8Rb(pdf)Gr`>tU{f;(5os|DnCPjPg>;Ojufcy!D}
z&h8!3`u&H6)Fb2jIJ$O}$z0DOZVTsIwq;{xn3qmm$z*Xo*1__jH1(M8<rq#cPGVpP
zd+?D$M9HWy8=a<Ty8P{dpL_Jp(!kATx&1yxdCysoS%*+2*{A*EnZJLs`Z~5cJy)oV
z%#v5d$G%qxr1<_E>7M%Yuf_Jf?_3bL&bW>zJ5S-l?B!g+E4h&8^BM6+tQhx`wL)a<
zaWp){Myro{l0&0eiJRQiC}0^jzjoG-GG53t;%%e8l(N!E2~xou7eB-0{th<erYV$N
z5Gfs6B--K00}EU+bd<5`7PRitFE+A6?x0PZKzDdZ-2}kq$~FMnNs*K47CK2lxj4#=
zFVsBent#F)Hrvn16N)yTogrvyMy-ckt8d^}xpVtz4tN)EAwS9l`xs#dzsvnx%1c;b
zn!G9!qyZDzQ8H1Ef>QusK#kE2p=4A^a|SnGlI7@GF2%87UU&VA5mI1!f<KV=bFF+O
zwvZ@o<58l<9D*nEfINZkfb88(UfA8s!mLeV*!+7`<Et}Y<r9l{fK(h=>m2~I#SxTg
z653tpbjg@DYn?imR(JA@vo{cFL8edv(<O>SrrbeRg9hc|Fk#uFkjZj-^%#G3$uBWH
zxs`g<!ZIuxa*i~~QY^)ktAkwplp$7w1x~D;!1PlJhR0G6;R=I}T42*yPqTbyd@m}r
zc;o3;k&!)#T?iPkR;hJ-NJ8GV;idG+1+MAak0Ej_u4#6U<_MD<7yCu-?3`fKEFol#
zAT<ben>Z~{G$GcKAaRf)CL=3M*_-gi77~^*Wz0fsQZxn#B8`-gvA@b!maoOJwvy1n
zr^ErC!S2k3{LU4>!}U|w^Q>*pdQ|^^gUWa~_h_wB&d+nt$LD#?B|rbT#`2oCyoH@V
z_G19#x9{c9&Yi3t*vGc(uIJ(xyztxJYuH;by|dxU-=(7sno)){Z=<qPq+tnX9-{W0
zoPKbQTi*X^QVZI%9)<H<T1{w=?LZFfgd{*LAB2ZK2%D}&ONngELEmm}ynhmPf1S;L
z_$Chg$dy<|4h#o^I-prywpg<k$&Xyk_*0&b<EIR4y#v{ixYZbv2C>}8h#jND8UoPk
zL6S~>AHyp-gz7P{c(FrQE@3Ml*_E{WN>mQ_0{>`QJn(;O*rhz$w*f(IypC0wz>pSE
zG=ovMv7%{m_bp&v@m0Fp7BJgBVy$O#j`If2ath-vw%2RJ?0vW4{PjGsZsQq6c(;R+
z3ec>rJwWKDXZpJ`HH=#+Akzdf0d_2i+skbG6O*lX?cj#D97LT0U2sVkQaWjiFq>f3
zAm7f>8fYW(pt@aBM`CJ?63gto>4W5}E^VuU)3QjjN6>>+Qb%Gfby2EK>S~NMMa3~u
zE`cau>-^_&DksRybVxcStc4?(4Mmhq$@g7AVpdof6I}jxV8$+5gv7Q<k}2a<_mL*6
zAZ#QCSuu_+H{c~z2D)dX;z3f;rXV-dcYGW7-SDAaA39xV_7fJ45;>CePu~Qxfs8X~
z8Pmz%jgjjh5)(U9;%|TUbyTe>+6Ts|ZL;Z(?juOsgmE3$sxoAqBq7C6F6sC;dRn0J
zS(M{4|I?>AJ(|Zk{6*|IK-w8>tAjRNv?Xw_e=5t{XYkm9!a@i^sGFF=Cy7p>%n>q!
z&m*_*K`LHvlTYJC%*;iE%}*oEQIxfT)niW~YJG`K8!q7uKmCqJ%{3t;6}5|@%rL32
z7!KdezfZ?(tuC{BV1+=>F{t|qoCal~SrByuLwt6y3L+(=CQv%%w(<xSJA`#(OwzwV
zU}mv|Pfb6FO@(o1H+?dpYu`>Mod*)k*d!G(+lHP^IrSNd6`r}35p{r~=x3PibZK(G
zc^`oUOQsl7@jl+fUhC&sv#OksHI~&HuAb(Yz6T49#HY`(F@;Z?I^*UZ+D1YwB`q1_
zkte2!#}Ff83%kviajWqa98NRu{4Fb9fl_mpf#Ox9(qz@{#RPbb+nBKv<ob5sl@+wn
z!KRN(+;?I;#sU4miZ@*R1_rZ(-}2h9ImVssTj(=-*EiY^ANb$2{RRB^OJ2vb|Mk68
z{_V>YwPx&w8))WZ8ZLM;^Qh;UswcP^a^0==r;ZR#?B#U*GzF)?J=^Em<?egbecuw6
zf5rmx?eOb^zw@a7m5nMh;VB&HGUh$fjmp3FZxHM2tjuN^*?-{MK3^#7%<omRA4Bxs
zt*A<rjPIYd>iY#xcvQ?jo?Uz)1|~jb0@}1ii>%qejEfwPj<U@eTW6kBtR!nJXhq(0
zxv0E@)8RHUVw|__el<Up8R5md0_Kwz=XjHpjaiyend4m_-)wNYc_nYTUy<kx&#zpK
zt2&svf)E0&HD66X!<Vf;LuFuBp+^_3k+k$0QV2pFaEX5v2EA`*|M`6cv?zK7(C{w%
zUmo#(gJ#e3qR1ex;%^ZMa#SfYM2l52B1<RjuvET@<@g9iyQhHLVVqBtK*=bROgMCB
z16B)y*F5tzylmTRs1EofcFZu_C^3p9G*=o|bE$j^3;giq#QU${2?6ALgv#^|@6FC4
z4Q0|!BR+ZhX5N0}efUHB`RwwSL8r8`!)WcWX4UA{>P+Mc)Y=Vv$Kg;n%hgkR$>s70
zJBwjh^jW>2z>D@ggB21sZ##?YE`1qCqD4$Az%(@jW`P<DI8s7V<oZ!XVdDxb;UX)Y
z6@&?{v^m{fV_223q(!B?#4nuxG|D9xPnXcTjkUhOHFTYKpC04T!YJ|TF{+-=fH^>m
zHhD|1+{scb&C`vCIHhi8$ch;<iwIWfrUos&h9z=j46sx`LE1AN8^YxJ!u14ck$bu~
za-{W4?r%?EGD1RtO_rDh@HnQAqC|{OiJe?Qh5`UtJIky0zxq-AZz+q;FLxL(j6doc
zK&908xX03T9G?Ame@FWI5S7WX{|#?sdipe%zw8xA_3f!CP48@+LeIyyqYc(V7nPTo
z{X3EQ-{o!Z610~;#QgCAI!%Mbg;uA8(_djt=P6%sQBV7pgcx`H1w8qkpe(dbk@ZuM
zA4iUFWA)FEu=B~+kh5*FL4s(`gH8ZJ6ggxjmT>$HxC5Ioq(f>qQ9%Z`KOmm_Gz<&O
zG(dN2AWhPwP3y_O+Y5LP12S)aD;mjwx2;ERkT+0)Bq(NZXF6<rb04KsBZvrec>yaf
zqLSW1K00z0q7#yA7{+S*SYnaVy@zp5FEH>q1ECFM(z7fiPK?<UXa$%qhyUsynKXLB
zaa67$4HHZUu^vRZHh(9vzkX5_g7HcjyXj-qA#&<iN0v}$?IHWon;F#S(isWJ+$ZQ{
z+7zQ4xeZ04Y=T(_YjPv04oQ*@s?#MYI;eJnb^}r;AUvndqB%pZk>%*~Lc$kbMc9`^
zwKYhAD8^Vo*YS~}jfy2k+`-p}ahF>pttv`1aaJWrD7fRu*d}%~?o)3hl@_TCh;5VD
zt6&*EI$1@TgIr|)7E&14VwCd_S12tXCLu=YECvpJtLKrQ-G|aHLQ3MKpPPRq<lr+N
zppz_N$q<zkNkx~IJW6QJqa%%B*ccd8j7`Kz2gfWC7siOw4&7*tk<x{jqDv$f(6Y;x
zD|!OA77~hC9O1KU&oN)r$i@Pxkpq7iue64C6Oycjn5>ehh}HBy<hn~yNR43n4J6@F
zlr@SpM<DBA4)<JG(s&We?=jFRYZTKvkEnGsNi@p~p8iU%yy&TqIp;>rEhJjfudib*
zj*-IU!0;?D+tuZ8`ZweahcYlHS2&flxXXW#Vp7GiMp2}sn%)sa2u}Ro^I^C_XlAiR
ziJQcAj9a5@wI?yP3&gba42cLa5|dO#M6^-TMj`NJ&+SH|8DR%q(O{F_g&{p072t>r
zDKSMgMNQ5lM2oHnkXWSVm$;qxkr8ElLtu#<U0owbkvTO@-K$Wno`WrXEDc$)okTRa
z+xRiGG->l0+;p6;c*lsPgKHH)C_)*c#y&^etWq-sCJr}^?Zh#5&{fl9+5DJ&``?9)
z&K7QI-bB@Sbe^nVn7RSOG`Z-R&t+L@iUw@C?pZX>EpYd>>QSs(-@t~#hKK(sZXj>x
zd;6adRLs7|Zxy)kSK-^lu6zR*XCKWNRx&C~M<;Q<g)k?-DLC9a{~U&QKRTA>@!)6s
ze~sPlV_Q#tP~efr#v{=NIkS$A3LFa$({EL2#&?pYMb_d~q>(aKEfS`6nn{5t9sNBn
z7&(`%YBRxlLgNiq8P^DDMMX}u3k-Ox?6&t3Cmy$U*4VCm3PwbC-OsurD||5d7jkBv
z>g902x{}|1uxH`Btbaex-gq9bsQeuNyy4?#+PhuuqRt{)tDD&{HF!oa`OfcIK%?<w
zmPjWoW$ve418e;gsHg!P;V^8DQT?e23b8~hO~EKK%1%mon~dLECoNpIstIzU#71#8
z9U9-S;rM~Z69UNh2<7!Ypd@TFmxf$Y*};AFlZZIQ$W-{JrOzOvCV{kh^44uES&J+z
z&offUGuK*1SOQCe;pZr1^ISQ44m(E9qOi`i<eD~GOH?L7jBMiH>v!T=DVAw4X;o;l
z$hoD69l3~tvPq3KT5+9}gfTHeR_2Jc#FPoPuxY1luJX?#7f!JfXD}tW!o)W<Z?@k|
zHk!n6T-tMYlbSJo<^XG~G2(U@*|nFBc|U0~hN)J0*2tgGkYB=3bpoxZ#UX9krD%Bc
zIm2A+^$!2H>f1TWLoCIL0V{_svvhQfEjH1K0<un<c3c2pI-N#{2%pFHA^y+!22c9;
z3(|ae0eZuyZe)Ddcei1jPO>bv406sA(&(dq^9$+vJ9yxhejd0vLC7*)N1)6SR_;>X
z^VJ#ySN<gN?kfokE%eyMMA?+Mdp}wlh{iOjmt*w6WvoVBva*gbcQ1Vhzl`jzLYknJ
z37b2(V|C0V51BrU{4V00fwU*d4Es!;*CE>f0m8ll9RD0b8g#9Hqhr4Z?UoQx3*r`u
zDB)@gGchTe|BQph;_|&@;siN8Oyz4E82o}ky|j!QmyuylI5X-eP#sMt?qDZ<#2!@B
zJF%=9L!XzZNE3Sp5yJz-s*TYW*mjP@DqzbxUZF=8puGS@f>+#(QW6Bn<EKenNDYlP
z6eF!=CO@{Ht$%70xlIf_to<AD-}q*%eV4H7w=xVY*;Km|OjsN6wp7tlBV&!RWjngl
zAvGgZyF)mT!RW@MgE=1f*=bHZUz6JR<F_3~KdOlO1zvfG?x~MK5|g+Qrl|-l4<l;R
zf3Hn9Gk}y0{HO!hJrz~;uvdHi;wT5JTL7R@Fffu~yv{h0ZIHO7o}ielqRa`56dX~e
ztCujGZ5ZJ^W;}u4y&NSR@<SJ3$=#IGi;z+g>oIam(5ZB3hjSPTd}D+}bnqA@Qp?EH
zLMTa}yNy0`Gf5g?NSh#D1E3u*a8i8;AvCdb8>{LL2G73~tpO=9`uZs{#J{+2A(9bc
zra)r%Lv9e!I7(U!NDCf8I)l)PP}fny0t6y%&{_FQg4&0X<_OZLpwm@^GD*S{Jqw6?
z7X7;dgfOxECy^WZGx~PSe8+hvl0F2Qtn67qE#<O%XpRGgtt7O#h)tA~LsQ0RZL&9h
zA$eKFGKYy%P$EUF+a4Hn$*6?T%HhZ&ZH}X58zBTSH4JiWOt+zh#EcCRnbOpY7|J1$
z2A=4xb)RBC5%;pD67p&YEiFd!Gnk@hDFj$!mb1)_*ko{I1|uy}XAWBwh-qVs0%=;K
zksc)=X12VAuF*zm17t#0Op=N&5o=t}&yr&biOZ|x2PkcO5V!bZgfK~T2iM)k{S)Vr
z7X=(ypzV#YGyfx)ribFO6V3g1VVAoPjmDDJW0sLp()A5aKIMESMz-^|*Z&5*UOuKE
zapb3uJhG0yT^w9F_}w>d(^J0td)84>6=tH-XW}&;3)jE)mnc7u#DL!lN~p)3)8qdo
z1cD;Nv{-i+i!~2)?xt+_Q%^q$La>m`p@hkaaGDn#dzkI%j?QtCz$DO;iyfa(H*u6C
zN<CJ>go52<)mY+{L$701l~`79;g|aNG3NBn3(q&7N0(L3mCwL3plTHvuzT*Uqvi%8
zqlOgn3~2&DRg5#kgZ%2&H*)v09{+daQ6NKsis~m#q2Oi-R~;_0pAA6KDC5cuRimGH
zLrUj{4Czm}`1nX9&%A06FWKK?QnT^siaHi98#tS5d3;_QKkRry0QnyA4GW0v7ZEza
zFBLeVB+alxm4JGu50enfw0O$kIXIQx0;Noi2L62ION1%RgiZ3M!SUh|c5Nu*NsH&5
z^<>tZc>r4WG3KKV?KGs|gcyd&uu&!w4MwdB2XZ+gxr(GnNCz!a60J#ff)F-BhA3f>
zl8{p-pK9LA9%mI(Sd<i)>T`I)!^Ndr=mlc8X;M}Ftm;+z9fwvN($L3Al2Izg62s!T
zJit4!Ws6V*G@}F|3S4FUUqU^}E^80BuD}9|w8a`>YGbJgOGw&jKu)?82M1{;9X`1@
z%b*d`rHfp*fczlf@%q7jGybu&li8InhU_4XDpDza`}VKX>Anif8)45iKg!L^edNdX
zQyD*>(LJM>@{j4Py@$rGCOSV(d+`rhJMnz9GSR@oeR(!rd^u15xt~HF{wVUuCrM{+
z?NykBbPA^^yy!UPv*t1G{{m$CQ6txoWD;cMB2=}2bLAeacr%@G4|U`dpiGD)G4~QX
zZA2VEca>CCFf|y>7Djp)Q{^!#2Di*8(!ovO+GI~U9QgOoQkZQaqIE{2BtZt6q)(C`
z+Q{<0gp59oEGMXrz&S2y4TN}adNa|GLFU@)kga(Rzj&JJfIw$7v?Mus0v#@5jQU_p
zv`~m>0FgkHg>bA&kR8Sd+F0wGoY{`R3{hhvbiek0$j+xYTRe83+)38iiMD$=9yA(N
zs9^b7Qhx!}4he>QjCMpYRi!%^QMunEH*=K!!w*onPtujk5O<JQ?&)>68)4=uL^6XJ
zb}>ww*e+qD9qhP`sBFZ}w5cSwF!;qT;@*G8b2o6#U%Z5fCW)b_u3SjBJVd>3inRGr
z;_f{tYXY6tutc6f*O01!Oag2QB!oz<Fp3q>9*O86g-x(Grs?&O8j88@LnLNIMoy5>
zz+)5y4EpDh(B*pL*BO*siPK)3&o_Q{(k1HR;2BpWp(JK5Pm;zU47{;PHhP!h>Kw1<
z<8-nmruWVw3q_c_i_~<G!lb6AQL#gpRU{S)3vcbKc$L@CS$i+0dp6>m4v}joUrf}w
z18Gzd>jzS)e7y225aK&)A$R*1@}m>yQc^vwbx{ma5`$=MkW-_?0&JZi2+`VPYjm15
z`(r3oVYX{=z&V1Ws%YiX)w7^mq{;))LFz2Xp0zF(bu3-N6%{IC18xW{$EB`kFui?r
z?A)0^?p5x>!eLe|l1hW6foC%+`>@5sT5yeKmV*p31;XGwwGUHU*rG_RJ1A^&aZI3B
z$g7R)cYl`#OKi1YPRlgOF^Wge;(LG#$g+u?oM24u$1}ze(n4SX5z11O<t{SzSvaCZ
zzaGMni<HIpH}2!{VxM;or}xC)v0Q&?kY~N)&w!rmRYdf->$qa#3f_9@TmQ>#{I8&7
zRG5iQeMbRg=jB&mn2%4x{=<wC!x#+k;l`7g=^ke;nkF<7T;;Q(I~>yw;7gaeXoZT(
z)72gJIb(dHc`w~ivK+b`?S7iyn|}+out~K+Gcj<?MLrkb$xwD9FY(^QZvA_#7$4;Q
z@;3k|iXzvTmvWW(ah}<C12f`&UNLkn=TsLcG0YMt9@W+=;~e5El*KR^_2@XG$3lhz
z9tFl*{P#lu0AB)0L_t)no&|1;bq<}VOU3S4_sT{ES9%B`XvQrzzx+ays|~WES4TeQ
z^b~A>g-4TRtX}c~Uc}>zTm50j69UNh2x<4+mtJ)F>zSI`0vVeTVY1Y%Gh7@+r!fWJ
zqg1XiVpO@T|1vz&V>Rtj@y*9QQ(GsE$eOU+HNaiP5hiQ2sL2&Bu6QW3b*9do+r-b7
z7&b}>5s;@3hb)0uBuR=iqB^!|k!npXSpyV-e)#@|(UbCrgn?9wkG4L<9m_Y8=mbL;
zoL}s1POHf>WuuQp<0E8cj-$=vH1siwMupFIo<x88v$zbCw^tdltF#kPl*n@lae9Cu
zV<+!D1vOEpC6^d4Hqk^38$R=Koy~SXQbfGzfeyE=J-`k5QSu@W1Y~&ZV7ng%9G&j5
zFBx{v*Ii1<wLkX@{KOysITL#?=iFx;Am6_UJ2SyEUUwxy<3DIGy%X8Cps-<GQ``cr
zN!PQj$NCtqYeQ!VOBjgu63xqALTuCsGP9V`%L&UM?)?yC`cOMw4nkv=&O^%tHNFGS
zdMc@0BFro!OdoWJZC;PI6e13Yj(nWdE@31!Mh`U+LZh@sRZJSI%edtZBI}Sn>f_Zr
z<mVR29~@!lm#T<P9ix*HXG8M#MrN+D3AUOrn8hC3LE*lLxyuD2TR?5whke2M3?GHo
zc$3lXWo9o-F;;Da6Ebkw#SHx60k9-mO0+Gp>IUW?ycIWFB~=b_^BCAYjiAv8fDSrr
zpu;*MPB6=$J1Z#RqLl=p&>{xI!^u{eJaiYL(;_H?(FqC1vlvZ5<-QDN5K=sNJFTrF
zbQ@m>onl{lE=F6>tppf;i5L%et%dXyso{f>V$y};W;*Bm43@RPwoe>~ul+S<b__h1
zNVf>h5YS9z-$JXX>CXH#ac~f6jiHk|{puVxm^bvsU->wqLb-O5^zd`Bj4Vc&CDe5+
zkz;M-ASx&mWpYSyioohnlG}+zjb!1U2z3q5DiE;B7`t#}jv%h1q(zjpF_llKYXr<A
z(+PCcN4l>0M+QVOINK(uiV6C}1~MYgi9LOs+~E?O`Y8JNXGm-x=@bdl1(fy(^crei
z0C9pP{QftQss235e5Bh=5*#FKd<OYn^lQJYx{E*A`-|Ap=Hr`h#TP{^GBlG}3}JGo
z*+5H)B_-#pi%DgTSS=uw$20RMd9`s5rnJ%0!JB&zTDOpxy+m_K5%~>evq<s8FnPHF
zN0zC1lPniDaDVXoe6sK$C-OrS<P<GV_KFj+AWjh)6)>|zw6MuylOdpuOO|C$F~DXb
zk)TMhurY*3Ocz5qr0aEOsn8ZR8Z1!~<2+UT3?6-C7$?VembsNIo003vrEfq9ht2Xf
z?nr)x$UMwd>X+FhufWg=C;59e@v8q)pZ`x`tZ#zRp$Xty$9{Y}j2Fgv!^Lm-Z)nwH
zqo~SEhbJGw?)ASJ&*IG#=*KlSu)*3)Ou~cdLzGno$YIbWud*1jz;mj5h{R#C$|0{@
zR&>bS9h(I{%Remt1(xV3d1GxML`qvboY2QPpbpS4E@FXC(*{<U<|uctDrPA%#7nC`
z$w}^E)b@CKelO?nEKDBlEwPg;ambRR`lxH)4jy?j6d1K80QhO~Prc`@Cnzqe@|kb<
z-CO>V{r%$@+Q(lPKmyv>^sd`@G+4&wyH|MrFyjdU<a@>XMiJW~rk!CeX>)FMC*3rq
zYj-hp#N?(eR4P?mqs?=?OK82m#kTSQ@44V-5omV#C$WTqYev)~P1SNpNNA)TM&tm$
zlK*iA*WC<?mY@;OQz%v$Gz$n3k)=WuK`538Q-^x1O(EkWQOriCNp+jmxQSfPsJd+2
z&BhJCN0$zx#sq)a{u69v@~7cXk&!-6v9INiU-G-G#LMK29FaOnP8L|~){rt}!0Kbn
z>|<50P}G+)>Q6IdZDS>bteE6fdJ0?EOj?^br*b)2k)uY9t$vO^r@^pujMomI&1Sog
zfI6PcFyM^xWdAzy<WWLAZa>T)MEG8odk@|Zfcz#3NGT;wCWADpB;nznhT9w@Y<(WL
z^zvRIQ9$?aAc^OY<{<8iZbHA}iy&OIXhYmVbk|UB1?5!<N)J#UJ_16J-}NgfYYgEJ
zLZ%;S^cGaZnn25#G+jigaZ<5NYjg#i0;14|;cg|hK*Viydl7S_AG!;S&UnO`3c1`W
zGOyS=aGHtamB^CBY`CBtRM^E1%T(EbZq8zKAaFYjt4kO?eKkojMVle<r593pU=4Q>
z0#*Ty?krQRN4WJW-As$=>tf8N4MvEF1EjPODa3|}5OY{{MPzl6Qc>@_mD1V_n#JBb
zb|bWC_k<5+BPLRW3`sl7WIq4fgl5ddLx%`UHH7J6N|(Xor?HBP#8a3JK|9}K?C)2}
z&t@pK2M~r!cZ*{GU;Pmz5r#jEwVKiyjF2dTe2LsjlWePowQdQOLLuxNl(*0c&&G5Y
zAZ(Hh?IO(>#JWXb1fWxtFv)g5j9YmPx#2%Sssd?RCoea!$$S<%Z6kz>LkTBpLA-*B
zXD~vaP`A)#m(|LRIPnCD<&zzsBr+ljato>G;I`}76u3kE81v#|>+LhCcTVEkRYnRI
zQ1UksI45ZscVQ<x5YZ$7E4{K=3uA0E3qyw~Fu+y(Bmk`<SYniwip6676shH-{1HUF
zhLj~BMG6ZkY?KD6vSbH;>&!e5GD{LoBc#1P55BvN|65_NcK}<ILB!OOQz$73Qx`21
zN|;QD%_x~tN-ySw`XH~%-Ni<yjfm#a%BQ@16N$8u!lErsvd4Hmk?2tbSJW;X(Z^Qv
zg_y!clf#kgno?!burqvFJd2O91)oi%v?*{LtQHc3NVl;?o-7p>IezBQF~}5wh;Y&r
zr8O<RNM3G0VPj}G-+ntjC7P@d(Z#|=)5Rdm6hFrxSF^(H_-rD}78bbi;k9Pny=q>4
zkd`=%jmMC>fQmJaFE--xgPmjGZNKnNa(*ukGS=VOV)FkQmbA!7{|vj=|8{KWQZnS2
zk{fwZ@f8gF8(7n8RE<8`800O3qB1Ee#m35K8Owf@?R~Fii#5Pprp-`xj!oGvzRY0?
zi;MdVa#oo%ypEh0;vVbmoEEo{V>_CdCh&DW!OgsvHD)O=$S6BG#XU4x!KcJHd-x-c
zJ*urEZ08sG(0Bcg-ns>3!0a);73e2#=h?cRpg1Fa3hS(8dHVP&|AwD#z^Au%M0Bv|
zS<JrK0`k8JPY592E7pB7my<fB;&CqZr?{|hC-KZJST<a+XEz)2BM6c3CG}3;FWwA*
zjv8zz`q(1m%PSuuFI{{y#ZfSz$}H<;5@L2+BjiMmzjFVQUmZPwRlbvY&_wH)d3iUI
zm@&P9U%3Cx)b$KnJFK=E9CAO4MDg?eZ(xJfB{dJ>ir&Vz$}AOGrIWVVWKFRv-o`-I
z;{&a~U`ZXq6&{vtu$nBBsx}Z(G)uITfJ6)aVg9`g$ss-*e}uPnKFn&6BPTa<>x!Vn
z1)SEWv9YnF#jf%NIMO8|W>5^`sF=gzZ}^=42usN+VhsLa+oyQy=#SB74p0;YEFRlG
z_=f>Ir}pus+ds#^9{nw^OI0BW4k1(#X$+8r$1vT!WC#BbBF&PD6?C$OR0V`INMsYk
z*+wcl5O+aq=--V@B9uQx?6gs70mGi8u<i3u+6<YVPkMgrA5iv2w2VpgGRho6F-+oy
z1lbzWuV5C>MjI(2>OioDwtRH`Bt{yOcomFR9a7NU4ggkPOlVg?*%(1UroTew)?X)W
zPGgiaAOupFSgHVH9uQM^6PlM?j=P$$l-`9YvgoLVPy)AFpx(FC>l+hNJ4Nak5erlZ
ziDeLb3)riYAYEhId;f;Pt(%eiwt@=C9FC9yXj7nrIw%`w>@HkxMt4_`^%+9ZpfGm`
zv$%{fTukkdD2ctbkD<mIUcEuvSj3qR5wWJ&&Z9Ryl^shxt+HKP!94P5thI=sm?Csa
zTpGh|w8=FZ80(rY5o?6yBb+>9lZWBfVEgmXgS$zy77;B{p+Re;G|@<ML%)ZUzaAlT
z=w$7Y--_8sY3U0XNr+B6G*3PkfkfgE8*^mWF2pELAdMoc@@t4_9;17bQv4(;wVsyF
zVSqr)_1Y%{i4Hhrf0Uu(xlCt1L)*WHNKIqtJWA*3>UmDZpT*3ZI6DvUW&7!z(ErR8
zyd14ld^v=X_?(>T@P!|#kvLgYW&jn}G1d=Y;oR?|w0R~N{hOi85yHmju=CFXVIfrE
zdzftx!@wsIZE|80kdg?KnsR6;O@%&`Fxf4Cm9Cfu;Nak14iBHjN_iI_85FEp3WZIb
z2dRn+30OY!Y?C~RXpx9ERdFt^@G#UMN~a{EM*^{nw^8D3B5DlMMX`i|O{%+?%u_;h
zkeexx#{hEl(Ub{&QG}g@+-)A_Jo{~D1Q0{GWGM0#{*`(DgGIhXOaqe~Ii_$JWQE(v
zvYGAtGDrCvZsK}o`4ox{Xh|eiQ0p4xdGSdeQg3CL>%TAk{ojdQTOMYvnzT24OXjH`
zG?a`A{l<SS`QQH^VGEC+wqDJ?%sCWtLk!75UOxDXG=!jJ*lf34Ub^v*(6Wgko0w{u
zjkd+y#9<0%h;Kl_sbWf#LEB+_@f>{da>m3MTC_+-jERrI*<`42oV%FiAR%q+o@hXg
zc^WK#N0;tFzBBvTe@1};s!U=ElT*8UE`n>XTRRh{BZT1R``-xk=K3l#^t0`Z1!R#E
zXWC`s(PZTb0ptmMm(aaKW?gsK>{KY2Ca&kxUOkP<w&<uVPxCIrQ;N1&qd;$i{_5(D
z98L}~WSqv9J=0^}78Gpg6MZb`MGOfy8GpzMy`*>h&D}(zLy&YZMaVz5e}|pv4o-GY
zqfi_S?qszY@yd%|NN%i+K=SIoU*uAMjGDZetSq1~SmHPtinP-v{pJvJ;b}Jcqtx5b
zRjb(2p__JCiI)hC6*L-KD10MNC(+!zdOH<eW-*whrXxNvvzwgAGqWe9Dyp1Lr*YOz
zolAO&il{ItCplZ4O*e7))Y@nH+Um{B#COw7Oqw*Y)~SH6Gq0w|<7ck=LBtgoUdtc+
z`rkh0_1=Li=~+NjmQ3HTV7Pn8^!*~LGeFQ<XXp?nT1TYeDGX-^ns!eB5d!-5Kz<yZ
ztl=!#IB{>oHtb2b_RqoTX<ppo3z4dbmN8m45Jm-CUV|YgsFlBjPFo07B$WZgU39lj
zSUZZIy#uK%)TXDPT6Ls`tuN~3Lb0oL((|qa!$E}+r0c=stwqe8qnL>z?XF=Pd8RLz
zA$AR#3v>7fE@R-i@8DqcFAS;+&`}%VR&eb>ntdynYYF~oh;t?<2i}K#@EG3m3Mvjs
zsxFxmG41)A$j+R?8QxB6tb*-u>C^}4|Fu6ynkG8#;@$ekJ!Y^pMu!dPtdK-2I7t_|
zdjjEBFttNy+gMwt@VoOA#y^EhZP>gIL*CPy*VP?8N@SpX=n!iDYuKv-lt82*hFd|P
zkXrZRX|zTTZblV0U`<?!9w_$o6Hoe0l;I;UJ)cOo5J*%EhV%e&X2UYwvj|&XBI<md
z_Hyt0F$dm&-9CmLwdmiuis|lQsBj(@MIyO^6}U)cp@pO)rjgMa(fl89uKoigkm@EG
zCJ9+$I{pGjq7RT70kP;1=_YlKkg675a4va0!e0BOw3+4W;X7Hn;>SsM{s<`{r;?Ac
zoZL%D150F)+9F<0N}5<1q}PWE8<=K~4!gbZ8<^eM^<eZzLYgB4&Cg=GXJO~A`@RL%
z#<Vc-*=_wah?po<L`u<-P!R=E5l|4j=`zRZ!UTbtp>3QbHkMhcT*?Rg7Kr5C%<y5d
zY$2q#_5oPr38@j&;vDBK7{caK^EZ$>!9e0N$VOhl6hBME8ZAK4!VyKJP7&e|5&z1E
zc{zEec^SXJKAuWlHmEtbqRitgi-X)Op39>AGKPi*4`CDW0AJuT&SjZfiD+PwU2ju?
zln9et?|Y!e3?E^E8;OkDL6-rEflErlEFWhxKTV0VAG;HO0I}CQz)$u4(*Nsbd`Fax
zDg)*d0?0RD(MxCwFfPa0F1OP(4zsEw`Ye~6`_P%P{muy_7KZx)E}QrV3PzW#345!T
z;Hw;#u#rNtq?hTFJ(tZ6_4T{2rOE_{_zE%MnP&<F0!fP%GXD)Rr4`0_Hg5trLzVoW
zae3|<pr;4|xJEvg%6h!mFY^hW&6@$vxL%o02p~`3yMazp+GavC33#gYWR8e?SdtNF
zjh#zKG;FnoIm@2H!Xsoo!CBJbbbOMO1rnWbz#YJpu%`r7QRR!t7jczDsRpOG7l1{1
zFTVFNqBNwaT)w<=ClA(-GaJruY5odMEQcJNzKcIR`|p{U$Pv=hSPz<`ECef*WFIyj
zC-r>{vyFPX!mv5U!S4NxdxKOv`*D?xEgS;fWjZ=R$DBj!90>t^<{<4DnlZGyYkcz5
zKhx+gbA)5$MbFi!B1)W2Ph*R3(92nDkz4q2^QG)jdw5{&Ib;oRW0OBv{6)Ij;Y50p
z%KD-b%VkEy_W$W&{Jvt#h8;ZbX)k@u>t{41>zd!};M<YwzvnLc7m{z{0B_E{nV|Vu
zoZQoi!u#mj>n7yk^9Uvfi8^<Yy|al``6jy3%C<9>xn4yMS_w!(gy~_}yD^K;Bu(bf
zNfW7xq{$i}5J?y9_oK`VLZ{#lqS|$23Ti#uwv-`*&)$YMU5r>G;}~r?<nDhz1{qYR
zOL*izu#EzpffT7dior&#tWQo&(9w&O)lPKOMtT+O#3eds8<QWAjDMs}?8DquHS|}%
ziVQ(5wuwh`c+w?YkDXHGGTj^Bk1??o>A1*B@B5LNK4jSJy=xLenjoS!PQ6Cp=drsh
z$jkr+8DiH#L^X(e^JE~}N-;BvVIJvuR`%^eG<w?d!ptl}YqE2ab6*Q+jhU$;g$X(Z
zDR5?OWZxvhaFCe+kecx7cS2zTC2Ud=lF-GBB?b-|!$FIOgB}fcFG1}iEFauUYvDIY
z;}v{!3On~ya-l{@2S_PLpT(w3SIp3-wh>tgmdJya#7dFIOJvdlp>pUji^~uR0kg?h
zSWNDsGBQL*oTibUL}`muMD*#ah;)sr+C`Un6b{WT2WXe_2(4)ASpvOApx3ZO0Vy3K
zPhfR3tc`6#xMdQR;E7STs}~}qkJ&l=tt}wd2x0TH81@u}@%KIUMEWifQO6)hMvN1Q
zI$PyFkTz`vzLr3ONghqY(SfswOrKcPNoA9t<nLIPOGuIMByL1ulM>M8GzLB<c_L~g
zbW!Wd6+^g~8eEaVB!@|k4C6F8N<i-bW|KvVH7xpxSz-qU1ro~S=wp%&by7T1xx%El
zg&F>X8~GEI)+~veNIAhGM-en>a(Mk6djg0_o-CWryuV3~ESovWzY>Xi5Mm=@-3s+l
zrZ~oXIEz2R_+RE{{y&AEto{<d%6{j9|4U%u60DzhuC{m4G4AG0`Onm}$+k>@%)F23
zq>sM%eOM|aOowQT`-r<4GHMkm1X(+Sz{JL;Dykez4|0~;MqUq}5kLZ3OtPPt2$P4|
z=6cYN%L4M>4S`^a3%Jm@@C;S+IJ<Gy-LbwA^ZJAZ<OzINu=;cS!+{w>BF;C?#WcIz
z7ES|#zHF5ZZkA!Q$S({Wpzuw8w~eGmEm@<Twz#77G;VMH4bVF`Rz;Q1#Ghe{F^O%2
z%+S*mBxjgFLMF`|Gp!YtyA6Kf)KBn>eQ%@G-V4B~@HoH3e^8{SjTts4S!=>pdk_8Q
z0H?#_Y~f;REHZ9wz?B{w>@7UlxfffR*wP_LyWFS0z=!2;Vx)bn>UlQ16DYNhN@kSR
zV1Ytr0Jkks(xkASuj9Am*_`Aa>~$aHKXTv6#l}TvXz!|W6Bz?!tXb2CX~!0a(u0hM
zo*(6de2FP8{BInw9~_8piVyh)RAv}W1Sq7c(pmXylHef>X9u0te<1Kq5j!Diu1q{S
zL4Nc-h@YE<t&dL9c%~j9Kv_NOiQ!;vxCVFdWf;y5l(Q9~O6X(-ghc3+%$4s%9{8Ew
zGo2!;+eV}yl}+jtAPLb?8w?kjXjBxz`M*SB`53iDEL9?@oy4{Z0BpMX>98m<@*bAR
zGGSbYDKhA&g>=i9%ky+bO>8TV(H6wUx{xlHQ6ZRX4dTH(_EbNy?xKZ2#9a#S_#oah
zADJ7*+4|hxJ0}t7w8!iPWLBGW3j-LfW#rO>R6qMyq_zW{Wkl4gZ^!ITGF}0py9k{?
zVZ(ZoM{sLRbZ!(e=wL@ZZI(BDHp<Q;bc#mc&U=u3IG(|~;MXvAzXXItVUy@yTU3}}
zN}n{Dr@#1cP5~hV`SE|m^e!L?j}dpjh9!J*?q!hl;xfY4muW5h7K8FqI-Fv1_@y-U
zY07E`hRzbHpci+f+xYGUY_DI=PSMlSr8+`la=&^5ZS^2+J<sIIJXX9yL2jX~=kUY`
z5zStE>9UaAfq_rJ3K1;=y@D-@2yKw4HksxG?OY4Y43P~va|5I4HZ1>2vSEU)9<32p
z<_KwY8f8y?Uui|p=1;hQ_nr|JUShrqp)3NWXe3`l3Ugg2Y9V!s1hfc<#TpXGQ^vx?
z`6dhOO*{pgG8RR`_1GAJAYh4G__1DcKapb4o68nOR=AxOV38qJt4QZg6e%vll*rIw
zjut1@pVK1;N#(=5|0OYsL=duqq(c!H=ee{wdBz0`z@&ixO}RWg#;9;HEsi0uarIdU
zEF>oOI<5KthV07!ukh6MJWx-dhn~W<r`(z2FdyOnu)ss?RToilXYh<VVVYxEYre2l
zrj<^xChjKeI@mOkLQxVPjJ<Po9$)k?9NTDYqtO%Fb{gAi(ijaJ+qRQ7Y22i-ZQHi3
zcl!O^`>u8WxNF@%&YF2<o;kD6oQ==k2O9zhG17NxqUIJC`v}D3CMXKF)U_8?9Y~)T
z>r{HIEM)rQ(J#F5a&Mq@zjES;CSWqR(>>VgC%mwHRAi)Wr~S96ua&|}^f!fbM2pkA
z)K|nz`vZ?5E(Wm+Rz<c!yqnL{H({<p2JQ#Pi9X`uuU1<S2pYW|qwTp#yIW(jE*=`b
zG=HkcroPA8Sr4y|1MB`;*4_wFh)o!9a-Y(qMjdTFFIs2!6t$)6pjD@qvW!7$X^5`h
z;wAFIx%mH<C)}Ex)5n7G8^VZTs-cXjb*CIjdL#-mzY=~q`KuUXqnc-k9H-mpFJ90S
zVNgQ(9Y2&~zbSPh=cr2VltCGS(YTHWH0W{fjZzYdn<4;i1}sp$?6Cv)<gc#Pq?l_Q
zcQw%>h?gXJn(F8*e?=0tK>y{>4kK+I`6qwHnz=2Kl0T-Fx|0O#=?s&qgkB;DJ&kF4
z+_+iy>SZHf>r@=yr|3%bqBBR_=)m{@(dZ&JP*XyJm2FD8N5V^8e3tq*k(8D;nvoPt
z!8e@i)rEw!7C1h>;5Y=$r_+x$WZa%Ys2N*a`@|yFF-2Q}P2V+WxiP{bI}X;Q*w*W>
z3Gq3cWdbIokUx-2MfH0W1;R3dd{KyIRSE;k+SlE0qMIm=OFPFY3OTz+^LR(%2+T*i
zH4;v_B`3v!xkeT~=s`{Pbnwz+NLy=ufhnJZBG9ZM?C}!fdf8b6;j)i<N+Ct6Du*}s
zJeuglF%k-<LP9TziPh8>{p-DM3f%KhCuM@ncdK6&f}$t#Po<~>>sp=tfq93i-H$Ke
zfK#7Wf5ZUxw>Z_rJU2k<M`c=1$uQM8NzIZsQ}M2BgF-BMkyyqo>#3bt>N!m!3I&Vw
z0yZuy2cv$`?*m73Xuk8!AzyYnU`r3z*g_c@mrk2!(iB>B6`J|aDTzROJ3HKNGL}#A
zyrB({4iW4yBfAyRZL7rV;BYadbA?N%-=BnGh(#tZ-~1JzLj|!u(UCd7VwPUhl?Zem
z?bZ#tnne0K@`y5_#aA*&VnDPFqxjIt-ZCNz!14DlPLS->g;R%4%+Bqy%xrH=Q6hy!
zTLwV{2U72+zY=4F7jQ9C!DEkG29OjEOF*6M!bcJgU{R}j{k>gXkX#6k5N0H|zN&k@
zYF<gAG&+icrW~P$@wiUs^o)u(2WeiZGwqe1Vl#_aC2HNSUgk702@Cw7xfB9Ne24;@
zHcQ93M0xI$9A|Y0B?)F0Up}qkDNIc(oc~6hR<z^IqL$^r_(Abp-HZRTVF)g^me$l%
z4f6(x%~cZYXxfZM^U`E}2<E;nn<m>jP$2|HPUtcv_!}*Z@8rtU+kdnC!e9;Wl#+VV
z_?tk>t+~JSx|+Nu$Rd>t?m0_#R{OAUNaK5X3sNekrSXfbPF+9xQHb>P5U>X0j59ex
zXxO~l+=M!a^@ap~w_Lg81f}_`^KcIrVY_=y^o9=7=H9%?HF18(zuP}4O%M+HgS0K(
zn_oQK-izg#MdC%SZ?B9`qQ%eI3r~%vmxIK!!ok4@RrhUnex9;ZTSs6sDdSugb^lpi
zc*e&o?L69~gjT0yzP7X?b)GhL5CC0@w2ywfb|}b4-nXbQ2;+@8-UdmE22eo|??$p~
zzgH%py;m31Z(-8j=z^xw*1>n5In3?EwG*WaWsP4A!_GME-EmZ2$|<Mll6ao~9w%Cm
z^otVB_OJ)Jy~D62FOaI2NImJ`4oI6;6T2Z|xDjK!abE&sbK#u`iD>RJ8pPshc&b!2
zn1~gG1+CC6OGX>H?U2TQ!^T;iuH_zELh!uis9esyakjQ%!Q$K&CRH#C{YWZ-`MOv=
zgWX#%(h(?ZL9`o^l14{C{`hX&!n5SV`%}NQn+-o~o83P?^PXb}-nJV+y(~Kd3p%5g
zts0}ejz8h@!rHnLPY{b2)6FW8WwE7~xyND31i3}F<#r*JmC;P%eIi!~TU{^71HGZW
zl_LGoK*4jJw1!I-bcl#e^V;yo5I~gn-J_=e6T8E$-MwGxAjj<cWr^LOd)Od4yQO(S
zkgSI706dQ1Szq3rgzb22f}LANBW63ow|-tL9K2hUW`x!Yv&7xs{>%rLSBcR^i+sV^
zI*#Y~$WdNfxFo>W)&J(K5pz~BDC#7QTuffL0Fn`b6oY)NAU`%S5tEh>V<|6ru42)>
zb9ax?ej@^I-)kP(If&grd|0ZbNV<@O;bm9q?c*i-lT_N+3ws3=9s7o~i|Q5xnk^w`
zj7kb0i$u(yTT+}$LUywLX5Ap+>>*I1DIdqV(9PFCq)$}!aCjCgc;HZ^BN`!1VBsR<
z$0x=CWR^ELr~6z>!zbfOXVc=w6)m27XtcE_ccm^zEDG5#Lp9kDURqn6QLdjp=OW8r
z27o4xci5hrve*t-I*BD0C&ZuG7-gXtvpiF2E}`CO0GRw6krX*)sh6iUNXR7FnkoLH
z-#J=nm!={&KR<JK6yrCyD3CruWg!02<>2n|n0BODL1ULT5(8RgldQehzOv*^;S(Bc
zF29f7Xe4)J=vqAJgwaWeF{OhBDvst-pMss@xvz)tAtX-Edpy`o;v8vDM>Oh3xLi!I
z8NO6=eFDr+MOKN}?r$O+KWO-i;`D6!p+BqYWt;No?I0q$Uuu?aD8xx}Pg56quUFsf
zwb~4*>*bu7JG{kD%RNp_k34>Pqj+7cDfLnFLONd-9INISW;%h8|5`s!E5B^>11E+*
zk=4z4W*&Ai>0;m$3d0b2%BeMyTtRM$R?!d}Ui=oSlV7h7A5P5}5=}RSp1nbrKW<)&
zeLfvrF4+`fL+qhoL6xjzF^)qeM+|xb&Q4b0_!jt+<N8o+)=}xl7+?!JKi`>1%U|f7
zuKocw&}BQ=8eQ=idh&-M%9h!@&o<g;>eV^*zhfzFN3#*A%!B1{geLzgK<+D!d^%7u
zk)Z#JOarA*l39{I(qqe>g|J?+TC{UW%ooY^phe}3BZwue<Nk$qp2dkt<2zyg(cY1?
zsSc1eVLC5FWnJ`Xl~|(Ocs~r)Cwfq^T1-aSC0s{NdW1ATP?nP19<vO0O`k$rK;GjP
zv*<TZz(-XZUu<kS6OPdPQ;zxg>Cyw|QNlT2unD55Id)th^lWa*Ub8+^L>Z1>fu2KC
zcXGLtAAN+o$d}fLh`enG+PvCG<$P#_q;tCji)_lo(NUg*mzN#+5`{#UiRpXKo8d^a
z@pRC}(2?0VXyf9Bzv`7yI^<#*jzcc+K(moB30`eI09cq6r;gQ%eAifbmKVh$n~%hB
z2z6n8<;4jFA{`b^M|mU;N$zlnT*w<`zqc+udnV!yH=>K3*D7tplqHa{dt+%|VLg1f
zaQ%Sa7&)lgU9PFM;|_OL?xAE(QT%|s8lH&uU{Yv7nL#$t{CyIzBpR7F04Hl4e2{qd
zhBz#ZQPrCB^&%Jk1-Yn#CLDh*?=uo~_PfsXydvY-<lVJNf;MX71#~@LezV=@oO2+K
zlCOsnEf-^;_x<rFf{JE61d@Wxx6keALqZL54<`pRxzE_c^b&X|HfbEdY7VRgKfm4s
z_rFC;K_V##IsFK(*iIx7TK;U`wF{V_imStGW^@&nH-6-2b@#~z*(8jDlMYipU-t=v
zjqhQX+!(Vn$?m~Gld3f(Q94)Ck(cWXp>-F6a%mDsB?a;vj`rmEMS0Z1*wUNy2Iy9m
zQcy%G5$iOp8_)`KD4pR{IJf)0u-?#_YHwMJ;bj?p5CHYyuYdpR*Cu*8cg{l!Ny3<-
zEX5~cpkJ&qbhLj|f1I5ZLVq~=z2YKE-gASUu%}pyxmWW<>+Cm$On{TRVhz0s#RMoa
z5dlQXq+NkdZ`n_mpBiJ_sKAbMLj^C~`(p;-^ffpL!ut$TxzL7I-F(*tr5Kt23>rMF
zBU#6b?ah}&P!NS|_&2@5@hhn2HM1yF_R8g1iSm`6|18nTs~S0x?j8OMf!dEenK?>Z
z-g|rfz>zaqLBki<_sKVc(>3}@q%Q|7EZl1beKT#b#wRQcPq2a|@2RvBTEn70jbO}L
zTG9)=)r#TZmzQKG?9J)G&%@S5sy4)m)uUCrzFS~sx-TAJs(0NS7Gq+zC@b_U!^~u-
zkA_oCnuV#3c5p8w=4ILIpg#QMA;+`8VAxn4bSgn-YOb#STr(~ljN0m`Td{Q#wBCkN
zK(VGNB4b+pO0Q%aeeg}fIya_&X|j#uu$s7Bgr|=dBtD%bt6fQ)MM-&LJYs0HG{E|s
z#pPR90nttHN2u==)9CuARU$vCm;MV@IsEV(kIz=o!w0ZS`6jChC(@aG;iYz~N9dy|
z$Ys;puW;B~l~_$ySkEgpG`SG|x%O1Gdvq=hu&TQGS9V?R-=5fxdzCt8K`KYtR+f#C
z#(cCmQS;nt6a8g8#2^FMC5<obVL@zSv}Y!ZeOBh8^+<g6;e+YUutWow`s6fvfi;H+
zR@~UkH@pT+9*K8roNQ~TQ+0Pc+-v1m$gq14ru)kQd(J&9V#r>|jLGRxRYD!#E*pjE
zBw}(l)m|QDpZPBOtIJtVbzWE9627w{I2;Kdv7|UnYT#6T5)esaOJX~+eNpmu=fh=9
z$W}^p<l5Qg&9mg#Oq^*eicV#P%U4H<WxSDlhyKlWd!&JdKLXi!;fYj-WS){Ak`9i?
zVBKJn(AP(1lCp){2bLDZ!jh)QQeKoK^83z$vjx@o+>H#gBm_!ik1M!)Kw>ZTOFH*c
zdOl&L>;<~No@5yL*N8)nlfg1t!L?vP`L3GsM@X70`rH9kl*DMnpL^cFcnErwvxuKa
zX6;`XkP=3TlU&+6j{o}eylz0Y=c0w0JQVP~xnNQ&!gH`+;R`(Fb!u?(xnSPq|9ovL
z&s{%9l)fD&JFSm5BTkm2;bAPGmrtkP8M`N^W{riDdB#hNo~MA>W0ei$|4q@!_m?=Z
zjk#EGnGny?BH)H4i~vRZIUKE6zY$Z#IORyfdpFwss;6OPDb419gtMK9*>ZZHL(Ohs
z`oMi_8$%O5!6G60^IMi>cIbQtL4#kGklRN{9FF&M#+Z&4b=J90Qj<koQTCu;L3L?z
zcpV+<NEwl_r(z)}Qf{4_Xaf0)*dD)Dph)!VP@7^p`si`cO}1Cd1Dx=$n=$mAr^qPZ
z@3aL7#oq1Xe3w^8#eu5F2)RLEly-rh>K$DT+rc*4Z7vC$o4n*CYHa#wvM?iGUq^j6
z6!2h@qV-Nz>raOIeBf|!>~GdAbPUtOzloW2Sq6epsYWE9P-wUkrlD}EoXRuds*&e9
zWMxI^^Aj;>#~R<7wtC|<+p6WG{aCo-ePlYW$=vLUg;d^9l`FHM-mT5redSBc7;zA@
zUS@7V<7>4&lHRlZHVN#L+S~};^8V%Yr{$KrUGMoagpXaEeegBUqb5JR8`SvYLmo52
zCJ%hQG3=h_#4B&p(*@*=<lP_BSwf{Udmf83m!vIN_!s{ztinQbBOWxSuJd(p<~4m>
zC8gJIac5nXLeS<~yVDcfEuSCHQNVQOHD*?vKv%y`;P320yzyNqQyHL8VP)~)3+$to
z>~3mAql2jowS|IzgcBL~r>^;1FBB%ByEtn0VX>0TT&J031*+n&3@0GC8kIXCm1li@
z#sh@xhxRa{nn3N6X3Zsw53PFi?a#5(dcQvQ_aB0Pp#6hvdNtpQ-iZ9=2Ge6xeIR=n
z`>KZrK7%=yk&d&AK6*Uf)&;_~Wc1R>BbgiTm+#MJe51BK#dQIn9F!_sv*QUB3De8J
zwTy#mpMA2dtw%)=cC%BO9<%kJbiiwMsS0~Cv!WQIE|>+SPM{T(Igll5=!UUUb+|kD
zMrsd2w7Z0L;F0x9Mwv{zTuqD?<`QEeM4~ZYqs3ls1ixjtVAf@MR$LhLMCQA?m@{0i
z(vrzus&mQo>~rquasHfhNh?Q`TjF^4jmi(2WKCK0p^OLHWpQ*(iM2SGv}^C=Y>OsW
zAB|ll@c8vG!QP~6eSEgPHG5%od{VGxTQcGs=r$imC6@fFh{~@EgF}=*_YD!dPtf*7
z!_=cI0dIq&=4))pSHy5{0~sFV9?r>h?3@uk*>x#9t4A=iW>93-_|#Sd@{)zob;L7h
z%^(8b8KK%1rnj3~%3;b&$dF2ogu#RXevd#O8HyC|`xC>%wXJ=A^yeg%4&5>P!Rkb|
zKT(3F)J@*0D>>djTTOkQ=6rwZgjp|a?KPZxZM<PId6M9LSeNPO{Z;VN@A~-cP||@p
z{>Jp>bC6V3sG$LZ2KOM&(GoFZ7n}TJ1>%<Kq3ytBZCQl&WIKxAh#^Zob?s?xU~QvL
zVMb193J$Oh@gf_htxol7ac@@e?*Jg%FBbJ`cCP-ZbxBJF?gUEy44;Z3dWc%o!o6&D
zTL<Lx3Yltv%0r31k|N!$6j$C0UjWz$LZNI);r84nmY59)izDxu&k=teB3wqK6MV7`
zdOsUnLXA`-oS?k-Oqbx*pq~2d6}wi14B^c3aQQjb!yeI>$?DZI_#olT6N;}EuIH?8
zk|!x*(~`?1q=aO)NmUYJ<;GfCK_VT#ej{>TaO?fIQExyxY#kJ6Hm)O3L2H1{M3Cqh
zFTsYB?$0M(sv2*^8OENmR>`HPQo775tPp*f4$ORtS1j9vMpLz*pIya?<nBD`Suz<4
zd1OV~xWlByTqah*MA`_rxEfR;+99lp<}wEkpKqS{$*=$&$r}7<Uk8hTnd?hPADD$u
zJj7!weD+-qNsXh-?9AIf&$uxw60Ps=uT;*Qf;9c;8<<6`L}Qvdo<u_Zz=k<Tvb)wy
z&YY64C$aODJ{=6NS39n1X||V6KRnT>Ko7wW69VQbxr01AU2WaRc9A&{&#bVW3xfUZ
z?p)Bsyrq!t;(1(=n%$1I?|9&9fBo9?A`)fOg&h(~P1`v|e=HPfXqTA|>zn4|SaY<v
zO!e4?WIVk|XbYY{XJaspd*xoj^vF`ix=d(CqSYYz!IRk#hK4Z{y&r50GV`O~?t*~3
zN_zd#^lz&LYQg~D2`Vfn&%z62lP9jbV!h7HzaERM>MMU{qgf!?1PB=!4)0n*zt)9U
zXQy8I1Rm|17%d=4Q_UdMkpdfgsh;lU^h<fj32JjDq6$ABkx8-&ZSlU3UzFwj;CMBj
zB*}+ak37j8cOzm{Kgy4`u~1g*0e`=bWmTI9%GhDOE|y2dVc>`5df|O;{T6@rgbCJ8
zqR0M3<HPoslsO%LG+?xuMOw0vFib=E0H)g1>i5*JzqAaR|Lu8iRa)S*prjwp@Q5+j
zZ|d7=W)|If(L0PZPw)yqFbV@?vfN${Ln&L5k+7W%CdJ6mWDcIEeBz3dgCiyJfb{6E
zT#|pWu<69Osw8#MMH3alHy}-|41(!%0&<Unq<O>{SPJ%n4%%tpq?<WKR3LBNMVXL`
zqk|=5e1J?PoOe85_PlA+6~7<<bWwl*3}@4-;hikn(seR8V%O!K2^O9DA>37c0*2W0
z3&I;|qo<yJ%HY8F;No<M1=FgE@52Xg*_LAA1*gRR3Aqwml1}39<61Din%k|%v6DJG
z?l((<j*>y!BE2dj&fM;M(Z~3oL6J<7bdY?txVqRo89d*6_(TE=Z6<w%c;-aJl_-V?
zpJzW|NM7o2z{Ov0bdu86=(f=gX0ldX=>{a5aTYW7b>+vh_c0Q?h*Ys$sgs~!Yf&DW
zAmh!+C&fqdCOPrXJPB`EW}4`DMsY_6rr0CXTA&mA$nSeNdFlE0rFUbr%Th7?B-#J=
z_{n#il1bb+@1{>6h&!Q|wm5vje^YD}e8XfUZ*Tqs{T)>!gTd2s4VI2$<Vd=~w57!f
z^B_GsP0M9wSkvPNeaT)UEfYmVXiF+<k~A3G4;e5g+(nO~*5Bep%Iy=JZP_O3;^iw*
zKSUB+i2O58>`g5VaR}NtD9>n*^ge-dJ5;cl3hAwHh#n|ji(g_}>1qNDmXC(^Y32OO
z^^<1CY<;ReSqOi5@7QYXxb4YG=l5H*Qxl7R^_(B!=e0eHvqMpFt3}uJq8ue9Ar*y)
zE=l3Jos{Iv)yi4lQEPi&gNTFqgh?*SkV#jV^Uaw~>CzNzeb~mr0h<I>f9&P-0bJzw
zIl#r*k2~ZcckQrUEHxAZrojh94L$f4tji~P&NnaCh8-BdFmfAKh<dQWWu-nJJv7b+
z0iz0AHfbqk8)lNp!HC*W(K+Jqf?NBKTJpyyQ5Y+d<TIE?RNH|%Zsv99L=E93#>4dp
z^eTymuN2Rfv2i|kg7OrPyGuv6lgoLJeNrsVjq%~Uv>-yta9tD&C$?L6;X90qwQJ1~
zpO`JxFIP#VR`_U4Avr{7Rmd@ka<C#Af1x%`sQ=vXCZPwquM)8nLh-ktE*$5Z+f6ce
zM~lrM8n2G>zOHgsTzbE*qSW8340j`O7-=Por0bp;^UffskE4XJVLU#eq9&<_Tr}+L
zS?UpHE7j-RW_Q2mFJ@kS&!w&`VN=@h|8tISVW(7J*p_hZ0_|ukD3REqyC_s(6Lu&o
zzd?SAgWh0K@J3ww3tLJvJ}<t0S)9E?e5RLr@0+l-zEv3>|M}0f@xhVze$gbfNKe?h
zCoESz<-huLfl<qf0qKjB+9Nn+2W!2kn-@w+Ltl48<@Xbe8&hwnfi?YD%D7}rx9r4S
zOQuIZ6%q_M(L|bUA}KVpR5@!hxQhev!Bbe_gXwpJGltDtbOs{xGt(<erU+y(hoQlJ
zJ|Dzu@C>KP<BVa|lrJg~bg@mg-HnH-$!bBw!OKC!iMiMxc+wh4*)yn1P=9_?`1;VO
zCXW7ADVLsDMAs5MG1i_ChfZFBS@B>%YCKTg#_|oN4bPu=`R5;eD_8gFVt2L;{$K;%
z!@-ij`L`%BN{qqE%vE<Cs)J37nI`2ym-g5(ZkDuxcw0+fmN>*3g2SdoC+%9e4SP0*
zG_Nyy`M+B+P!?X``I{XUr`deBrV)W|yvDb@ni91i=tK%rNKnl9$@Z&kEcIm0iax!c
z5@kc;ZfaB}OVWA=GxQ-(GDz>aN?cY*zT|}r=w~D^jPGgbY|94lP7Ee<lLWT~SI(K2
zYxAUdZ%g00x<?%9o)FE=^IDP8$X>U9-Y(=K-F-u0dTnVmwex_w+oZXA;TyDj0;M1@
zEsAPix>Pd(**b<KvyDP1guIL>sevu(zRZzJH=f=dX{$%7>^X<RkopjHVbsdgYY}Vk
zLXsCho-1}r;B|HQotaNrd6$#eLFG1UZ}t7fhM&Y+Z9f33E|j}kBeJT3G*7`OZ$&ZZ
z76IFCp``IiEqEp&nx%sXFxNDwE}CK)xoqR~{zfy*NNqfhTiZdTFUj<V1Qwm{98SF<
z({N+?*JlFM=mQRF`aby%Z?X9cY2Z%>@_-UrUFx=_LGUSl!EB;}fdBfLnv@vN?J+eL
z{vTbiZOV;^y{HRV1Zz&!o-5qNK*0)D_?dD}<!+3G(URzn+PF*@Xu6jKGn78Yk}NLd
zmNoKzT~A`nP$$Lpi=9t(aqZs4dAv*oUxRiKS>vf_O+n1c6WwIRcZpx7CFCw2*f(}6
zl>R7}2b_SfAX?NYZTYHd&9Y_MyP@b5to4>t(w2tB3ysF(#f2*XY&Sc%A?{TIpH#q3
zSp0cr7(lT>5&5gM@B<|yCq?7%34Nu!Aep<SQTCXDJC2b2ru4??F-81QPc4He!RGWX
zg!;9S4b=(fUpH>;Y-hHM)L(~NMbg!4VpWJ*xr@IZU`LE$X!Hh#2tv-3Qq4{(5VX1M
zV~+B|uDKh*6eUu3_tF)|Fg#M%c)vZ}uMKOxWB&QNF9D|Kl%|!{C6(5wi%C}F9$FX4
zF5G(UoTTU%q<l)r%Vi+^?IxAwjMuv{x}@XcN{hxD34a1P#RNHOfN=ztG%<iW&~?N?
zLoXDCN*Qvlk!|g8=37^;r(iEVnF{RM3Jd24o>SYQ9<%QRN)r06QP49IKVv<SRI&TE
z6ov;GL2~YyvPPQnooZPc4rSg&F<Bw#<_y=F89sv%MOq$$8MEST!60s8%7clqgYyst
zwF?Q(NS%q&ZCN3Yy&bPY0422*)_rd-PxP;kt-ldo!oAm38wyfgl9hJ#SE(K2XQmKs
zLdsAQN^{Cd16U&yE%Qfvg7y{Bp?X;9+4mQgmr$}?+vKw+iu_)@#VO1h3Ytx?Y_a>?
zp}DLhL19lnDl%sI#WdMP?GQ^dhgYa<0_Of3FV^dknC>rmLne>-JsDa8-cBwknOx`~
zo53<_40g6?)JskSig9)fB;-xW0_Ci6Lj+_Lsp&x>NBWMHi=FXpwXC5TF!>#XediwE
z4b8A{lRTsg2XJX*koC5@Z_mP`I}<ItwqhC7H@{nQS=APV*xN}(?C9ImDQS>chBcwm
zl>tPY$uG|nVv_2xa4~?b>d*G>S~H#qz|0lV72ZBqoO?j%T7R$Qp_a0d@%-7%zLjvu
z=H^n$GuE7xb&$xp?C}HEBgIhFmi^lAwF;aix;RU{E$hU#T{K=>J__S2B0oR<=`ZvF
z=Q50>nPF;!j15T_BRu*1D|I}9`Y9=#J$9rPC<YmGGB7-r$)(oF5|Nk2T6llUzoGaR
zM66>0F&b_z@F}2d<!$){*NuMnOx9B!wzVET{_Hno+8j1oFxHCA84n~(SxeEYFHy^w
z$`{YjS)R7lY7Km}T`wg{utHKJ*FOTI*%)8fNz=HHLbbe<CQTus<5iO`3gig#ZKy2@
zP+*#K8`}`(<O21Q9O%6EC<8k!g@=g4H`6OgKPa#UHYmVULV^)sf5cnfC6={u7$O;g
zG|JE${gCq?j~1u)z^tlFHBr$!)$wOeU|p^LtS6%njM(+CM6v?8%N9Z|&U@=^LeCf=
z{L!h`p6#Cb{3L1J5W+Ju>C)d>sDL!;wdLVrqgjFXyzoz)F&RN9nx@a3iW`!rgQB(P
z&!S?jw29nI-W(~gB?2{0e>EJql6$<%jE#1tG}G{S7O8z+ZnzlAyc$0CIFK2;znptX
zkx~DJ&Kgo>GGjeJYHrKGJKf}{y{*f!JRH#s&-}d~Cr`tASGf=wDwi-!rp^r>v*W#g
zF@NZxMEwb*?U<Gm&Amzq#v{J;B}BXdZt@FXa)q3o*~mD@t_x~N!%r65qnnw<Cyvem
z38kWy6N{L-w2Iuq0jq5v?_{9YFx11hBv`*V)cDoiL0M7-5~Hz3gcHDb)5|w;WPnTK
z$<V{J)!^f14fbKFNWk(P7CTFWT|=P$^LaBQo2~GZTsV0Q_xh-G|9%z?AgX}elsVtm
z_cor*N#tfJ(HAQ^CArz)ij(`mP7?SU`Yqy^Oe1)n2MO3^3mn|z;=+w8P>B!HqC<do
zZl%pfx%4jYI1UA485yx-$2F>eE>7+yg^y(Ek0H0v4tjZ~dio}A)215eStrn3ji?G1
zd<^{X^rcZ>$O`#QKUlT5eMPbUHN%_SvvY#k=b9**%|t{{(w?CN1j%)S(WiEf+?-+?
zebG=js*lsaGt+tbg5tR^O9#1O+fz*+K#0bi2F`lV2Ku$esk%~0u5$&CR1O6=G(AzK
zX%xF-WpFyB=}UsKK}})oE7h;KZWnUmBSJCdEtk!?qPD4NHhB|^L3<XgVt1jpt0;}%
znc$yYPrE218g;E5$a=RPw293GOOdsgSXdxU(7UO0%My47;GFvJ8C&B@5@`cJH1vBW
zc+ww0iF<{QNWE4GV7q9=To35OFmwBIUy#v3L8c*36YsXPe@5V*;J@}Tj{3{PD;yjT
zPnggl8ro)f20}l<wa=DWcmca|YLVbg^Ot6QKUdcOvh*h@?d37)0j-y=Fe)Dhec@8=
zSbLCKBe5is?O0}JNDc}+v7s)8vjM9_HhaxNSXBIxq}ix3uO#YO6eC?K2Ce6yJnSkz
zsldiKMfvqh>nMZPIAi?=$VF-<M2S7Wjac4`?YohT(i96$L3jqK^r8S5_+_n8h_VJ&
z<DGfMbb8vE$Q@Qa?6Q~?{iQ5EeEF+tr3dn>6ZY<NKuLfi2JbwqdL@c*<%RWM-VXN3
z7#L4VH};Q7BJS`ym@#@Qq2OU{kC;?c;cbtl-&#**CqKN=dn$XzD*6^bgURqol=akm
zPgnn9>2U^nuo2m%q57*Gw*<0KzLPKNR>9kdqw*7VbiSTYh<3MLWnsM^wZ+Csnj4Wo
zzJ1ng`J+9bj744IK(!vKxnc#C76ohg=2>A-DVmAP7uIZx`GXsYk)zT~%H-hv06+cv
z&(BMDzMynyu@u$pLB4R589ymPo`0g(3|T+zPYuNGw^;6KoN~_I7-o9Ze%6&J6FbB0
zSqdkqdbiS-Ir=#EQQhKx4mKc`DNG`2`W=k2>!nJ&uKyjnpR9spBNb{dDOx##O&m9s
zv8`UMN1pQr!tmhCiv8>>m3$U%-)%fTJ0!&JhcZ-d-peDFngWf&VVesp_KqAK!3g|!
znzVe$>EDgm4SUlQ(=*;6fzOR#d2i>hrAIxZ2}ofJ!Y{UBka010aamDL7?1h{)yIn6
z5p$b;w$*j|UDFISGUu}dX|^Aba-z8bKP@|(U-CR%m0d^b1B>-2+`f~@+LAE0z!Obu
zloqk#%K3(LKk#0Ia9iGeY^o4vkhl1{rWwttFP(H95)LrSTiaP$jCnvqcY*@6U@{UT
ztQes*14B;uHCa3@DQ(DHe18aLD!W-wnef!;`pnj4v=k)n+5(Ihu1cbve_BJH{Q)3Z
z<`e6X{A=|ARrDu02sE;Og)lgt=cAHnsJ+|xf}jl1$teO`>ONr=^s%3M{XE{@uP}^~
z!9X;n?E5FPXr!1eG;&$f=wOl+Sta`JA}eH^RQ=&ry6?)0z5af`pHK!;CrHJEKKf{E
zdKZs46A7)gp)SLJok-mrDfh^)*XsU$5m2xYJn_hq8QszL4VMU`HYm-u%jyqRrq!#Z
z#5+$k2#!@kwM$}6CtiN!8Yk;N96JmX165ZH#4r_>9`W*W>IwTD2-LT^K?o@1_KiS+
zu$M3Byq|>%v|N?1=hq9rniQbmZ-mGyQu6~#G<VIuG{6#-ce{D9)DtAVa(tD?MxZxS
z;6qe=X8h`jMBeiLb}PlXwdZ!a;Eedo%k$BI!N8tii4AlJue!LN>8IGjbne3(tkQs_
zuNTc$fGY{%A{3%7Q(&Q)YQw-E3k*`ij=@z(zs5yGFrP0h-czYKBf7cZ4bv8M>@Yb!
zA?SssT0CryG!Bbc0%-5p##gd-`@45za+#r`x@8#K!=QD7B}RU3o2CM$XjG-aa=4l-
z$y$=K95spmEuVhTqBiXuLyRJY8DqqoI{FX6!rW@~Q73k8wKUU?#E-)_YLYPTbVj;o
z^|-9IQWnR`9dOdLHMnv(KIgGuL6RLZ(SW83LdO?I#eIU-%!eC}0xU;*&E3So=D!gn
zpY93HpHh^?KqoR&qCChIJFGg3ohx{2d9s8V*Gp9<JRq>(3r-v-(X8I3r+%+ZuQggw
z*Se+f^_=W|R#ywKo_U~w1|C}h86xT3?NtjpWkqS;eTt00{Cxg&j3xj5i^utWUaqtO
z^>om1MGs*~?`@8E6~$x6N<`|KJku0!S$5X_46Ug{b<rD^WEn!^M{+j?qmgnBoIjBO
z_*rQ+MWnlc&(7tY>tfsTm%c28;C9l`#DfN-P#i4Zc}0QoTQ6nFe`aJRU9#i_9QdYG
z`Z$=MJFcr^jq67@O~s3kexmJ2Zzc5flPS>jwT$_jb?dv7Yt-IiUt9J~Nm&S^#FHNy
zPgT9Zp_c^lYKSWx-24GDzl$Rxdq~n_Yj!1dKNwSpmaphpfpMdcnL#@a)8>c#BpeuO
z&0X;jYI8x+k>yxL0@ivwA{<<LDwbryd~!q?@#MmmC#tPV;||z_+*Z#eGkBwFJ%tgi
zQ47=bYpTALdim+&-o}&(&CtPrecwxYIDTMy`=`(}In6*Q<RSnMp&jPT5Rq>IMy?u6
z@SyNb@m0^+SKgYJs|x>Wt9~VhE#h)5yDRk!@Ic+|NSMH`nprAjy{p=)p%6P+U?<*j
zHSho(y=H6Bzhx3~T!U(=HVi%-W+L$k+n0&c5;OAb7q@BJ-fhFG_(IA^b>RSdM7GP~
z0E<q+ENdVIjS<GS)gD@5FfyQ|edhvg?+cTaxcICs8H#7mUP!mYC_$v5(k%|>F>+}<
zr7)QW<9nF$jwzS>5u`tt$;E?qt3eQ62n6UltJE0#y$Thw%Kbt&3}BU1v|FA`xkZ6z
zf&W;JvpP;OV2^c=y*h!xBa1|BB7p2AB7BHt=c!l*9e{eupLAND=;dD?xpK0gX#5&3
zP5l<CR3x!z9KSn=sX*4h3OouXil%a!oa@ET3+mtn<HgB8^rYp(RCsXIcQlt@C#wcW
zD1!lF{6^%SPxFx%ml=1W8+gAA->1~|u*{l$WL1T^VcYkhvlU>7)n9s72}YUe8!|iZ
z*DKTh`OroX&HvPVNt@eq-S@+QreN9{^~dtuPC=LNN#2=cJK^7ZFP4hHi&Lf`?t5A+
zVkYD5ua^40Fh!X-II9xYFG$UDD;_Z~zzCQJs(KVgIyitI-OAigv<VHx!&pGtf<*;t
z93U9iOF|hfiNiauu-F}piZ|9|Dq-cEh0aZH!Lgy%s%inz04TBYEkFw*S-%HMr728;
zzf-R3(#|l%AmLX{67*EtUOMvy<d8jGPp+*9349G~5h!l(O_M+7vO0t1!czJ%9vv*z
zC1doAS5JcFiF@dqbM^$;bUV}HBsA={NBn5d&`vPwk2D$tMKt#Bx|tU-GI7^QCz3+3
z^Gu(aYDfPB@;E%4g)q54`OF=|s~%`s&R7fkiIg!!^^@ZD>)Uf1k#!RKvaM>9^~Eoj
zhKWrzI5IcP;xIu~?%ttEu^=esa-l299mv^lyurkC<NDqac&Zi;WmMpUWW)8M^GDRB
z&oxrCR4?G|b%p~GyFzx^gCNo#x{`<;58bT;K566?kMgihh(9q+FW7P6;Y0N&)#P&5
z8w)#o4VwoUtf%xz=*8{_9WxtO9WVSb#tU)wZ!qbVUV#J&iKKsutM!vdDR)b+T$O8N
z)4MwGHthOG?3R+{RF|cj&xDSY)=-C;M*Sb{LBos^FWF!~dwWJI2S%VrTD_}?Kv;|)
zBX@!@e*<C5^pk1<)?;n~pb-;e7X(5b1(lkgt5HX1VUV$U077EL3(7n#BRHlgVH?Jm
z$>eW3t4gQ{fuT{~K<;N$UpSZx((kf{v1c83u^Q1}CI1C07NF9tECsb~fH5&%n$v}v
zZppZ>$?VkjD1-UcaPdV2aX1t)@@}VQqE~rY6~@W1GOPBW67^uVZCZ*SscU~HcA#*s
ziS4Paq{Hz7+TE<)`SMtfHL81lOLz(Dv;-5P2`vQWjvYk2&e-N5eb4wv*1Jf2x`F}`
zx33W1GG7IRq!SU0Q_bATy{<OA-n)%XCT()l0|+5r4)r&6ag-L2uNM2!*QOC{cXN1|
z_;V5)poha!K6ZSm-Vn)p{cS8Jdr#_X(rNn`_aNH0+Xw6KzV(gwEmj(o1odeC6_e*r
zfOHD`&LwJCk<55xEO$m678c>KFuTFxxmj>XJKJd@|77Vd9+_fb@MwT1Q@;`I=3X$W
z+6lFXq;t=XQT!FDyhM2z$6rkl_2Hd_Ha9v#!^qRxTPSj&2^vJ=Z^h5g1xHSc{G5cV
z0o}e5p~`7*L1b5z8(_U)!c%wI#?;*4jRpodB_aBeskY>6&z~cxKe&b&3vGNE1jasO
zS8V0N)qPX6_A2$T&BdpDaYFQi@0$Z#QL*u7^Ded2+3w!2hy&2J;chL~l_*Bw(8<K1
zFe7y=cFYV#3V}cZyl{*Y8_>W2u%c++?<hQADzc8>uU9Eb(igh^rWnQo&VaF5+E5;5
zBb)Ltsou3g1ho&&hV4ex3k}VO<)rkt&ZK0K*x37pE(Fs@CS&GcPBANHSbx?0yyu=g
z$0T4RGw%x&^9@@HDDi!~rG`9m(tyV2>;n=oiRk7*N46i|fEgPWR`em*?Br4Ez9=-F
zf=%rQlLoe1i?R|^%RTirQwB7$!Ld(EvEYy$d}Kk~XvW*}d)&uqpfY^gUCh~JJ`*)F
zN0&Ij3A$?sKf!rR$hM(CaZ;&e<}5T!`4UBBPU-Ms*o&k9+ZkR(srQP~DfP01eo^{{
zRED;-yAopWJ)&@#v+>FI^nN=?@tI%aZn`asBI=$O;m40eZ-QZ3ASAvEnPt>a@U>qJ
z0M5WP6!1<UN}kpwaVxx8)izFAMo-8WVXST>k!lh|{bLJ>Zh|2QZTm8#|7u47iZvo;
z7;JaM@STl8qk<GaT2)Vv|5PxO>)U?o%{T?{TU&eR&w@eZNpsJ63s)1Cyx$f?hR0o;
zrEn1UG%YARbtQr=6877q;21Nnm4LUY=vgU?<gjZkMI4e%hi-Fj|NTZmM9HbMg+m@&
zG7t)-b)(lXBO7MyAF=O`IY%%!9d!KrR{k?<Bb<$#(gp~PaknqXd^`DVrYeF~6h&L2
zE&)8D_$r^|WCkM+M<zL?`XMSCw_01cqyog9>$I8LA5AJ-ogO9Cat<8VJrCl?EIhZv
zX&&DnIwrE+*N2d~RvnaM4{ot%DhyJ=#0i~~;yWkox)$p^Ed+(gS6&XQA8u-ORp#3x
z(fPF>CenCew~RK{An|{52z)jqTe}yc#SZZ{Qs&&TMk)^iER#u^`QLO+fKT9YItcuM
z(2#$3nph1ctU$><FR%xQ{L|^5rvu!+YWkY2pW-7`NmN>*aIC|XSAK%)VrYe@Wk|y9
zm%+@J;Y!{C(1;=593D0UQLm@vm>n1N-D^CqOvZT*2-|OqnH^W`8so=eTECi6DmI5v
zQ-Yxn5ckN#boCOq*#h6Jx4c7o;{GG@!gbripy#1^&_yU}KEq|jPJBeLbz<iLhBs;j
z-RaF%<Y5moI*-f*h(I4@8%m{1;A%YO6{`%xnex;P73TucAzJ%Kc(4+Eg}Lsw&!}>H
zH)16Rxn}i~F3jAOqyBJYL1>}d0MYk*Lo~T&T>;Qv)X$pBxL;1|WQtWQ^jq%z|9#s;
zwKr}I|1i@iHVl#AG64(WZmLuax+X%tdus2-!25*_`EMhiUF^Tp80@RJu5vP3?)wV#
zL#hE%mP53#bKeogMviMiw`@C5e{z%j+vXa4aI;ewFP}8G2Um|=_vhBjq?J&hwGx@0
z6P_$|+gButaO1NEEMXp6Djrf%II`X@Ug{HRP7V%a1VR7q2?YfOigo71p|~M41ffz@
zIxv&9Ij|rqczr_CFYSCy%Y~jLd-7x7lwh8SHK=^f+)a3#hl+fojZ=`84Q&NXVx$@|
zcLP0^xGtSCRp<k1Wv|v6NH2OA`|D{A<aSYfko(IkNv=I8rg)>V^<^F3vV&K$3K0GE
z<vNnsWaihJ4F@p)(WERjiZo~`c!QUu>h<=0FIiL46^U!Z8zdni5nMHt7>MDRFVAvg
zjE+AyfMZgy><m8-*29R<9J=BvJ}fBQx^FmiFKBQmOuV`z;+5^uWZ~pvJL&s<(6N4A
z1n1^-pOmJDkz(y#-@6JJeZ`u|;WvYy_xG4PxVLS>@xSK{fnt!=7PFAAxLkeX%|QbQ
z3gI=e5Ei`qspR;ymwMrvYduqPwovn{yxem?-4bSPesxuEku%|>vL!~z_c}2+SMBE)
zGPtKOci6O-yGv0*SC|wA<fb+G?H4*M>hNRc?LD_RIicW0e#-?x$td|_O%HoagMDQ3
z;#ACt&m=B{XJ=66uprVWDlH$ojXop}47xU~ne_OoehzQa`VQ|#$UnJtQ~+5)+}u*~
zV5%xAA`%jP#ys=adm~TRsU7lia)`;v$zc4qlVX&KGW+91Pl*Zxjt*H{FIrg@nnWoz
z@Qy`4btXfXDF#gZ*&+t-1b?9ag6*uPzgjC10g;BF1G6q*hCBa_d+UY}4ggpqhOuYD
zzAJ*UvwHZtu|u)-*bt0G?2hobsPf{EY1&KWI8_juXjq_oFBB=P$<6*)ePd&t=Zyvb
zgz4S!92h$%Cr0c5&q+mH8lO8;xyJA96kYrLpFhJ-sycGYE1PY4!NlNLTjK*z;eMGF
z>vkwCMbQNK+<>U^7wKBognnddhgvK31Da>ztkZqvhkhNNfg7aTsd()gD$LsGm}=H;
zFfFL&gqwmgg(S>sNeCk%+k0>T{U0X{#-tI(K|1yzb5#RVChS|UB)@<Eu2pLWFPFl&
zwPcwK-N~+S-tplpKV$ZEz1RBjc5whGl)Xs9*KO`ty|BVawn)J5Kpjpm(>W|evTXE;
zaC}(+hC998X?(JU3e4@6@^;Kx{K6AGYz1K{1Mq&)V0nT1?u7U&b`<8<B8UXetBC=u
z8H5%{lnf$uU-zT|%7MXywUyOoW5?UsB9e5NX%Z1nPQj2nQnTHJjb?~?M5+%Fk#?AI
zO8kir5@7e2M=tV3ENco!F4y+G=gM_Vl5_D3ErB{k!+MU&vcS<r<&lORuAA^EK%*E)
zb%YyseMl29oiRB<_si8|D8t)Ig;Cpi_{rK)cs96^`G~-iCcr>Fc@VDVFe5OfVbTDh
zhq2IP{L|^7s&`|0L@(wn_6L3s!mk-T4d@a9&nzj%fA10_0}n$p(ZjQVFVT;@c*u+5
zwy?qg2E;EKl(DqMR+s#Zp`%3=yZ|u6H%{^C-^b670~3d1twd^pVW@>WbI19m161g1
zkC?|2MW}HL1tweaj!+ykJj(%4w4L@p)u+3C1|$S<D5JR1lJ@VM2!{R^^ItuqRu|Ij
zeIr>u();%@r9Qz62ccmGO?2i`np0mn>t4Rnw#P(WR0DLvIcmuOZA(K#Du>uu!}I<|
zdFj03@V3YuEBl{D&V(Wr4TC3BeFm=>BnL}M2P|6Oo!L<GzbEVCzbcaT2BB3w>utS|
z!kU3{n1MF`cLNU%xKS7dbttGE@Q>LEg8{Q5D$hL(2Z5RnbO9V$j35S}^Qj4ovA_h<
zf9~*O{Och?`~NN$)i%9Z*~LDv{6}Ege+0%Qu?={^{S#wc=zo9ucZ;k)3Lx*l^DtJ5
z|K1H;HyQocTmNnc;ew{&-_WdngCCxpP$bJ5YhRyWZ96#Xr@HVWlU6YUDq(nN<5gev
zCsy?d?~PT_?bPe3<PyQR)~?&5nE@}{|LWeRtur6_M6Hm)zTSh2Jz($QiJO#?0#OY}
zY(zvvzbE^)aFHq<wNlP#%4c0^>ckxZ!kXOOR-&fe)&IYw*U!7SyQ}Hy@~w;EabWlp
zLiE6?S^<ym2KxlbQYSi{#|S&E$LIma|6TZ{USL-ef|&kyOa6~Whjuy={u58a0lbU+
zFi6US^Fhjkvq380_&-Ha{);NK-2Z$gR*U}t&A*CRE&lbxf0v{1{&B^B=cbZCtnk0{
z-n4iyGZOojGtLtEbWv`?{a#F^-E_;GrIUA|m!*j`0WZ!ihcsx!PnRnj??850`g<4B
zgY$8|3voJ*Lk2>W*exsQ&fJez%W<I(ZyQ@%077s0Je=JK#tJ^u4iLE$#_UWkE)D{4
ziRX9+ON{8S$?JAXDztS!NtK<0BYMmq8tk9tqRDcA2p10+9+qWlJ|v(2t=l;9GUT=P
z$d~3!bKz=I5C>+)eBS<IFZeX1<g^pbb-n65QDZelJ}&t3RYylBWbGrICTFwl!iSmU
zu@lzg{pq0Tupsg;P_*hS#&Bcx2oIYA^VCjbi1-i;Gdb<>d(aX6*Vhd`eb(u<Yg}tE
zeEGIm{o`hwFSfCD?{kGgTZV0AQwXZ>Wg!1$CuAYNYE3DmfIB2W7}uezrnWYZECp82
z(@gGruezpwpPG_DpBSouI8*9QMcsHoW21ZT%b?d<uLH{g%5IyYJep3F)l#kb^RMzs
z`qxv>oXX$7=YUq<RKFNH4N*M<Xqdod1!zE-&~<!l)G>FTGVJ&B_J_8Mqk@70R{ZQm
z694vxb+3o!iBh3AYk_a;ts;$WFKZX`mbpInv@!ChBkx%)QpBF(kj;gKrt<xi_eyed
zkubNp@3*Ds5AhGp;nsfR*{uuV;i4A8l5t}ePe5n(<5^~@{2gOK8t2|Y%JIG)GQPOk
zO;kczCfPi#n;>@dW93EJUj@Ity`7w#?A#p!QoeU1YPYzZX(4G6LU@i5J$+&}kXKMZ
zw#@OQjum=;^gumGTbP@J7PhuN3VRtmu{T-Hb%wn*prM9=7nYn{UXD2M{GzUo+}!r-
zmrXCnFo30C>pO6XV4cq`#xnYd+*iAp{hs8`n@^a$H!S-iu)nS~yE29_qD)IyHGQF%
zFf`oYj+Q-*&B(yF?|5@NZ#p3USN_T2a594@aNh4_HNd#>(6pan%Y9Uom?q@+9`=uo
zdh0q46xUCB#f_sMz=G1?QkV_L0Wg3lRHaoDz~j7sxpv{3%ItF_x5Ldw7NZDojLCe3
zc5tp{g;v+|-AU8kyzbK$svma@1)rO~>zsOpc3sE-vDequP;!*X_Z&XYDoo7aQU9pC
z)>gt9c58ckVizxGXVBc-T+e!GbMv$RJx<|{(fC@<*A<JQ1gh5e=aWKKamTc%+YCAC
zL~-(XNBm@Nt&x<^i3_XTPlr-M!*3586BM!h-9<8q_svzU3kr;|PUrWOfGD&AQ^*38
zX?v%O<(_s(KD7RhJ@~vo4hW$<-x|4(q%xD#3v~j#$iDq<;zBsuw32w>+4{I0IXgQW
zHP6y#Oj^}cIC4B!zQ@7UUqA1CTS&6E?sc)Z6-r`pJp1#dHMaGfIwX+C-7DdNm({+X
z57C$WWk|`lfM{R}u*{{tN5!ePp+c|5`g(d5nHd@N^Ey>Je`NjkLAi9NACEh+wj;H`
zwja;xZ`UKtCxBj6S!wuf=zZ09^&MfL0uUj?$8MZkNL2p3g(}0UkNd`sqleZ50bW9s
zlRvf#F$-$k)UNLCCkMHH20|aNH~5o=AI}SSHxoitTz1Pvf99V-xld6Be{9r^Ke*OC
z#H0#Ue9rzX9H$!kYHzr$*e$awyuECE__pSBvz`b~to?3W|8>!FA^5gzTXlqE=&j=S
zx<j%MVtgp{x`n!PhZQ5EY2aDRL{C2rsH?K|8dIq)hHOQg`+p*HWc0s81|rVqai6Q>
z=gG;5D=pSE&`mQ+0(W1GSALe}{9<l7trdCsxGfc$16hvG<||82WO6Be0RP9^L5~Cn
zdaV**$L@A@b@gXJXU$CrJgjm@Juh-9XShyO{cv_&GEY4M^oQ%94<JqzV)=17oOT)S
z>ksW*`#Yateb3vkldBGoW=c;SxGUu3<n91gzw1F2;uj1Q3PE-s_ZO+6@T|&A14MPm
zD?5!gX<jFG%{%gc)cm#<^?yzbpy~f_=JNkAGXG;I{$Kwp=>njA=P3!C=#?FS2_iD>
zo2@(UeI~rtdluU7|ELhh|3gJo*^|L&+qlI^%P02$Kg26}Z(~~hrek6v&J;P@zwrCu
zE6sMp2UIdSaqNZj2Z!yv!!TWGwQ&#3KU-@Q1ki*M^3UiyM%mcd(0ltmthqb?!>jgd
z&E0la9^M^HuTmqhLXRShBir{Y-!?8@vK+eM^?aZ9^Z-#U1SA^pGeuL3;K_Pfe>FEZ
zU#frk5~OM~`S005jEZCi&Fh+2pQwNOJ|O|)*RNlXRUgmH-@Uw=wj&s%DKP+ae%-S1
zW<P2A8xVWvah^~QenoY4YyhVh{Q2YBTjQBCFyZ&^3>d&ykw(9ll?{vjD7>H^W1uRJ
zg_d;=tCy#P+=+jlkJ!iFKa2vv0pP$*y7BS;K*!8{0GQh?Q<4{4fETF%CS?VpC7VqL
zIsa^l$=omXq8V#2UOqmav-+8T$b3TZg|Pzw;((gjPmp86yJ9u)*n$Qc#{K@dgV-nl
z_|JMicXQrXk%ne~0(}Ld6$eRbig+#^<|8Rrqo4`Eca=OC0$?t;+5aLW^3&(-=aVW+
zfNnkaHCKT4;gON2$xy-GC_K>LEg)-|t?f=Qjse)F?#A<{f387EroGAi=@O%MZ4lr2
z-$20j1Zf)jxGoMX)>~tiSObwA?Z0+_qtk1`x_;l#I0aac1S+||&&TDkYgG*mDPKAH
ztUS{J{s@=&4~f8<ZFL6+UntBJRa8U)Xamc>{MRptyy9YLxP&1R&)s-YMHzl#OW>7Y
z6^0$Yivs|@>v7By3BUeleUOon<uf^>)yp-m3Q69|SVq`LF~Y%+n)CsX-TMzWi-tj(
ztN`Oz$*O_&1aSD?8?bq$rJ;aY$(<|LM1B4a=#UV`e0*gC14Z6!>ddiE_HvXM{12<n
zuYhJPDJcmdu>bo*BJ$JJ(vtRKX<HkSKfs(l*LuMKg8lzi2M$DuP*7th`}(@nQ&Tj7
zNrvwi@YvMD_tHN;I?Ax;%O&sTyzM&O#^)@Wqw{tGL$ac=SK9p3hr|5h+tve9mFHx&
zz_>WOtn==mZox!gw?Og8ie0Z(t<K2Le-3KZ)c<`QAGyEImfz+BLwHOf>%8Z@)$_Z$
zxcaQ$S;$qt*?1`T`~7<R`#+AEN9?UK1?Hwlz#PH2@4a#MwKa$A>VKY&w*Yo8-Tqo~
z0;9bG>f)_ix7q;HOvSw8k?C`f0>_MY04q)nJ-uTFZgtYX9<bY==&$>-_|W;IN00t_
zB)<Q_mdk$0=jK@6sr&sF6fSA^_Ea)_`To5a*x>uPkiRzL%KXW|kZxA*<p73@k4J57
z?U`Ao-MioKoBj0kbYR|oU-R7hPWAh}Ha{LTCmUD+^Ci1?8mLL?<1x{rMgGqN_Uhb-
z9oDzE{R9@DmZugA0W<vyq?RlalW?OJ7=)k(E-~$2swsW;pLy#R6D0|~rJoppz|+;w
JWt~$(6997I6!8E6

diff --git a/dev/_images/sphx_glr_plot_autoreject_workflow_002.png b/dev/_images/sphx_glr_plot_autoreject_workflow_002.png
index ea82cdd78ba8bdbc0386fec7dadd0372d54b072f..84f0bc546c623c2e8f37bf5d793feae62e72e982 100644
GIT binary patch
delta 52
zcmdn+ig&{+-U%LZMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>G}%4{~c*eYfWQpO=H@c
I#(b&-05K62WB>pF

delta 52
zcmdn+ig&{+-U%LZhB^uvB_##LR{Hw6i6sR&`6W4-NqYH3>H3$}2-`HKwWcw)rZH_z
IV?I>^03wqVQvd(}

diff --git a/dev/_images/sphx_glr_plot_autoreject_workflow_003.png b/dev/_images/sphx_glr_plot_autoreject_workflow_003.png
index 0add58e9e00ed0903979c8260e3a0aa5340bce41..0e14a63917b22538baf2fa06e2e2977f4d062c04 100644
GIT binary patch
delta 43
zcmX@p%Xp@jae{}Ok&Z$}Nl8JmmA-y%Vo5<xeo0Pdl3spMy1v5ie@8Z^rMUqBXfzRV

delta 43
ycmX@p%Xp@jae{}Op^idENl8JmmA-y%Vo5<xeo0Pdl3spMy8fj#!ZsVz(%b-JPY_@L

diff --git a/dev/_images/sphx_glr_plot_autoreject_workflow_004.png b/dev/_images/sphx_glr_plot_autoreject_workflow_004.png
index dbd2a8cc88e1f0ff0bd6916a234b9224cf772dec..10fa81951951a985a46704c4a168a82d058cac25 100644
GIT binary patch
delta 52
zcmdmenrHWEo(UduMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>G}%4{~c*eYfWQpO=H@c
I#vG~&04LEDb^rhX

delta 52
zcmdmenrHWEo(UduhB^uvB_##LR{Hw6i6sR&`6W4-NqYH3>H3$}2-`HKwWcw)rZH_z
IV-8gX02xygWdHyG

diff --git a/dev/_images/sphx_glr_plot_autoreject_workflow_005.png b/dev/_images/sphx_glr_plot_autoreject_workflow_005.png
index 5a45c2ce744e4d85ef61f0b1ae9c9a748930b479..ec2d742d41799b0ac40125bedeb7cbe434777271 100644
GIT binary patch
delta 43
zcmbO`jdAWY#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>G}%4{~g(ww%rQ=Ty_z9

delta 43
zcmbO`jdAWY#t9yBhB^uvB_##LR{Hw6i6sR&`6W4-NqYH3>H3$}2-|E-+wKJbSCJ5D

diff --git a/dev/_images/sphx_glr_plot_autoreject_workflow_006.png b/dev/_images/sphx_glr_plot_autoreject_workflow_006.png
index 179d46b523fbb54eb6b009e8f1d0e0b9bd12148b..4bdd75b36ea906ba68762b4f777930a05203ae1a 100644
GIT binary patch
literal 43156
zcmb@tWmJ`4_$>-ZmvlFqQo36jwxpyWA<~^v64KJJLAs?uLAp`8JEf$%r28y>XWak&
zaL>4(&KNS-ZuWlPcdh4H^O<w5XN9S$$YY_Cp~Jz!VL=sS)ZyUZL%<IrDl&M7^(vkp
z{1S4Nee0^>VD9Q}>}&?7Z0zc2>)>i@^?}CC%-O}t!Jda*ke!>A#?sZ*(M6bp!|s1R
z!0zB|!9jET&<QSr=BS|S0tffp_~{3}=vAQ=99$7RR7O(MBYi)^J$<tCwr3gYc6lM}
zxZreV*o7Xz9F88ItBy!WSmD!U_}j2zCd;6VCL2MWKn=d>Esj-q?)ayzB6t1yMN?lt
z)2g(6^LeKp|HG}1o_5?kDN4?soAHH%k&qx9NSq8F6cQIi?fg-ICJX{opbP83fPMhK
z!0Yw^2-pAqfUzWu<mqn^SOpCf^U*1iQiKQ!ds}V!=Is)UL6L;l5(kT%AHu*8tXE?_
z_D%kIcO+?GNr~~s<-vUD{DB+{lF0VXjX5<-1~VZc;kcJRhSOp=eb@dqo;(h$Gd74#
zE{aUHCz|s5;r6KE?%#mtT9kmt)k-K-S$QMX=EusMMHZHbMSlW|0!+r&SA4A}raVNO
z2{#-D!=v&!8+&?89Ez#M&k*cacQ<?G`hNH4t~=wwx>e?JDJi7AP4^e`y49Ar;BB2*
zPio&Q+7_?#T&J~erDRTjrc94jHGUB=wjv0GF9gzly!|bP4vGhEQWqQGA5AIZyzx~>
zZ=BzLp;z_QedjO#XQYCTG<(zE*OH8U!){aG)!MFrhs-f-@yg4~8?Cm|u&-Z17Nt_n
z9{f{d)3BWzQKVH$WMyTQ?m7+~Oc$C^A4wN-iG_sq#WS6Pd#Shi`f&5`kaE6<yS+Rr
zY;I1UcWBFKZWiU{=C0o@DP`v1sGFpP;t4E!^MHpc{J1w=zi2P)y8SEW)dR`&;j-Uj
zhRcXpQdt=*_{R29i%8qUO=*6l@sBhScXszBPo{>3hP=YUiE^V?=;-L}yXj(|_zN?=
zUhM4bn3|hAFL`dATrT^)>(}?(_-bluT46RobaQc_C?|&uzKBUJF8Y4+U7N2M_>aV~
z-wP;SjOag9xcNGVt&-9oxsrj%VAN`L_69d+I~_OYduz9a3@7EX>Lwt6Kzv&7FW#w$
z9PpCySrc4(;xnm0#KbaAM_y%3PHLtKI1FE%tO;GO$D3p}ecaO){<z!O>T^pX?8<ES
zr`mWRkxeN>_$#=IK0C39+y3A6c-4Zuyr6duEnm~qDY~P`<&TzHQiMOgxW75Cn!G-n
zP>oMb?QgkU8rYpG^*pGVaTLzztsGox`Q*7CCx3N5V?-+A#;Tmgzp)ZZU7P;c@%$C1
z)i}hy<y>1`UEKp@o#0lw%iD_g@CWmCD1VRI9ycd7R2g2rjA%M)B`=)l1CbfpDa;yv
z{_0L*YdC}L<C60L+hmz;JTARlh3~zWq3^Ysee1P3qjD+%^XYFCYR4`@ozW@_)l8oY
z-Pf;Qdz=ml?EI;D+4lG#qMXW$mY}8eHB;=<c!P_@!_nhIj6>^n2(h7u|K?DdO9z%f
zY+BktnnP<JmcW8Uo9})7aXSXQ;AXN3-1c(YE5FBkfw~1}3~(J|@GRc<=QFko^<&N%
zkcU7V=v^U~`5+1WmtYKHblRY+wU}3kH1<sgwL!Z=H{0L3Hj<2}1X~{;Ze<Vt)CAA$
zMR^{^(n<%h4*2sY=UAoUNPPiAHGo?!%<@HFCnO{cD^N}g2ctsO(hA0r@_xL(M8E-a
zL`)UKq;@f`$Uz8$gn=ZSQTIz?H;`HDj$*U=4A+?}8-ZX&&TorjU-#~8Z-ygwy3WC9
z#krv~mCpvj>Rp{ZVM<EMYW0K)Mjq)%y?hLn|1GZ67m>qyY36Xci-URM`Yez)Uu?=-
zrpGhE?IQN~Z53|_b@XZBPG(JFbo;6N?oM*0L$UqW0s;`=zkn#b?LSy-(t%sO-pV3|
zLU6<LSXj_7&@nLJZIu<`j<>S>DqVNf*;~%WCH~|m8TS7$XuA40!0|1!)QW7PP<1N+
zgFV}%C))TL27%|anPvqUDKqoK;F%{WDJdqUaKicC3`pL`x5MPzrl=}~JdO(>bU`@!
zKIc=3&KV-^<`V_VSKi`^USJxwM{}hA*1!2CceXPT%F%X*r=|5q>uY)IO*qK$@iN^i
ziH63Hd(LxaNhjc%D4F^GIntrXhbVtR&dF+N@!QVA{hBfI8v>t37#W@=kj-(~8h)C3
z<B=_Za&;70Uc1F*22K2B`poJY8cq%RgDE_rEuSvCS+hF*o?yH^0DuBqczF1#_!h|Z
zr=@2;l={=_+*-TbFlzpw02<H8^(`Kt0y8TsX0ipHaYqPNwf&+nYm41{t-m*q)X@96
zxj8sq+gVOlg9+Y?qh$xE!(64=Yz+W<Stt|@2?>dSfIv-M9q*@dYQaydiGm`#65T3B
ziEI<Y8f!v0i%d^O033-2rRA+3K$a$+F50{Q3Vr{BCo@_c)C-F&pTxN;3yne*$|sb_
z{B$T(>#$69x&V2&SGXa8Rb<OX5D8LXC$bxm>3Gs20szUYuTOS6_!GQww9pX$3<Wzj
zF7C~oaumAk8@$)Vq3_xI-p)+(VvXKoUSD4uZ%|;D*2|S}7%uqU9_Ty%MpDWW&j7K2
zg;IHa0m+?u)Os5Y7RN*OuF7h!94K=YG;C~9JR_p<Pk#YW5$t0ex*AID`~GxuNc3XX
z#J}AA*{91xGZ5XUYXSV5%gjnkQ`FW@w7V)LjUpE??+Pb0-Wf>Zc)qT~7+LPlqy0l4
zs;8&-_oWyc8{3C8Q{Cw6eW|f#PZzj<|Nd=*dWob*iCwkxVw^7&i@dwSxZ^FDx*ke*
z3XbMu1W>Mw^Yvea(c?ok)bWf-xIQ3Cp&~!08uWjL(*BQ_!*H<PY3*}1>CTU)!w<hc
z!zUj6u_@0t8%TUJ1g&J901Hn1cAsZ{Y^Hn0wcN1f3EaR)FxCl)iBE?`jz;sK`0wmC
z-g7!EiGnGr`*i|VdNP*@GKdU+cy2Z``qK*@^TCQB_ruwrfoS-Qqct`&pLN*{&-Uly
zL4IX=?Xol*I=pQ)u(V;#%g=|uDRSijSjYVGWmO)Z!&3U-;9$k^BIMzdf;A>IXa#_{
z`Fd~M0)X3UtBH``fhZG|W{Mz5lX)z#vwUw@R7Fn^H#RoB?@oHsKThj{VmIIDb$K}S
zvb?!{I76gwV4#Za6s(bxDIKG+@9zXcuqj{9*V@h1+L3D%D6N1sUI6&S!l$DarF6l#
zr_%UTFhIg`*)IrAe}C80L+uyIs&goya(i*GGgno}pig*q0*4HU09xzAjZLH5L4TCM
z(wB~vzXx^81)v~rWqx8`u`xF@JK0Qg;PyCvuOhgDh>T64U~kV(E?{rEIhc~}+|Sbd
zaI=Rtm6DqJy2<Sznb!*MyIxJM_IJH%kkMHq@|TB;4OgoXRx>{+u|osFQu%4pgAJ~d
z>^L8Pm6RhaoeL}S4GJku{poS?!3n@ZnAiC(THyqX^>i6aqx%s%D0oboT7=YocR%4e
zLEg|$zp@ynfd8Un=*eI$0`P(+1e27`*~LZn_3LoU>9Umioq{wOPfyS6K>)a&pW&a$
zM3M0Y%^whD2!F)O@_T5=r=r*Y2zZs#;uZi;L>hnu2v(n;zSap+o>{NfmIV~X&XXQ$
zj;CT#;r4hj?~rRTl1WETFAZWH#xpD^4G0^Dlfk^Djb#hqA}!lsMtg^ci2&yFIxOiw
zv5LgwxtBlcr2q*Dt?8+!=JCDWARfz+MggS&A*U2f7M{SOYrN$|L6m~3DltHuT!3^R
z{;l^Je`Gva4ur@!Bh^7*oYF9eedA6+P}^|4!s>EBUJUJjlobsFaLE77W0C$}?rN&3
zjt32**>O``ZHvz9{{Md9|4eQH8wQtp8w&~fj}1du74W2=D6$M55hU#Y?|%R1%i(gm
z?Z1UU(cgu7^uZV~$#}nnV3EUMFe#84Ac80+-I0=7Qx#sI*!>StCOYwY;*_fq98Y;{
zYGyW8s7gKk!@%a9+u8P5wcR{X-Mlj3Mo$C>yKxwh@{Txmlq~OmXi56cXhW%d^Z>y?
zp7YqwR#fm+#G^{`mD9M-w%ZGJyD$6bfYJ)s5z}GA78RHEB=ZTV-eI8r7%9LYncn~U
zD!c$8q+D@plJ)g%_4w<LVq31IsR?;X1%OtaRU_gr4ZTlf$104a$Fe1#{j`~3SDdR`
z@=}D$^?Q6+&2V4B4McfP^x0!G#o~p&1s+tU9Xy?okkBgNx<t>#&SE_-7u~zQ*Dbx!
zXHR;HIWr4OaS+qlkqnH4jz*IPa33ZDSzLoAH^SiHVB-y9c70}`C-4(}|5z1<VQ@67
zEjaa1=7RN8JL7dRXMsdR#QGLT0Zdtn8iDKr7@~hQpp0?x@$>-SL<g<`O>cP0t4|mE
z(0VXkUqa{&u=l5Ts08fO;X0p~-TBhv0EjbU5PGN3RysWecIYe^-oi&Pfs$Za7*#V_
zH%GEK;JDlm7b={AV#pOd>BR3C9}&N`1vq~C>jYF@BpUPKbSsw20gg6Q3Gd_IC}=Y&
zGI(Q-c?15GfPf&;95$a0*B`C4g@DAxe$qhzU7W#~#){s2s~<@dbfN={Jl*f%+I4p_
z49o(L@12Jtsq(}Xh|bRJPm|eeuxvko_!1Bj!XMurwLJ^^dN7*vtdbSwAAT`U7-Y38
zju9oU!spfv&KiKsrP$pJ$Ya3@Q16=!IpnE*T&1?6s9$A@``pB)rlS91NYZa#?~6aV
z_V(unlam9G4iJ)%42L|s#YV!<fCA(&qXYOzbY@SANKa3fXpq@eq6_nI%IlMah~Dm3
zF^9JUP{C`AdBlTt;-Eaytlq)F$lLT+k9YC;ib>8p`ANv*fNiORg53q;K&tSPjSY#0
zfq|h6yKdf&MMF<7d|;!pC3F6uHX)+!DLBOPsT8xu?LlafRAQ-skBn8C4b&g4wS_>q
zI{iVp`5ZLJ@g(8ET=CjWM^2UMRDtm=*b4w2{Ih7RTSpT-@moqWGqXhQ;^JZtQL6d9
zuV26F_IJGl$=De|uZ%5qGNJm)X^3y;KV}Yc{wXS`@*f5MDo8{Su{jD-uo^V-{`e<_
z%BYgA;N-*wI5Nh-a)S#K3N{4|J$)dkC2=rVd#&Akdq1hw`R>#+*ROh7T5g96R&TzE
zQ9W;RKf+E>%=>?alML|FZ?wtX;ZL2z$YimGlOW8%h!>KjLZP6jxHiZ$vJR5a1Te=Z
zo@IRvM(012CU6QE?pUqeJH;iSUr2!@0{qlsG+Pn~nlX85O8(EN?;q~2!5pw=H&VMV
zIKi>%Reu2@6sez0uNqZ(0^vGr5+vZsszUs;XExJiE9ox7v>Y5UPpTMDCjX|#n4HFr
zTx^}7ke#6nktbXL(PspOxV@i4uUY|!d~H<PPQDp^`tgYgSu3kzyG6ElwFE#Rsr<c4
zvB*Rtm#Ox?cFtiAuLlJZ!3sq6soJgHosQH^3RsTP#3d#&x*aWLIA#DQjwRnnVLM-|
z3?5i%vQ$U4>|GuE3Cc0GELiow>^rwWjb<>_B?1JS_;Tq}If<B8wa4{FlI(J;PcZAi
zYH?vE9*Ai!K*U^!<yPE1Dt_B!5UCHqHjqLU`_brmx=F{up(=X0;IaysJsvP52tZ`;
zMcfao(?y)u72v<XKSTcVgn*c&+%j;+-<1DbG;}KpNr5IYV%l)4hfPOB)ZWMbX1BYg
z<u6X4_f25=pjP0c(gwY4_V`)9UpXKHoP(f=9Rfa^X@bQjcVeJ)@JmX<0fBrA_W__Y
z?p`L3MKoL|;3{|u^VL@IB%JR*_xAVW0sZhaF~p_X-z&u)pHTAqyE-EFB*mv1*?cyx
zC^b=C;rw63+yuur;J(xYo&SCH`KA#z6qOb`W%0#-wJxlKs?Txi|4M24zf$Q+NWlzz
z^S!@m2J~QRF#)(J+7PpqV_+DSpp}$xdtW*JX#V#az|jzpZNClN7lTVmrWUIqFu^>9
z{&wRpyM`>=ZC`+B33nM5k_S0x=yR?G6sQL<U4R^21xbqwXj<tZBV$}At)w~;wkjlS
z1;+$%>|8KIPx-LASKd~;4iuQqf7t=v{Q&+tHQ5es!V7M)5|PKUgR=@0NG{MB3b4)q
zBn(h{Lm3{+s)j#+H3a8+xR3&LS&48eSTI`Ad8`zhMfT=591;_}PvsF!H&GT)=MN=4
z;7Ra7uK$QN(`^Q{#~34>DXudv9DIQk)DOaMWo1hGAE&esaNHL^CLLdUJ7sL0UUwd^
zbRg0EXuYw1qphvo#imRbRwAoT6iopM%R&DM(Aw!=9}`B>00ZE6Iyu7K(UdPiWfa^<
z(C7rT;AKNF6yjtVn-ENo0mG5fEa%!=4tw%^0E+)T_e$ZnBV)>NRS({~0rtkuOgXhm
zVLb4u64s(ce*7a#1>=bXkLRf%oK*_<M2{0RRGv@(_ySZ3G;mLz6svxHEU=qYgf<8Y
zR5J9S|MP%qnsxpE90E#8R)JkY^tm2nDbRe-{AnY7eO5qRnc+^3JDy``X}zp@0D)%(
zf$t6Z=4G|B90+t7r)e)vfoj&UhN@T>uw)`2P=9YNEf!|x_h88q5EE-?YZJ|iQaxu+
z!l;|4oCO$DtWk&!#3FMzf`pzP89t-ZUqBf){ZXj?mbX28Sg3ab?v&<?9aEeP39Qm_
zoqorp2(iql?Wvwsm=BRrd2Q1=J3GH^^%er+%VO;Y%XYanYVp%$u9aT<$AL;Em7&!2
zt(p8c@!e0tgWv8?1t2d^tpCY~iX`Q+9M6MpEWZVG?~7$+h3Ba`kfJJ*l9It@v;uYf
zKu+>nj&ibKXnlcjY2pBdatFw8B&eqVQ;4;+p1CwBNYr*H*S?5nHyu|~kfxn_+>?<)
zo6`(3JEdcm%qRGY_o&TkwXdUjaof-J09;z2u4W8Bu>~SytpbOJiGd;iPo^T?qnONB
zB<K^tskWbj$zhSJGjSvddp4|ZZNie$q|NonSnLJtlknZc@sm3Ido)x$by>{J@)N!$
zzR}n091bwB<(Tb@rbOCjp6v=@n}6GCPPxZ#*R|aat5ov@X_}5BRq>$<9XJ79g*@h*
z?uYu`CE;{^f}e@#qP!O-JE8obFmdfgB6E<LS?1BKad)8>p(bi{>b<s9MiybQsL>2~
zt`;0Ju(J-N+-AU1%g$6OF+j80q7#s*6`TX@fDK&(1Lnj-R4_wje0-e5W5=x8dJe|X
znmn`)jdv`pm$0Pah2;1bAVtGNXajmSoeL^q1<0qoMl|2gBye9&+rPiwt+{LVV8J){
zQHAOX8D>3C8i3AdG&(O`Z!wwCN&+&D9)vTPCJ+-Ne)DBS{668Fod0hE;clFi-B6!l
z^VO)ODkGMHtgr(2EL6x(Lx$yrimCb=X8EqQndcA*xF~2oA1U+09vUK91^IIkW{WEQ
zVgCLT>leyo0#9Rl@^}pzU7_f5c!UAEM1b1$0XNsFX))b<*DBq~++9Vu7(<@g1(QVu
zrIM9i(Q&b6#`)3ba=ckr!zT1Ok+UGl2OPuaQX0RvWUrbnGo70=oel3Ckq4&jOdVF>
zeXm@Q%r>Y}`Rv*~w~WBz7L0`;lb5~y8E~@J!(%`AmfwC!rglQvr#!Gb?@baxdI86k
zy5>W{7s`Z*RLoQu(RRgJmtpgu1&6L67^tq`^BbyWOWSYhSP2zfJ0@*)k#bmM&RtqM
z&Y*@)fVv*oDu?&zOHz5fa&=Pnt|_tceAmT%#AV0VO;u&bi;Q%~suvbS7f1(HfKfdw
z@5NJmyb1&k`M-aP9Kr54XgGl>1Rrn%kG+0vZ3I6r9Q$czq9Rs8+J%CB+yOK5{&~z{
zeqS5F)^ssm1~p-)7KN~2;DQmo0=yH*Rj%^pJMOmOteAIBqcR^SV6M9`JPq>W+@Ar@
zY;!SD@Xnp$BO>(b+rLQBFn9K7_s`0Zsz6lokV!R_W0NH+qMWtg3<~E*I#2aLGelhG
z59%h`{QS~~1DSFm4`Qgj?WN`a_L@CS&COh<uYI-`A3q3x6hbPb`__y18kLqAPZ+Au
z=pdQ+7Z!oc={3o0ZEB%~&P9^<c~crsiU~Q3n0HDFQ{dGje+P$9l3YzCf?3c=;3msf
zVZKfB)hV9&T`eqkoVzjI6|Zi|?VUQ2($xrl2QUsjwlds3?x$vEYfVJ3D0iwa^2d{_
z(QncE-^{%hLQ1G2cKG$i)^}7_ut*X8+;L4#X#4gHu{a_*vvKgZNafaNli%Y<hU%8u
zflXL!&~!m-BaatKjj2m=-A!)0SQ(7p=(^E9P`(*iHF9Eu{I-|o_~i~+Kpe-lpBb8X
z23N-SceReE$^t3EXNX@U&vpN;F@&_biw*U}EC%G=oN;GXO0;gC=XiMorNOmVM;Li~
z?y&h|N#VZnV*{`;;wyjoC6l=A&;ABpS4Wydv;W8*gHhgSaO(QslEVT@?)~l#_3*b0
zgln#X4J!rY4S<vZd{+4=z!oNrDowQHv4$0EI$WRq>K@rhdhc6wH;bYmAzC5pT5Lz(
zFBKa#Q#4Wo8=R6DU!Pmf)6<bSoE5#m&4?@#O!c3%$SV_Ql0}W4#YYCJJO@A1a1Avw
zvq-$ngoP}rs7q!-^)^?^l|@Lz99Xj0jh<Jwp9?G;XC($dE+miu!*Rjqa*@|+A-T@z
zQ-+GQu#SdNT?AF$>6L;sHoJP9knZHVrNaw{mJ8vhr3^ToIWTai7Mmd@B=EYHe-hl~
zq6)gWDC<{#64zgkJ${4kxml)4;7c8~1xvuC9y@f4w`Udj8KFyDox&4@21YYw_Le`?
z5Vq6E?gY?9eLNPa2woh|O6|Y-E@G+4#I#PJHS<DqD4~E>6Dy~ry6^jM9*d8gp)ZHG
zQop7Co9=zAWxccD4H+L-e=;{S{VsHQ%abO)vI@VPQ%F@RF8MjIWtPaCjna@uB{iY)
z@dG7;ZBFEm$#ynHOISA^x^6Fg0s*o6qK^QmG6F!*Of61AUf_nXieBEGS|T(WIrD8{
zHxeaH_-{$jo|Ey@b<y6|APFhiR9Iqj_r8r`DAVg`<SX^u*hum)S?}%LgovP2nRD|Y
zQ4BNoRFxptz<0nOoO5oJW-+s|nW<f>eEG*6A(xZ*^_!QsrD4_&ArJ4X{{D}r>M1{z
zi#7~H2JgZy_$pJHeK9IK`i>uyS?~7vkZBQtc=-lA2~l9nyC#i$a8;oZ7i_}T9APC2
z^`>E|;qg3q6s;!28+W(Fw985?FNGwCtydF%F({g{V0$$>*E8kQGF_{Ctp4n=oG2lD
za^he8yFV_MlOXz2yK%ylnYVWR%+v87g_pr6rs9;j`U#%5O|~qjZI9!5Y(X|y2>v);
zKASUA_>C7hC49UNV*x-wt(^m|ZmAbw*FkTIoeEXqyC0xdHdz|qaJ8Q3EO8>aPUb^W
zUcRKZd8qb$=QhqI5c=*<t?8e>jQVVC<xG!#u0Ic<rYlCum@l=<vbW|eTvmdKD;;jJ
z4NI59AI-Mn*Bn=2`M(lNdh=f3ohJ~e6d)T_MSSp{TD*JFVgC9$jjmCHybhw98LR@s
zW>*<l>l<X8Txf^^WZCIL*W#!1M*pt87an0}IN?jdCJR;e=3^;}hN$|(@1*IU7RB<+
zr)2OE$_sL=18OrGxj(g&h?a!BkRWV7d#T2UJC<&WgOIGG_^_;@veQ4}vW5JI9*+S9
zHQFC%8v7N&O98uYW`W)Y-;UE_;S{$V`00@p+S`1pZN=`%r{s&sbi)J5$puzg_z(K#
zjby;q(zfUH+@qK7l@1=*w`~S4CB>&fF4o&~olL9wL=kfSl~9<E-~#pnHfa(oQfq?7
zR~jK+w>)RznyYAo{cerLI`v{4)WkQP+}MtcHPEl?a9km<K#hPKY~tr;0_*;IQOP0}
z*gaG}m>j?i2;OXf=6b#FZRhHt8pzEb5PWRa*}fcAu%5J$YEWf**3vN}a-C4^I=t^E
z1hzz@%J{xGe*dk6n(Fr|8F?$iPn^eMxY`<{(rP(@Jw@2JuLu%EF!&HGu~lAdyId2x
zK$emyEY$}u!E=wUC4GK_liJ<r6PzbRVBMf!M1?g}N~bCLEGeyLkAE#^p_}#I^RUg3
z=;34M6Nen$o{n1S2<6FsW5Afc;6Jgu?riQ$g`##n<O0`~kJ$Umu24u&UC^lC1o!qT
zUWzx`d+I0VSE2m^f+(s<MrCxSKpK|hXiDx+kgv2g|AaW27@sy^3*Gm+0edLDO@w{%
z2hwr$;B10a+*@!+<!A(HL@D?8Nns9}s}!f5`S%=?OT)oObN&tSDQ%lCn?cBTojD!b
z{O{_l@bCJ6e6D>TB1t4Eh3Yn3wRtZ$f**4sFM54?XAY^FQz#-!ow4D2SxmO}sN3_)
zJPP4YZ~?kzO!)4bv1T$RVQvrcD%`@pokwfks~Ma?oB#kQNhUEuA?JP^X0{{o^-a<u
z;~ECc>_}Y<E{gF5O7lh%@ZuCI3=+upZPV`=L-nvx?$<^26}*2B(`$bkz0+$K*w1B4
zafPI5>Rv1tQWUTWN-HTgnSSlcmpv<wA7N8YJ+{8RD7(IQkG5KVV#$}Uj2*<rLEy)F
zC<d}#PLF-OQiyIkbA!l-hhe(np-z!C`@#g(>a&bm9~QK2)M|S50#(R<D=^R-!64RC
z{ZQ6+rb$;*E?Ql*-^U!@=X-cwZo+?zL>oz=7$-agUlV@*tVo{LO|dMIAW369Gg0=#
z#x_MR*mVBn^(=A7Napri^vz6Pds_er*q<Qb_TU6thZ_Mz=htU2Dp&jDm{r)Dbnb9P
zIky*i4H=jY3z0f*cDV~IajWP|q1n1n#-W_izPKS>bvr=B9GJ5||J!X{tXGSSS)LtX
zb<2fs>HU_IfJY<IG(_plDrCB}(DXHJm#=-tndT)orOnKTyFN<6CKc?boA%R6KiQs#
z^UCcpz^n|xYzP3Gf9j{RJVHCIT$9$G-k)*2X;Y<&rn9f_Q7y1Z+Ltl5R;FZ<r~gh>
z2UR2AT^pzzwsV|r?x2NC;}l-Jzu=JJraxG!qYk1G;p<wrya+8$<qJkt*&5Mt*jzxq
zMjfI-l(rc~fEfD{4SnUc|2W;DyZN+<rGLT!3#QK`0Xu@qN%6uwR^#&eF5_dOpColE
zCp6+Run7vEb>-8D5E3K>bR1+$M!AOYTXyn@%&a-h#RV#bNb|=9$z*o)HN3WKRF9t`
z;E7}N?qNqi(Y`!D$)=lqO=_g^OWt-x=K>ZQfzi7r$P&*hR79D4G$e@4fE21>eCMBW
z*84-YBeMGQbbdVnw?=y8wg-V~mNRQSlaEZ&aE5M+*T;{q0v<)5p0IG3iEHIsOz)Am
z_;-}0;PuxL3W#6=W|dlz3+IQ-+(kR5mG|hau}Vs~ZlZLqE+TY|^#b9QzkC)dmJW?(
zHEb4aO&hbVMigoDXZd6KZ|0TD7-<HAd0tA}L*D?;X0}(0vFZCQ*9Y@8H<gi*i6J>(
z9+)I5vLs1fb`E~0?~pu(P?VuFJGFAM!j?+L17W4341NcYJ3F&E&$^K2lRZymS(h6^
z)s>~)gw*u0A01)|z`U($3YM7jOYaK&-O1Q{mKr#>^*51$o5FckduAuM3Z{(Ajg)XI
z5<F;%(pC}5N1*YA*a`IxccaL*Fw%^GD@kn7oM~C@ms|f_M5v}|qgo)5Gno~9eB7KS
z5ifQAi<M3KLb?;5IdRd->`w=OdR0iFaj_Y%|LQogoLS9%>GM%7blhVUcH7PtA&xI1
z0xc-<_`<HH_t7oYZHH$4m&7y(89rx2WwMq9+uxjHLf@#0<E)yD`ti}uR$9@!v_1sX
z8TpL4{Yo>(L!w2LuW=Xw_5-DXVg-gW)<-!T{+0FA?)_`U?WyZo3EuHjYQK*Ct^wUP
zlX9(hocClZTT`DdCTPUI5<sWJejT}D^U>?lRU_W5h)BE>3glN8zONCjEqf~+imxKL
zYPRyl;Lj=88(1w!vtM0Ud&lFfrpir$eJEIpKjK}N+%tR_sm5pe_-Z+sXh01YKKi>>
zU@0W5N8tNf;vcMDcafaI!sk0l5@V4$j|j4O^``#v`1O3mlzFV&!GSmGFT|BiLN|@c
zsUEUppFMElSTUQf(qPEH&!MXGvqKVUN3|JhlZZiyQh%fq>w5T(O1<&mP)=ZK{Wp(M
zCAv!)i$Vb=E+&b;uup8b+sp1l1LN}Xf1KG+<x!9b;Z%S7SLD~x21<RQ6A!^FG(_L~
zG!-1|KkL(`H~AJWmjW2ui?;}XHY<aT+QyQHOD5w0S`5B-Su*h$N9|uTp&f^TqncRI
zL^Xz%ZvuZO5W|U-s&ImBlM^5dJEXjpOW}lm4=PP2suJ;|HOSB-ic@ml+)LS{@p`C6
z{D|auhc-jo#otF+gu;oinY}3=>}}doytr>(2)Ixj6_QkQE_%ZKIYl=wG8Syol_|ck
z9`;wEHEDGdf=n1S3pOHd@UD*?I(v2F-wZS0tl-`ZDRe&|e~-jpXZ4m));~Mh_-E2*
z__Pa4?$GSi+24*UkC|HF1ey^}_p3&n*BY2kCx1~Xl!WY_jD5G$FlW{6YyXbqIyfTv
zCh*bQ$Ee$T;K0V*rL9V6<h#*;r*6&8`mn@B5p#(OayTOb?RP3=CKRn-#nEI%2%@PH
zgm_kTU**~<J#@WOvlXs@CKUJH&r4V5?N>X=&hcmCQ}{fgN>%)DPBO06%M^@BFwWp3
zQ#;lNlp)=a6yhc~GEjYj$}-0M)NE%&T!pT$p7Yv=3~W@y29zl<tIR#_NvN9=Bn8?Q
z2HL3D_Jp(qKedcKSxHZQQ9{c;gdMCH4NMm~D|6Cu2G~K23dM0Fwbwkwe*ch)DzV_-
z4noyGvz|HAC?e<vV*F@L;jJUrLN%qOz4hb63PSKf!In#OwUdNZWbjCwiexds52e+;
z2WE7&?U?B7oFexZLFBJ;WZTHzbypmX?t(8!q7c*n6rdII_RZ8FyrPAZ<bm}a9nVL%
zVA?OB4w=MC+488z6~F=_S)q-!!4G582H(3x^XT=6qM1J&dx+}$Old`Car#^QI2>SW
zQ9&C{F4|?x!);Mr3m?n+ci1JS;3A|}O~bW)Y}|U#_*z)C&c35anfyA(l0#>vL>?PE
zor*B2#0HI>)^R|6HUbwC>Zm26v5j#<Vud^@NKZ^K5n+1x*Mzd?k9$aLkR(C4w7Int
z{5&tmrGR~iNSD>gOA>5vX_Ht3Y}3ML&_ov803Bb$_G+73uIreuqW=bYY?rFT#*SJ-
z2hNvM5{}i{*G?Qav~;+f+7Wj%PhRc1HsJKVVwXVm=V?K1dbskxVKRaXiVyG~<<**a
z74GU1E90e&#n^nzoV3K7PBu3O|NZw%tL;QftRy;mh{3y2G$|T1G_-piuJbTTRnfTM
z2%??N_bAZl*Kq!lHs+RO7>~MLHCrDi29kNva;z+UKa6Vn81eXUqAQyiS&^owpkV8E
z%d1IO@X)9HG-Uf0M{!5POGEF(&DYoYpE@pxBKLF{Os0QL6ixEqe0z_{4rYp_JwI$p
zd@zU}E1dtT1(B6>62>W!iz;(H6uUH~O25b8FmQYkK7W{%6CaqTpb##TO6R0eWnMOC
z)cNim|JZ0;yXTJ3dcAAFC}s{?#LjfsZzTeAI@Cph-7hHS#^?-iP1S02pR=F!skm@f
zBk3kGYw|A5)umimkz$UN#?b#w<LaeRKo3EK!psN?4|_cC20Rx$H^U|emDaj>M8;|A
zkOh1>!*X-!7*$i8Wzag~;9`0@KEo4pxm?)pUN%Og%4Za~8&*n;pM7;k#M?PfU1MXH
z>K_cZR#E3`i5EzVH&t$D*)zITo~P{KFdE6TcvNK53w%(dk%G3P8q^3dp&>H4?RNIg
z7;aShCv8J$1{%X*%u*C1d$mNP)%HJ@n6l#o)wC29N;XfBx_P#>wmtm__BWE#$!f<G
zayV~^`K|MLnHDchRHar)Di!37$K|Qtyw&Uk8)Pvgx`K3Hek-ACP_+bCiB#8gbFLZj
z^=G-M4}`ETRYVE+-A9l&QP^DzbJDOh-fL+?G-c&rT6)a7qA5$M47V3N1@A@jOJ3W}
zL9s#u|6mh;G-bLDkN+dcYJ}^i_Y9E_gU0y#Zxs{H!hyuf-_2^y6(UA)5{V3&g`LD*
zpRQ}FV{J~!M}=SF&#|Bk%ERbZls+c&BE2FN{J7Pc*Xvzn&cipZE|jlDFQ%Nh<NiUU
zl6!*mY_mt-dkl_IRmd4})iJbZE$8ubL^9te{*NOqNo7QoY}YrRiv4N?g!in2w9Wfs
z3WSn}pxJGOmB>9=OYulX!=p8*Z85Z0rD<;<x>5=VSc|5nzFUL9lSTs@K~*!DA1pD(
zvaQLm`>1gVNhXOFG-EhMSJEcn6ZaPeSZZu^%?+_cM^GP-K4+wcvcFaqrPEL298Gsk
zPaP~9vEa`3^DFSZJHe&J2o>XctFTgRe70XSj~hJltTNXIvoau-&$N*Ky?WzHB=*AN
z$))$*r5?NOJmRQ>_E$5AEb_!>K4{#tKY^>7+sQEL&_6ZImp8L}=ao$h(*83Y-Id(F
zENrHQGl7uop99LDEXWSjC!n}^;^kyo??x}bUs?=n*zU)=<>91SOjDT(y_M4rIHL{v
zMc=_bCGEevHUpEYy%kN5Gl(eMt3|)UkF>zC7e}{7h0)QAP!c43BB}EbIx=!<eZVx+
z9Z53tqMCuB)#-Pdl`DfT3HI04*k9qKHIn&k_^(?IX}>{HeyJkEB*x3cDz|=7@%!A0
z+i|p@XkjxwLls~kwK8{s4P^A66lQb<2pKtzlUjsYVco2IJ)HO4N1J1n3PIbCEF{`j
z9RHqPJCc+aLg*n_EHeB-%N)2E;#uJx$%gcukpx7!yE7D#mXI84*5#Hg8$DilRmbY8
zFFAior8>o?%<0vI-c6cM59-Qe3Q<gVW|zEpYR#y!7%|^Hy+jIW#K=PF!}YFsaL45(
z>?&S{<ywn6t?VqEtq|umrJvavF00o)izTG4q{}I$%N7H2#)-wUBm|#{G;dsjFXS%@
zrG|J`_wF;4E1zZG))xy>DJA2hI|X4A%64-(He}&}n#xizNQ7RAl~eP<TM<vxqwVLY
zUlCTmNt{=9Y#A5sn#JtqFFZ~$(5^g6!?9E<*@edI7e=&tezZ)?jE3BzjUDMHW}sKn
z$wQD#yuZXUP~Cl?iZOD0QEbH`IUc+5dDBs)$IaVyYXj5UNi@m8izS{>Rqo9LxkjoE
zzoym(%>P-6kPW}5*b(FR6|~PP=)D(NTP$-89v7i8y!@fXjke=j%0ZrS6P4DSHg}(@
zg=(J(3DtDaC73GHD8jnZ39LNhiP-cit*2i6skNdM;%0%zpNMX`E!KD`f>TUjEyvx>
zX<4$IZaU8BEl#L~N`Si*uGUk<z_D(^p{<DJoGfNTl!Q&uyUwD4ZKEq_8zzbR+pcc0
z8*F!sUJhz(d-jL@t)qU8ts`L)d-t<QYU0-lX7bxe&Z!ypqdtT9HnWLVx`&ycc7F%7
zwM-vdA98!cgErNb;%$*0PuiE`(oWSsn^Z1VkCX>*YMos3@>4Jy+l|5Ve-gbrWHD9^
z3&qpIQc>Q2oa({q6=XouMXb`KRbx0t$BMyus1R>+okP_P>5!x>j1XpF;T`E+*Q`tX
z!_HJZ-214_)1dHBuBaP#N7;x+gVx0Y6l*(F(oM+YuxEK^?g#1jy=ggY(E%EkUUsHl
zbPIROfvXiA$G$3)deGzU3AR9E>QSS1LvRA#IW$F)PFTdcUo7Sc2-AMhRo?bRrrj$T
z_A=nWOcpzk3fZql<rMzJf|HR4di)HW8D1u_=V;U&_DZ1#`P-0Ls>fpTo+*+(1glkB
zPo!?V)E=!>wz<9iYB~V%_*wCx!#s6ngolrDL7%`4%P)nR->y*lKu=QMg+Tdt`iAsh
zB}e0Oxx8_M0pmZ_I}5(^cFi|`Y(l@YQq*>WE@lo+upz%h;=}|xC04@TP@jy}B<<QX
z2B@H8<A^UBeU|o9MxrTx5w6%)L-04>-{NF<2BY5nf+KQ!46SaNBA11`gmtg;Z*{AT
zxnJjxRdsYRLo$nel<~791q>NBRIP8ywP}f&w(-vfWY|NdX%WrD31bRY@DZ|b{AUJM
zs3YFvgxX%=6Wqc}=1_jJ6#mr>!{esJw*FJ}L#{>66Bs?bg}*$I+B|!e(D5JiqxRM6
z_wz1pB&4dAf6Jiva>F`g%ZKGp|D6*%?d_FMfEG&7)n)#us@hKU)UxRiNdZ-v$;sn8
zB>9<sJb%L$3u#8Vh*STT_<gQd!gAKSNC*lqoaxIyFHmMaaKp!IwZx6nPDa8c<H#B~
zS3<b^*?zj3wC&NH2SE?^a^2#}r%Nx|VX4<wRv>`d)du|nR?KWlKK3rPyQh@@q!;br
zZsUW^Ke++T7qzP<_~YBJl?|zdV2sLXRJE0kZ}B=n=T9ftdGBhO!7|@w@WDy#Hz{xF
znK)A3Y%S%G^AM9%cT84-X3rC6{HUN^tjkzTp-y!8o6556JQa4ZJ=QE9zN~E@?SvgA
zgHzJIX!IB^Kjm><HarPc#mXaZ3rQ{Us^+Y$phu}I_HF7#`J#l3JeZeF9h$_!%(hlc
z_|mDL+ac@2ftr*Ej&7XmvgEHByfX%c*J?J&4bJp!4ln<1L=2-_qQRghs0>J^q)_cE
zqjG!OKL)*E-`r|68y-L>bn;eFDwGyuuIGZjN;&4sMo@)<BpeEVd1p$h<m)KCL{|}K
zRN10w8pVLnAKQw71#I<?U*CYuUaSP3)=VrZoQGmgsSYjpR9?IOYE|)C#%_^BT7uO6
ztWp8TjX9>!YvRFK!?%OSBYxcsip|Sgu5jU^h7>TFf>oK*)J>ysDIEBSPRT*X(P*Xc
zW6J4D$64Ht)vkz!fBi2Tnn#30x%QDqc_DvS-u>7-ndv!R-;VM4o9eIa9LpC}wo3`4
zFZzq*{q7-p@61hkXH+oD-S;lzIg_8Fiq{KD@^y74`l#kXUh77K$=Awb%3O@UcSb9)
zZQO`qI!(yzp?C$lK^zY`&udURRIC_7`%~H$w>txSRx+gQ8>Q^!UMTZSIOU75dFE_@
z`ds`iDdVQovvLByvXlJu@q^+UG!E?T9Fd|9C8dkJ?6kXdQLiC5{v-DF@RvWHdaGT5
z1*D$Y)kYXW%&`gHgH&}DPi_m2<`Q;e%&kbB&W&JF4B>vaM(FBxkBc*iC#yN_9sFS|
zrt>A+ibVo@yMTd~)oAA9?&Q-Mgd53b+R_ky<G}V+JnMoc+zqpWRdX!80y%4RPf{!1
z@~>fKy{KA@JYB)^=V@{G6PZZJzk@}|O^6VmvGn?<p#CBm!+j<ECJ;{-G!MjffM$<U
zzO2jrxehd@bP0PmWEaMk!1)c#vV-vD;<N42Z%~&e67jq?d+l*eF}Jz4AEn30Gwy`q
z9F{Lqd&o)dEiv8Rw1~SA5uM%^P}(m0ea;B(+Gl4sQFUTr$o#wR(Y?3t##~R30(N;^
zlLC2@;!~~ccg+gkyb=lAtf_Pys0=14`^MJ67Z)ytp8Po=!;@L6E&0PVDV;(kl$=>z
zOU_#?3!iMmMR{f|mU1PJhJ_n85xmYB7g$Ck^f5p}JJvLqJ1d6A;ZwL+zBtk21$mA2
zRQPzwBl`sy($5~s5vrK@KVsB!Zuz@pDQ#7Wrf9Npai%_wxn<j)mC|x=ObJ5s9-p7A
zI0~w%>kAT+CUrFCzm5J{!CT0BJM$^gQG_7z?u^f1c;8A7L%5!?dOnBdwx>_f%xBR;
z7Uqa}@tZ}Fxw5nC+0AKR4|U+?#Eg@+&rRb<Do1jGl|L^_><_wTs-Qxp<z}iIEI(Kb
zbpzCBdG1^JN!i!0J2t{;({9tvh7-agRFmA#rQ5E8b($z*^nR?eo#%K)8DUM~FK}EI
zC6timmt-s9gWum?*Ez@0zlzN)lDWn4KAe?(y-49}RJmRO3+|9J8Rd<VOfph=v*O!I
z`N(MRULxN0gCeqoi#PPv$U8KNNonh1;AS^9u#A>MTlNn#2d}PCf_@yp9*FEwvsqH$
z&5r%<%+Sx|V1%tSVeKrP{K2h`HI0)i&DWxa;bMkvl+0!WnNqEWO~C?NkFr(`Ns$D^
z@>^SuN{bYKHm4yIoLa$n(nvbK=m)>(fAcfWi$-^ZC=H%N!v{0DpC1i9Mzp!_uT1j@
zJFB1GFusz)RClb8CFqg@U~ljKf?CWMh3WoC9Qip}r$v@uw7x&biXRWJ^4j<SyG75B
zmUV+;Naa8yTnj{Tr4_M#C=gDB*iY7Nt=5#U*8QwIfbO;}(JTz><ztRpMx*gF2EsOn
zLFeZ($yCo`5r1a<P+xaA9*rBRG}979Iz}E!OQratIq4JjP$cU|VzcGd;QjL>ipAE(
zH6NOPS+C_%??0=BDnx$<CBnWBre83yA&s}z+;)3z>}~tp=EJEUXM5X?r7=NEnxK*Q
zH3QGGUwk(fIZY7J_I7ZjIBtZh&Rk}r3-jf}^1Eifk3=)ixAWsaKMyL?YkwO@C<g0$
zEM-Qo<Wg-K$`)WlkYu)B45LKb{CE32q0)5C&3Cyz1I_P8K~Wwi6xQoj7#m-ZR=j{6
zOb{9%o#@od9nMOtcvIkK3>73q3Z>ht)uUy;@R;+=PFQ3x+vj*$STq=+Gl5`aw!_Xu
z%A&%pp>Nt`VA`b7``QV%;}*AhR_=80m>bWq*tdOBoKQ@5JJ3J(PF+RPi3O=E-*(RL
zvwGHR?eK^J5z4OnEq7TrX80<Yv3VtZ@Gl2u7Qu9QXUm0bs-stKOvDQhBv0oEz(K8J
z$!4KPanXmXHShDOr1cCRj^Q%zUzxq<XE^cM5M5Sw1`&ZbRU0R0b-z8z&xFst+EV_B
z`;;qqtJeo9<An)k^RX=~9r<a8^eL#DnkvgB=blGG`9mot0v?Cb2X;O>J2jg6tV(ue
zdSJQ0X8amN=RjkI>FeR}1qQejK|$&7efu13qGhHl6*M76zSqH^8YhGvHHTF-e#FWP
zZJ3~lh7%Iyx$}Cs{Oh80>q`YT=z;Xv<ibvU7^35C`~FVjUN2~u`tq;e^_>w-r6+tW
zy6?)2io1*Xf$gwht=V7Ep~A|#q96m=t^_Zi1W)kK`$`ilri5-#gC4^t`c6G7e5R1@
zI+&Y{K1$`>xo>2cMuaU`sSYD4cYA{VlTU(2GX?Xdn&z(Yk-z!{=puT%X?*(Q-rpv%
z^abku%buLxdIF?6=^VM#G_oCgmEKZlMw#pGR6pHN{=3K_Muw^?Au4swJ52Ma-@PNl
z{drD{qTp2K8?UqN-+fG36f>vybse$6`)fDx)1!ZK27Hwz|M@8(&NTiUqk{M};_Jv^
zsasFVU8Fhg-ytItXppX%bnQGk;)-+RccEC0RyWvJ{+lU(#3Sj*j#s$ye#mJ(`9icW
z^9^Q7T0U}Q#Ea!ogCX&=T7JS2uK3qfPt9t6o3^v+?eq-^V>ubg@r#$-QuzE6{itLE
z_WYLl6fcF|K+qhJzW>95ZXi~Ap2c;@6P09;ghxa)tcJhbc5VN;@M-Vd7@JYVIW{N&
zv-!N26M6AmP?yxo^=Nd-RGb_4Gb??{rY4#Uy95bW@|I^(F0TKkAMU|8TFGd8UdCjf
z0)s%g`Cmc2eN^VuiLo53JUCt2^KNbi+0yypP~&}+8sx6m$lc`=q$-F7KBg%;uWr(>
z{l33n3N0VIyuj6W>cUB6y$(D(JFBR@OH$L<AI$zOt?+#UM%MEjH80HvBZqT*D9>2#
zz@%|S0a}$8jQ82orT0d7x$&C0h;9E*ZOY0>6y_Cy)R4j$Y7aIHf>f}~k8`B3r8YU(
zpZ(s5wt=)bd#8$qrc~ig?{7&*;i1FtWIw$|e3y*s{ArcR=r#Seo2=ZlbQ4)8f|+45
z<nm<H33gkE^8DctJU59nCxkiMuPvBVykA}=v43~dEpiK-emZiQ$d*QW-|xbV%_IfG
zfe}PX#hM0L8NEu3O=s6<VTttF^j%6mBjxecD{|MyE?k0M`!OWFTUHN9OHYkXhmj2`
zy1Ep~s|eURdl5NX3%{0Qd@YAOJcyaTQ(Rv;{w$4W(QZyZ#me~U#k=Vhw-qIqHKo&|
z+X=!t4EaX#P`~9_3ai74p>&6I;#mQ^@QIwqMh(|c=U$iSP=X5rLZ0p4#IdGfCnHO$
zpq<;}sQA-dr6&eBieU7yEqp2(oEA!oO5@i!oh1Lrec^yCRf80WD0Og-4D|?itGaGF
zc~edbL7J1oY3$Hdoj<<BGjDyYwZGs^A9!6~O9Q>J`~<DMq)ooPJ3GS!x%Bd`?2LTs
z)o(91@#wJS;h7rEHsqH=cWo*<?<1r3UAK>F{gzi$#)wayh3i54P;HWDvPK0)sF^Qk
z8=6*J;Av#eErGgOFaflHAj>SX5`7UJudtYJw%T~jm=<G-?CaU0`|?=JCwD{dRa*Op
z<*$wCR(j*Acv7mT4lt|bUSh-Npd(Q9c)Teg>FdcPn+|Nn4T&xVH7HA$4+*z~A&8xo
z3cX3|+kQ2&2nhykUjOBX#W(MrT2uDWS-tJQbHt%Cmp=RB=hyAiAA+2N*!s|sK8Q{3
ztVYnPd(1Qvlh&_MXCT{iVaFDySnkXDRV2$d%AxH(5wsHV_%odx`O{+5s5HX%O@^Q6
zrG1NyGzugk2(=AY8TT`jKdyg&Vw+yPvz|5E!B59BlrK-4-$;>YQYU>PPuj;Ub-eIh
zn&e_Z!P(h5RF-ZBLW`0ccV?8~2&oFx<9~d;;C31%%KZWHqq7Ub8|ar<W(d9Vd5Ap2
zb--9?<~UwR%Nf-*A5X*9_-U->BWsDAYi>cn2>BP4$>vrGQy5i^X0+aJPIY~xNL#vm
zmfZQaeidWpGpgn;LvJ&2QIxY~=a_!@EV+~d)xO8jEjSzReAh&4wcV_O$M*>1N$R~E
z`%f9q{{b9s`{r|dF<BlzkVG9LpSbb9=ebvC5}XjK^2S~kF{g7o@9z5K`(Dq*9dAtx
z0$DUzP}@>b-uoR_e9*Z^8>T=hjN8lHe_abPNuply!Zp5@;#-Ulqd@3{<GM#PGo*gr
zB19E4(!=A9jaAZH;03rwS*g9nz~TMf`OI=&o{Y=+<E@&uw%oj%{F}c}`ns781z#6y
zUiH{Jje^jS;@8{{j#??>2ISDv4As|O$m|SwEX?&3ua9So<E6ss)-+8oj%HsUEc`Le
zD@0LJ2;pDRbXAY#l;yatL6V(r3kZCpd<AOTg8QYxg7-ueuiXMCPO7!*9sCCzJ(@@@
zbusM^$L<%uW6zwI(uLE4{mR!j(m3cR4x~I<{2ko_AyR#k=QnBtqVUel;%fbNMtAMm
zn^8iHV$U3kpF8{{R{e=$R2*J7EB#aFo90wsPG{kX+zt`D`ffH_n7S5*VBt#y|M!WN
z<T@Rq54x>oe@t`!cw=(3UeSTW#DCW=mu0mnyevyh_0Gl}DkhlzVPStIMy9oVfH$>l
zw35~mx~*nUpQ^zx1-+K-7DlJDBKX_Rwj%6eh2-DKcE>2CwBj6ZMBWr?eS_1W^756%
z4P&NrosFv=Rgf{el3)$O3!B8lii(oNHpik>V@#kR2o8QM+x#7O<T9V_n?CbBLROJ;
zH=Y1#Zsl){{NZX42J$I5tVKmsa+VWBi-E=NHOBojl|TwJC-43B`4(wU*E^jzjV@wy
zSZOHUaN)~-e=A9wa7gNKw$IFbGsL1Y(x$nt5}Vi<A%O&#_^_oN6lI0RQy~T95G`op
zS-z<mT6j3RQ<Jg_T##V8^p+wXEYftaeb?201|Rhev3RTj%YsKA(p~-Wb9OINi0bo}
z<h8V^=ZM+cSZc9mNYE3+f(|rU;o}b@><ipB>@#(CDtnW>6AG5kQ+H{!PCvM+mC(6V
z@}xDi`nYOX=b)q2AefLLJi0(sw5yUEjeTnRrD`lO)A;Rj!D(2`7H7^8@tf>S%Vxw7
z?e}?Bl5BLT7c?nD%mt)GetLII@fLm~smkvJfBM)oW_hq?#Mn!R`wbgKX#9x`+*W#t
znPww5`CbZj2xf$92SHTd9*pU}503SZGoQv2E$NOwQZ_yvHfVO7IiD=i<r%~@o1{Kw
zg73)k3U+5yF}eP?@pMFHg`YZXw%Q7x?OhFH&CuMsTg$jxE4|5ZnVNbmr0;`@It9$n
z+UBd7$x-1VA-%%)HxZf^6{o5nS@M93fBI7+(do7?r_Axyk*G7u^HyPG_wWfRWMm=1
z!A-h3hfkL_h_K~6$h;*6UI51J#Yz?FL?E>%Z2`ok5fY>oG3rgEDEUi2&kD6X6!exm
z?VTQtHW;|rgLc|_tG>7AV|&u)R|tWB2U9yT?@{W_ru7d+3;2{X4nMQ>Y3%=Y`4v&v
zsaX61!8|{VLBx_3^o&maqNxx3EqYPG-PO^rRazoTR1!?W-ms46duNQT=y#t|rqpKj
zTL~GSu0nv#=W>E$f1xJAzh&enADjPI8aU1JBw4?5)8V`2<Th7Q@vPUS-RD9lMcNb-
zB`j=YlNiI#Rqry28=etLsp%aWk37&_5K(4V<VChWW1wJW`&PXm?b(2$H8IMI6`K3k
zS$I~%<1>e!?qDoNql?sh;$(3gbf_%y^XYJ6{VF7w(?#7<ET>}3xr{9Ef01<7QBieY
z12%{urAumPUK*rPWaw_`?rsF6yGuGm8WCxb?(UKf0qO3B@9_K9(&ZoG%=N~(d+)RN
z^Puq(>^zP<{<tb&eYkU9{CtqFJ-e>*Gf97fXDCqr9*>kR+vW;|_hIPJ^L$)9ZsCTd
zqZ?nZqfpONxN}ff+#x?`BP2L4O;RX{I-L8#PqQ*>zBiMQ73z+RLbp&8*Oc1`CnNF0
zTUn8@)n7R&){8X!>InK<j$~r-khRr+H6eOajrEifZgqwZZ{!Kg)!+Mziwo=@{d4&`
ze!4N}zM42g;5~RzZ81K?cgy<`q8ZCG^iRKJe2o?{`_|29fN_&aXN14AwBsPQ(^NE6
z6rKMH&*2Wg)qaJ|rszm!94UJi`<T~Fs)_h`C->XcooACyWmHun@kC&NlB!WET~CzE
zYo*S|vWmY#MwOKTXSY`-V15AcB3czLB!l32#PxZiLah1ZzW|ncx)cK%KZOHmATeLo
z0$E{ad*qdFuIsS1RVoB7+YFvxUUpKw!u2&u67yEspFQ<@Zw{YQZE06AK3bB=B%;)v
zsXm$B9sBQn>}g|kSJ!lBZafOwQi_uFUn0=|o{WYWlMiRYei3O*4God=b7T&kzhj?J
zl9ZJkpHcjjal31g7TmjMv^Hd?QDwnU&soJ&pz7p$IM=(}LGjK9QSY}aljge;=|Qmz
zi^*!}@b2cCJ>4Zu9-Jq2nfyb1z7_ZBZKm3)vq%Nqfa#<dL^6f%RyF<iSyv<WjmNUx
z)ZowIwI4^bX;Fa&YOJGP>rc4xLw968J)E7ShKGywA)*4GRXbvXZnqZYJ}q!iByrpk
zp~6@x5<W#X!1u3yzxduO*<UO<-a!4`z5o3t&LSo!d?vxG-f-&^hDi5QU01sWnL^w5
z1oj&W8R7d`BNW?etUU~H{60VR+Q%@4Oi-f?yM*7ceSZof_F1gJGj!Xne_9{S_i@-)
zw5fX<(dr0mAEOu|3;3XS{F+t7>7(+E<+7pJ=yh<#m9DfDoFf769)6PT?8uYOB1!*G
zguZq)?Vco^yZXKK8-b-0b9NO%y&t8V+un#Q%j{%`o<!Zn`sp*BclitTV{zg?{!1yg
z6^Fl7{tY|oMMh^0S^7hP0xmxo*B%);SkO40{Oorj8Y#CJO|UNmn(BOdE=k}QU5Cl3
z{I@i#Lq4X3k(1{HxUMJJXuCgEnWyyxZjl+UJi;z<N!qrQ#{+`{0|z&{GS?_Lm=gC(
z7%SN)B#<&k=54h<;`BPN`Wc#f-eG$+fTUQgAzuduskLR%A1+`jQEv^~u;MDW9pq90
ze`m^fkjAxEv>9cwlEWr@YPDCf8s~|w4~^!qBl2UEY`Pj7epjr#(BhDNWk`c0nq6Iz
zQHFQlo>1mZLEYV*sfPMD{YJV-i$6qqWRG;t+E^IU(?at%&<P<{uNAuDc_!Pnb!pc|
zX!fl?$7g!dxQ{{Pk{w=HkO^+}ieX>p@^#DF`>8#?7d39&KMMqU*@Uy&Gt=;dl*>PJ
z@tb%>=W+Tl8ZYB>%vPJiV;v6!%6Hx)qiY~v<L=8yjDwADe{V03vz<sn3D|`=$xf!%
zc#D@OpA}y7=#J1QF%MtXS2P6**p&uK>{^J{eFm4KC<NS2=tf7)c*zt&ah)1(T7yuV
z+&A2(WTnw~@|wHzi%dw9Y?iu}1s_IGGGj#P@!cLasg|n$<(Ew1v(o>fW7#-6)j3ae
zN-e{Sr@%>5s$fHU)&6daIr?xu)voof6y~CW6OupxX8t<~%`)2a-t>%Z-JhL{R6Vsh
z6aT5kA*wL`k9IBt-y=#Qb8B%WNvZG?*YH~nwJ#CD<#H<{#MlP;1#L4`KWzL2(z(*Y
zz>E^?QKQkX^;4<A&HxxWZXnS}vY0C(J<xiW?RC~uZLJUjp63O=8SCYdk@t7ojxy<e
zS9lYL4~XF!wcaRakJ>%=`3!UnSN50vBs(+fD!UtZ_)=lL*2Xk&l*8xz2N8DlZre7X
zNiD>7sX^3wB@R^>FAd!-cK=g*S^JpA`{74~0Mtk?%2)mB!s~6D8+BDy@tG@qIrJhN
z(9{RyyIMOa14jS=u~crBt@I846b_&nW~8AKPpPLfhlPu4sW)5VmbG5~SJrwfrC=(|
z|K$6lPXyIlP`IQ|<b6ZG2$uIm%E<$ZC+E`}-9{G$@+I;R&h+0^pwX3&^A|pQzpi^*
z)A?Dktjx6)nmq9e>94MkvY|b0CifG(FRu+sx{G^2S5?Z^(&&w&uD<MbcyL8&eqb3r
z&%a9hzEH5U2Y@_st1VtbcdHA3lRpp(@TLr=42l*H#uQ~byn-Bj942YeZR=qpF+etu
zb`~QJH06r9@%-;6w~fKh>7V-=kM}>hZC5`!AW2{`7X~zGa!N=$#O=zp@7P}>()Ih9
zW65G)tKi1Wh&x!&i-IcFvR-JhB?Q_xAd&0xHQ1TAmLxOALfX{SwER6%N)!bq?4#8S
zzAS#<5>4Kr)U!^5#sO7PXyD(e$%d1yd7J9nmA!@n{7wzRNQH?QldoqQXNgso6CBme
z_ukq&J9Ri!{d5gga|C7NO{9-Ump|(+PVj%sd^eanK^6-kBTBQ}vPb`e2fEW0N5Js8
z+=m}dWABXn92pH+?+9UG?IoNk_h<xF9Cu9ue3n>IXO`^$_LZF-A%t%X&`nea1&T=Z
ze2JU7O+4?nEFYI!()s6WkORv-BAQ<wWakMK@iNk}tl^J(k2q|9K#VCUds&7Yr@-^`
zBdZSm_dk-f$LsQfB<vbI#$EcTe{cTfo}BX)7Jehh$Ce2sezhg~-`iD9%orrvD21;5
z`&{A(i9FvQ&6}>>!gy>wJZ??8$d~(t0N)f}$?jPkTwHt$JA9N?#KF<%*-?1a5~rz=
z%CnEh{2RqWcFY>*Qu?^w`|*O9xoH=n<?fJwgom>7;Xwk#*EYcdLQ$VGU%qleoco1n
z`wd+<zQmvyc5yPAf@r?z#LD|Cx-7P8?m*$%v4f6?%c@<n@T&Y4n<7%J+=*R$QG5pP
zooc>a*7DH({n>ZI{#c_{4LTaO*=wTxP^k6F9>`nj{`qaWpYJ|a+r;9#WCU2EdNW+`
z=MD;74+u1!PhwT#2E9bv4MFooAz3f)RvSsE%&bnB<dGT>!Bg@jj)csP)#Rb2h%1$0
z=gUmG5-UBQFZ;)vttyLkgw3aGuh<I;=P{(O0fH<tUm!oZk$FX=B7)qI$nhLzYqDR>
z%fBNFut`vQ6>7>=g(4W$YmGC+jrl8Y^uL9Z{g!vO(;0v|aQ}VYt1f%SeT(fXCXv`_
zf#2_)uu(ZB0)%Y;Q_E+5tu1fZI%)E{j5K9;Ch1k5sh3XNUk_xfM|Fw4+!)IDoSZ{h
z`drYt8{8o{1MsH>N|o8L@kO!fqQk<kPm^U)pD?}>tc?-9vZ_g$cAjgpLF5*=LeCO#
zWeBIr5&Q3l$+s7hMWig2sfeR~N{4r*FLllww?8$y`VtG!v<j!P)Y%HB7FUcZcOA7*
zWJrLM^Mj$jug4Fsy9~}B=DFWKi2f@>uNu~n>4jHiI$9dY&B}$2#8#qN6AtFbPcHY$
z9J{{{mZT;Mp<|T3pUt##Y7UKv?xhGD>wlzhxyS5-%B(}GX&1Zj4jFizO)DkJ19#G7
z#d_@Ek)SU$O!vF!wYm3SK2vwVH2;4!4}ajnf_K#%H#L8us5ButY8TGI^fpum6$WVv
zf=@VF3F^!o*d(Kw{5#b$WjVj>daT)mDX}nJsz0$ediwXLkv$)YLr6hzv@JS@pT$ZE
zlSG^EBmU{~_V`pu9EqtI@&%;|5nIaD15N(t0-vD5lE}Art}zx$m2XLOG_`wvRc*27
znP5jt$-a5Jt{)q)s&#x@6R1<1ywQR+eIqr;;7Owy`@#={T#|fj#<DLi^B)5<(SP*T
z;{!KEC4Xc4JD||uXMjx%jhyixL7%l+4r!6?ItCH+0!M?bkVA24l<M|0Gb@DfJi=K_
zq3xT^J~F1JOvS91TvV7gg6OlUV-#^I-u}Z6J*(oOVi1IZf#!F6V~K;zWdEB|zj{wR
zQg<<}MaX$5Ea!8IeQB%Sf2b;rktVjpyj5Y{!2x-BA$N!t-!;;$m+St%y1|&|ZR;b(
zA7!b7OWLnKLqA^N!C0{agp+dO{pV!PAI~W3jJJRNoBn}K9yB&KrA|ZDS*C9WW3LVZ
zeU-g$1cz2n#K|gL4-;ik_2toN#H)AdxBMHw8BBC?$9-E1ZP?8Pukw4e=P9sV13d$_
z-$QAG2jahx-@e#lP(4Y!Id=c^f;UB0B3Pt2m=OP-vP;%VA43~MBJQK8z16BmY29jr
zFa?UL9O^Sn573zwJv&_lPRCxyiQ}kY@~ZEaH+~Y>8OMkb!#F3H&%*yj;%bbqsvH`C
z^Pgi@cIbDgDgrcRlFWM(UM%|27fca-O-yt-J}4F2Uun&{y?8se9T{Q1pr&`+qyBmB
z8W*<RLZ&KOq-z|4GKZOw)}6A<=iFc&Ks+?)C`JhnuYP^7m9hNO?)qN5GLli*f`%&a
zyWYx&CP5IuX+fwFoOmonLtjcrSf$(#kK*hv52AUERGXu{%o6VV%iX#1-MtwUP-fM-
zepOw(v`4#t{TEcJz^|tK4`8li^UqA+RWXIZ3QV6%?di!AbkYw^NX<66SS1d^5|)2B
zvO27ZNJ&fAU#9)MS4%LGC&N6D=8v!Mn2o#@F4(EHt~Bg_^KGwOKBhV-;rA~+hwTH!
z^GcZOcDnmY)6FF1H@ngmI$Hi$cYb^_7Yns_`rKz;>7|4_8t?_mZ*EpJmJyvAo}T#5
z2in1iA^5H?<ko-?lxJjyg$BKi2Wq(pTIz3{LRi{@sF=rpsTvx2h4q~Svo`eJWd7d!
zp+D$7Ke$qL-(6}-v^O0`8-R|bOdR8{2>O8qX<=<mcB|g{J?9qAd(%u5^s`<?5||S<
zm^+k%0zZr-JX$CDPIeYo&i(QVYG9F`l8O+W?^1dr(}e0rO|GB#o@R2f<)11d4>}?k
zI>R`0R<w6U+A0{9L@gV>p1-3_wME>KOJz)kB}qd&F&9T2>5Usm^745k<elQv4!aTy
zvW}!akMsXV2Lst5B6!8xM%#ed2S#LNp4_DB-V3UH3H@v5J4=&TRDjFRL|uGC*CLK}
zw#R+WFt5!_8U>wruR3LnC$F0mx~f&dnH}U!AaXV%!H$pG<c}2-0}xj~*fq6ncy1Du
zXSFHD*ALZR6ZsRmT4b|Yp`t&vWHW821sGni&Bpo{R;P^iG_}Vr911BKN9aL6;vl8P
zGHz1&&%-1g*pjt9F(*IVz<my9Xdvt_!Gzlst?Um;@kVHtsGHVD^$?zPJ8kaI@Klj*
zAXyUNNfd+oC1kGIw(>p3iSA8cjqP$xOk=A~pZ!ylRIzxc+NS7*c@ZgY_D;mZcElrr
z5CwEyRVISBuK-kXhMM<2ty<3nXZhSvU!r`*D4Lj41yhxSfPP2FajWB7PKX_6VpYi0
zKP@-tTvB#O<!^!M9VORoi2HjlAon8u1XVO_lOc4n1gqw7?8_+`pk3svn)^Q92L=l2
zf!e488b21K`LR81%zDBQ3-*p3(%-tDgHnGQtfleWmIM@@WSf44yaW)W!6rTL?7Ls`
ztE?`&VI4B4J!L|WU`cv?xk_kIjSow<+Y@PN-Gi>NM&&i`5Xvz@p8inUf4O&WsGev-
zu5o=?m12F(zIli9AJtK^)6YWZ?+E6_XWLsN%MNzJb7H<vykp*TCz6j&h5a_t+BrC3
zK`SmB+nym(LF?Z5cyaA-CC<Pe&S1W5rO=2_mf^(S*_zSIX_Mw)?ONNySft#&>iXT|
zPn(oIh8%KxZMQe=$Uy&Uzx!FSHeT^m!aIWwIDk2*|9gMNl$j4XV1)5Us=MBqli2pT
zSP#G5+zYnd^vFqzgK<U7Q8j3ETLvpqq}N)@vO`@$wDtO=Qsx*<A24M^!jd@jW-fU}
z@5n^m51YSaN_%)b(-MlV2i1pDSPfn=e<m8{&otn;a5*2gW@nF4WKEBXv{!MGu%x5k
zpRG%hEPF59xGs+x3u}vJf>$$&m<fbamys})XtRsJuW;Iu8`&Lye;QCRj)#sAXG#bO
zV4TdeW#+%aT~q$kc4t9aQx-Fbq<1DzPLwf7sE*6b&7V0lvNw?Dl1}j3^|fQMKSO5_
z<sUzWC0the`U#yn_Kezejz5^Qk$=`<zir)XBwcu(PsmULSPcPW$Qi)Y#9}<S!<~4;
z-Rb=;=)c8|NVtfg%GdC76H$1bh;h6PN>hUkigRS9UNKmHKw(l&4HXXX-%b;%e)w71
zn!1woI1DI3|7BN%;K3l8zbyiCbs0wLAAW?=P&T@J9kvL6N)5I|iN>IHZfmzbB_n_L
z>G4BWuxz?As4GbSi(}JmCs@)Zq{%z2WM?KC%X+iyla-;#Noj@R+NIBh-JSMGlk}R1
zLX0-sLV(khT_?s?bjEeqf0ODgL;CU5m4-Uo^3mCjy!wxp=18^A^vO+el=f0BVeg+l
z1hhaJMh1FInqTcDLgvt)O!F4_G0a-+w<U~8W!e^Zq^bzTGDhn4p!*KYm;!#5hyRV$
z(&kUL*__#V;S|bAZ7vlK2rrjUey|SzNSW*YZm6?tI?L|$?i>2I8@e`}2@*t#udY(Y
z@Inx9r8z<qXsN;;A8yM5mgm!_Y*rOq5CruXCo))kp0CHm8;rBLhnpTALmr|`o4l9X
z@-<ymks*S`;<(ys_DXk_Zfs*Ws!O!nb1^9KJSTsC!ymwHA^-jcj(gc&n1?<^F|mdD
zUhgRzBFX<-8qsw0uCth$;HzL7jo-U>@WNjdGSHW*jVFkWlV6)zB0t1fv@0*k|NH&^
zu6`$Zg`nOMEh6G_T{h04js%R7J}=2Fl&UK@$;4nzsJ3c%v%>IC@qdXy|DCY`TwO#0
zn5Y$eIR7g+T%NwLkLdXth7uoe@`s_nJ-M&i?u1|D=gQ%%MCT?0m#)a|E!qQhI3c5^
z7u*Ah5?#o`V$8+@EdHP-xA+zZVk4brW~9u8b(20RCwQO&fOeo&7!Ls0iX-vJ*ui(9
z6fy*v_GSi7VrKoIoJ#%+;jIn)DW#-upQ=2)#o>61U&g{TKUhS2w0>Er3+>(kV<dBP
z*4McIVFektNocV?skt7_ci(JXAh%XvtoVy!7tswp2n%%MQh%2vUZ`ZdYULz_1}^Wc
zf7TpyY@7L>wXV0S7#HX8eO0*KFZ|8iR1^_S;Vtjn;`D{ON=$M-|7E$o^h@O#>zt{=
z`1CZ`o#veLz+kqJX7Pu7*6)P53%FHWnBIDsXHNFK3D0MYgZg57JV5aAIskyA(xJk^
zu{P0-Q8@3h`@3-Zn~cpokeIMXPuj_qLh$F?gRo%Lu{w=+QM9k<qwgXurGAndqTiyt
zkB&FntG+za8+$U0#cjFW{TX0!2n9^m_p|ETtEaRpQAF-ImQvwj2);oW#{KjC{3ZZH
za~q5&P9hz(Z>=;r0RliatKvV#I8WLV*@_ZmvKbPtpG@nJkUC@p!93C9siLf8QZ>Qr
zrJ;4g`*HEB))VMMqsv-gQWRrB!N<V({yZv`VM8&j;^47&OG9~<=DI9tyrU|**GFbw
z4A^|ESBA^9P-Yd>Wo#{xb@nzVs98c#3psN7`y<o09^~c~dyidkWo7lKyA)JZMC9bq
z<ppl2z|hTBz*X;ff$Uq`rV}wx#K4IpC?*$zKnZT97v9-U#iDp*z7-S#DH!b=#!S`r
z(xrdXBS_LQ($cYL6Xl9N2M{(a-oRQ7^LAHNs<qsl<CWgRs#e3!g5gEa1JzYaPaMNg
zF@%qQ-J2h$`4^x5cJ41Xr$<IcN?Cb77d@Ry8$(9C5PMysb^gVjyd@xHfG^Ct_C8g2
z+~fS)#o@7*U=p}%bejGoKIcafynIJMf0*zBlS&FX$!j06@?g0pqNz!nN`E%<vwi!`
z*5tzw2Mp5o4}^~Jp}TtJ2{qR=`(ZCX7X1g`=&IZ(W~yTNaZ>%a3IFfbb5dopW_VGo
zhBBy}BdaGmY!b1O@J{c(IXJ5E%4q}1rtL_Nb%5Xw!NHneVIU^GmgDoF+<@nQzbuU%
zo#oKxr-mq24r((MUG4`in(k*TU61CJsVfzz3-SOJnY3(Xkaz1c2cX0N*7unubbQ=N
zY0raWTfc!9{r*y&s*z=wM@B}A+s<J3T>iwpnU5_nCHefcW4=B`Rxx{q1EWyVV(1!_
z9^2gz-ZZ6TtDzzB&rH`7N8#iwl@-7rjgG-s!BEWN=N|7qL^9dU-S%XsKO4z`+>0X_
zpEP2Pzq#*lYRlo{Uw(+Wz1R)eKup8zzp)iY@NoBf%J}x4(EF<SnUwoXd`+CcF9wr#
z2Mrm~gRQP5nbR1>Oo4I!INA~ICD47A*^xCnLGg<lp8C7`{l)4e&6=}q`+*(enVW=<
zTXr=5>UsK?3|&NhmydN0AZ|wmu$~;*y=jOnO1wXr>*^0S!N2HOc0TVi9kPbj(jJ@Z
z8di93IZdebZ4)7By6MxSg;zgF+&9+C>dw}j7;oZV2afvevx40b9AbzlN6>dmiOS%T
zz9Lexvd3z;LJB9{MpMv2f)?vbW#xAk=+o-`O9sKT&`ENkpeRlM=FscD>I<1sa+#5q
z!;fWBq{VQ5Eky;YuqBfXx2EO)z6SjV4X$_EQYzDZ4|-h@w%^pPhh@6i$<RKBPJp94
zFhaur+$z4aSYK5tH0v^p$v5P2vFEVyeGs(TdaD;&NMmGQsQID}6@5*PnAxKg6cnr|
zTTxI7HC8%Vu_NFmu(?`sqC?u;+FHN30YCHh!CfpMGq%U+8`artz*U9&;HTX`zwmGB
z1E=u=P={`Y(|&)~U1}K0<i862|3l+o$!ds7M}V|5-}d=ZBh!oUL-ya&kZMqHw=$cZ
zHz&-y-+1ymyz^nYPSqm25tQ4W;KX1vj#P$FhC=f6b=|~~p|51_*kiNw5VK~apPzHV
zhj(9x_pn3KV(%^3u7oj;e3c=$Bzv2iV1%QuOlR<4Rir@NKh>?Qe%zSmk$aQ9?Zw(3
z-a7aHpg)t0`gdST=Qj!GX(WDfx@Xs5X!r2Q1zGD7M@jHEO~;n-+13Ik90rdb!u;0O
z*atz{uDm>@g5rc*6~Lz1Rp5D=B>O3YSKO803`mZO424`rK0F^{O_Sh}W?O9DmNlIs
z1N5FLz)1oiJ+&>ivi2il`g#hBdNoTjU8d1g4dEIz2t$eENSu>tu6pj0)W|EY`>q==
ziaZBX$lRNeoi!OrvhlofaJI_qxtC4Y)27rk!(-Qi*xuBB7@P97MfTZ0I_T&?388wl
zY@j|(Xr>ldta2lIgwJ)jZS!qT3QfmXlYS8lQ}G%cb?07zH%i+b{Mp{{9Fi%rGAu2}
zKJRQ7Qz8)0f2ReuEeFCG6hH_0?IzeM5`S}06JCg;X<Qt=#``+a(m}!OeGLDB$N`0O
zV#)8k&C(82Mk%|1+JGHDbyymv>LS~&-Sh7Y>yXUt0i4Oi$V)W)J?=C5Un`MhKlR0Y
zrG7KGHS6LrYxjj^^1<WzzFa!7H6MFbr2Ly%UhoXHtocLy&ZL?BNjH9#`H5j>_CW`}
z>|N4WFP+mtAZf@*Dh@(!(~>Ey%VWRPt{U^LQs}fU{Xb&m_qC(F|Mt<Xv`W5&yRKw!
z<o@gS(ot5on(_;UE@Vk3D=8?n-QS#@cr>p*wRWQFg00dByor(rByWz$RRYklL@j?J
zj!)lS8E%X$sQT{(J>*X>*qJlCkC6ZFF2#H1kMgiiK!rk|(#zRJ0k2UR?|<SN67R1;
z0nm>F03+QY`WhinFi?Uf&-_ET0@FIVK3U~|Awj=h8Jp#ubk!u=FZ?`Om@)eHrGHi}
z;p25N+wm|&Cowa+tx3wG0lRx6%c@`EYD?0w9Gwz%TH?*r&YL*S+VwN1XSG6NA1oic
z6X+G5drgcANBqL5b1+48Gx-F-TL94K7$QlyqXE<|t!8h!n+6gpi-E}}|JvZ|UUxk_
z#?M^Nc~Ll}&_MNn7^7Zd<l%LEhXnsHDn`t=RAW&A<B{ND`OEp?WC)v4FFOFW4Ga$6
z01P&TU~4B_Fk`jAW#GpUGK)$62YdE0VR`C^q`wK&U?VQ{*u7|`2<fVoJuR)qiD@&Z
z%^CkORf#grpO^8^F~dh5Oy5MDAtSuUqnj=FV?V_64G-ZO_}8u?v7vTQxhiGGSuA*c
zM%gcGioeV=vIf;qo;p(0<&_fbVdYRn$)q@0%DgCafsaH8NOa-4BirW>?tTuK2-$Rw
zzI2hpGFY@zqq)^3B~r%O6JDsGwg;xP?DrjdU$)bS8AD<Ns3c!H#^!%VI2m9ls|18I
zQnzCvK-d}py;8qI>WN6Q`de(}s)pK)xe+>eW<0IM1OVqUT0qIWI(AB8D|Nx*gm!zw
zaJjJl8{HL=OH_~>#*X`}1y5jXdc8JXc1|lT3Lc|Az|idj4))8}%!VCZF%q(}`PC(n
z>9!4F;LaKcMCX9UkpFrB_+Eh+J*}3Pk2RDLZ-_=M0F~Ul7Bg+YY<=1EVq&HKp+A{-
zy{W|@Q2%|j9CExdH9UW-zlIZ}8{Cs~6-J08e9n;MTsPv8afvnk%n8L!8RTku*3U}i
zi_HNZPOGn39B)q!>~DHA;qFoN_u7(-;U&jqrCrfYmx%ufzcwa@XoxA@Z&H7Z-}uNY
z8OPKbt`RMhHZ^|3%Y#$@eEPx+0L2}kIEj-Pf_zuh!n4RVYix%@$fCCZS9S|94^04R
z6qT4q0UrZAY;z9&f84G9l9P;Kjv_$=id>x<`69nW#^POkfbuDdSbY}7)YKEWA~R?$
zFONmSracA14u|^_TKk2A&tu?R_#Pv*9k@<bYgADhT1EmkdE81l5<NY=Ln1f-H({ig
z-}U#zfV-l<e{gF}O$^Z!2~ili#|O-RnmSg3Jt!b3(Dh1uPT9@ZW7M?Dg;XOeD##P)
ztV4z4aX~_TvvOm`?l?cQ=n&`Q<zaOEHm<*&2VEt`rBsek-1nVI%&5=%xBjdyj|jXe
zF=%xrsXaB8Dq)N&b;)$h%$opIw*{bx*<f?*88^Pa@H@sQi7D6Q=O^=mve!^ZY#@R|
zYKolTI_ig1u1t`xI*p6sR~T+ceK}K-NIOu$&&Iw;9sRM5r}=xBGpF>1_zgvBA?$GS
zQdf8Z`{-e|20HByossTRp^8mu)qlyo?2N6Z<HgBowZVF^F7I{@kVm!@@aqp_Z~*t0
z22M_e-O7g%zCFg>>0g8Ng&7?H|10m{;IKA&Lyjql_xQL)cA8!d(NgKP<?uvwEdW_7
z7ESXbqq5i|*$yG$`L>fHEbnh93_0!|IeYKFSpz^&EzxaG!<H9d6R66WhvmGa#0|>i
zvXgpiFJ{(qcR+?LJ<$1p$z_@^A|ve=c8$srx1yb2mw|_^+y=s1Irc*Cveb4#pC_H2
zN(BSMXF9msc6LbL;Ghv09(hLaiIchq;tnQH=BQe|cn5v;mI{Cm3coHK)df6#SrsKE
zW%CD8i<f2cW}5s;p;PV%M_i7yq}+xWLS4Kmuqz{%9@o2`3RyE!ZbgxXBR5EAX{ktG
zn{y^;usgZ!i_;!!<OW4ELO@^R|5_-M|K$6UM~4~i6T9!<FB6rj3`s0{BcYg-|I>Q_
zOfJCx3Y?D#FM6I0$7NaJLgN`3^;$AKWYe@V2D8&webI;1j1Rl0)gQJf!mkdqmyj|E
z9v3Ahl#~OUp#8TE!_!7*me!Rf889lP^15LNH&k>2Z<&lc>1SEP01*>Txccgk3JNrA
zp?9g_)JM?F);ylNgEc32htm@MmQ}lBvh@Cst)7Pe$V0BtVMs8x30P=HQ%zCk@Ttj@
zN&}-xU&3?m<}->Opi8>}UHA1z4-Y;dU=b`Xo~U%$^Bpj0BS+MTU*lpU+{_P-B4YEt
zhwJgVhJsTFeV#7+rCE#G0&(4>HX_?g{xa)<f#_G{#3;&+omy@-N_yC`Mf%aln^G+D
z`={Zw_R8!{GJfo@`9cL4zhj#Qn(P{HZIBp^^&suwu_WLyMSa$)R1PAtfm;#CQXu8#
zh<<yso@}+&OKG6$#s<dpzIoqT95(DRzj!|0ni<_eAPV7GkK{l<MPC<Y)Yx7qF%enu
zU$RFq0u>J*#?4&r#~AcNm#q|Nro~uM1=veka;6f}&I6kO;ea2a=kvh%d)YC9e!M4A
z1kNTq97-=`Zy7lzz{{f+ucJZPD&Bh;d4DZ^NlKS*Dpvf>A|>H|V>n=QOa+EGP8eIE
z_licTfmiT_D0;eAjp#v|^`nVJ{vfPlonT;K;8~8+H#!RBLcD#Cay{!OW5ucr0F2+Z
zrROCK*fAO`I7%_@r%Y9geSYt%nmN^b0cV@gb&Dj!p@;C90fE;mqoTDbG|#o3X3iqS
z^tXQNTdwNfG>Eu<0C-GFDu>zWz#vPA_BDAAxk?R2j}XH5J9HY^Z$rQ(F`y_;(w(TL
z^UP+yph=U95rJfXJ^^6DbG}BzXG;s9($;A+H)j+)TMM4idjP>7ws7zvr7<GR&3Lt<
zV$#A(yUs|Vb|+{M9p~h1f2Xgq!+|zS%+wW)ould%+zVA{<S=s-!KZUdknB^wd4H{6
z=L0ncN{k*R0t<`}xWP;HJ?>nl^k>xsu119ChL+`-oAm7W8<9>e-&zCpo;3Rd0=^&)
z03=daxu*7Z1=}=qB7wleeV8x0UF5|y8``HztvUn#haS&QJC(7=h3jC*O#{d%o<Zjy
zF<t--4}cfJf3L0<*cUj%hhl67K=KeLN;athSP6~jcs#Ga?|(>e^+sEr<9~EqH|Cel
zjX&xr(@cj#O<lthwpLhJSj>Pv2jpe=3O_$FJ+E_s5$PnHye~b4h{442NoO3R^PRET
zh*p&=Q|D1b1XN91$n+Bz7%*P#FZ@;@I+)~l)o#tq{<!7$#1Dq9;1ZH|j%ENu@wNX8
z@<DcRq>O;EY<RNPjoUa1hY`bg-9+l;u@{Txyt>eAgR<hq{!-oo>8scWdGM)b7tNs_
zXhd<DnKmTfH@SIL19AR)3nWWseX-EEVF_I4k81FY(BilbRpHY}Cl6=q(R-gy%G$O>
z4Em1*HB(F>Gh{Iu{XNw<Y521^-Ieb5&6XzMUM!#r5f<#WT`NF9BYH7bp-ekClXcVm
z?x)5{S~4s*8BnFso1?2n_|gI2++kY7jLmslfjAt?*0qA8bJit#TzA@ye^Pxz<_73a
z{>4i(S2)wjzrVl%P+jBQ1p3uc?qx1<HkR(C5%o|*8f@6{($&h@@|UAHAU|@M(Hljg
zbsjqlwPCKL^jC1+pF)DP*qIWH4(~VzZ>Vyu#Rb*&x<FFmK}+#bP;0s6&e1<^YnX>A
zO{+IYx{=&2=$yA-dXRr1WYZxh%{sA84gWeZpUL-8u?pxah`23{k3MqQha!<1^f~_B
z6O7-HjHfEyci~$%ed>$yYQzpTW=~HrrsmP%hKp%e0==#xTx5jtxJO_2#)_B~ZYpD0
z*$DoV)X>mSUj}sJ{(%u1PR>8^w&GahkdAVS9kx~>N7h|-&o^N8F*!~60Vw3bfSC6T
z8lJ2$65m^tj_Y`5G`DB8N-iUvpP%muG#daH_&d+c%*^Si`O0x_BN<=;A7X&0;O*yX
zh28*aKXw1~7vs;q6Tm(lN?{97mg5Zq6z6aE4Y$%-m`-sdP=cc{e$GTdmw%SeeClyy
z`8gkH+#*J$Au-rzJW{Bve!tG0S72tpRYf^hZb@hpBN(@N5Df)BooF4GyRx}z&};Lc
z9u9UPXyG~jGlYdBAYDH;+U+dA_pBdDq0!KK3Wy^7(O^J<Y8=#3=<@Hr@!R_Chxf76
zdl7_Ubem35Mv#=0NPA@t&_7-km`!wZYq9EXnpap5o4Q--tWo4_2>Nb}Zf@TMZ48nz
z%2~=nv<{$YMw;;^04q%dusof@Z$7kv&~5bf8-b7BnS75@6xZZyH?PY2l3fy<JU@_S
zc|G#xibbsf_)uk(-O==~x1a!OIA3j{?K)=yfflKikpjU|A$Yurorc)r`g4lkWz%h_
z{n8x<GMH;X*scS->l@?w^EP}b6AXX6cKD=ZwGa>u1?7{;btzQ2GMio2hdMEnMs}_U
zoxf#&r$93`sxJ-^;}r%sk+5WYq}x66_;cySaJobTm5giucm@J9n8p}FH$QVjm~2t(
z$)?M2ny4583)Pt%Uy{V@t&WU&#f-&x#$GDK@()iERB_3PiXa5}(Nzv2q)MwP2ywaz
zUjkL+2uVi`qVNmU189<k<O^V@*#uZs)71`mZGho^W_yFf|3I+uI!>~KS&+0#(HlfW
zLpQ64&n;X7i442|8J`NaO*A%xB4E!Zv*$|T^Y1_m>!pUoXP3dVF$j2NNMm}10gM9_
zPdI>zAtyVENMrR&_-jA~H@b}^e7>~+Y1a`bzmBi5<q=NbBw<j*`PCm1aavV^+J5<c
zXAl9n=fzE3Whay-Us<@Kn{_7`gL6bEEIl^aDG4Ptt0Eki0dN%l%peRPpYQ`Np7}fc
zwTHE`ZD)cois<ptlPQPp`lY(d)Ze^M|3Kf3;U7i{^lw$;M5tSpC4H-v7=ABc%8`(K
zq93JF$w5-o!IhPjp;6_OVG{GgqO#I2Xur*d#R#VM02xEOs+vwWP-*l6aJW2>eO%<n
zOc{{oO_K-e@96oQ40Ep>gU}Ng)uevgF4f&^rdxn3H=FY|4(}XU#846op!y5JqnYvL
zu>O`etp{K%)$8n`@*i%ffZ2<hmNo=LoN>UPH__ttWdb(jju_!}cLfA!E6-vrbYh-o
zr5OQ-D=~0@wSS3m)QgjV;z31nLUBGzb$!Mt&U${K+t)8)*1USXxh=pCV;z`{^Y?Sh
z9CoFl;um?lSi7Iq%DY>XOOavWG%P`7hu&K%CvwUWm=b7dTA<9&|J7vy*&KA=Id_ER
zrKXe`IN!r2U;X<o-%GM@Hw1^7v?cha?N?tSGfJWyDm}ezgzq4iT}pjbi2Xr!PC<U#
zP5iSAM0)hw*70PFp#A9kD^O0V13JHF#hymN2qP*ImS1r(qh5tSsJO8Me-dyV3_r&J
zz>Uxk1VZLk%;A*{MnmkCdE&%C+mZx|2D@?4w!@{yR6(B)U>1=2d87d>VnB@Z>_AH6
zvXKG;t{-}>AAm0fXyueYPlYT;6ey|ytam2=T%7~u-b~pR@Q)dTAA9~sK(z=IXbz`)
z(^VPx^HXlsf$B85>M?zZYajN*pg_nF32FO=+V%~!$-*R|Q*+j0O`udU@9)q;2w)_e
zO}bDkURn$yZ#oQhln+>j7MNU{RKAaepH1guPy!~6uMIdcMOhV7qlIOqC_c(K`o0({
z$XD=Z9pQ*wb5{7IN#y!A1fQ+$7l{F|^L)M(4GN+|M<m>7n70u}@8LCd9GeVe;@x(U
z&X_)MmfLgX`{H_JxYiZ+Y)g9q2G9Q|R|GN_plUIa*3Sl_L$iYhmwS+qF=|u>ZVV>B
z9&2#1lKXID{LSal9iZJiMk2(3{R((CBuP4Hv0l5n^ke<|_iyZ{8jDA2U@Z`XJ?lV#
zhY#o`dw?(TnbJJ_+m1{#bbuxBW0DEbEcOo%=gVdC0g}5f|54Ld5Ys}f`4ZibUQ&GR
z@LMxf$%+BZ_DmDG$jx@22Qa_0<<(KPsJRBdxK&5!&W=q=BBe7se;Fsy?wg53kAr}O
zgO9tafHN^M$#mm7@1Oc^b0l++<o62c^bM`RXq+rCmhq#wD$@RTy}#)C;U4H+ACfN$
zjaZvte+T7x2y|^?H{trMJHb%PORr+};$c>XkA@=FFW!-bv@E7%N}r4<j6Bll#c$;w
z-cjwLiBVIrC26Z9xi722`aViZ(&Jz4$%YShpU>%u{vjsk;@!RonTd-_?FIxTMVz4L
zSQU6j%FV|qfVi&<+;y)HB&DT+90&~xS6r;5q7sPlN_J90QZgH8;GS1~R8oNy(14Xa
z>*>B{6Map<=yudR9{F@E%uMz!)T;DG&y%*>{nz=q^K*$G{GJWm#fFW6DKr(;{Lfh}
z26_6Q>%(ucn0Hq2<?BN%ILySOOi{Y`Q?nKdk`oi5k`quQwJ2(ok?Q?6hgm}bE=7qA
zll(>Z?&rADPWIal3%-CL7Jc9?F5?WF1quQ^aJL}n&b|#<`#Z_fI^9p6_u$%9={jsl
z^v?Xd;DY(2{>Px|U_~;|uDh=v4Enks>RiXV!Fz_!C!M_(T9mCQoc$*-<!fNE<MOc?
zm_N7E_4cim-95V-xFDX%F_54o3z^n8s%8Hw{FF?iaHx7?eZ7&_kb!rmNGG)IvfW#i
zRO**+)p59?Zwxgs1j5b)h@MqXgmIEt;}Nx!_>nyi5ckk%%xOF}ZJSa{zYqKxphNN^
zJm)#CUHtJQuTFVq>V}HX<wHMT4-5hpGeG<lO4?|{uXZo-BUz(<$qzgzZ^~w*fm6f~
zUk(G;CK*G4Rxqn_LJ8%hn*#1(u}en$=Ej8{xcMTHLjN49ub&SN4g$|#t=?c_)NCcW
z=oBjX;>o@<Pk*W6*T^A86tJt69c}vl{bCu$VBkLm9KcL%&$QGr{}5lRuYZ4iq7B9p
zreB>5IpEMrPW{wEEE|<>zK6^^!6S8idK)@su&^;R{6o^hoj073qx$n_-FtHyJM>0A
zhhOc2k1xwp5>Orc%Hl)~Bng=dnNdt>U5fhqKj!^e`uq3!3;_~dLUOWJMl=Gj@tACU
zg0hJdry4k;0wD#Ga$(TF?n~Z4zC0*9?+cJ5Ovx9_Rd;$)#jQ<;Q97m$_$h9H9VMXq
z_@Xgkm|ff`AQ?{}=nebJqkASNdXIDzNr+z~*Le2Q<C2f85KYg_*jPbVH+p98m*X#J
z5+jbsz`E-PhWNlW$CHWKe#{!UP&woiF(`d_N61&f=v}SyjEKip9q@XhB=xQv@Puq-
zy3lO72<ixi;+ita?3K^P`ekN8b)Dij_Vg65x5M~fn`m;C3_h-5P1~`2clh=P$>t|#
zN*Fl;Z)9^t>(ex+Pi^xVue0W%Q;db*M7hhX5g&nu1W%F!=!$vqZ*wzvBfp?P=@Zf8
z1zezPm;w3P6oKhvppMsOWs<Y<7L_$$8J*1!<WPu~>Xe4+#XMA32_iUp{)GO6rD>#(
z2<Bez1($K6OLSzRN|D3}G8}XvQDociU;Qdl@sHVPesWIyCxwgvla)Z&=X`Ai+g95I
z)rB#z+UYl#NFD5^A9lPtt7a67x8Rz35gE;Es(Fn=_~MPuTvl(d97?LCFuLxjz=EZO
zPOU}w$zEBfUUEsFUmvBB2P);t?27>}OOQ|pg=M=Q*dxXPOJvjHHv-hI-6o1SVOFMB
zaq7De2T!p&a~GFl)iCosOsfdQOA@z#Rg^)wVvV}*V65QHV99{m^TnMm3{+p--ftLe
zQbYt}1Yw{~Dz;^PJpL(&M=!z-l~hL}SJ7hKW!rjt4b(V0UhVKm0-1E##Yk<HsK18o
zX5;I*w$ci7A<jcIXXQ3&hQdTIDq#yW7n0Jl29JV2Ut73tymASNm9zJ-ol7DfI-}ev
zOkJSXl97yORNlN;twoX-1Q#WR09fr_+?7!QYnq0I#;m|?Hbgd>>wEuUhQvR8dOKnC
z@p)tI-2eFhP-1Rwnc8h4xsN0XIK7X{ivQz4@*}d`I<9Ak;3)s(+b3$ne*eOfp&XKr
z&af90mPngr-uz0e7*fctn-u(LucTWf_l}>K)ysXs+q(Bmy%^u1%b<exu4?Tr{>{=G
ztk4chwKsp`*vQsZMcwLos&P;V`yV;;AF$VVTtucxBRz9vQssYwa9<?~3c@F^FIVal
z6s~m8UR+Lkja^7{utkAfBUd*?_!AK<OS;4i8|;>T!*?9sw!x~+tNc7lx-j;)Q`D%h
zzdzf4MVEZ`q?aO4Leu|S*^?Lr{DSCb!<1N9KLwVQbhrawrU%X^s;cqqlyy4YU+rRF
zBxduBKlCQpI&bsNrD}UE6AEyjRQ1tN`z#p{g^}>4Od6TL$%d;a%qy8N$%b|Pb*#50
zu?0$${l)su%O<xzC}x+D67uE(c3{0tq9~4Qrj_V!OyRfiX&=^uS9e<)<MhlFnb-#c
zP&j!0&#_rqWJ%za5Hz_XVBCcvi|2~Jk4hOJ0)b9B<FL>Zc!Mnin!LX)^d#1U&qC)6
z=Xe*d#Q#EmIN`gN;KoSOi&%v&<iTBP3WxqMZzIgqsBuSZeQch$Bdtt|@Mz}gYnS^1
zp@v8%&DNI{Js)pD9>8xe1b^Jv+EP~1mO1fzUAxtD=3-7x`U^_LD?%A65|+cxzu~qg
zNT4FRbRzJ(ZWqbIOjN=1?+Xw_)pn3eVu7^cgK<Hgd8LA;l8naAOX&nfDwywI{HDw#
zePToir2^MG71hcNGD(Ke6k8*)TQHTtb1<bG5L7(TPHg4UE>hSgKbD6xkH9Z0jO@IO
zu3P_rEY`%G=!F>mYa@p@cO4o6nGewYAc286Adryo<v$&~|MJ*o=T!VYuDc#WvR+*(
zkncx)-QJ8E*xi4$fl!aBj~0TiT9NY3C+|6=*W0y!g!9?D;)9yKe}Oo<YXYl;$dCEl
zREbrbd}jv9b>9?QDQEsw8>l%EI>hE3gl@ToQch2lpM0;Bl@d7?6k((P(<iZYV#Tsq
zfZq#;=-=ZgmVPF)gIDO>cR`8S6`h0i{nRA8gD8Mx_jYS##ejp`O*FP>8pA{GJ8D>5
zmrocY`en<yhB!19zlH>QA;wNAq<?rL(P3Z235Luo70QhoIR!Xh!d`U9h-Z(Bw>R;~
zh`vOl3YD1me_2*YEUI|^GF0_DeOIGx!$ySQJWNsXtmB9!hmue8+EOB9<%bT6M}`|}
zOia41gTh-A;r_l|H*~%%qs=*tuFGc8j~iggdKWCw@hspr)-XNTRdtwABU~yY;T4Ir
zg>p&4?I9h#TVFyKSNX(`?H-(nlv`t^Rt8Hl@!B<eJ5{Q47i)o9VQetT=T+=)9{A$Y
zG*_a4l2S0mEb1eBsX?qii1*@aF*FZBrFJV2TQ2m3su*)TX{qLJgPdd>Gbf>x@5mWh
zS}K*#%-h=W*b0%YCS*+Dt-pG+ll=2eURpfpJ2IayA^iENRH6=wu!e3Gx!$CHa;!Sn
zu1c+_f~e75=n|BnEDBfeu_2YlX=lst#6(P5kO%spKwi*u`-i~@3r1BHH|Go|<O3_p
zCG3#&YvXO-BPgeg)c<zj1}5z?98ddK;eQ&CYl-}VzWh4T&Xbdynh=Zot@(t#U`V5F
z)TcC50$s5Nk@9`~B}Q5qUCClg`lc+A8YoK_(<6PiN#`n&{Ad&!BqD<ym#c30CS`)>
zornYL7OABT72Cmo?F~i=F<cAa)G}Bs6v%enceW?MjTP9uoi5YB#fK7D=u-zuJi@&f
zWT)?9hr*w-?xKz+Qa>k!K$&RR^`*p7WfP{1OSpg$BH7O~v+8`Z>@{<;A2@n#bwH!#
z=xcvKN%2xY_kAEn*TAnv^GW8@TY``-&?Ojpn+P`sRCv?Gfjt-~xKUq1$c4Hl!-B9x
zP2xl;GQYTB2~k{G?ad%@9(5N{Y7%>Wk9_((T#O5nE-pjfb%r1RW$6f1j+KH>DAOdw
zhX$ra?aPSYR<wTOk$|Ql(a)c8Re~56_z$bA|NiHk_&&FoDMy4x6_CYw@?TAw1ZHBx
z(1CEU>GRVCs*lkttKWw*p~Qw3Z(QLj3>Qe}Ypw8I?GXO^4+RMm=o5gX-oU`1iydGl
zj3#@~a75`rzoK*FIOG);W!T3|#aa=A!k5IB!+-xCK^<gQ^%Ygr`v79r0$-FM@=6&k
z)3F{4vy2fibNyb620389Qbz*IqA{RiZs)p5K&Rdri&34j9fQ!`9*ouQA%=7kOL(i)
zQ}QkEuv5ee+x|+6Y&hbxbvtRk?uY80#f6b04+>Z>);CH4K(QfE=4rdF27$5~mtn67
zYP#O(!rF1fTvMKdC*AyPsqpC!9wCAYGHY5jLMp|?A{jKgf}?`?!|sucYU2|M-_S`8
z&^pEM%J^`1^;>2`XHG%{?@{+OoeBD}Zcaiz;up30DO)u5U`!CN)296<p;?z&9lL$G
zY3_id$lFj;({LelwB3K~ySkag)7DFviNuDMZ!jT-<7rGE|MbB+p29$nN)j%^r{~JU
z!X~IYq=A;L<Aogfuuqv7SR|4pZ-hQ>#EZCO?+)oZTwAVr+K;yw=Ng=Jz&~5qLGm)U
z`2;lZCEE4z;FD?%@g-iI40Mo1;JsQ6)HmZ|w?Y!*E%H<fm4Nx3J}ZwKoOiJ9gjBkn
z39>iyL~4S0Fp??x!c*z-c;5|;8l8L1I88<vX;fMUyyxv2BhA6=@=ttQq>(EI9_bGG
zbMQ@tz&qG<ci4D|JHQScSf(fbH`C|Hu5bwZ2eVuoMa2HBr555iU@{YETW8wJgoQAA
zTvVX5SmKRXLNM=CI-@sheqITYoDSpuH_ztnwKYi~o@NFL$G_myW6p|k#lf9h>|&L~
zm_{ZB!H|RKixVq#<S7vH*#8B|Mwd385~O`Pz;i1n+C%~;_y;8H7r$!`p*%f$R=}@d
zj3O?WxkVr@@o-vapt$YoctzH6_q|}rKMd(Fp+Xp~rLzhqpwRCll4SCD)%wI{GJtb=
zxb!wj5N!Mat!mr7-X_8{ZnOw8u2+nz>PAcBq4AWKortqouZJu)H1uQUBf8^a3Y#|X
zw&U_!lND&7PQ(B$gx}_Gv*M8>Xex5|*`Ez4=2!gH@0N7bbb)Y%+B#`CT7nwR&i6rf
zGDXmi`D|;{4CtT@Ho*4|g3R@1<>}Gvt%>qns5l-TvwB;Oo{tcO$*>wzgq;Qc2#Q4y
zkzId$K8yuBxCK=qoAyW`n2MW};~#$Pd3Z#SG>;_Zj~*<oOZzMqQ^E2UEes3xO0!do
zOlB?qZ7|1eu6)iXi$YE~469vaX$`C8J!LbeJBD=y)hJEQ%A4(RtyFfimt|h})Dn&|
z2T(jA^R`8kJ+N;p1g>~c(JkmK=-N7amI5m3>Xve=Og^hGpKD_~E3Jb0`PBDkGZV-b
z$m2QTFI;hPjz{&RQ!h_ceBAFmz-rM`gGC*7d$9+^G@!;~&@r+XAjCMS@NkQEeA6`b
zGwYf?8`rTXMBulDa^dNfp7iTg2V7{7#8Ek;B=}q<Fv{`#EugN!0c1>ef7f%tf`zZ=
ziJ3Lpo2aI%;m4qc3U2n()?~4B%2_LHCAT!$kk+5yeOsS22b^0OMNqV&;HwCC((PJS
z_p3%Guu*%fqFy&->){b`6_H)JtcjJlf29zLw@_yxE0fO`^3JTINbsMD1RR{f`IH12
zACBbwpWF)NdRg4e-3O*q&BEhw+GqRxILS%k)1+(Uq4{rXl{F84uxrGMz`L~Vl{Q8L
z`ANvokj#kSlPAc3Q$Bd{Jy*QAm)$6ztF*ydM}MacK8v=vCEOY{kDYBkiX1FzYu42E
zREbmOxQS9>8dOeYwONEUovLz_=B#arQH+Ca=4a)w+@VLYO-oJm_Kj<@+s@OsjbSxC
zQy|!WR&b-f<%(?ax?6K?ya8zi{eS-%f^F(1(DZh)D3%W;)wo`f{q3+$@>!#08O8}0
zT1xGELBh4HEQ~jw(&O4Sfp=cr_ZS46tItEn9;ph3tQM#r$9gf6Sga>=r*Sn$Mtm?~
z3I;P_pM1K$jPGF-hgYbW>G#X$qE$?w$!aKT)Y@Xhf4Ov;KRJMnDBd{qvw!pO;d}bL
zZc=SGJ=U;TWFqJ$NI_M+of^jBZqf5*f4Qm<v}AO2kq7<-!P)9p`46k06~`33KAOOF
zMkQc<;rsY-SLJYqSKxCZ`!AxmPOJo-?{voG+yi^(k^zR5D1?zHi;%eL8cMi?`}uvv
z;H=KB|F<QJ#qyWRg}ZvaK-;wejHU%(sd`@f&yQBJz;Z;2#SvfgtHQ*fvw%q^?S>O$
zVw{YMUWCES`|~;*C1K;2tNmwt)@Ji~?gO`aRF{6~3hLlQ4u!yje(1}bc;E89CYwHJ
zbz~~B>*3O9)YBEISA(m*{b=d*J!A{fR#BCA{Se=L?6MAYB_d-B(*<HAi9P>^w7(qG
z+*dd<fd+_KJ%N#iClokE+#*IY=NyK8(Nfw+t6*Knt3w^)rAqo-@tDoxpQY@H*dZAZ
z!{?oR?OGaglnThpHClM5IX4L*`G^uGPoS*_7g})9W02|bEuVi_`ymlmYZ!)bwR0oi
z(8f?^>+Z$r6yl`DZx=+C#do1;sXLz>Llt^U9}vx*caA{=wG;{>#AXasdjkqAJg<gl
zFh|3lP&gXM$dy`gC$$yBY$Wn@RKo@!zk{xixNixt_FP%7AJgqHVD=-tTj~>UxRreS
zDvvvV>uGr+C~)TK+eq(U1{nh3Hy{!?C=RM{<%rRAA9IT6^wA#fh45tO4x8XmFO{M@
z@j7*VU2{GiOT>5dTB)i#AD?-xD6KdX7HiU?d#?t@xTt%=G!#KICwNbFm`#3&)?|(w
zA*2w;7TrZ%*UYJmpV!yAf)bE;7WKcN5Ud&?f7LiRdTsn4Fc%`pn0ZmP#|DiSB2pT|
zIu#hc;_O#z@e9S|DLw%oar*^+u~C<kK&FRDa2+Y5VO+p44`S7Ny>cU-%oh&=rzA$B
z?X%ojEfwNVJ=#|ZWcZUCd0&fF0OMu{9azkHSG+q9bt-5bu%KFuB9xH3(?9YUiBZC`
z2pH)YhTm8W?XqW8%fBAAKBTn=Aol+0>BM}tT=pKd7#x-ADAojq$G+m)fDIx{c3=xD
zUmmT<fBKZfS;1G><r^+er~1m!5{=6p1MAgWmj<+;sVS9j^{ecq^?zlUz0O@|ytw7L
z(Spq1@L%Dd{mE%15HOa=U(}*f*_mts=Bk(1&YI`yhWuU9SYdL%Nz}G*dtHob+H04k
zw)+@Nj9o>C3{@gA3|($d^n0pf;;874Kahm6&OfF~T7^#c_fEZ7bLJAhpZ8~M2RWm~
zL|)i1p?B9QiwZZ^I2Q%u6QN5Q>g$TW|Lg56yrTNPzmEbA-3%cxl$3PKhmr>Al1@Ro
zr5lD6kxpquLP|OvQt6VGPRWr*;&=Ey|HH#ttjl8E;au*yarWM?_j@CpP_m5`?4qp4
zngi^uMftM7wqA^H-;rh9kJ`P;D3xHBOx$1t1sHd6d8wnN_PJWer@4V=0mV~kHc|Hc
z-wfL<*~<nLsh!8AcV+NeJ*Teev$cLYYgf^fOjZYqSr4UaG?T(CP7i-)4I4J{FvvjZ
zZ83dKJYX`)U%Qf>pRzrj_}{~|<?0ITW2jb<x314c+<7vm`PN1sHD7fnMvh6AgSZ>h
z(J69nm5McnMYY7ko7#6{B5D0|O=nZGd}Yf=rmN;`-;?zz$MIB(+(0Frf`PMdV75*c
z3S=wv8Y(pZ#2)S|8~J^4z+E%@ycji8m&n3aM&0AaW;mjl*KQs6Y`WnlxAQ6hNe}AW
zBwqjUUq57!m&v#+djICJYYVc<gi^E4t}Zxt;;QDm5Euk|RC77W24HB+8|9Y@tqDAx
z+l)+&-tdab6WiFFT1#1|+Q=F7J6UPfdbktxn;Znf@In;p2cq-Ua>b{<8m5gOwNXHe
ziELvb2`W#cuV_x)*O;TcHFV0;o`nwZlA-T?3sN1=b@YCliy_y3%LL&6LeMK3^OKh_
zK=FCNhbMChVo5Mqoec%${G{sPpnM5>RC``tk>OB1mXNMv<=x*>FXMg@UL?;D)i6wn
zT#d>id?=?rr~q#iTa7rKnpU5DR=JA;xtX4Ks`N61akO0neU}AaRS)ucU0E;@;zSh|
zj07=aex4`DjrgY3h^GLnf#}SvqI_fD7x*bv$93;rkm4|CFtI)feaOrAk{OdUOEU6l
z@@q4dYWK2NK3Pj=>du7bugA;bF?EK0JtuJckU{H7mh!N0Yueq)!jERBB6@xQZpJvW
ztW4QE$N@eQAIZ4(3<5kOR@Dh)tcXKRN``%SFzA**+cBm#2`C-fjIo#TkVrg9y4B0I
z6-7E-8#_i#j9*aDe%CbMj8x3;e2SQOcZ~Sp=D9xV3zly>BvMhO0y1=vh22`|K{!~W
zk0iW-^YCrce#FZFql0qv;Ck&K=lbpV(HhbludLFB+6xrT2F7TJURnhx!W=#!iKN=B
z3)9Ot;SR{}>qu^=(^ezj-C~WjQPBwkMJQe>37bg6&o6!erZn>0EoRC8WS)$9+U3Hc
zqN?M~vGB+pGxNPg>bFT6slPa($KC;L0tb82Y}k?P!rp+Uc35bEm%`$zlCOzAY1Eh1
zMaqb@j-4}3<jcE_FvWz?g)0;h?23>E2%;o0`~PV8YDgjIpoeZR?9T)IqZ*v%x{{+?
z*uy=K0caR)hn=T3E^66_^U$bXj83WKX*|WxbL=}8q!!3dh=+KK1T45|)I}=H_}<6D
zW;Lt-eH@TVi7e0LaaoZJy!PRAhq6D^+U(}SnF?anr#W9}p2}71>B!pb<;#fPZ^(41
z;d^T2*ns-h_7rjadR?V)hOn!}vnlUO^Of%*H=<sg?qs)wAK_zO)n$qZh0cS91#-}S
zmf35UC`h67_a%JnMI!wap{*&_vv?bKrd}+axL<eVj(jt=8FTz^I18i9%OHl+LBnqG
zX@#5}8CoO4Nzud-YwD{X@tCQ2EYKDj9jzuVFDz44*l&2Gs2i*fI_m^fj+g#(=G$&{
zW-uvad(y8XKwrQ8&$-j;wAC4+yCkArM4+ZUAAZqa6R@W%_nw?kK2DwqY!TpGW?UkK
z^R5-l0cG_?JXaMf5QENp?`z}bmSH)&%rEFZe<*{@tIIznratRotf@LXLt8~r2{JO{
zRBNnHhjBJLxBPMgyHi7dzb8j3P<d(k2p9D{ME9Jn`@C`;r=nKH#jd$zN(A>8Q|pU9
zlkZYfx`>Q_a@4smG?|O#s@{ih=LYiH84}@^#Oe5VU!RG(9Q}6C>lE*ZS(mA>m$;ZB
z_7^!Io~|+t8vD$!ZctX{)~_;yyh)0W%qEtoNli)R{kwU;{&$e8v4ZQ^IgAdws_jzL
z%1T#1iZtL&UsAk8pUMm_?hh&YqUtw4iA;QvvJd4)F~o90m1$$@L-BlFO`Mb_`b~t2
zfwH^{Nv&R^IdM0QZ}z*Vg0fW%8a?El$3F&-xUHszDi-Pl+(@H8hOrlxvAveKq+(d|
zmZ-J;$>Ll&lWe+mhFpY90>3Z3D>Ozx_j9*mVR?h)2eJ6fPQ})paAbY?YYpwD<-{QF
zjj=DT#GE^m@#Ytcu>Q~sByqUwt%3}X)r3rg!_rW)BE*?jv8OU<CIH_hFgK9jZjrGq
z2ZL0G9vu}9|EK@Wj#T1axZhN~W*hBz<j2gcj{0|Le6i%&Xn9&3eQ&=FdlZd+!JVts
z`L1~Pt!m$2Y*-gZ_^kG(@d+KiXLg63_ko}-`6~m1%-#xMaz)I!Ka&PIY87f5*HBh~
z_6#&C!X(~_WHmTh-c0SDZ$5wI8MY|57)Xsea-cdHamLPQu@^2#5Jwe!`>eRas5AO#
z>z+ne-2aJ=-@$4zl5e*8t!e#_F1j-wa&piX(YX!zWO>9;`SuAev3StQ=eT4NSl+t@
z&xWh$N*-#*DI3v_4>9bfc4lCisGKDN$L4BDH=x_o?a^|Sz4wV$eM=Zig2R5l4V&QQ
zwHd3{=yIH|^&x(nGZg|jZPrWDe_X&y-kt1DE-d1uev}u<=~mp+7cO~Go(CUdS}s4l
z2moM68?Z!ZyPY<is(PE5&zE|zJkkeq#Cq?2aXZ^?PnPsKpzk}jUy@e2_2v~h{cp8w
z$Jia`VD9DMz?PiznX-3pKDXE!RjKy;UESl_nOSNIV3x;k0>gI{8@$Okh{^|?^z>K5
z$$WRRC35P8Wdcmn3`l9&54w2)eCD3a<B_}UO9eXJ+ZvZ!ov^EbRe!*^(uiN5n_@{r
zMLtczHP*#Zh|(#$wV85!J_3I3;o<?}hLRlrM3OYyys3Of^sMzJWgTF$;F{LhF=f7i
z;_7vYOr`c7ogDh-hdcPX;tN#&OKP*jx7u3o!{+Vu7nYRnK{xqbXWEQY{3f~5Z8Oo^
znUUCRVI=gCsIbNM`<rem>j05YAlyBakj5fNhO3pRt(U;Iv?*Ej_E10wx`GJXohl{f
zx>>%b)-7_Wu1@zK`dpy!527W37@LS%$5$9iBd{~Lc3RE#|9fDR<9Byumjt&PCzp)(
z7e1TPnrpCR{?_p?W2&wWYepwQeKN)d4{20h@I}dyVN35lnnFJPS$~U(ts-Xo$iC8V
z5uY27Ac@>8bI`$*hBh3{{`8U<{^fYrBah{4@`gAuLC~TH19T55jMq_MEaEfKjQR+3
zu1oydXZE@wv+l{lUV0V<U6DZ97J()-50C@IT%B=k*SJ?8Z(ptgEpt4>1{Fvk7X%u%
zwJT=We_vYGT%nPlh-(~92i9=&RY+2JYRrnR3+R>-h9Kq7WUwUy4}Z$fwfGQ&sO4@n
z;W3((`QVm{=-FkV<V|7by1w^YVEewm&?+PxJS?e`6iSVEK`^b(!5}jU+;V5xOM3YT
z@GK(g#QFaQ2s(0^o$g$e=|Icg1+;-i^~Y0MYCP8m2}A#`O2W#@Yk$(wgbF7|$wH%v
z6x&w6j4R6{O&I3CU2m4ae2xx;yg~KB_IJy>eWm+i?l-FkLUMm&6`@^yLh0x0Jaizi
zjGZwJdYDR8wf7StuSHmU6dx1TqyP8gd@EmOSdl(6<LBXQTSg_ts5fMRg>g`9*T)^o
zxmu4oiH{B3Pqh*ssZ2f~z<P~=sNVuF;qQl(Uv*@!=&i+kFsuAx%eu5jqbf{3sX<RE
z#ZJY-R<Lc$JP!JzKlu1;*co*oU4rSb_k<i)`c1czQb^gbU-nQ|nH3oWEM(E`WH{TU
z3sXZyp`nN%o==caGfEPLCmO-oS*D^?QwiH_A*En7);8)w-bPLoSv?1T^PgQB+%8Q<
zKa~RT%m6W2L##Fu4`@+7<_O6f0vC~s%Y2yYZ|NExl5tQ(>mL{+vPdIdl(_LcKlt4Z
z=(aLr0z3$LZMEMFXT-8=xh#}EA(SG&6vW~$;wS~D0J>&lol9Pr$>7;WIMB~-IE*n#
zwVypDI4?yjrmog2uY^t4ghZyz8G8rwSoYCCYt?T#P%;JV`v4x0jzp4(Q}GQnDAS{9
z%x&c5YKhrD52q(Ah|;O74Zw^R&AC|iOQV3PSx<e@;CGzozazfi<bGrRXX9s^&>v&k
zmXC70bSc1I1LWfl+h-&cI82BWL%fIO$IsU#jjS14M_Lk<m9Ag#D9exkC?xu^I{Y&i
zIbLyu_Z;{#Yb63^-uJn4`x!JzJZl(9{hus5S(VSO8B<^EJGjiWr}&~e={gaSPi&xJ
zU2rUyaO6{`rjXYrKF`2WNQ0x8CNp)lD9K~*`ERqgFkW1#gjlWUb(IO295donJ1uce
z&FcR?Btv}<^rEy6&6Jf$Z4E=$X)H2Q0&mx0BW-^@!E(8;TM3Hy`~eQg4!qv2SguY`
z>%2{v*Vv+|Vs{Ik4TR94Nkw%__3|;$xJ~fmDkgqpES<-EWcK>yqiwGvrAa20%e#L^
z0D6elIfema;ip1QZ${K4lCrYMgjgMx+A;t`%i}Y_D8{2iZd+hU8vgl-72T3*18)?a
zfw60%v?R1(?#bHt7mJV5Z4AX;hf9OesFlSanF92o*$>B7o-?xP_K^70&Q05kFrs`{
z&_2NX{H4caB8t<^vd-z@+$WIi?tM2b4cFV_+yC8|b}}lSv{%*4>!hi`k0wBvoSN)%
zu<~k5JLP8*GfX$sr3vv79VlcsQ6ZYTy3mW}{~6JXUFHQ6Y?e3D6R+cToXfR*TF45Z
zbLXQb(hSDRN;xN`S(yq9BlkElP6&9?cV#{<@3z6hlqEu+nM`Y@%f`x4xXgjSB5nP5
zgEjIKJC$w^ih5^YfcX85d+PlyS)=K_#2`)?X)od<>W&uXPQ!J#TyqQtpCSgGWbo)7
z?gsXxwHOzY2QykyN5`r4jxzQBMCjoH2MnKDMd&?P1OUdf_~z(O`Qusw6~jw_lD@?F
zAbxFQZv|O(5iIcu5Wl^5=93?zlSco67`txo_~^;Jq83HDM!DKTpo&)(jPQ~`Or-4L
z8R`pHC@Wg~1H-G+-N{JAjL~3JNlq+zbb^Agz3jFqm}4Cs{D0`X2Tr4VX9X-+iE$MB
zX7cR)K{;kU0bWRi-_c+240c=c+19BjxOYBU>MkfdkqGXL)L2P-bH#|`IP*3sw$w=X
zH%@O)Q5S6$VWo|JMDr`!*k6=Ivb$9R#b$(W1PoEp^feR5bUl9S5^KuHaXz-oiusPh
zL6(pnk})UIN3o6b_V8l$#5c!>CgX+si21Sm(#dU(d&e@Nk_mQIe+7bhp@G#d#4)%n
z<@xKi?qm|t>zzW%Q4VqspFannt&iUO@xrExLEiM1`n)~CDGv_ZXc<rw-#6}>Z|R*K
z`AP25@scgY;<tP*-ShiAm6_1tdh(5~?(T$)jOg~(+JxJ*QT7(cU(Tbds;Yu8ER=5o
zv_bDF#eDTxcElW-2-60XXl1Q^+0G9~<UnF%7#hlvG$VCB!tS4$S?1Xc`d_br2VW9A
zlvm3*CuX6ZJEr^^Z_j*>NORJcd~+WMFKtjfyCI@HPA^C|K(+sQO2gqm?}xT3hYqNm
zz8{1i2)A(!3=NS8NY=_mkF2u8Vzm|H$3Kg9AMar^^_#R3-Ujwl+QxWGEr(fj-FD;)
zsmYQtoz_K`dyz+$px1j;bTp3>oFTmpD(L8s5AZEO#cH)}^(52}h~HgW?hg$lirEhR
z61=XqwhyV%Oi5Z*RrQim3(V8?4Ve81jR^~z@YP=S`X|8JzdLf2*U}cT?D+3cl(E=)
zL6&3IgBzt5(b;3cBkpVJ$s5N(b^0vjk5>tA;hCA4Lc0Bwj#kx-Hg)V@^~?K<q=fA3
z{jo_8gP1mGV$u>iM6yj&I2q7p+_Wg7H1StVDiCw6#Ublg+V~rPQ^V{ef0UwuIPgop
zAXW0k=DE8j9;CF@4SAl+xBnUHAWkk!g{P_cCTzbH8xmlE>vkOxW??AkBiHA$CEQ&^
zi3LP!3~nx>T3VIxq9U(HD43Xgv?)pn2?-&KRCE4#pPPt&vZOk3;4DO?2CIL|o_A3{
zah4NisnW8VJ7_&Q9yw62PBW;!GDC@olveX1n`U<8zeW}0r(##h4Qu>!WV!naJA%=|
zVIe!TqE5S&4b3l~63^K9Ue?Tv)*1p?2a7LrPKOWEp<;DZ8?!BG8_7XIDb5$y;bHTR
zFFnVV{x&E(4Bt&0+95bYA2n$atoOx9TUgLL@tgKfpDOpBbw<=tqTG)Dm!9|nZ+^P1
z&q0#0XTi0ze?}G#l#H@cQlV#_eIcdOp^=f0%U{20$<7=JXI<?>9Pg~BosVOLzPy0Y
znX2ZxsLw+h9Am<zD()sDXD`kgJ@v5#{hG^|;BdHJjRpE=F(hN{`Ig1L-ki`g>Clk4
zQmL*xas6%uT3Kf`ko|u_sq;2S5=ggA{E@QuN7GTXRq(t#T9S?Jb(*WFip)c|Cpb^<
zq=x_6nZ7oUF*CzPZEq~OZp-hs`_dd<-+IB6S{Z=7sUzTN`2U6l=O2h<r2}wbuX3{@
zpQmM_>;wwc31-R(QBzS#{auLu@o$0VTU@x^dyuzTY4;-H;pcyI?)VcT*ydJ>`KnuL
zT>W)eZ7pvrJDT6KD)^s2c0-t$FD)$@+#gvw*-X|Bjg1kk-JjBU1~seg8FEl#p;SLF
zL2*6mkZ6N?w6*CR1p8Cw*k2;qLen~)1a_0QR-(7!JV8kp^AluaW8;q53rEj)cezxr
zk!@I*cSBVn+ta8s_2VIz4jlV+p-~qEqvV<{EH2hB*^HaxLSebRriF%&Aa*p208hst
zEIc~}Lm!ti!KT84e6yB-qeAfU4Ev~<KV=yjXe^I~FW$;B>E|+CM?6N^fYL|?NE25!
zHhhcED^pH$QNLJP`1e}dAc6v0H*|g9?xNl-%~)~Z`ue&W#C5>a3|93ut~Vl%)w+}7
zV9Ja6d+U9mx6ePyc22E&w+&7qfr78~=-+a%cy@htaPjcgMqv&;+y8mdvaw;cdLD#k
zWo79%D)NK7p-IRRsWAYF$r?YUW>-7&c_#t8KO_l!CxK7g-aa%R_eO!+$f4zZ>a?Kf
z?G*djKg4wV=f7<Y(a}$2r5rAWacy(AMU**a1Hi4H<p(sKHGtw(M&f@zfA1i=wdr{9
z+oG5fZFr_?b?|pk@4zn}@8kT)uXV4lo85MamST*<C<6t6cH;vmj!imMHn?~U)Dw^s
z1pl7XKR!R7u(ffNj4w|ZatU1hbN2Md{K>QFjuxVLQIEGbw4bD2{^n(05MZOy7EkJX
zevc@RKFTlqyp(T;aB59Vb`_@T>F;0P_?fh`cYwJ0m@%952@})Mv<z;$*YZNW8h@th
zE*up-!b?T}k7%R}JtF7Re*`qV!~yMM!ajc)*Vfjk3J9p+ZX6yLrz_DJh}oKM@XD~a
zrz<%|32gJEegTJ^>NRI-XbQAdy4Gn67%P>HDl!rk1>}U;o-mC6nmKZ*Um@UlVs(3a
z3-Vs5;MDL~Zn66(rbb7?>K7{%u03(zd3vmvnLmQc%GqWIJ?6fXbRN2&vzNGq9QE8k
zB3;gv^7j{QaF`1PeWwSTsOhbXjj$2ltm*$_!0k+pFMJc~RAfGd7F>xKTN;mUE3jZU
zZ6TmJTtBMNT?jFSIlLySY3rM=O$-v3xbpx;ul0oYmBM?~^(!t2TCcSpOkmrH^*98@
z-eShw(dhBrC|Z!HRxa^aPj(Q6vGiKnUEsd*J;_|q6;4i04oJ^)5fE7{osjj^CEKsY
zyVmHzV1C<@)@5eZeOKtHBme!-{lY|5=fQeAu^g|)>$RR#A%<s)jW?ds!^FslR$pJQ
zpr9bB>&vz^oc)1e+5hWBHddcWZz0z!<HIt?r<$cC%Yp6~`7bAH_-?frnV1SHD@V++
z5ecj_T@9lXgxn0|z0a0+Ot5{!gWJc8Un#PstgWmTrV|l`e9g#>k1}wXHA6uW5)yKl
zt3?NcrHlFyEqOnq93+!pS)7CMcZ?dmG>dC^y5Lzpau>YQ%Vl=(eEj$%E3~CW1gu3V
zEc@Qq+~5%<saL`klb9LoHp?*#o6tz#vOU6qnJgUIW)-VMf5!A?V;fy>wyIh!PWM(m
zzku=7uZ$sRw>LN8-NnVi9y<iSErES&)jr<O>@Y8Nwn+x{cyUnnmeBg;*wD+$N6dAm
zh}bc)Wu0e60a1)tozPTH=SIx8$}9H_4q_KK+UK8i{!TwJ5{Am$;ic&O@`BcGLmwHE
z?|8ds)(-r^_BNNrvF3`BlD|*^#(jBpr^ivHa6&?y;C;Kes3?r%D}NFalDzsWN)vBu
zJQHJ@=$OAp9H77B3)Gk5kMI|yZ|@XbKi}}1#0O%==3u@wJb4H94<6lS5EWe%{ZFYv
zsUBJ>*l1>LLk{H%q9_@7zHfnL*lznNW)c(3PYK(I#rU8zEsFzYpdI1+S#ZjeM(3k?
zEjG5dEl;+FZES45GfD(i#Q31D#-?`l_V#Wp@VzD9krvMlcQHeG2I=ftGX78Fb$4WZ
z6<1<XVzt8@uZs>dH#43}J@oMn6NBKEfDESrZ8<uFswgT{{Ho$0oPV$b9|uE2&nT3-
z^*-WHrpV>>H7zTvkIYP06z-E3(K4an;a^l-y!s=7f&A$3L-Ali4GS;UQU|e0E$+7=
zAF~yaEK1IT%OmtlHVKG?mnS_yvXMw61}?5uE_NDl6sliY6{mS#NM9rB#zS*)mca4m
z73%ixgjG+A)SUP)A%41}BS^JSCjs>*2`vs53M3-0qNawBf`S4h(xqR&CZow+i<IS(
zTZQ+&T3y|>9TRb+BSCZg%JM=zTw3;@hN<5p@G9>Hw)TWipJKycu*oCZ8b2_qgbz_5
zSu;5oN6hzI-yx#6_8`?V9dT<)%Fy|R{AOOH3|)YQTrWz7o(i-je$m`~`MC&<J^|xV
zXGYA6{89QhOMK}Y+f`>z;R3B67>O|d*k4}G)D(j6pkUK?cq1bt81YfxV|Hx9;c(Wi
z8d@1*9}Yk_7i@TPDBr7~bZx;`ntj{}xvdiWcAdUb;}Auo{Sv6ZJfD?tE!xi&Hq^ld
zvOF1?a0U@y^k1QrBsc~hUS5SwP2@oIBJ6w0;_K(PidZ+F&TdW@xy3|Nz2|5PVCKE1
zAHIsNMGw<s?<<ao6*l#GvOS``@-HY?GEy=aSS+jodx2hH>rvyfDzyk2_iQcjtR2tV
zA(FO3eAI@!-tTJhSlZEoX`q?ra;|a5p<)J?*OU-{e!*X=fl=+XOE2beCYut2F=F&E
znkNv5>-DK^a%$?@EONc+`?fSYwEN(&brmK|nsjr6Oi#mS^7dQjafbDxNqweIc-$`b
zyUDFo@!ZBv#uyhyHj*p7Je&pA{>S(j-zVL-*MNLQUS0j;oP6dph9ox*Dv3ZG|2uSW
z1d9h-5w;<B7^hiird627XPLp#CY>F8As-)2p-X$IaZz&JM@76!8z1wa*tY+p?$bdj
z<a{17xJgg@9p=6*u2OG?g7t)9vE?0hN=gbSCiL%4mbgBs+}eG0kS&n-NC=HT#=4j{
z`4Iw`P(b=x{mg(Q&BfIf9$WrA+t_GDbe^K%C83NIT{tQ#0T#psSZjKC))f}EQ-3;m
z?9qVjQg|gYkN&v#8s@V>czJb2$HIc~Am;)qw5?;IC4z;buTW7R8t+SlX~?!XO%BcB
zN^@%%_{p+w5&bn8SyM~P_g}r}BZczP{K8R>@(EB;rEoCdJA3!&2h^Wz?2m%;+EGJ4
zs2bUKgb2QDwYb&B{w#|yvjDF)8wUp&X=zkWleQ=j;OBk)s)8iIKqH9lHJIt%bVIBo
zS9W(xy+x0|qoxbH()$Mltgf%GyP$dz_Dj{9b+VANE3>6YF%p@ZnMooEu;AdI4k<4$
zUt8VZ-{+RTB<hN=LwIU%6G&m0lh1j%f-OZvXb9M#qNCD<6FdPdJq8^P2~IeH6gdky
x23<I}`u}#$GouYB=#oT8f?tLFfBitj{iEB)Mg<{0UN02zr6{W^Qz>N@`hP1QKz0BC

literal 41903
zcmc$_Rajh4^espT!QEXOw?J?W?oK0tK(HXe-AQl_9)f#tcMldUgkZtl-QA}6-EZ#v
zpXR$yGY<`PbGpu{sx51+y(>&rSq2T67#Riz22D;@QXK~7MKE~5A;N=CSgzxFz%PDh
zDII4GyN}LpMvi7MN=DB1)^^U;md2E>W{yslcD8TW_}DmDC@q|w?VSYJ*=_#!1#EVX
z=ImpoI6`0$Bzsw1Cm0wEqvzL)LeT<C7?@mAIY}{1_q6?Vx3mdKieDXau2+|yqMk>H
zV{my2YO0v3YHwety+8?X>j+1~^Rf&5Oj-CD78#jgA()GC%xh~KLA%~`QPj02X<_*A
zfDD23`_|b2ZSprcHbE6%8)<BDM8)r~jk*Gn*w@b%Uf|GycWTuiumg~u|2z(mLw)|l
zs0)LR<9}Ty`n~4^xEhD<{sVTmAE`;-SE)G2H&#9Tga)fgrrV1>nIL4m(C~0-TG}Ax
zbODZ!zX|7U-BfSZ`l3x5=3*gX7kg8g5r?S^Ff%hVLRa%nEIO6T-fq1;ui)Yd6$w|*
zMnt!&huBOW?{DTEhgiMOM`eWW_G=_%WSsiQ++I7b_h$*j)2m3wLFALzhP4fST*y6b
zs4<@hd%8aZPsxDGveojEPM-Yn{!Hbtd5`T~twm?4ZcS)(^woy&@z0kmdi9ZYpQhj^
zQ(qgwPU$<LB{D&cS9`)*&&L$Ds^`Fb8R))a2ZT{R4=5Yg1MaaQgG|iUvd;;RPP&~`
z|7nU1pWQ$)Q^aR`yZ~da!EWnn$uIgk#p~*D<E!9dmi0`vq?D9ezC7Mx`<*Q*dPv3Z
zdYie%lV2oqa&lC3biqUH9cjsL%x~*zK6JuD<W}eGIyP>$G7I#Z9DDlu#!Ix>mDBjd
z3=GIIgpOf|h=_W6dmZL%8e)@@wx)t1a`RqCZQd7?+7rc4l$HhMcseDWS_?JR4()RN
zfk|ycC2?_B2L}h|{pncIr~C1W$RFi*2MtT^+u0$qDk}6mJm2=pTfYAO{X2`t?{<fN
zw$@U@+M4C$<iz=4HqmA8-%TPBpFJfQVSk||DMQ!`n}9&Z(^DW?=rmMixWS|keQbRE
z%l%UkMDBU}U`YAwKhN2=M4fI7;o#v(C3Bi>kLDr>y6%VWXMSAG31Z~<ek|eY%G2?9
z%WN}OpKsh7jy09aWr<x?Rpq?*FKT<+q8M883#_u#&^K0;(iXcVkreJvzfRWrh&W9V
z!A^ZVT5MBH<_y~3x3=aXLBJr-GaLG5YHt3<diu4xh6WL@E$KpwoB3b@qrTgMi?2=l
z=^!((m$M!ml}fWA{6)VfpHeO6Y8I#cX^sr9L;h#O`1O@c0qnc`<&62mF1vnXj9vRp
zuu*p~79L)&426$m65D&7W@pBW-N~097MfjZEysfc1L4TM_Bp^%nZCD-+WHQ!Pzc!a
zJkB<KZ5G{@d?57nZ@jPVUH7Lu1&><0+pZRec$d7_nBVx`yW6&1XbHF-{_c;Z8Tj*O
zb1ho*2UzG*{ie9VMCQA}<^@~uU&XV{VUM*a-s_DdL-(^`-Xg6sVlXc6&d!ea{Yl@v
z&(*^7{Pg`EE@1RMck*H8?Yq%R^%}n39kxV+ah$gQQf>Z8A1Z&}a$jz;DvD^dDjLOM
z@(c0p{lnFgI3m^K%@)Or(7U6K4%LH+3PZzZ|7t%g$nccU%g;wD7}x!<@Zu#rqV6{z
zpT81NC{-XPu)ohRJ*&MDJ|4Qdx;gTROgWAlgIx!%C{%&pMg7`gB-=bM0=rj^6A$JZ
zDq<jV`aTzvz6T8!qvD#yngi@;n4fj(t&`bpw*I7d*)~J~!~2u;uf|-(sAi_;Uzwhd
z<=y204lunOU>WUP2SjeW69aCd;)o~90T{?qYCXURe6HdX5+Lvx<oi>ZFA>l~dwL{0
z&h_ltpfIaJ1O~^<bA@U&qj_>TOCBFT{($K@Ug>@qBolO1gjv0qG9;i=gzM6zO+M}(
zh^K#n3YE>S^t`b8SE?(q)b8VB>2r6v0lx4%Ls-!IJrtVEV?#V;;KiEs-c?t%9U=$w
zJB2&q<8aDov&$z#1ATo`iC|QtzOQ8WU=4jQ;86)bPg-51^V%(vQo%JW`L-A~Z4Rf_
zcwO1*vn3gNM&PqrjOB$LwE~Mj-yRK^sWD%3ZE<K>_?`SF1o)MDofXuuiPLP*9&C1v
z=>Yap&BSZde$1r@7+`Mj4RgbP(gk097j$Fmi>9~|7PQg84Fco8@q4__+H#tD?{<^k
z0L&7s+^a+sNoQv+p46yUDERjK(^arTsn>R$5O^G4Sy@>aN@ix}RRIvsDS__;U#kXA
zQExrtzhGMccJq}dz1hc)j;HH#nVxjGu7~q-W$)_z$Mz<Q)`q5NRMEbD|Bm<;#B~2L
zD0HJI499ne+iC)_S!+0j8`v`4n>X>le=Ank)JR;)L7}cki)8gG0|Nsv?O%Xr48u5Y
z|NU})?%ZMXCyk#}z`4JoeZlr>2J_rTn)9!WloW^Kx~wk<Lcp@5=IU)c4(g`(?3dqu
zaZ%F0e{F+Gcdy#!>B54K^66h`SYa!szg#?>!|l1{?!PjU1V3Q!Aj3%M>+3tXakJn`
zF={sRA;hB+INLy>FQU`4op;8>HdyeVGCvhwQun^Z5c*j+WiSNR_Pekb&xp_&YDMcQ
zGI+>bwOncQiTW@U5|BQQB@`7=$poA~EVg>=FSZG8qX=RGKQ|r85N<v0LTRsXLjx9I
z(jP;mn9397`*2J2PX$C(Dyq)E571~Zk1B_?Us>m9Bs|xr5je9`E##>@Hq>-<zpfI=
zad2>|RjOGCuJ>Wp%HDCqaB^~PPZVijd6J>F?J`YpQ}|vRk%JeH-J)W5Fq#Lji{#fv
z;#K-fJwZqsiKf(u-60q<h+<EV5Bx5>nyQZ=<~~Qim<nl6kSBL0OOlp&+>bw4O%!5j
zr9*}|g}pA<LnwS-N4EcK|54GjN&JoN{UC+k{mPJ_&n;J`&m~bJvo=qH)*m>(`x69a
zt<vLk5NlI+#tWP#q1xFD$l*Em;13R;TW8U$KLH3BoDQp!?;30mG=`+Yfpx~m#QX%w
zEOLAYb&%K5h82;6gX1$j)B9);svVu29>##RNqc*H$J~{NJ&`MhbxLBstG6BikJK-G
zH7{{6Teq{+AqwmXm}msB-Pb0+Pz^kHXira1zYDl9X&ZRZy0$D-mK`p%oE^3tIf5Mr
zYlb@1dVf0f>_x5zvmC%<b|;FuA0O_Lg*-SFzOhg-GKSG-xc_G>AWQz2CDhdk!8(Cd
zZ4R#OcRcZ3n<&wa1~a&8D)FZ$f7`9V-qthU<Yc+f%ngzn27W}4is(Z^Ypalf*Fl}Q
z;TtNdFVUip-@#qR8y!q;&vzt1N^EgGFy8!~Tx&HMjv;cLrD`KBBcst^`@a2VlLQ1A
zIeB?xkU+XO97n56WNe#v=z!fu^ct^#@UgYr8E_8P`L7SJL+pxovt%;g6QZ;Bq{+?c
z#_DFO9X?2Lcv>Y;kX0hSk_m<bqe5z!WBs9=&IH5ZdA=QUz^+sI7G`z9Z3%5II$h8$
z9E9#r;AtR%(H3i!F$JTOF@a_DHmkQ?VDh}!rHzY=3tX@z0B(yT`gomdD45c+yFL(4
z(>$`$9fI=K^yA0dF&GZ#ZB-7VE;!&3XwM@Nb6Y_+M=~iUj_{bZLcw}PG&b^K;o#8B
zHrTQIK0RE8mX}>{S1#O~ZACo)7X)XchB>J^tI3|9UtT`Uo7;iRhebj{GC^_Rdwvb_
zkQ9I`fx{oqn###Vymf%5X-<^C*X#N9D;#`xwAI7u1Yi~TI?L4#1UW<}OBEct^B722
zwnPa2?cRJ~Sj4LzQJv55Q}OyazCDA}6$Ahr{{yEKiWLwXI@k{>3ySwsM)Ln}(DnZa
z-~Ru9kz{C<NguTwHb6#a3Wjx7cn`N1x#B^{0AI$&#fcXvrxU*Uh-%v)SeX7l0d`31
z;$oXu)6S1nS$TPCV7uhPo|QIpJl)l~GSR?>1f~yML6GPKhUoXpCgs|0Rori+<L*$<
z^XgD(vKSf`7M875_D<;jxSLeex78kFwFBLVnmUr`jWo>aQODC|eiSjcJVQA3;5Sxg
za=&|r698W$Knm0Yh)zj14k8^%h&A!YJky76-?fF|eRHk*?M?w&MPgziEx7Nq6ZZft
z)C<x$Et6&;<zNy!J358PzV>CjiU`){#+6`_p64&$ULCQ+oa~lV;5RAZJiXW7KJu`#
zDlRnaXm{UCHt#7^%k8N&>IUY717IRP-~heHfsZ7w!>GjJ9zQ%@uVG{}gj*~$*YSCr
znyTJ(JU!}xDbO*rft<N|yH`Q*?6rmJ`Qa;d(qBm#VXB;W)D33=hY8AISRJ6xJkK{X
zH;<T@&>XG%q}_4bFz*-<8Wn{n6HU(QoJ#jN*Z6no3|KzGd-M552UyHp=_q8cBf3)~
zY>7a``%aL4q;y#DtDLs}gw9PjITZkW<PDJcYDLE*_UCJ0=Kh1+HnW;sHnUs|55*<r
z*kI+)(nr$xHDI2@ith$+Ft-<>00R*;gX!CV={I31X9zLEocxu*kn+ZOa{0~^Oid{$
zm}=<vkO(-2dX;f+=$=vvSJ?ElPP5CNbj`=%LI5KTeJ&CWiJ(y3Hc#&Vz|8|dHB~Nq
zTGiFnFgi_+v~N{s=#)|@hpO2-UfZO+&R!As8j)B5E(`;p;s3f*k18A>Hm?fC<$w*M
zK#xi)+H=540HFQyZ;P8<`@^LkfIStzM{{KchK6zhU>Ccns|5(_MWx@9FRm074NZ4N
z+VDpjZth9#^8e>9M(h2t4B_Gx25rbL6i;T~!F|$%Jir27Ux)6M8ngi}@b7PfouT17
z0NMDxuV2@gk6h+&tgpjh;^E;<1Oq(593LMaF#PdNYsT{%0?Sl7MT^G2i%v9(X?(HZ
zdCrczF*LyLgdVMRpvM!2e+E$gvv`pqh#qeN^?{aXfoRM6JUc+AHU<+PdaMtanc3Od
z3!~=e^*cC6M@RWc(YyCHHaBk*BWjg!=(zMPjyxy<3;a#yHZKOyEfI&YWY5(H*k|rZ
zKwYd|@wM032*g^fL;~^GmSYg*Oc5o(BLYq_$OL+dGzvl^B4_|ZE-YlYJX)gAR90Zt
zt7lopYFe=64M8V6#i=1fN09kSdXmVj_<zqv_!+-9yB#S5%>A9y3>iOye*zDFbDRm*
z*w}dcZ}v+7WlXLP7c>i1sjP2;Pzb8cN5~D_S6+dXx0d7v$WJgTQ5S$e+fx-3)hrqv
zz7JV2G@k)4ivVf*R`M<wjRdyRdWN$c00qM)uq4^V#s9+|xUCnO6WQK3$Hd0|$EPDA
zn7bC9`W)I9a@cU;nok}s=j_DQa7WAE3&tiU;%WNMRGS$CFbbH*VdEM)$O6ocj*h5v
z<!ZUX+hh3=NB4lNq9Jq6RvHDU;z|hte{HV?zySm{YGAvYQwHD(B^4DT`2a}Fp5r=M
z`W5t;akSK7s9E+7n!u{3Wxdqic8u{e5VI@NB$QAZD?8KsG%UtUH-TAOS?Ht(#~8rw
z)pWN-EP#V>t63tF41IOiH#fuc@*tzYiehX;L4fNrt_lUn2AN98cM3Ql4&d9X04L(u
zbv)D;s%HB$=+&3<Id8`pE?|h>tHR`HR~Q&i6sj5j{QLqIF<hDz?9XG%b0mOABSw5H
zbUAHee1Co7JD0}q6n-N2e*QTc5k7nf#5DdtP3<=SJGEcrA1t=%o$pR6Kp>D%ka|bU
z^mwa0&OUbE0`Qhx2rc<mIb)skuFh%|gcJPYV)*~;<uMgJj}ztkKR^X@M87`~LZ|}y
z%srX^OP6Y^M$IKD|4BaoQ_K1PCfBKUWfe0md7q&HBNteD&tbG$y81U;!W$sn!eY<%
z7Gr7{I*tTNQ!_J%1(&JO0u_p9*+r{d-=n?7w5vzA6YyNiu{<Q7+w&C=!0DNp_q^Q(
z0@1;jFo89s10jmj@6r2LB#}gsdOisK+!{X=`Ip|mG0M^507(F>l+?~xJ`qTo&%htp
zIQZ6sx7%<a0T==XXi=YkD5b{5$9IE>+6&^JZmk6t5Er(7k=U7DAFupqv|05JDK18(
z5J^k5Z4Lu8uG(Uh8t6j(nSPIQ%F5_UsXS(#{;#%LQt4ovEJw~FqeX6IK^l05fE`l9
zL73uDD2H(m;)~F|ijGBl4p$sHHaIZfFu;wKLFP2@z1hg3<&P%irxtMCXJEmPxV~PC
z9?@V|vUnY~BGkEJAKG%%t_QQ)es_qYT=2$p#&Y~e7%&Zoo&2P5Kz!4>4N_h^Y)-fP
zv@`-m3(%vq?;<{){f_7%67xV$fW-s=H`<<$bgMFn?)-U7$~SK`^c{Nfx~%HLM?~&e
zas&X~!h#lSVgc#Fcr-`KyeWiE5f=lW^&MnvY)le(N$+gkCz|538S_k}h+gVvFbLAO
z_ct$#E<`$xG!u)L-tXSM%SLb)&W<GJ-etM?8yL3wh3BUsxJwZEG69=D!}CBufaw9@
z{f|0^QlP&a>K0~iHa1fv@?c=t*^7{FszacmywO6ED)#48y9W<S`t}XALY$_x^t!$D
zCmgyz1Ye&Q2_RPRiGSojx<BZO#(YD3KDV_%my7;S3J97zV5_g+8cwBGS67z=V7&Jk
z1Xv%WyjH^n(uuNWiI!5{k00S6ixcRz*f!`rYmKm&AZy`0qltg@NG7u4hz{g!X6#n`
zGd0h&{S@FIPS<@MK!b)s#GI}%$GE#X+5)!ntb{#tVU=`hUizf@R((<rbliwnUYfYB
zE$Q3SgmD_`019#CD<u5@*)f4pBN$8`_Aik80P7yelZ)S;t=scx|Ag}-br1G@9(cvG
zib9akWI0X;(!|kKd8Uv@+<Y3T<C){Y@Nn;jBbM1&>y~Q^nOAN4!~|D|TbuXIDZtaI
zv<lx|10D_d#xvh#Fl@i~Xy1zfHlFsXQJ<~-c9$8@DG^O*zIssj{%l=@#!P{aSq`g~
zu^F>#L*Ov0YK&@3B_$ON6=ow=W2;vIst10U^~!3(_?Mq&b~Oz6OwdwUS6g%hbkb#@
zcrHirE>d!EoOmy^hdp5e?Xt5QL-aR+p|=?DwXlc?AQF@Dr7Odj>eA5&r>heYB@D{a
zb8vjwE@a5bv7XMgW~h$rUZG@XPnu8DcXV{(_uS`0KsR%wJbT@zl6L-{nTjd{d4svq
zWJ?)WY6V!u+BZGhPUEVyin$I8fVMc^LZKi=3;;@){KkuCD5-*ym!06V^C#2+<uKDy
zh(`k-i%v|quP_{cBmdWkfb~=Mg3u%zQhblbKzi|J<+9n@qv<aI(4<@*%;Aub=&@W`
zt#(9>7pMTS#rs*Gc+T`-vtTOc4kpU<2%u0R_r0=-a%em;cd-VOFj@r5mty~8>p0Bz
zwR^6ks=36>ist?y{^38uchik#BqTg`CJ+C}N@pvBxJepdF>!E|;(tZ$IB!6oHCO2<
zVydCdKy-6tfK5UH=LF!a7Xa1oH{H>u<ot>W##Db;S0q)@1(RZBQKg<z27V2DR`UhE
zMEd)vMqJc*EK58rOO3<~+sWqGFSbGHL0Z|!cR1Mlv2L_o!s{6Z0&oQ^?>t!)2Iq-r
zf2kuAAdpj_LRJI)8IZ(6%_iisx!U}jjbXWw{w#$pHXYn#lJdQQq_tnM-!YFww+Uhi
zAvP7wSjq_EE&)RWRk?lN@9vgLuif4(4L=3Y(5pC|I`ianayH(keA))8$+N7krlz)a
zck({wbyzm0Dl~D)_b!UP<37%=<1skCpjx(}SM{G!HuY!%HS#MYUjN}VW0aYMK4r4i
zFs7bbO^?Q#R2<W_A8ZZ@-Cy(KU#Gd}!OoQUBER~w49Dgg+iegL&}M}${x$^tpvh(V
zt>@*w9MFMADMG^{@Bu3_2CBCA&4#=0!vz7ZRJQKWzuF^b+Vt{WaS#Kl7&yb>!da-+
zW}dFQQS0sIeg$9%!4#KVhjnhiO-9-CgK45XzUvIXNF|zmKz`I|i_J_b-`v6@(dlra
zkPAbach|53)I_C3t4vWY2NPs?SW-dP$Y-PpC{>Nq6dN`!$>hAN6{Za5znBX+|Md0B
zSPhtjPGxu=^(rGY%5eSpefntO^_ZZDUl4U-uc}2Ea@+dYVSL6AAL@|r+ZMMMM<amQ
zG_J=fgkQX)V^b`B-|`Jq88QL$jY&^eiXYN*JV0w}x}7D@gV5*pV~0bs`>&5^V<1S`
z%{wy>?|i>=yo{hmP(Uj#vG2)>jrd9!IP}86nDC7cTi7U%XTA03{-KKvyXmH+3WD<G
zRMDxbyJLr9&GH^$iKFKt1|>iLjko9~Hby*Q*9QRjTdx+qB1r`C3%bRiSQ0i^3YIzd
z?aMS@a1vjx$A$&a@Y#FeNz8UPP-z4+3>wojqR!wFRNGgDX;{~8#%=u0eZbQ`UY5Xk
zCQ@fZyQ1(wY~^>NJ8HdSJM(==JXbf{b~r0@-kS_zN@S){c!YdNJd36cqbynpxLVAW
zPaHgNtk<(}iQ7e|gKuCq%sIvqcQ<ywZ>vJxpHF#brha-x)`VE_a&o6DHoY%1)%9e<
z?&<YICaX@V7W}*?GZ52q0qfnm8%@#y^{dZ*PY+2eBO*fyMH*potO@F6wKR!@31<s+
z#vvq~Jk>WE0?PIFY6Y$~2E-ixAm*pQIm7}*y#49XE5pN;Z|~{7Oql}7xX;fI0<KNp
zzHc*>Rx2h*{mP+%eW;4Yg!mP$^qiQWw%xI{KWwJLB&uSCbuya~Vs)cMw+;3@E$mcP
z@{^IPA8$4}3a>B!aane4<g>pfG<<COiu7bn_hyf)&9?E&mZAF>;Jg_}eo|opH$ziK
z<3E(<9nXfJl`D@ozU#!aQDRoQEV5}o0XTBg%38h|E1@#pmSe2uJy;DUvCUHJ4hHxZ
z<NFdC0YxC@@9!J|zoJr~(@jDkE^+<g&%XpqKMp2^W6QMWVdurOkfTj%nS@d?VX2O-
z-7jH^F$)*#0kH~;iZTJ>XNIDjwCoEBrR65ofUmUgQ|wzFB3c#@8%UCdf+mem(n=ON
zi%C|rd{TE83Z&<V{^f|E+!_u?*bsAk`sKVkS<=VaFy95R)t~)r1Jl=GFQVBm129Bn
z7X)0s3txD7%H*Flmcb5}h4tv+3B(RMD%;;vLqa6htHQ>)Xv5?kxp)Wi8z<idkCQZv
zw|TjhTTFeOEYZ$9vQ1&2dnSpl2jy9Sjjs2r3EiJe3Ee-!-3p(QKHb;BHDK~VzZ84Q
zcJAOeLfMIyiSD5*4#}4>LFO2qai3G|+LOcL>27e|szFqR`3r4T7sv-*PB&jsLI*#(
zkDZ&rtgx=pAWpV4fsCi0lG4MSIC$KXUw316>-?Nu!5sR-aOjbj`XVr&ER8{&0~Ht5
zI(0J<-zOj2Fr~G!Yk7UVbj3(&oHE&I(=f@1pb}X#4jDEk$9_n32fs4HSfxUSSKR<M
zHw(wS4eM|l$Hw&O6elsabw4Qh^a1(jk6V%wE*40kYl~h-`9PVoo^J}7lm7a#Ul6Bo
zHj7^w8l#rY88zqf@#*k=VewDa!0ZW1aapts?=L)&4VF`10T^&shRqLn9mC~1isg?h
zZuP#^k*sWY@;J>RFuNGBVUC7&yZ<MR(Rx9YVMC%XH`92Dqer{V?02z^p|c$X3e{XI
zC@7fSWg2pvh$^50K|9B#L~Gvn?m(YfZlZFgNrXQ@GQwZ!TcsDmfCal)p02esT@)?p
z28_p6%bj_o&w6#jnlp72pWJ1vzjUx#xZ+DaQuaP*o}slsuIOW+6}0#i@Ry9E@>B-M
zvyf0cRXDI^7@0r$8KLpu;i&LmUfp5D5)Ixu|0&_qA+wlzfZn<S8o4D^>jY)sPva`p
zVogR-m$)SZgto!{@zC84gr%RE?A(pIji-jQ6BRr0lw1R1jc56<qA2H;35vUecD4Au
zSGoEePYW%ge;wGHNUVP2+#uAeAy49iYglk4DbuUFRVhh&bm{?o<*4n79F2tQ!%@fH
zb)~~g>5200sQkg#hdp8}T0s_4mo%@0`9X5wPBTTL_Ze5$m&HWXa`3-MTV)yxi^pAR
zvs%wuGR93dIN9N<?Nx>1ogXfwinMt-0pa7!hnWufXDp4(_CgCro7WXxw&zP*&n+)v
zmkvB!W)C*J1}6JP=sXi2RP5ahvSi<{s!w|#MT<Ij{v;94i&%E*Sbg?hZ9Fahb1z_L
zuug^!L9~09<@4g_fwRN)H4<kWj`!uOD6Z4|zz>#UF3r~;yIpMy-@V924%BlG?OvgK
z71TGzeCjA~=31(+6rjMq0kGAbiaf>>qw#dzCxUbV=jF${qpjw_{N#ypMkR%O<0?Ii
zq>NzW#G8f0An1uV{~TIB)u?fHYQk6lo)J?6)#7}`)9<}hIWaqLnK<ICWsyh2BcWYx
zk4byDi8;9*WmZZVWd;G6KUB8jfami&ZQiug;!wSI+Em<~C>x5@6&=0*LtyDK!aR*L
zZeIf1uuJtSiZrcww}yWHwBHG0mcUv)k>xolB98cszn?3U>f$jkW)VHRoe=N*?OSe~
z7U<Y2^n{n%munc|N@6wBv1V7CtDK*V*i=-+8ifOwT?-MRS<SDCHS)jF1{0VJjr&_1
zc0Bpc8aliJdOlOT-=9~XpHMmO@6SfKtnC>|w97u|U%3j6SHD0yam7vbH`b_>)@!U0
zm+}>Mi6o1A*&>B5ht7eY{L2y6M$U-8Pxt2vwgP6cTS{b;X?2E%Gi8)QDE+%{ZC5y@
z(qr*ma=K=lMKq`k8tA=0{x(@N((%}dqrC!g{ujVwUxzjXmKrR(P?Cmv!CU19+Xc!t
zV%7|Dm8KusImoB^a7T-NXR<Hx^>A^P{1VIdrh*fQ;a2kDhaoX)#khb}BOjWI!C_e#
zzE-7Cy18)ktZ(}LN&9cS^k?3<%ycoc#Y>-B=F~6tNbFSZgGB~$stZiERF%|DxxxXR
zm(}-8>%7Dh6(fM@MC>hTt~!k31QZuPw?XJT4RcGP@YcY)=DSQ*_wz)A;FfZRD@oTg
zO`BK?LF)ueR7gK$?juu&@I^dn{W8uiNfVR6))_#et4g9Jr49KodZoY0#rDrJ&Te`L
zgLIt%{at()US1p}qd^?XBCHK_H7Z5MbYGhpGd7u-R28FawW4%sx*NM)zXaN+vtN4^
z<2QrMQ3x<NTe#2l|M5ia(_0cd)oc?#Hlll`f7hBXvHO#VYnALiH5MNoc=O(N$EbII
zQ%ZH;+3B0<@XJ)O`nw!Y-rBdbLzLl`OUa3-IRz(+>dALXYCT&Q-JCc`IdA)sU2o_Z
z>5T*5skda7!24k7EsFa6&0WWQpPuYy;ax~3Fuc&eD+?v!f7O*KFA^f22?GHT*hI76
zH5Z1hfZC|@-fZGlre8*%fT40h3f_#j5Xy|ziOn|)lxpZnT%fq4BCd*d`5*ee%PKwB
z+kUElDxSymq2c&~QF(CKs?#!T9Zm_lr0eWotJ1BNR|J?Z5qbSh_-2%OnEC$bb0+tS
zJ#O+L4A77>6G@JKmy9!uP~MG2o0RcXuk3$)doDIh|3j5q1Q-@2bDT<7wWKcLL?ygQ
zOP$e0bv~EvbPV9WEz?J%lBU-{__v%c#PTcCQA(dPq_0=RJNCreLHddJ7Bkx#E#0<x
z@=ZU9EZUM1@yM44uVn5AFED#;nw`=0YC0CZcA*@v*QX+<z4Y4?vNccdq>?@+-A>3J
zd5cC*3SOR!)VKLs(M;}~5~VMo6Cgxqb}`98bV^0UF>Sxh?fen_CscL3uid0P`c`gP
zfH7c55_SZQLV2qEJ^!;zZ^%xkUyGA`1e#Ail^=HfvC&HwD&^JIWFLt&(VgenMEEs7
zfmJf;Z(qV-i}$Ja2_;#XtGh&NYlBR02RmL|LxCk+4~8jRdw5kfXh}<>K7QjXJsF8y
zSFi?@KQvzPRHqY3*()EBg!6=<$C!%vl^~}Ugr&cKIaLZOwJf>(w)cxXI@3%ee^dnN
z62vp+a}cC7fi}ex@}cidm2QUW3`_ctZ@3bmA8Y^jUR?1)K#r5z<b=#~n2WvMb*9_c
zA9a>jkoYGD4OjXnr;E>4p&CwMd-yws!Y|h*l}9myvp4tGYllC_z`q^Wl-k1ND-_E*
zpJ)X5(`}YI#EdsQd-9UdsW{y8;A39q!P}SkJ5E}iED%tP?tS$V+9`gUC={^48W6(y
zR6umzT7|(xX}Jqw{1BZrV3x$OwUycQL&03d+>B`6sJ*d{!Ggve$@r3j+5Pwzn+W$<
zNrS7&<PS2gVjcL&6)r9T6sXzap9g0K?ZJ`leJbqO3gxk;9RX;k+zK^13V$INU6^yu
z_p70bTC173O!JW+ph2nk;fMvRks-_o6mRtx^55_|eiyt)w=&OL9(0L`!yJm?iE=j|
z5EWYdffargq^4ORTeOKI$ut^SXb^$ncK9KHCbhk4r$??j8nINs-yY?QM52X>+$lNA
zyf~d0gQj|}H#_m$dR6`}5!UmjYjh|C%9?59!>q6v{Qa^zv6WO_13lvKJgb$M0g-{`
zpF{3<5YPL<;>6+QKuVbZ1ZR|Z-xh;Q^ea<DvUaj7Dqq2*%1hHWMKh88y)O8?_hYuA
zIO?RvT3AH&-&`3Ck=t#W!`8DuPIoF#(W~Psq8p$=h${QnhUV@Kp_UgHj3wG^eA7oP
zyo$zA-s6|S>H!LP42xGfTC|!(`wl0icXw{(hfd7@0^LoiVuAvT#pONWeQZhmr7mZ2
zAR{4>K(>7_h%5Ax^I3F1;EraJi<2l0@n23Sme@W(G1#B>3uVgJ5FR%!wB6Nak!n*9
zYjh-|iu%)4R_#6_W?-SuE*q8iaLLUbCym~+(3B9D<Glrg7rOZ_scRoi&ti6+bMu}v
z2~>CSwmNDhmvd->0oMCl_DP%R2kr60SvNyEW>o)>RFy7f@gO(ar`KK!Jdg8Up_}>R
zG2Py6lFZl`nni;--60+;$862L`D2=4C-H>))d}oYd+j`=FW8goqj5NibiCP9^yo!e
zUP3HwDn~?<?#C{+q&>du+;S1!=OLuB#FqTj>$@5gqKf@A_QpFe%fd8k4kC3~wD!?<
zUhXE(eeq~6d8Nj8t-R&X7}Ri{yT)YIM+qRDSj6Ip&kb46MGAFdw_NW6s(!5!cJ^#5
zlekYjFZ?Ivq)FUmC1Sb!Kf4Nh)_C3FWAE}xCJI^67UWS6aaJ?M#0Z(RVIop_B;>z%
zIt0a(G-Z16&}B<{6bW4S33>V&<yc&bz4S|Qiiu6y7j~uo(wM|Ti`xDcx}6*LH<~iD
zeOU%zfzcaUoQf!C9z^zG)GJ39(tnL4%UI0hysGiN4Fg?DGTsyfuxw1mI@P8~@0*=}
z$X$ec-<^M0wFy7!jeRk5ciQUwUhp<Lqf=0LHqN$T1=g;x6(MflBZ&5hVXj<LU^p)B
z#`8(!V>+Ms+;_=cT@yJ?(^7F{YM3b8H0o<J6rsy~ly+Vk&esA{W9NC4B(>Sv^tyOq
z8|CAQf*#)m<r51G)cv)6)~Q}8IA>)qN+5<$c4hDDx8In*SwnE`Hm*A!L?dHJP3cEr
zZ~Z)Xu-Qvs$Tg7tohooS**wFjClo8MVPEBTqYbm494`!_3a!+^<5BTV-xUtQPK<#=
z7K1F$lr%yaMO8+vUtuS?v<3^O{__YGmlXjx^Aa=km`$vNnhI&;ZsSaOtSBBd7yQ~}
z)hpC3Ll%#Vg%D8{$p&$>cp%(d2wtid#A*BFo~fV8As2^`dRsw`>Non4ifPv?gmbQ>
zv2CBC-wd}`$_(e`Vn@ue`upZq=`?C7nJZsn2^hNI)olH4D(qj$p@NUXWh>E5J~HtB
zOjr_V@A=U<fkjJofx)0fTwEWu;$pYIdue!WZLgg2SIQG%>F0eiF*7M~Ez@}|-f*Rr
z`oi$_^(GzrbHq2wWE<b-!nzMm1}dr42CNE-dzD=jaKqwy3qB%45Dt3BF_Adlz9#y7
zl2wr&LXE~cOpElbS(!t0j}Mxg>rteRW_<83ChtR7{dG}HC6mzEnxW8A9iG~#8iN)}
z^>9~!c0&)o*+w!J4UD2AgY>o>RoO;a9#7k!ErDHaWxO6};qZygCx*#NB^?*+4~5F=
zK_3>c4A=e)t&9z^UCE)Pl!<A*s)pPQ=jIi~o}<WeTg`t54LRyHo^|4Kh|<&TN0^g?
zKeqZ<-DwdTXqNg*r3Cg4P?#~uvwh`rM%uGN7TdErSt<1z!^BT!&S8xte$=E4?zeUm
zkn!u|_8fyGKc25(p7O7J(5*s9J`#HA<c9-OJom=1^-8J;%9h?I*s%PCDB`BlT(ERe
zhKiAM8Rlo1tZaCA9{91YQRE!KuAp7fi7aGn@pW#ve&3oWU8Fau0K;j1Coj@Cx12ke
zI6NJ9z@N^1PflDg8qQN3G5@0@Vxr;-Wc*+qVq2}r%U`&ToG1jPm2u~3IKD4T?V~?6
z?PY>U%TNuZOvR?zDICiohubYrL4rqzrkte8<R{pYzLfUMhDSoYWY-=)y`$1&5fV0r
zi-Vl3MzBlYKXG9ZKi4Q|q$4TodST*7t|SX@GP1<+3aj6$)2dPydE)37M0-roE)uPA
zQ~#wvhzo}PgZFJ*$&k4|_q)<)QF~*mi}Z~+Fp%kO-01<@@`?J`J}T%*HXmHK+wn1}
z$XTfU(_Xo?Y{XWfG3nJo4vpJ&CK`!Y*AkXo(Ym2OBb3<Fn&M7AO3VwH+xtc`5rp}^
zhI(9A$;5RL81ZCsQ^)UoP*##^8Nm)j$spvhp8m-_rLW{^EVR^dfy#l8!HAgj()86p
z_*QTAG-mNG(M0P@&zjv0qO`5`@+17?j}8AIb2f$HTiSF3Z0uBp3|d4DN+-l+LeYv(
z;zhQJ3=LThj;K)+xS9<=6Ss_2T-i!gGCus;StE52@D>$83QfdaH4P%vr6W#eko!d~
z*M5=Kx%PDz8@2$GFECsJ@f4CMH0hK<uSseUP<Q;ucMvXaSrVnLrUuc?DYU4=&h4Kz
zd)30?1v_W@szmB!u^{AJ=w(Y@4ZS<OXIoxYtiN$x<^3|2){$rz{X@C*Xl#&i4dno5
z_3+@s!d&(s@<{7BHmGoX1O;jHr=Z5rla&yP(=i41*!fZlIW*5eR^~uTrhJyKI0#?7
z1z!@DB%Jr%sQtzsbwCn2{$<XWrhK$(!&%Jq^ON2XhI{-e{S3;rMUg=bJ_)bQAn)7E
z7xhP?JyABP+xsXtXEc`euZE}hFR_EWcZ{EkNXM*s^qbh05Yow0R%YDT;5gO)%A{eH
z8Vsy#wbD4Z-4Z`u@2OZ#mHS9vd9*u-;dFm_iLgD^^k!pRV|)ITQzYXQC;GeteZ`ql
z*BS<qKvrv{>Jpo=nIQLp7AhMZy}7u9;!$s+VMR;-;l+IQK9YY;Gwl5A=@NFxc<<sk
zzozoni!-ZJ@1jCYm0Ar}n$a!#gHIBO%KYz5o8G56whTBl^{YYk#h1szW|0j@KC|G^
z%1I88!&d3BPPg@`RY$VOwZ9;L`>$V#UW?R~uTma6?B6}WX^F{@p~v+P8uxi2Z`G$A
zcDasNZ$d^N%Ejs#g7ZF?QtFlpIs4F~r|}H~$r#jngoHf<DgG)Fng9{}x#9<z*ppZ9
z&VVtHqihYgJz6cwo3z;!<o!k{WLxqsMenjO-gJP5J59hha^R?=>u1Q5OwpKGWt?4z
zz1O7NJ6_ESVmWr<X=|SO+iiDUcq*@Z{kBisveo<aM1ft00U?Z;8K_M&A}?!wvk1g1
zY0n5ZOmc+FmuwT8=B~!t^@Gg^BM>j@4`Ez%!~oMwOc}%|KzEo-)UG~1>R<%<wC6&B
zm`%sHe{eA8)6^&X&5h%=@6ilN-+DCc{C)}Im>>TfUU(RIVdwpM_p;G{_TKQPC!WID
z4(oe&t66a-`d$a^8imlXx?F+xg$6Bwi`_4T*yjcP%8edY*5>sKkhQhg_Ly_&u^PIg
zcAfY1*M!V+7W|#d%HD+LC7AkQzorh-Z%8eeDwmFhNH;Y8u4pf1-coxd=ljLFdg@13
zY}aF&{v+=eyU4Z=-pR?RNNT_jK;vPnVXJ@lck)&r>EMH6q0wUNjXo&cO0_RNQ9t(`
zd0y=(SSJq2*)EDQ7#141DacXoOi07XUh8w9sMFu<qZ%ARl&oZx*?UieoMswKm}xrh
z(LY(2j<`S*&&T|?l75^d(hXRxm1LX8J&Hh(7$YTDTm>o_IOC3|F9Ki0-naT97~WT<
zG#AMU{hMEt7I2y~FtAb|8F|TgeDf-Yp`)Ln;@wWj%aF$Ap-C2l>hFz>jsDEv-s;En
zPzHWj{`tjvu{JCSNA!ny6K7Vl$4w`d(8Z;B>&2uqd2>EO*AA3^fJxkyM%TKT?}cB2
zvV!qM+56-gPZW&dTQVrrQk5=>(}BaZM=GAwjD}GlJYkz*f3dSsEJ(eS-_hU7OudS>
zXWJS*#pw4QRkoE=Rbji(!BFpZJ_}22Cn*<6m?%qemcBR32@i@Il3K9M`qY&?x<Qy+
z4N<=qNN;2t!&1y1d%<55loU|oAh2>`b3@@>1S*RI+$yb7(c}xdO^$dV#tN_9J+glQ
z4Xe&ai!VP};i=D}qY2s*XTKXUdiBjg<``Y8SU0IBfvc2f?F!+zd^woDTx{LX0fh=Q
z#cfVkndCueaot&|27=+L_m+*AzR8~@AW^;7l$ZOtqXn9SCeQTj#f=l9gs4KPGjY$$
zi&F@4$ax_8QduGHEY7a^r)$kFsD!USgIbzF%vS<}^^_62))RP8?`O~u^#~wOf9C~j
zG*8~ZJ-M@d!Yi7sUc`0SbV9r&P~|=qJ}HzKNJF5ntdf_v%b{MRe6*=GFyK=8(U9&g
z+RWiKb82pZ6W_P=p{j9yQ^7Xls;dFZU|wB+!qlMJX^X*My{e4-87Yim2~knfE*_}H
z#SP^dLXlYn(Pj%DD)RTnPxFKQ5zw%*4ADwyZmd~SqB{L?I`iuEber!m?XGrZjl~sv
z@+cXRbxLKcyE@l&Ya2iDL9Hf?AN^nHxLC2`blMA~*ILefh3@ghF519-o5o#wdiRai
zG(skdK@T$0M4hW+%A)nEca?uh&<{3Ia4FmvTB(O;jZc&+MK}8cb3^#jIzxz+b+-5e
zRLDvZg(+3*UT*x~K_wHXmTp&Z|8$$$DUXzN>`5sCtDKG*QUt1&)M=A6hTo>&yg-(y
zi<Q<@>Ds=l$3LHc|D4ff<24E5=5`vso~23oRT~Yt1{=)bbF=rwXCy^1PkotdX|G}K
z`?BkNJEq@+F7mGVs{%H*McnsL=Dr~2sj#{1)j^k)-wrFTjSd^l{Vqjmjz#Om{-h1d
zHT!Mn)d_TcWpQixK{;Uurf)(N7v0y;$bGL@YR>%Ar1b5vySsu=JXXW#-OtPCwnv)+
z%-dbFZ-2zal<`Q5coSf>-BM*LJ|wr;Zo{sZ#NSgg_gAl~2@Y`DRt!oOGU2yGeUo$W
zeOY7xT~`<<Yk?+?qtk~}SI>BzL*~#kKdcl-?F)Yk3X~i^mt-4|&9;4qZMJ4o3FqA3
z&w!6!ZHtK!A`6Ayy6XS@x2AjFv_<K}bC9E*`_9|diGaoR6DFf<c$x~l0roNBW83;N
zlrd3W!DuxCV{B(}Md)@r7Z6*)pys6~VsejlEYSKbU-T)X7dv%TA<2w!n^`-Kw)?zP
zm;|*$r&|swya7!&E{0a;s*n2eXj&ZX)jcdNivJ>9-1mfST^@}ZMqGX2EDqi#509Q{
z8{dJr97<-+VrrVEHYTOXTv$9?yqPjbiFBrWyH3XxE}LZshFCK$v)EEuUk!uJJ{XS)
zgIG^g_#9*oF3K-`6kd^_6f_1p7OCr;+U>=#x;q09b{1NAZBlqwf@F@)ygCCTDfnA2
zdQ=a+cHXyV)C4Y)=~3$X4|KY*4apXV=ef^ozU<hH(v<x27j}LBt(6tE3scfb$(nPs
zP6vDZWD5qT(E`sUnP`xP-she@gmSS{cyu{;-|yipCQwtB>h;N2CF{*XE@pD4E$k0f
zJVm;-lj5zz@{z;g3ppP&OqV{aIG6Cv+bVAg@MY{#jvQ2V>zF3*5)E)M8HQKb*#%Di
z;AOju_cyJ(i3LAAP$P*MulvP+NCh-UHWr9Rcigd+={5Y&uApvyZLt2_t@m6+7)V-@
z*OXTJdHphra#&q6r!S6{q)<V>_$PkM5BgUJ_apqGua~n69_I6fZ8noo0xx+=#It0v
zPaIA_gV2qOzN}TYrb#tq!|T#RR0K|WM6hVs=i?B?Sm16lN}01UX_P_%=aVYk!T7j?
z;Jkr9qKZoX2E*57O1bJAYqlV<H*tKC@di_dBPlL>44}Pdg_tk8@k6K>VrLAMgz9@X
zI`3n6{E}fB*3T6Dlyb|bG2MbHi!x7rhSdC2UrSQ{T}>0S+-%TFiS>uuZAuRqUl0{u
z483An){|mV#lzW|YV0i=<750PUB`6u1Mc4xZybJYGIM${Ns`_LAp$K@#OjG+9Ga%g
zm$67pf6{^ooC2o-2jGv*_Kou*)YVMLJQ3pJ2~l~C7W-O0LLnWRIWweOc=4IH{h_!l
zkJvA(yS}v{+}uRt)mphDxh?Vs0%~sfcag;WCFs8~|GP}pqh+b=o&G0dYb%HjPquoU
zBq0jk=a|J+qwY?%`-N&OElabr)Hhh3%0cX}^Q7>?!v2BR?$OQiao%1_E|8HvMZV{Q
zcDoadYl_2B&^WQH2R2yQf_FD#_oq|xBQ0>`TksKh0|(MtW`UD_d>XY&rNxe3x$oxB
z#_cq}MrG#=AEsN)9n=&Jgh#GM4ac0wqI0v3TDxrg)vV5z#r`8MkHLveHlf)r=nyIx
zg1T~NInGAt)%{8W6|`=fgO)W#@&_s+qMe(PFCVh#s&#(8(rQWPU>B8Jk}>#cTQgQK
zW&?p<Ua6nTqs;zfw^V@hr{LdiOSwO#4$OJ;?S_?`P@FYCqz!Xw6esat2AZsFXjEbQ
z;wGkr9Snw=yHKKY+*=q%*>5mmonAs_ixiQW{L!QALgKXx$^iy$obJbzAAeu3_}_G<
z*&tF8a=E|eS7w;BdR@IryNkIizI4v2E}|=2y>&mah(@~9npQkDzsX#IcK>CISdF2&
zulz%znJLnu*S#&d_r=TZFhab64pyS*bk-+>W93SOlam+N5)6T{lvYr-k>K}tLMgB%
z!*_SkpH>oTxS0Zc+sU&wJ+KvSR(~EupE^T-UC2h(yT4o&`otj{{@4x|4mX)dxGDJ6
zp^0`thA@a*rZ4O7SYrP<=#c?uI3Mm1yb=>7^)Y)Y!PzU&ll6<W&2wxmr9|k3b)l@l
zQjY36CK<_4V62MMmXlre{?f3JyOUeRt!zAQ>lo}ih*^8jvfd{xwCPU_p`@^WzZXyA
z8dz5nrC|x)u(O<hS|u)OLCwc{pAtJN@Yi>R21)9qDccGTaD+!mEJ}{F!Qr)0H<{SD
zgnqZ9_RrjdYcr<<P8bdkJ|nMf=lMWupiZ7w$MkE^GWKyeP3~7>boR6`xsYc-jlsLW
zzf^|-jfW_tO+RADO|o6|<jH0uiN%`X>Yfs2x51m~`uC1^{O~=~f<S0*P)B{edL_tb
z@ezfm`hcY#|9tEx_s8PzM~*YjmP!36biN{K&~YY>8!>#x#)O#EJu?2czli!J;bJ+*
z2%Et`iPEk~gPzZcObT4Kd%mL$TNT%g^pAd;s?c4?=i(k!jqt5Sui&wEA1~04Z+I>J
zhl35VBF}cAxytc|Q;Y37Y&}nM#GBdb5m_Y;^IFRryST4gOwg^#dr>}@?&+tS6M=(7
z-@p0k6-VrxwsN;yOP@B$7uN+ILpw&bvQ6Z1If1`XAY>9(EwXvoZ4l#$5g0jI?CT3X
z4HFAEs=d(8{(jQ8=zisMJ;y3^r{^)LO*y(WPt89MRN4k>JvyGxRXw%J?|??Ti9%hR
zqJ6Wxx}j+7DfoxC>VFZ%v`jOT;&S>$qVsU{9_i{_HCWVmB%<>yQpIbB{fDV>Of*94
z8K+qdKpoU^x1VYdS}2<^xq2pfy5F`aZ;%+T5*|Yf8F<p4dwSTSV0k#hAoti7i=K+r
zJCh!~5<fkYcN7#NS71w;VjfsIVR07t&gsSxzsa&P9)b{ujgxrfQP_;N$jMfb6t`=C
z^EJJ|$$m>fr^-b1i0ysf^TH3~@F@%0XSlBNZS*+Ic3Kw5f1O)PuU&{8((mJF?zdcT
zeAOi7%s$dRtf@d}Q@-miR+?zAN*fGLYsG@I!l%OonK21zrEdtmo(SbIs(WjuLv~>!
zUdb`^|BMk4Ci<I;GVZI}Lq;P488psb;@19K<RQVb7<Tz{mj)T>iAy+e_tG0H<g)?0
z^>>QtZ?5Vw6Uzlmr}PAw6F92MnHW^E44Rn|ST9q~KUk~SBZei3+@<)0M04Jhtw3mL
zZ)Z=i!gG!{$FJTvtx$m0>a|ERLALug!*%!bsy_QhGkIPLnCm%oF7>|>@s#UtyJ8^K
zS9a1>v#O<9rs>WfYPR!U9{p%4v|@s+{9Zc<K{#3WGW-Bdh{?;E!G{c#44%gM%lQ92
zcmah5(A`E58Wd^X9b7e6qfHJbt!yTVZ2CPkk2f2*fFhJI6-pKpr|pr~p4KVt(yzoJ
z`=p`aC#}+r4e5)@M%LzDPZr4%<$3Wg#;i12WYR8^z;8Ague`(UNz@qh55vvD+0W<Z
zN?Koz5^Pou&<*Z5K%1nRZ|w2WSMY`0nakgb)4X_ce+WVpX|0s#{48!8dC~IEY(={J
z*GV@DPub4zIN!hH`td&AGtYATj2N{#8-CKBAr#V8Pa++6T!QmgTXcsqE6V-~b3%Ke
zDH^eL2h_qAPKsFtJx(90<~>Y!%R8!VVgj@4Xdy_DWVQJAt;46bF3@f6s;2l>3-=xr
z+@BAWoiiWORUIb!dJt1tz#A&PQ)MAP;_O`w)0xV96_|=<C^Ag@G8iX4&0pz67D0N<
zpN?@F7ej2Cm2*u-q<e!*V7yf6u9687?a7phdcH*-_csqdEVd#tOQY{=t;J&Lhp^7O
zmc&*L^hSO1FtOB^N>I@Brc1AKx;$s7+N8-8eRa4RR(~mvkrKG_XZWm_!LkZ1W&O3^
znsU2tOB4Z#fq%cNM_%wadh~kC!FqziMy+1Vjx(o#ImHxnK4!7z_IG$R*iIHk9EBj~
ze|Gbs3kHOHD@{^ibir6O(#P{oBURof6%*xZ3k3pW?6_=}eFBcE3v32Y+fKWa#mWun
zWiR`wKU2bJCNA7vzPXCVW6^02&!tz6i;a`4Y38<2twB!GERjtUrd)kPDz*);Q83h7
z6<@&Td5YVoV(zr6$wRMV9-kgB<7!KeUVzfjz?wQKU*6q0Vd$HyP(tV2)QYt;5SAdP
zL^n&0mr+PPaCRa5`;(37`ULzL%nnryCeOj*NEX2oJq>M`N{Fbe=R2#IycHTa6>3>d
z+lEy9DKxm$^n8UUX{22L7Qz+R7R&i{&U#WlsT%_ttQP{8Z^dD}K}BqEy}vj)!OE5O
zGGUA%T=7pQYhyKf{AfSUGv1@X(n+{?vU{zUK)vR=zAEJ7&uKPvHzA)bD~3*Ze_^^z
zgM8#Ma=4Iu`QWBwD%2s-5RqK-k;Ar2a?$7F)u36Pr*E!+<1to%GHt0gQTB6lrs3l?
z^Ed(9MnvBc<>E&qYJ|y^^P+gzft3Q6xoeLz+hD_Y1XGsgvX0lh?5Ry2GCOny@daJd
z7hEz9V=;lS!qw+|!SRe^FAThQq%u5ri;TTO!bxbg62U26Dg%!Vyu&sp%(_qiP<8*P
z)aCiVH9Pyda9_Qy^6{}bw47`XzK5+)<O18k|E*S`YCCDel4|gr-8OP@YJkkwlc`<5
z<OX9__UQEAh9$hJY{H4fc!M#71Pa!*WK!Q^A^lE#11@|60_g!7qPm11su&>jJ@Ijb
zDvsi$VGdQ0o?dW%QJlX8Ep^g=mCQb!jQ}O7Ogav4^YH@1)r%|SE4hi`rkdj!DJ9%V
z6^CYpYRYWlkVcEKu9X%`i0~jj3x`GV>tlL&GDhp^rs$TXTYtTB>)tHeg8+*149Iz0
zKnA60kWff`SPjAP;P-(9d8N&2&pJ@dqKErQPrJ=h0F;R%p(i*SyT-(d_S@&vmVx(v
zhLO+sqvT0fDu0otjT!CMujB>--&WSS$K!dwbi?=cV5`5FU$fPbQddw53oldAF`!-t
zk6$vcX4S16?Ox{ca6N$jkWN4#*oeJdu8z3QnXQ=IKdzsbhgkqGZvBn8m#i3UX87|d
zdChWt&}zRL3)f2F65o-D{__-C!Z_Dt(vJVLr8>2~5W}5T@wkVk$=RzU>cxV9dYL{W
zeCs{YT4sAZ-zQ(^;Gb`}BGVfp?feXf1$p1g<p=7pEWT~}Q^)K?O&@*5YqRnAZt{Vy
z1-F<|pf5<TaH3ku=_lEc@fF7`BV(z$3iTS2sRH#W;-hKl1dc<b`wlHQ?jk8IEuFoX
z=oEy_%pr8zPZLReK}4d(MoY^-lS>EdS0py~$%-bnLYnC60@n)k%9acf!zZ1@^GRAr
zRJvilzrJEJxZYN<(qbFAQ&}7e(<tCikB^uu;jNpqmYgZ=>611Y|Kag^Vk*Ru|2KO{
zF;mBVRoW0+kyQ0!@5EdZj&8wptq%c-+y2Lgf9ck<O(Cs92pprXR@!WR`P{{SE2Yht
z5|ytSKL=C3`fQj~wmIprq){O6vFNpp-rY`gsiy_H^)^TvI9wJfO8+m8&N3{jt_#C7
z1JYdrBOoO$AyNYp14@U0G*SZ6CEeYj0z)?f(w#3zNC?sr(jndb?fHIq*(ir|_St)_
z_1yPjZRVmu#qyx`n=fLP#CKjUPnozTRqgUwF>+pFZ3(Wyrfe5Sz}E6!VB$R(Ww-fV
z-WyTOpL}qi&tsrM;FYF%c%kfMnYBDKXEb2t%~Cqwb#DDp!*7gp#xysg{#psQ9)&z{
z_=#DA2i^!S$HxW9_~cp_0)`o-j!*RYp6TbIZXv21%n@Kr3xp?quKCD0HJ9fqrq`6v
z>?y%qqe*XMii_<;x6IShp;c(H4(ru(H14I3f~w#0;RI1>m4AmL1TJ^{+=;&__$K!F
zWW6>yS(FiTd&8-x$+4P3ckF;Te_e94pXe7(G1lV!B8zyANnB)L*wK>(JEdgy%S`a=
z#45+Jy=>9%A&FEdPL3yaPX0Ia-u}}d2J_P>x5l3Yjt5RzMK+VAV%`sJVkiHZAzrm%
zC%W0cBAD|OX$gY)d|Oa$zS?WKQ0HdCFB9a4a%NP}cYk_@*<Gv>u;vOv`%@q1dnIXw
zYHWJ6-S%IGGs88x^&|CC2G#RSUvQ)<7rj<|;>h>w>Z0y|k(__L>TUGRs#DX84A)3>
z`PdrQ3tyrAKRuG^Zt>}9@<DTx+pb!)G`~w@*UlOUlS#aTmp$3q&4{H)P|AdD3kS5O
zk%?45j4=t{dD0C=az;Sjx<q`9>7R89Y9KQfexkDJ;hQ?{)jF<zI>R>qe48|)G&S!2
zifkR|`X@$DO$E28*M?I#<^0SnPaVaa8OS-bBNRgNFQgOEak^VNjzV{@Y`QT_bN8--
z+U7spOl&9}m&CgKN3>;9tixVnAD5OmZOE2Ept|t$%7<EG^R7#ta4~Yt?W(^kA-!i2
zJ*+sM>_Cmvvn}O$O5&;}fy%?R@HYW<>&)cWivwajFpu9#v!3)$BJ1j3;+^BiU#aOt
zGX2=o9c-u)3hQ_=(xKL5yYxNpmDg&Df+^@RQLX;)8wl0nR8Wi_9c3eMI@}0(0>Mv|
z@aL8mRuM<TzVBokVKmxP4G>555%{MAsa7>mcKi3Tzwq&=nOZZ-7DDrCo)fmBYUkF8
zu<&@JmwM*4xoqaltZE!wUrN`9RLj&occx3_Y-`2yf2fPpCGavvcvr`7eVPt>reA{q
zktdTHOywB|M<@?ZoXzBi_$1AgQeltNVa(zBvINv+XD!!EiN1ZKKJ}A6`6@ZxD)wq+
zQHYSxhom)GT``0lr(fp4;$Hfe-;$Yc(&{$6OJL?k2`xZ9$igh%^}XBv%m{5|%-V#C
z!~iRbIQ!P)S9syjc)DBL;IEl5CY%OKNz<R^iY&d(pEgt5;R51GR@W`n&CZV-o#+~!
zPQX4~#D_oq#)8X4HHPDNcx2aho#0xg%jKW9DovWz3mi+EbQ{4AztogvNk|Cl9552X
z2B!y6L-E?uLGPqti|3cFbOci<2=;Jjm-m|yig#+niLbzaSCZ1AzVJ8>iW!Fvg*3{I
zeWz3pm)9=tGIFQ0vc+ph1YEyvAWU?NHf8Fj&R}|;zge`Mo9DBp3N9ZpJIZZ~CoTTG
z`+5{l`*QvKF_RmQocB>LB_7T5aHTLG<<}*O5G{-*m(tQhcl{I>^`K`7J`OME{ceM4
zrWcf?Lu`EWv*T1C?`<W%c=|h5O7u<~#B|ZW=j1hnC3cs^qZNc~X3;8dmR01s4pI09
z`H7ew4o#H#yY4WzxtnD3>A5y-ovnRnb<;5_O;tQ+#g^wT?TMII!kddOANfc3=LJD5
z-OGVC$-9vU?r$<!+C5a*c34wqBeolBkD)TvYATVevej7M4l3SsQ#L-U#Ct{}uUoKI
z<-Q~VVqGIE>DnI2BBoS)rWl}2YdqBKr|@PVOO5}Zj!*E~av7<UKfVei)LJe)7)AOq
zEmTvIi3OL9S0Y!HyPW3q2v3!*PK^<|l?97Kb+3NtchoL_>-bAK1sa@fc&9Y$GY-4!
zs?2-Eda01ZSkjf^6DY&Ek@(4+P|)53MK|HQ?zi?!3~_dk5iVahtl@bD5$CRLM$tKC
z>38p5Rg}#6GcZFvaHM&-*37duQrmqlP5SWS%9;x0)K9Rlq={wxe=l2_K~&l8=G)Tb
z7ioX2ZSJ3Gu!lICxvp>g9dWEWSyrQec+Xz>yhJ5KsoQbxuLf6>lR-O*NRhu-!=R83
zx8DmDr?;*|A=0JhEXwNP$9>u*XvfULMIq^=-Le%r72zr7+GVq1Mrh*6ie!A?Rl=cD
z@j8w3<?*kUk2jW~RJD&}2^L%9L;rP}EeT2!1*Y2bR$;?Y1JLvKMHI#%&AwDUFEL3&
zjA)@m5zRmQxk;W^WuZc?68ryPMs3esxKVJw^XPh`L&pw&&`+-O4%W+QpX*XHlJTc4
z;-?>liIPIjMogT8@hqLHR<61tX_8^Uo!`CG;&+*3dpAK(R)U<Fyn*5++$htdM}`yi
z;B5UHP6N&s5u;h3KF3a<6{?+RV=8-^kS&z!K(8LJvR`z4I#6r(e&J={m-)bWFcQZl
zUHNpJG>Dsrj4wEurj?^W`049BrxLP?kCS7n1^Eeq5~6b{>0!Gr+#lQ?uboLw^H#%s
zl5HEZXv^x|f(j*^cJhNYN~418Sy@A(CQ9cw2go_unfr0st5ZDSN8b$ipf@P`8o9II
zKj=g_HL|Jwhs;;ow_jPL-hB`Da>b*VkkD}QH{R|lw#z$FwU%R(;)e*c(MaPn2NGQ<
zVU+TTKWSrNqFOLBfxxmT9S+bUu=bi&8x{**XNuNs`8?}t+`rz{tvY3xlX%%B{17|z
zEzx-eqJ~pKH`_=je-6(jnTX)h2>B<|5}~Nb`jn5H_ba{@ZlpN@GiKSp6biBk@)O@D
z&Iii&bS{-kD=#ri;>FZuJjfH7;Ta>M@D6?ZjWB8fu@g2-yjx=8AQc}nC?AFbeo=Mx
z)?G)#m!o6klvyE|O2D@dd*p79Pzk&=8={vmYD!3>os=0oiVv!9j610%O`C|3A@|*3
zYNLS@+8IQ44nQs%Pdv7^gg}u06=0K%bfr^LgIlcDZk|Fna8}amHXZ+LrB{|9zz%k(
z<JuT7!NwE)1{#iM9@O<4C3J_2$tmiUI7P*QtZa5^IfO)7RrGM6F+%Kc%>ht-e137E
zHv=*kpfyOX`o^iZ_2B#Na_?RQ{D|)`3?$~msOYDNBqOk2k}f%3kBE!uwZK6fODA;8
z3sdGxC$e}Pg={tfxJSjlcS=WXHY*m>0TX&yg48Ipq?R?RdXIBnd*NPzU{kK|S-g6X
z?^$0b`7(v=pWf*Y4ad?!N{q-x&bk5SNC;@=xHS{o2Mlc!RC8Y5TQ0gAB^*D-LRtDs
zq(Z+4mk#oJrq|l&VN@$1g*v$B90mfhRUSvC_IvJ1zPZ12Tomrw{6Kf&`^T|F^N+@<
zc#$lUZxV?U*E$9wjoO!<>IVw@=vR~ci8VcHsfg!-97q%!7`;qgcJj4jyPrNx`HnF?
zEyTrT{K&HsHQh+uAU*Vb+i2&(L$0`A&_hD~S$oAx?XnaAcxZmRSeY0Ma79o~iqeMm
zIhDISPvY$ck(S<%0vx1fL`6iAWU&l0AgU-C^$deTS13dArNfja^{51I{F}sMIPB(X
zfaKpyd*<20y;9mp=G{jzRlRVc?&VBeoQ~|*U*;?KIxlCVd={O2lcc<gc2da>HuQrB
zBW=%~$xYUKd3sHL>rUdFUXIkR>Yc0V)&1V5_q|s)Lb1vurp`1j?uqD>qDy(o%;#G!
z?vV|ph9B}KQD?~w$Umg_T~2>1@$=6W79{|!u>5ay%{K49R}v}!rSSPPRYhBUI_rws
zP3h$QFRyJ_;@#QJq8Sv9pj4*y58hFs*K@rKS@%!s95`+@b;u#wC=<zdS1w-lzad*}
zW7dp&$X4~aJ3rG>KhBb2dl}v(PQLb-oFt)m2n{ZwIu21#QB=&`)yf2?DltOwQ`KMB
zTGD*yLr0pn<FS{)7#%J;!2<4j-3s_~bHf3l7H`B)CxX@ReD2?nkdoZ~!;$+n{M98}
zR(R-AUT_yjS_6s$^|&r!^;}<16UVY_t0ltiW$y|M!$8StE_o{&lmr?OgCo$ziZ>H`
zx<6q398QopD_LOzmtx%nkMxuu;K<M`cNQL32h}InETV0Yk*(X5S40optws;l<EzLN
zOmV+BumI#hv8%PD(Dx&PioqOk2n=8ztY?<h`=al~q-66yS)*wwB^0OB`t(;5&rskt
zvBf1s<}<nvS0Uh-RB8B==GRVC#RJiEJkQXs-%+`$DXg~cd-SO|H#v6hAya=!+)epb
zKF>_vwzzSDIi=07KbCS7Cpi7bc6m6VSc%52iMGYc<4J*E(|(K_`Q}f!w)t={>EhON
zUdnP0g`9wg@3V*r8i)q0C4?~$s6G^TkpxYLE?XKCP=2QA9zj`~r#wX{8oG{KPHe<e
zP`(*W#rGD1w0(m$F2Fcg_Gb1Ryu?%K%9q?f6L)-D+1N?3%KRER|Civiw2Z7EKkqAl
zN+El5cPIV_`#*1=h#i4zunnT{0Hue2y1ggZPE|~a;zu5=J+ds4U-TM6p0p&0Hz^k~
z6Zl)hDV~i^dEK-Tvos=bXGinJ*Jh4v9%=2{NqyA4U177c1d`Se^_K0du&x@&O}VQ+
zcuOWGX8Z(m_ECEVFPA<8h9DmfT(hG*CP!GUc-Y9t9B1Zu68>vZ1XG+HB2UjCCYU_F
z&IzJ~X&b*4U>!92*|-B%-1({;`97a6cs-9B#2g;(5)z~x6>tLtaH$%#-R&3sXO(nz
z(fHA)NO4rz2ee18HxO;)z4kq(4UX^-JUQ17Jv*eVo~FGt_hO!Ox#YHvU%dw8G^NSZ
zaOhJK>UIB7biDb_0n<<8FPN?J6adkQ(Jzuorcx2AEO(&nh{QX#-;wv(Fun;1yx4tP
zX^5+9c&t<OD*GwliWhr#bGwkV4^G$&t?&C?Evfc)&jNJwhfm`vq|Mh?rH!5RI|zgR
zPmnL<G?t9imydVH%hl9ej<{|4P5%pj;!?V1(nlz%UT3XutA;7>%DHG+nnrZ`DT=OK
zalF6Nj5A&}czG=6?%n)HqL{A@(y1(2-*sy^xAM}_wG_Tmsxx!s%hUUQo;Lb~A62;W
zJ4u>PMj?^)^LYQTUh2uJoB5Z>g7KLoPrL^GGcgVKb`G4`7VU@?U16GM#f|ZQ_#=n?
zJd(-2i0Ez{3B}C#iA8-$cR$)&dLa5(H^wOV#S4z}TOqn<=Pt&&l*O*@RoinY8gtY}
zfqKNO)q6m@d2TyXMTHpqlJlxKk-Ov831Bg&jeKFLuIO#P3=X!%rjeR;WFEFI^c-9y
z!L*0c#L}=e(tHVi$Zr9*P4-XwVo9Ad7RDa*BSL@Q+_>#r;8D4-emeh`gB)3(Ts;W{
z2oTjAX-qGP`=_q+1_s7godqK3c8{*j?EKRTZUY`JbMB(O{_@fLoM?c>Bv1kN(P-?Q
z21{h2G|fq`l~Z*MwcC;prqZKjoxV*^GJ7pKAJ30>3Jcn5T88u|TwFU-*#>tuS3Asi
z-b$z(EIFmci*1JA^1tD3x;1<6)-#Nbyzjm5DSzP-jW4efzo}l5NvCoWtx5Bg)kMRb
zfgK|;gg%bjNXfo{<M#dsgREy;B>AR+sR+Q`D5Y^1fC_-i-c$^rIE{4}Nt&9WQ&jRO
z1VZBJHBpCjDso|M%`>+3RdUun&TPr~%V7%GlH%-SWIu=)Ss?IZ{W@;C=RvN<3_Ua$
zOu-0@sd9alkmGeQ1asV?yzGh|hi^vPdIRFI&>?=n3o<=i?y~%|bP}OkV*!4p?rUA2
z#eg4y7p+XTK@KB-JWE9D1nUbg2Zj`zsWbf3?u4OYO8V7`hnPd^uYzX@a=2f=>vqtj
z7fO$#%|1Dk{wnDFRHNuM&Kq1W4E)3UE0aAFxdW%-+{i$RUw#@zQ(`yUujUN(dQNPt
zv21kD=9TQpdo8;59H8^hiV4zGoZ`)?wGswkRr`m0I|WanIIze`=^u?$qMDp>4rPrQ
z_Cj<o`VKw`T-lr`+g86$Iwj*)QpvG-7j5Z-Uq)vhXQd&Ul9tN74ro(=^C0IEXZdI|
zlgeTg5knL>z2p&8TkC>M^<JOuDXsR!P<xGv|J~%ACJjD+c|wr8%IY)hK2hjwedpDB
z`7^1#>qi`8t6i`-4@NuUT0AT6Ci23_?~7=iE2<YJ9H%;!!P~%Z@{1oL%L_j3uBFv<
zHgXdl6|=tDVDxBq$&{G9&Bw6G3ty$}kmLJzzSmbyE~>uEjw1Xh-WM4eUlmU*hPiP~
zK_-qOh1>eIx)XoA3M3VUACgQ~+jcOc1c`JvW;k2P6LG597WfA*ooWuY&RfdU7+n;*
zIr6Zjh=Q_jv0%cFvjhb*C`lGqvG*Sj0>Ipr_o)@V&zi}i?=F`SV|or{BCmrQS14hU
zUxTgX7AQYo_Sv7dHTyWARvP4Zg;c*&uY0oe(?~IkU^szH(8C8?OAaf`OYwx8#GV|U
z>iE(?A@XO-N$Pj|C6kI0g9zGPEg82mdU*G@C+6g3Pc$lBXwDRipno`6oloBS9<oXP
zTO5jAEm9-SpUq=?Y{t4^&pMY&RM6kZJX(7L7(5$*btkcE>HL&!h1K!M1i(gqS7?Nd
zzaKRHu7~88UHZ<sR9Gzq065X=JvP1ZW`)6(92_E~nJb|FDFzWk^G*@b154NDLLXeG
zeSJ4KZfp+Wf-E{I>D&fQT9^%;8^G-3U*iVI8L@X>+K<T@mrEgf2F^2EbX$Cbj_$~&
z3k5=T%2g9Uc0jcD18sHdQjM^c%*_%Gi=+e^yzq{E?`^Ax<F9EvZd4-aDyt(?o9EUh
zjr-NU0zWm(<C^=04MHy7rWX5oez2`)8=p`*>O*f(t5DYh{l)MFi^-;ZueP`+jF`g}
z*=a=PcYKE+Lpt-_ht^Cku27>$85DJ2To$@=<lkZwL#bcAwI3Q0pDCwEtuT!H#b0x6
z{f>TjI;j#=kLvHjd>rv$yD9qR3Xv;(VxP>Y&C4)nH(u!2Qs_+;`)h!iyzef)h-s;B
zc99DkLrT#xg));)Vvbh@-s1(BS?^{uu+yj3BM09r#MR`zWmYb;Pc*enj)+2D@dWX_
zn(z~QGbAp?dZv+&!TXXg`-bCaqf)Oa(S6Y~{r}|KQ#B5)(zO9do)J&<U6;n<GBMfT
z4}Bn8={oObGhMpv{NmBgd)rsIa*)<ah%Lv>IRgmh#wQ@OThB?wqpxWdImR}r6|fM;
zeg6r&@AJ4E%qGRq3abnJwDD!3rWLl&2QbG!XH#!&gg<B)d*0b*e05oVIfdm^=}v4f
zT+?wM=w?vKBr5tfIQUhTI4ps=V^vE1FwTNN{2{@@Yz%Kip3oA&p-m7Tw~mD>=^F_a
z(k1by2!+KHMy<qzveJrjGF5rbqULwyORX_G<U=NP{V+GItohOl@96-UKZ3^^g%W-Y
zYKzCA6CNMjAeE0{H7_9zmM61Re>h4fwi75^uJptwKmFTwYsbi4+C4g5NwKZ(t?}BM
zlWsNWjXUAs1JtrafT0_&wRT>b&IU>P&Kg16-{Id^+s*sqUtTQ<j5;h;nf#k?7`-f$
z_^nfK`;I%GjQH)-?qQ1>z#8Bh)%nO)lFz6PaW%TG{<}Z$N%H+*DpZ_l;bHfd&NfsX
z1{vr)$>^3>&KempnLpn{xm81pc9QJ{9pV5`Os$;mC*@&;ho;Np#<!Jb-M&dZX2BSa
z>gO0*%M|VU(1R5p{}~kQ*+CzrRb5(wm@Jg+)D2S{hT?0euuV<v4d`NGXTLSN^0Vc$
zaoLy6o?0ai`8Q*Ndi2gzdFU|3EQSj?zj{-dJZos&6}=CJOZ*z+kb*XC^>8Hfki>=7
z8{DcHJH+#J%wGC+#}AY1Ltk6UbOy(El&b$tD=$wq+S2S!A%RVtxi>HLMJoTR0<gVc
zqUUytbcf;dIgnh#yX)x37c30`rBnqn$FqNXka55O^pYH!r_zbM%y^HxQ}J74D~wFw
zP@<fE=x=dqu{g9F9Xw`Z1uWnHjHR$l<_y0(kzXL^KklxHNokb;$d=o~luf4&%Mk~M
zjo&w@-B-ih`-+Cz1JaX41j54B-9<CcDCj?}k~aSto32Sr9}Q*PwS9DzpG_4Xh$o>w
zHcvh_ex&fofAo>{^hhS%3-8aVTzVKwwlI!-RdiqC{Fy3F=*}d(c_!q;ywIw`6#JCz
z674GjxgEAyi!<7_y3g1?UoEQ|LYX1()H?;~vdVR9{Z;<$;?lwK0;NZH&mu`TQ>apT
zjFbUfSkPwb70XgRO)MjzZvLEJ@>T+Tk?n~Fp1h7rw1)Y|=TR@Wl;({Q2vt`>G6jm9
z9jroGY1|wL3)x@HKBC|!?P&d#Rp}--A<!Tc_P>`AN#3{Hmha}<UM?vkelA?#z29+P
zaz5d@Yb>|c0RQAjNaXvWG>sB_^sMK`wbtW-2t0Ef2B?)yev-U^r`-%nqJ}_tR2=II
zmR?qBkJcDwNhas^@1m0aZ@MK3U`&{82Cy5-T`dI~Ffr*0-Y~>wJj{=AUCIcgOg2<;
z!{R@LdmMFVr+aLi48Ytt*)d*#g)3c!UDfNbz?wOmt$*&1l4#&qf2TYN$kIHy>6iYl
zTdc<MWrl6u({Fl|oi9Ve=PMFo=X>Xc0#X!G!+Le`%+z}iq&P4}xJ&b~Vtba*V?ZMu
z-K{X|9ZU&Tm${$*X3vXh7RVOPhI`3RIG?)jWwOc4|0KBc<`*K47)It|)XT`8K}?Nd
zix%;INXOwq{DRl&&=}AtFWrvG<XUfW1wTw4`w#(wQWyaEG6pY$t^tw>1_)qbzOkFs
zNZ>1gd(nw`5J53$g>19mrO+S(45L^fGqtdnMqd4CL}YMjk(19a_RUC0NIbSC3AcXd
zQ3^%n>MLvDGD4&i11ZX~;V58O5VLZd1>0a2%&s}ETsm^MovN><6DCvCKEI=n>@}Dp
z`m4~zDVRL0koTrX^tFC9|JwqxP`c-niFD785WQ)IY4m6~((2|*iwZWXWFa;s5n%g_
z>JQF`H4cBJ0c_C64WR|eAa&P*VjvmfU~j`DEKKRIB5@UbMk}P+X2GQi6>FasJ=U(P
zB>(7h*!sEju(b+J^%(^gVN=q+xEKHJtfhjovc+Z1XlQJ}SW^SqeMNTsLmjF8ax58i
zg#<6CBRU_;hdPJ~L&eNSH64~jXfyW1lgjPc&$!y`O%rn|f^td+@7qhq_WKQ5i;)a4
zX7R2YolpWv;S#s=5WXXm23LCp@Q-gntLB~Sq*jKgE3Q9aAMw2(Bm;FOqV~8=2)N=a
zfW3BFg0`}<@>#%=V75p_qunMZ{)EALOj9WSqkk&POouaPR-8v<h47Lxz+gM_@xibx
z#9>=-*hh`A9~@TbZHpDg`O>&#v65Gpq(~<JXaq5i$6r=1tM_L&ovYH_!Yu*xdapH%
zjmUaW)JpVA4iUQ*Yu81Kxu16X*ye14Jr>37Dhr^TkjaU9+mpsx#p*~^u~2Ii>L{K!
z0-}#}&l~%i7mEFvhag(A$6lmXSXO&<*<Ma!yVKv+k)cwMd_?QCZ*boI)^L3EgCQ%a
zDS0H~KVCqFm$*CCKzJX+wJQzZ0NkO+@c`?U`+}&=??aC-#nRb3l+A=pFspHNk9*Go
z#gvsK70En}BF?599UclE-IW16sQ6_Cv0@}dbM#dpk?UPy3xS~OP8BHB3E9p4w=e!F
za40lM8MoQc_yO&Jhs3(SI0nLk-sa-4Y2eQ1(N6?W{-B^<w=;PM>AHA0yC1E)So{8i
zo=HLi0kE6M!s_|I*&e`Z)_C$xH-rexZHOZ=XrQk3-C~$#Wp&l_-}fIVY&r#A0XF&G
zOtqF{i!H9=NsE3d<LexU9fW<qt_MGOp9eXBK_BX91z6%O9CkhqV|y}|q+n>z4Hme3
zt)bK|qX)SzTh+s5KZ?Sihd}`t&;eXPlK$f$E71P+CfyGau$DcEQ>1sC-md@h9HA7s
zlEg@s8N94B+M=bTva;kieX^FMGG1vU2`=L>K*$ahW%&*QO7O^j%{ZcK)=fto9HhXz
zc>_>ZkKcs4fpG>T{uVIdsRc})7*y^lGh**_WSsJp{!^N0Iq{r0^bi%l`<(>lL62^o
zM~NRl-W!NM{ILGIcRqabRe*KkYi(_cg^IRRfW$*82J9REVqM#miISgVQ$9T?|6@kA
zy$smONZRY`EWRKR&~=>Ob5{k-Zx#LKr>ExGVYrP8_JjEa%T7(m34(?{E4mG<Ag{Lx
zpoW&mYXboJxEsB{`x?nCRG}NWSegLPd=w<F6tKV5o>8>lI&(VtfB&uEAJ5!BJYaFv
zI$N%Pk1b5ll%>AT5zL6nu8^`Oz#jx<2Y0`OAuNgLl(QOh1WX$8zCSisMu?2WcLl}l
zJrdPXXY3ag>^~FrSCww6qiHI$S&y;MJ!{I8u9`0uep76J?Bu+C^dIf5$T9IK$A_<F
zr9#*m{<|N>1pnAePHSpy_R*|W?7W%C&f0`eHdWl$`eM5)U!{N@BY>FydvpxE008=R
z{AhQ&l9h{#>#~<!F2mInsa^2ASa6@MwI&6(^>KkDa#|e-GQ5wks46;+<Q|l_W0_dO
zJ1@g#B_Do*3-bfqdGg?dBo^^kA;-Uq-+?#AYA>)mKA8EWD~v(C@HKTs$GunFUcRNu
z(`W`zMpQJvduC&(W<2)LxeC_u!@u$j-`x)kkreLci!HdOW^&QX#au7fgnKQ#f8R<=
zli^A^nkDK0hBtK3lMPfJwsW-uMQP$j#Re@x;8`#S1G??cp%{RJz1A5J6m8Tj=*P_~
zHT6A^2o0Y2S@5rOD$jKYf%vD1id|O(>K}g;#wBNVRaY_`c8un{YvKR|v&%Y5w#q>|
z)!o%5^M5}u3IE6m6if5IAmSa%Vljn?O%tBe@S%8%omnQXnr<z$f01+yX2f3lo=O=?
zC*}ir3gHqb>fYOEnbfB`U+|{)IaLFy0>6zw054SsxNdrnWmFKP4#{rrji{+m6m{Jp
z11Q@QCQN^@u|^$hv=%@s%A3~2U9L1G={D+JgA1G+?))iuWE7j#iENNhJlrt6c=6)C
zG(jPzZ_ZV^#Of3>Er;r<T$BXn563}R9tEf`M#V4a;=Cq_LiaKT&U)%d;o^Di3jC#q
zubrJV4i;M<y0HIvZe{|?K??21ofs|-j`C*6tyUO9Z1gFdAAlo~ZkI>n--T>`Z)MPK
zMmvCMYZ_tue`!zQBmi5S^Df2a?XyVB!4JCKU(%G$2Ucz0p0gf^xd~SiJoe`l4im*s
zKm7S)b=zYP|846IBNO}I*KpVaBnFI3dGsw)e>OEUgG1gLv#n5T#-OQ=LeUKL1xE|?
zEA4l6*WV24&{C%m@+*Wj$NsCN!Bywl#vAq0(R#D)qPxy7bx&1-ya50^c0Z$a*D{j|
zkgG?R%jGRBo}v^CdC&(6sb2cPNWL;M`Vrxr8jkN2=I0-Rg$5j;9#yp5d-)>7=aZ=I
z9VS%$+gm$P>$AIr84mznDhJ$4Y|Uxk0j3ks93w0dK2ri*3XMXz&V&iIq}$@2aVi#>
zD|dtv+4FVN)n3Ciix0~(i=Q6QcYe1qFF(BHg<6>tu?=Z|GmL3%ZOz`_+}JQ}m=8MG
zrDOWtf=EllHne6uIAu3%yU>=nT)O)=cgjOvI=PJaTY2=4l@!z;3Y3GM&e*9*psBSQ
zzRuB<mu10h!(~?oJg|j}zoy|e<R%O_XnPP$#Ae4l-#OdY$!}eOTDySKhV2`J=K^{E
zG5+o!Zr7UeE24n)LFPX6E3<t1%^d^DT|;<|?=vtJ!pg!zp3dcA=w-J&W~eu;)S0w-
z(8UZ#pvpcqqMQE2jrz{#jm}(sOJG7}dpD@wQcHM?OqOa7GyJJd6Lw&XJ}r<yuNw!5
zcPeqO=R-Q>yw9KA9r!)0g5eWTxi_)^OCG4*s23?e{`%bhHQ36)&z1Wrjz#4zh~R!b
zFr9}bzlZmyltxIxIgoO6)@}=UuUVK&`j2tsNj*_TC*kK;{B9##<>wA(4ZXX$NK&g8
zdo%CK%q@Yil(;52%sNNA)l!P&4(;5`bfHjyCf5>a5`Mnet&Dyw@bp%O?HTbFbIeMl
z2}C-(D6#y~lNHMOXSRkZu2m9o9<#GC|I|EAck$yeb`0<7*-;v|xeLP!Q9@>)cC5Uj
z_d4d_VV>#m^HW`vRlx%y4^}>Qb}Qbo2kldg9QVf){ix3cgZN%-?e_Kc9d}3ZfZOD0
zC?SI~0B3pv_7b~Md+UQ#iQo58a}<0v9Y|MS4DFTcq8Q*&;&o=jf;?^`Sn(FdnBlpg
zn&7hY8^<32-jQ2o&@}J5#32=N`$q*9*j(V^sBOG;0@>HSq8|jFgqBiXfG%w^_`3wD
zH~~;y0YD4owj1N^ur`<tgn&BV7!&)8FCdtJU6AHtD&l)9GW@k6PkP<PciX9Rvl)RW
zwwY+u<dE-BpHspE_|vy`ShBsd$;{G?<!G>|8-;31oBeTi_^Vl4+ode{x;lH;S`H_z
z3)f-Fq=J+Rfk{j0OYMa#=0q|x$;yLkPo_{+;o>xm=T;;rYf6N3D7kRLfVE}o9wPu?
z0o+ag{h_00H=o$!#P3C{t*!B>`GdXYzIMwd(BLx0mzO^Sui^iAI_?L79;HO9j3QIi
zHP`Rq9u(WLQ>F<E13IpflgW_iU$Ecswgz{sCAhraFMPrNtdf<3BNEJYjTf89&^))2
z0{Wsrcu{<Q1K2_#WjYy6&T3j<Eo)5xlsD73*rSveq&QvSL}(hh|IQz&r>t!oxhOmt
zBZ?)ey#>8;2cZH?f7vJstnJp(FJHItj72_wfH1}fOxK#N{8{oSU8=)+A5?&cb2~Sc
z6bp{cPGg081i=yp#T?bj)m8e*(lP11G0t*$b7`%i06m`j&#eR1Fit8El8h3qsYLTa
z%40GS<K0v(^(w1(Z*$!T<P)RcU|%2;M&Ppj=L`58*Dvbg(Tj-!0Zgpg`^xEFuQ?e>
zI|P;`kOuBCa9@xG=zctwAfnx_u-DTFOyp+_giT>859#UYLjVN+7FY%*EPo!#E<I&s
z)oAzj1dM+r8yk)RIQ-R*|A^k#K!ZEi-I9Pm<VP$6E6~3H`9!tzrZVt-4D|PBgZr@c
z;r@pC=~Y=}WD-#~J85n%?nQ!Q1#v7@Zf<U1ILhtPjYDwuI(DM8V{trgAja+U4-`Ny
zrQm?b8M<hSVaI9u&yw*psHID4soL<3obqS-S5IMk*d>L5fOB=CplvSc#H-Fl4IT8S
z3MQhY<byy#Skd<!WA8^UOj2sg@0nip{N75B`%)o%!lKr0dPKD@KLMSrTyMO>0p51q
zdbFW$JKqf4K^_6f^Adp5gQJ?&ST-tnJ>@wSDCQRyBqV<hpR|#MzyQ!0)ZW(tq8dq;
z=F)FKK3jm8%BE96hkReDWJ$aO1LXImkC*OfBrCzKxahfQ*K9POiG^8yXY)JsnJ3~3
ztYIVI+kTq+%6~YZmp<I?b0gw)%9h?>3l$bl17BzJk0QPRL=W^}07x7IS`|p(JwUzN
zd$e^9QHGKc(2I3iW_kbQy8Bq*l)@1jOyto9BxpeO!`BmsXVg0A3H(1U3Z_-EveaJJ
zmv1WfSb}|8+zwCHDz^k3cuTemT!Pg^)FC0B&YM-9Jzo3G?o^RaXcZrM0U9va9>}H)
zro<EkKfx;g_O2#&yJq9CUpy#0Dq{J8b>RM7ib;K(aK{(8TiR+5`f((#_ARkoTLSgS
zhpH`hxp%bKE#LBlKS!%5nq~G*7%m-5eA9CI;lzIbV7$8_*4_Bj*_in>w&zELVNG9U
z7C{*L@(L6SkOy4;TXqnsqM<^d%CMUbOFkTKGIZ29+>7Zo*jX0qafH)}*<mXYq8Po&
z2=CcmOXSeH1e<)25;p}0NZa}P7zWFcHE`!<h&ZAZO+-8!LOL<NepLis7G$=qdADK}
zsc>LwS-#=8^t?MB;z4SgY!_R<@O01_IfOtep-S<eKP#A;J^>$)vnq2qUHD`}|06h`
z`Hk((?Zd7tIapqUv#Zd@Km9X2ass!#X-}HNFi$q93&A@$5j4Yhv`47HF5$1s0Qjt;
zCQmA`X)>U1r7s=FMb7vCjAU$UYzbc)E@4~4@`=J#$GclTMl*xuhTEV8xnb-1g!5b!
zxz0$|d=BI?dRP_!^qQJYo{i879qMU(7>XsDB#u-n^}__3(B9mS&$>}mE_T=w*Y-jO
z_`3)4&tMuhTlpC9sbkHK^SZA4ItB{T_ut1%E?_iT+@$%^{7=GHXPaO(I3E}uQ)2Q3
zM`lGuMs{yIT;lTvRMsOHcZ97Jia1|RjP0`05ALf{IgL#}7PI07stEEsY&<D)B3eq7
zsMP!B+ipe@5?*N_M4PE|X3cDIVb??N{hd`hS&9_Z0nN?266aP~J8x;8M8luJiS2xy
z0}0G?wX&t{(veU@xL3pUNrdVhFak=uiUw)Q(wuTU)lF=4TqfF3&iYx`W`7RH(L-2R
zO(jYDF7&_C$nrk-thZl$HEA>HV;7Q0f$~)4J~hqIn{V0T5mh-8)z2)?O9|iW_Y%`C
zt=$^3{GV_7A)?hFcp)tf;ga=;{n$~@v}*oEU$mj{wG-M+EZwG+HUaz5FPI(XECpI6
z4t@1lLeHV$W8Een9{jRo)Bs6hk4dHFEW@Ylh~_t6sTc2?Jf=rQ`RF9Psmdm4%+2d)
zsYuW}Rs_LmoDH{uu!)mVd`3iH(}_*15RXv&IJ~Qlscj+`TIKo4<#`XiM<*{2-4j)E
zO58+d#~+V_ZcT~M9G{*CuO(}Sik~{Dz68VeGkd>))(3mm3JlBP8QhEr0(ScACa3kl
z@jbVf%9e<nm!(*3k8@tnI^oe>`yad;B9z5V!1!(*@2~xBeysUTdORPVSDrKQ0|F>$
z9?(|6g4%xNiiN;3zfP8DwAnZqptHjioDR=i)^G7UFw2ro*9Fv*JZp_qj55QnUDi`@
zCOplyxO~;6#{@ek5Qt}Z{W+fBBA=HTE`CZc71lqSeR4V;v?<D8K(gvR(Psr5VxW}o
z0Py#L4Exk8c#r2E^#NxPTuJHCHQ)T6+cDnhcmKb}=Fhtjtl}NYsxL#)W9?B$`@BvZ
zg8qJyqO!HD+3S8+#CsNqM*IkloAX;$FH@D_m8WN4XhUsnt@E)NJ7lhf9@4T9%gIA1
z+uaagSv4(WcPwUSFTK=6MpPsPiqc^TUAl1&a#lER8;wzcd{5Tbba~lZh_!P9TP+lR
zqE9Q!5MEfbcZFFTA~H2tTWS=AE)Vp7qXD=4sHh)JDs!?tRDPXTH$+coYQ4O`s<-x>
zOWk$Co*ia}i&`FBzkr6Go}OmA3<oj&q4X4Sg6K&6e)jFk`hJg!IC#oX4eL0UV8oKt
zQjv}*P$5dK9Dg#I;tWB$T$K$K7hm92JblL`ARw@Y+>oPRCZQ4$L#^^r?u9~B`!)h|
z)6ZVzg#9u;1jK)!(}JEpSdu~u3vdP}9^VB1JWUvstI5MkogTc3B{!sVB8~IoA9&E4
z`-+cgz{ET3Pj{LyriWP6XCGZBxT-KB`!D{>7wb#%l#Gm@M`l0#Z&6u)FWX`;mB0v@
zNN||LR58?ubjg1(>W}C6Q9vJr14c)ARF<^6#si7jF_e3KZ)f-(a4_4(+H*&WGGSU;
zfT2%vY#`~n@`{L>iWrUP736C&k(Ct~W@Bmz3{_2p#be}XFrnK1X-t@_v$@g{jXHW1
z%E`2Io--xzYiAq#W=uWsHB4P5g`c|C?rj=h4Fy&j`!mqh8deQt#!wOH!f^cOqTKI(
z_s$z5Q$S0d5vlD2E`*?ec$nL#G9}60)>y8$SS8tFW<e&fpp`5CU&aP>ch3}G{#AgQ
zXZn8#J<xCn_$h;pM1`n&>FLqfH_Y>@pT7Hhd9>QNupfVL{i`SJ7W;uH*w|bN1OX2c
z^@zX@TOEq2_()F95@*zf3n)G4&omuJ|LA`Pmadaem}}&+1!T%LjTfOKKQHYt^)KFU
zG_Zd_Z$w26d4g@=Ck-b=JfRQlcWxH(<#@T);`>VhPj02oZ9<*^yT%B1e=NtQU;~jS
zKzI{RwXh_@ni}g>r=u|}o!SCb#{>p>iVjq|D8pU!qJPSS;rTtAyK$A+!<(y<Y1{ol
zz;LX;#6||iP{cua`%MxDKgAqdrzMv1$0qZ=y5ID>Kl-Fl*{Uj#Pa)d)hJb$ggf<C(
zlu4Ui&Hr~cPbF=CooM9b;0@tI-`#;vL{G{=%9=dE-+T-vCkT_c6^7$wt^6L<jzPy3
z3zokOHUZg<;9bXSnIxIw1G+mD4~gHTEV7Cbr!UBgOrd1#kma#1bZAFzr-#s>Gv?l0
z&f*zU7y()WsdRSoGJECFN&RC5TsgN8DROm2-L0I;2H+?J)YZ%^huFeSh&n6GoP)(+
zAsePIEJE2wWB_GK$q{zh$RT`+F-wbAnKv|1ks?X@q3RTz9I;irHVT@pSg@e46jp0C
zrW!sTEJ`=%$A^);vPk#$4uo6`W_`>Rp@g*lP&g2HD_ArXHAY&}+5R`8UEE{Y|A!qv
z3X1{g<W$go!6pQ(PCu1=2n4F?igDQ*hx-JRiCq2uJGXdthu#P<fE52V2)k*8CZ0*x
zw#7YvqRCEf9G=>0bU9sX^(tiC+MEB5(&(#E6Iwsiyg9%Nu5Nx#FOEY59s<hq+8RYX
zV7f%wekzM=Yo7xX$ZWM|lF7o#ttr9RIQd{+H+5dP#|}1OZh|cfrsZ6N>gcxZ;tEJV
zIf`b2zQId26@l>-jEJs&<F{qnT;Pq4ef|#(0*7QX{EjKWXj3XBX15wkl4jJs9K0++
z+;)uDR96ETkU+-tZaFl$jZxKA^A88h9m-=7|4&1bzDn+?_A?`Y-ha5A4^O7+h7*dO
zk#ugL%PYW@abMVPtgnN-dP#Qc%73~np$<lBiOgy(%8%=9=cv^5|Mq1l<YV>BzLX)t
zxFq!LWs%Cl&lS<Z(3-I%j<Cz&9g|=Lf0s1bvQ7_(OC%0RWPq=ZLdoH0@ziFfzHkUj
za9}=0zs}<jaD7_>52(IHf3M9>V@th1v%G(&k6E5%$T;G17pE{U7WExJ(e&@Cy!~e0
zfuBk5hQa+h+CUB?d199Mlh2Gok42<2=j!m`SMT6IEK{huw+&Etepd`n5s~!Fem0dD
zyHk@92|S!!|3@sVwv+LQJ)if2wt}<w*U)gfP-1+%6!k%*Ux3IG%s$7~dRYwz9P4U)
zhBm+iP<C>*I}2AhvX2Sw05)sbOFe+-<I=Ck^P8{~XpBM2$1?h28f`cBiG4ff=VCPo
zikTtWql)BxhEm%^Ram|a`|ob=h9=W{-wli|H9oM_?HZb1z8*;t-zz8S0S7)5Y2{}+
zpzcs_KO6iqklp!F4=Ls>jWmsjtT{7kuM!z1{_$oI<VhQA-lpr*@xWhr`6%ha_StUX
zm28I?37IPHlccQ5!QP`R@LVuoV>@5lE+u`Ke3ANVa(ZWtG?Xlrj8XD&bOG2KqICjB
zy0yc00rA48{~#<cUR75mtGx{2dv#OIbgDjnjNT7rhX(K<nxj4~Jstw%0C)2^G6Ya9
z1yqc`SVDV4&o#eD-(z@L-WW)h{Wk_CZFBSTzKFV(n)m|WUO#B14buvfHQO<@z}SMH
zggKzUHBmqd#GcHJ?`x`klL42^aTwir4Mi<W<v~{H1b!|xIx+zZ3@FMFY!=F3SuM4T
zgP)pAJT=2<1l9j?gSsc-M4eeg(r}!BQl@XM+LG~Pxa!cWW4!Tdm8>VCqH{)E+R^mz
zP@^m85RC$Uj<FO`h&ns<E6&{^oAp79e7@^}md4FJK9d1hr5<j3EFY|V$tV8bpH{G-
zC$npW0|Ol>TKvuGrCuo~kpY`@;RP2`Fj)AaG++jljWx`5Ev}aQuG~wheuIg2DO_$!
z1Y`CgGqDSP<aEKw>uZNXANH*mWMOtt2NWP9X44n?m<tZ(q3ghj><nZujX(`Oaycj4
z3oNmqT#O4obd!lMaJJ6Wdy=xoK0aZ>V5%d&RKh_xk1mFjJ;z84{B_W;pm(_Ld4cr)
zB113x=g*iF49s1ah!yZLsdHn{#yhj<(6GG^Jg?NZy^q!m@O(Z!D{I&rxX{Lp#{>L_
z_T3xO|Hg+~)W|{r{{(BHy0kQ!Ui>RC32m1H*T~c=74Y2t1QL=jmb_`cpeGEf&E~U4
zeu$J0lopZrF^sq}BmuHDH8r~D7fU%oYa+rJIcWL~c4pK23%zc`;s1E$&eI`t-2F%I
zd#gK88-GjH{dEvQsxQ&8@I)%h8fW+1fVg55z>j<$m2RnZ`1+tsRlGA~M81!}*U>L+
z%9xNDq74m6qCmr01HP=kgPfJ88B`Txh1DM}=<Ds5=>JYcpaeweh9nZ8!DS%#dQGAK
zGBV=NqVq%1v=rs8P}fue^3n*uBh9kobN9cF`(OB%32;I=jH4fY2Abun0W&i***BNq
zs?WCjyacstf<aDu&=Rnkt!8oE`E3H!TE5$*rN=-3Tn${)zWTL{9Ws`TTw6a1QaDp5
z+J;ho-u?|+b_!;wdIE*q3D)h+7G<r(Bvc;vL~onyk_p2w6wyH)8?W7m5&dS#Np4S$
zgS|xBVR;$V>#Q;L0?a{0SCqgc<L~M{h`}Bmc(olF85x~`(i12!5lIY6Fe)(*-Y;Li
zfC6a`j}It5B0=}S1D@5vbu29LX$XTPko65Gsqfgs)<VO!&q5vDh?v!9hF3Hu`><5w
z-KlSweLR2u_%Svt@&(h`Nl6SrSOmQvCU{zJ@7d^SkF-@0O9+&+_)t}jf=<!q*6pbK
z!k)I#8rwT<^`xZBjgXrwi+iKimsgv&yVQ8s_w|p=0^e3y2+X_xTkgVU0M8dtDn$Zd
zcxZA)6e*}vGsBT1d)`3CiTn+aQv#N?Mld?%0gy9|K+5)_%1`p<d>;pn8}b*|j%dEw
zQvjHPCm+gjsY%tw#*C-}QLLuh(LH0ucBZ&ILY|8_2ST)#>>D&%lnuB)*tCwxi;&IL
zuW)_#WFrlm=u%ve77bD3puXF$L)|-&^eX~(AJ7nw2Oiiz4PXRZ@(vJ3ng0Lf+@0e3
zZ*qiyyJ?LCDPc!CR>5xrUo_GvQfu`q5UegpFP8T0x^4>RSS(6cJ(fySAWMK2XWFWR
zNWYk7Rgt2CR*J9>a07$dd~aj5vX|B3KmMJm5@)x9T1bBAwX03yro&i?YgAQzltMvh
zJO|6dRq60N$N||du0l;)#J~PhS&U#-`g1;5lriGGkw(ZOj<Kdx-Hl*ko$)(GdYfM&
z**r-2J}Ab3%LjBky+E1-?t;S?5nKuXy$Ej=1@%v$95dPf)8ub?bPZ~($KVDAJ`P%N
zg!8zHY1kG%bX!#pwSJjQ`3NHPaZaIbM^M$p2-i|tBBzp^CP6zQIVVb=T+6&A0@nL@
zz99+F+JEu!Vg8P3<p~3WOV-2xUkJcU!f{w|y6QvPkGNaVK-8=>%p8?`$N(i8@@x7L
zEM%q!RDEZv-#@~^!9me1f13bY<PiX)&ucZtc>k^;MKkk5*?lG+Ge$=(QKA&ku7?Q_
zs+TyWgcpRU{&(2BH40ZzDYA^CM_|O@1@F8(A5O|Ig}wK7W{Fr9yEDWkrzN(E!qcN;
z^S((`Yvvi%&}m$-iaNNYIQ>;o){H;leTLF7(N(x`Q(}+<&}`d-ExNa(SaQ)fi0S?P
zp@K<{>vigdyfII6Ux^P;LSNAka6LhB_7%YXg5uT@m$d6TK(~Wy2b|vj&Gx;3Vj)d%
zrr_bb1@^!{z<41s<OTc^;Snm!QI+j{`{t;7p|n*o9j{~>$hXIg-X@BW2C^yhizGd`
z<?osVe`NCZU1lltJ`ucF5DW*keT`-p>sSWKk%#*WN$|C4yuaQpG3vN)iW!MPk%j>H
z1E>r7`~as{AZ)|{np30<3HY#&H{|oSew8&qp;A@JC|&4{tX%vpfqwIIXVDQRTjK5~
zKLtirmD6Kk!d0Oxq5fSBGvQE1$>KZzdi;p4v?3;~L)I`U5;lK2NdGjc)W%WLpOZeT
z3NTGRUtvw@;Fp7wI~|o3|Nf2fua#buTk!cKjqXUy0~qNAK1JeN+YyoxcD~?lz?2^Z
znZW+9-&*i|x<*~92n6lPuwlV1_9oX(LXL$Ge+5{AyN8!|{Cr2V=V$87Xo0yhsx^Tm
z8pM87+Z6>DugsqtzlOlJWf?Jh_}lAa;IPze%TdJZETQ2f)v;_}tpAp$m0@Mw)WkB(
zcLL0H0!cL9u4mQ(YbcGG%8OTS6hp$ctHYme)Se0s@JPlpIz3h%JoEi*ne_<)Dq|TZ
zF*WvP;TRy~zy!RbAt%0kKjU29vD=zEGe0`c7;wd(7ngtT-N#)|>|q`9Nv`*Ms;s>|
zcgH<{7y!wTw<VB-B7ri-`*d`kO_+&+Sx~*{zAy38B5UjGA$a4DBD(v8Uy*cDl!T3c
zF;o%amAfgWRtd%K!?OMs>pQp~cH_3X9Wc$eRj2m)dfok@9b<;USGNfP_6;N_6=@LD
zVx3BQWJ=;@U@7#O1|7O9o0G^ihGTtT&j=><WySlq9iW?5y43OWJ|c-#8I)O<x&_|`
z{sQGzAXe>aZK?_I7S@FDitbLnZoW?VkAtct-rFvOSQl6y_ngbPh<aZ<mV;vX${gei
zw94gJyqeshN|5n?$ywdaqQ$|xml8JXxdmxxJ%qLh#9`Amz7K(S+z%9-?K%#y^l6x6
zd`O0vq9Fa7&VGnqFn-XTN{Xe=MuqS6H$UuA0^^7vHI;Z6T2>~cBcwa|W5?g>!Z#)4
zjkRl-(LlI2u~t3wS>h@kO-r5#L3RqM<=iqkWfD&0fAWQa{WqF8C2n-#03=MIa7ZXJ
zXe=pclA@RN&g<}}o$%pd7^#QvPj|2YUJqu7WDfuA(4MG#@E2&TS&@x^hJrTb>}ud;
zPjuiT>}<xwa80knWN}FhwYM3Z{QhGXbY5Ir0<7g=+2j4VZ;N$$U{s5x$P2z71sCjv
z@4w=#WRwsl%)G7zord`Fz-L{6W+KNKLxqO3{0<x@MYqchSkbmS8QZ(!>AH(k<H>h4
zzx6lpNJyP1l{&B19Pn98Nozv+>;@F+lqrRmyq%AhjEL1t!*hVm4xlFjDp{i?^W3Bf
zO%s#|5y!GEv5xxSM>&xcKaBNf8lwYkA+Yr*HQDopwU0#7Kt_A8VqJxStj$B9m%dKz
zl!!$HiY!xzLTkMAq&Vn^X_pC#aQ{V1CJJ1k#{H1T#sT_o7{#fl6YlO!txy3uiNK!q
z!rj%%lPO`zUpYRXmR8=gpt6Kgp&)06?(cUA?{({TqNmvi<cVPKqu9iQTVj8?Mv=TR
zco$^nNFqHZrfGtsP3Gm?wBUU-TZEkD$Y|cm<TN)ocj&<vK3v}#Rn-y<Cpxvs0dq0(
zCRz#s)=NGYk3qlF=f4Zpe<HLWgn}F8;zbA88sEr3`=J@9%SKCihRrpWtcaFXu-#w$
zAubb!7|0}l2?BmVavBs#&dI+~6W5c<iKk1o``;rT@mJDB3E5RfdzO&`bqs3_q%WXk
z+FIn{Mw=rRH}&8CfS!<SsUH-ncd?wG;(B)L8p|`hwab93El8a*`A`+3sc;Rd6hMKu
zsW;5@G&q@vyJ|SeZ+~&OCd47gPt{i>uU0}l_|(6gcP9)}v-E8Oy`Gc_4lLpcR#a~{
z(8vr$9~3$?#y?U6|B)`&Cu#JxAA);kt0c)VWxqp%?Kx}b*nYb*H5nG;FGs0J=76xl
z6=%3Xa3e6gThG<98+l*jsJf_+<uSHMvss%Qt@MI`NId9bJ^WO4#KMGjALl~Ur5%&v
za!_?;U~Abtq{hhv?BZLHm9e8|Pe*T(J{`1-esl{>^e2(ULkYsd2bx!2x8JO?r3}iE
zY<Mp+9&N)~d>x5jInEJ@?NR^c^AP%5L2GkJ7*h8^yT+<Z4D<xGr3N0+CNlHc&hS!<
zJf!$dR~!{krjm8fk{@zfzB7V!0eyAv-P}n#iXE<OK+b&GUvGE_V^}9YCeeTL8h(AI
zbq+rsyOUi>j8G`j@qv=B0B}{dU;Z<TeJt)IXBYA$OhHr0VLu<+hXI%7PtW!SlPq&E
zQA9G)ag(e=jH<_nwIR?B+RJ?|ik<6zu!w98HORH&k!6ydvPI*<Q;k9NtQPbSJaoqu
zax))we~FKlP|g(@7?e`vb25kl<$`bDjAz<~5BejXNqjyQ017vTfq?<pmb9915_von
zB&k$d>*_S<BJv-4Wlm#$*xBwB)*C*$2xx0@b>|m?`-Jn&CD#u?H92W8ovjRE?<(FC
z*#0ZYsl)qe>NRLn?{|33$l{hw4%Psf+Ngk^`LJY}_jU+NNZ>!*98Cpei+MaBj@PzH
zuac_@KFoU{jYwE}WwQ53PQ#Rpvb(s@>6os3p|NgR=t&ALF2Krop)7tqMepYa|2L~H
zA5lWKg#Y3Zh!FrbrV`jmLbJn{W6mk%$dkMampwV5#1<uWdMn~bKPrCmTt(tI9(L7V
z5T@WO3J^Wi6YZN|dXqRgmQHT^!F8VwakDfbb~nQmQqMwF*YWYdaMAnhJ%NX1&}pT{
z;dvh?6R_!OM;vcT%r{<b{J)J{*>Ovv>Y*;;U@TeLE{5!=ZlvMEaIaq^fE_l~b1Nby
zLob}N$sO7%2H!Peg!c}+#poAOJv|6^UY7(0DxFC3z;6cMNUPxsfnJ}{*tK6eizfSt
zx09gX#4MA?hZWTBzWlHrx85r3*!*!gSam&cPD89dB(CrlSj{i6m26lrSOAR!3GXbY
zcy!QyWb>cv^T3&Q*GJBl!)trfhUY^(94|CW^vD~Ade^!1Lt5SPD{3(l{u`~aI9^B|
z5WD$JiYe?CI$f$>N5fr|WWg1Ez)3Qh(0&(T6#Kph*sM0njuwv-B-14Q^t*43HjrGV
z6cL#}v%x@K4a)tuqV7U|xAik=^d<R+lb1Zm$;7_6$E$BRKa;)VrUXxw>5R|CuPPIn
zj(ea80c|+hvr;V?cTti&7mV@FydL?(;aY}Ellmh%>t3`<vR{R|X79L#CplB%9NG(s
z)=(ISS`UxXZh0Tvg$^W^b-4f6+*N)>)x~R38kB~CLAtv`>6RQ21Ox<Bx?Ab)P61&E
zX(gmXh7u$M1O|8kNokReVTilA_n)})<*YSp&YE*}oU`}ydxCV^vTv)V&dBL5c|HOG
z_XsByY`5p=03C7{tUU6uIlS$Z>0>WelKkHAFSu^;3#XTjPE_eGEtJ*rPb2cah?=5P
zn1qjsd*OkxG661yX6UnsYV+A3Ys+aB0VXWzv;Fx2ar1;SAA|{~0kED9aBVd;4N&IR
zOC>c1(9uzAtS>Jku!VW?<)s@FcU&t$P_Ok*!(xh0GEcxLAnQ*kHowIH(bLnet=iI@
zciSF-kO&n71trD3joz*b@FH;4JxwQ(w~PEkB1ehfGwKT;TsodRU>{V|IUXaje1rS6
z-M+k&%7_o4MZ)o|{AP2Gu;TdkWjDga+f@fnhkE-N9%As&alqqSkeE~Pdj!tA>(iO{
zTZI-6m7dARuwh5_%7bQCQ&V4=rw`;i=|Hc<!Z{_$rvl3z(pkvaImxH2CHxP!2c&LK
z)_6>s;sIZTsxu_+-f$Lw8DJpALr^qf|2m-2;}Hgir3`vTwH6pP-_B@UIu9dlzPA^p
zhW?XyttTKs^i_~N1A@O3#Nqx#(H(ckM(#g3cVcJp$Jnynzf8q%Kfl`3UCDr@Z|Ml<
z{_OYL|28lo8)S1iH3(YUsHRBG=}}5UjoF%JX`YM;?o3Tls)FwRsjD@c%eN<?;0CU3
zo?%GsiY$N%S-k&y%<Swa{1chbAJWNh2kXVoTHMw?2)+L*%L(~xeDAv)eh5c2`TfEy
z8UnI?3w^QB%aAi{W}Tv|4W<Tm@YZJg`Kr&QYWi>yy`N>P7fi}0XuE~1q9UN;eLcF0
zP}9=j*MmkFe`cSGy2(}}!ZJHHEvT(3d%vTkf*%pmIauhkFti^>RSVn&Ngbk}8s16n
z8tsuqdlY-rqSmy;SECf(bS%c9098ByVT!_lKItfCVuXx+dxCsLuE!C~Lm0!j5GtKg
zS$%bBbkRxu-VpVSn4~=J{xAmZ6ZiB;@kOoqv&VpCp*}9EPNUw?SFi#?1LexObYw3X
zl-KKAF&yNr6dT;wCKQ)N$KG=DFy&FsBN7pX|NV%5T-R-8u_b-hd;T2dcIo4P@=Nvh
zz1}@F4UILBu={q-=Q%2HCp}tCo~W285d_EHaR6n&)HznfkC0!^3XpGN<LuC9R9KIy
zU}qU@M#W-cSE4E@EgYxk$V2_iZ-@<2QQ)R}m!9KwW62W&-~J5{OSDl&Un;!TzG^eS
z$`a+l7(}5&8NrxZ&&o<p?%;mVg^~aMFC###N^g|}Og@3&I&tyEcg#t$N5nWpJ5sOk
zYq_@yvnW;KA>Db3k+4Gl_iF?+t)D2t*fjhc>U@viwT=$)l`*nK&VAgaZ5Ptkfc=h>
z;!n)Usm?L#W`@=OXs|4u%Ye&&NduP;*B~_#uqBR;$Lg~iw|s`uf5MAiJgT_DQ?YzF
z0TV&$vCKS$<MPU*H1PVZVyByGIxF1=c*X0SPq{$&xq~_Z#$A7AnY!aWgo;|PHa}1H
z;<uKUcf6c&`hH~Pf4N=eFJqt1URWTS$|$5KV9$LZq50AX9jcojqFy1#++hA+&%E6I
zNd=lR#fr?1fJG06G?j0Wu3j_Fnja;8UCgl(Q-%Luhcd{>Bo;Okb*;EwOc;c_aN{ax
zZxnG%gx&bscyJT;AcgfFV`Xu6s1M=7J8s2}H%6_&x{Zw!!obU$z~6ZhDp?=2aqY8s
zR6@n})wtaGe`9e1)+u<qgIvNr<nXb2wg{HwO8&5mlD{Y+XP^$(Bw{R4q9NRLeX@PL
z71zhkas<F3%q2s-ek^6eii!%&e5vfl+s~`(D>~3j&PVPXpY69zwTmA|yS^pCiy_bA
zWt>nwm@kUxkXgmb54^N%^WLK|F1cj@$D!vs(%<98WCvE237DAxS<nuEa;84Ny$WN*
zQ_DBho~@Y5F-HOT>V8K`I15fyhC+EV6C=)TCv{qHu}k1kY>>FH)s8*@S>tyzVWzN3
zmWT8KCnNyuS^ur0I(Z!leK@RC^oq-#RzaRON>9-4fvZKJZVW4_!3&P?oN1;O({3l_
zx$A56*+iqF1C5yDkG}w&)lrt9!U8Y$(Y&YizNa*le5eGlalemMm8?xG+aHYa;Dca5
z8@rK!X2A?KPAwK)l*Xia4MRAW4Fi%~<%_-r9G~Qvm~U~Vin_k_G$sqRRh-m<{@1Sf
zs{PYyXevbH4tzM-ok?P+YstzOz7^x~C{4X%4PE;7WO?pR<s++JU{4XqV!U$Gil^FU
z@#D*i3l#s|B^~C%@A@+Cs)<=#Ks9u-Ok1!e$h>IJn@#JZZK?t$5N80moP@$^Z9_)<
zu2vJxHsH6G0L+n6RPo~(l7MT76LE*v59yPwN&2i|io;+(6<jM3J~?-zPHSo2_H(Nd
z@udiHf!$A-vUUpm(&Pn2_&FI!Zr-cYF~q{@g2~DL61@Fi8+T|f@B0>p7$Db@LH`v7
z3L@ZX>s#-E7VCAl$)#;_S&IB_e|StMxg@|8ClwV|teRNsGv<u=s?3VX@iCxx-CfXg
z{EOpKTQ+^*MaaoX(f6V&suZyDB9gu8%KVwz8nAqCtV?sNHT_Ny0GyZYW~%ep85bIe
zLvWv4pD%u+mGmVnW3E}&hF3H!S6NsP1lRs?U52p%JB%++y;031qfN^Wy}`JI6AE+C
zVBV+a<8QXoM4Tr+07S51yk0b&+%y>s6tHA01lIl%rp~1!IU1EAGNO7(C2BW8A?CJ~
zmF`>1^6FWfYj(^^(t8*<8}I}i`br{pZQ6k%qv)78f+22AN2QgAi=piFH2r^`kpV3&
zo1vMP!3vE4M%PD450J0U-F&h;hNkylhPqxcf3lpdwOk0CcM`Fm`jKXo%$}-CoE_q@
z104O`TFqEk`*5;|l-x)Z<@X|ups#Ol!qP|8j<Y`C>-kVu%)}q{zT>i@lUB*?^eI;Q
zelWj}NXyB2c_5tuGfgH9i=3L$54=IyeATfM+}eNwEt?W78`R^X9lHpwax$&{12Vl^
zEV`D6Az3IcGAbO{@#}GDcA4tF5djNRR<;ECVZh3EPVJ#y2BL-6U<QKt<wz3#Z;*6;
zjatAG1y~`4B<GfHuo4Lsm4@Ey*WHh$b5*us7_JzpfYetKij;~F5{lAgjeuF^jf@te
z&63hGc9+ZGL7fH9F!)?w-z(QE!I!;0A$!{7WVNg{15H)@6z#dpUE#r?9NMD-qsk!G
z$8<@c?MAzF_5=NN>*=%!!BRAyEFrB#GKee{Izk!(Gk6X8i4}nTj@;&polOfXeL&6<
zQY}h8m{+Ld9U_xx!5OW1OI$z+DW|j}_hhkCNR>$Oigj=fO8(h?Cg?D&17O_}0Uv!P
zH(j1IWQ*GykfK2axa)mgxz#p*o0n3OlW)C>nV4R1;*q?E<-kv1Y6h>Lv1JMy@Kxe2
zQlo_SJ8!svAtP6k^qJA2=LjY^LO}TdP{r;aoJ`&-W=hr9v$3)1-Dxknd(;SMVoi{1
z%5^nU*r>327|^CMw{>+d_ysUNLxr<%cQg_vMzCz2n+(rn9j_`)bG9wsFhITkZh%tA
zH(R#Qjshpb5Tj0i$vcXvd*hD3pq<blCu-HyvZ%Q5j|vZ!cq|%mdwcdzmT%MVb`2mZ
zN6fVSbDp1FWUpqsnGk$sVvH=pXJP9i!p}FK($cy)<cx}qKv0K|JNrc*%^kf#_vhGi
z*)Yi#y;c2^s{NIT5m{0svn0zDP*k;BSp};>?|J{;y7aFeLz|fe<j<h5Z~PbcNlVf*
zG^pw=Pt`&7JF>aC*^Pks-redCi-1zV<;Gv;`VZN{!h+HIrt0RXj}4|k|E$7yr?#7#
zUCA8|NF{gkQN|0=jt+yFcZ#EpyB#|#%6c!cLC$91;$o)?GKf~R+#>j^tE-z^q1L>&
zKUqtbY^Q~B=g)E1-~o09`%4r1iM|W=+e&gusuf`$N<RdF1yCL&o#Goj41vSxk2iky
z{`X(2<NI;`PL6qt&uB_6Y4b_RlpQIEC$f-l+6$)sObgNXp~9mj-yFC*Gd|=ZFTjWw
z)VFqV83UQ>cA-7H#gQcRer+!Xs*++3<E2lP*Wb)UEp(WcYWc<m`1z0#6EhUThyXnv
zIM%SIq@;invB&X-RvsGK;4M65uelN;<gl_BfSo~4M0u7xtXl;MEB79eAE0?8XhY`q
zZZ|+ZS4PY8qz;=3fBaq;Mpu7-Bmlc!J6V07uSsD0GY}AbW5^+`>BYXCno8Q_-xxB<
zuCwL;MNsFm%@mQ@+lJ)6xYkqoP3~&QiEn3Dp-C$odoep19vQj1vGJnJDi(d`$z)^%
zadUH%NP=`nOdVT6Pb3+4pKh5Bevc>2tT9#v4S$(s@W23Du4HdOJ8xz9=Mv0)U;C}u
zgQ?0HL*WvY2={+`$JZgQk!{x$+)$H5x`a;I(#bB7AE0lbVN6U+khPs5oaYP1mxnz^
zxncIZmh9&jEk-vKB%?>H@M%;GV)avqf%F+Bw(FTDtx4yc#W+h?<TRty$-OsG-xPlF
z^6Kj9N+2!r>~)`NYirX=x`$s~`C~toaA#oobJL&m=*g}v@8|hHW81<uz<aA^)E8OW
zSinupg&vro2!9;As(*#xHjo=YYOJqIIhIu8m^}3Pw_tf=Q<W{y3!M>sgG-cTJ1%Z7
zHfwS3t~wMF67u<FBmQl|E^7F~u+<&qo|lfSZ+`qhG%Q;<C`320Z1+=5Qk{!tSE-5k
zV)hfQ{WY2+4o=SQ{p0VN=wYQ-f&ZmEFVp@7gi*!*`#r9JHOs=rhK+-R^D1afi<0-1
z`z@KLa^$O`OX8pa7a{4k|BlXfYmlWw20|?4_hfR!2?pdJY)!UrhJ7Ja>?w@>SMizK
z(9Qccn7=u27!>322nj!dHxV}S@Y&=tHoVIH;=mFJu)6Y6NoCH_^eXXm$K_R@-1o!b
z9;aLyvNzF(WQ+YP83V_YKE88U8)G@zBXzcbr#})!A854KAypKZo|*a8@joH|fB@>x
z)O{NX(AtKE&+YP?mHEY&l!_Pps<W+VoXnt(;KZ>7L}=}t#k<+FC~Px|(`laooRai{
zaokcgPpMtKH4rI5!F~Sra$unOX<lDk%v@JjM@S<<oHXb>lDG2A`Co#n9+lab;16rR
zYzgpZ8`t1TpPbt`Vimex1ev~~9$D9*4v&gjTU%o;Jb=94sVF-*JY<xT`WQ!@wI#ka
z=6HC{Z$jG47B(unU<h~q<Z|CTr3UH#M=Abhefwp~UWnC`Q(MXO{i=U@Z7F_f=No~2
zx%nQD@?XSI=!~rb290jq3Z1g<Y?BidSUi*(I0(y_)a6(*o9#4cDqfyxsH@|m+~}`y
z?6=-JS9>hYnfBP1pEMBge7yB}q^h#KvU2y>u(q~FB4AQN;x3DQ!^3gFQ;TNPQqg$#
z9P349rh#cqjjDq@yk>ub9U{bUzVhP`(%+t_5Bw%)+&{MIbG6T9Dwe?I54sgc4p8YG
zp(b}$N}%*}9+O8{Q%Ykdu#lFYpBNQ|V`*tg=tVa;0OuW;sN67wKs+p(xx5Z@EB{>w
zYE-QQ(C_tRTchXS*%VOmUs=^_mgkD!1y8AWzP_n>c|RA7g|lThU91BBM0zuCAA6w=
z<E0K9ms`SKt-vZYI3-0B-oyPzL!!+gf<4(ka}lM$&LuKqUQT2Vm~)!75tEYk<V*Xh
zp?EQDqA>2z;y;_~+ozW~gt*X389s+EJF~Gx#Iz?5M#Ip@$SjA0qa!9kL0yFvyg#d}
z3V;>iu{rwPWiP8k<VVPU*x8!{o1V)y-JcLoFYezS%^IBivh+*q4qL)kqN8~_Z$MO1
zczC$j94uI6;dQxM6*5yxyUAaY*Q9X+VKZudgwAhpM5;F~rOj~()M6{$&<^daYoJaw
zX{)QNKO5I$L!r5<W`dTOoSd8^*}_rF%NCa%Q@KGrACiU-EYI83JsWX%>}UwXUJ_Ek
zYf1w%Odevr<b^g}r5Ql42l>ZW_x2K+n|;C%t7`P5gcPP7?^3{y6D;B>=b9V_aOyW!
z&qm2#HaHtx$2n9~2NImK?E;$$S!LY|)>Q@vLx1gs3JC4v$Hon|B#M!Q6}ho7syl$0
ze{p$9N<s1c9=em~<m`1Hj6DaYoRunLZV2P=h8Y-bmD`Y&q+f;JZ*sg%q}UaAyH?=?
zmD^q*4j~|jqnT+fOtE+u4Y*#JJjOkD3tMERDA@wLFe-ou*`d+@`Y*gwroQO~A)b>w
zhV0*)M5kQw)YKDbm<SCe|4RVW_0s$fHhELbfxoh{0xrcJaPoaUcY&+q`G=EfD5&ur
z9X`S~d-KR(>bNI}@2lIeSSQL`95l@HQccU1o`{Zv9s<#72SwKI0!6@G2dZ)laCyL(
zUdVsSmaR>v|Cb%)XO3tUvW{MvK|ej+HF5ue&sV=q@1rAUArLTe=Ven|T#Tu}46Y%H
zh#m;2MKQ6kel=-97xP3?23-(?a9_`w+BGs#LfEV3`DT~n<3jU;r5j$^NV-pE?cQJ{
z3xVRcigYCGF&?(GZR1Ptzq8$dU?Aal#<Ta-(_-X89CALb^!M^i_(JKjT!E4M*eCER
zkVxL|{<Dj7<GE&+F`(kk7JP%9nVH%DCH);!Nl8f^5K3HKU$=s7<u||1==t2W?2AhW
zPqCmE-;UqV5XKg{9(mGYw4Z-P-=2AhZqj`7J$(&qpjz77hasVKED%D#wmv*Oypvr7
z2j3GC7JlDZkEIxyWbxyG<O;QJNC&A6Jb?6nNvno&@ba$D2-n?>S42+`o6H$GSnzc`
z@#fiYX&1Ji;>ZzqabCcW!7glR`H-AU4E92!H`i!RKED3NYH_~aC?We6vH<g)5|4$-
z&alD)IgP#*4uwZ5q`m^Faanwaz`{!y2%#5#{{{&~%?;rX8M<MLtgNiGPduXo&}SsH
zv?HkFO}oVo$!l!;tx1Gz0QzBp4&tWrd+5#+^4Qo|37<2<Izjg61j)g{Esknyo5?08
z6O}~TL7-ls2HYH{Q{#5S=yvCY7I_$qxVyVMJR%|`H&>%9acsGqx=Rk-X?uD8y?O?&
zPcO9d1ma%3=`OV)GVn&*jb}qdH3|Nyr3K>P;9zQIM*Y;A2TTp!-xBO6?A;bD0PV-b
z!674|9<1B4{aRm-al!8Zb!_(<m}`PgH#Hgg?5Wtq@ipv^7pgpe23`+=fppmj8+S(5
z?DRiNYFgS%qLMLv9tb^s{qUF=ytC`em96D2aMizTMH=bINbV0^{slu1wOs~}j(wu3
zIZ|<SZdyatKKXk($60LJv$?UTs*xfO?nhZa{pI0hLm)pyT|=Wa$0Ok+UW0|L?7(CQ
zi!@D7A}d{U2&G@(NNJUz5|)-m1|B!Fb92*!=f7vw1g0>Qb=9=ASb_BmAkzU86Ey{e
z`&mN&Y7)i)4J?0qHYIT^XYwCWP}fugR%vPJhYuen7W%@U`uu|#y^AX<Vv5Bl7#wSV
zcD6nYyuh-1Oqz$1?wA`u1>7Ac?Q3CU6QxqzJvyr07OnJ+gO87mk1r9_nSkAZnwo^F
zf<lq~uL4S5O~L&sykqUhb`H}tWY5VowKQ!l?T03H#7oM{KlBtaIa5%&Rn;at%(x_b
zN#=4J)>K+YH`Z=xCeiUveDm`GvczEUFGEA>ZP7cyn2ORv!^6y+oH6n7gkWe74h=DJ
zbH{!BNQ+NEV2}i6u%*5I%Nqe<;kDMy{N9Cyj;p0=v-a1ZkRAkCtt;Zd2OL!p%aM|i
zVQ}+mY-EImpI_%x1`&X6+6i#Bw^s+83ITC({-7EYBct&~2gB@KV9_Li%NP!`Yw%#j
zV+?;Mfrrf)PRvD0sDR6;&jN&03gv45`-2n<Vg=knrfvrCm2#*&I42e}417iL|L=s1
aTO11`{Vg6-VU>H}^GsP=sanAz^nU=p;wKyc

diff --git a/dev/_images/sphx_glr_plot_autoreject_workflow_007.png b/dev/_images/sphx_glr_plot_autoreject_workflow_007.png
index a57421431c7e45bf8dafb2f56b8e7800c77caa0c..0709e718b60ff2213044410b194a269053e5ac5d 100644
GIT binary patch
literal 106736
zcmbTecQ}@P{5O7Hmo1Tzy|S}cAu@`xN2SOnp<!o_ODfsfBUBO+A%v`}ghFOn$sXA&
zdp+;7`@Wyw_xI0pJjZh#-N${D^E$`p^B%A9K85P*UOY<9OpYMPQ4Mv~O9+C+AqZxK
zlo<ZyROjFX{7=qZ&B*<-(@l3zD_2`Y$I9LLj+6Tx2Ww6bTUR#+Cr2q!Sy4%0PJ4HE
zXSXwAVt4=d0isT>c4C~n2cO|2WX|fwZU{nUh5m=hRmyQdFbJZds&d6EZQjf?nNDpe
zfPZ2B-MpxZG98Z)xvQX01~tKb{@k?8kZFHw1zibC1&RA%jMUuCp^q8cNCjyK)l^kf
zcu3XFT?eJB;&Q6yc3<xFn*HjQVo5&wZe6imQNFvo+w8L0Xu&2!a|5Hzlm9;U($2k}
z7@q$=v-Giurusi0X-Rdgz=?l8onJV~o~xF17Ta7j^<5}iH={uCJq0GCu9eFhKb<)K
zl)bIlxGsHn;Lper+xn7r#qhRt`TFsdkq5N8U$)k7lk0SMl-TJ-FiB<WE_$}fO^>9x
zwMh&WnpM%87c#uLR`@n<_Zmrx<9Jx+NbT<8`Q43$QI9GK`;O-kW>tJ%Qz>>GHNKwq
zsl@pCi|uDOO<xVOow`M5DtfITVFAvh(w=d)J0nh=r=!;2w|ZmXHd9S`%jBnAgO`#%
z-%>N*&l#UPN25$eP`AIqLQKUTLCJQ8Q(m6sBD*(_XvGM&dT+I5-K<nexb|S@_Mqpm
zzwCH~l(_fm4TbHAxOFog0uH}rjK_Rmkcm@GnfYSipi7e#9*6Ooh`BgBd2lbZe8}fW
zyW*}edg_yxvq#$Gmp%`a-IloZUEt2I4`sS7m(0zha-Ib+A8xk?j(8kO<RH)5L#h@(
z9I<JPP?2UXSQ=AT-#f9=G`~;7)Rd_f?!5Yy-)6Eop<*Wc>2kAB;YcHk(}SN2jp1Uo
z_Hv&4JL_9Zfrln~y!$qzKb`6x!cVd^;+(&o>K(}p7tLGZV)EMPx0AT><rp0u-FFkF
zgZ-sIn}Je?zG`o`nuHgk%M0bhV_&$VKOYgR#vSg~9iD%t=wIZqa6N+k?1wh85qL}@
zH3R1#hSz?~_)A63y{)2DQ&aOg+~1t55-7VL!tO&Fqn=e8e!_*c-ej2Qi9I8u)J+O<
za`GbgnM=~Qds<if5B7IOmi7Yz*%IfYBlmYVx%v4?jE#+%D%ou)I_>G?<m5>1rBAjb
zp-<^`ustnwR)&uJgpADQ^Ti}`|J@C>wW)6sw#{@38+|rquF;Qha1Q?UHv{Kv+i$N<
ze65&>)q0YiZpJ_PS_Cdg0ZUR3D-k(YSXWyc9_Qj!WA0Vs8kU%QR-H&6ixhdU-Td>r
zv)(247VO7lO<dsjJi|8~IeHuu6BEzPsyw{LLiy1RuP_x2|AYoP1*_~arM+c>gS}}b
zZU~ihdCx}qrD~f>a}5o$#mZ@R*1)|L`+?Gvt7~g3y>$o2g|5BL|5HBytBRr5%##gv
zpQLU$`u*LXV_jNe1@F4v*|yOCSsLc3tgMtBd(6GuXA}J~L-caDbOeVI`&pkq${rr4
zVTXdP>L0x*E&VRrH0f#u&q@05oO7iqy@i^Z!SdF4^h>QI(dFI!-+jg0>|P_7&(;zx
z{<*bNttr8AdWuZ2s9xidG6-U8Ys)BMO*l~QL<KkT)~sr5Cg<7dy$@YhJAY=rG&g_h
zw|jP1PB-A<?cTQyN(U=c(oRFHb{XE;E8A5|wc$fGzUX#|Trb5xIdQ(orYS0GPA^TC
z+U$e7imomtx+FHEpB_d{E^qtEPN%soZ%;qFc75vZ&-bH=CXOE^nplI=(pXFH^wV53
zby4eb^WR-4M+?Pxw9?qys>O3}t`<Cb`ZT<5f5A!Cc?36U+Q^vUHAYr?yO&ZYRr+J)
zbVm58+dWsV(|>YnKO54mr^F^=@?I6L?6bKTsi(O8c`MCtZmRuRG#q6#@bUOHQw$=z
zIp`KSKJ34lzVges<mPC8N!vL`N72>QRdGu^F6&*)@a)vLr!Jjp3@60IsIFP~-)ml_
zr>D36k!Se(XSq|eo4MC0k^Aos3@qaB?i{@YKWTowjEJ>1d8z`F@<+o<O)gDrA!M|C
zvKjKXdxZbYbdz{{dw*$fZ#tQicIkE4=6bKiON}_birKt3&jrF<_U<1M#ZxKm;bLQB
zHCq@XFQCPM)&EcDm$tSGKi}VV>9<WX%u`$%C_B<?5qK81o&dHAB4MPUeCS;oZFJKL
zB<OR`r6B<U0cCiSwlj0Wt<RK(T{C{)*6{zlv^gGsS@&btD=m@fGuy}qQ_(@6xq@Ux
z|1&-t^A7QL8}t1dlLw1cOK2%U0~j{%Ba2h@iG6Zj;U_Ie$PncaO12`e73+NSnh%#q
z?#O#A4A^R0b6<>7g{uwut$mBv9L?5wD(<yxIp|z}l<|zaz>v?J2wMGr|EiMl`STlt
ziz}Mx&KVCAdaInHn_lEJtXRF$$nt1r{xNryx^YH}SRL!_p8St@%YQwJVw1N%JlIc`
z_Y{5aG#mwg&E6Nu%NzT2MC`N0!778oTB}s@S>My_{(lSv!mJH)A01_RR6ZQQf@YIr
z-M$AMJ^fh1HS>?FlPxO{NS~(HtY*KzPL_4yN)$G}FEi{%i#YGh<Pac^)hidYQzVIk
zNvIlsc@9TD3p`+g5N=qiJB)JZ&Ngl?4cPZFz4ybA@$?-=#}6}ntZuCmq#^aN>r}7?
z4<Q3bb6-Y%f-)@bI-x$_UqUk86s@-_&meOBLB?5MxUyV8K*RBC&rQl5y<l~ZuFBtR
zWmMQ(uCG{a7IJ|M9K#0@cx_K6xj+@R*<PJ&9JA`m(m=1LtF-SP!6<<>d4K04Z<6VK
zdXekTq1tI|&cc!^9`3otCna$!DJj{eB#D}ZsfE*9eR*=izV|KLd&gg45PfLd{0POR
zGfRWEWxM>B2TQ7qQ`AKce>%9ChOL!xm$`!Sv3e>c={9fZPRpNZ_0X2^NsYnmfkoi{
zaj28$71;Gm0v|9~_)#aBx{|%E-MRI7++`0MN<Cy!5R=qRNEnR$kG$jAy6IsOHjSK&
z6xQ>7#R$&v*N0JP_Dx!1H4jMGy^tn$Utxst5Vk(-#rcrTz{3MC*a2$F5DBYKglXPW
zDMqz^m9N-@!tO&i7;lwo{|xz@bcKowo|+Jmoym%0RSKL=_tZBq2pX*q;bx8;YhbYW
z>^+?xG90jb^zJ~ZhW9Uc=;s%s+0lYOvhK4onPf2rMJ6cQfl<+~!iD|yJt&^|FEQMm
z`NmSh7PYJ;cI}O5No%^@o-9Ft2Ep**foJu4kIAx^LZe-c?<TPgML504C)lIQiF$^H
zXr&+aTRZxQg6Y2eVg<qR<Hyk`y;^7<DQfmXHo$4P)_<$T;=uY?;njlcRz3N~6{C+>
z^r53ub6-G40ur2RxB1?Fm=zp!@7Br9&Ba42?x+h46gGaxb8>5Le{=Yvni>&=GjUSO
zLnyMuNoF2Q@9*@-zSE-#*cv7AgCMDxOf-3tloXO=?n9Pj5g>=ANTP@dc7*)!A%pp2
zXd~9pzVr=`N1xqbyk2%IVPk+Ml0y63eTfaIJ5te2^$P4%@(ZQieg2!jnxG%lkF9uh
zRkEFNw>%$0d1`3b<LBMhN!Ma%xGYU!;o-)x0F200BP085QDg&dk)>&4X}EnaK&fhX
zu`1H0(?0%n-mOX}E2|T0yZiISP3$GC1b9BZj8;aQ{L<2Rj3vOGJ7sg0zdK$~AXN+R
ze@57(W*1`!h>P;`g*`^_m_|mMBMhQ9kUrm~8oTWS$fCF?Dz-E6lT%aI+f0hBi3sp$
zqPDE~E>?zMEMdP3Tq0&~L)l7n;|SbyNqqXW<@B9COSu3*9q0qXl4NX@zrWoZWfrhK
zsnNs%g@PDo26>z~4zX{`9vu?NB-QA;2Svliys%f6J-W$wuBV`%j6V%;U7YMP^f{E4
z3F*nvdzR%}dw8%*f$T!x>Q0nnrQ~NbsrHf}zz=y(vyJyne2s(S%AG8-9a3HP0L$Hg
zb0;JuNHls?wKO+d6A)7rrETH~sKk-P)8;=U8^&FF0NZ-Nw~eDVXSzey0cp6-Ly@|P
z^zCi0i8Kib3L2H%{MM%<^XrCOt>=>YRegO+Io-P(2fIs!rTGyO8y)AVB#`{f%ulXq
zI|k6{epb5Wxa>_o3xrdodk#6UzC6wKX{H|##It*ggZ*9>SFbigZ|i%VlhMo-^LWy<
z_@Lp#&Yy0*l=f*GnP2XgyS(s>HdUTW@O@~Y=^LJPkO343i;Sabm)%$mrU+`rcdx+u
zqcTMhUGFk8xmr9S13m$Wix@5t2zyl{)!3AI`tCpxK&m0x3+sdLY_+alx@66IxVP5M
zgls?}GB>5oG9l=aJUx9^GOEC|G8SVgR=4-gWqvGN>?ZVbt16EL$*8-76*1m5Ls_>q
zrOnl8iwF@%O=DPZ(aH&$eA7yrc7-*Hoz10a?q~%X3%?b$fu**Lvn)C39;vnoKcNc8
zXXlPb$y3^;-%DJnHGFebb}HGX2;kIs^6-)j7oDM@nv07>>gl^-Hc@iKb%5ZT-#w{=
z%I|L{(R7u>`igMD-uQ|vbbk_L3ow*{zCP}VXaxd@w$Wl~sHU^jp_`{9noY{CjSv~U
z*K3wI4&RkQM&1<GzGGeb{+bqU&Pi@#rHNx4MHK){MQi~xh+Q#k*c=Xg_MW1lp}~Hr
z+Pk^^5OB81P#`39hxE~F=H9O+141|gWIx=SySX=I5wK0PySda<cew8qK0IF5YyMQS
z??JP{l`HY@TQi4kxMGyyIX-wSgx&m>D)&A#aDUE%-mTZzE}h8Gu=wuJ(+IxWd+k_s
zlgrP$<;HE?hB<=ATCQBb9;VERD``6;beE-o!fm=u4L~+pjkL^s71+~!W?x4w%uPLY
zdfQbN9v(ir?sGX?o>|)dSd_x5`uP5{!#z9nm<vyJh>F><K}c9w7>bJT^uHqtQpRtY
zK{2d=T#4JGN^gxtS<u13W}Qu6krfIwS-BJ640tH+|GCWS(PvcwRUlST%a+DAViZEI
z0ZKVVWAdaiihAK(UTu(&_DiYRFS4=-f#pra>3Q5a5_q^fEV3Wnc;1CV`(dsB?sd8r
z^BSKMN=n09Z}ak!Wt`ZFk22pVj(1-eIF2reP))7sc#t$ki&1tm{_-;5*c0s0D2GTs
zeU}-9a1`tcj6zrQ@qpH*w`x#GTH39vb!MpS_O+(9=rgmqSvKFE%9I~Ft<${>K{^K8
za2~4M6~j}C+)^R5PysUnb{qzwjM{f+A3a!2s<Rxy2USd^-ge#^4awPK|G41s5|%m9
z1`<dbVXVCgDW%GJOno(yr!V;CeBb-KEQ5}om-bnqw%hmQr>N+Yrk}Z|`Ju5flBM|8
zkGy!k^yX%S^J}5Rud_0agQSg&5FS%riYW!T^BZe^iWZk@23ibKoG$UueC#W>kpNOM
zKTy_kDS(TKYknbu&-9kv>*fJqFQpSkpMg)KE#9&r>^S}5x8RkMfeIIHWTbkn&24Yc
zk#Ezd2C#!!<P!g<nQcH;om;<OMt21)HE{%fei^M8))3CX%}Qyac!UrOC{x^TA#cq3
zl9AElz=O4C6=PvSUD+@4ZvE`9_Lhp0n@YY#WXLM(jFJl!b@Az@{q~CLYtPnBxes-U
z9ZKzat{Cws`Ss!EftzQpoDNtVuH%SN|Ln4-bBa$(S{Jm0m<P}u(p;NQqMPUZr}N_Y
zhq<@)a5oX?VsiH~_<N~7rriN96AF35hyr7F=mn+romj_m7VZlXxzb;(K0l_e*cuC$
z@ZWK7O_3r2j4j?6#TM>Vw@=RxG(siGqFcJu@fY(_&1S~<wBdTmYe5a?u&p1`M;T0=
zF@T5_o0g6_=sbk}nw@@Ue)GHZQPHF$P@Y}=0!ZSNpEkSnS%thhyY&92V?DG23G2_K
zX&wU(us}GF6o3%1{!}#_=>KR56bMBn&XDeCHlGJnKf1OJEOH`PQ|DZrEx^;LaC-Sr
z>L07k9Z)?5!tRHKkxxuc{-}uHI_)$RvDU7{@vF+SslsI()h%w=+FC*D_8NW2kVhAP
z<071|^Zi|u)-*ZVy1msSx{BL3n%43LJZ@nHH<b>z^(ffRd|yd}bis^#H0U+=6@gTF
z0PU6mB`i(jX!NiJYg1<5?eVBev{!gSsLv&0Kk^G&RkPa}_un|3r>A+@JkMM;^aBu!
z@+S$0E}oW^ckkW_9^F9c0*ao253)dne}*oKL$`UUcGq!W$szR-P%<OZ?*MBMymR$Z
z*Q+B?U_+$ZWM5vGF@m!rI^9Js;}_~@I7TR^A!Gn3oKFa_5NFh8`IbTnPkqtK$||89
z{UW2y@9(cKUw7589j<VBsrFHmhekkH`17-aKRH=T0Q)~JcwE!GuCzTti#~De2R`P=
z%>4ZP<~nXeW3_v$fa44=S)*0xhMk>FTbf)VF6V0;|FxNe*YwDZq1(Sc+>3nXB<Q|0
z#D)~QafxxM`_mNz$S?hP8A>v*bunY@*4UBoGqy5@-AmVNeD1x{yaHtWW@~Z~%KjM4
zy-v^z8(9)Q4t;)Fc!QhYeWr^@>2ObqCRFv63jG7XgearT%e%V6stEV!zBtJA%zq<g
zvhwDwPE$5C68ro6nK<HjDbK2ND3c+6MIP5xVwc*1CdaK-fvnLq)(~E7-9SEWq@kgq
z`7mD)fU3siHngf@;OC{oM?&f~<O$Hr0^`&;dG*pL@E{3usYX;8!cVV_LPI7&OuZ))
zP=Kg(;ML`MT<vxI6Mad0->gLlE(8I{l3N-99f_A-%sfKQZHmYL>eZ_^H4;W2bnD6=
zMfEq=bW@LhTevjiSs(W<H>-#j6%~w#g?Q<$ALNB~2OoH2H$XMgH5O}06gdw>RZvHL
z;X9vsz_x9;ukyVPfJ<9`il~s5ICqs^MI;df4CBSRdvjN{pDEU84(FKqZ}`j%*D0ZT
z3Do}U+M$HLf=_30rl$bTF*LOUE_0l*(MlBl*sgS#*5esLcd|-jNcX|+`dmnLwL%1&
z{OQ-xXCluM5fLRz*->6EcZ`HCjyKQ%D#c_fn)LEW*khD%LR(L)O<x@PQzcrr=jsQ9
zB<i*E=jo9vB<QBW<EOnhEyF}N1w*&7205g!#<$$XuRB{O`PA*J=}8weN6!i3XpjnT
z5mw4^r@&p751va=UJ6mb#YTZwsWwHix%|4<`)Y3ydPE2y1qQUNI94s3=04hLaFOjH
z5Ps(E^GAVIpkN*Jjx%WiJ2P9bc*{e+ORxTLbKmJJ!ay!5zO7!>Wc3_$S@x+x+t<dz
z&yW-6A6@Yoo}a(d3J?gOdjkNxFjUU~F!G6jO2IPOWB1PtsuEcNB{KpXy|X??0%Bq$
zi_91xPE;X${4tm$r@9I9haVD#j+S3n6)*ujYA~->qGfaZNk-`ZZD%(JHCw!)NJ1B^
z#X}NB(w%vsPl_s}Xc&WTd8*)&&&;c&F#tYI_lb^l6k612F7>|BVo+H5Ov@<e%7b!J
zm0)5t{2xAih(5x>dST#bhVNof`*c06o<b1HrJ)(sqZAA>*%}nBsCLm9b<2<UiBQfX
zC{hnsmbf>21%%3xit(s=$OQ?fq3Tk_7c(7shC+kD7#Za~go!CxABT&6AZ<w!Ysxn+
z$;*<YViZTl8zbvceiXPj&e2yFsATTHZipfU5Sa4*?DD5MV}TZ-{hSbs+1d}_P8xbZ
zM!Ot%xEY9&PjS#k(dY*GrwIh1hfuugW4>G=0;%r;=*e&!3QZGVK^$yIvC9a3>Qu{A
zY(xQ4z(vS_%O9ALv_7b7qp*C9MOO94D2P|!Dbd>d-iQ(na!@u<+4eK&L)H^1rj@R|
zpGL)@TgJLC)Kki%Q0?z|Aq>Z$*%cAKZcUeGuuF5f@apbJ>g~55L2V31C1Nxs00chN
z7kJ>kHuYCwdzEB9yH%5u;X}SQ-QI+T$WzA;WKC?IteTpd%K+G|0ghfc_!vY$G6q_F
z{qVtt3<azg?2_01dan!U*C!Y$vPDepT7J(p*xH#ZbZKO=8v&U3C@;@zGT|Dk)wi58
z%ZzzR$sNVZEDngY;ceZ4PY;OjJ*5tp6B7~|0I4>kVGqPiv88fDT0BDHz2CO0M~|_c
zMBQ*Zh!joGms`wzW_XEl3%{y*SAPLN<oQ*n_e?R7?gUWGUywoh0MUf``9sp-4(_as
zHE2xtcjM`fA1?+$pk(n^RmtF>DX=BH?%DM#8=V(946l>Kzq17lo^MeXkPm`eKD4oU
z_`yAG6$zIy)t)L(r^L9pdXyYN;I^av{=M(!V%F_}7<Hb$-<>awL9a*#mbCD*+z!;P
z8=dywUCr}$tRr%cFhNky4U`F?lqQ7DgHe9}Pj^2=;B<0rQxr7XViw1WkFF7y^z@rq
z<k61f0mj5TxI>h!LY-)PM8(n8Q)uBNw*-K|25_HsK;5%+=&$p;OLcla9uX@ZBsic$
z#a*k3iHYw(SdU@@=$sF_R6fWjkaYJn7Gk>a!e$@7ukLTJP4mApGcZhuWIsD#ZwE>%
zrAduXnGK8QC(sy-${l|J1G0l&Y8S_^=b=438c+O4qVZsN`0yRLFF=~(uDpkHlz{qD
za{oRyF+Kg;2ltszs8h26rIK+v>z2igxZ|KKx}{pP^s^UH6T=tOcw_KiQsCUcx#&$Q
zU0+S^>eekmov^I&S+|CEmJfp3JgO;QDtzql{P!SAF()S`iuU&WHl~#hQ~Z}dk~qxW
zf~tz{?>vazrv`395keOh<dT~S0iLp~H>ni2o_9`DD(yL+29fbSX!PT(eO-9*#y&`j
zzU9$+^fn@w(gP2+?~Hv8ZIlCvf&ZCb?7iO|LEHNQ9-!I31G%aQ#HV-Q=*aezux<F}
zXc9>IZ7pXlohj>uOFc>lX<t}KDE!_`*Tb6asi*T05jWux40A<78xaPZF1IV09^wG<
zQ0bDCIQS%667MY4<s97xxPfBO=Fa@gZjFL6_i@sdm$wca1t=zHlSgT*BS=9zqPme1
z0efDkf(Zu8nu=3opOLtI2Pf32#?Ic$nJX$gh~^E#4V@NXU}&vFrLow(Q~IX<>px^?
zb6+mczA5Z!*$+J2_iRm;sP9a=l)0e~EES{}DpY5Q<Z@@h(u5KMg9ridMLo8Tt|<B|
zipl^0yMUSYT`!1-nKcUlHg%fwCo)u%cLveM8kDPKX$KmQrJ+bvq;jY;CWBAtfEp@5
zFO>CWLJ>j<3!io}&PezXs6#oe(<eJCID?gWB=4j3_L<)*86bU9kgno%&ydCO>BLUx
zojZ3flie9$>R2$9A|Bj=(al|#0f(H?ul&#AC-gqyt{}Ys`iaa;Syay-{PR)e4(7qp
z{QHTd_&@lJ{|{gId?M7uv62XSv5G$fH}Ai0WNB@9jKp8X8o+Q_t(5P^9q=gWNGMrz
z)6Z$Bt7kp<dq+PS!8<yd)RM5e1TLLqn~vuYu=J&@+hV2_$57OSvSonhFP=X~py~>;
z`_4<u|12-moD>3}3Y{So<WRgUeW)r3<ucFh+A~nm9-@CGM`@o-tagiwCiKDNE~+x3
zRTQ-W?7Ona&Uh|HfFw`tyD|UTDpEss6k3KV@HGjr8h1p)9;m(y9z0?Mi{0o2yV>#j
za!%Gbw4<`>x{>=wP`8gK-4jTZ$&k|O7jCb;m8Q;0H#-~dU3=*;+m^&pP`8@mPhJM^
zYf7_a9r{!zMD<^v#3n|a5EbT8RTz|b0N6I2nQ9dPcUORujDsF1)3)Cpcn};LOJnNN
zaQt^q0ShRW_hBiBq;9t2!;TA~Z1~!B;?O)R5CbZvGknE;{@A13#?ys|`6Q}h0L^|0
zH4Q}l_bz@DUt+vwU+3r#S4}Mr)vy2_#RFj@HZ%nF<#IL1=3p=6x<vKPJ<Q9~7+&Zv
z;ST`QXd+w^jn`W!ZlFL+KDax)n#Nkzhfo#%sYbOHkRIWy#=`VkJJtF55odRPzf3Ua
zXOAv{1{-nqPsjO$j21>4aA$=G@SrT(u$mNEVlEs0a2*0X!-#B*1XEp|`H)}*<V09T
zMuxlh7Ab0T%mG&^t1E}THnrl_2c=fhLVzq(FcZu-3dF6_^bP=k#ucdO&rT8MeFx??
zwYl35qWEW^Kuv(N;-rbe*iHmJtZT~`04S(su(Pt}ms4?&7tDn0-V@ZQVuI!-u&r1{
zF#!QQc-4Y6ZKz`eTHGIKPMVv%b!G3~Nsjk{%5k*(=NW|z|BZh8&P*ay5*0Mt1PIxP
z?jT&1TSkTfO7kZu(aG*ZVECc+2aWWC>t&w+>BW_X1%hdb8YC|vG`@WOsshT_3gjz~
zS<9sBXpf0g16W#}(Dnf*p-yS0J%ZlSh-+n$LpL9qLLg=^fja06;P(Vbre>Q!57po-
zF>!IhAn03yQ2|MI@zuR$$Q>%s*)N!zvjY%vfxzVdp#u6q=bLL{e$ZVK%=OM?p6>i`
z?>10|J=n*>rA#CJOPB7m$$N}|B-(@;MkqN3JCDuP)fKJI<JC6NXX)V?B@Yz0MhL*)
z9fSyp>P;ZjM-zk;6bwPZcYDVf82Hl}A}_?Xf#!Nnft>_F!8Xh3JK~Q!K3YPMgPSS~
z@Rdy|x@jD~@d?6T{O*9X0?=QSqQ>?QL|KYIhCdKO`CXEKG1)W!(>-s^!clVoxQPNl
zXH&FJyJqC&{RT#J{r#O#NB~Ozoj)JpuA@U~`LDP6t~4;XK!X|s?YtfY4YI=CaG|#q
zSPOutT{VHA`wzOdh%idtAkFZeVp4r+U<x!Ss(lhDohsM`sG=cMSWN>-a{59v`&~IZ
zxFV`TbrhJ$M6k$Ef*67a(<>O@-OqEW>9ZqwZ{DKP<O*oO<A4Z1$xWvPgODyUGYAD5
zP4Ah!E9WwM(5VVoP5>Bm5Y7cZeAnlC#R>vTLD~T5jagoyMO@w7M0$af7y;H8Ul0Ds
zdG)PnD4-x22Z`IyqrPiFMxH0Vf%Vt{Yar3>aykhPZTArpji`S`jEm$@8d^2e>Fxvc
zDI6H8%5}H@0LC8Pp?b^S9(0VN_)#E$H~)fk8Kr}*aZus`dUj>x2$0W#+zRPOAS5E9
zvvc+VbaqMPul<nbhIV^+6qBfj^;RvrUJ7ksbbbYOUZKSWK^r{SMPFs#yH08n<7$A0
zHWq`X1V#mjNHvqYfxAD4h3}OE9Ys?*S;9tmdLOK;*17fTQ9pI?K*C5`+S~2IGK-p*
z;pQZfJJ355GK5YTu>1yzLLSULCYy*;cL(C{&Gke|T=nG}0o+*(rS;W*xGGoUHvG*N
zs3{1iw!-w`#i*`Hfvj!&MfGxk6HkDLr%!xGAxWzGx16v4xE6<%10$}>8!Vrbjy3B&
zS>vFCDIm|Qt67oQ?{y&Rg0f&7B?21-n8&qQ5<>eWT<@fk5-QbrE}F(CB#c7u`PiHw
zL{0wiQU(<=9C&yZq9qcI9Pri52i%gxETTSrI#<2?=?E%DPD(+ObFV#1vja-@Cs18P
znjpU-dSAVI1=<0M_8_@}v*y+pelmapBr&u(`{T&=_I4l0R|$(}AyNMECpkdjV3O9U
z2O%O9%GG!^Fk@B#ul1<i5!1t!dg}Hg;477G)2PAgt`MT!{w6n<6v&aT@7o8ecgLaf
zd<I6Gk=18M0~ad()7^|t5sbfU5j_tz1><}Q9Xmj|`S><;Ej6efE?pY@ud1^_`&C!}
z&WK8sogg~2JY)3MLPgFlZ**z|j0gn(_<({qIB^Mfiw<R3gOzSBz;mxwnhNWDHisin
zu>#eJY5BBK;_LE}h`|yr8Z}*LQcj6R3QB*f0V^g9J<W`V?rc0$35ZdHupHK3Kt!aB
z^{IpnF{%xtLqsqpp$xGs4xT3=HYn>h`@Qc58ck_$XWT`pCC+#PN41Q20S*;7stJ=z
z;21Ok9>09>9)&BY?0K-$TbBuKz2abJF3yjd>`!$X>AMH2X5%10o`(}Vck9UT`uAk(
zut+;}5yE|-#2NXELr`&HJPnlGzk@}{vf5Qg$G4+ZTDehVj0l<<5F%C($l$}u-T%mW
z#ZXN}MdcC`Os-s{V_+D6#Nw#FEB^|e@iJKYJyau)@NAbrW#vw`nQlur{BRZe9NSl2
zL3FJEt8=3HO~G;+rhA}jf*ha(q}>t}OD4U`V_As<#m=MWOkKb7%I?mWtPI>Pd;!oO
zCPb1Iyx;NO)3NP!=W0kuf8)SxD#`$Sa?;E3OyD;dA+rJT8dY@Q-yVX}flj@kg-#rX
ze_AU4ROgLZoIGK`kSuP6MaQe4AojTWK{-Ry5<JUjP)+{UJ3#9$(2@v74t!8^9UNh>
zt|_2u5`aB}4qbquE)Fvo5zME^(T#^IcPD=Q8eItqZ4Y7x`H>^VHcgZ$CfAr&fGlvX
z`h^a7b(veh<QQ3~PZK)V0v0$rL&K;P;1^rsb`Kp&tKJ;)h4vHm#zvkih7{p>?En}2
z-CM|kDvR4wETymvnw$J3ZL>e#ykQMZqkI;ybMjqDiG*DnD>U2jEfAThb_Nn&Ks|;?
zfoRvrKFH$~5;_7Fy@Y7(mbHEABQ#i?s#l2F1GcQRI&{FXpp>64;yDE+z1A5f4NyzM
z=-rLb$t@tB;i%PwPzj*^rVBb01~P;yd}S!`&>tPL`IdUB9tDPW?d<1`uNk6p30B{q
zb{Wbdp0OU#MkG3T04U(gw{JS+jF;(%&`Bs=xk)-uSaWLrNkM5+bR|J;Lub@tJ*JSZ
zr}xxQq1-aU3W{LjIQ%H8m$T&U?`w?Y51nD~#tO1DS<a0Q{En-W!)Q9A4~s74rT9CB
zfx)EFO$13Twi-uE{#6YJdh<j@tL7!W6xd-f?ab@>2#KaI*7x_N%6~?pvNr;@?qmrH
zb;09l(SOa$BS}zo=`0Xhm}y~#yj9_$Q31+AQJw%|6g5brvM|zcD=Vf``luZ=b=WTW
zGqxhD2ocMi@Cqu_%Zt$$U>0r}kYOg|tWlMRNUF4hwcHY{3JOg-_jI3-1EEoklz=Iq
ze3Np~nJwVKQNXuZmSpbq;ZW;vrW$-x#@+RUagIYg>^k6iBbWvtJpYJ71;mGA<PVE{
z)^GVi)BMuXqQx?TL0~L^4}}p>UyQM*hx|9qs-YU7IvvUpz%@Xf4z!kmsdh(h6Zm3d
zEU%U`XgT9hP|7C`Zo?!R$p7)H2Vj(-;SC2y(CW%!{tlzPzZ(uwZUy@eiKaWS`cuLZ
zkDw?56}Jyoq5~~qG{*~?QYYAC=XG*LP_bE0VTJHQ6l*9HZR?KbDsZc)Q3ex1k5D5H
zh5W2_zTg68f}aP?h8+Z-5D4{AFoqjZw*c^3kE|1%*r@E*aS%q#-_)s{<6?uQiFcoe
zVUSW`KX4n-K`_XCR9Y>aXk}IOlU=M{(}gZ$1C#;5-F{n1j1sWZj)RZU+=E9@=b@1u
zeL$OMRttBJ5vyK4_i8$lRj#Wd@YNS(=@Qr*?(-j{#SzrUk96x!??oN|+ksFU?ktad
zMD>W)>9t}|Dm=jUD1i$6{hi6hGbozO2f01b2GY<L=GKVhftjQF3QX+HXT|ASLm}7F
z6zK*?5^wu<){z0ti7FssMgVhLzJ0R=Z2B(CTBD4X^p!m|YNbGhkpX64yt(+RAMS;%
z{d}0&HLynTk0{wv-J=OeD2>`)PG5&147me{p?6a43UM$Vf$B-9&UV^w%lSQwDzz+8
z&rJb>w1U|k8`uocQH<wdK*_rP(NQg*N3hwJsM9_<IjJ$3_{3fvYEeGq1PY1RU<L??
zO%m`1yT)nrLKz3Y3TSJ_U~javwf!~dVbrZ~{8G-N@M52#5nW*RT=mfGkD#JADm#O<
zPzb}RSsz3BGakFO$>nIyK7tjVf??nX4}f!{swi~SPtapwG?eC~I52FqT|fzr**@gq
znPvQ+H2;f$B`QF`C-efb#{Uorcrfw*&Li930G|qO1N~&ij6TsOEO1~(1q|>2Dl04g
zRT5sp3=de-=p^Nchugx^6CNDQI$Qv`Xs(L!KZ)TevAoB;GE5*KteJ%3AW|cTF96G|
zn==1%4`iV`=e@n<U`o<ynS10IFYd<1xAyj=|9yFEQANX7&SU=_{C{`HDrmF#`}x0o
z#1|i_l?@G7mg}irLN!F088j+%)-zb*>abeezsn-a(=p<K^#=Zi&Q_u0ZRpq&%v#(>
zhjRgVRsfuxtMdBq*#o_#Ww90Zom{3M;WLU`BFJ;VQ_$6@if(+3^$|_^S7Q16B8b=y
z3sPqH$~T!|O9&|hmmqWvRiyD2hdaIh|08n{Xd(LoVqzB|rbk!2p63ZRMlc0~H*sdt
z6WSfr<CWU#>T1z2!GFibS3*>SFC$7jzq!#iiB1r&pz<`B5MIDXp~uI^4>N(jkB*(x
zK`ZaI3gs146DL)_B>MLZot7ikM}@231GYow5F{Wc#`{ob0X1F#6uRw2#bH4%^aW9F
zVtTsQCxut=W8LA=JHMc05=iGy@%=rG%a@mct6`bw&A*Rm<42tt9m@@q|9B~MNQ+E*
zg6Y2(5O|kCCo|i*DrkRqu8Qv8bv(n&im67;W*G2e1zZR6F-amoYM1fGQBci+w`zQ+
z^Y&I&Q}a*yCuYx`yBN%kgN>0yTQ$n@P-7xWc8nB|6Gb%WNdD+`{tNO<71)0~>Tkgq
zFn9}aM)e!yI#01d%K!6>;n+l3!kDK=R9~)}k^dWCY>-*s6&2Xm%JO<F<o?y$5OCQI
z7>;pQ(1z{^h5WP0gb1YCEH-nNA5B{LsMegPQ4Spl`A?=}ri1*;_5W|!zw<dd>OW;Q
zyr?6MX&S$0LjP|-^Pm>KarH75Cc}GdvXH4MO`?BtH4~!@XKWptD-1Gf^@$+0G|%`?
z>N|?SecqrqDaW$OUypWR9`RUXQ~597b3M^hdRN^2rfC?I#`<4LU?znFz6cL4PW)1o
zKKi9Ck?)_n5lW1OLnMzxH>GY6jV!sj%3|UT@c-=9Iwks}@GIoc|1t!4gF%|{@BPZ2
z#8r8$41(Q_4ZEZ?8T(I0iKEYWb2JNKm$f9m-}m*!KWn9$jxJ5>r)jOzYqyv?KAdvy
zv%2b<oA*_Y0F^W;4I|jihIyYn`S<Iph~aT~e_-S>cRu+@g^O}sz&#U1Sgp{VPn*O1
zP6;PtA~Lz~lX***SXWX1y<~YimfPR(hc>Z@AZ~YKMF~Cj(WB0nQc8*^$&W?e+(-@K
z($t!(B8<fTT{dImHgZlI1!YwpTo~4?=HIh77X_Rx@(?*jdSl~581_MZO3l=Z$FZ?H
zqAD+OY5uT4@?Qz^$)DR}6aT6sC&r@Wal?V_)zPk;h$`3LqsPYn9t|OIi$fJzm=KQ<
zCmYGukvxa$jRyvoK9N0cPx8iAIMC{wXY}7@4|_sbq>HZE!uf7(to=2_U-96BiHzlR
z+s?^nuy%x_TjN1@f2QrH+z#W_!mW(Uy@(HJPk31x@5CW!@aFHsJBJN&VeP4~#ZPgz
z-;*E?{a@xs?9O;Aq+CX{v?}#ZAoIh|Qf{+1KW^|EG77!^5Mro|s*_My5O)KcT}tYj
z1jRUX=TY`b@z=>_R!l?#j!hoNr^AEECm(ZR*BAJEoy?6GUCf_t?Mnh^xU2e~|8uR4
z2SY);?RD)+Je>X3;|5$|?O5Tsi*DlN&`KFO)BTeM@?MAji}j$bai|-fGR9=tsFL%d
zJt@~ozgbZ2t1#vYT`g&w`>mAoL{%Ob0+Q98=%%1OzYM9Ez0bUol&>KbDfzUKY(0{;
zvodAaFN`uJ$5!J0u70fwxn(w)r9xYiLJH{sQ>IddIxPB8G<zw}op|nW`QQw_+XkkT
z7JuTrHm&k`WuDlyZb+-Kj)o$ut1YV8$CWjZ%jfBk$4GO{*zM#0evwlqsZLa6GWg_4
zTuTxG3>KaxUKXf~WSJ{$^{C#HEV4KFTR<}3io0+fT0AAxk7c%dd=RiA`y`3~tE<T0
z3J|1@1gp&D`7D}_j7M+VWnxK}-I&QgSslnjtTQv%TctW+p%llFdte20@MTfZvpr!#
z8s*;h{qJ}|I&cPYZyY98UoTl}Tp{`R+yR?igL4q7(0PgzHQTcD!1g_P|0uj+;=K+H
zO(eA;FE0L5p5!siA0MeC(;fYf)EAczrK#*wr7^wKP-=xmL>idv(lFp>qfBsNpbULA
zq!Ub)9nn<Pd&kIE!~<}i_68VXF_O>ICwKZ!@n9Jvn~&!{P_<D#gH_KqMZo3s+FfWa
zyhzxwl$3QrRhDADzuqDao14dn8LTQlXzn5Hz}+<Y`!)`UtYGlQMWRMsUK5SRchWIY
zj=bjK%g0Dh1|b~kEO}(I%n1PZRc(S8pHI22Z0g=vNVdVbjN`P#CKICy>xkdhoZc@B
zMQ++^U<J<cc&Q@C8~$KeWjh4<)Njxo)y3?A?2b<0|DBOXMGRCD1bx)WpFu10!!hmv
zHCl0^fDSuR2BizTil?Qq0>_ofLK`uiB;O`A*@}v7!z-U&Y>L8fEF@US(@QnUIbct#
zjK9fFIfr~>kY>2^>$;fQZ3=s5LTBLWC`Sfz^$6xWP%pO;1ePdx9Vu&1SC}4<PUWOt
zW`@dVN^$w}CIYD9MP9}C$_fOI#vz(8mlE1Y&`C4u`f7;0ZCXmh)NoTQiLiqS3fzx8
z1Usmp{Y>LKIcyP3OYx_>(`5LqYNUa)wgs=gJVecB7!mPlUV<qNdg!u^7AO)c`b<Or
zSV)G;dxF5|dh@k5c!7sjxo+4`$EcKaYj5qt$#U8(GNW^uE1WUnI+3Cb<yT~>@%h3+
zp>HAxAJr>skZ~~V2WTK_S=_kzAeA&B9?3A`iwIa(;V=%`=8C$C4I9#uyFm4+NeLtB
zKt2BMA;FvG+#)ilaBg=uOi0F%sHb4O@Hnrxmh2@&O{z8iBz`=)H=y#e3M$1jQ_(eC
zNymLBw=^V>GY?3Kw(B*6acm}j9J}5R?hqD&T=wym8(2n))x%4e{8NCayuc>61RS1d
z1ClcO0>!0(rln07*dJcyH=x?uwyV9x4aIT$adOl6p44@@oJ&Z9|NS|FOHfPf71Vif
z9t$|Pw$UXsQM)qTE6Bo)MWsUtjc@mf{3slHBI<H}J>kJfs~nkE|C~nhg=9JVDNL$9
zA-5FC1dssp0JKW`e`wLAzcWxu2JbT{f;IOTjPhR3P9DMFyj7LB(@XDZm3K_LWsT{S
z+%6$CLp!{<;$*bZGasQNs+gb|+27pumBff$zws;c5)Ur^2X47l3ct6#cTeE6TL$|*
zy1;fuj&8V%6Et|$`|Si_pQb}?qKS6?#Qb|3mv!Zcz}c!N;qb%3+Yo=JL(umQfIa?m
z8|lb^4t^s_o8U!Ws%xD(;&6Ur=YAfF6f%oBV@7O}hMlepNFViDI5pC5_iarTt3FI!
z?8bjs=OF@wHjVROi@Pq72Y2-th9bn<Y-(az;;`3Z+hzA)h2|82P1M5MkCPZe9Ei)-
zFqjGNA%@Q0CuKkSn9G}X|3KhqMCP*F@rG6sTYlVn<<1)?qD#=v7A@P&G(`nV3tr`6
zpZQty;#MjWkV`v^Nk{CvA3Y7Uk<b-<g-xcYB1@)IUTvV;3`@$Dn`$SyTA+DmaD+}d
zR0-^q*5<LL1@AI}V8s;eb0-eWS?{pKQd#;BTfq4pi|nYDf4@v?<)ukWeqtd>jki3;
zDEV0vQR^a2&O3n*wOE_l8_XBhK+=^DVmosku=E7yvarcas$5Zv+GwMv^q_TCaHNc4
zkM4inkZ{V9*Z=5OlA_urF_7kD1Vkp8D5}jBi67QyTfFn<C--G$q|QRHduiD^LEoOf
z!rF&qW1`O{&J!fZ5yU5?xZS^kND-*HxaY(I=8#h7i6wjfn}d62Ee2vawVAVEmHGd>
z^<$yP@#B1$hzmMcM#`srmiP~GF>H?IKgzu)HAh}XYZE=m#IeYeY4hN0TePW_DX=H7
z>Q713v0lsibaR7wf8o-I#UYlGRh<uagL1=5yYd;G@{XR>;UBhh{+<UrwRO;ie{nJs
z^%Rz07pyjSWFD$w=qqdafGb;K5w4}*l;eL){`}{HER&32u3%wK82LfQhGtva)UEuy
zRhyYF?^S=CIIbLeT}`-=<Wy34%NFj3%5{TSsjBkZO^5t6$^nYY(@I)U!N@{CT$FBZ
zdX>r5T|Kwrd@3*Zizd>&{VJ6FxjKa!_V>z{d2BrWJRWn9;fJ`n;$C0==AS&tn8u{<
z|C5u<^6qGhSkQ5y*($nwB$9W%6!<W7$MKn5ZXGW_mRKmcol1)%aG&dOrc(~nf2(!*
z+r(FV`Ebv#edv_3_ICtDCT%*D4jpJ}@`c~RV7Qph6$H~g8<Wrwy}Q5nVJwO}5_XIR
z6QSC=b5eMsDbs+7F!rQ6QBhQ}w^Y$x6aS>l#bcB?{J4k|%DM>5!cT(Dp_Xf(dDgo<
zN!MqBFTQ4(rD;Fg#6U?CLO)RYdWlB;3NiCjQ&B}?Hh*dUlkCwc$5I=)!stBi=OVXK
zHU6k$AYP}XJ&2x=TFSQ0DKMYf|NcdoHL{uWiM9$2{>%j%EiUaTi|8iz40;`WgfaIt
z5Q#wHn-`7<kw-T^mE@Ic2{1e7jx7}Ga|_d8W$vr1tJUH>!9`Cn<W=tz(RhmsXKd_8
zk)w^oza`IAAWx<f>Rf1;n{4t|bifj8$MM)y>sm`#4l7zVQp6#m<`jDeRS=XxUZ!yI
zhyFGzjo74?c|6=7GpFrm5{R<anovR+2B(1=l=$@^qx?lO&Xja1vVp)9{VVbPb6V<q
zo%#kb^S1y@N#7Fv92Wk~McpvnA5l|M^3hX`k#M8jn&Droa`YTeV^Ph`oAFFZXt0Q@
zO#A*r!e)!!?-E8qmM|DEQm&3Q%CWyg&S_icSyk|phZ;lJO03@2fp8pqY2fxyd*+7p
zH|dYxNoLPuw0R`;yc{?#!Rv}CFm?W;qpv$anumwxD>-}QkCw!hf<Zq;Hx=e+6NaK0
zOMXvP;fs-yW;e31U*>E(xy-4ukT7p6e?`kp$J;w>p{YUiLXxCel%0&nl_h(_<n~pG
z^y61GX1Ittbdedc<0mwEaDbxHhcQN;*jypm1tGzeCSq!()IpwEjukIS3{U2T-PrJb
zDAwN!gwi=<eUpSz1|vDz3r}VTIm{D22~c`nkXgw(V)B~^J5}3CbBd%)?={kMg83<c
zx*(lDLDXcC{zMBC1nM{GSE*j8KG*Fl7weDakISW^E#kq2uzyKAPWs(Rjz=5XZG;Q0
z1g|48?*9Ehz#@pVan#hmKBPEGn2RaZ6^9aVaZzV*vW$$g5&d{jKjk%CEvLjDtwpqK
zsj|*bX33UWOsy<=7^Wy*O2TJJ`CLv;0bB7L$5FnE#LgrgT%yL)c}Ge<QlIGH#f8NV
zgqm@ca7se{)d$6qB|rW!>?DXAYvYJ`r8guzbx@*L`jIp6AY#Q2{0nhkkDCE49Mn=b
zm!;*AXB_sM$0b-)OKxVbUlhcVkVpu81%P_{NaPQ~dDoQe%T-jCT$qVT%vqo1LnQhS
z7goUW#SMO3>3zPA=`x~$gV&-4KM9}AZdNVfdd=U|?5ZboW>SYDT8W5Q&6T>z80V`<
z!!P;ANLO)<Z#Ri!pXZyRXe~X(uOjpj7^OV~BnIuY<d|oxArE8|cm4dLo)h`^zTNX$
zoASeml9NNT`tj@!CjY$jX`&~rX_$=7dA&f_)0l8F0~?79VE}XA1mYco;*|@Np4!1!
znNQuoRb+t$-%CWtTcX0bfhV{XJvsUHreNp*=7*aCrQiN3agRIui5I!fVzMj=V~|Te
zLc3g7x?9`rg#|@*Ydx+ezGlx}<Gmw%Op5v#hG%%Gq-|{J>8WwI2S2}+j|&OCDeO8}
zIiZ7J$DKFE+-Pkb5xq}p$zz>;nUhGrTbtirXPo?b@^bg2=2he?i8#I1+m-=7+^F*}
zTD-PhO}Rz*tUPOCoW9xU%jm7ZRolG6Tn{qZ8B$B>=HqyvQ~R%MwGIXc7jMv<J7T&U
zrM6M~BP&$yptFow3UamAyl{pf*8%^KVb$(D;V}eW9;{fZ^*K3v0^@*vOTyYrKJw_O
z@?6i9uV&x;it}3IP|eg(RHjDvw3Jj;IHCTPm+GqwI{0Fvch-gsghg+4@F_z(Z2<*=
z`{9RF4<)sb9KED%qRXRg^4ozL2n%JJAM(2Jv$db;CBrvP@0#krRS-5-7~c2m`+RVt
z?({Yd?N{pH3-gJQjY!_@=#buYdu+Buk~W@jro_~3exTt{3u|<wh#$+FJNx1daz;+S
zoBm?hr?1FK+>I{x%2qnk*L2ExTFeyoBauzt1kRqjyNmRMkX2-x3>R1|`K4VAkoR0Y
zyvT|%^^<T)nqeJy1MfOV?jG07dc=b}N-{$S$Vvz&Vv<UK#Bg%lM1xEzM54ALaOv!2
zjOmB(S6<r}YuY@MrOM5_*XA`>(0W+=h*F~B5h-Vk4Gl%A%rvyK4BlIhQl!vlojVrx
zi6rz_RnYXa!lkYo^d4hsm1zRk-<E!lc=VF2eNwW$m{xg!ibnh!k2O2KF%#*!aoNm$
zY0)q3ZJ8ATzkOj{8?8$3BQm2iw{k+#5p!3K{lpxJmx7A8iKuhrmJrOsB-*j0&Z}c9
z$eXJxHPtiBW2YEIrI&2@amwRbG>fW;g93k-sXm^JQ{)pbCSNZ1EHs(x_v5-Q@;&(R
zCdha3^{(U(zWJk}bof{r#oq>WW?WV~RZp<$0gm3@Q|zx_JozE^=)Uq}<;L-QddQ(V
zxuu}~{`?@>ou7>s<@N^hg!(&l*&*tnv}~=m?1&nSKa3;mdy91W);;5ZUp1hKIIPUB
zt+*_Ni)nLRRJohl7^+=zbIM<pL-|ZyF_G+J!jAFL`yboVZ#r}0=T6C+(BQRkQ@T(a
zX*L#h6fdxy<<D7cx%^Z86(V_4=jE|zlTbFbdk)NnN%!WqTnsSzc~q8WSwXL<utqG3
zpd_V4_4fCtY+~q^ct<0QTJN;GUVE~mc82KK$VAl6#kHwyjb!?K5=v)7Hu2;5?X`kl
z{%+?&^SxyC9s7LlOWl2Yb`8b%wQD<bUn7*vgr&EerjNY)1YOBZ-z15!C~@R_kVefJ
zI<n_yKg8cZD;;_G@Z3#TJs01KJ-;|)XCLMW_M~DEEMH}K!xqk%gWS^p7(O)>hnZgL
zgkeQ(?C&)Vq9W1GN-5{Lf~!Ow8M>;Oj?~fowB#<@M~HQv_0WrKdG%yI><<YGYh4L@
zoUy+{H)0vRweA&5W@*DM^POrhU}SGiXV^t&{O1&y{4hrti`*m!{$nev6HuC}ahzxM
z;srrk@r6wmiq%azHIn7=Z>cE;_<%ZxoyV$aWFumA%Sgx$C+^SFt8eq=InskAF!E|&
z4fdf`Ou$=|+nmRgY4BHM7iGbNI`FeMP(QGtSr2ySv&7LVl5g4fcMTqYZ0i4co*3|w
zsi@SJj%f!q^%c6cQ|lia=|?qHPGvshrN+O$yp266|MZX=6F;u?O=Y3w1fl~wi+}CX
zWf>@t+Bjc#En?%<x9=q-+ba)`cw5^y%3`w4tn7YUDE_S4;qGrZNuc6S6x6X6t~%=|
zlo{+G7D@;c2-$@kmgcwnCE4!+)$<$qR!X*|e|I_s*U~VT)*2O1cLkYa$?AC3{EI*J
z@z3&U|8SaKf}5*$_&*q)CreV)c-2pXe6&T2%;z@k@60CVrP6b&N&E`PH4h690<2D}
zH*px$c<o{ej2)ImTp=HMaYo|ItDqMuPyCRQ67LZ6x{Rj*OyfZu(#kvgeiz9(QxM|d
zK?zx!Q9gHmqK-uZMsiz^I>SrOLO%(l<763uGqn9^UikUV#=StqWXs8@qR2xVzoB4H
z!z%rP8pAWGE{IzX_evAevaWl-DbMU=e_OI{n03=slwF64=PB;wD>7c$>;RRp7ZsDX
zHm5Oh?XqfWaadAkT3=mC@Ibo==O3)k1%<HZ?QDN{WZQV3L?}+Hu7-rpv)(E?<hyRr
z?ct<~ybg}r>8-BRpnq4Q^NBw4dU}@U;zVF)Zsn>6&|jax5llw3=;h~k`)6I}vLPBS
zvx`V<SNz&jy%o=cyBBO9uXh8Ah=Bl^<^DOtZx4Bc;svlV@ZJnAV1G+i6~ijZ00Tk%
z{2sJL>L3$tpA{gYx8%jSA2!-!>5nVB9-%p|41_0c<(H>l;7r~~uZ7Nw1}hR~4MYl)
z^Hs0gYy2!7iLVQOXM%P}uBFBMta#%O+3R=3Z|XkS-p+336~sxa({NG8$$t2ieHd>a
zR`wKUc&cQE?lD61y5I<FJ~r2(=Rv=_NU@^^rgZ}6lPma(<VZ8G13ylZydprwnDn!Y
zw&5s^zklfWnEs5exMLXi$}KmA71aRIyWSeN=+|uxPG!x7!Db86WCiEB4jZ|A6rxd<
z$c-g^{veb9u<r-SKZ{5AwzvZqMw)rZEcu><aZXIIrXDDc;k_G<PhA)yY|M9+qE?km
z(x(%rR$h(6Yz1=RN|l_28$&r`o(dIe^Wo^+V^2PTN(DI}fYT+^H{JHG*<*z&rznt=
zm5yk>Gp*A%?7nEMz;~aNljvPcczAC1(jZxyC;OqW((s<Cd+3XY`CeuQnAUH1)5u3U
zUieY!(^+<M#lf$ZxZ3%E)Y4{HDW&K(gWg3R$A;@n^Hug_Ps&osq;F!?mloa}xh_G#
z7s}OS&xNzT$Y3bgOr}Qo<TOdN>eg<wlI{kE&fi@UlbV03VB^|v=r~JpWJDcb358Ri
zgLEseFL**8lmF&97nxlI)A$`My~+b__USkg5z$|cmoea&NTn3__1fpZoO^F?rTfVP
z5+S^gQ8~-Vz3>D!`RVO+26go(CIYU59xO63GENyWEgINlvaHm-RB1VBkRmWbG3vSr
zT!J`N<fOH(K|Ue1IEkriEQ5?rbi)=Wy#0#*GqaZ*2j79Mo^m>Yz5bKn&o`NCVz<&-
zXSveolm*LMY$+Md#rQ*S_aJwF-pt;+^uzTLL?5k6%ZEG*{Zwiaq7KFedxfwI-bybX
zCj2}Kv!-T6VObe_{i;My)VUWP0Pc*`!DRUrdw@1vNY$x!ziZ`jOiv`!6+6R%XwCS`
z8VD8f_n7XJaFbN8REBHoNnW#XrIB*po#S)dKK~r^V{Vc*#|(3)6WdqKlq{e0jDezu
z5~DCqQTw%u)WGnK$T7L+?@OI5X5H*s#b45r=>keX9OMPLaJ;;2@_pY4NnV<=H#<W@
zN^{bzlRS&Q*c8pyGCXG!(is-|;Pbeje7Vc`mamJG+qpA<2V2_}*oBPU!!9@qAM^Ch
z+(g>xKoBZ0*$#YXDedt%NXjrsmP(5QPw`R`+m{vUfK`k?<E`L$<}5+>4q-AM^)C6t
zRf4vs*W@r+gT9$mmf`e!ZnrwX@z!V>kIq@Ymn#Vs@wiayW&|(b%j~Bop4?Kdn^~?8
zB07T0$<S2v?0tLVzPez(5eZ%YZ&w$)dw6NgHU7%=TK}1^Wzrb=U_WHxq$;xjsz-ur
zU$A8T{pg_MQ19ma=+b&X5|Y1QY`AT7KIS!e8v$iwTR9Frgj=9S_vzqq4y&(*b=U2#
zAr2Wa<eWt=FEx+_zLmhe`fYiS6OE6E^^j*ivnSy<0l_co$gB;IrH}}Tp;aYX)}Ngy
z?d3fYBR=<Bho!rhYJ?y&d5O%K4~N@6OO8EZ%@n;Bv4`tlULdy=PGlk~GLzRWBGn}<
zGM3746N{sj(_ywY@mZ9!!x|aHu(HARuN91aj-1`wp5BIZ{&8~m0ok6<>kdY4rZ-q$
zI`J1ld9PpuMGfAyo2_EJM?il1IZ@ou5*?n$UF3T5TcHP6$T`<7Br)BdU%r1elEmD}
zSK-8IAT#AMJlL%UhI^i3{1nVLu76Nv^)GeMp=IDqCH7kmS}OxWqj2YZFdq&E9U5T#
zJjlHCg~xdU>XhdD%BFA6-@aeE%c-AAk6RiQpiyRC{<24u>|LSySW!|{pRojxMhW##
zGR}l?%g*-&Kcr_ToJbIuTj(#9@*p}kl5Or=by8?Nk4TM;W?m5oFIwS$I`QkN|1r(G
ze9bzHm|vZ!g9!?G1@f+Ngh3>4ceVdmUcn#f)W#p-j~+S8h9Z23+fzwjRWZw24=8c#
z{FQFVRiY=2GP7EtgiahGU4#0D9bN`0Sb;X~dk^6^D_IQhFV#(N@2Xa>(;qI~z|#M?
zC7)~Vuef;5_Ixle?xW=~c(v;k`c6!y_aiQINy>q4eS?aDbK4$>B2NF<<FjM)(UcMw
z+3`PQI)_2z3X5gs)h?9xJRKd=-#0$m`_fH1vW}nVNt8S_UYk??XR2<a28J+})__BJ
z9)k_s7dmu$#(E(FQQUdF+x+-{F?H4rQM_#wo?Uk7ZjfBMq@@Iw4gu+q2BjN8RAMPf
zX^`%ar9%mc1qne=kdzRlLsCleo!@`&SJ>H^=eh55&UNZHAr_x9D9l7k;$oaacX&{5
z<ADTvab8gx1ci`0p6Zy`E)aaaxNzQ_PgdUPA^Nt)JoN6m!oSwiax8P*-yE+He88xR
ziemWt)=>_dvw}#1QTv<+Sq@TM6hgAEeG<tAM+d5bl*f`b34+1hemw%%Yf~J30^+;$
z;D4e=5U2~k=doPptneHBj4-Ho8E<~Wbl>(5hD3=u6J-Fz%yJB%^&SaY0zuvubzD(L
z$HK7*7bz7;DuVSjwp)}#GxLI+YL3-wir;W?Qd7q;*!bIw!x-?7DDk^*U9^*SPNCg*
z`3n~+;9@C-0`mORzcU3Ktb*^^MN3R(kLoLmq)cbSk%4l{^`EQv9KKT50xtAi)QA=D
zU(;a<yAjH3qqTssBa+I9kc+{Nb9uZ(&2dAq6qwtclS2ubV(v@^1)HdKUGbOC_AvX4
zAAI+A6mwxJ6!lwJ+`S%qg~9CQ=jiwK*(epLsns{G4fTiu$0dT+hD%^zwd2;gR!8Mz
z=d1NcIXqB+HVUPj=T~_YcdG3BX5t};v)Sa}31h#<4!H(%dQtzuaO`;$tH}RfvT$vS
zkX8p5Ke_IIl)(+*g;b1kWAl|-1noG%Vb5FX#-)M|1!)`Y-D32^tTIVm^8X$-I2iw6
zf+=Dtszi!Hs&}ZRDp|;pbGJi0J<r{FP$yTkqAlOpo^M01Pbik`hJQ_io9}Z=s}S>#
zhxQGb&Z;eH<3>@y0};58Jqt5Z2K>yFB#s~>Ug^*oxe{!?Q3Y;-f2lc)2ytn52626`
zo7+fPrhKaj+Oyj@qDOjq{gU4~mWMZh^QSlj<leP+7ErveIaqLJ@_hnKz3X;!cD`Al
zQD=JGADI=T#xIS1_|lZn2ByU^zv<ijR2;O3fR;xv4agV(8f269>R&cc{Ac+>ve;bj
z%{G*{NK7<`zaA@wa@YQeE^>U9HDAa<j%oJ`bj^?_S1ejfhlA%;e6Ov|ZQ!l6jEoe1
zW=b%*^55EdA_l*-e~ee1VG8-&S-32F^ebX!4hZuONu&YYZZC{qRd#|}udQuJvtZHj
z4N^fgCSqGsdwjSQ2)>i`8seA|G=Ju@$*K&PaT-aAK>iZs4E8@bJ@3vbzbD*&{imr$
zGk}pr_ulv(P;VdAMqBAQ7QjI4D{jf`2_ECz<#mW?7^t0Ggy>^A=g8w<kPedX)UEVZ
zb!lM?$|v`3a*_MkOM&*67ScssljE21lPy(#D;Aq##BtzW@HJ_X^L2JegqRShsC@>l
zy8js!dv;HIcTerW)M@~jhy^)BMbd_-r31C#;I8#L&5NC?9rsE*oIPh(E>sce!K@r}
z2zT1^Nx7^$vcum|m};|Wdw;mDMG+VyzicOs24c}nHnnLuM4Fs$#dP&A;m43t1yNcp
zV>(d<V2}6`y;BXuCV$UD&DK`ltZi`Od`;q6+^5ubPmEp`9yG-vZpon_(tn9I@Q;0}
z6{++Ema7L<2j{1p_5KrP#8#&|hWh^6jyhvX`0=sNMPBh=66*ODU+YrBmgGB--S%JJ
zv+A6KK9P;=>&gRGRY+VtPUzETS*s%%0-&WRv&ZH+lf6X@jlr#?_JSA}10ty6Nxj--
zic{muCUKi+YE3?qY4?9SqWVj6`TCaYo8|_!WLpb{|6F)*4--k@|0O(DK?u)hFeMb<
z{U4X^zb~+HwJGE=XGv(E)*5gyGNr)#-wVu4Jyg4fHH(~(FI7P#KY^4EX`Dp;?3RBy
zMrptr&C;miKwTjCQ%r-;161#zPM!o=EGRn|Gv=!nr!<OB)Gz_uP-$mNQXpk|sJrX9
z%fo1i&36~}AL-{cijz~+XAGrxJ3)W7B+3)i%}D=?sps<wxis+6KYpT&NJiB?Am86#
zBxv?5@D{oHoyKFTyO_o}&duEP*_Hqjzk9<<oEelriEJPl58eQ}2dwX0+AX4kd}i)D
z$_pHs27xO9ZK{vb-AaU#<mZombuU?zLN~74f?hien;K0@K%VP^Ql+*>BJve867$^X
zij5lu#`m{=HdU+(f@z)qh<0GeSoF21aF#Ie@Y?INOA!35wcX{vZl&PKLRCEiTHG2`
zv!=LmDTVZb?En^lA*AD98@MCA-I7hx0{Xw$2{-WCkYfUJH!)T3)r|pBG9Fc!>$d*t
z*kYpmH?BjQvB3MyA7*+$8q@Mu!O<&nbtxYaNNT02;k_+M8)@T-Gy4@OaqToqGw>K3
zK1~F3<DoWVEGRnGuwuN-9U(@@^W&bX&)1GFl7x@llgPA17i~nMJBksos$BzZSkmzu
z)e?-h1Z(X(0qjFOQ!uLLMqo#N>P5@VE8^=jNAnCEL$3MBD_=8X<_MFj(XU2KU7+0U
z^|^r}@^x|}4SwE_xvV`f@q8>}0p7zr)9nau`~&M!KpIaVgc4q_W6NyuPO$FRdB2#D
z-TDJ(XgvM1Y?Sk16|Zfk2#24;LHnCxb_ygHT-T7;$486K`oy(~WO^I7kTLBn!g%z<
zGbkrq_X}K-cscK2{oUwaks_eh%KdU}9067Lgn}~Zrx@p5<K-!n8V8s(7j>1HT+J{g
zvfv=G4gd|>q%pL8f^1|B;4e{4Bxmgc-BO0-hN-*YJux%eBSpUBGn@JXWVbKAf4~3W
zZA?V^`@U7A8QsdOt3@bE?+yXiU6_Bd_r#Tj-iCAjL*l_?L845;U5lEhvEiZIzpI0(
zD<T}M<Ck>;VM^PYyx|uM?=5u)aIzm|2vi0CcqQYKVx8(!G5z34Gw{Hzo@qjC;chiC
zv&A{}B|qg#@ZliS*WE!69$nCr(f}7DD<0?mRw8ifcA-Ry0r?!n|M|#nY54B-^=rg6
zoLtpOD;NT+-nXyL+-&B=x=NIdGk9#{_=bk*-^tQg2KCkgZxj~_G{9Z;`+8zDm^BN$
z5(v>AA8(*N{3bIra~5z>s0ADQ^)rU_M<HqAUy<3-k*qL-6f2ZWW87`A-SKX=BKr$U
z4dP7LVb@hkkYNm<Pq+6E3u1Hg%2nU_(sQYYgVFyFkRQ<7;Yfw^8;rE6$uG*oR=hvs
z2(iI**@?mFzs{9R`6Lh5hVhc9s=;(m3pciR(N#nX_}lp_n+!RAT#~r7h9wEZ9Hb4V
z;T8r-km|YPj0Bq-KJBDQmgRajvcBT7@P;UGCaN8Oq&^WZ3!8(#mQcq%^nn)XZnpj(
zV2UdYJ=}s@bHC4x5GU@jyx+%-@eT*i?s4u67&O3AOR33?Zmg1mnN3r3<hqSH(B|X!
za_v#qpTkUX{X*8yC&&+@SWx1s&k{=P*h;-lb}m&xEj8|F=Ah#<bIOb>S_sr{pY?@m
zQ4&G?p%=q^xoffbHbPE}hW(Rxb}I(2lW;U9jwG3t^C*$8)#3+hUc1Ip_?1&4Tjr%C
z)wR^~@!+~{u9S-%9(k1vr#sK4e<rbB%d6-Z7{Bm2q}q+yDexC1r9yt1SK@V>d)lsS
z$hK(<I?2Jqh1qzIi3qM}_bVQ}n*Va(ZU7eqSA|QBW!uZ6o*u!*QFvZcri64$o}szZ
zCbc82m7?=|s-^9v`i66mF285|Zz9IJ*gPZ(bccLw&j~okTGi#2E5Ed>1O0(7ijp+^
zcX-7g8L33iVarBU^ShQll)Z;v{j-_J%)5qn<tSS~TAv4H{*nFr<Ma>PqdB8URkG6Q
zpG{^FpAXv?y<*PI+9^SM+%My^eYmv$+WN(y{KYv{r1=+pZq#=EX_5ASBM|?~0m9Ai
zDt1cgCV2{)h5%1@TI(JONIA3kRk+<Wyg#0V$5K`f-ch|~+g&KM-`WK$f4Wq5F-P>|
zl{=2qU*0A!*-Vsknz4T%UG@uH3gUeEJ&mMr!eJhje)udKyck}$cq};aqJX+6^$0b4
ztPK{86uGIm00D0nst}wHdSsPa`*8Tit_v?Jc?T_W`c@Y=2dD>~SOWpwT;$5JEK}b-
zyN~WH+W`~H^^P(FMx99)_LP@UTHM0P12s_=P&V1|H|g#;lbdf7CB;`D+xfR^N_h3f
zF_w~=%QZYxxm|@II3Y7U<FYXIm3n2h3)>ba<JRrzcH?iKtkSHoDPT7&oqB%K;Y%J`
z`aKUss|@hpw!74Qqxf(Y%sp*uU#xTpDt079d(o1;Bak|4(|UdtGdOxM5%|mmpj$O&
z0O%J#+Xg>u#<O9;;5|ZL8zUNuaI6?X%Tsw<2B*o6DN|zQM~jyn1sG8+;6IGcHMfVn
z$vs`8Uq@eP!UNTn;X?EuR1Z^%)i%cuKJwj5!{$t0X8b*4U86v>CJ#oBF^n%Vc_^YM
zlVb9QlX;-DG2n@N)b=b4m`e@%;mHMFB5^#e&pKoF)<5u}#FC&Jx1~)ES>H93d5hU}
z0*LW#BpGzFL^w(+4R=7qSUZIKSIc*nV7h-qb|EYxtmMe!n9))Aw}%sM)^?xXe~x()
zrz$GXnwDNPyRHbJGJdPn?D!PT>9CYGQ#^2ANv$30DyV&rkv@LS!Hncu&mCYiTK{w=
zS>~w8+Z@b{K>5+GVPXCp9CVp?2XBBXY(!?Ypxsi5^taI(IY=q8U<Z*$!t%CCJLg!;
z2kmkhARX%O(a1)+%s!(7D6zIKdI(+Wu-M!msC4hQD<@SVNb7jW2U+;=bv9U!YSZoN
zyN2bl5@?w)4zr00$W2i*F@dme<mo_41v=51K$Rpn7z`)r*E#m#1f}XkrrbV#`?-&!
z)!oNFyO<WcNIzG}u-VW(nC|n8iYsWK(3h{P4vyp2q(W?#{q{HnPh_`KBg%H?@IW`|
z!qcl>0`a(73LH8;aW;xWJ+-6NVo$XC{uaGIGtwJV)bWhQvJZ#t6ExGMu*v%SgJ@Zy
zKuP~nFaFySGGuv94kartd&#zqlc(!3M@ca9lf7>F?JG`{GZp58tE>NbqX_JzE3N)Y
zP6Ye<P-(Q5z!XnedaRZisC(>F0K}&Wu@-gW&??1OlYk#+{+5FtqQmdsWfH9)vA>J=
z?iM(rT^!ugF$NuP?V_qiNxYAp+y6rHQEm6bAOER${KgV}pAYquEBnDZ0jCI&30zzc
z;E8#G_UA~53q`K~)!~H;kpc;ly?T(7wng>m;PSMY%m4*`hwOwH;DNK<qRGp1kJUM4
zK>j)HBYGT&)|7&saFaebeBRZ4<5e<x`I!)Qfz`l=nr!QT+Y@>MUPoGuw$FIe=JHv-
zbaXz8^ZP0>yielQi^zU<zW;&TmQ0Lx4zIA2jnO+o3Q0-nh2tvyu2#?RDX;f^lMPDH
zmlj~0Q48MRt%LFStq2$VOh%6le}XbhvLt4=ziX&P(h1FbXTg7u?7?vZYj5id&nYV8
zQL7TAm)o{JH}Tc8c8l7PlnQBNWd5cwH9p;%I9qopE(si!4BcA0n;->+Qv5^%<{x5R
zKs8>kEsT5c*Y!VRS1mI-uW7TXPx-oXb%XZ8i}dv}w;|UJ+x8XQfmTiv*pk;?we@Nx
zxcD<e*rf1kP8&q9PH=E6bis$<!1c_#+JI}fmA$<c7Czm-Fp_0V;bR0QJuz*Y#y5el
zYv(S(bR*|c!$A_;Wjq#V<<K|m`=8?FzoLsdVM&v}3<>PLEeeIH)e|;2O7(%SU;i;U
zo`WXI8BL(yMlBim;p$RgC#QixU0x``yt0&zh=V|j5a>}UjUF4WlAdREruWRW4jwY_
z1U0r@@lkBMKF*~4WlLY8!#_<9$i7@D9uTkk;f(EmKUMks-X95`%aMP9*9<$fl^_4I
z=_{0e>mmpDncdFx)IWl@=lmPhVM%8{ADWH<NM#IDCEqU^q4~$!T2hs`HY$-);}?NL
z<B?|y6!paH#j!kSa``*Au5Vvg`<@uRWG;H|UePGE1~C*T%EprNZnFrHgx9;x+y{^k
z8NO9R)pr8<2j;oRFuKv*75$VP(dC!bf)w>=X+9JVMF$x%TjAZCi*S-B6Fys~R`#X3
zfM>uO*=}gS0z;g$;8a!Z3QSjGC@SJr*UY+NS{k=LFhn?0ZRR88bWMQ=u{l%l9_Qml
zm0nJ4iZ>wA(v3U|o}mSW1zjyyD+*c*Z9;;@65`fDg9k{wA3WbV`I?=H;&E!?#V@4Q
zRUX3Zfy(3l;#Yx({&25TmjE_0QErX+*m5b==j$33zz*#2TR{jm0AmPaCvk_;;v0ED
z%R@uIX!+q5%1VQv<!UnYNm6ZlYz{O`L3C1<DolY17fB{hW0kpa=2r;B!Vcd`w65}n
zQWDc&Sk$hmTO=c;_DKHx^%g}33E2_mK&l}lmXv*^^FZCI)1+2W3LezyQFdkQGwOmI
z+4?fhZwqJ_a#`UXH;ou0(4>q!$})IOao$XA^yZISlU3hPRnTjjW#sKm(|7D|^74L%
zq2bW??|H?d{I8?fQSFJ(2Ji}7RVW0k)Irm44XoZ;{%>G|)vi9o(5N-<a;)cKUj>2N
zw<<}9*#*vGIXmb{kqyu9e`?bmG`@m(lQRm3wK&d^1Z?XURukG5<-Zmlz_a0Z&{-}b
zeQ|LxIn=SA<#>Fj{AVc8iKiY3`t1&mGJR7sZ!0-#`KPu$?Nm|i$MTbS>f~Q~mHd={
z68tFz)!-117GGs|-brOh{NTS#Gpd=)6mnl;t@Ys~P0+AQ&_&Yv7HBk$Z}EOrZU>Ox
zJZ8UGiIn4ls^1t+T<jZNewf)_LAEJL5xYZi4L!gqLv3NI7)|OsFq-w*dIE{?m^r;V
z2vigl+<eQoSg50!@O_X1Uh(OM#v1tnw8N6e?09-Qf`ay56+;Cj|4GgsnOB<mBUrLP
zg-$Q6;Xo^1hBOTa1N8x@O!dAX!B>=~H!>8;%fBbU;sPqc5O5FwLx1Ao>QQERekM14
zJ+H6bCk}aqmie7<We6*ZZmZbY;T8N7ompUwGZ>PMGdod-X^nW6y}L=&1bk(g`b4yW
zZTjE!Z9OvZ(11>d&IwU6ZOjUOcS0c=-Gp~xQ~ctyZQ6jH6WoRkCE`6o8kPfQWA#i;
zO*<cnZa6`S=Sd6=GlSv+JAHiu<ngf~Mk=NOzkUM6h9qJ=wN|4oJg)Q8e{w+A)TS=6
zfp>g~u!co_$~^3?WhpUM2fy9Qfm{%89gIu9{rP)$=vG?nu3(6Ue+^<BwE^gV*_IE*
zWqIpJB4>KqI2i%x7ayWq2PmntyZO=+-M}-0ew`pzIV`8|)SnD5%2twY_Aeq<frUgC
zw(zn-6#P@w{wI>ZvkvQhH>s)tOk|;WUW#(?Vxu>oYU(`#yw;L8gu^5=FK?!ULJe$3
z>2H@ds|@E%Kt%Y?i={F-+uw>^;r%^GcGT6mxqQ==ATY#dO8+!lyosC?BW<HvqES#u
z8hGd=0crTQ2TSS-sfVpytP(xbp~87u(Gwx<sI7HW>?@^W_PVo!DCK+d{HRH`&aJea
zO|tB1?AQMJZ17&)*Owekx2L)xaCH8Y3Tf0&Z3`*fpU2TYd7UMU6|hdl)N_WzhANwH
zDbcoKT2XxJtBMCs68EpU56Zs3%bkgzgn292dz#4Ke!+Sr@>Uu8L=1nB>xB?_%ZhiW
zqT1T<XT!!Rc+%<qODa&(gYiN2lXthZ?{TXbd_Hq<uwI^;7`T_-YQc1kAOoZtD!?Au
z;lF>#gJ0L;l`oH4w|iL=LUcH7!{$drx-B84?(4w*I}eiF2DZE@CB1-?Zro&`T>oBO
zx7>}at3FesZnSw<3_`*G!S~mip~0{x>@$761_l)Mv?I<@!GUZ*`GG$bJa<!(<pUHq
zv*)$^O&?n<1Qw=12~59g%t6i6tWxJJSX7a)oEjj~Yo0)W#vhaOMUR0Yk}<pn+JY^W
z6od4qsm0r=(q!7RmBxS48v70&KL)mK4P4U1Kw^PrJ9by#zaCEx4iETDTazEkhqoXI
zu5Lazdya!WGR2&f`$*R)6_15ukvhnQ8-I3ayq(h~KI%J&>WX6}p3|WydQWM{X3f;y
z>N4#pHoR+~*P6{mjzOXxKRoM9Q|VUt^m1-}1@BFcgv0?WZvtg&37WHwa_+~Q8gtw0
zCph2{;ylE;yf=TBq`>m*lYf!+*NkWaJq#Ud!%BX`<N=RBN~TM1?Vnip1-X2;U%3w}
z9iavl#cuz6uJ^@`7~{dKw2dnZs-&qg2~{KSoGoni6r_%uinpv7LX;T>=7ns^$ARio
zjkr8c?SP=&+eWfZ3nt(N<RUV#myK*!l$2thT#+>&KO#`7e+eh^oO+O?kvhiSggvF>
zv_uvd!K<9x3B?+UgTLz9#$8?;np&cY)1`w<9&{53Vab7x;>WUQnd062dDd{60{n`X
zpUM?jwkeUF*J@a^r7htM7^#4?;yZ(64f+tCcg(29SbRPRDCDY@bjX$K_!$H4f77h%
zBr4`)*6?fsKV!42qg&XhS5xf~dVb89#ZTJ$W$0OjDrB~@fvlUic`I7dDC%>08v;&9
z;mm7jC@CXgf|G_ry3DA=o`!%>-dHFniLCo`ZT|Qn=3CgX`D;SV3E=-MBlR@yoU#Pf
zzdKF2zP`}iJ4CrPIaK)&J$!yDd-Vss^hoalO|#rx;3Ly-XDq_c8&*8DIqw-7L-Ehm
z8^H?QIz0|mh^M8HXyal=KX4C_I_WtEI~IC{m7?sZF{2<b(&l4~F(f4%nJpGd0KC51
zL(eFPlfF-Qttzf-tQR^hV2)sVJDq@cfq_hfq-#amApuzl;SX4{T(22tsN0CK$+T72
ziQj-$jcB*U*v%5XT3{~y+0Bc~PAlcAm&`P|1qOsDPOC=@%wNhrf0UuP@u$Lg0*Zz-
z&40&II66o+HgisYH}~hrs!%L4*Pl82bl2lh%?8En8Pmx8$U@}}bKR%yZ_G$Dtx-we
zD}IKP&N}6xr3{?5)iK&|JZKihH}k{&EhOZb-xSh@0@IaD!dK8vG_1a~@3NY<3Uqoy
zQNNp)*+t;cKr*W=s5(0hl7(_bV*(VL#njyA2R7LeD6yG=)eKbD^Vjl>$FRfj(VU}o
zkqW@+Fcv|V&gAwCpM}E{4rqVY`~L8=bsTTpmV_!v4Vu%&yMpLRWCHE)0Q4{|Wt7o)
zXaeKgW5(yf5A_&NuWI-VD^vw_OznOyc;u6edmxJ1>#JhW_*3g5cphTIN_(KLqYj9!
zW2rAq4dwTHhV3X^6RqqM@fjZm1>haER-(xJ&N#B)g()=M@9T*YzGc*V$w5i;H#9v^
z1xyXZR%QM`#!r{eoCH3W8Kvb98NX3&0+vJWurdU~9dcTYW^rwdsY!{IjEw%!Tt!FQ
zekLBSa0ekj;<p~sX*~FI&2BNK*na_RC?xQ4kIZ~aPH>qr&<|h>LnM=|Ak_lkf`_$e
zNmSzoB!wJ)%NqlP4)G>LYVcQ6<@pF2=$nZu^7Bywn}wzY&A3#%?}Yo@yZ?!9bw&IZ
zVkQ8`p3RN5%<p|XT!o;Uo=%eM8-bmNIxo$s27VG2aRMOC$W=vPhV|b1-8=J}{;E&2
z#SMJvnrgL1y$geVe~1CkyR*(l=Uc63nloe|&Ioivqxf=2r2S!X|025Y^RHEQG6epB
zm?qr83Y%`*zr;wupcW_%6;7UG>r5Pw*~8D)*~(3NPF3-d2LI?Fmea;u_Nn+2xDXeP
zt<i_4FI!lsMP<ZfXNNyFkl*97eDQ_!@9*g3Jm5PC+;9=bFZXaKqON;C0F9rcp)z<n
z|Iv27TpKJlNIyt?{atoj-o(h43iNVi19Mc!CmLk_dn?KVOinER!REb&Q+p4B4wVZS
zjwHtM)fsR}98yZJs!e-5xvb)RRLT)3e}uF<{a8)T>E*wF4qk~)Pe3Bl-w%>xDVob-
zc;NRzu%J_$3_|$=uYvDTsbZg9#zTE&pb_v;G^P}C*}W$LJ(4th7e|4KVp^G*ZKL4k
zRaDfoDe2(!-+#z0UitB3CZ9HYE1qOH{_;p&mm+ia$wyBK1A-Xv#2Zy1Ov+tIw~DL3
zN;jfesTD!k36G^}XbPlnWC;(DYObPtH8lxSGJwLLKBlTCODXH;Y*vi&PmCf7zO7nA
zQ3&)Y0#bVB$+mPtpu&}&4w#r_2w;J1&54MD1l?!|^D8N$Xjl@po8f~xnu|Z8zo<F2
zS7ORScMd}M5LA#-m7;vCaeWU(j(s(aLjUa8r2A&Qk?|70fOWp;Bt_7${*_}Rm1B(7
zI3}^BnEM-kq3K7%_wR*ve{Q!yrU3%R;^dAIXEy{*6Pg?Kiq0N<$n7<mIJ(tf2MD;{
zUHs$r_ndqi<OQKB0cimf@Orv+&Q|MOiIV{;<RP(k(kI3lxKG$+FT;s+GBHaAY^VQF
z=Sw(Uw{!8!l-d|)`cmPe_q?RI%Pzo`K{ZBPQtd1PvLF&DDPdxw3V^)YARv4TBpR5H
z;)CvztueQ##ZvckFlZp6Jq_+z9PG#4R1fSMp8g0HN|n&=ZI9PEt<w9~zvY3^1OujG
z>GneZPG=cMVo1k?=~-w+^Je=)rOAbF6#6t0icuPnQiwrd#)>TD*22%x-~HFaU|ga6
z#G*4QDo6~B5|tA<82|g+<JW?2ox!x6RObw7O!$!6JM3pMuqQ1pkpW`a4J=8mw8GuK
z75^BblU_f}jeq%YV@;{*U$3HXuQvjfe!BhKY5sv!4JpuP_vX8!zDuPT{xTR{j44Tw
z=3U?Xee7cojqQ=P;)#J}Zw1X1<bek<ZXr3L4@LcFM?3(}n}O!4Y|C7wFi#$1dCw_A
zlv?EH&uh9AdILr%w;Z4MA45vlCwz79&X1hZ5+fgFWIlTw^&G#@;2t#%GXm0VEjl%u
zjz1~k%>U}#a(9!@1S;5tyYPaUn@0;yW_R4?s~Ns}{#T_bQ)jS9N1q(2DVR!ZNAAzX
zrxm-Z0(`My_G!mir+ohE&C@bHBRS%&nZz1X+y9bGKkt<9^s{Lw@NQrFfBZ?j71&vD
zb>ct9-$ofF2|gS}LUs2il3u764|<qaetef7{63l^Ba;rDwt?UD?3;IFcGCpWPuJmG
zo=eDxWT7Uw!KCn=?33|(1ti>pgP>>sEHhJvCSa5C{rz|L^e{LwLfXqn3$tyUMJc7p
zs9`byuu}+nvyfwFc!JxUHh%v*X<<#%i9$TsNW)(WNUqcbx|}f{FVpZ|Uc7UAVzK74
z(&sQ3!a>xL^9q3-KBTjVs{Es$)xV^Q25dOlwW%x+<jB`Kh+<x8u`0CRAi1_^$u}Nt
z4Ke)koSG&ee~m#%8}n-HZ4vOpFH*L^K)+%~^4a%%BCRaDt4oE8;xa}4H>mQWDcdMk
z>bPfGka&ZL=K0ZiN-`XMK$c18q{C{0<N?D5#X1giCe5%I1eQystN_tMpqzJZz;y{X
zYYP=lnz11*XN@Fa<W#|G8~-0Xs5#cJc3?F+J-vr0r}#Y^1W7i?xnlx^U<*89Cqp)z
zFF=<?aBm0GI_?2XL1L#Dh+k0y(&HS;Ck5qug3dB3iG%C}OTn%QH8@Iu0S^jHTsebY
zEZO`WK2)hw`(j5YXi6}XpLsD42}lzMV3m)PpiV7NNXOFJ#*>&9r95_CUP<tVlsMF1
z)#x2QActu$q)`}*eDH)Ad44@;%!SaFg7X;w2OSfn1}iZUQ;wcrslg(>3)cpZ6I^Sy
zV1<svRx&IU|IOUn$KW7NhLv(HLzuKv$~_Rf8RtHK_^weT5F|Q&TZ&OmIja#UdM;3G
z_-L3pxr!GS3d4e=0RcG(tJ4F{nr^>|f*pUZ9M?h$r2Zy4r7&}NYf`UIIrpruW?Rcg
zu`QoN--r%E*|c57d+uE-g4Z{8EIV8Ve>wou8h%?#KUSyPClc$Yv$3!}kqVBT86F7b
z6ds+ellk{nJdB}R6zm9c;c&-4$z$<H${)nMQX0954Xr~)Qx)E2WMA=O4Lse#iVwEU
zM3v}yK;Izo-6L4p{(Fs&-D_c!_z-@+@SRgIH&9L|4jBwrkW2bxG5zql%!?-)Ay)Ys
zPz0IISl)tG-#N}BAWvO|-vMni#exE{*FP)$uOPbgg!Im4c7WmUIab^2!<U_vgU(m7
zAn^I69vO*bV+e==z%Rrd2)K#8f{0=t(TD&7pqY8+9AL((bf0aak6vxhY<kPmj=jEi
zIB8pKjz@<1F5hyU-&{{o{=rpS{up#@rSr+m|9rLLKeGV-9v?g7druorMR1&xl~)<u
z(^$gPKNvj!5ODSO9$D4<Wx1~_FMNGmRDr!9Oek%vz#r6vFWSw7%=><fGOEU$%(o2;
z`Abqq-;`+I`}<lMz*{+xUBTscK9*&g16}V5T1n@r$l=K1Ogw2nutTBupUm(2pUJ0D
z6{;n=l#z~e<y$#mgc;!H5gf!rrsLXV{Q6Q`f@fY3n2HNB2lPa8wK4c8*-~D^biiZY
zL0Ip<vKFvj>A~om6=Nfq_hEgiV37rx_A1tgpcNm@DdeCc>wADwyXm>u*B9ynCD;Xc
zQ0@gsD$uM;nM@Uz^^$og_miKi2$;oB4VO4Ru7>G~ef?pB?2h_4L~(PWtX#735ebS(
z1-?D-AvwolI!!HZ?eN0#9xwPzOc~U6W%`9xB^jhT0h;;lU8&YgES@AO>g%SGaVlr@
z;Oc;<^sJcBkyj>#)6U@T^wCV>L%SfI8uOgG5<MM&XY}i8q6{BOoahgEx{XY+9y?~D
zki9HJ(;iA3_4$i-stY=>A79sp29DzWvqnl@TZQKBNdNa>XPx<MtEAO&lDjoo3ov__
z{|5^<)1E*eY~%ap;3-P#h(_(CF=OJC=WSvQL&hfPMy)Za&@gGnj+Rk@IAp-MdaddD
zK1v5kF9l$%<gQN1@vNAJ<$1}K23#DV{%zGmwf)UTy{GRTw!T=khX`d_c%ofYKh1@N
z11b}wO`F#oP}85SpqXoLi43pM%EUWUWAI$cjE?Us&(_f)iUMVBC+(-0D;&Vm?Ajn0
z`#o#mZ85@1BJKO^Z<#eNKDS<{<s?p&mL6%;2VXEWUCmV{G*r$o*=s9TNkF6kmePTk
zqLXZ?)PhuXFUOa_r_Z+gTDj?wog5rqK}RaX*xN0eJ`*z9DHVCYY{5~aC3$UM%uHxN
zX%~-*N`o=ju0Sqe8B8$a#ajM@R_CQ?kr6x0(%N?@$gD$}xzx%I23K|IK0nZ2bpV4D
z&5yr{T|5QNKMR|WW1&Xh?>Rj8)SujHNlih1N{dd-lx^U{+?f4=jqPXZgwt{m`0JZm
z+_%D>bEtm*MS6Ln(8a(=pfW(Y=?xO7>=c%DKAHfGlP~WPg7?A4SZw<itVmx;?7~<0
zHu%uYBld}8+|2p6)tuU-as7m4e+xnRFq04E(W2*=ajWzc!$il+YrrUTZ0Xh4b$Pif
zZUPwmlh{5t?%{&<*W#DGbN~@C+RD$qz9Ahsk|0J>6+cpe3ni;#Oz<G3hRQ0jVOZ^8
z>K1K1p$pV~O2Ee_WcE;9pMaW~WcE$ddw*&mz{mm_z(#_eU17lmGXSFaUD4zf-X_%*
zf82Z_s`&4UO=+g2q|yZ)7Crv9@SE9<IwcRo2s1Y{J{g67oUX2fs+(s*r!UFoNby7_
zKh4*g+TKt5<8E#g$|QT?So)?6fl9`$<#<OeU5CamT*Lv*8k6(JgbqKB^3cOmw&Uk5
zyqq>ZLsDLVR~zYs*flf2*59S>)W4eqHPyF6x2-f$#ns*k`f~TOY6D+Cx<7gV={`w0
zWzTMPS1)xD`z`b$AhBNyF2tk;e&LXWkux}=C6$*q<z~|{fZRDlVDD$SLT*(qt>gM}
zF{jutA$>j+z#M2mjv=@&v@~Dh3+V%i`#j9#WXRXDF|e^NUg}{gaGbB}=snlOJ`_L!
z%Ua|S2UV}k!jZ3_PG4WA4H?p*twN~5HPNXiR@wKcbGpy>R^IFvCHak29K;Q0E#f2%
zKkiYcqT0wX@Ye<6WxEkJ8;#_kqGQ!}rAHcFPS>5j{cT(r&~ssaWv<7X#BM%64mh5p
z!VLi<BUvZA3|J7~{Sc4)CIA)3v*5NJ7N!_4gM?OdZ6T+RI0#fRFJ)rRFePT!uLtT;
z&Q)z`{+HXvsQ)iuqNxnlYyQi5P(&K2s6Jb;I4V)m@$?zK4Q^oZNLW5LC%N!t-FtvH
z7HZAWmvN1Q70=2<ER&7mxru8GmbG^3y!j|)HIiwYuimZ4#b`%B>`Z?Gvskz+bPf!2
z|CtgjcK6t&e2IkrNnZg0Poxh1a@%HhT|biGUEDja<ofLEKj>nLKJTMRgBm)4T(Bo8
znZK2eZqQk)&f}zkb_BdDS>lonzKXs6*sO>qc|AvCw65`ysy`(}V*4!nO@LUe<(X6^
zxb)Iv{ctDOUT!6^V)O{KAYRy39oV<CkfIWaPC90)A;*8oX2f8u%CvFY0lEA*92`TO
zHu~O)()e3TOS(W_#<wUjh=rwTG_K9h4KBQPEZOi63Y<hK5$X{#WD|wN$hiK)eVGFm
zg>y3Fuz|d$#zMW-=LppKuQ-0z&57+^e14v*ta97wZ1Dh@WTa3e6c^~8IPksbg6qIY
zQPyI5_&T@1g>XaD&(S)l2A_!$zh&3Lg&QXZXI2?H7_IZ;gfXw$$;+t_VOxA>c&3$&
z@-x-KAo>DdNjr$Vx%>Gy@h2BFIr?V_YH$7g-$kM6lWeV58W6(BT<zzj1LP2P3ZZ{F
zkc~nvUQ{~?72wnkeIKUg23>aNU{Y%<XH^}9{cu%wc=H)dYX8+{M`yqog+>jaV%okZ
zFJ-y6@EV$;0q{I{F9jZ5;b2RJ3~8dOHk?$bfUL9PZUxGkTtCS{j@RWIxj6WtT-Rs;
zi^a|4#r+Oa*A`DT_;dJ}hn!z5{WMsNn7m54RmukQ&>Ri*fPzhBHVcvfQrD>kPo;7a
zR=u<5SBbU*F{%mpEM%CzX6JH2h7WW{FAOX*GC0XFxFaep_?h@DQmgYpMe>(l0<{U0
z3%);}<ZAZx?CjnO`#m{Wr3m0DQz}EZD37#Ox$G@!8u!L*NxO#|ZD$qEDT4qiI7n+O
z6^S_AWC)j2gXET$B2aB@#zsFhPHYGp)cfc)bdtY`eJh)zRA5IL=>ex5y$A^ZgqW31
z!&{?|b@i6HJlq($8;cT0$)}7En~yb(jZY~KCo3Orl@|hEzJnc*-=B90c{@>n0EBKV
z)6Hgb@*4^S89x?Ft^I0cAd5Q48F(9N_O`!1Xq3KH8M^8N$&)evD8lwv87(GMyFKxC
z<{2<nS1`qD$o*P~J`&reOG&NlH9dX=V>b5J%LGIbyl=tdVkmy=FGmha<0q*};j5qg
zcb4}lUFm;atka|l8PHL|?<pTEb|qe(8fHT9GMpsd#pM`p2YEMaD<OW#V40TB#OWnC
zrIFA!mr+jTl=onnQY^-H5B`2Zcyp-4SHw}QIzyRSEUgVYlDzAfEpiogD6e5rbGbq)
z@99lk1gC*c&U1xHAT^+W6^RI)iVaKeVKGT@E}k+edIR#3QX9(hj~3CqDB>6=BcoAC
z$kSJpe#Rd6?b@MRkm{Jas?e|ZKM@Lco{)pUG%nQH(xbk*m%g`4`S*0(KBcXMB4^M=
zc$r%7(Vs=5cZMqnh+#rRlq#VTZ&Ta$S>qTEyNWV0=<k!-QF<Yg-&;T^hij6pg{!Bt
zy&uayOXC~b)C(;4kN`^nEHsV+_=5-5g{Ww$mSM98IF~0Hyc0T@KP8kMIEP)Y=bQnQ
z5%A#IGYE5t+f8Fo2l<s_DrX>>p%FYuD`urwBo7RZ_p`iZJYht5PLxYkUF=RnJUfyD
za|eWFAf@cHil55e&x^+d6qX49HnL_@9V77<yU<nwZF&kX^8eTghC?+$a&pE3R&F1@
znR*oBD19sN<cIZH8GZxP3hWeKV9rF@iiz9!NqACpE{1jkX>zRomKZyA0t059txGR%
zkj5EB;3gxJ*csX?!_+dn{Z^Gd(-Q)em1!vRae!}kEA-;(K()faUKmVkv^xJNGh~&L
z;$#I|&Q9=I0FduIuv;H2__<ZB>M^Ryel27R>Hprgd=9E=KzUsdfNFRO1+yjKkyAzc
zIxUCxBuO*qZ$KgP#q!K|y;J$Ywf->qT>P#^EE^8}()yi(pbp#cXXX|3Jg97Jev3?H
zCYqgR@mPU{UTvs}#}eU4*y;GX4=Zc1HOX`XlKWid>$}g<$7LeXZPenU3;=?xE4na^
zD%-&<g1rZ{$lc6Rpk3&f^mR=3a&c`GEg-vCF7bi*&Ocn|Gpvd0u^*A4SFzNSPob0U
z^CBM51Y<*%`GZY-8-y({N_^qQZhxT-h<Hw{v;7j7IN{qrVbS@OrlTY_B(<k(K-72Y
z%HjTd)1M8EwpmVXj09qXU5IU7eR>QZzBa?Rgs>aIj48Yn_4Kd6^=IHi(m7&^Ip>H#
z7f5{m!z}B^@4qsCw*3{NqPXhgt-?(T7*5&UkXd@fPj8&doPDrGO@%xm{4-`Ph+Y4X
zX)`8YMR#$IW)!ftNvV4&t(&JO<D(CN>eyUi>kWGzTltAMId9hub?fQ$+G_FX*L^JR
z4Me0Avzje=k~05B?t@1YtuoPD_FKAKc-l(*^eXYn1nnV4+L%WfUUzfKPzh)z`{fF>
zJm&R^G7Ehqj>V#!)m<yY@@k&?tiB4wz;gD=TPH#Ih3gocCkJ{VebN>^@|zMD46mTN
z&#(SnS1m2Y+%o-ud3ioe*aHY#v|N-|euV(K#tz&M#bEsgQave?SL13n^0&BvZi`3c
z{Q63|MvmJj3#9)?o^_XO;Yy(>>^1<yV7p9&g;a?gnkxvJ*2fM9q$!gVoDHq69;>rg
z-_m4fOlsI=W8Y2Jlv_XY_7;IOSDBnx8}2@b($YlhXo8%o?43&4VKdsbw+t^X|K=*s
z^ZpFy(Z>i6uAa{LG85l>Z>(tdlI~Fgy*;74EB%A$@QwXN3$v^9?i$|E@~p}SfB1}5
zgiY2Fkjd`Xb>+6WoihfFl8O^r6k_n~u}-Iy#++yb86PNV7p1-X+iBFFE?ik$+;}``
zfZY6MOi`a&=U{|a=!9QZP|8hb0w}GoJ7uS0g-n!3^92r4kN|ruFBoHR!Vjf_knU+|
z-37rb8@X(W&6h26O>lne;4xTIm_Ih*y#coCgRY#A<x>P2{pN9AB(T%Bl1@*K5xEH=
z6e<}CxqtwqG?%f(=t?ROu^d{F-&mSN79QG5JYUA6nDi?Pgx(<^Hh5;F0ZT!H)}Jg$
z3qH;&sxW(SL22P5a+<+@sH|wq?tJ?ynwWx4VxEgC^j=<m7A?%q1lfH#eDbc`XMS|8
zGK?6v7dj24KVS4n1@t?|&itjhaZ5+`9-RGHBq{xtll{)|Lu{!iWTN+7uz^m(6v-qc
zaep!HgP~w-m<AB|{FdUe>7c%4`Z?AtVV9>^p?S1AByfwh_N*MV;*Ss$Yt&Jordp;l
zzUznYC$K+x3R?DWqWU5_U%x$C7}^g|r@)A)^gw_&gKsj26$80L0nQ!4AwmW}eSj*G
zFGM>Vw0<j0;V=m>ZBkV_2VzPSme1|kf+QqnW(zI+Xw^MnhY5SF<oK*F>DSJSV#Z>2
z#snV$3E>%NnX|Z=lD}Y2m@EJe7}k}uZ2lT%P=4hv`G$s(a<jWjAO!&>B#8~BCU+DA
zVK3PDFd;<<iI`Bwb)&d=ypRppvV{QqqbqglU5xa3SpapRH-VWv1cW|(${3N(4!v1i
zshWYMfY0n=m*;P*Pgkb((Jpx>MpF#RiBi~y0YX@q^OLqrtZ`y`T$Ls5_Qas#GKl#B
z%}JX0JA&0Pg+LgR^#_0HVoY)`-CLiKVx7E;b6^5TSJ{seiIZ*tH%Uo7o-~5<d_)pt
zyeo0`xKC-MqGhBFuWy&rJ!>4Wd$<@W8<umKB02uD6Xa(J{m>uZw6oOC%YHbPcyBOO
z!{me3tGwGr2O{D>^NtrQJ-gys7@!c>9bH;aN&yK>U&#j1p@(G};wq~qzBi}-n1GLH
zbT)ocF(xM#w0eT2B4$*`f%xM$JXEPDlzV*Lvh~V2d_*NFUjb=B8dvjC1WJoF(q*Y<
zOZ4T(0a?`Ygi0-&|D({i?5wn66zmn@vH@&)P)S>;kWcB);NY9|gSz|qN^+qq!en;k
z*cCpl77m7unX&P5@@J-fr_xW>k7!qSyy$mx5ySoVD~iUbURuzUiA7Pe2m*%gZYA7h
z<v#jy1rtXJXk3UJtrJ{CF>iFQf<ht@FH;nWg`Oyk4Fz77k~Y1se@9K~VUz(0_eMG2
z0+PsjxT`WEW9u(FR9$brc{f#$72mVTcLNE}^>tVw<wD&L^#X*rs9tNnX%zX46M+_5
zTNBi^`c{&y`W6b-UFg$u{}y`aA>l~~#-}SO_G49#o~gj|ix2Q&W6nN5Bc6(wu%fLH
zw7$l`XIl_bqclngP56E7^3cOFd1phJ3iDsXBoO#4M;TCw{<jYB4SBJk@Kl69hBfh_
zsM36sC*@-c9Y(|;aV%jq2b$zXOUQs79$%K%H-24gaS3Tx8T+%g;vrkQn3k~yr#E3z
z9g@^a5&*%f_aLzYYA#<cTDkv060a-{PYz%W-_?xtW?ppsPNp2&zgLc{6C8ueqKLo$
z+sC#W?bE~pPsC*x*NHWHDRoZtgG&PY@T1e6?35nBi2ai4zq)O&T3T&0Dj|o=ialH-
zLzb@xgJ2=pTS@ydO1PC5#cGd@k=QWK%pbQ~ut@ztbke$SZ{kau4#Wf~IO%H#Ya<pu
z<>t>UzPNW4WDG}yHnv6uJY0DG<|#Ag0|AX4?S&l%?;a(G0Hl;D9WK|E4yfKU@cTd&
z&su~&EHilU=#jvuXw$F<&-*P5;nwqAi$5|d@0d{aO9zz|^b|r<BYNrzK!39UEU2Qg
zG%y=f_AW2n^*~1@LSJbUj8f`~Gb8mT3(qS9f%AjS;E<Ijc7uxBJQazhc+oA<%U@M>
z(07*DBU!8Ofj7<#YWC;1HywYPx5#7McBgT-&o2x1t)N?)-s~&Y!0kne^Kq&7s1=bk
z#E@2WUJ4!>eYyq+o-}AlJ~l9F(gDk}4&d6Aub#`>Vi@A6FwL=g`ZpklAQUS%kU6ON
zG~l7fpHw&gUgvWmAX@c^;G{pI^+3?(EwW<i_mPbecZ45L$UjycpmLmUG@ZUDPLPua
zg%?Cx(o@u{0in#@`>;3foy)YsL=^SAh^n$20uu9SXg@P~lRM8%>fTQBq6yY@zTGrA
zKtB1?!Nx?iJJ0C7R$>MUsh}fN`GC>+TS{%x^|G>71xYS!mN-hLiu5*6jU<-t{Wr3Q
z9lorDE%%=H{=0_a`xT*gzg`QNEfE!~la_=;D)9eVb5%Q-scCXkO7oGx`{b!%l^;y^
z28xT%Vrky}ZGD+|)fz9{OrH+;^?O@d{@R8dsn^y_LTT6h`}PJkPXrgjE=YUIE5EdW
z_`)QtP0D5NEnew7fX;aNFj^E_0!Ystfy0GZr>}Y=QQsZG@zb{vj#CL_U|qNj5dI-;
zX{y5ianj<%4eOTk8URg*Xgg*XFcmnfy2i;Bb&jL2;AAn51p_kOQ9mSrFY_M=UiZQA
zcxuk@MABW1t@4`-$?(!58((%t<Hu&d2OM_SIH?$|2wC{FEk`SMb-f`5F$P8f&)-EW
zgO_XEWtop#?iC;A-80?jP+s1`VEzLvzQtRWAsa6s&jqYVFzTP&|2mhC50UI<+IJ8~
zqI$w>;1e&h8!wK@=<eTtFliPC<=(g`y%TeoyLx1V%W}#E#%LH!5M;g$$kXeAdm5a}
zi=^b(6P=!&={S*Yi`kREK<D;jtf$@Jj8HDZ`$UQoUUs?rtykxf0y-x*cddV}H*y*_
znmsV|9#CmPbH^XOG&cGtT2DYpe5k;+6$X8;KZXNz9LHAnZ3iEmm1(B!|Mp+qu>2Hn
zBQ?mqd~-E=B1y_`_gm;swLSCtOE{`g<WJ=NfQ1lwdFmMUPiMMjVnp{S@RGtK44CDb
z@mN;zqTi}LX1pDhsG-mkijI&|_z_MdRTfHS*z>;FCeG?;{MaYJkC~pGJhRTx&huw!
z%uij==N|d<TdkDzn7qv>J*DST0wM@8u3Uig?(3`q))<Zsj?*}|=VAL04}F~NILOLJ
z<d(Es9HwMDGH3SpjaBM5Y(?)rt<^o;{&BK9fiY94vY8V#wPvh}Hv=gHhV;^i`r2E8
zb#A_<h`WjfZAGzk{j>(FX$SQhU>{~8K{=3e&Ov38*RqHWe7U-LQEk=O$Bv?8SfwoE
zD{h@tH+AKvt^ATUKZ>`>S7+LiUA&~q$tCl0hDr@>nW4^7o3l;XDet7nOQQsVN!m{1
zu+We2r-qfALDhL9KgY`A+nj@~RKGHeRI~q<Bu5w7sQ6I`c^$%ZSwX!SR_N?SW>$Z-
zJGNFm<ET49N`1ouQi#<MADawsUswmh1CJutlQ_wdIomwE%J`sZ)J(Rm)BfvZL2}|;
zrs=d7E!d0J?j4QG626U914ep58nKEI*k_dkeW>@r>ej)drR?GFANt_!V<lOQNjQNc
z!Um8>p=Mkc4J_S0jVutfa*SZ8ke*-F7@zIW+Fa%7VbH+bi*uAVq*+jv8`;Z~(k{Y`
z)LxYdiJsB6h3Zh!n2YGs&d?Yr^r+(gS=BS9e(+~LYN(g>vta6g5U(2eH@wSsf+h?S
z9oP0$zr)u*^YKY(`9A6ENB>NJs?;5kRSTfU<_~%!Z3H_bOq{B|iJhuT@$%??!(zXp
z7k$HpAY-at@&A0=OxRRC7(R2pCyG~iK}ff1Mn(xg*j<_jmhDk9&g>~`6Lry{8F7;0
ziC7E#dp_PRSi{XM*{D-^l1cXq-rY&o#{h&@?n#C^Lg9B#w>R5^EvogYDOCMLDQoq6
zm5Se683GRBxRLcwnE8qORyiRf-yUEKa4{oUqzulZR&u(6{)MRYB+B^Pq%(1t4bZM|
za9p?i@+Aodb$D0cmk$fI3%lL$m!Cf`HYy4ZXK1XOb3X&ETd(~m2;sJUtHyWYEE>Y`
z+gRqw%Ohw-E>wGra?zXJbMr7{e0s7TcSh+gq~kA{rI1{aBO|UP1twoM^;)n`p_gSh
z+rbDJs?hEJW`z;5cdqvnOLoJ5_6vuFlNa^zJ7dvIRU|Ms#BUkyBZeJbe#s+UK>?X8
zFi<u+B2Fp=TsSzQcO#NqRHsU6EbBQ;>)s1-%72Dw?O7Q8Yw~Y%0gnjTzSS>i5BfCS
zFJ2EoTNv@@iWzN5CW&K4m)J0nS!!}12PGfFG3j3VLsA?wz;vzjUH{|-xd0$GJ3m?j
zy3k&C)9g%|*6%MRwhpdpfwz>v(u3+kh(-?+S|`xL|M++{5mQxX*MQ891_mIlG=i!i
z;<gA7(f9iyYhnaS_k-(=<REg&jq0yC)RYvLrTU;U=fJ1v`U_i)hhQ;t9TFgES$v?d
ziEm1@YzT~r$tA=pJhQXJg$b#4zunh3=>NM%@TC}pngn1q&^~4%G^L=M*TVeQ7K>R;
zP{J{9<F2S^z4-7@Lk7f6*SB;mER;b3HVKYK?D4ByhE&?PxLxHi&l~J6fJNFZzRt{S
zD7b0GYUJd~O?mFXhn1S}i57+zCHSRoo;5Pj`w^~vRxyT1Zhu~5_498byUP#frh>NQ
z$XEGm`-n^6&F6=LE-$5Or@Q}Bq5Q_E`bKk7|AR`0ydF$=XcPaf4F2#R1$6r3Q#Mqk
zmpTRVk$uA8s7C+pho`pk2fK9*dUf2z(zX@c$Rg1v$Ew@JOOrugPgRe<o$Y1dm+z;o
zVR4fi0b+2|cDbxzO1M_^8-80tj@M_jZ%_F%Q%@~`I|>|W#y2EjE+1TaJ&e-$DL~xl
z@1qEUW>n(v3%!E14q8{n%G)h;7d<{deoV#rg~m?!VVPPII-WyKs^U;st9TNeTu0l0
zk>xmX*XntXm~DL<kO%|7>v>R$d2cZDgcEqNaJx?YaAzKduy}nkq<Pv0d=RW62T7Gr
z-l|gy=dBrl>oem<9ulF{xu34ZVzn|`Fud}yxyeM7&NpzQE<X@Cu6ohZKG3>L=`9GK
z@DQoAVQxL?IRH_@jp%#ud&DK8xl`795W~1QvYGj)a`de7{F^BN&xPdY&+=maW+nS>
zYhc%}8v$T!qv!_h5e<j`Bw3r~cMVG`ixF7>{$4UUr<$hb@>0{Fdd5LmehOASx3FqE
zPtoE)^zzRa#h`c&<>ZD%CFtvWcFz-uQ)6K<q|W8Qb!cH;Rbvu#s4oeOvj?Pj9mY!v
zgP&=eS5`njzAX-G`(I<A*PvJI<`*_tviYgVlWf!HXzA}>OTv1YhBPsgp(6uMHB2b|
zvfJH!c$wqt2f)C6zKKf%^2ckK=c2Q?m+%c`YN|m!>Xz}*_r`Z%nFy&SJAVeR3VTi%
z-c$;?$_a!LN@@h?b@C6yZyka0E#bw?{igc}0%YLLt6E?uLYTOx#q*y}sUkHDG`05b
z`5gVBApTpd**%3#RDXFW{SQd7Zuek~@1+!s$9?%frq1#$iuZ5Bv%7S6Bi-HIt+b@1
zbeDwm64H{=DIhIKH!Om53DPNobV;+sZ@({|<9PmneY11V%suyYea`bd0Qh7%y=viq
z{05LkAg(8nyDG%vPv|-<JV#;d)QGIW1taYJfE6qTzpEe7yb2Zl#VU2L(0Ut}p7Ae{
z)n*_GgV+SadFV4vLtE1?z0%7H16UuDdR4^Jd>t-{rnAgKKd!>-uO?RQmG%30<%{{U
zGo{X1P=o+5=0~!}@a3sbyZS#{cg5n<OjYeY$*}R5t4QmlopOGZx#OrZl~YHXmf_Lw
zt+7ZXhY{IMa4tJ0G@Fsb<}3m%H1r&$215MU?prFC9xuUf`n*vFh=@-R*gsZad}6Or
zTwv2G#uNt;l{kT3Eu&$sy3M*&!^g=e@UoSU9L)v*YTbN9_ppcU(&VaPS2HKF(6Cl8
z7<fxy>J%S$@@^~K&2F}Y6-1^8;{_3hX%jt3>mz+8JW@<iEwA!Io@Nteo%`aw@DYKk
zW(+3zsECEkTh)syilECgEj1U##YDh|$aOjwOd~ef{5dR_*6TVQT=9rti}PO}jAt|@
zfBZ0*m4fM$l*5=2`!zBK`40a(o(L2W5PomZ4aAY5SM|5e%o$P+6<<=iM4GOB1N~Hr
z=Nw|K=l^loaj7Oe^hZvTC>#^!ha)|O;;6-l1?DJgo(4X-uf{-dQefqK7)6w;rG_Y!
zeLvyP3pv^M4m34SJ+mNZ8<$RBI~o=+Ylg{tl4nCB2bT||<@R=3e>I*wt8!M$I81nB
z5eI(Lts6N#{Wx;GdTxNEu29OR?a!5NLXaeOKu$(?ARio|Kri!%qfcx^JPHIkKtx2s
z#csrabYpITS?xCR2T`|VetX21Eom_^ai02qCwu^;Q2z?G6TJ7q4NPLjd%61sY>6}9
z$A}oIf~X$snfZY>4HTXF(a(C`S}Zdkk73hxgh-vOxZAlIh5@zZX_pmt7CB}CP-R&F
z8?hS4v%4A)7Y}FT-tom_u->P2njpNkGx=94q%^O{-zzz7rom6Y+ZU_N@Rsa<yg}@E
zz9S5a)`E5iwHlZFjM45M4slj=(7+b=A%*bgc+sQ4%fNVTYrcrH5ER-IJhi<r*`6aL
z-WOWy!B!&#uRRf5GKws61^+Z=QQ{8t#p9@AKQykC%@xM|9@P+_5hj5&mu<^V$by(X
zLl_6b)W+4&avfz}h^Vt-GT=Y3=c$YcaF8k3d)UIDMZi6*kPrJZ1BVkues5Rg=Dju;
z^}lBG8eQHmgFcsP1p4P*7PXgVZ*I&9%>0f6yG)NpoX)h|aqr7Uu0fG{9Ss5)YF_p8
zo==|ziY2S6^WH9~0})#)(@T<l2w^y;c&)!74j(ATwPA;$TMCWC`0{}O2al&6(vm5q
zS1&i`2){)G1FGqojM}sLDhc9%=;wEx_!n@`XsHTR)$0kmLMEV|TH<}@@Wjp(VnREn
z-dZEt10M%TTOH6qI)kn!DclSAfV8Q619)p0O+{W(Zm7_Atv1?20P|ciLi-sUJmKWB
zQL>1ts^RPR$uWw$_pB*(M@MlO)+|h|(<*|1fZwU_<Z)#`MAmhkiVp1$pJmg?Q#g7X
zc;0^N^F<zQLJ119rl5I`$(uO&!Mq6BBWBC;56Zk*Ub6szaA;T}<;5;EEmH2SBj~Xq
z209=FVG<@BvVXk8vWK~8iO2NgM+TaU(it5mVJ{_)Nigt%e-@1j6>9<OPmjDu5ufi}
zkn$Z?1J%cW-W;1wUW7nyd>meQt@j}kuUla`)%`n?%iTY|xy+lYjBKbJu%VGi2%EjP
zYj^16O6!!K;eJ6&%?q8i^4zCu`s`#TD)pb|-GLh4xs(gwk9%%JF(CL&KSM{pXb}SR
zj?mC;eR{1ahww_hX?6REP*1<@ZYy*UvZRClB4dNn{pbnTqwBmr;*-!moL}8f9mg^@
zj=|W7hvIU2p1Fn&G*|r8)0@)+t~4(YqOdK5B#?hpd2LSD?LKijJA1PR2dEB#V_O#l
zP9|&-_UwXEOI`YrR$I8ZQNOLxZ7m&odCEw^{2P4YxW6QFCv)?+^8>b3aZJ4Ew0C%p
z^<);!_dzk?aLfsig%3rk@v{sHtXje^=SJ$F0znI&=(5s5Q2N4DXpn&fF781xxg|z$
zmL-<Pz~M>|5DWBFvj*|#*GmrsEEF0RtbC+Jyl;YSU)eHGpD+YOx8ljZ>9)5ujs<0-
zf<Z)4@?BENJVj5Om~WZ+^xw|c#Rv6YTDuvsC@P6i@&Rw_6Dw<=*{Is;!*9&M4l-KW
zq}7KI)&DRAC;bRxTG(q%zEpgbo8t(--|_&A2O#JubZ4cCvNCb_!d1<y?EjX4xvbo^
z(h`f<o9iVjW;F*o@M@sr_hDM@SYa+9BJBP6i-<mijdK9E1q&cS);4^66bGRn+WJDY
zFQ*1#*Lgvha<cd@OKVsyS6afp{y}HKK>{xphPUD2TP4WN3EBj9$3*u>%}}%+H&Xr#
z?MFZX1Omf9avmoQX*4!NRsq4nDWh>Ryj1#GVuf!VI84og6RY8g=)FS(HcXp-dvdhi
z58pAvDBXCc5ctOyZDbg_f;gg-F;osH0|rXte}%z|oNU~g?Y*^S=Yn(rp@gBQuX(y{
zCPXOFEWe&O8!JDp2o84NyvT{}mkicL>=cWV(DdR-NRX3{G$_XJ1y10L)@52ukG@_a
zU_{Y{0EB`Kw&G)r3pdS@7)u6|MMUtP{dzrrb6>FL8GsTnom<6<cC;FMSXmRUP2@|~
zPX>+iSXBM<Zzo5n%s*q)?e#nZHz`KnYX-K>kPp5pMad9QLTu+nj5O2=uV4kc$tj&b
zpm2H<Z4=>N=0&)i9uT(LED1kugxvi8>M&D0)P%ywDz<_z_4$nwG6vm|T~S0wQGBuU
zX?NzX2qw}vZE_9g7_1vR2=ECr>`^Vp!YE?3!;6s?<u++RqC~hJ)DUSq9*?x7=a`6w
zP7%iB{qM@x`5e$%TZZ=(Url|8EhG9FcfZWVmi=Dy!O4y^<*q^U=v1w6Xr@DQih=aV
zK|jMmx;AWT$B0{sKgtDg53hDp&fkCTg`5Q&lZPhWtUI$-vjrolOk*#_2x4IxNa5Ey
zNYl%QJ9g}d2XfdnUo7JRq!71@Fr{M?`TYU;?>7&q6$lAnl)Ehfs5G6+(u^++H`|SQ
zfp*(tb{5CTARFq)j~@NgzYokgeP|F_k!cj}fHZTD4t?m79NSL8^KxKLVd%uAO;^(c
zI4(epSMmwG<u~FD?3h_}d)6rUFvr=l-+^&POkZRunoAX94<ft;DLy#8YgUcz4!qNp
z>X?)D#`KuVLvLGSHPqLec6XQ`uZZ?OALoN15cSeec%BHLU@r*m$Dgil#2<79gADo=
znzvwS?Zr_cN&s)WKhF3jS>X|Plb9rI$pR(vCU<UkUR|G06NnHn`{19hMH|(XRdN8~
z?{7b+ZkEEu=sQm5RZ?R3%%^?hy`#Ssm#%jZBKj7&s9bmvJ(tf|9_xKdL+cK|XnEPy
zWfaG@3}NYbGqAR`pm9Wb@u|brq?%pPXTF)^*}~ks65NIbBZW3wp#Pjm{DwS3jVU{;
zMmjef3@9U{>g<>G?M6IW*-ztj2oY)pVop^y*p1T;t8I^7(>wN4L2!$|J4RkuI`Ae#
z2!aZZrYW$I;tL_nHUt&bBoNAGViFTQd`8tY`eZ0ot)NSEy;y(NFRqn_ew&%j@iE4J
zxz`A!eIyGA0ngb&n3?<58c-{oflYZ6x8D_IZ&{%90A?StEIgc-6X|N2FfmqMj&tx7
zKc0MhzJe<WRU%(^1pPlT3qm~JcD?M3K%L<}>}!R7N2umMBFr<^2ubE#PlnP1Li}Ti
zmk$cEemxXpSCuo!;WI+evphVZbO{5QA_09xKajczzF}b`I{$pXIzB|01VJELECfec
z^vu@FPF`XZFJ93Qsgk|c$MpPIy1Y$s4{5pMtf(iuk(y>v4J@%v==<X(=h=>6D?)B%
zq=+Mtxk(Km?~Nsu85IOUm^5ilm55`5?L(FP*<A%JQ&7U5tzjQ3Dn(H@u#x_KXDhZS
zK8_O-3!<P6l8z@Jja5umc=Gs+=Vd>sC`zU5oHX=a+7c^H^BZwD755|0OAh|Wdvha0
zSGPediy{Bty!SJxabN_wNG_Q`G4F#OcH)!g*1U!<a<Z4cm~Ad;fgFh?0qSGuhcmG|
z01V|w;SHGz1#PR8WW>HE43|xfk}JfexJ1_Gb-)Sw@nh8<d2^pqRg8icb{{-=7IeA}
zKna3Rts(M(BG(CD$7SjqUn8;%hAeu7mp4on=(KG4QK2CgcNnZT2l>j0bjA}3iu6>~
zA$mcct9oYt`4smUg!PUc2*OWdC}J%GtH!@t)D>D9Rv?EJlJ59mq13<9IWuPjCs4<m
z19sXQZu3~Te<}ZTrgR6UxL&Xk=a2UX6b{b}0iF+D#Z-eLO5lp;Ld*io{D-f;i1<qq
z*>gT~dYYZRXwYi-JODpQ@tYirhe-Si9||}I1M@jjQ(4dmZfc}|CwhR?O1T1j`t*s+
z4aXas1&n4C+DmDgy@XW|-EiFHKe(vnQw(NC?3y*rEm6`2Km(5JpV#<S-7GI11k%84
z(BhFvy2ZY5#qTcmO_WHMSN)9$G%9-zG{58EmC(PMr(X5efFB^*7b4;8^nJ8j=WTL;
z$RTF=ae^oE)S=K<w_+L!>nK_JYjaHebNE+g*Fat~&Zw{6HBFxo9FzoMMV+IJONnBc
z1~iREc4)vnL}PaPrhPYI)&Yc|UP;nH!;)V8xc3hP3fztK5KgIhp^rfTF+h2Bx@cP)
zliaN+n4c?R_weFX23a%#mkBuZNdVZ~c{w<Y5c(XW?LoXSm$|-!>W#1v7RwA77<2g(
z_xr#52vEFaOQP&tx@7_(EDocVar<v^MH^WoEWc9;nF+}}MaSdAXuU2W`h!_$Wt2SZ
z`-ihi_EV3WRco>I9M;M>;H(C(K1Y?YsN!#iS&Cp>%;!NgTKj|EnZOl4g!T2MK5?%T
z#XN?zn(rdDLFT6nuV)n&M5{}El)bH3jhR}5Mctzl8#x&fGR<$-nC~6rjoD`P>KRG=
zknr#=K)x+Kz6c0Aa`_gA5h;X?SZ!as%;Wc^=~x-IP7@%j?%K~>#@w0d0LIi-yaSQM
z{>LY*Rc_J^_w<5TGY}C(1VD<Ale8AVrre=RAKw)S9x~;220Mrs*2*zkN^KB7Dt|y>
zUQz5=cp<y32z;Q$vxai=h@hJE$zTOu12WH8!26#q-=^vDS0R=NHL1hh7|;Avq}TSW
zjY+JSKMi2;CT{rQ4!E5ZMi>o$;=ufx;??Qj8UsJBViQ{O7zh_%u(uX166u@~;mcC%
z)d}L5Qeb?ROp#44Xg+h9VS|P-Yup;?Yr}?$E%7kJ<sJm^cn5hhtNwk(CH^5#Qrr=m
zk5-Q}5_B59-vd4ip+FTC!?#SP4+98d6T-DRoILq>-CtP6Mqc1ZfA?w9MmuP69mYXP
zL5s$=bxhezdXR6lyEP_jjgbGA^ZqKPieicjJ%HE5=&Tid*}_o~MIwTFeh8ePo{3}~
zueqgb1J&Pa(+rBGq6l`p&aa=(hq`EHG^LBJRMZmC_lc<T5wMDgNJO-W2=xLaMb*?_
zs9P-Tss|>q{|YX(n5|QRi?IBiP@ty}LfZ_zin)`A-r&DfLT3EJUEIQ)F~M(NcGfFE
zQjeJ6C7gTZ$c7MQ6T&<gw7oe#D1nF?9AuxlrUfle%?0qAp4usSZ;GPl3{%vbeR<D3
zEAvdr_aOApA?l&fG;LCytgu9M59H}}=PfX()HfSJPT9r3m*j}={My&|V;~Ae0}#^a
zkHKf~K$xV8?57IYrYQfP{_^59o<&C+^*Fy=gtsoZh+aaR4Z5=vROGNs#MF`MAr95}
z?yJX_#r|@%DEKXtv#3^DXr8M*ggvFriWq-E12*_&Hmj0|b_7Ws>CE}DJNO3;!nI?Y
z@Ky?HVa<2DS#-Turh`9rc^VU|jE#UDN6~yhp#(8D7`$;p3d0-TW+Q+heGx@Rg38jW
z`A}mNExt7ofwr=>jv;UF(3NWaMckcd`-DhE9NryZRSZVDK_08yzB?pD0zn5L_zV)n
z$ob=xl)Dblx05;b?lkj&on`ETGab|xc(P`2SHn}Iz?TK-oKrngbh2K380ufCeHvdC
z{x0&7@0Gk)`gl9<$^>@RXlyT{?gZ)D&~ER4+o*0{_xm63_iF+A0GM{YCf*NAc0R9l
zE3j5XKj^4Hg7h~}FA{KT&G+e$!<OFHxkP96YvCz4c{)~6@<nu2)qloO9Rq_XhD6cu
z1xV!_l-$3HP`3Z*P&?zFBA5wh2f_TN!P*q+bWB^myT7tCS2-|I1YFr<&c=A4nojSI
z{wrKH?ZiCgJti1GNSaNrj1AG4^f;@FBc?{>zDY7}c{-T10Ju_-@99(Wi1JUWpBKXA
zDu9MHw*dzHh&*BZ!KzN+h-jws(-M7fWu1~f@wwj1?Dh4CZv>qOk=I?2SuMmYcJW@f
z*ZvoSRE0PJVi0W02<w#@_sN#FdE)NPiBK90Vn8FycdXVST#Gu@2Fy|boALP)=ZK8^
zT<=Xw9Z@xV2Bu?x!(VM(JQ%fjeQw!C1ezt4Y*+DjT4>ctr!k7hyR(BiyTY6Iyp$ad
zTUX-q-AdmVzx9dF>qsy!ka$jAH}E^;pvYJ&Q_$(N%#(mwPad&=A(|=pw3bY^8%IZc
z+`>*nn`toGrs89B+%F{FsbgWZqM!4_NDuJSJO~=*2eef5BI>~)2GiMFjY|`xLMtGq
z&;uO$*)h?nCkC<Tqj6~x=c*0=gg(P9mM{K~F{;yn`s%}sC2`UP&daz2DP7G33}ysa
zw&)u>Tg%s4>{-4%wcNJUK%-L^iA&<IYwzWlUh+F1v`-TR{0%w~)Fi~D!!gR&A{Tg&
zN?gEQD*4DjEkS|ZKS35GtNZsIjHDe|a~um*54Os##uMFUWnjh~5#!{%U}aHfZt1rk
zn^g<Q%WNRK{cFmCs?{12LHShdEijtubLW~Y@lLeShNpJRY&_D92}7oi0dp`FIxRMI
zZ;8+oXm3IloFnZf6F^btEe8W{n)y*E^`{`MIGYkg({Z2vg`@jeLitM6Nn-Gmal%OO
zVT{lKI1Z+r-oGoP8foaD>xYG$GIB?}(MxN0z9=rJ8~`%X=c8j2oE7|3XOZN4ylgxQ
z$qGXcV<|)es9417F@v>q^xc%J<Yi;aO9zaQ;Q-Q=TI{cIFEcjawh{C2k0K`t;^f5W
zn<eP_pnb6n!YsBRcvKF<eQb65?gJQ+pzPS(GwfZ3etx<($-1iCD^z05q_Rc<c`yCK
zivYMSCdbZaUcnNnC9_6bEVT*I`$PF_7xFDE_F|AcXdanCDBT2Tn}T7VSgiP-;K9;=
zmNkpi5I%{|d{I=Hn6at@Z6Uhj#kIqLY%G@<ak^NUW2FY{{`Bj&6uM3sOLhfvYMu}6
zn{;5y1bYMmT%%Rop~}x+QWUTx$@ca;9h6#WA(tbw61&5`&N`jF8z&*oM)Ei@ElEOF
zphLVQWA3og6D5oQ)jjZs#|HvBpPBeD=(!6au+>+Tf)YivK?~c>WqQR~^~(ZO1Ki-N
zBOur!?#q#edc+%Yb)h-VYS@IxA7^wCOFXHJywX$=dD?+kv8y7##>^Q{kJK{fHv|4j
zxodn;SwJV{Dm4sU!;BjVF{CH^1xZ^~+?p1Ltnzazk*sG5Q`7U_XgVw$8CuME%x$L<
z!31qx58$vH&kDP{*v(B-!nl15L0E`Qo`C9bOFUVre8lHjjO!OC7i1+2OUCa^$E&7C
zNy;A?Cstg^m-pFoEyvnRtuI*$$?E);A3~+^FCyr!EF;-o13>*F{4>T+2h<r>s3+{e
z;bF~Bb&uKJ$-@^+7UekVEnp`Y@@nYnJ(ksFoOv`lF!om55yH&(I`R*?2UxXQW#aG$
z1i1bnAH!#dm51?uw}}Iaf=KU(75=sOHyzJ~7t?or^B2$xz&;7wHXx#v*@%(n=HU^c
zHwV=wWb`vatyuW}DHOb?9|dg(N@k4Ak`4Nu3ZvRnEQ)*cA{f<AM2o}KV?S63gKr2r
zmqwl_py|L2yKzDg31R(=lWq(VC-_@l0b*LJ<1viGzH~9}bz0%c*JtVE%0<NNKdtrc
z%h_q)KJZbogO*%79|B~A&k2n=qa@bfdD7RXg&t&DP*lA(olQWdxx4=GA;1fQwin;1
zDu|(^ldQ^^@Jr76j`VJ1EaNwf*l-V77t0Xo6)ZWi4EQc!XN0><!u$mYDcUG^7b5;S
zRK-V3jOKvIt1okX3N0gm+BZK|<c!JB*8EIC-n^jK7G)pQ4J6&@pq{{M5YbXF!@d&z
z?<`uwr8az;^z^p~Jvae^2%cWof7Zu<j2Nk-ClOd~e;iR!peuPMF6X^q7Uc3lI2p{1
zhIl&R^0r94ShQ|qm3CQaH^+Y*Ygo_QaUy_&gS3_FaV`nA|Hc#kngWYWBlqT~Jlp^)
z*N<>T@C|rXu$m{4xD!L2C*bm1S2=P<w@NyC%69b!#!1gT1la8Ffh{h`^s`AL^9aFb
zu&4|C`WND`-Pu>T;I;lZvWFn>&m~{E5AVJW(JY7`YS&k(kkAFVzC#z{*P;48AC*Ca
zHJGa&Wae*^tnM`~w|l{ck@?B}<KFUW7_`ZXzz9-Jcv|1KjSFw9%LfREu?t>n+egB|
zwL_9+#Q8NIeHuVqGOYhrdYMLUlzZ<Z$$!4ohgWR06w*S0P3h~R{lfnkbJ#vgs(<++
ztBK=VRi*PeH_{v1iYe+h6%zl;_ZqLseUd_#A0%~W#2)Eb;^MjB0m|&Jfgc;@dNzVZ
zu3KW@foeVtfp8q(I2IvyH+An;opZ$L5<nTL$vlsIH&;1LEUWbUukGMjpd(wjv2mAx
z?-3eIy&@l3b94|<paZPmOAs~S!FDfQXA(Aw(msty_->Y%bwc^9fityfY{1`N`}^Av
zskH=CjM|4|V1tlo(?)0n2@80E`zC@=)^o=W>-?*U2^a)Gh4ITbG?Csh1W%H+@S^<n
z%8pgJijhSIyx%o`3FbwK!DOT#Y?=-$NHEEBuoQx49)v=BDA9BkUh7)}Br9sV+l=_g
znen(m;vg*kC|;=V{Xi*t*?rMEZt5@oEc6`EY*20@5K_B~78v*gBLWyi0uNK6(L%nN
zu|RF_4Q%N_32`@wk^rR7TR(vW^K!gWN*Gmpk}QF#=m`sDdDMk7<I-22c{3UT`tm2k
z`mV&DwO(#Ue~$j)R{rMkrXB3SK;=XqhOxH&>ZNAJ$)%=s3QA8_hxgQru{OH|?Qk%w
z)yBb`5lO72A7@lsl{kwBDeUFTBJi+hCq6Dxf^a4gGFyezmmN(C^g@A8L>NWP2?|!7
z!f!OI4IU`iM%8xC0o8{co{TB1e~OO!7#QQY-R31)yk_lMfNUD``~*5em;qzNu%bMj
z|G2xxXr-@fmB@#vFA&2Hc^?fwJ8HYe1M&RGeF?|kD&B!uAMc(21m|UEQ(gDH1S*N6
zfV9#wBgIli=yx2Zs<96mo8hAdkL2bknyEo`U0^7jBDzGUA{J?N6R|`2-swk)n3Umk
zpa?;(IW}a0+R?SK{`PC<wB`JupWQN)JDWzhYx5^P>yDPFp$(%8?KLRjJ5_`dB33#t
z<!8F;@xK@+@&T;kz@w1EBXsxwEUSoS!k;z2jUVvS-Xw&U{b;R|G!VfL{Oev#&$(|D
zW5YN2d?_d8@*3cR7}CO6_@wAP%cse2&>?A}beW&Mo(alXS@GEj*YQA+`%vt&$ka+a
zWKM}JTB4WqL7J!gap+lTaA_F9Ph0mG#j`l%cln}7tlwWosl%i_gzU}{@o-0=2yWlP
zm<h%#QWsv(&JOaoLOw~|HyAHfu>g=p<M7({uP!zs`Gq{Hk`qCxDZ+mjpCjcRKt&HH
zogeK*U)Yt~+`D7-ALS{V?L!WK8XIQ>@D@a_<f{XIM^F`gZ15hk1=cF609ny1)<|8a
zG-Knax^ggCni2s>^3LW$>KIJ_iH}|rjOZ{wPpt<=n|SH%uJ>w6<V%V<D>F<aFfx8*
zL{gO}OJPifWnw8q+mQ&dn1i5vmfv`;naC*H$S4zd7nx1DZ<nF<Ah;DF)*y;vvMj+%
z)(O=#t>w>fc!`rwUF}+TznFd0&vE0acLm*3>)oBz)zt>wSGC>;mB!Q2?|MXne`A_q
zXuc|+RqJbhA)+zYgEWq#2g~P$j;c3~f?*6!3_`9+GJ-ONd~(<C&BW`tFq)(Nk4O$#
zE|D9Qy0RH>8yu4_s_qJb!UmX=uUq1znco+H7Y%%ocPu5nmpwIpKam4P<cBHfo7|XP
zO+jOK7Wa+EaFo)@Lm{R;wE^zh0^y634R`2oY!Q!0H(`xpD1@Kc#Ou#KA8*w8{_Ju3
zDPeAS|JU><!};(0C-9@w^bW;IzfItsTKK6yRo7vy_lpfi)WzL@_0F|wyVGGWD$W1K
zJGG|mvyvLMaGf2FR`02TYhaw8QpdEu<0Hs{GVYhf^ZjqL8otIpys(_eaS3sZQkNNm
zZxq^n`F>L*k?QA$Q}F0=Q3bN>cB^5?GR-*F3Ld=$#IY;`T=NBR`Y8^cLCjJ-tt5_y
zC1ehoTII}^^`#nz!V-Y?q<%-=C+V!*l0W`I6apl;RoL}osnj_I%q=}%%U7njgU3u3
zJKZhrgL0D7+w`8E#Rz$!yFZ<TD_d5?XkaG8#oM0)*U}gyoF+?i_TLqbc?F6CXDidh
zu)R3**^VHfnf3K!7n0g~z+o^C?q=cBexcXdrreAB>F9=#$NS6E*M;}Lrgvwkh3br2
zN@stgVDh_pA}Vvu5IfN8&$qqWY3JG_TLLP$C{v>#N0q`q9Rr#zk1$*!+MX{e?YZ4H
zPz-2xb}eWZXOFqGN0|cfrR8ADVEnS%z7T?YXYWyN#;6N8JYxQ^nCdSJ(uvc{g$6g!
zChK%Irb>6=7=1bI)BLxu8GTMW43fpQbV&$~#;HebyQ%He{Xq({PuaP8#Y=d#p|=6-
zfA>`CE*Se<7QCsu!)bjqDe*D&TJlell3i42f)hL_m6m*63BMU&>zfzq@qR;;FF1Fh
z{xbjSuu<4s9B*j6^1OPgwZq_WWPO1By^74U7<A+5*kveqQx?Ujtb9VbYF3T-_GNCy
z?{Cn7N4VI()==k3pIeWztfOLq>hKC12K*ZUDOKcBvjG<256grx3=v`Zf0MQ+9B)}U
zCIVXY1A87zXl&!ZfT2nlSJ5!PM5+<k=c^0vU9BAR0sd|cRbsd#EQKMvvKq@~Ekt59
zfWvPV8#rwV&X>&*IW_T)D520~qGhT_hF(l=g|r@Ly081QsNC-aAZ-Pn?iA)|NO!x_
z6vA&pPv<`vupH&*zA7AhB1q0mp17%<CEBAa60G!2Q4MW6%FDFRgFxrCoKYmox#BUI
zp(B|sk#Ftzrm;SuB&B0)AWxzSth+P>03m0P#?OVhV{pLA`w!K$TeHJPu*iU?p>X6U
zmWBkKQLE+MI|CmCJ7tHg)cI47tJS?JP?YeQeE39-op>oG#9ux*(6k*XAxw>J`+nXS
zAJ|Kysr&kT5jtbNJL0WO0RhTzC5*#RQX>r-)ijVf!N%CO948ragAq-THIj*clM_Bl
zit%@(ad4$~>y^D_PCS+~ij{YwEVUvx>wy~(s9Gw~lhjT76!pDnzzhw7nYX62y1egk
zpV^BAI~DES-!nWHt0%nT7GlN8WKGOkucU@S<1J`filj<kK9g=wNVHz-w7DXO+#E0U
z%ZN|@KB*IeEJk+W7Cl@~e|AH`+fl@EghmY~eA)m%O=x;izg?y0sASoCyLTgOw>84;
zH&CX-YHeb|ZGFTGb$-5fpVfew<!fRzu^Sa~@!OSZ2<yzi>mMzgTjR-P4`1ziHCCdx
z%@rT`S8hE}WG8K}9=Dd?<$GZjb=xh=2%nm2R?Sf@R$CK?2icLIwGSwJYH9xE7<zcv
z?G6S)&*Qz%T~hc;E|SXv9GBo))YbNOGoMJkxX!gCyl;7ft{cDk@yrS@TJ<cA>raPC
zLRgEw{`q7u!|$3@7}X?gM|gHDs_G&=<VdXkrEu<Ol`3CUlN_d9OiFB-P`|T71YEM(
zo#8gUk?iZydP&mw3rSKW(}WD>hLOs6ahE3C8L+n=IBQQW%KT5nJlJRXq|A&r?ugx1
zof#%Y0t^b%YABKwg`OC8e}5Tt+C6T~Pd3g$A}aBAp5LEa<*#Xl6O&q&AK9yv{nQ?}
z8&>KC9~}7olrV<zlh$MRvTHx!D=taUS;qRf`kmJuG2>@YzO;RH+~WE5r})yvna^hb
z%6bMo5m7Y`?+ukf9Vvc5e$$j1>6^+cATf5Bf9@r_ZWLw82?7J|+Cu@J3D>6G`t}91
zG)VMXW!OR8vwUpLNI;ctJTCy~IYtih0os?160JCs<9H&utFkXDm<k_C(Ptn9ID)qQ
zznpwPFn3U|D#2dX{f7QON6Sc)G_l_Ym!AZ6tr6oQ6t=;9AVTuv+j?Ktx0f~J@&`Dy
zjqE>2z1A^##_x87k9`P{7ss~SAkbHA0dJ+fw$Vag4B;U~N`*6T=dREN8->1`l46v3
z_UCRZIl{_+v9WLcR6WI~^pD8IvU>;K&iS~5V#(0a1{djhuzj*mf}@UwETPXbQhHFU
z1z_?D%pwEN_!R->cHg~$&Afl4?X$`iN;WVRb*m05Ijf}hwH{o)N09@#B?E5!$uq<A
zKc4I)%hb|%-BmY2AkfZU%z-pp;*V(lSuaezBjP#$Ju1c1?~(2JR1~2UnLKW#1opCa
zAuCUsof>l&Ub)CidgDtyCAw;TnwYvYFmK}pu>r-C(C1ZqA(uOe3BYRNGtm6T&GT2Y
zd;GmnL4oE{M!(J9Z~nvSd}GKM<CA57n6aJk?d%Y5z)Qy4r787a)!om(JeUA&p75=5
zc#VDE*Vca};il;-HK{U4U1q^gJYI34QH4*RD2ahzQeqMU3Pb#0F`(kU9CF*EHRI%Y
zcqtgT&z&FrcocJQmSAi-YRbpRyB9-Y^6unaMqZ8-Sxq8jz#F~0?4rsx(F<tP1U4}(
zvf!p!am-FQm&xxpq$LyF+C8729+XceC4TGI9o%ae3spF79%{04;d`EoZ3eA}aenVe
zQeXK~*X+gwZc=PTgvua7dr*f>o{L!yR5NmXmFig_Q3J1Fo^az9CF~X$mFhkJxW9lJ
zdImXp+SmFG1BF1%s`a2+9BK|s=+TK(Y8=KfZ30T_1IOU$5bI7evTTepnKzA%mAFMf
zi}B_R<L`LcH&rts3rS=@)y{2^_W+qAZ(YlSmfh)bEYI@({Ov+dD=s~TET76RYsxkP
zj@86MVG^m4JWm%gvmJkPOxKNvQ!_h%KGr$_i%9FZ{xq8U=dTha<lO;L2s7<jP2-F(
zb=brEeQ#OUoL#8Q0I-`z0XRW^{@!<d^23AuB9co|tCQ0RI-~UiraE?CoU~sr_oxwn
zZk3Yx5=XbIC0Y?QsQg0Yk7&6K95hLe4A{r}t|Xdj4RVgBXnCfYH3fn?NgK5vh0mTj
zMSlh}_pwta^jf0!w~fGpbGr*B@0iCoTEhy{_@E^{?o_8DF05VAGIvSO&|bI%dyjjn
z<8r>m0R+u)zevF|&p=7caw;@8_#@vam+aknh42)IjG}h@^G&Y>7LYcem;H@R>~cF3
zmL_NtO0=T^o6nXEUI%YC|9e3_LFCvukzX+*my8nA#Mm*zr{rXjNw2hUE}3WqRGh*Y
zl6ic7xy&4R-zukODUFABenQ5>V{vsCo;AB)@I0VqQJWNGI?~={kqLvKio%Z?-@%A2
zl}BM>$6688TV(5xC$(_ArO-XRW5&;OPJB{Q8bnG>Vb0Re{%%j-Nyo4Fur~7pug_Xc
z+-)<ZGFRN`{DH*;YxC8TfTYChSFh#K5BFEgFL!CcNl4}jc7L5)|CuyZAwyq~Q|f!4
z`puY>4_sUfFp07C%7xN6Koh;*$W#p0p)!9NnIrd35uW_S3q}9*m-?aMxGs2dw^I42
zkvxhsSys1L)%kVW<AY?-k#*6dB-i_!Vd%(4^UA~VrT4sy!LzBMhsMV7Mr&`r49ba^
zS7a+-DEWNnv8R3g;2qg&yW9`f-o4Ln;c{?HZzK8?PW_MB5(NE@SqDu3HBA+f0_wEL
zLUr1~zra1Ij1TRP&(xErI1}Sp4;h-9%2q3)^t(T?ii~jdXn&i*%IkUyuAd(DMv_9w
zIg}`sxXzDU4p2Tlt)u)YE&fY;X%FnevOfOzLR<B5jo<`+;V-)bZZv>(-ZY?H9j|b4
zG5#@e#=No2e#=G*I|qLKWsc6RXwh`$@TPk}U-eNj5T}XldWtPAVl-&J+9fXr1=PqI
zx3c6DGh*2K>gkzK;`d)yaY87$esOtv*26mrpsd_rp*^gI$P~3POE_%Gq_<%)y!dA^
z<+)^)oF&PW#0f1q&D5QvI!8uTNl=XUdS4_b!TU&;hRLOotD(eGohm9j`;W1LiFdWD
zC5j+O{+)jnk=BzIAkw^|{k07EhP?)8tJl2wnUqk9p;D~*F1`dATG^We0nE~WE8h%e
z74N>8xBR!b<J+nBecd;=`p@D~)A9RT%DXp{_Mz`?3Z#NuPR;4ZmFe}>r-GQN#8R2L
zL}d7H{P1QToKL{Q$G4~*Y@(@*YAcKjGjWfbDGX7dCg#oIjP}k02+d|bkH6Y7sT|&P
zLE$b1rf7VSAmm@l{YHZIQ!Q-;m#xRqq2$s<R_{JDt%(CuoN>!LcNk|+YspJB@nC{V
zX@?AeIfXJHNF?x<*E1ILRs0jBE_B~Lm}3n|y;Iiq`DwK=*`Sl0Qjr~&wM%S%)6KLX
zL(|De0W;;wfI`^Oa2r0fak2H+)NRlxi~`Iyz^VD>?u6aEW;O1+o*Zjy*_%Q9%~sxa
zYXwU;JCw5W?3RV1S+$|5pwww;ugLA}sUvX}oxx~|(%2$1HtTT0&5h7Y1{@kOE1<N+
z+!9<kv;FJ3^V!6!R`00sy?bMJ;yX_kc1ZE;yLZgpDHjif<D%+v^?Uc4ESQ?Fn=_DW
zhRE_4ob^6U<h5K~9D|_&wM#c|b}#8a&XjwdS-Sl>7g0-nBTy>cP{Z`^;GUag1RWb_
zey|BCu<M*Cq!xw!K)j}##;K+APRgG1L98wTCH{WUYY}OiV*NYNZtLS@W9ah}XHG+r
zd=xzJ_{*7)&vCz6>fCLUV0S^*#lf@lkAd=sCL6UL>^70OJ-uqg=h!EnA}_`8oIJHu
ze)<o=cu^>b&5n1-t-|Xq6()P>ViHyCAolIP9snl3WJ9cS6PT|gjNfQh{X<&)*$nOI
zyJBe^dgrX0!0f*F$4tEUq-XiXw8?U0us0vImN$Y}q|~n}{;?4O75bs-J#}jX_0;2b
z?0!@Kl=Vko7Y-&xmE^K1hfK|3uJF}M!J9WE))dWWLFe&;m^0r27a+vy;*(ImnAGtv
z9Ng8&%~ZXNhsU__);Hd%jM(55<T7fc$SSAsQ+U(vZu^A!#?@QoL*>tdw=~qE$?a;a
zDToe?xA4e}8{!v1IJe2S7RwulrsZ6lLvqRYt`ic$wQI_6g0t%CUu;aMYi067K|j!4
z%|={%R(lqEWm<tTID~08j?Er8WqbHFjNtuf`lOiCFZg9=3Boo{I?wB&Q(#!-(e3~l
zrrPpF3$7RKE3)R)qKp)~H1_%E*^b|g2LYDzmA>ezQ;yHPr5~^A3krE^JbsRK@A*kT
zd4_n+YP4%~C5ZkEOU)Q9S4rnQ%KCXiJX(tNiCOUJur4&e)4f;9kmm*eyn(V~2f0&g
zV+~pBdd@qO^P^xvaw^~e`(NuZ3h*o77=W2bP(OtQRaKZTh=bXzD}#ZJ*ijV+0i-s7
z_u_#kGYth;cN;@ClMv`HdL0sC7uB8d_7->e@nk%81FHdUR<qjY0i11i-{kD^-7la-
zp5#RSdrE?mvi_A17giK}H`}CnNWt!~GuskIicela;Iq@99ee+d<<%-CFgdP`4bDNu
z{YStSY;$ocXMjsQ{%&@^?e&f(3V@ru<B`|W+uc9HAcAQJI`N)C_9IG@dg7j9_%?1&
z`Nw?^EW01ku^YDgv;No(LM5H|YI#iRhRpXEaTuVfU41U6{;Pp($OM_$l6tW?y?W(_
z8%W?wTzI2v`MH{Ik@b|!(k^PrV2n|>#Y<5Nm)DWitzJ$_Wtd0OPxS{j{uk}%D~o61
zVPLa)!F-Ig=j=mMadb>45wn_nvG4Oeu?uaS6%f%Mt+BG~inDm=_np@ku<c`ChLxuL
z^rF@mLTcEht>afY)#=S0VtuMxI%gg-)%shy{+;nd=Fd&#gO^KVStm%h{liC>-fR%j
z7+k?DWSOsP2e&E>p`mmfYhyHDIeiRxswb+UBRyOb1Nqe|!;MN>cdem^9e&3I(|y~G
z>PhuAZron;(v1q-vaLM<t?Qns#N)T>ddS4uDQy{`1cuDssn&Sbm*g-BiF`c^EQYUk
z0+|&S1v;qwG%!)&qUHsET9LZ7pLa@eJ2dX?A520n8QeVX52r>@1-^(+BSQ}YUNG-p
zlJcG?+ZNZA+V^==l~0LNCms9ZEUquRU077Wm;+3(dqF{K2bH+XQ+9kmD0^I=Wmeq;
z?(e3`ckz$&Ho&A~Y7pSYT6QGiPt(S$r>jJX_Zj)g8$LahNM<x#?H?bI_RBqR!zx+g
z$R!`cm9Nt_#KxNc2FvUw)Rug(ogR5!PGI7%Hi}5Z?y5-El3yt``H8XT1+r8p;niJ4
zMaA8MOM6n~26S#KTs7~j@z7KMlQn+8Gr7JX1ypK#Uksl*S!1bo5zKtzO3r?7HPx?0
z@C3?g#H{F?$_#XW|Keer#oNxV;_YCeZ^Bb{a45&w#ua*%J`P~f)V>Xz{Ooz%@-jvk
z<XoXQpz5^${>6<rj2=62Mr=rO3K|5>CO>KJ`7DbwfB|)1`M^j2s*k~|Un?ZFb6p6d
zt@lcS2HZgXB+`4Q@#3a!=(pIHcKHRQ)&0_<dNe@Tb;aZ>$$~|wlz?x|QFiX1=Oqno
z)5^`j7sq#Zzij4`q^56pxJKE2zt;TCbbZ_<Wr((#Z{wIr&u{sThnz6k60E{Fr#br;
z@Y%YI2!4nN5Q`h194F$3J_eOGJutA}Zy=YT;*x+n<i2ve3E-+l<rB(6C0^Q7b;bo@
z&(+d!6m}(AWeQ>CI=43VG>%_$+UUSqcurDw8SXG#2cE|-n>?u<o3jdX$FlFXA6-(<
z)by%y!Li59%VdwglJL3H3_8t*0bdwzUNlZh)5>28sYyZzlAIH_-_SJmr+Atnv(icU
zkr;9j^*o?$WMT4A^>2w*##uXQyxIKgg1I{}jS`L|*%mf~-GjM{3!9XqP*<7UA2pN>
z=kRMYKfbTSB#v;Fz&yk4QV<lC5AewHo<SvA*#Y-J;$5Z&=tDUA(CLH8WuZx-RJ>|j
za1gA2n-mc1-Sw|L#V^RT2EM#hbxUnsY0v-FWQDyfOh!-tx(MCQ(xRMsoaoyMv%W8A
zGkTb;v{>!(A8F6DdXMN|%In7WA=2H?#&DC^nsnrOhTg>>8eNNAvCV$irC(13huF0W
za`f<(RbYX_HtCu9jAL^Jc&hJcPjV$H{~G=Xv#9v<=j8|HvvSXIi=`<qF%H)kFn>;u
zi!M$PvNf#wTzaMx@5NnC&dP>gHOaOBGT>BnnD&tn1pONNXlONt);a!<;koyj$FDos
zseai#_!MdUYYQeqM9u3htGwz~uCuQ+<J9WNf-bTaB;dF1Z*Lc;L2$jaVFno=AD@=?
zj(JS|)_$3g-FBf5&m~aWpX`o3hsW_<=$LZKH&kr)Cufwa^WJ=&7<_a2cnzuSCOKTn
z&Ni*pG(-s_c*ab>9t6=8c3!`cesh-lyZ>*Tb5{Jg?#Z9OFH^4GQuLo#xIfdd1h!ZS
z#f&8F+%b;aPj<+e;+hG;ZbtKnE#H^bi%m>U=zwyLh2KqH5Ua!*CrC@T4n0zRtE<Gd
zL}yracXeC}Dyx;yKJu^ZRHGXDwJ%kc18Wtho+LZ#D7tU96kvF2oGHV!nO%0XuQaNW
z_%!e722IK+7IxIwo9%8{58T6x-Z5s+uULre;WqUg$DMn2V~)$^O5?mxgZ`$CP1NKD
z(8jUrXP4?o#Qn~2{wf)9Ba^R2rM|s(hW8Qm4o(k0hDdxQ#CEkHw7)54={|H>Lvd(*
zr(?eyE78LF3zyDzSJ5=I%bg?oKzIq(i!zfltQ4<cNG6RpHEvV$C203oi1&&I=8|IO
z0)JZC!^yXoyzHId6^Y3U^%HbbhIjKdS#0q-sS?6A5g%8*&MG=@j7-VG^2A2KvfZ)M
zo9aAX4IGne7O5VA#%uZ_y``6jm)<zZUu-9j9=p*O{Z6|bM>yMsZNfO;co(X9MDs$o
zPH!hx+@~IyJ^wx?xpk-GnuSW)&eTuUS!aK5;U^vI9!CjNBl}A571zm()#@xh2sKnS
z!^GnS#6jLN$#n{g9Ps|K<P<i#AW~gm();7Hy<0=BJGUSRw;yowJcZASY>W?KCUQWa
z-L(tOVY!efHl8zu-DicY`iCI+bKAj2QmQM35BzUxq>*md;+1X4mD3*?j*Fp-#a*Ow
zMgv3Yf_xz?%g+3FZ$TYFuu(8JWRvE|X8@I#`)wp#YOJLnh}&!Y0l(Ja5gkmYxx8CX
zCu$>ZGP_)Paf3NE)<A3o)RNx`4%cl4L?Gm*lb(hl=kb!yi4rrCwbX}Cbipapp;95r
z<^9fc&-azj3PgM=>+X+`YahIZL&Q@dnip%chhTS^zFmRZWIMBkY-#B^S$E_v44XC(
z<a;!n8F@%2k{<j!Ysxkg(@uqlVEI~T_!O2@p=9(>jFV=lx7>wnhyQ@Tq^ZV{f(x9l
znx3k8->kKda1!GkWKBTb$FQz2rhj7AWCaDLzk<B4e;JThhN3MI1cKVW)EU+ENo5pz
zHH`E6d2lVuyGlRAZH4E^DyK;j>otvRd+)P@aCX`OH}dW~1{>?mTw7amYVGL^J-KMy
zT{2rUTY9(Fc4Sdesr=Uo-|Zy7Z1Ph8FHdCO0&9Y7^tEai_I~RlG;8mz&x2*T@m-ul
z3L-LoPTYB`5ty-vSZ22YBl-O@NaE~rp1I>!Hc^~1R(t*rt1a$PoO2&IChQ2gJ6In>
z4M0&L_a&Jbd5@!p804_G-l>zBdy`)l)o7R+@KC-jY;}Z!c4xhk6I{cBHpk0(1AYme
zPbe5}_-v8Q*YIsJV$rE}@aqqw*e7K{btsKEPMDk3!Ti1bIDf^0O12k!ur@y{R8l7O
zRFm!r+M?o+_0CG~vYYw6EM<>9f0gxsvvz;g55KmJEz;la>EcEKNIbWQH<eBP5gnoA
zNCH$g>ki-LP?sN4@;QX&{!(Xkj6@{sv0wv|;rq#Q^uH8Ow6Qj=$Yl%zloYv|A1DzA
zIYGDm5NeBqXG9l8Nq)CGOYEvtw3uqAnJ4o4tSVxJdN-z`qaok!Cu1B&PiOFk^hwjM
z<4`^5ThA2NK~~m-RY~ysNG&!n^o{M|r5M4l<oD*wB>7^!sy1CeY<g4#uDjaN)a*ZJ
zaj8b9yl@9?o&>{Z;DPs2H`|M}nL-||Sk$aqCEJR6Pxe$7et=r)#m|xKIC1J_Sk2cw
z{+PBQ|AGZlpo4$Gg+y7Z>{$2Iy`8OBPz@gHaHXI_ux3sl@0LQPgFnTlIw+axKfXnc
zEO$Ui{Cd)=eWWBBv81-%j&67N(((s>2BxVs8uM`k2;)6dM@kozU6Y}rT)87jYdn@G
za(~N(L8lC}p!=s2UE9H#prnh7sK<*g!Q|0=>wiafh{JQGK;=7c`N4y0lWO?{ZvWL)
zszSPVe5|P<M|v02bU4;96K;?A1Z+5RM7DVJm3+<0f&n_<GV`_9Z7yBb&Q7<na}2;S
zXJJk&{<!ASnXiA)z`RL+Qx!79`JTo)d<F?{A}y11tWCoJCatT)vDo3nv-Qbq_B>*;
zp%z{I<kx;1fKfd-<cPu~I<3$cV8z^}-Y&6KYVkMkSeeBzLL~n#wlj`rJJ*fQFAn3t
zCqK>Ko_H}eHyQV?m8EAjI6Qxu+_~QwX)x9~4HO%RFgCUEnzB4OgtO~M@Iq}v_?ENZ
zcr~bLLr(~)f5Uw&cMi=npXxx7j=!h|_+*kdu{L+}aZm$qquL)2Q5?1vcL<z+@NFD;
z>qgxI{<dk{PhUy=z`a@7d~&3=yC-zg#{0eeuQNE@mdOk+jqUQRcb?oc(2nUqmOPuk
zQE0;UIY3Z46r=;_7k={%AHQt<W77m=>z27KOsUZ`Y<hw-ea7c+?lgYbI#tI;TvpNh
zC}NfmK(A(t7}B2t@LKxYrxX{>FA4d-+^!@SyRuD6Vshsi1DQOAnLigeH}fxG6VG8Y
z&jMI>_qly~KiX5qQ3L4sH=NSLkBGBEZkZ#(ju9@VMXnqsZZ;)3#M#^kP^8CKzi>Sq
zQT=wsP*K@5@QgNE|DXxSzrkiYaGpYWaE;0?*atB!0Jfkw>-z78QuK^;<hhIE2l32r
zAC5|5o<4j4hTaEJ_2?*H;xb3`LJW#Eg-l9UN{N$CM6h#42?npdlTn}M#L6<aQmKpW
zg6&;B?{KpBPkLRP$l9YJlm0eDH7pQT_>ZJ=SxI%8HdpvJgZ1mVV~E*Hv|XxpDwFFh
zK|bEKC+-hDwz?Rag@#<h!H`JFy6P9MDG#nx7o?-1=e*h9=i{vqaftG!1}g51&0EYA
zRKc$nTDvsQo<$o}2Y)bToDp~NuNSm+dqivM8Y$z|*i|Px{WeU?^bPHXM0vDZIcU46
zNJHI>eYb^c=DK25+Oce?aM$78TB=RcA^Fu!31bhY8w(w!Bziw;KG2xx;)Y9(|Gxh>
zYg9wS>W4<jYR2DM!(JJaRXMX8p1RtxNmji=n!4H}kCzk*kEO<VM`b%&yd(v3<H!Ap
ztbCx2faB&58>C7&h&>D5LXxk9Ex=?{P6`}FgW~QVwL9~7D%1(YJ-dp|tKiD5e|ULC
zq}^VIaBu#14f6WDx4gsr>(#l*!nvpna5%SGBkr*s+Q$s~jcOQ;ew2@A*RGn*3{miQ
zJn7kPaeu8{s$H;&`-Y!((AaJe?;q$2(!w^eHZ0}jzag3{fLL2IsgRc+h;=Xkbb)T*
zAGT^FExHd6tEulSeSMQZQcpO9Cb==0+gZJvl1K<tAS4`F)EaR2d_jw~q}8((miJjo
zB=c1i!uy`eh_0bFDY^OZWT$p))EfLa(En-ofaSg?pnj<F<?fz+Q{gxgRVpgn7Snzd
z=-DEcJuMyXA6D;_@{lQ1)kUd!ll4oRewom~1PmK@e|utM9bjD!*?1^Z8zUGB@(k&5
zeh~v7udzK1-kdui-{YIcMHA!;^V4<GhOgsrXr#|Jps5GZ{F#zKYonZ>a7v=y*tlK4
z!RX~VK=sVNlR~89#_<6lScq5A_65~j9c_6Zyq{A;OeT?_ytnVY_7K|u{?FGq^_aCR
zBQQsBRC+LH&~67F&~{FJs+yL-trx_<k)fy?WaNoz{!`Z5k1yh=;hrrqL`#4c7r<TF
z+5p>V)h#$yuv!nZM9veWWLrO5;G$H98yDUDoB$lIaT=uYME6%7f_1B2DPS&yUX{aS
zjQ<{*eY#OXy?u}8t#liQ)p+5?pCzWUyaq;72vPT(S(_hMuZ`T4-&GvT@!2{*?-{}=
zW(;g*xCxxHo&x^9d~^w*{@VLa?hmIOj<P2rvbK%C;XLDn-t>q}_%k<<-TDqxhIVU<
z1*{yFFxVdZz%6*HPDHD~TCFD-4fv|9I|W0gRE-wxaWPue+no72fOb3zaetPHb>QO%
zFsx;++}4XL0$y_UuG&+{TYag@013z?0iFb8tJ5b-$Qs!;%AaTqMq?oU2Ci6uDVkqx
zXvxrL8&o3{Xt3goJ>L8}LWLLDV)KD}Pm)URYP^sW;mwVFcA9=oGCrxcUP_YU3=MI<
z{gz>sgS9VUV;moG$#3ST_pVD~p_=pSfdRL{=zE{)|GtI&Q7*R>vxyVAvaiQ@Io?2V
z`S?GkzB(wbC+PMr8iEFQ2u^Sa?(XjH65L%D2ni0s2^uuGyDcHO6Wo>rcXxaH``%ae
zUfr$zYi95C%<N28_c^CyJB6?oZ3!X^B6)-2e0&6iWP|Vpp_m`4lHMrmx+?|X*5w6;
zM2?XO4T11&2Vz2NLar;O_R&ZY>Werb+{o5Owh9?d0qk>FaFnjt&@@hP#_}j;DC<oK
zNBgc?MUxpMznIzo-Z!<r^eEm~nYi`2vV|V*#xhp^=28BaDh9<w=66I~`Tb5J&Jb>v
z06Y(&$lP@A<KEg))Ew@r`}<rE-KSY35Z%89US@_&@~}laeb=Bjg@q>NJ14h87fY;C
z6sb)TBWl4(v0y@-W!lqHjv^g&96bR?XpScUD}`KoxT%a^(3v*~^tYn^_E=ZsMvE#Z
z-|~^p>lf2dQ-%boJm;>22N*%&oxMdCy8V!oKL>rq^gs?j7V$Fr_k$d86)kb`#BD^b
zw5XN-O${H`V8u@z6Pxz!xX%QSfrf3PWzN<b&8(+xuIQ=FVQ_QxL=eqG%qSsT^6@tP
zAspiait8WUp0}be966w|I>om0i#^sjU7ClsTLds|UJLt($S;QD=LsKaD%6=CP)f!y
zKGka{r2JiV%Jz(qiFKmTXYwur?eVh%gcB&T$gJ}vB;=9TW{ysqS?5pMeqNkqutH1l
z97^27b%hEo?fwzL+dVG?XZ_bF@ZX)=TAh|W%y*yX4m|D5cLqrB#h8Y8R#A!mS_j96
zz0Zwv!_#{M%yQg1i&8WLXH|&M>tt(SQS!$9NWZ<1){vv|wieR}8WMZn+kwm#y2Hpu
zY>EJMWdG<ZM6N*u+DD{HH}(LNB-f0;cxF9O^K`1i0pL8E;$c|ccDH+}J5L?zMZZp|
zY~zo-ZE2KbJE@sSIQOml69oe@X@brvcjCQC(iYg4m3_!&+myNJu0lBAZW3nQzp%F~
zvf4?X;dxi5ZrOuEx+<}(UmB>AlH?L1Oz1YWz6^ydtERnG$Yp4soAc^w{BASZQ?q`k
zJY_tB5Lk)`zPQ@i%n)U1Eg|O(XTO4aznI#6Z_wX{*W>y6wMhuQLk7K2@Vna>^B0ys
zfST3&P+Th50&b1%M}VDzPO5n($BX^Vmk^AoQ1#9H>&R}o^&>K`Vzk@KsD9n~Fw>YO
z$#Dv_56!2<sGd@y`H7CT4n>^a>i=Am7U>16^QL}|G;DsJG+=4H(%2b-lZy7vNLp-H
zzMtqhemv^U;GMs5^a{x|XGf%au{To?N{yg6hUy|kArrJs<Yu{)aEVEsSoB*55`sgg
zHY*o){w4$jmM#^G1J);(&(=@B&)f_4eitW#opY8^frDLdv94E<+7_|Wr>|s_a7rTs
zDmB?@;X@KckPf5_7sakNZ)-xb^=4M)B$56uoy<qoOf<MwBWw$|^UF2t23MRHSRjyq
zDnRe<H{bf!O2+qO#iqj(UUj54l}?L(jgQ4@zsIIWv$5bsNq*T@j$szcZB-Uf(oC8E
zbl1_;T$R&tXpHQWKP;OuE`NKyrg1JB4ktDq%#*|5z~aNknMZ1+a5PWiyzxEYtM=c%
zm;kmIb95v9g-t;a_++5?$ZxN1-UKe6h0_sk8%H0zeYdeAlL<$dJ_K%62LM8>o>x5A
zW!tLLg2%eksEixb05>b(ng6KmtFZ^nIj_=*k<8#(Lk}Fk57v{gO!S(VBZxumKT7Mz
z(jEnBzcPPhTRLZWh0L6+zSd9Ph9AWSbNXDRVN*0Pogf1)T7Fj#!<gC7o1}u7P?H2G
zo^Y1xS`hE+*GhY(X_sB9hE>v{)daWTsK91Q4+)B$){^lqh63m*3lkIX=b`(P)_uB{
z<EbCHgRDAm^^Zv@!iu&=$5k#E1qTWhlZu(9*Dnq+N^m{Q+y7+jFb)<ALLrz8H|Ni7
zL3mvDM1axJA7falAf>P5$3k&^?Dogrg5!{LuJ+v%jRp_t`b3ATgT9Q2@R3c90dxKM
zFy<W4&=BuqplGDTJ%x&WbTO_z?Dn$MD=x(|>M^$0#lxu2Hk6Lm2<N5n#XZZU8D_bW
zPWBoI>o8<MzEea|D<YN`&6Fwb{M6JA2bQ{F?xhpMJs?BIP|L>l-iQ5*6KyqhqMhDz
z%9(u@3?A`UyS;qud3{D~veoxjOgH5UZ;&&19n<U##aTcpLt#-bKQS^r;<5ixEffyU
zv`qaOfc0sRqs5Z<b;3u0Z^v##g9{vkQebEUsABVzD=&r9;F|m#f^@eHau|TvycAby
z#!%>7OqZm*{3=3#m&@iAg-ot*)X{5(0@S8$Xyu)rRflOf$5oHd^pa`nOv!I+eI6En
zr;d1F>G&{$yn7;^=m`_~h8E{w&J0QrkWP!!a*BhW=FId%PnM##=HI&d&SA@<)2xK%
zXY~3gkz8Qo*ljHN=#dH%^pQFEgs{yzY7+XPbs)bU4M^YqjGH+W@vT88KEh%qHqTH&
zA!a>v^t|PGDOs?4sI?65wJu{Uy#1YBUeS)6$Yz#Kz2Y{)6oNBJLGY19k#0n4{|F@z
zFlAdiWzRNR?@B~hJJ!U2+wQx#V2T@9DxG^;r&2Ba=8P}5psPmxbeDnQ&=<FQfBjV>
ze2hmwe$m`(h7&MK!_hzj;man2n6WuP1oA8V81)AIU0Xu{^MMBI+wd=Xd%qc!OXG5q
zZe#FTZjPsusu?zDQ_KgQ*!Xkt*EjX!zedv_GX|S*l1tI2G-(4H=XYZXgFNE5Hiy1W
zwxXXJTn{HX0U>#-siDSX`HzHx_{pXUQ+V>z6I`T}ss%jsq%i?|dFK<6JO94NXWrWN
zHZIYkdEZ+PQ=)A|VP|+3jO2r7lm|>chOE6a<{3Qwa382Y(mx*I+h|p0@0vbrp*Ly`
z_$Ce2MLHX#t<Rw5;|1;dJ*Q(Ihv*=Mq$T~;i|kqH)Z~4zlh-F|Do!i(OBDw;f>O))
z^sT0L3wNdTT^IA~7di7}HRBh~AO4tn!>7sNHyj%yfk*3^2g@3f-y}|rG>uI<F#6R+
z+#QWmQ2%j!Bm{}EC_0IdS`~VCvi^k4{WO==MfzN%b(`vl1-2;*Jj7Z*ZBr`=1dP`q
z!K0$k?U7RdIb!Sk*ggxmCI;xm?;0EMlfzJ{%wFFUtr^q%4<<LwkC^EYr~X?JSl`g%
zbX|+gyib>e9N<AZBtAApGHyOORTeI=BGcdsRclJBb=vk;A~N%t&)~|U>3>}|_53p#
zM#00%vW4#@jb80W+{FfhOydVh%SPRyiJR73H#vwe&O`t!%&yTSxh08*wWP^(SV!1r
zJDq-z1$Z)jJq)SyI@GamBE}5dfWM#c!H;(P-zNXJq4cO53Ltu2rg~nk+ZEl?xy|yl
z5b{j0n;XCit5e4xaC5Z(y7_;b{_pobqY0<n&%YdL$RcN<M!tU|I$xhpktyRXd0f`V
zMonMbO<o@sZl9ljNPf-8$lzNZ{~!DRw{zR%P;WRg5d{UZ0wH9ABYK%B$);gA<YhPH
zB2rd}>Ur!oi2OWK_N>Y!=rDc0`u~41j`Um5#y}j2-}9mA<Ye$oLqSbK`6>*P<|#ln
zUu~TA7<jzgwCbhn)|+*I?}tGqkn$+FR2=fI?*IJ=zkV?m(0x_Rw#}7yk7k?ghLmpN
z&q(pSC!3k6FZb@JC3VOdatP%2Z>fhCzsns{@8mS8Fw+^A|2JdXztbduyAs~6C=%z^
z(3;@uifsRbvd$xGHp}OS>&^{Cwv832NIPwcZk2&F7Q$)}EZ#VI+WqJ}UuCF!m&M!p
z7oAkdm;JfpxOpYso+KfanNGs?f0q!piuKHjnODCFF@yFb??-!{6i?a@Sz*8(ACKdv
z1@~!b0=Id6+jH5FD_PlM@l=HfRMuATe`DCUbtAo;s|ikxVQv3;#ye-9dVYSs3XP(S
zlYZj4ivLQ*{ofXGH~nTESI0c4P-H)Kk?}~Y$XOKla+#;9Q>pjuu3Pj-6*)~c_##=p
z$v|1;VLE|M^nO@1>A%eA@Ya@<`+~6#`qg7NGA3OH&D!mL&vne*@sQip%XZIyPx5As
zJ87f&{b~0lFVF9~ziw0OIDb`l_F#*xS@}_|5;8W1miKa1+V*fzasRN;1JeLp@jG@f
z6&z9}pivE2{<GNO!{!ovnbme!-Lcpez-#(2lim&|sUmeAy4cNDQ6&(m1otP#dHlag
z%0~NVuJbiQ!2@N&tut!Af3&_)qprs5VL?QMH5m_zyiNMHob%dZru#h3g=RA3<uVyI
z9Yxc2G`hxK+80eVK~8R0>l}%jaiA*#-y@z!V&;wSrDVvrT~95r#|L_MIdnB{F>yZH
zoltz&;p)g78nM5&-P8Lrzr5h~P?IovbTRWJ4C%hH2B7EhKCahux|e@oz&}*B&P1Q?
z%N(IiqDeDH$I87k>wRh_Z~*>Uhgug#R;C+2`q+QtNBcm|?v6W|Lt5<NfWlZKD;%p7
z@wfg(XoTu{rS3FKIKJxUK3E?qxd1XH;eDNR8c45e<c7Fl<be)-xoPqH3qu9Mhrk#j
z+c<f5zo+eYQRuJV$IsCrbNI5+6!2PQ3jELU(OV>8lV<och5w48A{L>Pb=q%!_E5+v
zYNCm`pUSdI`StvKlu6O;XiKkhPCD!Rueb>^pH*>O>CR&(m(7N}XUBzG-gRH<yyqiZ
zzX2{-X=x{+_r=W+Xx#Eb#F0$UB(+?UHN}5tjrBg0Ha^8S{St@xIT=q5kv|5%C@F3D
zC9dtFD?hQA#jXc~2VIc<6(<KX?`g<Q`?CJVSGOve*%i5MTZQFRzOFcT#7Ta|IET3j
zkBaLM9Bm$80n^t}ta<aB@yr``N2lakjo!RGiVNNU*~OeAAL7^HJU@c+F=q9c!x^z7
z{>t|XJabAz{D<m0urprxmVw&HPsdBQ(8u-Lb`gh`mClRQnyo?6mvfD#LlHKI(2jsW
z(b(N09ie(AQS?@iA)bit9!EHn|2e0v5Y>$AJYdvROqO{UHcEJ~E?m7uTkzLDsjDyM
zk(e~ynCJEA+jesKCh5^_U2KYRg?UYdZ;sI8-u+_VO05aB{_*Lqn-%q1dueX>ar%#{
z>6BjuA#HQw=P7FSk13~r&lzqJamIpv#KDYtE&`D<-vu%b_^_q@9gY!d@vhPTvEFe^
zZu29?5o@UKjS=j`vNsjHqOd#_9dY6(x8jhd@Q*rKp~~-~OxjB`bT(gUc0zTSc4KBD
zxa;7)!no2?HzmZyNtRjK*yDB!er^1d2HN0AEX3n)W2XPIN-)4qXk56alvcmirPPoN
zdn167AT;H<B09EX0+?kpOG2phqwA(?Q_GP!nrgZ?!e~2A&Oe~W;SfqqG}K4~wWTO`
zU8g}V3${KmOg+W@kgV_1CJep*!W(kQOYmo4Qv&HnL5vcL;r{V&fh9e{ZUR6Ti8FA7
ze(G*-Pb^#^OMx6CuxaDcG;NiD?#X?8yO5p<{QPt=_*X(|XHo)&^-z!?H77k^b2CER
z(KCXM3SZ4g##oE!SZFv(!zx&_HRW|2SHp+<N<9+3e!`SX!vgG~Cy(t{20los?YrVh
zQ$Jn_9kRXfpI|qN$_95#=ZVIM#>8|X3ZT2RP!Ol53f$%1c9x!98dMFW_dHp5!+2%z
z8-D9<=m4^x8hJlmV!@`-(%LR>oPE>eyMFiXAQpJA^gW1)(01mh0hwIemkdO}tn1;)
z7l7fUWe<bX$TAXgg~;z5@K334M)iCNI^<-~ko3N!La&0>E1s6EPLLrnV9|!x9z@?h
zVE3@t@Q|>l#DwI~oVV;`w-ip47Jh~5<XjUH3aY`ou3OY1dRdwcrIviz@l91$|IJdR
z^9mm@q=y@du5nbFen@SDxO!df)9VoZ-t2Rx%ixIR<&i=J$@lSYZ6&1C!cX#Va~5EN
z``aa1&IS+jPuNydScl?tcGG6U@O(ITQ4dOBLNP6Uy})IGjrS1W;almO$C%Jp+Zuj@
zvo0nWt~SG8C`H^r0m+royUKdkIIS2D1&y$uVL+V6#=0JEu>&`bSi`E5#gm+@%B|^#
zPIzXZMV#i*HP6pUB$oCi)SuCo9ks&NgICEWS-ku7w*j}WQIz@9`)DZ|G@d+1&TaJq
zHh~z0sw%i=$Y-6G6PrFgmpRfomVNV8XMgf$&N{o54g<~Z_6LpJq!|Gtxsurap-qD-
z+G}Ma=xZWklxj1GN#Z?y{{uI}>&-DJemdGME+~%2>0o*LApSaR48qA^dBulz_egAW
zYe0jy2j};1knrUn0lYNDq4<w+G5Tc)pTUk51>bq6c}N>oER-;YH;!4`KG9qnw*3az
zB%Xa9ja@$Oc^mjv2F>Azi$8Xy=VEmkUXLau9paLyd$YB>U_ZB8NSA-zX5H?Lld+_1
zrUR+yx3ISCdp{QZdt7w^d*uA&G%)P!tyiz{c<Z_lPnIp&#x#y$Hpp07i*n|#HxqyD
z-y|TP_R;@dUD217g_~2U)=Hf6mYc}x-PsWSg-Hi=?x0I4Tmje1m>L=AL%T^u_q-K9
zqJsCaKCTfs1`#$aL<gURhvI+pQGiJfF&;z^RVA1bdA=w2?!D1B5QRMYZ%k;6@NF}u
zAO)#(?YvBD1#{BjA9&YJfg6J@&u{v^c8K68M({}P2Y0j$-bY`379s(qoN!G!rJS2I
z^7$R8DoO{j&Bq{Ys3-ixFsxIUU=nE8DMPzr#@=X4H=6O#O!r-v=T-HXbQDW3F=4OM
zsdxvnyu8$6plF#yR9R_HU6~Lj(5YnLA8{m3pv~Z)Yz|?xN-DI4iwBo3-zp{{?Q}DA
z;e)#1Q!$oBAm@pUx6!-TTJArMee}O};D~Vrzzj7f71FJ^j5ow0=sM7b2SL9s>0-Xo
z5+ta1W#JxeP7w)c7Y#svh*<5@071a+rFY5G3$ADo!_}V$O>dk`W-|j~m@!bv`nDB~
zUG__-Ox4cxiGUOiABBX=RDF5~xX&1(Rl2HYP!u9foWcM1<_9VLPSvcGQCaOT6Nl9U
zPLO?JhtI9uCpr{J8Vh6Xvr;d|I1T?_o}p){@SFp%K8yc;rG1z4)y~z&j=oyY+%Lej
zK;Y}6Fvtut4bRnqDq`4SJ(>g?+7q#9$vJ*Ik2LNi8=pL2R)Z*@KDf7)VqM^qcd^3o
zW(N9ZYAX8N+%_k*yC#*{?j(Fl3<g{_ibBEvb{J=fe0rAfVn<nO+ZK<BU~j>O;L1#k
zvt#MKtVrwccDS9)eH0V`?txI|6*#0{{~aFS0~2K>#7EB^<wF$Mm`^gl$WMvH#wHiH
z>HWNd)9EULYPaAA(gA9>vJt&w5a~<lT;;V(J>~VD;W=wg4`R>BQBD}nMi%)FuyL*d
z-oOQ-0=kA=#iWmQqA#1h*MH*4v}9x(ZulqN>Ef3-_S#girZ1~zs4F5)%Cw7R#g&1L
zBj(pa6SiyJ1PA~TasNmJxkMGIs4;4@65yv4O-OThl+NJaD3QnJX9UdHq^dw>KSkJZ
z)EQ995vHF4AF_5IM3SvgZwT4B`7>Wcn9skurT(D=T;Y6~Y|chGR6mhmepn*9#mSK!
z)s3$H`-sZ<l{Hn0*@^gz_zDj*1D{kk6rY-VB=0&ZNx}l_+j=GZp#rdxUl3yao1F~Z
z?_KS$iAzK-Fk-iVxLi+_+_W4X@H4Y}?#cur?SK7OE@=wMqzYCHrPrxh+0qjp62Q(}
zwKpS+Z*-YLX@++u#V%I$>BOcO5&hzco{k<Fx|$O#FxT@MQ0wFYuV(=HjqR**idsN@
zULnlW*{<uq-)~=N?s>6FdKb)?5j}?Z2+QFYw}|cYv>N<0sX+fIiu5k;sgniu!6=e7
z^S5K73<Ji;|K=q#sXWmOLP+#x<<F*3d!LlK^f(>P&2xvW?9%SzK1MK(8VMz4ens}`
zn(wz+FtQnL655MLkun52mB$}FTfqa8MRYo#SLDw~6L1=(1hKx`POedk2mWHSAiduP
zuA~%(|EPK!oM|D_^<Aj*4f!&mx`!1a1BPP#%>h5YT`{r1a~}-}c!7G}i3*G-)!4H4
z(3lfQT|IK3xh~3=q+k6p3Ljqa!RUuHAsYRAEQ`lBrfc`26)WwdNn@<k(x~O(=aeA3
z9t#J*@f}Uo#c<Un8k)8|a=h+#hl7VGN7rHvSIG+VSi@$hih>b-(OHtPzCZY6V*dl=
z+Y84mwp+-@BDf=09xJa&Lr&B%RTI_Js@uMJzOn}9YHT*vwi^_-nh*D#((_9dLr9e*
zdOwQa06Jmd7><z^Yy@BN#9SYYpJgZ>twqg6<R;wpZ!8&*5$i443VI}C!&W6+zNO8v
zi&HX%9*c`@JxXSIrrWa{LuN|zr=6HIO_Q0&W)E1VE!2vi^eJ3$uI*Su7MA!mkm*Q)
zRyT-;++!oBv3&O$u~tVgU(7c;cI_HX_-1Byl&59420S8~)MUBHY0ExG{O(Vt$@bjH
zcW@UTe`9ESYLbzo1?((w3oWk)WD+)S%_|9CrQ0UDIML3J+CE1lQ3`WlLSw2J>OX8+
zl@Oz2Qzo_X^T_P^Ap{X__te+G;3M(9J(`2s1VdBn1Y15Zc5C(I)c{{)fksdfb$7r6
z5FeXyU91txU|~G$GT(iX$_{?r$;YpWkVA0ve$qRfv;Vtl^fS+-1_t?|#3(Ejn&kSe
z(#wC{rs~VMGCW`fae(_nL|}fgm+BQ;Y9jq!I(JYr)aS9=O-ngx?4B?ZcaKSP;sNBP
zHc^wp23P1^-}H9*5dJP03Zlk2(Lw{Vk#uxFNad#2e>d<)KQjscMA&SDh-HY_k=*N%
zbd4SK%-O$HSG%{n!Epb<p5N{Mi~A=4-S!8Ids=tVM$1J-xj#?g)-LqZLD105)%mOc
z7WF4M2YYThu&whco`w!96SFI6+C3Tm?_6_JVd$ijh{OeOHhnV}A^h&1)Th0RT5kan
zswz5pud<?>=l;xYW2{a$bb+q2tlPG*Qah<}A3eu}R}MLKT(%M+B;!8e#Rs}imnK;|
zbAcROz<D{PS@-Y@PAcdsl$uApVK<N!TS|T3hnVmY(ai9nmWR_K_;$=TY_~YrrP|r#
z6-NJBeqj<T+-Omx#WTyg>?~|+`%xurO_hcA?pEaLmV{6uiN+cjec1Vo48|<ERet-?
zFox(1+BkUY0iMT0l2Ce^N&hlu+MC9bNK+Qp`VkF<bvTWo=68)#vOimgjZO_xKV3U^
z+2*xyH^IiR>KFDSR6DD78A5;$S!v#0s(W%GY%_pG&idI1fhI<Z;V`;=0zol3Nv5Sr
zmvb?K9ju55bdfKJE``DLpaaMoy!5TJ4}w}5nuf!m1c;tFe@QRxu7k@6KWl4hHiF}*
zsU2a(Mp2&FcPX0YFuz#;`g)yFX>qNbw6*g|?7Z`E(3Z~1qa}2W=20YFaIn>h<uFS*
zTKzjcCS|cL6nW>#4ej+xb!SyvY|pRK?=tHT^lNT<$(DhzdSz;nG9$3s#AFRze|If_
zg9y0Vd8hpunk37i8pG^c6-b1KRWydPz1%7D(2<oLe;m&eUleOsEUz|fiKp^wxC{yZ
zcWujv&8!>PBk1dKx-Q}H8<vnTN{qV<`kX0?a#kUk-C`edh?Hr^{{ys93=vf)*Vli4
z8RDi~{46jaTNhgYXQ>I*fCV0?D&S9~`D|~yTtH|fvU)EH$G1y*);aT4w=TKfX@zPh
zK3(#=zl~byS)yZ-YJ5C4qv$}t0$)DAKE6-Tk)|H;pKOs`MB#YDH&X`Xlvu5&Tc$$G
zqfkDZ+>gK5)04KSHX?4i0(Cw%dmg}J-U+QKU2IRB7cdi0%}@jvOW-W>2#h3i-0#j<
zX1mQ)V9GKBq(x!hM4*%&(ud7&Z6s;bNB{X_n>|3e$J=*ZfJx@Ic(9^SLRE9n_wgy9
zwi3$gE$~Tn+){5f-l<|NH63&)j443oTZDp#(w8`O`7<{uqWN<!jH=L-1PN=j4-0Z$
zA5;1sC-z$44?A)DTGj?!l6s(O?+8MxQkgX#*53;@28cO1j>Yydggrt<b4J^XpfYAv
zeJ?2L1?GPd37gyYqF}JK2J>QK>3v_h?VYT2<~Lhd7=Y)%yu$UfA6j*xj@h*tCYqZB
zJY>=m$&;-#gk!Va)44}wJ@i60Y3<u--w#QwL9JsNeyl-$VDX2Zd`Dgc4$fJmY{o6E
zQ(|b6*@>IcY3na6A(wnDjPzw8rTPFtj|J9&Fv{Jpe37mC-^;C(_9?@47UQw@^zve4
z>wSUNP$9F^?aj7C(%Tqw_$#W#nDT|~u`lPSg1P-U>6=!Lb?m*`Sr+nRA-2F|!)XAm
zVVWP?v!KOfslF5M%(~Zrw>1`yCf1im@J8pQl4qU)Uo_!2&UXNxBiWWXp%^c_&G)hE
z4bDemi=ET!gGElTK2IK1{;}Vby*i^^)=STrZW}p5qf@{R2W7WYs5Hi}`)&|eCrne7
zmXu_)m^mttV)8*JJ`PvVaEJ@WQr_R!V&eu2Cz+JUdL=)8Z+-Xk&o~|WMOK0lR*v<y
zG*aBt98fF3V>5BD)DV<-DXc`+gBnT7RZqHGKZkyJx-+t=e^;VH^A_&l*n9oSe@pJK
zP0;%Ve}2D`o)f@U`L|GF@4`<{%?h|OBYrm-H%vy4nLL^M^L@5v7q(+|OiOnGf+j2n
z!0ym7I*bo&@umtl(`&V#wsOJz*?-SdVTEd>RR-ky25zyb!nM|J9&=-Ou3Wy|p5W(j
z44X}($!=`en=uo#xrRNR3vwg?BWa*05`+dWt>YW`gm$KFkYxhczuzc#<RG+i|AdtU
zyc#~6mfm%rj>`Y=T3M^p=$(DWE8Tvp=7pd2&MV%;569YrUWA<+P3=_b9cJyOz;1_B
zZqQV{1eqpXLH#p>1x7>Y<uI3W9{`y?|0^78fm9)Q5>GJ>boU42`;ueQ^(?kd98g&+
z$-yCba~Q_?c{_2^&0hz2OILDvWcYEyw5^{g9{n(WA%=2*4D~~%rH}Yt1Ix=D_4giq
znUv#Fr;|3aSphz-WG)BA+_?d`!ww3zf@fjwRXt>-$?<8v<Hp9<_wZ|Ggkr*9o|0~@
z{fuhh?GG1l9G5JNO8)UFC-9WTGtKn78;_$tWHefH{_!q5_5AiZqJ3IOK>lar3gh3+
zG?Ll+#3F5KK49v;`=FCzmfnPCy89ZDIVl+qxPhbKKrG2iW$H-j5_*Cnc3Xs`i!gu`
zuo1#Qh@dl)hX5~S-POa0+;lq1<3V8F@o{p2n>ZY3cI1dyBs=F2{E7Q!x%r`ca<1o6
zFz{y76bZVU0%xYFb4R8mEZL%B3-?=|6AMTQcGGO`%<R8s|GgEYIiT<qVrH&TP&xmJ
zEuXGuszaeAVXF<p!-Qq95NgKO!*(y)9HO0%|K%<>eFF1%at0F^aR}Rwi9Y3`Kxpe%
zlA`zZkv{Omn8_2zbt5E<qS}-#1@cd0lR0Jm!7&6_LNg$5j6~k)<AzUWzb7y=iNvwa
z6jDrx$!JUT($n<cE?Z6h{c9!uUL#amlHs<K{DvP{eB`NZa0>`K-32yAO>Q`0+8r;9
z3$H&;FYoAuLSX^mYFxnk9!4L+Dty8yo{?)>_R)M;wgj-#e_>TUdZF=g3M%&P=kZ^Q
zL>7>O$3SAmw#hWZ_roagd~jMV&i&BtwG8lPM$V0oSCcy1NTeFVj?56e*g37KrH53B
z&2!i#Iu$Hpl8q=oVEirQuLK;v!xl&A$^^=8hxpoOD{8XrMqmn~JlH11sQV}T=kxOu
zxQ!bxl7U?_j3&W(w0tjvs)+X@XAacVWzeWdli=T_;_19_mep8{*1$0bclMikf-aaY
z-6T`&ht!_}Z6#YzsDXJ-hx2u(-yI@_5)`7~oikg@J|Y0#gcF&<vz1YSI_^i5$?Z|<
zN;9XH!q_qRpq*e?RU%*{D5qG&<54b42`S3Ld)saYLy4&7eQ-n0#Yg5u4iWODflA^p
zv9u_L?2`}9)(0r46Yr@!xTsbtrE_Ib3o(P&_`4VQu)$n%66yIGf3esN$_Q~9gSdHh
zPT=>#I45^NfsxOq_?^MeYy0WBMU)YPA8kOX-oD_|TwBi+<6K=mydN+I?Vx>?jG5@4
zP}@%(InWX(p}>qm_?psyV5NhQ2@#Uq%j~1uZdJlBen6`QB2IGh(Q2EAE7Dol>A3Mi
z1Eoi&!LeWu4<o=glzq*SR%~uH1qkYTh8#YUTngQg^8YI5zAr5g=Xzq_@_g>`&qIw=
zOd^fM3BotG2bIS9l9o>QsU{S}I<eTb#F7P#<J&mT&vJ-NVZiB_xT7R{J5n(7K`F7l
z1?~eHYfAAe@w!%HMt&oLPxOYR^E8dd2UA&Ygt|r`y-^rI)fGIrOrv}bEwVzVL#-Jo
zdjq-5kUp092t1vA1>s>(NJpUMXNSymN0;->h4r()Q4&KDh9p>XA^;^FHP4UefKt-0
zB(0=QZbV)2L^y~_MSpG^e*xu&`mW8v-WVtYaiIvwCe#^SeVQ61Vf~U6U=T|&DCF1w
zajCE|(ffql(>;X)+!f3=qOeftHMnm#%#XA-e4|jq5sTJ>&X9iUZ*s!lj`{$)zIU<$
zrUtkCS9bieYsOTU-B$7Zetjbg@G=YEt=kX2Ekuvy-_(~tjBZ9sp5PCNqWD4zCo?d3
z-j^6{5p9Gtg?QbDAD3CI8P+$GT^Ljy;?mQ`!<|ZjlRJpUZn3gsx%=JuaJeawCa~3H
zw-?d*{mEUTX|vj;w>#%Ga@whGIkeT%)S;@U58<eFaEq`&Im@i{{H)XeaQ@2jxRavF
zB<CR|E^RhdnfKoe1qshqZ`m>Q95j;bq(SL{WjgV;B<+#i!~4exrTp+?-MQOIcCL+m
zP%d-^U_T2YSHF17M&Xm^D|$({HRuH#(E(cPvCZ$9yMKLqZRmjNfL}O^UVZ5Mwk#XR
z)YSWYfrK(W6Lcs|#vN}LASNq;Ew6}D`|WdDA3pMU(p&3CqN-PEm{S+!w-4!h%i<Ov
zK`9@6;Wod!v3>yw!Pt(Yba@PqL`PEC4GvZFcsI|)j|QN~0wEwJlo)}|3l#~VGsBf3
zEI=0!z>>mEd3sg#{uj~hQeSkd_J;fVpb#)4Ek!e%4zDpsD$huigz~}!o%TLvk=nPE
zA%I}uMx{@d@H8Um><UYLwQ%1-voj7C{aX&$F-Z(u1kHPFg2P#KBcu=<<})46H)oY;
zS`~ye`C?gUtC5rP(U10OqRB|8nsO)HF&9THpN&0@SrBGZILzP6@ITCb;DUrt@P(Jo
z+w%i@^YQPz&@$Ryo+vk<ug}m-RqS#ViJM)^ohib#=MFrsg#dojQBpi4*Dc-Ph>eTU
zsPef+jo8yieypFTO*`u`h?tzRUZ&R?%Wwe2!e+*51_qqX@B>pm0Ob0Yf7;a6<<JGP
zdH7#PFUL5*Jab<iVZ=;x$?7YkuR?dM-+fNLyiflk8Ctcw?y318G6;MzM*^z6`p6C+
zmU{l-)j%$V{?WYG@PFU-bP)<{EZ6<Dm(KpO1jgWM`Tgp?i0-~b_??jGZ*?0#-Q*Cx
zvj5GJJ{c}_n5`l}!liLj<*VSVk0D3CDIvs@^|xC|-rTb)KG0%zZLe~_MNgzXz2>xW
zq(GaK=K}wN-}>m}5)Mmrew(1gkUJpWdXxn=tPcYIW#EmZ${7go&!!&Thl5c=6Bb`3
zFZ>06IZpAI&8O5G)%E;X_hA>XrlseCUmQd@vgxLe=K}VQinc=|!(iNGnT@4H*gf)*
zX&(6vn0;(|$$;anZz4+5yb14H$v)sAm~m*SG7#`Ul`KxGkC#UgOf@4&_d4VR_8uE;
zZ8Ca4cNdNUaUdedJABcf5?(CoXx8~|iDl0MP<pktiUFBX^KYz&Iy;v%N#E-o1J-!b
zt|bqkQo(5Lz!}gV9Ym-`zd6E<ckM58;uBs=5KcHDY5SMKV9!%b{BzV7<pZxBa4M|Y
zhjqpFV}^z4`!=W%(zAEg2C^tSFctiw@VK0xZEbky7n_s`j;W@foK2vzgd->EOQ0&S
z=SF;g?Vp3vWVaU_Y=*lHibupuS}qIsJ8^huWq8V61LKEk@2{*r>r-~hi+%7O<1Z0P
z`n<eFbBXw1g?AsJn(KgE!4^c}xX(7MheaoULj3ODZm<AR@!|Qzcwk&~uxB><uOAUm
zxfpEEN1_z828$Ak4z$Qu@(y`i2HEit>4F>30;^aV%H|b`30rc_f&4}vy+4+pxQo8M
zi}w^za$ZS$eEQ~%17JBWise^IemDOUs-kR*j?TV)MU2Z1cE{lE)*;{kXYpp?ihf9}
z*nV=Jy=@!2)igadS8U#|=nfeFj*G=}bu0htZX~wP`x*YL8%@$Z!*0UR<n-IKu6w_d
zV;^fY*e>a6ozmiqx&)#d6;pOHo}b>C5B-5KNLExf3iypK>J2bxRk)tCtx~}9B!pYa
z5S>m+v)Rk`nYzv$L^hyaoDNgq+MyoTmk{9#NC{h|Z|gPm36hkfn~vgZMT1yu4X`8i
zg;g45!h>aRzJI2kQ=ru~_@o9fOw_w2tV(v#$%dJ$ONAxf#AN?_GW9%pcM<*R=&LAm
zSF;Te<lo>lGm`%q#Ju@tMmjC<A*RG*3^b{DDqEr9BydPePK4ze^5?J{9}Ym~P?T*l
z@Hb94%Dw8^cZd*EtGZ}sss_yF{C35$YKeX6^}&Nyy-hsj9)OmL=-OB*TTqnW5MruW
zNnn%1=OJRKZI?g^gAg?Y=+D<MCx<u6^X+*&-!Sg@Y0x}$DI_zuBWY@DbT0z3!AKS^
zC7cP2eBfJ1K29-+yH$G<Dq?e28-|0#q+pu8(SO#SR2<KpW3Z@({5FEmHFWLrEF?it
ztI_PG*}(+628$pAqO*2q35ZT}R43SQ2ku5&69tXe+W;0S#s^`5(yC;mr*U6_kcb0N
zYb#3`FV?0NnY9Mjsk8~oXAU8GEdpQbc@kF6^?e9csy4$Is2o3PJo8k42$zb!c4U0E
z4koN6b5QXL1cE?k(dH(``MN>S$^8p}#HsSJ%7ELl*&srvq9U8-3JTCev<nM6?d?C%
z>TU(YgH`C28H=pnfBL=Exje3v>wq`<p#N%^5cs0O(q1D-D16PVVuLiL&_PL&D~kji
z%3F|T_Iui=rVfQ4TswvmQt-knDuUqo@TEKb14&uAT8+pr1lO<VnhTyzD<zae^R<V}
zvA~Go<VzT;m~Cnt;GP3NAzkmXfADg3QCeg5yKtTYpT)(@4z0*n8<1;(vsDkSl6nN7
zeMj)#V;sS{=N$|KuL-D$RhfAIRu4k#0&Qg8c%^j0k>q$?j*~>~BY`i9LMk@ykl4*r
zRi}lO@l9wa=MOB)tv>Muj<p&eA*9|ww*yTM>!w<vSJ6*tyPT2#E=l6h64f0?VBmS|
zibhyut*S;@uPSVJ8X~q_Aq4>W>he<JTCG;uUor`j5qG~?)8y#>vKg#12U1^|Gi(`;
zQUnDKQr{ki`mDT$jCZ&1*kfv#mVEp6j;B(ucXo@WVpifkFhxJfQ{%CljtIt^R19Yh
z9BY{J5O3(+1!z!en9InwmQH2&O_=E%LyG9k-hl$;B?@&m<)RXP*s$T4t?o#ofl5m9
zr#Dt0J<FG}FeY8F=(L?H22tw?oV=#y8)WUe4I10>W|Vy6X%R3h5D2iFd$mFEbw^PE
zC8n=hAJ|1zuU~H2I!#V;dGK|sSyupF@B?f+u=LTqU08@$kozVts8ehaO<H_i>XPg@
zx`-N1IY)%&WyJKx-R3zZ*7qX0OzT6ZetBc(7VQyUk21F|4=&K6P@JTAh(FYYAU<D{
zR###W!MCG}s&w8JNZ+&)>G;|Eo74QCI(;l9J_cZx<RUf6VCaP{4Sh1W8F5pVEyzd*
zLxsKz|Hhb8{&OPou#O5bu*h9E{L?`-qlbpWFN!#B_1v6rhY${fY$UG|0J<$!cuYh^
zaxv_PKA05$V&#lzTffbeD*lm}kBkCW_tu9#)5Un1wJB2g16rHW7&h;EMsrzg*FE(H
zZ!Z9ut3at~kKV}k;PX7~D(Omno9#pXYMtQY^Vz+W7<_;2KjPf4l2@bK!=xb$=Sq^X
zwL}$q>Vs~SX{Ac#k(B;2CmSvQiALUCdSf)B?Q`dSTO4RL-Qr<1RiL&>hnkUNC8eME
zk@j>D{CpFH(D;u}yWW~vpKVEgUf21)Bj4)%*MCB8(gmSM)k&7__4eAV<sEjULtWav
z>{4+^uzN@b*R8E#C;{%YYQdwMjfyGM_yedsBewNirVpS)aa_-ypf96I{GO8Xna9_<
zB1hA9hRlrm7LNglJe4f|6%uk}*}#L^H)FT8cs%Z`RW?WR?Q}QEa<XE#`Ag^06*913
zY+LXF^+9TRk8bexy>db2(!N%~o21W8I5?}*tmHugQI9FR=h03poJg+626i9at3Uj>
zR#)jisD7-t+@g{9O%5{rCdNMmcceo=A})zYRlqRvQlk|a>J~N6D&Llh6doBLve-8^
zV6@-IDMsMPsN!PW%t4OGy7xD?p#M6Qyj+HP8?bX9iDwwBqJ?=%??acfk)roUK@gh#
z4;UMuz%6Ru+`;?ZJQop|;*sAGstIH*(K!&9#|M~OsAMD8<n{x9aLU?qM_TgW7j5oa
z+YsnRP|9!ItbjBVH<$%wG*H32=i<A8;YiziUV$SZFdipxck}Jt!B22Giy;!{?cqPv
zGFk^Yx~p!sX3IZ0Ka&uWE4fn*#?eSgnzG=*;)$V1li~aON23g!9TG$EsqACk?|<f4
z<4#i*`pP=mM@OG#^^3^gF)5*IMZtZkOniR3LGS+IvE6@xwM0fHHcIhi<wNDG4(A=k
zS434eC9N{7YQ0d?DtEh{P)hAXS%zmFpFl^czlYmmOcBw$+fNfGY9(n@hz#Mcq#HbQ
zJ>8t*QNA}W7?uYCZ!<mI-T`RCOtqY5`0zh?L|33HX{2l~@ovKt2ja9nI7m1b(HnE-
zLrg~j94`3Vsl+sA(nXGS``aI@Pj{9wKE9Wxngk(@DSO>4wRy@)mxT&2fV-_xm6Yqe
zp8ahMSSC85&tfczcpIUq3am-Qjwt*av6Mqf6ZPPbt3o0mw!jmfx=AVq{}Lt@0=b;2
z;}E}v)98=&1A(vog%QEOu0G+o5=wu%Fl2~SYN?c#UXzr|jayT?zhrp`Bvr~(c>Ayp
z2ayPQj|vD+9==V&p5})!Uh+^TM=xMfIhoE9bvy<G0~^Ap!{bZYG$>ijILuk;Se$Ds
z)J>We2{7)9X^v&Wa)oZzZt+!GfHA*FkOm1aaaZMY3TpK}$Z_dc>0T}gdh{+7K_(rO
zS}^o7^pF2)$hVa9*y-P&mp;xP23}ykvJ<S*{F7C0XM`&()a<Hxu)bW>V^x#Q4bQ?r
z8I!S%>#7D1)P*&TB7)x)@q7FcNj-e(Hw9`7fV(R=Feh7h=F`0HfaA#e_(TbbBfn|?
zeUH+Wab=|C-8l5f0tnjZpWo&0jV~jY{s6ZdRJ6X!1Cw}m1m0};3Bk1W8U|x%AaYF#
z(zxd%sWuynRuk>X73LY*)@MN(nx8nTl8`St)Uv)v<7y%%gK`)~v<H6DqBMv#TEZ~*
z=5`<K8F1LeA$zoR_#RyP>H(Q*H67dd6N_DfOcAsDMX>Y^B3;Dl224(_beR&3-*HL#
zJV!pL2p0&{kGf~Sc%HQic$Eo9y-xQ&^V*vr@#ZH2o)kCE>$!g4fxpp2pk9)?a-4k%
zP_4eVUw!GJlYetM^lutgEV=@w0;}cu&qOJ=TNT%c1daX5dW`QMyejkk+MCSNWsD8h
z(HqCNVOr+oz2LtExvV^9K8i8!U@UwF^LJ}saZ=#LgyWGoje?FW_u&q|g(3wdkZpW`
z@;;lb_|BiK2|ZOd#G>dqEm!kBd+P9`=4B|;piB9`Vz`zqO;&%N?O|(la@UUm`i77(
zfLY1|rHv<hJX0mxd1h(ccZ+uZlb3u80+V0OGvGDRy(n(y?HT*7Hte}`VB+nS8r6^(
zCG{Bsui1uVw+&9Pzmo0;nRGvsvZ#8?Q;yy{D`h|O9*j;xv^&k1Ps9iX1T>T3_Ni4j
z?Z&PHx93tl_5g$bCveedf+ykDM7!7L`CAxly#y^E9Bn_hXI+M;bS^W1yjUArYO#v<
zvC~xC&2{O6S^aNEBf31e7gYD@<}RsRm|Vd9E7NX{?Zx(-y^(t_;{GmwkK-sXve#v0
z5r#A$q7#>OsUpl>3ZGoZ(aBUj<n&MDU4?2@n!eZDf$xSSd}l(1qr`EJtV0d;WflX!
zYEfNpM-;Pch+HGTGRR*zj1lzceP?UU+r#$RbVJMH-E~j@G86ADI9G*2=o5{74@boJ
zjC5x3*d0G^p;7B6SPg89!-Nhl^Iij+omOPJOl%)vaw^*_E<ct?=l_UDoi@-$w<@9g
znmel)cBK8`b+VAeg2b3QcB8@RwIziM6fD4rK~ii3{^5A+s`}*lLj-`@Xhae73_6*#
zh!05Ro0~Rf`(#cHnHW19hoZ$x@v|{D-t!r12mnvk&V#s`9ugaGW%B1*4SCQ;Z{OFr
z(=6@Evdz|Lf58>EUwBc!5;;iJu*>X}kAg%?Hh6){|3XJ(5MsQ*e=CiA{`n(h<B3qW
zD)r-Qj$m!_0SZl3C7+pS1%8Pg1eV<^M$C>^vaw%kxOSR_+59PF#^2u#ggKjLj{Csp
z6_Lb>waL$?^60<5Az@^>PIdQ?jSP0yhGF7#Du}3II034R@0skVn<<+OhsN$GruWkc
zV;SpRD~|KvQkaOIF-nlIV=+icG_|P$iJdcvPC6aigX4^CqD~#_tRhumIh|ADiYmDM
zl*^=S3qFjs3)lNp#UV5xcQ9c6l6-=Hm-H9A(x5WJM_l;Uf<G|pn+;gv*6{#_TdiK9
ztZJg_f^4q<rW-*bO@a)W;vUd8dv)kg&x^xbKsH-?sb!Kw=avkfNjPB;(3Pl`VbhZ-
z__L4Xl!H;aEb?iuc{rdhGBWR@Rl5&Jn^(a55_PFF@@4RKuU!-{1z;W-9E9!X8z<dB
zxdw(O@}eCF24oZm;e@iJr_a_@lYTC%s54vJ;y5_PD5r(m6-tjVf0v&A4}Y#DFgWOe
zwjo7W(&Xy}9$-ueV#W-Z3;<e5e5Wf+$Ei*4NB+skBgOj*TZbAqV{TYdJnB8XeCc_p
z7)!r7PoT##rVMg>zJ__4)bg=jvM0r@h-H;cw}}n@OOL2I(2f(SRM2xXju$NWrD2R<
z6P#eaki$2DIDr>t%ap!i>1|0BVZC-y`|#?E42D6f$zZ^3+mIXEr@KMX9pO_yOp2!s
z<ojcogmXmR$2VwlnlV?nHZ$=~%fHcEpc6X`Ba4EgdpQ*<-z<SmzJy;9AWy-C@5)jf
zT`MN(3<YueLbAgjRJ8^MW)PA;bs)lADr)ng*4<2t8$q87zU-;js3>QE!HKe`aH1?)
zg&rQ9`u6M1iM59HRC-4_BQ#d74$nXOi@2C1g9BUMRk}h%m-GViP7svu?@F_`CoPs>
z=5?D@ffBs7;C}yK?b2tyVgv4li+T+UK_^qY>lVqb1@-T?YT0onR<Ra<UQ<s8*uolT
z+0w|hAn3r`3_E;&FSkh6zfoQ>rm`NQIM)>V@lAmo9A{qlGI)W><HM=IM0d5*$9DXQ
z)QmcHhmT_(s~rn8cX;PQnnEVHK~2ltr*LR?)fR-1#)O>Ba<iQnbe-~Kkl2E?P^DID
zxrV%W!($K-NEv;%F<-?9|0d%A*Ra`&vM)Zl%CP18<k72OVBQd1w{os6VT1kLos@RP
zJ{7g4VYMl|O7Y^U+~n=r#3`c1N2S6sQE!ln@kh_<v85%ggjQ}>CLU#NWJ}N+uu4*G
zz3loF5NW_N6-t?l>^6pv%C5@x@B<KgBt{4|e>W*uQ?WclIpf@dQdK5=t?Z>#%Lw4E
z*@uh$)M~9Av^bS)FY&clZ`8nNsQq=@F;kNg<=}pVmf;A6Z`Q3S_VSmMchacf;N(fm
zyy1rD<4(2x#f(bd8$wl>oQ%NJO8xMg-gk}!I<%dh{=2pujnt)<;y!3>S-s1dXFLuG
zhI~y<@>jl<E|nCPmt#je^d8eYF0MLp8Ps4+uq4D@O0xI2>X@ugqp9>M%tPH0BQ0%<
z2(3<$E5kG`)y$ymR$AsGqPX%9Sq~ShZvFSRy8FSN{Q9S?+d)~W`*y1C#rK8IFaMD*
zVg&1~`=m5pI}GBWk8#kAFas7;(c2)qj~ZWH*n{~b+_<=sGi|o-6cBNZb4@fkzz%b}
zaDdmWuC>K426y#N9%zc(+%12X32(m3qxTDWYhG}xTlR6_&TgDVBkH8cMzB@5$n`*-
z0&gRKCM-jpCn*lmYWiMM{U&5v7x-BgO7H>aj&4r%+itP8jJq}f*mLJPL)+2PYygmV
zZm_^)opsI=9KaCnjr5ZN*+4!RWkATNC4OB1eR9rI)!<l6*uujnf>87D0b9C_Dms=c
zD9MviGe@$=j;PWC^5gJ$lQB<K_`7F-C_>xOLzfi1*gkZ&RF-U)mFzu{T7~)q(B4BN
zrGd4%)1~QDvEqgRPEJf~n4HiE)~YZbo8*%L&4ZWtCUEPR>6U-nJp+To$fB*WE`)=O
z@JRPVhUejx2q5(?6*aS8H~=gFv&Q!9I9IN{@z`l^5f)Ojpqb_xu@|S%5B@?XIHMd1
zh`UKpz~?H301RjrbIxB7W48uMi2Lxs9uvcPQxgsEkQcRu66mIynHAy2Xyrx1xa8{_
zIT_N_X)kHz^VfK~Cl`%uPr_(}KVJ@Dk$?FCQ%m^bBe(A<fWV}a$Uu-hMWkv>XJ!sN
z8_SlVc=uaKiET_YQS#E(Jpr!r0Xnb>HnW;}0<*$JBv+t7KzQuZZ)iyF2lV1vjA8oX
zS|GRFBH0oM5>+O%QE?2E#6d%$1gs`=h3|Co9uk5*PX|zd%DH;TFOf=TYpdU}v{{*!
zUyCwl9PLO;<)Pe(2iyi*e$~@i`IPxocn!04&NaHBLGa-7fSp}_!w}cyPy1iY(G0Ob
z?sR691hmHraGqKlhUvIhyKaa;%+^M4c;%jC%;e;x$KKSBRa2Ef(Onm+ofZZ(zvG%$
z0Za;#QNRof5{*Zc6Kf7o9|0fWz}RO$`cdFOvHF7ovf&)N&PjGXWsDxdM4q|nut*~h
zk=Q>!Bw(a#&!KrG^VGD$+T_?xlQ4v{tuV!}4mdk%a`3xp$Wzv;X?P7o%^;?jRD$F^
zq<n($A(zLz%H!)BKKj8m>eNiA*2{$JF10xSUJlo-9-Fi2x+{pe+mjWwhY_2Ih1Is7
znbqp@<=>7wQ0_AgdicG4w}!T1!x_@`ZsnC*sk)6IW$TWlB~+Xk82OX<hLyoI`w(|l
zRJ){Jb8gp}r%qf6(!mj}bYl2W{IjI80>P6wOrZaTvrwhy$`Vj*c>eyKTHC_;9TA(C
zyd{kF(wnNggK5ygV~Oa{#Jc;+6?(gTg~Qc;Y+(^+DYENlgkbaXk(hB&rRKDeDFsn_
z(f@i4ek*P_)4v5#DFqO7B44SuMm51wQ^l4MB%?aKVgG>IaCO>8kt-6C8Tu<x363p4
zWBey>XU(FW{3j0tq9G0Sws&BXShFBw5<(t7jR_)zkD>eCSt_Jl$i6V?(caYjHi{=o
z;W^@?R@~;bOSBEgmOmoPHe`<;R3t?<$rNxMg>T4T&Wymr?3|*ac?JR+U;S)_@HoNa
zbd|<gY5$lFPN;{TaFRclCdXCOTdgxWG#M3~iAzmrkxU_&pu-I;A4?$Bg1(qzo3Ruj
z)CTvzB?tcFs||$AUCxwKa7^iSeV@8L-y~exafEi~K;R(x6k-Ix9aB$I+^)!+&WFOn
zfgH%KxqY-j)qGC9g7$M+l5mAd)sjQrHL-9yOD!=1fPp<2RJ%4IOP}Y4wD{DRs@wDZ
z8e)@`Nn@QLTtg4P*gGpa@rm*|`_w_4l6Tb={xksk=sO)_GJDx7dKWHgW?=#2{B$lw
zp=y=rsl5y7&dXHjuXGsiZzuGh+aWYSl*#1I(jUa92}Nor6r;R0#zs0bhv4zlvl!I<
zQsU`a92?JE(60FTDAF?Ve<(T&hN!kMir!%WrBh1j?nX*N=|;MdZloIqPz0pALAtwh
zXrw{9l@3YidiVW@nS0LpzO~n$cn#bXu)BG@FEV{9)yTsJKPoKbxCH+e_?o)WY0v;^
zDJlNT88w|c3yim`u6SyZQp3P-Uj<`7eo0`x21vRd{|Gm5RTg3u{h46xmhq5#2~$jO
zK8IipiKqmxM4N8PR7K4L)l2)Qk-Dtrz&6t|V8n+oYct+G=ayBKJ3U#vdnsX@%sRL`
z9IHf+1Y;A6%WTwF4#1QOQ{S_|{HL*EOaN=3rXKY&RDNL*`vR!2;pM&lX*+fNx!|HJ
z<-Omq+D?W^wyL+XAF#2>VioT*gBJ5o1NEaVFI0E<P1ZKCMw!9)KGY4Cb!A03bB({1
z&66mO9wUuxj^<|c-`zm_?`1P;mY*$g?p<s}qPim%cZKO45t7!ICq$laCw4`YeMJ?;
zX)mkRS?TzRU1n_#@Ms^Y|LT>Aco6bDW|;SCG~7Ax?zHSs1lxEZITy?Vc^AIfvA4JF
zWs(hYcq!4FJSEOZrX=GIJXo<Ju-+b@tVQjnWowecx_^$s6aT)|eqO=)xcgiHz^wO`
zU%-o0;UE@wn{9z!zl;nlnXcsURX=Weot{Mp^B$sR;~zF45jD+g8<cQxarJPMUpKEb
zNQS$jyj^<<mrC#Ge$}*d`F%ntx=6FE59y)-H3U{Xj{&?PSFUPt`>WfD;kzre{s}B$
zRqy3cyqz|z3A!7IL^L)1Qj`&Qu(2!pd`k>FPTtV{-y#1pGGr0BhQL(wJ_U&d0c1~~
zOWQm=g3tJsDkNTU8K}*rVP9m7L)oT`N3KyS<YmWCR&V`Y-B5HWj#3rbt!F*rAzJ_b
z3K9gu8<4BT?a7E$8Nyh=ej*QVu;o&KzKew%KHv3p>6tZuangENIr6x3wd}YX&Rn^{
zsO*KxUOme_yoKTD34MV@rts_lMjsy_KG!>=7^I`Y4*fN%zLr_3LELA=Gtfp84@BzD
zY)%+RyY^)haCVFA%Pv|5JYVl$b_;%37AJ^`G-t%yYVY9*q0AG92f8n_Y@N4^2sSRC
z{>Do0KmL`?XF+(jN-3Wm^Bp*Hoz6S}8{QY&JRC8B;XfK$Gj&l>X)2HSi>q@ipAWA7
z-b(&l+g;{pfkG9ij9_MFh@FprkF=2p{L-Dpv8-GEd>YO7KV5l)fnJ?xq?AjLI^V&D
z#P#D*Kf6k*5eVh>N3D(Ps~`Ni@0P#H=QS1ti>d>xVTIii#Uf>snSC0}81Fa>qMuKv
zqIV>r$N!+CHv|hJ<|h+s0j-gD0T5miptZr=Ae$Nk_@0mr*g|sk=;&JAhqV^wmxe-h
z#70JSxkUc|BPV`vBmEfvj6U$@IUtzA@hPSe)LyPf84o0s&3tfDS+5WCnc3y-_pCEP
z625Nvs`1GT6U^+1js)N!dj9(LdB30p#j~JoZ&BDd=GyTq3#Wae15kWnf+|*`ZQFlK
z^fu^Pyl@a7s{Pdg;1|WZzna=}ovwkXl+2FuUkRsadPv4x*6gKF;jHd^eLkhA*F|&>
z6zatQVudSW<^vj*a)Ax#(Lf#Bu6vdd+e?X$E*ebL7K#UaD)_l6Q9q3Cc|EH+?}kYY
z$}3fS(;fp+(zkBR=XO^?Mneii1|pt1b=Jk)1d<t3szHl7xD#fBo@IAzh!-oMK6Cy}
zkrCNrm~!=)lz-EFMIIP48RYEj6+;P}Bm|Tc^2JhLh^D+QV11X*C71>g%hCMkC0W@X
z=qvhazXWCD!{+9LJie;O(veO_?rxgUvTcl}5Dufs>wqWAfB{XvfMG>ea4p>n_c=-f
z2cuZN6n0AztBl$};kg`r)JO$qX-4+_avszF30tsJz}Dv}vy{YRkksSzqIt5@SwG>$
zE*M<)n=q=-1Ov?zk8VFhMo+Z|Q$FnUse_gBYtlpJK)^X3Jk2sqF%Nwf)8PI^0WPA2
zmT8{$?b`LnE|RmvGYXA|sXZ$)V9outzDuNl2T@_+52tGqDp`}tCNCFv%!d22maarT
zG}}-J3@EBJ9AiQYHAj%P`SCBYY6+iMCMH9{6poj5)5lZ749wx5(kYZC%YqvbD);PU
zr0<zZgZ$sMm|DW<JpA73+@UySByyvGqi9LOZDO%>0<rNrVo$rg?v_tOg3C#KW;s7*
zgS5gR%R~BcD(kgK>(^m=UTjs0h5CK;)6_=(<?lVdVi;)<o>Ka;QM=pO>$PxUz`bZY
zXyG&_i9QcLuOhPmQhLrSrpx8<-2$A+X-B<#efE#TwS)lvs}37G76W|=#*sQb0g-XE
zAN8HK2QTU@A{Uz(VU(SICJ31D(b-%I$l(Yr*H_uTzm1|uurUh<93^3PwZ^L_Z%$ZI
zb{3Ysj4wI6tnsGQ<`Cv8-4>}(D=b@IyvNiA303rC)$~BPuGxEZ`K<7(?XMAEwQz1d
z$*5)HTym?j{P?==QwC3Ov!8|A*v-A**LAyU`N{nVE*mgT$g*XpPBwLv;`t*#-)N0e
z?<>g`-;!RLvRS#{PO>+M`l#E0O541IYUxA{KdYKU`c-{V>M|VB<F9&wlphx<v%tST
z3`r;)MQ$`nQ#x_`=V!%^Nbgm|OKp`$>`Mc{;>~wrB8?9#l>9x3%)~WML8PN3Zw5I7
zD~Em@S5%?gl$LFDJ&m*{E5=-PGsjrD&L9RZG>RMtfu?h$Qpmn8E4pZLyLXg=ap@n0
zW|!f+*|!wXkO?2d-vhQ7O8)x0DfGay;Z2YJRN%@(dIpcR@zM3B_G3CtwduFic%<}F
zzfNW8qRyaW8E@$*6hObjo43vV@4+oS<$BY)ztI0#^OlVuv}Q1weSh)>`IS(y1HzNv
zGT)pOP8|Xul*wZmbJJ=iX;>pPJ|kMRIO>aR-+0Ex{iE$-wL|Eg)UV0d)ysVJoFfaz
z)}MeFjKY`&J&Yzz0~Q98w{B{qCJ>c4RL@?f|L&}TZrq@|EvxK}>)3uS$JTQC-Us!t
zD}N!yYa1#MC5Le6b(1wHII*ckcBhhcbDnHDuUC>h-p(%hhd{CE`;U`*soz;Hn3h&j
zniyLhnkc08*YtQEP@ONl6`H7>@8MPRF5egU>ApPOmuc2`n^29>O26qvGc?Ax5dU<2
zXY_z1jvd1vUsEv73LBx;!>936B!m`=^X2D&;leUawHznZe%#XeB&J$6oy!6Y*8a3+
ze^%wDl5k(Hx><)^!A?uL+6E3|J#Ls}$m>s<+XCv$ua;6I*0{)}j$En~6;i&Ikb|H*
z8e0nu=?HHvr(vD_Mfa$XEcp+=^0cv)=Ve$j!CpEr>YFt|abE%d)e|!uf>HR`Skd7N
zNYX65yAp1ff>w5AP1X_$kk`lJ@E?|EJTsY1@JAxEF{PRt`N`ldYievcF_~!2iaT~@
z*Oc#OCX+7PaHi3;oV|1YN&B!(*p(u*z27spSgiDCfkjs`!l3}+x-Fa0XweRLC}iQ{
zoFJ;DMPVZR>8xE60#_>ffQ>j~!#n3g_Ka%q`s*8LF(fA?gi#3^pAIE7LQipe5{?LC
zAG{i&)7$ZZ*d{>_uk?AB*V668W~uiHh;5w<rSd)v)R-H(2|+m~KJ2&R2fd2mJi`l^
zP1O3ogRNdvE5ilzMLE_roX$8?NfBn09jeu(nU_lhkDXGTo;vXQJg2koNoc{=y?2L!
z9}J%RKF9k{CT56p6{fg1AFS646%95jzgztf`a2=N6<PUQA^-R1O5I^QR*8}Moo|Aq
z+~{<d#rzLB9V7A+5g5W#Be*kZTf1btI$j+y@L26P@MuX?_=c^MVn=gEVw`JObbL<?
zUD$_vbecxhb+V;F5**S&xc*~cayyOMXNRK0%qnV>Ql)IShX{SV>cVe%p{nba!swBI
z7|tWXSEGxI#jYKxHqvKdsW?M=Sxf-IcZWOs)4#U?zY>Js|J^8ezB>lP&}j}35^wA(
z?bxzYj?1;{^8)S(p68c9{RDL%!}zy*k#runb(`(`+Qlz}qFE@U38utMFrnkl*RU#6
zXHvzbD~I>9ZT1b*Lvz@0DYbb@424fN!@|<(=eq*NPlV?Dyt4(ywt9^lFCaChK{oM<
zEPqd$Klq&>z;~fSvo4oEm~EKRd(~yHTzD{lrVLFWC_>J!eEj~xe76o8DRTBx@d>AM
z>xPO*)Bd`8CO9L^gLs=^7o|9byQyl4X4^EU45F1;G-D(}LJhWLi@LPX5J7jTZqC_b
zxp%b4E~&>BL8|PAERx(bG>;x1Sc#A=xZpT@+jvcgZ-=iB?0J#N#+^=p<xTAmF4@7<
z($hQ~0)Q1at~$AiCkY`id^p}<TW96AjCngw|J|;lbvFd`X+%&kjN32SaB7sLieYUz
zFAjO#mK4<ryj-9FR7TqnkXJi1Q#rFM^ii5t5Gn}Pt~--OrE))Z?=ek`0NEHeI>jj3
zz;{PKslYXKV|-%2Em&W!YT9zEf}(g`YTCFTA()N&98il<wx>S^gwu-m^`?Dce$}}2
zbkmXRQ$L|qjvW~r8v*&(zS530+V65W61wHWiU4zuu+wi#iU!v_eNJ}MVej_D6&6@9
zq3N)Op*IImphUCe&Ob?I)qKYPVUs7!>jnSox~r_nMPqzU*uG2rP(Z8{^tg2-KRCYg
zvwl3hoYC!EP^FSOyP#smuk<XWeDJ`3x>2*t0$QH?&u{bwd$7rk%VSln6e0c&oNIJ}
zxpbFajJK!%YdsXx`D*?zHFWI$xFvIVKNHyEzAXGjiN4~N9*|I*a}Mc>W7#60!IcEj
z8gKB2fCynndZ_ZBWw3_8a$_>zNaS@+G^4-#MDEt?Q)G&4*O6tQg`Wo&8i3hD#dNOt
z8Yu8f1P^4uBch^erv%Tky+&BSSXx4k++HKSgg>-HU^aisWBqXet1dJSV4K<0R9L@g
z(&<&?suS9whh)Wo6@CHqdcfyIadGn=T6W~J49slnS7_>zSh9+BDD^k~X7V$zb%?G}
zZB9fL{)2PM{)~X-qrIkpdZVVM@3)iM?s0vrAI}RUT+DL{Dc>4STZZ})EnG%Fza&7v
zZ_L!?0bKq3eRnk!;GK%%PJP#2?RWm)(g-Pa4D2}Q`U@@3y$cv6V9YZ_UHg-iB7`9i
zSav*(k4ovS4Ls%Ni^h<6$9Pv;9qU04nzm)Gx>$y0j!_6)P&1HT_AP+#v|FO4TY2z`
z70s0s2J~^_o%^7Dc?jZb131t>EdAvZ@;Elz&LcxIdTuRoelOBv=o+D3<OIpl-+yXz
zubKLZo+BQXGBmE&A^7VX*RI<Ylv%3;9iioR!LBw}(=<eZ{-8be<lSGMfgo7olBn)s
zDiyacKCwH8tg(06%Q~@LeO(E=(iD6^N!jww2SNo@FWOmnaiYNmVf5+#XOM&wVi=_U
znpki02QeHIJ2E=`mSy{<j|NOC&xvF^wNkffEnFaM+<#4fe>STKG0uZH+3``bL2qi4
zQ{M)h(=YmI*I9l70{<mGDk;Fd+tE&$nPgO$xajU@B`Y<(_DeO00T$B~q0D-wX@;G}
zP&{#*;1{mZCAVHF*}Jh>$;)qErNVeo5N?mKa~_c80pm31qK`lIZZkHW$>WjmGWE*L
zSsIS7gL2X~Q325DF+nRE*VBdcJ@51bhti*{!SbzWn<nlqT(sj-B+|?|I=d#tK}{wd
zjNep%c3kE=WD=WsVsN6bGVZtLW$}5%HC})soaj<`p#NLZOTY$%nPGgX`2f6vnmRQo
zax?2T$#;GC^mnhm@dZR`Uf=X%owhYU+81TAjQoAPH+Y|68W|>ZOrUhXG2p|-gKp$2
zc(`|_Ehd?nOPwr|Ckco3i8-~3R#=VSNLF~T&tN0B-|(Nh{d*mh28JN%cc|dqgNSsD
zaijI!#K3h|wp-VI+x{*VJr;npBt=BahCG-6ndzn-E0lFrAOqwALd1avk}}324NIdo
zPzy26@VRfC5@qMcpnwHWMokc=N^^1b1}qO<Im@6aAJANxL^lqsCCrKO*Q$oDclLhH
zM+iaP#W$lfMyap8Zp=dWof`%=ZafVcOC<}%$zJZ#ygc8}rl`oX_qX%ALH!qUp9;W_
zdLm~AHFx#!Lga~rlW*ha=MCM7jgrPn!tY*i6PO2Plxx=c5bh`~6%sDbmT?cva6+nz
zXPsxk0g#k-jS12Vqi64wR9WZ|jKx_Crl;zftJKrwNL~iB{dX<7p;VWIn^Gf&5(IN^
z%R~xHNQD(R|Li409&YIGb*iZOh~G(pZmd#P@aTbBZDBLKM<7JU1L#}3Jqp%7L|ZP~
z%E9q~Pbn>0G4H_S4zid*5i#|I`kkXsx)-(P>j-~kg}m0|!Q{@`O*J5g?8MLSIb34E
zIXc7RYRis<oE~3vmMS^chL`litB8WVL?ZHIDp7cDr~^gjeO1|fH(e7QdK<BrPnS1_
zLdLx7m;IVTTlo>6hL$lThXXBUNdC|HvYw6aC(cXFn{NOzv@<vdOz>s?ub&BW_<<*C
zE*@p?J4#JIB2Vs=j>yKjvJ+_@Q<DEBMEHHvTyjo1KH!wWxSdLzyQsrAZzJ_v79OD)
z)dNU@)`wi8_%GlOHSf{(4iJkC|56O?9NsW$8eV>3#n)zIdW8i0wD20x?N9GXr1>;`
zSB%s-Aqo;7fi8KW+?=tl#&Asof<?{m@Hu0?$Vv~W*f#qjMD6=+Al4|a<O%y>3@y;)
z`k*vn8q|(uY<y4GbCX;S2f7j<t{$G6VYfh;W<jBT^>DrJ_A$kV?|rI1z0(s`P0NF3
zxiMmV5k@UMJq^L7&bdo-Kseg#wHVbv4r>2*T@oNauNzHF{R0!5_UBz%+2nJ9zqKQy
zCnM8Dp`l?5pMd$|D|PeVArF5F#;ETCHZHRUTg-FR{(VWJ`HB1DI#k=07|sxGC6Gf4
zrZ+DuCbIN<F%V>pf?*+h%-<k(vG0~;xcR0H_tSqRn1at@xLTIUoy@MWJzr|+d>awG
z!FHZ&%?dt>?zaAxk;zPr<+WP+I3vB2-Q9CA`4>lD=+zNt_MymRI_CTjzh8xtsj#uX
z>GxIivd9dH`GAV=Guf@oO~v|fr^h(`I7=SVCPSmk@Om@n2nxTz&$~>av5cB)%6U5;
zlJa_QwV+x!u!X5qBKwMAH$F1*D%u}0WtW!#abGyWXRIKJ(b&pEHgXk#V)rM>`RTXx
zduC&R5D_pR-3Rh<!}#o};$$p!q+QpeBf;3{*QqXQGl-|d;YUjv(l3aMx~(=Ed{Jey
z4#+hd{;Ogc{^%6q#`@&{bl2Rbzcej3aa#E4PzL&otF#vq09$zEKq;nhj>tGCEK|v1
zuH)awUZC~+<V?bu;v|Yv-pk77+-1avi|pPqBYS6(S3}~)o8Ju+=9VKka1;Zm{=O1p
zlJlM*Tj<K3$ndEo=E0p}L7V<cXknM7Bv+xJ8DC5)gKajbUALR_2l52oHlK`|0E+?%
z@woNJa%8f42Lr+sR9KY6zeIui?+nP3^0<u)=h}%B#-fFGGx?;af0+5XxZ?gg=&>S{
zpn@AcMj%2pUiGfekRBBQd~>;s6&I_&=iNJKvY(r;{m?jqXRZ$+!xA327|o3^2Mh|z
zAR9N$XNmQw`Q{gL-ksS@S%v_1M5+aTd=s|MsxHya$J_P@Uu@~#3oANV&6t%&Bj^Se
z_<f?0MMcd^W#QI{ZL$1LdKhSa8>d8{%#LF`jcg`?w2$gcm7_x?6DXRNv4sKeoi7j6
zWpzZDE2LCC;xf{BmY%g~DUn-XVU>*&d9B)<i7;S81neCiE>D2aEN|$qI!z{vI;+FV
z_ZGt<i4l+pn%R-1hDEBfs@*hkgAw_<pV}ScEM6e;x74tsGdlX&yTSsY22rKIW|6-P
zjzab?=V%Gbzj_Mtd`2!c5gBDM|L*ah@Lp0q=XvKx&Rwu5wtAJVB0opEKi`j(83A^6
zvr%5h<>F67B1Lpgd(5$!Z!)McMY_{CgGpp<3X6IezZRC_bI7O6e~%5z*TZE5*lkHL
zxTVqNLT3@$XFNdMQ*1pbh~L~!Fkd`Y!qHoeud9AJAp%c>N@K%JOe$o^C5AasF#V_R
zU)S1u`=+*EaD13mle(3+1WNBdZP;Rr22;s+*nVTV!tgC;tJuN9d{4FK2VLWjq9wq_
zm%DO0@I6jJ%QYMlDQ|J<Vm>XO5T{ZmZcH{=W;kn)u-1st==klrv#DO^HTeb6P2@Vj
z0%e%TIi&~iM(^F1Z%T@*ul}tWUZh1p@C(pdTv6f=mRguF3DnW4)^E1xAuo?GZ<KOA
z(U<*8CJ$-h`f%u*?fAG<we8_T0C%<FRl`zO5HrV>WXyw}PV?G&rk>!1P%hVWlQ&is
z9_5pOorMp2x~va!{VW+^gzlDE>M!uM;8d6mKI7^tnafHZZR%h1kurTHR~w41EsRyy
zwgUTPu1^kEKjQU;jirP5Mn=jHR0S*t+wIN=4l_i4kU?DdhtNPFBY)(zfR88V#pjzH
zwGzC0=5+X>^xXyxO8MyrHzX@5w1f@a`-uL*F=hY;eyZr`;F>v%_&UZjZ*D6}7#k6O
zGZv*h;q1ByC`s%V1wZuA6&6u}?avvuhCsMRrD}Ia8;cAMpb#uJSN?Ma;V1)lPJQ%g
zjz8TJH;6*(t&XpS7Q&jL+E*de55JzkP_>XI0&~69<hH~g@5WB|SDq8YiHy+DlipGE
zfI2@RM?$qa4j7gvOefUf`NI$brY<X9hDw#?yzgb%$m4zA$K1DdXfZrf9ed+kc%Q{j
zU(6fY9%Pk8f8q4N;|Mn2I`I$<lA>NNzU?H&GNA)+D71g$n-hf<G94|Sq?$J!pZOl&
zb|(PuOrEbf=(a;<qq8vbzh}5K<IdPfITHAKRJvoyD92g?n_S3c$)U<_U2c$H()*XL
z=ETIdo16RI#gGjaI%5^ox1CF!7TiNP#NU=I{oNbCL&~v?73F=3`UW|*8<=_t-4*Kn
zvf+@3b6c;dKNf1QLe@!x9eqvb8<czj?Rp_QKCj~$eD==s;n5c=aYA|=^fFH!g4r4k
zX$5{$!#xH>cSE2vkCd(T#>8dJdzC+GxFtXL8%%YGYMsxKZ~ktssrK;w!QK**#H?|K
z`aJop1>VHr1YD<O;p1a2{yfAKOdOV~6A`}-_GpJrT)U(m<HS@{{q_o3l*8rznfYL4
z@aJCVAep8c>jOz5>L={emkL|Ej`j;cBr+aB%no2&CkxtT956L2X}Tfc$nn7O#$cla
zDPB!`2<v0ULB5R+clE~4Yc=H4m`CASYaXVoioM@Kn6fws975?_FmjP+UnS9Pd~Rg4
z+zGQ(S7NaV1bDFQd(UnpMks@S1`0CGmxJ3-QT5ri-m2JJmcrep*BHMK>KEM`@;niY
zzeeuh1KNE6Dp9(1LynQ6`XO`JS`I{bhtt9i4M-5qtQ<PYuc-1N6(n{}_B5o_wrN~0
zR6dFVLod8u&myfl-5ls6itxO=#bX17E`m2vk~kiYD?`CsZx>N6rfRl=b*{j$O})AN
zoIfW{N#`)_5W$q+yj@RS*4J+k!7BY4Dkv-og5EpH@d`msQhJ}kxJ5McTg@!j{483r
zUE}4Y+w*<rPx1wJ?VN8f7fRpnsFg}k89Xj79wWKUSFQ-7{{%KXAs2~2CvQoixL%ee
zK;eoMSgzN^h5^{<g(x5YBNT@jj+<_XEBl&wlMY#uoW6^;X-G?j{dE~zRfUWYMnn=D
z@Z>Pgdmu2pjzk7It1iJwN3~eRZUB8F{1x*81p#N~AKAMA8zxhLHs{4JBUAC1gDR%a
zlsY!FIYdHzH98|~ZRnci6s~iXY14TnZUa}B-1e?6{{pd6*g=(mBV(<_s^A4n!n28x
z?6j*A6_*<B@{_7i)wHYf(rlT;|G!e2F}moCjII4>-+a|CE-pIGmbT-sq(<<zS*JwL
zRr+3F59h(;w|dand1A}Bxj94}dY-qh!RgTi4T7rs;QEb}J4=eY6*Bf{*%D`Q2^eu=
z6L?DjB%Jyx9?sLzx48SR0PtPm7ot%Y-&^?ugr0<=;WPAPGG0E0JEj&VoTwjqd``A8
zQWD+}&K`2`Nv$?InQhD2EX>eWXeJr<BETbK<dGGNOtZcv3^8NNGOHE50d|Ps6dbdL
z94H~QBznF;VEgn(csmjYw`q`oaP+R@0=#cXM)!ODsFjf!LM4RT$&Luls;59@S3q<i
zR_xnBLLl=pG|^`+VmpD9yVmsT$O$DCMf=zeak_>9;9x_5iNoFI4F(<POIuZ*?yAPh
z+*6S2WT%1CA6R3-FNvk8sdqX?ll}V-Br|HJY?|7bESn>;(O%{;96XI)S$-&Tsue7@
zm{>jao9lBbtyin-VDK#=?R2wc)7t4s!PgW_^+5&t^SAGW!(_Z!ICcY;e!Z+YQp5fX
zF0G^Ag5J)ZI}=GK)>qR~^F~~<Twtr{EGc6-5jK2OnRS*4l)RD%bYaVa4*^lOmvKCA
zpH}pLM9o){i4c#d_aVOP`uKZ=*Y+jZ<DP4l6ammk+3->}9kl-KI;CEIj|8QK`tTm9
z8RQLv6BDJ#vwxY+ZD*Xujg+Qvks_HQZRTdtfXxB$jX>IqtCB|yFDYRZu~n<aV43#t
z!xayft$d10ZqL8>Bz|Vr6l)tx*mc|9m9Kj*c0ipC?UOtzu&b4l{(br>=&)+S&p^#v
z%-e+}d;#I1!Ob4!a;FY3yX$l$x?|Ow=Iw+UZ1efKby34LZOzNR{y<T$Vf^g<GYktT
z_!R_Cp$vvIl*-Ybs7>z^_0s?<8MBuZF@G*h{9|4S&;SbN?gUJ)pmagNxQNgN#FaFw
z>-ycz!|vGi`^b^rcdkQQQ{lOGx$c6W!P>Fcm*Z0DYHG$pp<gKVeeC@MUz30HIp*9)
zvf=e-M!y{<wlrHm+!HmQ_D|kD>uG5TwDMOOKSKbz)va#2u@u&q!_@2A2AuRtt+9xJ
zVk-~`+G^lO&q)~>92os$HS*RP2hi^Rd0}24S148*bGKa%T{Ah+%dPo!fU%^NrzsEp
zrVG4X5&L|#=(<J3DLOi4j-Kt;(Q^y#c#>E%6mffWBTwh_FrdXt1`q@!;Bd~P-eOrH
z&UKqr-})`J2;Fl6*<;p;OX;pt(+WZU&(Gk;*#EkhoR|`l^#y5296p{Y)aJY69Uf64
z1%0}5R5Y>TC5O&SFl@>URNoZJ@&vHgh`-lOt4M+jzvEMt1SZXa!@Rr)f(`3QYG9J-
zE}UdnEDPuK(GES^!w@V3h9AP{t8^1nVYCJbD{AbPF0wIL`?u+4>A@5)wd*VtcjPNB
zD~`+39ft3;jP5ZUIZlw;Lp~A2P&p8LA0N7e{FoBuQ~vWF6aY2ZkNBdJqP&{`;0VOj
z7f^*EeX3F<;PlaU?sVf~VlX>xSZ-fOD~W)piE_43p1mXCo5;T(J7N<fj!8Ua4+mP@
zd09qxk;6Y2(2aH9D=butY|jNzaO?^lvVaSl6_4X)2Obih^s%o<{#H2WrYa`yC4%*c
zxs9H<`Z(|BDh|(2NU#0ofVLpm<$@jZ9Wej6;WYv70I!cYO;6T*+W7u_?AUxP%1YZ&
z^xH)uJT;k+-*rjbHg=sUmyY&MaJkR=B&t<DL?pIn0zfa124I8+-i*t_6C5xQi_W^7
zDgf^tZ-{@MB=BnE_UD#*=Zo0i>3^i2x+L_v9r<0rPTFZ-SEo`z5}$sOPMVJB(p-qi
z(criIH)1g!;=LJp`rRl6Qb@o4ySJp)Kr!jxLa^{A=cvST1G8wX9c{c+9%Pn@+0s%#
zQ5w^xXpyRaa^g4n==;1XVnm6#h|!~RNNgkff#$wO#@2MF1yF(D@WXxTTX}5b6vy9s
zYsY$-FIrzskgG!wU~^&fgDLh|W}<{Zvu3n>Y)#Dy)yS&HrYuPaKi`BQ0yM)`S@5|C
zn7URh4NoQR;U8CkU)`%N7fxQp;83o=!{RECTzjD+UE|mTfn`bWrIzw4$B8(VzM)Z5
zyWtDF(KP;8=hPcI+C8P}*@K7fiA{)s4oy?rO5=^sVI10Nz$9}j005DT8MRy7e+rU+
z*o41|Q(OuL(EN?rU|qhBYo-1S7<2HNFR>R+?eEV#%M!tfdNCsq#o4BXRz0nZHmOu;
z*R1$Hd8b(v#Br_Ym<ElaQr@Yi=cFlKG}-GFg38K-r%9ZMT4MiUwb5rbv1`B0`G14~
zs%uYV&Z}<oXDNfi$gm~CPUC+z-9d}qKjmM_0miG>k&fhEfHr%0Pl7-3Yx%{D(i`A?
zD{+!Qt>68X{w>@q{B0J%UFtaP5h>;EyXPf*s54<=^NUWqgJhlC&Gg<J_A&_05pHUF
zy0W{|nVym|l=zvHnE1z{9cEJ?b9`)UcNhvzGEbo0F`?aYV+f@sB4mDmvy2D;P;-(R
z0@gcMr0%5Pb@u-IGwQ=^BD?j!JfZn>l~Lupd3hG&V3K%;ZSy;udQz)<+!i-t3{nKG
zc97*fTd6iVoP%ex1nax^IUtrAlgmMy_??*mki)Njk;+{+0)+o*e>i8u7mdmAqRa4e
zx9~rGY{$w8z4~C+R2RsIsy;o|43-*qt50dcJVpeT?SEZi`C0MfRVQXB$MgPf-;rb=
z#x1Z}kEGbEWXd575g+x-V&uGDiN(R|U_z%L+9-qM@HdGbJDnbTq+gF&=(-Tg1nRu*
z2g1EdruO8nn5f!z4~(8@PuQ(?<jfJG_#8vzXceK<*OW?|hvr8W`l+mfe@4R00X^1s
z3Jz5>E;bqtcuS+OI5Dp^cBs8e+bor^?*h06&ImPrcxFmLqVlu3TFgKxSzHgU7k;w^
zq1akQ5Wa5*M5GK$P@y+pKyAvdfwL@IM}IDmlY(2oUg219!UbEBd@qe~xB+bqwi*2v
zR?=T$=2zA)X^g-uw>2%#zCA8<qVUXq4pBJCGdw|nHPmpbz14q6+!mg8a59Shr|^Hx
zYPayZjPLotz<FnUVt7jx#_J8@iJ_*$HJ`fcF}jGT>4;4bC_m;V0m9ettsBsDz<k@-
zv+hZ#QJrv?(QTsL2bS+Chnwv(h1R>{nI+Li6;m?M@>YqJFQ{hv`_|DcX|AOVJ!&nO
zC`47-z(NQ<aL|%p)-*Z|1(-53dJbY^N9j4yz4qme!UNX4sx7escT>MS`T;rQi2W`Q
z&pv9h?#p4sRx@;p6cKWYoLu#Mj6Wu7_%q2g)*MDic>1$=fDO882|N%gP*?8m_WP|r
z_4gHm?13{U3z&V}im&TTj9`=}l1M$M{y4Wzu+^%eGk%NXiZbQw3=vaxPd2dlShR<f
zGdrC6rf<aq*$gXJlNl31r?~xY_VlnTD-|{Z<XnAFh&%o$bN-yhdwc)RwV3~nK0%5N
zFPa1K`!vC>A4o5wJ#TvJY!A;B*B>1QqHHADMtfU!uex$}aqO1*0(@2vLlFT~sOPf1
zl#?#9qw5&S8tM)=Cwr5w&QGScwz$CTQl>-O4|%bPcP=!%nW8t{UmHBN;u-gbFXulH
z?Y!xXg=66Z87V_|BNx*s*$851WpTcmNd|7ojMpf`L-<!EUy&e0bS`uLU5ka4C<%_K
zGOwK<DHLA7^Xsf9t<7z4U&8i{Drk@ZLvW2Od=`Yp#oc~oL@Jf<x0F0{ah@m;P9&Dv
zRgvU{j0r@{bQE^U<KFyTA2$kk_P<!_{j>_6FpN^Ip%8_@!96QVK%pAdh#S^ZJ2sYj
zFW^jLUj&E|J60`K2XfC<e(msy#Qc@c*&+U#nDZFR+mz0a?x@}kWpCJ&?)5Ykx!4e2
zX|j<6fm{W>o$TO@k+y<%_}E_)W1np-()Vi*J8#p)2t1$_Rop_$j{^A`%4S<Hq0Obm
z`b8;q!4#QzuO>zm;O-8#K*3`DVi?K+s2dw|460~go@Q}2A|kh(zN!&wg08<sHxBD^
znYuJM6J~#*2|hbOm%hu3sr|=3#RZY_J^c=qm%!nIVh2VP=&f5n!@OX!wI)i#*dg`U
zDBIN!v{L}_I_uv^babPa^z>u8RlDBemBtentweB4BtYfXAbRmaBk+KC-qq1eu6p<<
z6tLyxrl6xAGZExVVl4hC+nWS-CCbN7i^a!C=IL--vSEyx(1zde4!xP~Kl(x5nBMxH
z@B>!RQ9$H*-Vg@@mlZe<qv5=?`pSrn#6bgX_J8z#I>maPe4s|FV%YS4H=_1(KwPgg
zzFoBk7tGMg8>lj6Nl#jF2nnQeVZ}<UtohcpH0e3=qAw38wiBO!I;}{ORkxk^Y6AbL
zaX;>nrga8oP2o_?WN8<Z3VfwWsa`HCLV-o|Me_BTpJCxrd}GDxP5=Z8(W>dp|K>xS
z(%?UrHhW*Ey-LvoE?5ax4(V%q3J|yB;fN<HsF?=e${aAB9{lp3TB~L7Vvk$`Mj^VY
z>DYizDO@m-+rG&_RBx0Dl!b3UE>sJtT)=y_B%QH6W@`3Z7XjH(%+)i<Q4qm-re3xy
zcs^Vr$8w;zT_DMc+TvA{*75p`feRS6S6P;DS^RClSdtYJIAnTNXT0JPy_m4?TR3a8
z6RcH6{K6SyT!KX}_6}%8H)hA<FxzNY<rCCm_jjHk;YST-@YY*m<`Rp6Q=HE=b<RpS
z&K>sWfd12!-@@0kSJ!xw=s93GvP^IRqZ>S!bO|}FoZfIR@2jjgPgOTe_`4_ZzivIB
z^Z&<N73iJGc$mAnvx(-HeFf~hFnuU@0`VG?kt9}q|J!ZobD{d324tW9&wQ!hA5t%E
zqVq`#nCADFWz-Yz-oA#uUAHqVIN<?=ci(Kzmrkck#-zXfy<g-qzG%5i9k+e0LIUi|
z_xTc~t?Rq0QbLPeLZbeU5QjiA(z!=FuwN*94RZloKb85gOa?LQ;%CSEH#ZFc6>bt4
zmEJxHO&fbV7R9Z0hA^ruj8*g;g6ja)3<MHO%eKr)^FPDJbzoay_e$4MAt3-rOG|sL
z9vWIc;i%B;^7}62&oJQ1dQo-Kr#&9fW=Ug*jE;?`$r7ZYU;SQ4Dfz`*;AO^{d^MD_
zUiXbt$2aN?=V->?GIe`!5G#&DS7h9Cgf~~X(e{5!25Nr8r-DoYJdWX`qx*KObF?hd
z0QT-Vupu`xxJ6-W+3}mvv)fI)=)N4{U*xY~?9);ddW1QhgeYup6Fvq{on<Oxdi5*0
z(^0{t7B*{R5vzqJHn^t6V6Oqnu!lln7_G$cj3D%09s#y#!d^KXAR!Vb3PpQjAFNhh
z@XdVcZRG9YgpTlgBsOxuKGb(C+PSlrm$r(bCWt&axnLoQzyhL&dEauIF0lg~QEHQ`
zydOamrPt*p?YXu>P=#g<T6o8moe2}#t29%$jgZ%G=r4+9xxSYqfS$|!2#9kO#ZdY&
zEzV7~IKpE-3k7&WAi+$Nwh48t?``tYfu&ovJadsK3_#sZ9|xpT1xE*J&Ik!@lTdTY
zgf@&HLoifII0U#%rmy%nL9V(Y!TR?SHgF1dJ0OB3D0(kMI*ay>UiO9~dcG$E1ULM7
z`3xqG>{@?Bt+?T%^TB*?`$&a0#)UwoU*Ai^K)XByb!q9An>cxeEW@FBj&Ezk9DRrx
zG@l2ETjHW>IZ<cckV9{F-V%2o?1E3gK_$iRwl$5`7LhYZ4m#rE>LSDNn-M<FDI~zU
z=@!Y1p?!+OF6jnvSWT1SW0TwJetD2gft?JQx$?CaLG2wy%qQe0wp+i?@|vZXCPnWR
zT((I~AHi*Y@A#`35c`RClTUy70(RXc3d&uu5y1j`6<OScmiRqJWy<!`_su(CQ80c#
zDDLdI<|-Vs`4q|?=3&d*d{7!8uG6)~pGbJ)`ZxY-%f?fq<NCNYe4hl+HTqDY^fA6j
z<Qo*Y+$AFjjff%%kmi^bJ2IhFUa^n8A@Z7Qs=@eDK>#^@l4nO!pgK10N5w-r^3t(a
znAjYD+m$N4WV_!eN^pbW_XFW`qA9@MLX#XPA&ptM{oB<%`jg~9Em?24#^qNO1`~IZ
zNEY*m&8oSEqn}DfL}CK#fzVrbbc(vVx>a!ma0sIBtv}Ro)Ppzt#;7i25aOTrY3ZGi
zZ6*6Ab=0qV;TE!277p{3M}mJ4a*5&YZOgvPR{5qE#-J=x29%K>?!5_)u>^R5^7%T&
z3Ph730sSsf*-Q{E{Vw<Xks&I;lIa~0{8BX`Z4s|l7*_TQTSjt@z#PG0fYZT#FZX~L
ztS!6cFQlrJiE7R+*KHaH#DqdtaLvKpe|1kAbCd-eUK8q2?pA3T!IR!!CW?#N)#GVM
zEUf4DcGTm(ak<q^G8XCgaod<%qx~k&Eo;izeLs6?A<g26+4v;{R%3^ch^3%F^hfM&
zuGLS2)=6aUqt|ZcLu!VESXqn&{W~Z_)HGEZ8QE*@(ZrjDh0Txt%AMq|x%=USX;%d@
zTiruc`SPt{u7bBnN(tND!8_LoKtpI;j8^jTe6TO4(EjahcL4j2VLF!u#clL642^x1
z8`kEI^R!e|KzV(%@Cj}nXNKlhkyP{M{)&@LX{9mCdAL;HzvYw4Kg8QhqX}&zTIKkU
zpK0UwA@Bm*xoT20id=>XV8AJ9LU#B4uZj1;K4B@B!kcZEVajHeFO-%rlX38oWhz$@
z-V?tiz<2+X0>2=F%qc4EIN!|X4Q0sR15!8`<y}8^&2waL+1_VCwoabdlHFz4UG>PW
z`3IO@`KCXahyyDAn+_&C0DiWZ2WCb<XR3S;N6E>yUEaB!gwCNlUQFum5Ucx@6@9i(
zc1(D9+agwGPx1R5;n_1Q87=G2*UzJm+VIy9fd#4wxr{zaDC`fE)p!)C9>n0;z9`my
z>0>O$8~EMz*u=6Ngg6p5WT6b2Nl#G~n95^g?R>*3XOCp-tXHH7dU0Qc(d@ZN9&`{6
zfdH%t7diY=a=!u}z{lXqrcp1`*iny>RTb!QZ&PHB!uVxaebt<2eK`=RQc*iRZo5vb
z#Rk>hQPeS@5*_)`AI486=c**Xjl6ZGM{`|8ET+dxPoMkN?JgI~7oMSvAXwe%VaGC7
zUE{dkS)au1=%d#eB0%)#k0d*jm4BQLtsP^323F1(A@h+P9vTq+=F|6;CT!gxW+h!@
zmHV+4K;>zk1$KnL<?+`Y6zaIepZ8x*=|xys+L6i@iAxokCKNHq{uRPQByMKqg2)T;
z8c(+AOz1VUZz{fhwKKw;nA|bSVORT|HLRQ&R}?)JyjNCqr!zx%I6u89ZgQOPm9EFy
z==6)|c)Hy2Yp@9tV*xJADM?`6iydCvKP3q-F`r5_>s&dKATt05FU0n1ITX*;f%P!?
zZ64vYMw#<e56Y?4dBH9m0<+A{<bsJEIMM>2aXkk$w9L_STtum2?Ul9KDCYyH6Hz;>
zy_JYXNgp<(V`UvDnH5z;V_j^4;+-I^s&uci%<g{2lOD9O_PHH``!-I6Y%&6OFX!oe
zj@Uzfi>XgU@Y~y4eOF7R@H=?aYzB&z2^Dh{xUPFxTN^Bc^-9i9!iKN8=h&kZjjTm`
zb;m|^+V+MXN&`{garms+w-H``=kawH2ly(s^Mzi=R!tZ~>FFb`6?~BI0fj5_*jonN
zUn<_@eC&&p!NShZ`;8}KYf88?AJ02@UE)n9GWkz<U|;~%R>s!4L6`2X)oj)488nc@
z&pwy&IsE^M#E1*1qk!f78rhwdYf#RDZz_RWBW}KY(Myt(yU8&5`4#;E;Qd=4hP(H7
zJ=bHNnHgU$#z$-jKa5Lzf`PyCq)2%BS_17((uKpyOY#Tfc~%;(9a@;Z@5-K|buxxw
z*|I<eV0vt^H%V#QB78X$p8|P9K0yG*i2G6#1L5R0C9B*e&dxgVf7{h8>(6I!Yg$t5
zfYIrS9f}5k7p7%STXRYcG5v409;&mzWZH{Xg^}Ljxr*M)5BS8t#u$sxF@Ru>t)bt&
zQmT@w$iVXkmV!`WA-X&zg)W$IIw@ciYta2F&)&b@z<eJd1`I8vq-ujm+O9ys^+KPZ
zvL3R^^|2(lhTs)3Tmd257ob&aByj$CE%TO7Nohw8kruA@j$LD8lZYI9k<}YW=bH+n
zdJkcChhop$3_RE<PN1ZabbGUuoaxL1lNS*Pc*qio^*$R1vpU;}94zKQ2SrXMP3liu
zPV^kZ{KV99R)uOr2C=zhapNpY2sDLBZ~bjL`=Z#vMp!O*%oL#K=uf=zaa=C&4m;_U
z7Kvk(adGi_=JjDWWdMqGaE2VQ`w>~@<IW>(=Sf`7Y>jL))<BNygv8kO0L$OlpB?}y
z@=+5Zq4e(q<6#`IilmmSqjE39EX$p8Kx_;U*?{acAxNZ;6`XaGNw^<zynaUT0=F&?
z!G0%s3dfQYTDRPqzS#{#R~DlfEY4fCBW!uA4q(}=<#RXr=d1Bdz!$T)N*|>tbHIB9
z6rJjTq-6qZe+d_9=?ymyxkU0`_MzX4_*5XT1)lS<olis3qh&E@wfn7mRGyQ;=i<@B
z<vvT+MNWlmmvpAN6S{b|U1r~rbV2Q#4PJ{}cAeq3Zz4Qs<wDkAiNyE_SuVq8Vj>bC
z%bi5u>8n@u+Z8}L!23z~T%`anc^a{tkj>htF4dC9><m|wkM$4xCYwytnvG#F9AIOu
z@|1L6EohAv-&T$0vZg4VEr7tP0y;h+)OW?MF+z@(ziE|xK3QIOp!=Q1t8>$tu=N@r
zAQLdD+|2(ZLyLa<tIGH5vxAG|wgUV$-{-TstbRRk32daCoA<7YnH9c2%f#+^pvE2W
zYb>3cn;aS7tMSU=K%1-*RBfKIsV|!a?}0O1nKhh2E)$B-bW~FWNox=&<@wh^6Sfa+
z+p}8iuu#ODd8c>#fmWCE1;i<C%TF)l)oq30XWC)>(6U*(C>dB!_LKG1GA=;$Nv${(
zD^i#+bGW#e6e^<(XuD?VM$%P#9cqHW43~Xc_Jp(F*o5V4ZJ7#`O*7tNu%Cvz;yu|A
z>R~cXs*xE{8U=KMd){{@&)GWk!1zu{q3ch8=S}rKX!`rfkswGLYN6O)^x1W$n!+Ry
zCq$VD?!L?s`G=iBGp(iNp~r{E{My0u#0RbGT(e3_H}-Xhq&P*_Idh04X3z{S2l=2M
zWCI+@gY*2{w(n-;n!V7hm;3ygwPE?xmJTf<FiV1hir*qb!0?Sy9Lq5IX#4ykH|+ME
z4|+^|dlLVC{fYqF1Y^|Ljb6jB{$|(n^%2qKN>$4a30c7fv`qwtbPhI9MPK$bGm|gu
zbC~r_#q+vl@uqPIZsYe3l@(va$3td@)oZs21Dne#xnyIJV59<Z0XOFx4aC+z%2Sz-
z$4Mh<e<}4z#&%QHHj8&EUR<P7mq;*$hYBpaRf`au_YkHfFhAc1ygud2*#dHG5klHq
zWWj2KRmlqN7A~Z@EMKjXlqWKLKn^vN%bEwA?vRfw*$#lI#6KPlmdZQLSUbd_sqpLH
zgQDZv%A?7VAv&RKEqxNzOsVu`ZHG{&Hv1G|x4)WiEa^55E9Fn-)hxO=!WBvh#|VB(
zZS}Jkiil=g0;JVcYaFlsq95N2tJR=I`>bp>Zzt(Zp9spv-O{sufy{`DQZ<m+t&JKQ
zUlb}5Lm4hM9iQmh)_#0gWYalDi_du*`^?KxrTIN^AA93+D%zjt|DL_@E|!B}n^_LL
zS(~|&U%wWg*Kd_PmR?P4`qrZIfLXs6Va`}hE7O0W3{M{gJ*5^xd%t-V?55KEPI?Ea
zWunmqJ0E%Cbe0hRpSX?f{mRa2S+l~c23D(lX_q~Jx};@^xC7P6cFR&`kLE5GGgLcA
z@<u^}A_T(GnsJ{gPv0gRE)fE9fA^H)%y_5JwhF-3n>nha-9w#oD%a5kHYmTY$xi14
zL@bt{uTN~sC6tQo%1^Cy>_9ekiaBR_47x%7L}?Ug>(0l_@Z+)HNAhYo<M8+UdY@|t
z=R`3Ud4XU1pgLER^B2yNZ3C^UYb-|wJu9?Wu@eC($P0hC>BCZnC!r$}0ygBS{oqsa
zi!dHd+XYov?w^yiF?4*{|GQ(QYiY{lk<7j&W(s}d`i=N$=-+6BYHeQLDp0*=_)h{Y
zs5}mBW5lddGnoLeX>9)WQvqJ(`4uIo<<b4Z4iQoI0E5F+dEPK_sf*qBhu6BpYpH%G
z^{j98lP%F>yjFu>ESIOFHX|VQbja+oq04_0Amy4&`5EOAj1bL8WQ>gBkDu(yQErWn
z1``>E)7>=IrBwTpz<uHRAj5P1*TO)QUSZRxm~Zf4GBbh?B@7gu4Vg*=Er(vj(7lMv
zQp<SvHW3>>N9|<vsjFS^VEez5lHsY=Dlqwsl2O-po!@KZkNZi->h;FGKDd>95Pg>!
z{bk1GgD<dpJ^43VP;|m4?#r8hcU{j-p3p{bH_d?6u@?;9j`vq~c+BZEW5Dp4(M^z3
zW%8ARGP@uC>3g#=5~f)uvN^14G$Uief0a(hUiBP-JcmK>gsCG+LAmDX4@O#2QpG-5
zviN^PUnAloL+rN+cr+07ZT#T-PK>oU;Z%9it4=yq7m-rIF0;)EiyPvc0D2Jmi+WvT
zK(3$R@xdD+mbyG_P^j*TErUHNi%a56?%rDprht2~*PgD9e1^DT^t8YX)vH&z4Bu&7
z5*zD+l@7aGf$CXZ-&fc;9T(Gor)W+3#Pvq**DMV${~(_ZYo%$uwXQMLwqp~%I(~PB
zzJWj+N)<IaO0;`XQv=SlpW=1@^)ME)L0~=A;aD3K6E1e;mSgk(h+swUFpgX3xgqjD
zo4|X@#kT9RPJ+MKz~HEYJJz`0IK8Yc+Cndam^}g}f*=X7bav>I1py(8a*Z-%kY`o_
zF<~WA=}$MEVd3k|ICgQ?8~{f$Lo3VB5L2ThC(M{Y4+H2wLQ7>YwmXpU8o9(IV`+DI
zhkk*cgA9u)P{7&lQWxo#4A<2<0HZ5YLs`EX<}C=&$BxhzL|hprf}~<0>bn{7(LIU6
zUn(`k7eaF_ZxgHVcXUSf$=($@G*fbuj@<T{H948;Qorl?_Tk(4)9`tdx}Ya#t<9^c
zf35@nvfWAMmnM9EcJuSKET@hAY3-H^q8I|Zn*0pPQU$9C4HE8~QOliR`o_CiG98Ft
zG*4_rU{tj=WW@VQYa#-v(Ma&Uk<{Zlvp@HXA-4W&DX_2LPyE)_sqTPK<@T>5mQ<@%
z6aM|^Yr&?flOk~nqq12A!Ma^h(RF0d3Z_jm<hri?NXS&XAzO-A^L5_FLfnl$UgBCz
zBu<7vJnSm=MHhZ9AzMf2g1-I!c$=2Nd)27Ss53|0Z#H1r8MlD%0>g%KfFOCd>znUY
z#BeUK-U)55aD^9I>^F#f2|*8fB0i8@e7Mc-9Wlz<{{Q-k9~#v&hqHd{nP5!7!J-_O
z(l?K}DI}eg)cZ}}+1zOS(95%jNsm5Y{X!uTCw(VZw<69vwbc}iGCA#}dLe_N@BrN|
z&i!ui8-DjHwl-Aj6F`Ut(DFuwR_-&2Q#jd;?#9P^t*dcDK2#bF){ABWVqxQWsp*H6
z;_cdAebgHRuiH+rxZD*K=1Bnm$HUvmz}JZGTQdIs60x7&dmIfx;ksiP%bD`HvD#)f
zf}Yj<9Bk;30W%N2B1T)6^OmuRTzoX2caQ4Ed}q*eLMzE?)nPt0wcfmmG(Uly{8py3
z61<kYU!2whX^M0qGM0E(2v`leY#Va&TL@z7%FOq|h}wF&^Q9d`6`ML=R4eD}1WMoX
znvkk*a($JV9!%?>?T-8POX?dMKiY>Z#>W{fLKzM<QGvtq(XOSaOPr1@B*>51F|05u
zynmF|Nh`*)x)>r4zk5b9-hdQu<sC$9g1gIWGFSn@++Z2kxxqXc9T2p54X>64+je&z
z9iJPmzm>&EI@vrI?py!j`@7B%{*gJAT6*;Q1tz+bH2DkMFO<?2mTGvXAP?j@^nomn
zlwvASS0B)>DuU4=!FnYiqWiK2PaX!jcu2~MI41GEom;ev+}L$_%i~nrtN<8>=AO7F
zJsD#C$2(z~<;&QNx!8Ag<n_FaMELo~N}k&%>;UmGpb(g>IQ>}hk(_uRd`=N-bHWU<
zv8{3@p@6$9_?`QO(*kgWpC|H~MTNefML+u8`<2ma&I(!W9%zMs(8o%OgRn5Ju%Q^A
z`EiH*`?F%RO`W;Qqf&{&kB;$qxu&=Ji*rCj8pH~B<_GD->O+35fPiN;hfM|pm+b6i
z%kFL+O~W~{8KYIB{YY-`>L~KZ5VeJ#P4T%3`LfM=%ENe(*Zn?%q<oe7C}VVGnia$U
z(e~DVQGHR{@R@<38>FPAy9Fdh1f?ZJI;1<KdnlzlB~`k+V^k23?hXOz2I+W@-}`=_
z&+`vFKh1pLoH_gKz1P}nU2CmtO>22D%7e)-#v|weX(%ZZId%l;KFXz#u@9!HPCHKq
zg5!}uhdwViKu~kcRG@yBzP_KhjG%ZJAHP!0yDa}c_B#k&9En;z*N`Q_|DBXVW3{$y
zzH~Ex=}n(s3U4!uFpy+WzDbeKgDoosG`ZO}l)_G{>bD))Ai1PoxehjIZ%e6w9YNml
zah+_5R81W)m5gPz$9)Cvb@g>kDTsBocR~Lb5EB#gK6!|g2PZVe5GPmMhYejgjIB+5
zdw=ctS!beA+K_l6#$}ku@-C8wS~ZVs_oI|}fXX{>Fz7-IU*(JlX!8;{H5;`BgACWS
z!)vBIer#lsM78(2U`Ls4)w_|8{Iqb2!?6aN<PV1)83-8A0RHEanJobI>c-ta#}v3p
z8&t?ALlKe8mLNX9Aj#2wH;A2m$4&-bxG{{Yf70gb)ICZ9YFzXxs|6bbW8~tQ>jpaR
zMmn`P1{nQ==b~B1B}Yzpcm4HCalr&Y<PLoe)EyaGe2_@|ax}!4%DXSGUe$J8{E|s+
zcs|5*MG-Lj{<!<i{e~k3-{@uW8DG{CPehuX;Fy1`cNq&M;N31PKWU@;L-N80>kERK
z*oh*y<24k{Yif3CL7YoJkhXBxD<>%ctUv!8Wh-&M-fA-$^={Vbxuha;6bY6U2yNyJ
z>zI@i14Wx1{vA+HbnR)7kCC-VUkSNtwtx?)D4Sb|-RZ>}p#iSnqFHtM9Ob(*MP9Z>
zO-;NJChY1wI{F=2%iW{>Z-H)ov4B=H0<@#E@#t{ej}U!!op!Nd)NR?7Y@d@2cTw(`
zQ`0`pl@`D9x6|!f!3a?t6p;__Zs$av)0tSLT#YznFitiuNZ)>?O?PjYp8%WXaz6p-
z`0<0lyy4T2Rbbbea|81Cqc3Pb-M#(dV1Nlld7ICJR*Y@HDEvo-9SS6Nt>^n7QE)Jl
zy_Pw)D>U!H(1m(z+pa<Lnw6kZMVl%8Dhg{yB-nOVy-&C~uG+n}_R2;M3Ut3x$UxAS
zqL&R0JMbH92cw`X8Ra;?ycccTl-SVpO|R&f+oC#tl|&U{yrgK|s?vk%x8SblFS#Xq
zT{lj;5Ut4G@w(3bv71tT)|+cP41Zp}Z^^O#b=5~_@pKp>H=rW@<GsDhB9*TDT(^Kc
zSw=rgqcD)o1%^e5i+5)K+nF_C%xXB>fn&NrS?4HkiG-|qrD^rX;to7ZwBg}waTkhQ
z(heeO$Ty{#U()3XXXSFv09C4JiD6bL=kvoqD6GvDU724r+{38sfvuO7HUTnyR27h1
zcc;_@D={LBs4KMtEg)BhZxP)rZ*+y`7{Up)ZwCYWhSL?wejI-7U-j6Fr%#F1X1=FW
z5OaS1mf<gXP0_R>!{P8$ULa1J*y)kRh=e)dMoIpTLiU}G>Pin^7FhW{*!T8_42edm
zxuot`wn8W<F*iVo+{)RIIiJVj<f9B5u+D>Q$LV0Bc?_h4%-^4HwQXsMtUKGaHR^9(
zJ^1W0?Ivas{5P#<T?2=@6wW@4DlR<bhYzMzy#nL^$#CfJb^TW{X`6!lCh92LH8HD=
zEW<CyUOr0eZ(ajqsIxHr(N0m<UIbic#OxmST(W1i^EOhnvXwr;mfN+~iG;Caat83V
z!3Yoya3?*C5*WiR<`6U5m|wnkm%Q74ow59POzWA)*i1wDjXu1d7DO-IRg3f33Jx?F
zI4`q2EGqQ)-5GhmD{pQLnYL&9t`g6R;?W9|KX(luP!zGjF^=&gL#r~}+|VueG5mFx
z4X%ld>J5H?m00Cl0cOHR7ciHG#jD@!x9e<NKAH-TPr4VEN&dQkPMG=AC&UI{PP>%;
z@FSqWUlZp`r|RJ$XHJc^wE;IVC57(}T6wf}z3q?8nqSB2|I$sZ*A+$Cy7}qLYFrlv
zAt{iLd^;v@f{e=J`<9kf@eP2-I-v2w5Nb&<>FDTu^Boh2?Y^+vjb4Mppf55{LQO^j
z<CikBBL@P9e7KWgNG8M1jqnBj23<7uP@LX^V3PE2L;I3xuaz0{3uz1CWGo4gL{=<c
zOt!CDA)m3s8)_2?ylS;yfV-AkR}(dXt{NYE&(M&?>2uczG{lHsWk*gv)2A#hBfy-B
zR?^PZnF0laIXc$iYnU+R1!j#%3Ya6V1c{|CD7YRNK(?^p{Fp#pNQ9u?pYS}??AD@c
zZ}R$zVW6_|lzOyX>f$}Ak#~pWo(qwpsqSXKL@~TwwJY0kd)PG^9wO{P14#K0udx4F
zz6mmlP!H=wUzUBTZLoWHNZiLs8xURHZSwnpyWx_~>1;=e53ypXn02UTU^Dnd4(}y3
zIbI&e`+RZ)T5k}vv~KC7Mio~-S_p!pjCR&W&#G0?TNYyLl9&9$1kXSLX!7@ye6J++
ziY=XqjZ&~`x|nxi@WYTB^YFk1!R^S-q`uVCo(sBisZ3P@R0d3cOG^QBlf>zt-`ncu
z#fh6Jlxzsz0h-r|A2yRS5Snl1kPyPv8JZ8wN5-F5KOq|J`fjKt?~jkVSU!dPAOh4U
zUOrMjl#Q3i;s8`P(ZEU#FE>uG1zoBIv+>}Rb#?dJxHEN+jw~wMFxu>logn{8z785@
z!^r4F+_G7CHfGSkFZDdKM8;hn2x82!MLY%29kqA(^Q0M#s#OdbEJuE#P3}My7XDri
z^BOTw3^mRK;$>L+z4XzlI15+(2mxs{;IM^5Z}{&_s(O(w*p!w1dE7E@UsK{0$PC-^
z_OH5PJm$>B_-%P}bUbP?Xb2Ceb({bh%BM%>e4Iq-GW_z2HQ_wXAPw*r&*c-+Q+5=-
zh?<YIJs;kU70U_&AyMDmPo1bY`GrK~Cod?tA}cufAs;{YMW6X}PP<(`Pj6F9-&i4x
z<u(5CXg_rgO-8P3&6L(QDGXaF2#Emev!bOQ=b3sjL^Sn5e-fYo&p=eq+3sf*=S<4C
zb2YHaH4n=Ua`|xIS>_!DAbAIT0T9QxOs{-{yufrn9GVjkx$Ni^$>C0g_;zzd1fv!d
zoWLuJNIoMZAgWM+>1p=*yNQen(|6F6>y__7griY>&RCaBK`rCx1;~yp0#;%F6<c_?
zzcL&0ejZpRrJvKrJ5WY+dfL6=fA^U0p#^7Ui&gw6@M`&y1TBSL4>1tMU<jL?dC$R<
z+y@168{u$L5#R{ZGP|!;HdW<y#-`EbkKBNb;5Fqhy>>rKHEW0Nh99gYQ>zah$Yl?j
zp5&Mr-P~8|r?b4(2SApwjm%e1B-HSUov=>K_Cnt^^ik)I{0IjP4U&8|T{U&th#N3!
zUpYsXFW20;Ms3h1oLbf%hmLsf_x##p+5SG&l@RK?Dq?i}!WZ3RkM|)qI-N=n3UnU9
zPOqHT6~`4z{))|)XtweHtiS-g4Xy9Legw%e9#Fd>Op07%J+J+2JRXO}Oa7g(vn=dB
zRkH8V<r272T+cmpsnuniHX-jM#REd@stL{2%U4n4$v+)ekj;aQ$taM#W-j%=@Opu`
zbI?_qP?}6u`5fC6y7Q5g3^*r(2v6F$$1;o=;sW`)(N+FWo?O)_^<V*5Gbx{@p;PPr
zbzgGQdIjbuOCZ{vmte*u!9Y{d^l9W1GaL{`n;L#IBLzVu&`xr>Y(nA9`0x0T;!@kT
z*1<A_yFQ7>O(S8)U+KpTbxePKSu&s?0xBxrYAE(rt+wc7);mxSt84mu|2kHE??_%e
zsRUOqw?H;E)movczUu4WEKk9tBqU6w=ylCL`)Ui#&Iq;?U)$0~@lHq3&l3ctzq%{Y
z+}7Z6)`;c7d~uo^M7Nt{A%GH6u}XUWlH~)JcW$NM{%E-LZV$+vd*y2emi=zb+}%VQ
z&3t~b(QexkuWw~Ll@`eGY=VwlU+1odDZ(>FW&5{+8f6+y&HMKWucRfVR!5131<GbG
zJtg_6`9brPoJl<|%5QmZ$1DLGI1_is%2?y~nMqH>Tr5DMa&BrqqJA%lm|GAQGT-P2
zi?DaeKkSiH|6w!s54ij5MO<~bNpV5nWn{OWDRY6(PG)46-P%NKg<x2bxwgH#Zo}06
znST57i+OD5rN0F<1@@e!l`K827sX^0;<1=)g!(tfa3D7WlC*x3g(rUKwIKlcygQYC
zA2(QUTQG4~TIvl>+=Gf_>vqB3Qr_bG&YpODW3lrOtoE2-4CO-Ki)oX`Y4Lc0uSDl7
zu_j|rX_Wb>A~EqSIdOkjSe{f+l-qbS{7-8#$0?36#Z5a2LsWCaH6}`vPvh)DpM>OT
zx(+<{9G5em_%UFU7#;@l2QHHl3d;$Q_b4>)?zRA`cDF4mg?smI=^U)?Fa0J<2jKDV
zO=@O3kE45DiRM2yb4^;t3^M6tVYL8!!o{b*4gxW;8P4uMa4o+7I*qR`gygnOGjP_a
z7}^c1LC)*v_3x@aLJG+J5@`TcC3mo<MU~kY7x?oab^C(&h*u~Xea0CFWD-lK-~rRb
z?;<z`E?%&IXTpbWvsh+ZAE=SLP(Pymz|3%d^xN0WtTdUrFu7!?+@ntRBpM`vC;XS>
zeEovKKJ<8k*%(46Y%Q8<Xfx#1{Rqsexm4a3Wrna=W|`lo?qP6OjpVa40m@J%*SZD^
z6naxD^RM)q2|nV6G6&CZebJNO*;3g4bd}qNB0!YF_jV0iY})T7`y+u5X5znQQj=6i
z_SyNLrczf9R;ZaN{TYiTCcc{Bk@Ykw&RZNx3uw*;6JB48ZCteD`#)UNu3eXfgPt16
zPo-cg=QrH^i%sTPXjPwiinqQoGZg4UKsbrlYiq6zcUHx4IyJfN`5Yz{f9IE*Ah7J_
zAqs4QpuJ4)b^gkSezcy}w%!C_eT285fE~y6eSF+&3NuZP$i&#UpVUgQ$aJi!j+eMK
z9HynNuJXmy-Wbk?Qgqi5Vvx8jAJZ%_#0$s+E1!hYbsXem$+_J(#W{h@oTnF@nBhz%
zy1=D<WBQoSoKjvlOr(b$H_8GqFWWM^F#dT8=1krbU?UuCN&fWs6Og0zUz|RFd_61I
zC(>-uY9Ex{CBvGr%K#J!5Mbz)1safBFoU##wRUnDLcndU)UyWf=A5k(fgimagFnD2
z^M9d01}rq-a(DVZ-)wmucKOW~$fJPkC>q_Gh+Hh}rGemXHS?Md!!|zc(9f(UDR=`K
zE$)L<uevHoa&Xx346Hd-7bK$=b%3ng-io(+9R55N?|8U7<k@4a*OjzfPT}$@nesD+
z0*!Wj_qyhih*ydWUEOh(Ph`V8|CZ0bAmhc>5hA#I=4FHm2Ej$W>;9@oGL~}9L%_n8
zqx4}M{|-|a;HHq|ErGICf$6y{d0Lp$o_BsM{sTm$g_bSHXoTIj2s~*tkc9kbyg_!)
z9R>Mw&HQxUKc{o(VoGxlPgh9_M~&ZG%G#IdX8b(p^+N9M!SQh5YhKBL_<ebPsW%U$
zHzW@dKM0GH#jzrx2vw7j$3aVUnjnnA<0dzS>X_ApQ#3~XWD;Pp(N{5v`YLM5z>Rnr
zPDA`0B1>0fOoYVUDrnvQJ4l;qw0vXOUQ%JxveRC2?LV|VK3Qqota&)uzI>zSV?DXW
ztfuP0FgG{ROaNj1P5+VWtB9){iyzqKvI~A|mSGQJ-F%~4+D8sCUo5JanvQRJJBa(4
z>Zw6oL2JLxTWRp74D#`P#&G@um@17e_xF!@Zqv~+f;N>C#w`d_K6?lWN6$ntJH-yR
z(bi;7DxdeWj|Ca12?Ho&D9%vcWkSb~;rg}-129&t3Q-S1;T_bkW~A_OrVMNBT)`kG
z3kZ5Jdk0_qv*mLB4=Br6$bY$1<i2^|3eC;kA)ZTKNTKO1;?!QKh$rvSjOjUXHf{nY
z93DIG+MVt|v8`(&`LT-!HTW1-j!)Igg-sXd361I=!^U|^maW9V?F&~HV;ITeUXgmB
z@Vv3Vx#Bg|oS!=j@)4n_V<&)H(;<#xr~w27pags|)*`t~o^yIJ0Ql2qyI5%Z(2-0*
z^8^yDU`A;{!L4pZ6QFwxC(j;}O>|71cv~01r&d3-e(>k22|U1KTP&wl{!E6k<*8E$
z3^ZUj)oXU&iDXRn`vGn=gO?JUnVWUMCvN8AuN!-O?5D+SfVn@PB0v%T0&s;s&h2-E
z1tat1-JjdEAUHVI=8^Wxcx}foms1>eu)PI7cAV>8$8IZP8`H03YDv@A$Jot&k?J{l
z-zt|N^spK^xm*Aw5yWxn?F9`e4gEr;rrvqx=up+|;_?l)BhieB)OUkOoel_i9yD({
zmDU;TaDCj(aLeghi_vI*OT0gmd2IZ287ECbSwOjj6fRn<{z9cp<~Q%r<=Rd_L9zz3
zej&^WOz|W{s8=v8Hl@p$_1mn~0TF;87h=@P_cHLTlq5B$@7;wF4qTRZMuHC)pfiuL
zhmO?s%H5U10Tc*M9RI8G^5bwp{@-B;f~S82QO?U&zc3_YvIj8^j!D0=gX~2EoLri+
zCO3b_gUlC1k{6hustVG*SBYIHS5Y7EG&^gvP-{FYYeLeYDm&R(-X+)bB!9-Za*d>X
zh{CJ``MD^GT=qy1IX9W!ezjkf)Z&TU-s34ZX3To45<sk&-2r#!C#3MiFAOUzQfiH{
zXWrYk-nB>16qoX(jeY{8&=UiK4>)Sa<rmA9m42fbL0!7jle6uiV`6*+s^zqUhuCq=
zG4PWtM~4QMlThiBm&b?xsWX!q(k6L_s4GkDKGmMbCgQh8KUkGVWtQgVB0hXTo5u$X
zYQ9nErIrBVhi!Z3nM#_#r{^V1Ou8~@hy8V^y)jDz+Bm35Fh(uZ+_tBdMm<X={yG<X
z+Zmg#Kk5Jlbjn)IbZsC@Ck@d)EMV*b`S>FY6-rKmQ?e=UicxS^d$TBy!<K7uzD_B2
zZFPImez98NGNcw+PC_ayuxe&PqE!_J4QE5G18!Hz0*3==mSJO!0L^xgq@$sCWEBRO
zW}%sm+_*^!njIVz`$|*QQx<Ma5}z<Q7((LnaFV(fYN@6MS}sL$9ymqC)p}TiS3`AH
zj5WZ0f9IBiyonAe#405(Zg{-SFpCtvxw<|8b)UKs?D^eTm29Vru!ihWglANgj$<ky
z_-R14{GA4U+dqHKcU4hywOh?iZ?_8-#D8si4)B$<7t)zmUsG1Erb9<`xH)xjjJb6H
zuKw>#sro@26-`hLqDKX;@BaKs4(m2ql=@4gulKe<rK0&6Oq~od`|_uyuE0P8w+ePH
ziPxj)<Zx?9(h2T{EW<O(PUQlLQLV`GD{((2_C+UM;MucepWjhGy7dNz1QC+7FFx)J
zeiUEgy!2~AKl3F_&dMT>+xlxBR9Zf{%1QcS^pRHXmZg+NdS-b!J0_A-m+Q+L1w@*u
zQwsur`JOMX0}vk*8R(82*9+0pbsgQuB(BR%lyA$I?Lq&PCCPZIqW^rug8gxrknuNY
zvYR~v4d7CdNNyqj;bviT&s0c)vj9M?%b#m579^9M)z63|UNPKNuXx9XG*bI4^@^fW
z|7m=f#50W$3*oiu@$UQ?-<%haG)j~7gDq7<sn2CfJvYB}joudQqC&lCDvCySZT#9l
zMJk*21;JXRc;iH|bHhX|*?3OtiMoMnCQP&08gmR(sC>YZ--W>fSTt&7XV-P|r+?i0
z{!f4E8d!O;C`Idk`T6>zua0^>@M(&O$Eg<hg(;}_A)OStYU1}T!|1&Le3ArF0Lv|A
z^Wa1v+T}Lm6Uw{0ZfjDKin>p4mZ$f_God3<WMw5aEDY&WML*tV9VR8a@l0);=ReDT
zq2GAo=@Kt==&}`8<Jox{BX-{Vgnf%<<cqX^FuV<>3iexCU~}q%@)~@~NEYHGtz}UQ
zudgrVSklDr!iLl9Ez=8NYkRH}`pr|kLbtNDe}&E)&~bP5GkUx+iw~hL@r@0bpK}e=
zPxturDFGWko;)@7r976Q29g}lp5rE15|NW3Vld^u=Cj;?YdZqVq^x;o<=EKMcfN~m
zH<#z|I<u(D$g8<MFlgY12?f=&w>lk#N@`rP#O06K>I`-t;fn*AE-@|pt`O{LgF;hM
z<y#X-+x_)!wRwL^p45|<QOHk1wnsaql?;^83{-fg>+i68lh`zzs^=ezD+yA{nw#hE
zqa%iVllt;lAX`EXP*s&&wv$XK!N~SbkifW3g#0f*v(0Qp=*TTUE!(W?d>Z%42ekbZ
zl!+i+{W4-#Ga^h>U={;hjmgq_g803vA77NrCZr%yDbr8OJrYE*x>$S!h3C3=v^q=H
zxX3t1Oo<jybM<Ylxz(BcW@C6B>FU-2f-Lgmf2@Bhe<DSWsdE8?bVqi^QxFoRYOZ7d
z_m4*?V)yqIz&=tMqKX!P&9TdeuT7Z94GW)vY-=}+(7J8{)mU8ABtY;P>4H;m2bUZ6
zA8l@Jp!VC*?{<ekEhnfdkw8QQ!st$c+Nci0^F-dQ_49Lk{mhKl$KGKVRka#^8xoHO
zhmx=_zhk>St(4(j@j6A+4n+jmVL^F06p9K8(1h4HmpqodSo}F<aUdZ5%0t)QZ0+%k
zY3%RyCDg%`loI@3Y``76_kupMV18;FD%}4?q&)RK-zRQkOnsqU=(Q$}C1qs-e7#Xg
zoT!s+)8RYnBct~#hzP!`+2J!6ofL=X+J+V0u9U>BB8K*XIAbO%G(6LBUeU=ZC767p
z^>kUZ1G|bpX>oq0lFN@nwKMIpLFW2CE(G&XLlhI!FCxFQ(H#MB7i#j+J#Nwgly}S6
zfIs>XK$7T_(FL;btv$oq)FQpTEDW(~BH^d=q2X;)SDU4~f0umRzQiQ;$B~!Hn1;)|
z=^xZ{7+q5-9PyDfiC7n8V}+1o72B#4!Sf$&A_GgF^5(*_#`C$CA<l#zu2zt=GCr9C
zPQ>@E(H4iiacEkYJ_m|`>y~P!(|628sjv7P%ce1+XfLP+%QU{U%=xR|IzUJo6DeMp
zABZy$wstOCLtImoXPU<sVVuvt>emA2OtYXQ>yfEO=G0<T9{sIEQA{cNxgJCjz><>c
ze>dT{b{$vDrvD~S;B922CUBZ9ajat>gb|tDLALRiDT7@AO;t_{u$YHl_OU1+!-1p=
zre$nmfjR~PRg-3r$oNd{QK8q8*X-j)yOV+4?o1AFy%=z0?eZA_rit$$XW3hE=j48I
zhUxhp+FjfC-%%$GWUzKVWjQG*66-~DLs@%&=6`*1=kOR64(3!kY3roQ0-q>4)%DaX
z)HXL6!V~yeL}A7ZnS6DAgHz>5OqQbgA#$Y5B@^0+z<O|kCr2kXy!LbLO4(D?nMC*k
zr8LS81C6A<Uhe(ntM=MdOr3}tQij=xzpk~whac_`s}^$baB%x&cgLItt*TMSCi;DJ
z`f&(E8*kscm9<fMZZjq4w>o6CCR51SLj_of<w^MrkkX%4#hmiofbo2AXFt8ZXdH%F
z@FzD{CxpL|8Tb~wBcYI<ZTA}_Ya~&N59|0jAeL)UJ|eSvyY)5DetyEfI-ysbJ`FnJ
z3ZWG*;zCrm7gQ2AFEMtgiv8|&%V7QdZBHLM16#Q~K8U54XA^<UjO4;r)Lyae8VQyN
z|A6}zw9ri#`c}@()d5K<Sq^EZz6J6^RNr~P=GEqxN58AUek9qRCWqN@PKz4yYXd-G
zk)aSal6jQa4Y<48q<-FpqP@9cw64Ire5maeG_fBPjK|>hYiY6Po^pWft0&srdK#F(
znTvKSrze+NTaqHbl;Mc{A-TK!5gPI0b6oqZXl{2z28^I;x?d?o-^1v>CI;V?7-78^
zLhJNcQMjlC>VMVm31JOLO|sfew@YEXdO0U+KF_ty4EzyS%+z<}LXa7i)r3H}06pD3
z24%y>W}Vc)_)E2F0D3K;(>`a|U(=?)=zs6!X24tn#E?UxDDxju*7Ip7=ZT?kJ;1yp
zQLOZHoXTa~;SZtd8CnjgYKNA+z0FrvgCHWz?Kg`xe&3LR#gp-8ia5EJVL+0+!9b_~
zBMA%A%oQANT(rQ8C5;|s2<x-=nB+pcz^AZWr+zdp#({xKB_gbClhqBA9e3PcP*MLj
zU2$cHcFpF;OvH_KZ?Y6!UU_>4;($F?w(kL=o^J(D05Yzz>76KwbHj-fN%eIiWUH;}
z^%Lw3OS<-;K_%_*W_z2HpU|xoSBB{%^WtHH)hs1&&v_90O<87sRwR}eAO9A7eKj!c
zXg$iOej-Zkmei3m>ntbpp10^HOL}J?YOYxhc8WP!8lyc!sNircCG7Tgv!%X(r1NlV
zBuK6U|MAl~T8^H<=w$8th)80`Ty?kpbC{42GPPsk^zQv4)Uzv1;`E@?=&9d%DL|6R
zZ9Hp_&C`}k1Smna^k=f<>4tt?*En64m-si3^Fc2!0)`K4#md<{maHE-G2p~(zidrX
zQ29GoOz8RMYx*2F-QF{D8=u~2s1fF*TTKxuh1%%>JWcRr;o)!%06GW5*=k5gK>dx5
zoy!J%#M2BdhZvxPmY><v0tVFc1I?g{YPHEQl7TO0H4xB1kMI}p{ahs1ZK9>Q-Jq9%
zNVHLY)*r!x{X*U1aH(BHuOd>Kj!2C`wPSdwdCbm_Eg2Zd6R)joCJB&Q@E0fs22x<W
zn(w(V^M=D^TwxE2Jd>ercicc0pIU)jVv56j<2)=^sbKY!fUP$SYV*`l^7UtIr1Ki0
z^>7G$O<3-p63kNXi<!vUb4YF}wozpFUi3)TwE7oaKa1#InJ{2)H=KKZDm>>we_3*q
zY7z5iS*VuU=f#qf^t;QR9mnkuLOja`%r;_6ZS>sEPX4#wGS`&IoY-^zA|N{wLPE1#
zK0~S`aLc%iN_z*B@9*l5Y4~L<?}yUj7ob~tr5s$P{M8zIdZlg9&>*`{;D*eq0$PDO
zPIFZXaqT;<i+HcvJeiML^6o8<XX}81U&Vzblpo}eX2WjC$Dv!|2bKe}HxV3fjupm<
zCdR%%8~$x+@<v%*{m_j~I?@>FM+ie>|EZc%LD|#{*hqOB+_F&O!w4(MT~!hmukFcT
z4y{zRC`--#o#t+>*;&nqORU+=&DMZjvI?(7Q+Jt83wN#=6rak9%uiNUjGo~!V<ZH1
z0cK2>dyo?YQ#CBD*W`&Bnoh1xN@l~(6|bByBJTejHaw(apx>A$bC)M@p$a6tiFaZx
z1d;~dTNfY5JrP2gpL=6hB7jy^#_7R@h$I8KBrtm&A*_6eA=rc?%dc?J;?$(AzBi~Z
z=;CIe;EBD!bwZ;Ip(ncq@qp=EV1Q<0l_N1C>{>%b?e7C<bq)&6kAC*ak6<DksSvI9
z?zf$qoSknG?SU5EoK09W#ox?;#4w3cA0N*)0L&*qT7`0T9@(SWAM8qGRbk)k23ah~
zXup+RY_@f*^L>tsc+AbA_!<Bi{C!SZ+K0!~ldm{()C5atE>8N{Ei_jdnVgFop(DG(
zS&SZWGNPEXaVPTpjlzOOGAx7<-*VZF&Q^k3{(kj+eSI<Q;>NfdOOBLeym*<3SL5Q*
z($Hpik%HxrSa<dt2TgMUB$erA2^`2OmFcp~X?{I*B70f+5D|;}B)z9@^^=4*WF=WE
z$?0`BbY}FO5kdF0Ef(C%0W&zRiBoiW<2zoF@k2Iht{$N^OFLV{UOsH3>$dEV#3!ig
zDkO^(Y4<Uy2@_tcC6e1t%K-e5EKXU7H+$l8AZVoJkeX7mYca;?x3Ewb2CMq|!l2N=
zKo=;WMDaWw6nh>TmknY+r0`h+57(j{tnTiT?oVYOH8rn&xZQy0>}_FeWA0{z2Hn56
z`f{IjX#lh+kJZfdc5zZDhcmmnj6I$2OusWDZYS*%C(5<uu5yrvImpwc<im24R)IPM
zCMx11je5@)H8&;H+*+xID!X*<)FccqJ0rb4(6T1^c3NL)-B{IxfPfHFV`b9EzJ^!d
zl*1s$cUk7YccXzMS;5iWUzV&H_-qqA^_<-;3_;CbUwE-F21}4CO4NGX`zC7(y4%@Y
zu!Kf~Dru*6WT~QrL(cL^x=(+9GAqfGNH!qfH;P2|H8XH`pyNv42{Zn(8ujN-2|<~W
zvtDjqw7Q>!)Ajaw3{4Ol$-sT(`}sOjk=Xb>hHiyHZOO(Oh9T(k`_4cVx4npTOm<Ru
zu?y=lkNT${0}cYBcdo|gd+Vkt)#vrb{pVe?iP)FFKf0X+D_xt&6O&bGg9l!Xl>h01
zXrct_xINRF0JcG4kjvU{W^rYXrN+*3&OUWPpI;;^-DH7UMw5Jql>CaXzkdW~I4Iat
znRqSMF#WAg{NAk$M8HP!@@1FtM_l%&%6IO&yLUbbbt;AntJVS6adWypq#3FP_B;`L
zPZw(VzN*z9;gB0UYCIup8qZG~fO>8b7<3vEV->G>jVIe$*kW1iO1(R``|}GUG-<>I
z3l5*IW#@j|!-zJrN0rFU0Nl*kWDat}UP~l<ei4@H{QM%&G`3#PynDxT>3j~B$w@D>
zP;L>VUGjMO{Cpj%x>T#9dbg1=`BNsrn!8h<8l?_K;KUP@9Ys}FMu1OPZCMdJ-vGH-
z`09``U9Y1kM2@=T`J%kGrka~$TnG8$!<K)WiWTIH{&SoIO6sm0-?W?zOR$`PJKd7`
zlV^S!;=Oq)kS&SN1XTf@60Oxma(~5ySXeb?GLD1Qck-)84Y6cUqmo1kuybz>^vjqV
zmiFEX{DBTJZ|3A&1|$$-6m^x_R!(-m`Ex4V>1ZJ>C+v*Hw@tX?3Q;7ScV0U?mcdR-
zv=VFvl7`=%S*<)<9_<+%+{k?nGUBSbs5rvt+DRCxBO)d;+2rZIKRYa1-VkGZEN&UQ
z-+8C3S8k41QQ7EG#P=CC^3kkTA;9Rk@?pncoKiE0hf<Twj<cY22j!R)UQ1Twv=!%$
zUO<UZ<_`wJ9_Z2XJ?`br^8SV5M3_G6%6i|9qw{_SsnjfQugB*+88_XnL9=8`vZI{)
z36Ej7yfn~z4E#OT_Z?hsCQKP#0Wye>V(Xl)n*pTQ@s{!36Hr9<<DUfP+{)0V9<U9a
zyir!ZZkR=X_UQdcjkGu;)mxV>Ftg$T+*kb%H&T9_l=XT*X!PUB1)G#W=M;694huZP
z!YeMooN$0C+w13DQ<7F3c0<W8!^S~2VDN-s^*a%t9JmbX8H4tt4t90Rm9-k?x(X&i
zSDnG=ZmP8y@bOia=}68E^<OJ;`ba-E0IbRH@Tqvxo&J}dRH_<Kz@b~oVI+XJ>Mz<r
ze>GqK;h8*qQ|_o<!!*0w;=EUFqw&Nv9#=&#gETa}j5WOXc|X>1oD;d{ott^L3l`Gv
z2GO`Y)x$vOfeqG`?WC~*S@t?vmFdCL)(6od)Vg|iIma37-QBu?0tJBv!2BM9vJ(kd
zIn!~k2n-Jl&B%*?j?*PsT(B9dr5thQr1dWn;DS|ynS@&#D-6a1--p%1v<w>?6O)_p
z?+oSI8`HR5;U19qE?6yBCRu3ip!26N^Y3-c{UTYL?3%k7dRtKgJWm&snz)ynoOe#+
zhV$C=n~Of;j+-hpY8nfh%E%uO<CR8NF9<vPdjvgSi4B-&gz4y6Lk8YuD(|>Z5F+yP
zcP?K0e=+GrwQML-x=n%IUIdiRs}sp^B8H`M>VFfXgTR5zO<~TCDQ!TRz9-n6_U?K%
z=WCNTCP6Veo4IjI%UQjue%Za_Pr~yl=oV*AoTCVAW#yZKYyZ!FYe<yL8?P+876dwe
zjK?4zd9JQxG);MIUs|TA;v`gC?{R>V@T2}z7JnK`l<SlCOr(Rh+>5v}9S$OL7IKV0
zert4Jg#pr|vy=<*<Ym#?%>@dWWnSXQ2CZt(asynjHv5Lm&FFc!CWRK)FSI&{a=3O<
zP#JJ%^mNluSN~xiWda4jLaP?n&*<pmw`8Ip)$w{=A^j>^6^{vV)icVUCTezINqyUf
zri_WGpLdfWzU5wXQ;Vl9W<5yVe@>JPfuOu$p?GRrqX87yK*TQ=E=>!n6dAp<@}qwB
zPp;(^+SK&4&<9?I<VAp6Ap^aTnRm{LfdCj1Q@m?;%&|e&(fGPnKm3g6*rKb>dy@d%
z+WD16k_33W(iH`f1S1wUPeI_Ut3|9GNiEhz4zI)voiH=w{!la0evvKtRx_V702lXo
z@tFzVO4HgZEZ619(bm`Vjm<Hppc!Z8K#YWKTjs!!A7FDR84*1+aJv=SKwKk~;0Cq<
zSCMyDSt4ABM~`fN=x9zpgY@nu<wb`4?6oH@)EeQ8G(WdUHDmU|+fL|u>m({8sRPIY
zAEeJ`q~NXYi#3RR;3x!>y~45!Ll?M1=+WvBA}ZUyl(XVX<Y6VY=m5LBft%Um)bF}>
zEDg~u!pTAZ=#EbJ_JiKM1aj#{t3%7&+~(NI?(9`MQ6ZqT?w~vg-NJbqxA}=*c2R{C
z+uShV&mWr~Y#9?~u}pb9tn3jUkY(Rmq5u_Ty4|m{HkvURLQ>{~`Pd>KdtX7w@pdEC
zB3cxD6GV><T|r8&LtAWPkurVRMCMWG7WzMDALxli7j{IeXi-QOm}z{CiCYL$jR<Dh
z#W1z_Ff~yG?MXGHe9&i<L{qi0jpRWg#<=W<&MeW;9-?+(Bi{%#nesjIj|-DANXg`0
zp}mtc_zHr@!!dD6gm}BqKko-|X)8WSDP>qJFUV1~W5B<09+KefRAqv(C8+@v>x5+}
zZ%zVyfEkQQ=J%F>S_rn#+1WBPNF76xu+*fceAM+U0TT&9nP~2~aWEcd{&V7JRiy`T
zDQ0=dL;1+uXECB^9doK2njn`8n{Un=Y0KXFKZys#cUYOu2gu>z<hEyDK8e4yTbF_I
zQXl_G!C**AhDhC6-#Qn<swz~%%`^a_1bJ{Gs?#Lh!8nWuUGB!Tv8toK*{SbVTzd*P
z7eZ8ydkUf?Lzj!1os<pKxeX73Zj;UJd%ckFdX5mVIH0{c(KDeN#9|j>rQZI-2^0$)
zovRzbc5r45!eSfb9)Vtr>*EE#<QX7MHpwLhmMsX#Lla{0*C>eE73LhYPAid|9c<|2
z0*teaR8zKJ^&gUx=im&}MZT}{`d@=O6;Xga!#K=|xVnoTDC}0?e<q8HL!LXhzyM_Z
zq0gglZ7S}9lH+WwJ1|wsrNHcT)g-Uw_9X{b7ftpbkyXu}^pYSF+S$)Sfq~5gs*5G;
zfi%JZaVoTqYt2Oy1y(jSsDzqwn;l_z(e76kh=`@ia=Qfsgw<S7X>NX>4-sNUqya>P
zaqvtpFYeg<)tgczMC|Whr&&V;`vkC!{jrhwQfJ<%ejl3x%n8Y+BhK92O4S{NYsdoA
z`u+4z!_A<)Bx9TQ!!$za^$j~NEK^HXB-*WSn^_0V@cY#-+_2!4p%Keh*VDugj`zNQ
zpAkVe1~nQL6(+8Z#j<OP<m}NjoFNyF!clW|B1iJ-h3;sOA!lff<Zul@!75n$MhU`t
zAwRLo2To8ki_ZA(S5hbcMuQ=)0SF60EHfcsk-JawdrP=5EH?nuj?cvQxL5EcRi~Dw
z-e!%w(*-(DsTa9qw)Q3tes?qgq+(!DZ9Q?vT|QiwwT%>E0#RbZ%&P=%EG-SBezw<R
z!uQBd%3HAVd4d;_4$%EXTVw5>yb#7~07(lbMJ_yc7R#G|-#e_G($Z@NO<qO*t~!9m
z4?tOQ_d!TBFid1qG*L-|5Ha6aDy*xltP7w8BX=gn1O|0J8)6-b^$&P*y*a_HZt=cr
zCVkZ1iumJR&~cdXX#c}FZkxBzQGF$wV&v@Rr#K}#QfK)CU~egQ)np~++1c_KtgGft
z`>&RkrDia$b4H=g%tQ+Y2M*>7dDI&zEow?J(cIXuvETu8iJ|k{<F1g#1}F;pT=4A+
zdgC8x$rLz6F18kBZtm=0tXV(zZ@y#v@YHUUH#pJq7JYA4Lv@G>S(sl>^;w0OQC0&f
z$=hC|Wj>Fip^B+HorCL@72F1G3toPyNh44>acR`tJu@5IWSATg3MgGB;DI)=#v~l&
z8Oye@aL>Z$kGQsH7K8=6lZ7%~^gbwI=Xxoh9WGxS27A)#ZKuFEu|H8j$5Pj=b~)66
zkRL6VO||D{I_d1O<|fRq8ya_Mc2ywSYVn?TR8Lj9O*Y9%5Y0g(fx=t}@U(^HW;|2l
z1b6(*Z2GcJX0r@Ggq3?mJ~8Qrlc*XSsVb+e%3mzXg%}f<BSBbZ{%+4_r@dMwOP=pl
zT;N1V*Xa7cg2L#IIT#iO?#I99Jd{nT5ciKUfVfDKzCdx2T$}$;I!Y9k*ShI2|G(#&
z7q3iyjZtT)YIvJmPB8Ayk8P|L-_e^@KM?k`w^_jgQdWUxF%(4x?j%7LF3S&2*2Rmk
zHVfR=PO~7EY*l$N!&M6i2^!wOfUP<})M;}5%^eFFgLfhFCS5VVyx>Y)8vMnW|8%7;
z9=JTCAgIB;Qo^20|0x2-OEmiDITYgK!@J5Q(G5Ut7+k=3(3Q$0OzDKUk<*wSY!=*?
z0LM5cYTn5D83X#^wpQlmz8Nz^D)o||K&1%&^!G`6EhlC#IlI^Fd<a?Do#UE*J`|Ji
zMn)G1wgV|Lg;au~zJ6O?Q6Fh;PJ##x(j%?9>QsVbgL6~>2v&}o#!f!CxML;~S#xoD
z`+->PMmjKXC_Qr31%eU{gg~Zi!ZlYnXQB?!|7*_~4>W>5f-!{{JU@pggg(5T+JNlB
z-z1pt&3?KcewQAoN-g-Y)1YyegaW723qWd8(IIAT0CvLN&2YfnGyZg?v^bBS#73Xc
z?~gu8t*j@$ekm`HSyEEM`<nf*Fj6mILEn6oVdazU+47@DB?Hk-Sc{y9F?LR>DN-cv
z<C6o1A!{%<fnE(K7o#gya*W%U5b@{F9Mp5sE&Z|7akd#B!k-o81?XsS+(FMc!6Co7
zL&}gML3+w(YvEuVnfSGMU??`(D#-cPt>@St>b5)eo5Scz;V`?bh}FfM;1;pX4$eVJ
z3VZ2i{aynD<lTh^a2+n=tfxX&MN!K@3U@Xw(>2Feaj+i!_TUQHlp<Q&b+537Fou3e
zGIeHd2ji<}1rQs1PPWl~&A=clgRN37{a3HhE85R>7vA@CHSN{(x5UzVEI7COe3wHN
zamtN-x%pxs<()%lZvK48Kd*J-b@sl=`%mC8D{u0i17&=njHTA^W_7rDFNh5|rR7;o
zNJEvrjSxgMohaNKgO?R&8tVe>6^H3C-+Hk!qfVL!u!TAS4jP~HstgXLAckd*pRlmw
z(n2c>&c}Uh%ML<377s|qg(*>(lsqFKb+0|0ns|?t7Afm)tMaJquqVA8Dpc}ZRrxYT
z@`^UA85ho&-~l;ie9g)Rc^M5Il9IY_@>KrM{^)*h<zG2f-oM}}(WOO-yjb$V2aae#
z>iDL+^LaksOQ!|*dHXazQ?v&A`49J)Via`^4PPdm;)UcQIW3QTJNUfoxX;*ilvFse
zJwXUsj}!$9{t(CNV0+<UQ04mI4<;YnJb=Kp1CD4T5m|3{vy+@_1^#d$#qX1TuV})D
z8hgFlYH)qEm9W7OTD#<@jLq$Ffv0cr`yyaY|93RjmAXOI@1k|N8%72;(M@Do3q+@Z
z(-9!oVx_W=uCyxj!?ii5?lg>yD(`=n<)k>?9(W*6{_KG2AlKzWnye~7&J1$fBURV5
z+&H{s&p`F|nWhU7@i9+5O|u9Yo*_x0+ind!EQgKToeZI6SiAwAvM_=h7PCK(eeeEG
zuO%pQ%X{Y#K6z<;aj*#N@db=pk^GBhRv5GrNxEO1{JH%3v}5$n<Hd_$qCkr%eMu86
z$wo#3mO#Wc(Fk;lc0tC6HSZT;8Y#RGumck$KDfF9FFuYzwZo3|iN^$(m~7T?W?;Ey
z4=E`-Z=GP$Z&8hvm2qusY`oi+*ZUF)qhD6L?Y_<Q-YEtU=jZOeN8ixNh3&Mz_sD)#
zlUXd&{g&H4>LQug3uU#in=PN7CYyjA_zb+~2^xp_&fA~wYNHzav@WgJ)kBC`pgF!@
z4qm9Kid1#e(o1Nlf7yH`;QN!}MhoszSZQ~eoSfXW8o^Oz(v3ASJ#9Ku_3mG-HUOM%
z4!?fD%=$ZVk`BXOs7>i&Ai>%e7IB5#pj#?3z_UshTkEkskBn~~@{t~T8APYb$~%Wv
zZ;TFMg5i(E)tgcX637M6MlwA>nZ6=(z9W6~$6$C_=28KGBDoqDf}BL6K*9c!pATcn
z@#UW?(+OrDho!I&olsm2tacyt3_1{+_RIzAhd0VF9GK_}bDKb18K(5DA(mKhd2jYO
z%qaMyJLV9^SE$CUX4A0z{9mdJP+ltc<+M%u4q{NV$~OI-(sSM|Z=|_Ol>K@v@qmTv
z451av<K9Ui0^J2^7nfB=0zi&Lm>zW046tv{-RoTz8(%A1)B&V;B#4l+DA%7@XvqK$
zDuVW26<bP&44bvNPs<Isp%VQa8ij#0Xq`AHY|A8tcgC?=vrwU-;mC;-rjx?i@W-bL
z{Lc?yl6Og@Na-MGTwHcMp5o`YIo?+cCAM;I^|~zPL!7zLP0-VdjI@T}piao%*H>=a
zY?2`EnMoA(?qPeR@Nj%PN39g8KJP++lM1WI4o2Vpl9DA1TZBlh&#f>EEsCnRow*L!
zz$8KZT3GDt+yM(WT{epFAYGk#>|oS?q6@|fnVIZnjFS%8zsK072rn0g8Cw?eCxn@+
z9%#|6UkngN?{LmYGZCmt9kzY#I@&JecrJIVC{iYXAinD?k_+#s9Y!<sQC?iCeWeGm
z0hshMPq<f%Ra+6}9Z3ng0L*v^X@>6eEaOLLL-=rbHz=sY4^mWb`^3S3Qw=3Ad{NlP
zh*aTD@r!oDz%C)dsw1d`3IGyCF$1I*)O2wV8t443`MEup(+}M6heHyC39evdhOn@O
ze`c3dnf~@)42<KazpFk8{P9qWUt$GAydQZ*bXyS+(x^c)Fz2f|-k=l%PUzP|g))$d
zd3)Zt6q86GeJjnHR}v)i^?(#^Ib8;&>x8XX7eZ+LxBjxWb>k3#xoG&`-*Evi=!N3z
z8%rq>fYW~cFX@?#1JMwIgxHWD?0AM7iXbdM4>N-dI2J#~g1q?PDS_n(1~+@C))qzN
zmVa+R9c;(#V_45H>APZFFF{?C#H|2c&Y9_<TZ9S~BfhR^ZKKBCek=p%rbwWvq8f8<
z>|bKgcR7Z^K+C2J{Hp?9Jdy5yPaxw}gQ`Lelx^wy47y<d)PmE3^HNkK_$CS>Wx{=6
z7SBM|Nd`1-9k&2ryb5Fkf}a~K!8zO2sXh@%hcS?hks_zw3VjrVtxOb?AQ)r8NPrah
zLq&ZGoUMU~h*L8{D`|{sQwvCA9q2~J;2EFWNi>oIB#0|KnDPB@S4hU~zT+${K7Gg~
z^)^5h&8}!HFW&~MDlX3b)uRS%JPSl9V0j+PR=$$H#wvux5lG7oyMpm|@@V$8Fg73~
z1G^*wT8lW%nyn2yUem-kPN04B78;CRIuA+_K>}p~40O}bp>;rlxY;-8O3Q8=4QyNS
zWfahHXYU5S7lE|;k3pF47J;f^MOiS+0+I(XGLprc<UjWh#iVCs5_`7Bg#a-fAt42-
zh6d6%MATaN((mKtWbO+74MzRz*B66X3_xoO;?Nfz%-0Of#V#`BhSAYChbgK5&k!t#
z!n6Uc%D2#?`f0Em>$!J`PADjr`XBy#`d3i=rLJ%RO-)e2FU1U^umYHU<}!c+8G$qg
z{XrOvKvka3-hRhjD>b4}a+mY)=LQ7)-F5y1R0d*l`VaySMl=Fd>8fhA#cW9fH*~N)
z=)X(!`7rv-yPz|(@*ceOA&g)G8z~uzUL!P;4CNJVIcjd$4`|@OLA;bPdi9YT_XP$$
zBTauzE8?j=l#+5nd~QJrB8SmOZv|ltiJRc#LLi6`zj?V3A#qf}q;P2rd1|&ZPN>tv
zeNa8{zMGCQHNFd97nD&(HxP)KvrPs#Rk7*7S-65*vVeCHj1hmtD_)MrII7Jlp0DgE
zK{bZd2cm32nHfDq&$Zi4_qTHYO=kijmNi6M&sIu>jF+C#(sPsA4{Wy!K2AkGoD^|)
zy}bt8fu3i<oaP(sMILTX)eH=xfBjPUcUEb)x|dJ?VCY%~oe~WCJ~r;R()c5H6A&ga
z%Zv?Z-&k-NmIY0#f4ctZk|zo=vl6m-Gdohk=iF05Q2G|T76Fc4bosVm=lXciaW1xh
zqZx^sTlqHXwd57*e4}FzPr#L86s;5u;B-3pbS>NG;M>Mv2A|UkJoc4b*z3>#4gYlC
zv2<C$V&?z9n-hV8hJyrcnxl~y_@9f5F{!DkFS~jC1Lx*+m9oWWcYhPE8j+)b18#q@
zF$C?0o=-*)VxS&@Efb8F+PsR2ir~EDGWPadZ_9N<LBlsB*4Ex$*4EbcVi^|~cb1%+
z{yxwRoc25qk|Jyo4pJnT`b1BF!FcC&vFPzmhcty#CkT8LNb21037Qssj!WVLS<lG8
z{A`uWTMn%X8BWsO`{K&V;h*yiT~hze95@gaYho=rRL=ey{yPTRfLlJvyR-4U3kp6H
zR73wO^MOx7*f;0<FU-x&FCJb-Q-=QQBLUKOy7-l4z^XbrXwdPfswD8~y%Y_oo&HWD
zFFH2=f-lI}I8%#GE{I`eKd8rH{Ne?QNp+esnR&OFs)k1Jr%#_~4yP9uZ~zRn{SSS{
zykQj;6(O;aFTaM7roCtB`d~iWPYKF{JZ=l3-EywZx~Qb&dpDU;RO6C2Hn<nShK~z~
zi{$`XmyLmAZ_g0$(!Qryg1$espj9m`lwjHS_iw@Id@dVGO6mNt%C-|M|A(7p)9)de
zhWN1r4`U+$??NDf^jIOBc*~c?r%)+92(*KzcHa>s=+!mM`REb-d-lH#E~;#hHT{Gx
zByJ%X6yJpLs#`+(kUV??WJp|QX!!~TxD=?t$gzCGScYA2KIJ6g$FIQEeL?^nH2v6B
zGo!`=w=;c69Q5Dq;I}*^2nPKdFB>l?_@FpTW8wV2zT~?hJ{_@k3JkEavO4no@9FeQ
z4Bm2QgmHz?qw&{LFaWg1e8j<*1_u-{GBXpV&51_$8fN@(e+L2nbwT$3%GfF>D3}W_
zH<+YI&(6WoPNVYtyUU7%IQr6$|M@W0A*Fo$n9uWQ<-pYI-@)-{jy$s4v)W6^+?;7R
zu;+-%6Ms1H;(tCGMQ}}&p#R?g|C))YHWDzSnS|qQ8C;O^uQw|U`~O`3zqd(YYFns)
z3hv*6`<#sZ6MgVI(F;&{fnU^(Re}Frf`nX@12_bcMI2g5s_yP?k*oE@<Lli@mi7nG
zsE?^O?fKHwM85Vj`UfrO4sk{c2FPzxiC?Y+gBh9)IjgIyoH4==m*YA2A<ZtECLjYk
z_;=5p;zDoVfk>W?F!@Agddg^%_1<_-&{!6b9P(vebU9j$<oW4`4-Ev)_hu8bAe$7R
zz;(&9WQ9aTU`<R-nScU5)8b|u8@uK`;&HY?<s@;0F3JYb`t0%fu038xf~*ZyAY-vo
z8ZV^Qa`@*fTEBJg2QXSQ+_d#2@?S6YcRxPhrag6}0rk+w!HlPtUh7vcS~dYyS-8jH
z(&AmM%jOVgjL3tPjSaZbiJd@|Q0V&bzf$sz!ZI`P>9Q}eVk&p{7um?8z1m?5&%7(e
zmQ6S~s?z;dRXx3o&x9LKdD_p2{^^lvLm%8>sR!}7d5}$Ric?TXh{+dcI=CbM=_at^
zy@FjvWwtX>Je9zt*z$0&w^xUTPh(fE-#qsBp3KnmvykNw)qHj0YsuN`>*>zyQRfYT
z?d)K58c$?Iw}}p=!EXrC`=pO0acNU;`8vhz_PA$0#_y`%sKH`5JL_BgBfR3wV6ZWs
zE>H$C?3<e_h5nllGf0)8_jZ2B#c%I89d%K3ef-<!Lpq@OId}B)vE#~s!0?_VDGnOQ
zHe$Itsb%EmH&9yHVbdxF3}j0@`+X<>-rEHa07EgspnpTYv%Bkjf3>-`-?%*V)2Z*>
zrNj|Fn6JfvhD#YzJ0ym^J5_$_E#mbf5Ct9B@;`Do^7-$Xz%+_foD1{_e6{D6mMl9v
zJ9a(0J3B-_N5MQvmhzj#b#Q5;C<M^JiI@7Pb=Klv(LC4EA}e^E6VnNn$jp-SKVLn3
z4r)YQU0pCD`Hs(Ogl@rO+0Sz|oaLyC`1L;_6R;RSUjN-~r_mi6pPUTMS4>?^(op$^
z$&wj&<gbs<|EgpYu^T9b;UfX4lPhHi<Bk_7@80`dpKXhr&zK%Z8r?#ru190VsVL}Y
zO$XBW$OSBvE|$j&U-!gNKXU?`5U%|GNPF&N);tWZUzOLXMcc_Q4nzEWWBI@Tvo9?{
zY^&lWE6H~-x!%49bW9_`d1#TeSV0C_FXk{7KHWshtEmw(t7L|C-t9Z4lQTHek6z@~
z)DST-G0{XvC}oKyF9$yXIaMpZgBm6pTuYPQIC}ZR{=akrc`kUF;O_sBNsNe>Lrr9P
z{c~rsv^Cbv&F$Uaoyi93(7rnBak~q2#AZ%_<o~W)rmMTV3HX-ef>x>pALOZyd{$mB
z`JO8K<9mmj|9_>O`#02i7{^DgsH8;Xme6K%DP5#oa#@uWy0}G)jLT`w49<u&#wasM
zgwwWBlu)PLb#2TrY?<UT-KfYIGA@&A!x*)Uj4}Is>a_pB&QISn=X`I^=ktBPU(Yl1
z{X8dODclk$?Rthlzo$L(W5uLI6}A%ja8%m`^>U>RgJ(6}qUKtolCY4{3LBIR7<~z&
z`od2yx79$9BPP46ICS%u{;cRiCa#+<l2!!Nw5>>O<d(s*c=&F5v;V^onzxr%D87gB
zyrd@k^F5Mkk~qb{@AW=uDHF?46<)ROtJF023tp$C6%fUiRr^L6j-J8c7`t)2U_7s~
zVM#DQNjk~Bv`V-1wr#xsjj)qopjDb%Pw~idsEfQdwXk3kScA(V;cG4*-fN{f8%B2i
z<sJB#mT$r*q5<>sw4b@oBunEWAqZS1G&xgDaT3zB0>vLKhIaV|Cfr|_-dw5`l=!yi
zF)3c+NhA^_WY&hz8-4jp%as;4nke24JIRG^-(jotZQfmRG2*`a^F$du<YiLIgMy^G
zv(wF5??rN0M1ZSff1a@}&7~BivTwf8U@?1GZPZ{qKLuuCTz^e@d7I5>KCyI0*hRAZ
zxZvb=We;VD$et6Vm%%{Wi?+i<RD^biiiY26JFz2|bK4U|Y`&wwpQA_2@IG}4H#61W
ze``DT5;MG2Cu&)N5{o>G!F5@6rMzm-BR-jVVt{aj9uf7;tO9={!jBcmK8K$DfBV!s
z1<Ut?j^2r=U`G!+_r`X(Z{f!`TvTLDR=?k2XXNZ!-{1j`f6)k$l^kR_8ajhC(9Qo5
zc5Smw*>Miid`m!!iQZcE;o)KXKFa5j);*Jq4)LON%2+c!>@<~{otO-MfBYzD!UO3n
zHp~8!Zqy^SfEvQ&KA*tAJJ-Z7G}1LKocHLpkR|+_PgoC|@lEKm{OF;FmK{8x{M-as
znW~|&R7rJWF|9cS`4SdR7PECgduR9n{K>tg{r=%&-rlsjI-7;p@`craRMF%2bBc<J
zmKYz*Y})zS4ofNnm-qlee;^@YF9=m7+-)L=?s5*dyF0C4CW_CsjW3^^vzPRy94kIh
z2$l$s;9Pr7eW+C4TT7hI>t7go=Ah^7+Te%`c8j<qNVcN0vlFpp%uJ{6hZklQO$%Q>
zZzs>kqS9hjc<a-rw3TlW*zwpDhw!%iv@~@SK?Ox-hKTktNg@E$Ju;`GYfWeZL9q;b
zab1L^$b>;LtyWzFsSXQ<)dc<(?-HLuMu$h0JpmjBo$PH-&#jx*p32W{5j1U5+<YWA
zd5SzmT5t8M#*J-3nF2wGm#;5&TF{KXA;7C!iSy$Rc&r#>%)qFFd@quzJVM=aEGM(M
zDNQ{_E|XxP$0e^CpC^n&<5+l9naO1GIdPLcG&+4pK1o!IJOb?(Szg;R%L1G%E-Pyt
z>Dx@r4n>sVx&o4edTAU;WU|6iOF}P8goWr~lC$>BD<`{+Kz@RcKXMu(-;$}n62p6l
zO%+Bm7>tcNS9{iax7i5IRdjc&pgJE!Y<jFXD=t8rcJ10)%w<~-Wy3Ty&9gOrGBu^k
z^p$_Waa<U1a0QI&2D{6EB!X7!eufO!UvJ+=GlM%XuC3L^<MDissi`Sqhz0Q6mb*?V
z(I2i_hX4$~U{ECFebR}Y7)N(^_ku^h&aR7Jp-DTq{obK-(#aZBkj>EB+dg~3$7f_d
z7i!^Z7%_A{;bo>ap3YAgxj6^3%oEqkQZq;tD?nP+A(O-O!h)#(0g}Lz8d8U}z9zs5
zh#o*1RkVJIRa^X&!wv@1IXBxK5rgJuRaM8#b}K8Z++AnZ1||&uF2Z^`$aaYyefD_t
zWh9SROElSVe#|fytN?6_FG=_^oCEk#n!z@KOa3|ywSxi3{AvjLHnz5iOfqz>Re@^u
zvy)_NR5sr^uVvv+1z2E6r=S=7AiT>=L5YAKY2qOZkWefPlIw5`D0Y~EH-$eVsH;3T
zE%<i$C(duEYXrvN%a-A<*4u%T=I+M(XGz$g(bM2A0>~g=J{?mw{IUckxdLN1H#d~&
z{b;csf85K9`nRagtg+aLI;6|^&Y}NppwNJTDK3L78Ma(6IDKc<1qZC7aAK22%54mM
N4(<1FDR&OO_%Ggu@W227

literal 100136
zcmb^ZcTiN@_63aYh9*hQIhX)Nl9DqB3JQp#0!q$EmZ+o_1wo>UsANz970F13mW+}?
zaufk2=N!Jdz4!j=dsXkBSM|EiIo6Tx-D|Hk=a^%RIX9s?+LtMhu^mGYgi=FY^#+0v
z;1C2ePD%`aBi=du8~%`XSJQXbb+&f*GP`euXqmaYI5@jI*qQTqTHSZEb9TBQBqbzz
zj>p#B-Nj8tSlIFZ-XP?B-$uAAi(U>cLgu1w;D#X7X6V0|OvMa41cM+Ns>(OL6XuP)
z-Y}@``rBB0*$|dry>wIcMOs>hxztHwhHEWpX`|QhE}1OL6nrxuQ%;ySJYkh4yreXR
zC1PY$rXf0Y<<5P5iPlB!#l_u&>jxfsed{g6)?Q{Gw;pT`j3gy3&dz?y8Qo2LD%z0p
zzgKQMeyE31=YKC-Lw<tH|NbmDN|{!P=s&L@KZ<9_S^odL<}GxvI?DffnQ=cpfjjo!
z*B%Q4=H`Dd)!&#xniBY*SB(O(8p6o%pVy`+e1(n;hwt(?7CCPhT}eVD*Q}P<TaK$@
ztxdMv@5{HxB=6M1n99fa$*#$7FqC;N97}G0`YuXAW}z=fn4(rG$GB4D;rgFTrDLo%
z36CzcN!9KK)IVcvYHGsgTm4|0I`mL3Yb;5(D_N@A>-eb4=Ur)Rc)$6yUAd><^6!_|
z(rnt3L?{Sx@=;0tyMNiLW$*u1_m)c{wjV+-XI%O4gB%}M)H~e_ZSSd9dR-5lqZ%JS
zKY2NQBW^?O;#NUmAlxuhtdP+&3?Xrf+e}+iTU!H$gahZ+CQTw-wQa5|>6lY5Ip+I#
zZ?T*@BjNrrUd=bSM(%)$kMWjfUGFveD;`{MDqr}@TY5C{lsoe9U~e+@Dc8Lhdy>4P
z{(Fvc8$G%#BBlthc0x$`Vi~!>?JRuL^OJdIwZWGhuUc81ZiwUz3pkiFS$??HcADqH
z1^T1?8AZ{D>$a*Vo~JuS2G$sdR=RBpyyt|q)w?!wK0SRkc04`asphJ1<r8-23R>eF
z=E;T#w}ic!<bYohlB2e1v5Q9Ai{(q>8xL1{?>bME&1Ki_%p{NXXyq^W=w34$$3Nmf
zcg`VSV%T@B_04&!W4&MQ_E|dGQuuC-cu9@p2$zT5+9!?<myS9zu5oAS=MlWS6mid;
zV0&}O`C_-2q2I>Oh=*hD7ERH|`OlpBM#Ame(W7NY1Is>Amf~=lwdNPIuoUwkWZ0w#
z=aOd&3JTiZ=rifex4PPBQ(s>nd34|(aPq6e(j`|{(fjxBN56XYDt1n^fhJTn`sK@l
zyL|?QwzRS53<7PE9;7$8J^seCy1ME)=il5>>}*na@8>akKJB`bQF2{8TmAGphK30u
zIc&$oD|5)`dB@Yjgj75|J>L~(q;|mfCHO3sde0<!xg2ctNqV?-MTUn{SXySDzLPqU
zB8EGL;5_DfCqhm}x){A5EOuVn9&1&cjZ!>RN>=cLr9392mZOQ1-(-OkN1_@hJ6zBx
zFBuOc7qMyMNN}kkgIKxLmu<8%c68Y1TA81J9yU&1YPIQPXPO#0<j1&kz#co?%8ki_
z`Tjh@i@_A%9+7a7R*ywRa?1Yt6(*crlx}sfyYZ(lhZ}A(_vmnM^7&;hj75uUq#29%
z;m(X}9qnZvSy^^Y8Fzd~>c#8E#!iWoE8ZezHCXIpWyrFpIce#3-s_#0JHOnO+&=I}
zm$<!EeH39UHd{iy(bs1Z5HT4kOC>EW?Y&UchailMj4TSiQZgR1SXjs6NVx?pE!ITu
ztY)GNqk(~e)WLc;XJhk{E#zRybew(1r&|IE4`)C2&MZ}KaXs8xj7Uh}D0CWOBP5}!
zn{JJ#&pz6n%XxRV*r}<x`5PHu0xsEqx4DS(?c29fli?SZA@chArz6-Ue?ctPLux!j
zKX2DftY_$|R^#Ib$1}d-y}Z`0IGKF3&o@|P|Foh)&hX*i5B){<uO|%~Sh#%VMLE33
zA2qeM*1xq$3Z44#y04$9ru&*=#LH_6td4_)%G%mg=*q4s9`x)c_|8=w9r~OzsTvlg
z$}ahJ48g;v>^PI<eZFpt{O!(|EbP|4Xl%^2y0+F?9dPvI>+`YMGLJbI*zS{xirjt1
zK8{_ROpJ^ZXef+T`Mpe9gL6$qv7xzH8Dit!)H`W7fCP_T1KY7G`F(#yD#d-5aBjuX
zjbXU{yKBh`P3`TMm6b7(iig{5Mc!k+Yn1oh+*~()>Olg{ZA;H2JeGEwPRYv3YLK{e
zf;OB(n(isbebW4bg3dgP%Z8o<R^s=Pi=9TE&E-^c!P(=+mKtd<b37^@^B;26KF3sh
zky`%AXr<4)++3Om4<1M@6m~BkY>mmb(fbM7MWSI4u)l(49p_Bh4)RcrYuIzh@r{hf
z*@qjmRz)@q;jCl}N%B4tk+O?YmNqu%>7mgPW0D$3c+V#lLH-PvUVy`WYV{-b=O3J)
z#a!=~-V+k$b)>(irY2e?$232kF)a5KB&J}&u{)Ju9urg63^`XvpkVK{G%EEg<Rs!k
zC*d)B)6lh^@lV$Wa?i!#P}tel^N9=9M~50iZaY)2Ep}F?N)9%MT$jI*yelbTxnR>)
zm#!7>0{@%g%VgB&I{IK{A}8QLAjx-Cqvee#A+_SZh?tg}ZDueP=QFR-2P9}lae56u
zN=rLYvEFr6ACSZUaL2~d+WOas*H}I5UL+AY(>N>`izN82HX}F`F;M`)VF+CS?ko=X
zcUUf1Q{2ur3_YWpE;YE0qUh}BoCe4?*KRGziH?iZYWxf;aO}ArbGIotWf({}-D#%V
z62oXuUNYU=TtL%QS7Bzj)UETgo-llMnZJKMqh8A8C@$~)l}5o;Spajn?eWJYtKS7&
zCnF@y0W!Q->X}`4|7KVKQuIzwd?_BSLBDXdna^T-c|yP1UtXx}&j~cm5@kHDl;|yu
zR<1xMz01$1gA%SWv=6stzBpXUBIUwECAX~P(4UK$Y>a9|YaXM(Z5~O<KG(yA;<3ov
zU+zpmU1|uXWMAH2YoGi&<Wzf^+s`s_4Q^~AuaOHa4N;JN+;A+iZSq@&b>?|72bWnS
zojA}X82T&}h18pGFV|ATN$Qyn7TWz8t5!tQ)N9O-`Q7EHOCBEL5Kx53pU!tAizSm(
z70Wf`{~)NAN|pl28iTqmL`=!{#Q$K|46ueYNQFhwUrt+o<L0?Lg-xQ7;#wE0{SRDb
zKW6;;n~|*jhlCbVjR@iJna|5kJ_0OLyLF2Z)*q~XD$sSZVIr%bt)}b4)y~w5Pv7@(
z!lfdmevulwcdDV3;kAi>=w0VZ#$Yqk{#>)(2k*bgLNJOz<Q6&%(1kGx)`YWOaA_6q
zD>3$gdqGQccG>LN3JAmH9p7G?N}nxa3ktN>5-}S_7y6ZDPX>|;;UV$D9uboKYLi`3
zh1FQMC4@q1q(a_gj}4W&@g45=Ro|)mY*g;~M!`?Usbqrq=Iz_CYZFL`$yB^^Rp{rO
zDmKXxcluACJ}m<frkYgy>*ty(t1S0H{ltCxbQX;)t|*dg3OlES%ID8#nN%zMO*qx^
z_5#UEzH1E-AkX&qebKEg*<byUXV=Y(VkpwLoD6yJr$6uHr3f}6qrR1<lTj(KiZeN1
za-$xd;TLJB+L>mbUfX%oK4Za`=uTG-r_m2Zq18N3zos-%*2@}lH~+92?*DD$q#0~b
ze&nmz*nHpw7m%#X%%&A1WFF{FVI(6n^M&fM_Qk3_r#byobY^AQvWs_b-mC-o^ZEV!
zGDjnl3nf^jfki-A*aqp>y(WKaMuA1lmWB}TRDIw%_r{DRE8ytxoPa>s!eCLDXhT21
zbsdtsH5M?oa=?1Q`V<E@y!*$GA8rZ7-Ye$BxDoHkh{(yUVK-_*eAV8f>>SHRADkY?
zjKc1pcjttKqrMnd4!Z6i?k(9UBu7CVI5Sni1%+aM^@s2^sY3|a3&=d=vM0w_t{LIl
zj<3V|pU%k1tFMKuSXo(nSM<*{K-q7PRM@p;in#P;%{bt|gBZ8*x0`PwiQ9J>Lx`Vl
zPfpHnP1WI_0GhYPf^4FdUPc1IAKtex^qMu;jI(+!yBytJD6HY43XA#q`T9qP2b?np
zdt*n|2!}<*SI1}d=2?0<#`6%l_c@ljGpNy+<Y-jb`AtuZ^E*1&ik!T4>sA&-)I2b|
z`y69=79;}a&bf1Bi2A@!`}%J;u<W%59M&Sa5GjqWahIW-JN$?h>|NPen}M6mE?>-#
z>|~*x*mT<6m}>-*eeb~J`t@&6;s!$blA3BJawiS*j_Rv+=L_2Pt*v>>|E9;&{l-{?
zI}Uw~z?fPzMr!R0J69h_5aN^kHV2-x*ZB~d0^H_q98pRR<7GVOo332B!ZF4Qcmpdd
zOuE}G*63{${v(ZwQzjR{XjJCX!Em}3`|aDetvQbXX;_iXsn;fV8i#jTkssf`o7?wg
z7exvh<Uhff0<BK-n6Duhwk$0zbwEo?p16H)Zg_b36Z^CC<vP5kM96T=dFN3%G^_RV
zEy>UVus+vEO~T=VRBitXiy2E4wIJ4(`FpBSs2E6`hSv3`-2PJ9vI}B!N1h9VC~DWk
zPJFTOuO54*)8oPU;ll^p&NLz_`E?yMU^IqQ4m}HO+CAS`%n^v5jrBat)2Aq~ZY4mV
zO7H<au0w0|ix+fr8BovQlWKtjmmBm<{D_ck;JJUL{GoUdB8PxZ(ve<&yNH0rxpC})
z9&s78%SgTT`F5nl`oa)1zy~Cc=0I>)*A3vVXaCNClqi@yYJSOAD?(xTVCq%m9>BCe
zVCU0~7IJ1GRUpMqRXf&C$0o<WJ$^|XuOkZ^f8(pcx=(oHB)_1b+ScL-%BA~6SE2&;
zYt0sAp!lcE$w)X2lOk`#?U~H;SkQcHeDMC~N6I>hSFc~6q#+##&U01zl6?&T%Ju8l
z9|0T<cJ?VGQ}ZQxr_F7bO~u~5=dl2bw6wH5rRC+`eEKyA0jk_X#fc~MF26$g?pR2$
z*7=iS34rpW94OcS;31X(Ggk_L<^nOwx6NJl_B5YX+>_7QWydZ)rK-2jshnoZGaSlW
z8?Z@Eg*Zb?J-xzJYdWj&iGp^8+8}0Q(uOyaM(DvlQo=uMS4eJWTM9M<T0{|-K2b6m
z>BdQ}XXNq9;_$f~gO%xd*wDVzJh|D-cc4m5{q*`gTH?gXUmM;Jt-aAz>EpG(;2iLI
zW%t+~RScQ_x0;nk?kL#jlT2Y|%`Z-)LMO>*QJR891PNmnZh)e=xLb+x()Ta5uSfxz
z^6Fcomid$N#Nx}HqWd%wwIU);!%`JcwE54T4a}bFwXvLbc??9XKhMGyPX8U;<o2A&
z(KB+P5~R<_ixcEg_4~1tpikWw27kKFM_;7EAV2yXTI0lF-^i+-W2J2`H8e!9Pi#D-
z-?ahAy$C5R7^njL=xU94Z<fJhpo=FzYGkBKAnMEZnjY<t7C6yhF8PNgN!P3e?v?u*
zTU%SJRDWN{Y?eI3L1h7?=#7XO!B?k|SzE>D6tt^S?}%PE803HbYTqYxTAE4JaZpTd
zv)@9$!aJ`vz|Ctv3%-RAk($dYFjRcq`Ws+SY8g*B=ch>Pw6p~a{sz&Su<E0Dw10ui
zf7`4jUXnUhr)kB2hepZFEOp9WkDd7?kgffLrGQ38J;UecDQ`J8wxR6#PwLa&Gnpv2
z$;`~eqs$Ac%*Y0ZYm!!i6m7fQ8U;|1Aa6M*POtcC@rc%&nHv5~%*-b_sLH>OS)MmA
z8+!suoUG~l_kRaB8KuaDQsQ6=)<CF<SimBeJK4g!%ONz(>##@;YK3i{?CQgZa!?Cw
zN6N%2jD>@#xs5HNYnLZ#T_=K=&1ZW)Zi6&g8GlS|4jY9^VwV=t#(B>@%338LZYzKT
z<^INZ72^kAV2eXcYDHYyq-VyV(zqQ^J@2)&?M~PFUVo`7!;EFwTMp`a+1%bxB6hGR
z@~h)ey4(_+cjFT>dJ*4kmjw4N4FHWNjg#N-j|hz#RUI1!7RNJ^{cF^ijh=u~;moO6
zJq9Qm($b=-2}f3Z<7G!d1y~B%@l0>)LIzjkIsiOv<AMR-f6vVHl}DU_3j7q(gk9ce
zvkv|Y(@vB*E+9Z|;<v#Faa?+b=yWq$_tA^yRP7!E?5G2KVCJE*W23g8(!wE>pGf7$
z#HC4YJ=ZT|#=l*EOhVmo`n6%8&r&7x!cg(k_L<r@q85gaH9c({B-TrA_j`fIqjDvB
ze5A_Hr^`*oYcagYzK@r~OZN6%U*M`zYb_U0LqR%H@8->(EB#(`y_CQKB~eC@Wl%s2
zv{EeT!8B{d)~L^!Y8w{f-W-!99-Ys6ImF11l`7y$C_HIPPsKd^VDT3O21PACPTc-n
zMgUGW0WOKUFGUZlW@l$(Iuky26xdv2U}XHcyYDno_DD2X$f)f7sn<Q5kP=d2`YYZX
zYHDiRKTHl^EGI%hdRLCJY0SZfKZ9GAzR{<8g7zjXa##9A(XAfs#lfP_x8vTlE9_AW
z3=E(_!HKy>&#RgF^Wdc;(p1q`<+t~+dd%|AKmi{zI-_c=8ohbFZuaMAUE*tgAXGvw
zy@R47%rSUo;HFl4k;6bfoA`CO(i;g!wl<l$a|yt~wgFJG5K&sO;Q9x@gJI2PAT2@~
zC&h^kXi&Bc?CnpP@ubi8diS-?B6~f}B)NeV<L)B6Y;qtWQS<Zjg+DBVrb(s<GZ7rQ
zeKF^$okNa?e^NE7hjL65(L@B)`Wgvl$?2cbKZzBRg;V8|eOJjK_v2Q5fTE<HR|3Tt
zot&H;ZGM{7_~GBvbIuJc=%1(@g1S$Pp!KH1gEI;UPmPzj*5~KZI_GVrZ)^cT6CvwM
zW7Q23#_*OmlFnRJhr4r6+RvUn%klC2uuGQ)pV>gZRng+hA4266P&U93y5cPyE*cXX
zOEAtJjF#M=dL|yKT~*-vY3xlwNvj3Hdfh_hUa{y3?48Uo;cOsm^9gXc(E2}FCa$Iv
zwy@$Y7rEyQ;syM<FF&`==p_#eLn*xo+L<e0-}UL4=R6ttAIY0;SxnRfWhY-tl=&&z
z$aGF02fQa^o%3WwjKho9q06N+Nnx<TKn{7$BFmbSYHCz`!Sg}YIixg)p4K368)EQq
zW&=<B0(N*=LnG9}DWgnMz7I%BBm_o_IAi2C*YK_>oEqG}@pn&gtgiz1?&d<+N8Jqb
zp|6g;E07K5yX$`=M!ACInXjPd6yK+kN+VRceq()pfF2kGsv95;o;;>jU;%Bau{(mg
zhNy9ZE@Rk#Z{arEo5xf#q*hi|8>>&tz)M;N#%>B$n$*tkmwE1gZ&ZK@q;b$h3Te{-
z=Mo{1Q$dGvoAc+-i&%YUm>({s2j?Ygr3#HdAVH|IqQ53b+nsT(@#t_%aUb&jt7f_1
z?)o=Sl%m!xEa!|XSZ0!Zgw9{MkZ0Y>h7uf9-GO$GUgrwf`C%er+rd)-=MBJ(T3@-Q
z-v~4Tv!Sq(waKluunj$cJAgB+!h<F<{m?;1{8+!t{fxrFx-RI>;~&!3;fD=i=|1E3
z-^RdKIYn#%t7Auvn{XCU0(J=pJPJH;LXgpB-(${fH!2=J0uUnsm&kiQuTjMPj}B_5
zl+1qmtaI}wpek=kRXM~4dcoq+hxQSUsPDE65S|8>2f81qJ7G{@{b8L<D+mogz{GE`
zA1>dBn8$&BHm0eCiNGe@v3t9>wG?HO?8gL76IXWWG#djm^CX=5B_L8j5dwO)4`AtR
z5Y)he)p%&YYbn0}H-cM{>u4+B=&41NJQHlVYPsh^E~u{krGTT_GZ_iLu2|lCoNZK|
z2D~0%E!KYZH+X52;IGyT77qv7iai4(feSQ=#_T=B#r*ZFS3%^$6*RyZ)IcwfdQVao
zI**N-NrMNE2h;E=>Px_4Dqh*#2eJYh`HhsTc})?-UD(?THoxGyYG6f)g7J7c`a6&~
z*Y9UCdZdVf_{;1A39VN=+PQX4KNrbJ^kfVC#$(+Y7lg`SW)t7MxveDcUu3>O(xg`E
z=>M4-AdM~?7_j;u9e4qS`te=S8@A1K^>=d#xF}$X1;9C>30)7M7Ks9~qdh5VQlUl`
z064?&{U3q=B*K;Jbl@mW^=AsqPukXnSOm$lKpfgY<(HoWEVT#5jdK5yaxWV|1X)nZ
z8Iy+6loS@>f_Dl-5<Lg)T9&p7z-Nt)V7(Ar3F?*t8OpPGI$3_Ow{@)~0HTrOjLM1U
zq~(xD291%N2H^C`PQ~b=a*VF+Wj8)1CI<Qq!Fk|j<%4f{TVKCPTW&>l6Hd0TpCl&V
zYNX6#9_%|SkQ!OA`}1%|o?6N)Py-5p^A&&@8JnEk9x1n~?m6bSl?Ocaw4v@LIW8N3
zICG;icQXjlEI=oRx)9oPbfHphS9?vuSKN=EycBMV-WOP=S@5BGp#Ih%XbbIkxmYiA
zdN7nv1haEA@^4^2R6JjSM9u?2{Ay}yDi2oK3$;zcp<iSZVnn9R2l^8FuZ4`>j4jzT
za(Z#>!P@CZIW2sLF{bvtSs(K%;bRT}5$N}1K`#Zo0e^>|pKg&&KJUWs!<|GzP#$cN
z+3C3(q07#17yuvWTdd&SX_<x*)NaTF3Mm5O{o&?(Gq~B~aaFZ~=qXgLG_YrZGHaPx
zJ6*W2w^VHd;A;Vn{W)3Lc+gc5lw5Le1Px0%WcUWQuLMCB#TMCi);uo@n(l=AsYlCw
zFZ5)lxAq3?G7=lW>;AP}HMHgj_SSsnyGU~Ysd?aE){t67H*!MkQvM8sXZv>Q_wU@m
zKmyMiGQM1mm%Jb5KLfVrgDIX5o>2>1JZNduC#c++jxTz+sKZ|evL0jKhAJfoJPzXk
zhuSM0-Gvuv=x<Au9e@bX&(KcHT1o`%IuEvIahoW`WBJ4F$t*x*G{h_-rGvHNB_b%<
z#6mn4hX;z1t(vy9V~MT7BqAI0V9y!z-xHLbeq*73`!*AbT|R5Ak^|r&wt^>X-+A}g
z9)Vo=nfB{J!QX&ht_<4eq?VP*e4NZz>7GEHMpyx$L;58FUEawTSA`xmPHL$8f9Y@m
z;{Ru`=%0Z(>{3gqHIndf5)8LS*o08n-vv**IzJ*5Xk&#<7H8)^<}NAkAZOnb-S1ol
zF@_REDQF-u?hIXY1%LKe%44dUAHvncr?yN=@1F**bb9vc#|{@%ulj9`Jk3aY_{o^I
z%!lCDiWJCr1GFV`{kJfg<=YAr_`!ZgE%~@~<zqe^F~mB@1*L#IyEd@ejOW%;)xu7q
z^v(=02W|Dx&$gcB7bAA6+_;UhJ1}P*X46Z|m&d=M6ehmza@KJX?`6}LB>D1Q@nTGp
zsz00zNTnNA-@C%$DA9MK_YT4|WM#7PBwK_z$Y_nV2WRK+>aZyV75;;1kkmnFUkn1I
zUYUgR3Hav%t9_a)V6@>US56%O`!dOL(@o^l<G^_PSEAJrH37h7(b3lrK?`4$+$t%!
z%Lbn}A!<->x~}@@z<EwzilYIn3mkL+Q=w!4-r!9RSDC}vC54U;qEf9M;w0)Kl{6NR
z0bQq4#Y#iW-)M%}NT4v(klMxfP6@oHMym!d$XfUWClHqtVCj4BZ%;-&+drePa~*%o
z?i)yzNEEt1#;0~Pd4m;ZD8SkDU=*$RhF&8cWHZgBM_dp897mN3e9`9*l_9Dpwjq|6
zTQ0Pl{;CVj{;OmO>!Jd*aaFzfwAKuI7aRZ$3RDW)rXVL<5@ng;Ld@VsEvb+0gCkB3
z{GsI6Gl7nGm#F~_xKJR5Xb7$kWA6L(DO_a%EvRTSibee1&A}JC0zC@cR&J<ukmoca
zg9`2o)-Ab_QBa((0b0J~Ya9LQ$i54O^262FDt#V>ww(lU%@-&CdSAK}Y#;X-cG2u_
z*N5`45MD~<>pD990?*HN^-`+SmGV#4QY%^_{jc<lo6|aNYi8gS$Y|r7z%>4ci)dkr
zm^t6j?^rz2faHSkxZCItWcf+c5)}7G7*lGnufJs9rJtq$R?c@Z())`boMtm{FQ2(D
z#a(0kL4Hh-?iR=!uqWsGa*89z0PM&*e`;Z#6$XIL>xbynheAPTIs1%Jp#R0`t69l;
z7LDhTd0>TCud;&|psZ{bg-2T^Al!a|m8t?RRm}{*9E<dQ%ZNTGuvB2O+%r;p{K+tc
z>@C3f`jgdrpeAJQ6gx${642|NEnAyuZ$zzfP_f5_g{e`92PyyBWfXLpE7&C|0L-_Y
zR37vlL3T_+HMkTn;fQt-p~_5x0@Nyr1$79U5Da`0Wev-F2WX#!gN+6^6T0Rtr;qki
zsJX%cwo#6Q(#Omx^5q+-C4C9X9=a5;pv~8&Tg5lO0R;+yE29l7Xb7M^NBZ3qzr9T<
za7X_2+`Q$9g38dpX=-VyyQOFJvq#Gnbyngfog1K46otk!;JJi#dlK5wqu^E;mRUk!
z;QD1ws{_qAF)}a*z=M(P>Z1DB?w^fN;=zF<)<}Jeh?X`~m99<T%$dATL0QI?Y(Q4O
zhIA~NLPr9mvc{Z3qq!(lW>Z+}Ki|cF*UlY&*05^%^XJdZ?Ck7YFaDsk2DYjZ4$TFU
z>=!iYzM<_sfKlnTZVygW2EZ0B!+X$<n)mcun`NkVvTf`@UL&QaS>)iR(GJV==g%Jr
zWS0;e0rRC>ln075{BZ6I+8IG@Lr{W-{yS6IOH<zka!~IcdKHgR7+I=VqXN@>O3DUY
z;gZF&IW(E%_T~$qJzByz{OZ$eE6TF~G~a=p$0F-_4y92E0GHbk2lQ<VBju9N28#c5
zm62hV;uH4~cpkri`8am?Bm%WPbC4*{6?Ka>`0Rv^IFAaNMn73`Ka$b*J>-3s$HEfZ
zb0+z;z`z;>qVt&Y1L)c{mNvH$nw~}u|Kp#+e`TxeS%`<wMkow1WH=0g|LoNZnf^Zc
zTAWyOXE2;k<N@#nafLM?vEPwg)We;65SN|@dN~&my#V^kPiBr&K;6Tb0#t@fCZM%&
zV{v52Ra0}Yg+<bBYxZYYB9QOMNd&EacgsD$csKwFr9gb3jDN9+u|yTKm+w*6Rbh|y
z5$MFAb~ki>JQIpRu*5!pJ|QI(kAwZxzOAE!7t^v3pMWLVAapO<1o(TH(d-42liMOZ
zk4f-OE=olj*xIlao(p#*fZxO@PPp{TRHM8mH#ZtQLg#aA5&6(Fd5bXx?v>rg4ee?|
zJZPul!Xg8rN5GhS*oCY2@2l`Uy*t_nvV^60#Pe>=3d{u1Avy*IWC+<{wGvNsG}mu9
z4s>SXb)gpO{{m&|Y6mAuvn4^A9$*Tsa(R}`blAt=-p>%?q1_vD{oSPrh?6=4o5WYE
z!?32*%uLdD=!&TXIu_@L+&{GrG$$Bbk3Lt;77smRV=8D<g5!%$f{^vi4HXN67iN7B
z0G3N?N(usamGiSQL-TFm_wQF=AONM<Fs!0y{NOYIPSzSMKoO#k5FoAcWY-;4@B?Wn
zh(+C|HBn0;dxqwZ->aAyG>gx)-_pqxKsE6&+z=VtwtE^FDv=NL=oOCk-O!HlABaaJ
zn-c9ba&E+{q1*x0zmf8r{e^|hsHsjAG=fJP^dQ4!{D<$cazn3#YzF!m%+O*+5P@CY
zw$MJ9TtK%6?ZsAZjozK}%wwSSho7UJa8Xk{0&Q+CW<wVYTHc_WSG%zf*)aj3p$3CI
z%hU1Bz245xZY=)%tQRq3ZDYenGYp8CT2V3V>Hz(=e}?J&yaU?Vgf39+_R1tJDV8q#
zL5DKQX%4sY^r2GKx<AAJ=X;{PtjJ_Q;IxtwslNpykl0ecqc1KOS07N4aCxH+;4aog
zm7p?bw}(<sCzA}78K~V7?^JeXq5zr`&<bS+7J6H26(tLRs(EeF=oQc^ij0W?wKk|K
zc~bTUhZ%?VjEb5X5!$LoPrj^-tt=Zl>>{ZVs2_Ue>eX)J(#v+}=u;dAxN=w=_UJWC
zlnA`BfO9J<yA5b%*sOgXb(o>3A?U$CSFdMf0JN&>V(APD>tNsA8tjhgNx#wtW#&nk
zP#Gy&XTWx0bf531g@6ZlFz}>@mR6tp$$IfbNPjsl>hx>Liw~X72DEN23|XxFsz(!2
z)Nj{aGg*NXd@Q_2pV8A$dOn%94_mj`kFF2}?V9dyub|CMv~Sk9QtCE?h6}%t&?Vr>
z%XReE(C%mngb2nZpmJlb&jQp9>Sm!N0__6)XC?s3<EcxL9HBtp`rcqiT7^p?649V~
z_Uu{igEeckIZQSq2M+S`!%A;(fM>@rLjR`8Qkz}jf774`j!qpU1sv{RXa1C>z^s-x
zC>1zzL$B`hnU=9xS^|QC^{9OViW#triBr}y>*ql;1$1lk?_55SQ3Ew97y<^hbD(1O
zt~4~QLB*96Y3Kl|g4GRhg!!R=(wf=W`#3m?Xr~kg4Jg4MPC5A}9nu$6)2*LM3~Ut8
z8<vLF*fSUjkcy<{l4AkS6pJUU16~ycO*|^eQSXy*XE1)iJ&q@&Mzc}W^_Qx{Sk*{Z
z%v>2d%t5F$qJ;<OgB~$@Z0HyOKn4&3;p2#Aw;0;41u7^9qQNVJoGwKZ53_VWSac7e
zat^z9YmvQ@#`Rbm(W1Rr77LUGax`AOa>X!5+1jWxM}&pq7iwO>9j<`<{`v7?4YcUP
z0L#ar=3EPT@nzvc2=u9;$VT>vpuS4aN8LH!FJ-^-e+WGWLpSsKJG#L(7Pp9VyiLgu
zDvdcjdafflm<8INM=d!GzQmaH+XDP07klLtq15SrbzuGKJQnF96+S#{_=9rljYZ@)
z)W|^*?#f9E7GiD11NSGjX7Ep)xhQy+rN)kDVCW0J2OSPWj~;FN-_Fv11Q%$0fR6aN
z8(j-&yG8;6Ls>a>6zzut0=#nBM>!F+2fiEu`H29JSa_lW@^d`Ftqp@1y0wa<i$RMs
z9FHl?sG(CM;A8+D3I>UITv1Wc3P*yVqex)PQ-Z-UMcVHT#?&%&cz=QBQif|^zjZ4p
zr}~f$MK5SC{gK)NrB)wEM2=2?SxkL@6*(M$Dgkh#UaTLYlXEaL0dEXJ9U#C4Ww03X
zpiPGoa1-bTf8YG^2c{iRErkLyIu8XCXW<Y?tf)XJq^1l4r}y6&MF{Olbnp=!O+<%(
zu3x832iOnTpX4q9N6fI=2PQw#fPdK}dNBQ)*cdLM{ii3ujOFm`hfxKXjRRewC<2}u
zu^&^AA2|qfEh$f!i;$5xfBN+4rXN4hhS5srWp3&Frc~?_6sRaTD<B{W(+$W!3_y7e
zlvL#?F8N&Fo%?l@t{i^rogPkOsKo@!$ZlA>6wYEcqPU=bS1u2w9*=L@nf`0s>(8Xi
z<N(hi>q7^F*a14`pu6y+rNt8X<vb8U3$z{l?#|`2XaUOd*;<UW0Pqzk2N}{2$_<?Z
zfZn}DBbU!PpUnXq`Wruh@=4pp+uvO<Z%dG#hjTXD+1Ww+_M8xvkvGpZpM9kBjEUB{
za)W6Of@p2;APWG(q2>u$_RMjOpRZ8*0(SoCVGB6g$hAL}Fq9=782}fb2S3aT2A|N2
zZOjk6q-2)}KY$F0oT1&D2C{91`knRwRH*xe&g-ztxZBpqa=@_2kJeTzFww~tZtK{p
zLkAPs6npHeSM^j<<4El5*Nwc_k{tY!fK!T$IhRf`#U>`A7Jz}1lTf^j$GwxqGJeY<
zy>&z@==f__I6&t+STh>rZ3=tyFtDj|jKi%(6xG@HK2U;EQs@3RMQa;d0zKAT;5<-W
z3qHoDMPosNfnp{^JE^aZt|_NJPyK(7*fJ7j{r@<*dj(6GG~xs59pX=~zUjXcx|{kU
z4LXn(!1=k2oews=pCJVOAogGYu&1Z>f0M$Qj1tbH;b6q&j*jVJX_Wl^6_C-laPnHi
zZ1CTIFE1ErNdqU0$?Kyq0|tApz*$-O(f^GL`^b6rS!w;FXaDAk|Nk&n{Qv#_TLY2V
zvPhVkp#i;&PW}Po3I@}iAv`bLDeiwW%3M#auaj8<K|yDY(Ba#Ykx~R`k1YE5MbtTv
zT`YO`F+SseUvW9rfCdj$5*^CC1mhbR1inB7)%}1*Vy-{X(?(yLa$@B4%gubr;b^h?
z*V;N~kdJknZuvHLxGCAU_O6p3GLlpA|AwfK#RU;BL#OdF%=&`;MwZ-8V$_Gu_oBr!
zdnStY0x?*2_kQ30zj<s{TP8M?jIu0MA1Nqoj}xK;3t$JIfB|PaFy=cq_F?plhlW&N
z5yYI+ZzcgL8Y)7?L(-eK#67P5cb#Nn<dow;;KIPv;|Bj4i*P*n{k*@#^&|?hXjUaG
zZS75L?Xj1?J=UCSOWTn_eI!eV=_!Ypg_o@kT)>o{A+T@GmjTvXD-xHfcFaR1jA?Uh
z#k;!*IyCSy<5n){K#aX7f>`7qic!h@;o*RZRdfswg-pYMgAJ__v7kYvp6xUL9YpUK
zw`IaE*E5^cL60N^wWtC1`a#i)f@2}K-f{82ALu#ze;-&Dxg|shDGM%_D)gb@Yjq`U
z#%fomV03(cN$@VrDcBBf{&$!?Rh`+!j!6M`%t!iP0fKj@UWdd|>Av{i@%NxhK@hZB
z)c>1dXJdp}crkhRk;A+Hdk68;fA9G4-|=_bn=s?vvHrg?`TtyRa`K08;*r4rR+$Mu
zO?6G3!>ci$<~sSmvHOnke}A3l@Apge|MO}k{KD7dc<J!^Su2BS|DrHAN`+P_s3FL9
z@iYylrR65uf2Q?=F5zG?5#-m0__%+3zwzHu{Zv}CS36mwMX28RzbSoN26UMvF5SpI
zwxciq#S)cwO6XOI?Dkj+q89qU1=v`Y(5wC@p@RzleIpUAT-R=BfQ?Ogd<Y5}o4gE+
zn4w}x4*>>-8~=MpXAgT6Azu<{IO}8&;=fM2+`t|&qyX0m8mVu2i*Hwiw{IF!u=n-|
z>ik<Ur6graw%bv4AVCJP%c|x0WE6X`A7sTI*X=AMR`BZBhC3%|P?uNbG`0b!XKXin
zn;&Vioh9a<w}3mCmEj9kNY*9Hv>O&iA5KU;zVbuZ@Nj+hRnpvF85*jLnLDkNw{B^T
z5D?KrC$6J}CykFzNo%rPC8zHr<|evJsi}ERoZz`CiN#gfH<&Alys4TK=ZkqI?m^A~
zo!?vNY2n6_)sdHWNJ0Mm(vEM$&~3P%>8M}khq8&-<)_@Z{rz>L9O=};!jE@TOjUsT
zvoQyMd*?SoYI>G3r3(uw`<}gepJ0FNXr;RQ*3<nDuW?%OxM$DS4RcB#iQ&x8iUjeZ
z5E()KZ#T@MTS#<v!XZ?}uwR{~cujfy*znCSA2|-;zJEtQbDVCX`c;(WONiB=1~nrw
z+=>(*Zs@DHzbq;`6xGS6HqxUIVuJm$pFjVW8oOOQ*RXeYM_oc1V!+mrCAgee<Q7Bj
zoAZ}o%Z?lIJb3x`tpb7mbxfgs25Drt;N9&deG1!=JG8&$5j5z9_-9N`5mfA+6(-bs
zNuBbE3L>$ChKDkx{j~xC3k89+^!K_m?{xVNWtj+%kvr<<s=S1UNFbWt;)<O~oJxuQ
z^wa8>bc~R6Oinbu`p5T<^Tgr08L>BvT5~df-#$U{_-?@J8Y5<y@L#+J1}fE&mU7B&
zyBZL_c~u`o#3?(&!6==ck`m38Wk{y^w&qCtH8qcgClQSrLQhNTl9rg9JX$DwYy*8v
zBZ9mOz4s#tN8AfKS=vG~gk6&0<mLMWEMWtI?!8&^wH$JGbS}LHS|i8M!2Bk=)c=9E
zTMe0X75YJ8(H?!vhwaK02ZBs7oEGY7u`$2Lyf@TY7<6^yIsLHLV?5p&2mG0gXPkn|
z?ySQA!T#o5-C`AhIWL}cI}K*cd;33SCvZ+Y1o}Gg{D2P<M~N9O^AI?MF|c>gT|fum
zVSGO{h@4r%qkzFOnmC%2$L@fiv`)m^I6K?u0TN<MK)gv&@T{>L(ga*oqiDvOxhXf9
z5v<O-&8XhWup9m|_rTHRcUK5YNYIkBx_Uq1{`WJehqwN>JI}oS7&K%rpiYLaq?U4U
z7Uoolo$1-L-f_r@J3ev5(Sf>X0vqcDK1j~-ROTV!ZW+<N@rX1f{bR%l1T<;xgMx$V
zY&TY8os_d5<}tQR8%5{?C@@=M2DGaeb&bT#!Wdozis4Q%gs6wwnN}F@Nm+z8r^d6P
zj||NpEI(WrYZk*9l_B(e1R2R~&0{q|N;7TEIU1*K^f6+v-e(i2IOmVVTYC{IE($|;
z+7t$Htzhd^%s!M>7vPQ)&jhm3@f%l|#TiGRSDCdwQv%5nbM_I>J*1g|!sYncd&m|8
zeJ&jNF(1kE7j~9zVqI#9lRhBG>T1H^Imr(3U#@BhSw1;6trDVNRbe;y9!YsigGYrd
z=w4Kj!2E(e+NDGtOc4-q|F6m%f$c(qYri7I4y|K+$%t--%z+L612Oc8kYmUGK5B0S
zjFkF9bv~r$C-0fc^BBHgQHt}`9*Ok$VZ+1f)t3%8#K;M3S%|?|(U*fBlN7X#mSGl;
z5S{Ne27TYR)(ABgW)S8w=&ktmY`vq2ML4DjUMU5d&S)E_7zvThYz+m_FIE&x49yYO
z>eLu1n>mv-znFJWNWSpGTlKkt<b{H1O55wt6RUeBuVYCN|NTzhHVD?ETkqXpra@ew
z&yPS8*Na1TJ{Rpg@%F7<4rh6!#AABkkgf40Ct6`RK#@86Jf_D(NRBMnY^lj3k=zb{
z24~`(YKK)9yH^a4Czvf^X_fA)(F)RGpRb=jiDP8M3*;<U3s*AqJ1drlPgNOHX=hKr
zx2vH3$jzwigx<C{w4KM>6_4CG?p8h&m*I2m-Pk(-JagIS7dw$(@Zjryi{{<!?^qqN
zM%y^S1S?EJ_Ntc0KbGjD$U;aZ-*Y$wHLFw|!-uh?DA~Mo=*5GaGj<5baJ&mAs)~FZ
zb5H!y9wtmIRBdR7#Ipd~8wGb`8`?n2ppGoSGy;Q*8g+s#z`_8wKqMK$Yr0x1O2PN`
zZeGoy>@6;QIuGu7h~o=zBl~^w?lB%|VO?6;lAa_*zp~of2*v93J)%|^KeA^#;!5@N
zIV?Sa`}$c^u1&HvuAzI0!<{B4{XHPWGizl8SeUow+w(*(d9_qfd+X1;s9zv68jA`q
z>h@pY*&S}eb_lvvy&=ghj5!jtN8(S!`-**n(pxi1)%hLI@>*?edgXi!)__nwfZmlX
zNGkQMeEg4(SA~gWJfXk`^4EqULU-!+w6YJfb$oQ_)<#qdng~e|)L;{WiHCHjV3o7c
z%j<hPb?q(g_mGj6asz{}14#b`P5kqa^B4jC`Bs`x5+ZvMV(jCucfVI3Ig+>|p}eLz
z8^Mwz|3k@UfvBg+GizrE)Ojd*P6tvwT_`j;=F!+HnK5;~RfRA!_cczP<2j!JA%DEr
zV`X&nlwbfUB}GS%g2VPDwP@v4{<^gTQDP|jVi;Y!EBKF?Q*&4Y@TAJW?o??a^_Kl{
z#J_(pj|G2|?7Tv#AJ8#a5|478706|b>=9G+n`Ks)-k+!D$#_lCE9ZK>%W8?`RN#Is
z8oq+vC@uZkLfcxECJ_zQa=eKzxu5;c`7=wOvCDalIK`vieoD$bmIS<EkzGhHx80|A
zSt#pybYe=~hc^!ASM_^(<Yp1>724rR%_e>7c;A{Op~=enen3@)oXs<q6FyGZ=-<o;
z1?RC4HKK}9zt>3YtCe-Bo`5tmeLKX9+wN>ghl4M|xasml1^-}XrCN<XS3gRZp)A-;
z?})~0(kGBiitAdE*lkFb_QqgJLtacm`0pu9azNWj-K$sWt!T&BG4Cx-V6X{~PVeOt
z>-3ereIbUkB%mVRv3VZSg)CBa-K4u^hiqX*diSq}-O?Kh&}B^tr-)Y<wI;thOa7@t
z<?+Glk1Yy%k(9GwZO^xwwnV-cqe!v3>hCZjBc!W7-4vQ)SF3UUQ%U~=qdel}Ds332
zF7f3f__MXvBRw!s5%r2V_fQ9$%WC$W0a#Xi86zcmr(Ka6`QcqLjQt&R+r0?M)v;5j
z?iBW45W_`i94?ke>B(L1_c`w550B`D)J;C2$4y4f1nB9>9z0hg_``(FcYU{3miMMx
zPV-KKA7vR;%<CZoj?5&V2hvO2A27r6`~>~sG{-&&=CpH#nRfK<Gcv7?<&(YH#ZOK&
z-#prsJgiP1P!;8xDZfmYuceHz(}OrUcel6ai%vi1?-@xTV3r~GFBYm|3EDDEug~%A
z62enT1lr{FRauz#l$9(y<sJfCd8b&j#c&%y#al_sM)!%-L`dEL;E%MY3Dv23!Uq~L
zql(5ki6-{zw&gd}b>HIH$-j^3D4T7;JS;p5)n<_|5UQW2vVJ)oPd%XaR7`J`_~w3q
z2^GO{N>lB~FBrqG;q-WYitTCk@u}Cag$n&8*J<(AL4HBV*L(Fx>19=EWc_nRT2}Xs
zw7ZZO!Wv@t$OoshG2!*YVLg4!QF6cbkACWPdpQyX$<sc<U65hUCF8N;r6EgFN1Cyk
zujEPHs~kqhzDB&{FdgefoCa#T@gZzVDq_d>mkD!C0TMU9i8d~i&WS0};^i@Mz59M@
zs`MgiTQ6=$9WotYtq9bQ8YkQGU0V~8dv_j^jn`7k9#v1pt{dGwPTMM9V(+YUZaRiO
zCKiiS9mXB;KKQlbVsNVOD5BA^l&HTh$dbv?vY_D63%b4jsw)VyAVIqJ)WKyt6H+ef
zTtC^ZzqfhE%O1xZw*#{7L$Jw6$wR9osq!)$d1kPo;Sz=w8K7DX<?HJ6WQ{1z6rf)o
zr98oAcV+mK4t3q6HUa;kmTHukzn)RO6{Xz@KP83TFDq`P!4e-irPo6EGa3Djo3Q@#
zNxwZGlpYu;W3CmwjQ<RWsm$ib2V{^wSC|H`6B18|+?8Sp)+OY>ryRQOU1_-8brhpf
z#Y@1yxBs3!f{~0PDnsudxex3deq6C>*~F%FMTNqpbZ%o%H8G3Qa*)xF@WO?KBaOw5
zy$|-Vu+{$IsWSFDcOzA#e#J!Jwl7eR4PSOLqO<!MvPjlZI4#U?E?Vx(wvhC3pAJuC
zFZSK*DPJ-L3=}9XuB}W$4D%}Ghjy@}Pc(F3C9s%NsaF?F%43iC-*bym2?#8-hN(=d
z^nyBR-y?BJ<KumklbI_J*wja(g%|Vs<MTUtf5b~-;H`LA#@1lo$&qV?HWsUv<<)1X
zO;4HsSnmC@<6LcGhs+VGA@Qu6M3gBkEh%$`EFq8IobWyH&pxxhS315ue?c2*eqE<U
z2#VjUim6kl^P6f@-7yR$*}#q*XG&G-*xED(rXRPsj&bxf=CQbpc;G{5wT6=XX!G7&
znAIzk!#-{^45&V6m|>??y3!>~VnMs|4ggwltgx9%N|eGs(XVs=+QA9prH#ebsOus;
zQ=~UD*%>en)*Tzu+}IQM@-68|`kVC%^0$}veTVouv<Ug>@ZTOkl6FhjvgapYIp#XX
zc$R0Z!<LkiM^N2z`q<O%*xO3Vfh=FDTrJF}NP~i(IuI~1x6j@ay6d_4`>5FQhoqOd
z9ikx-ijAfl{z2Qgmlk_fGpUv3^()6A0>{Dr!M?0><FEAM0%)JOUxX|Sp0*`8+_o^?
zb>9mReFGy~4yj5hf6C__MxopNm4=r<U71IfM@=xnA<~hb-i5zzE?9yI^B#HQ9@w-J
zrMNnlsx$a3OhEllSI|*pJ=?U=*&d1k?74f$=g&Jnsg#y-ZDY^>6ilxyAJs>&H1l>Q
z29l;w)VdIth}%SS#QGs>1S9#U6_Z{PW*OAJ3u3$%C3YtnHb~QVgONJmbti`wUbwPu
zPJvF9K+5Xa(U-ZeJiI6#yREGyVxv9fRSzjnZm8M{vEhT8Voh#01XQmOA8{W0aE;J=
zu@pa(jH*|%XNUyny)L9ncEx-9K~PY|JtDkS=j_jln;f+Gt{aDh{cF4@PfBA>-7gV-
zkELrCH`TkAnzyvE>c76XkVSKE%|Oy&Fy`ykGX(u_py9Or`(@pvD#B{7kZ$@QkN)I?
zGpBL$gn!lsc*mIp9SGFNUIG04R%gnN06eaBI2-%nlOV4qlJtOgXQlvtH-V??mxdtb
z^ggVdmr$<R#fRBH6L{$G-otH-86C@+8ieY!-&k4qD<m8pl7D#*_l`a%o_j(+-%9Uj
zUTLhbIihqwQo^{Ewakg+K?o0#lE1=haeu|)_sI8y_u1<2Jg(B>8(@NRQ9;R)AW6Dg
z==Im)T9E{-2v>3I*;lWIdju|F2tBp5S26GZl)AhjH>m|Iy+vZ@Krb?N!QmXGso&z-
zh}Xv=7g<lFdcWqe;$Y!KdyLR=&82JK$etrrYg8`%Kn2tMNIr_;zNKgpyWKCzvg>Y$
z?T(wyI!3VUrXJgQDJJiCymlG49b^0jclo?ck8{>P=JtJM`=dxxx)2Fg^mq&H8^wjs
zyC=#{&pkA^ORZ!)#X`1HVpNr07Ds;fdEo;&Lp<Fh7>&`dN(f*&=31lPX$g0HS<H*x
z#cxr!+v{1FBmHfE|A$)mXGqz_Q@BUCJL_!pG09QUnuKp&)=mZUXMFzbSgM9~+4CH-
zditB=r=%BQv$V9XvfC5zN*oCcifrd0TlN%W??O=kjV{4^gH|c3Q9EXsV>}&m>INOf
zpq;U*rDeZ#>At`5)fa8;ZJzfKD*}G{Z~9qgzD{hir0*4;d`jofdqFqE0j8NTLBIY%
zzT~49Z@W*Z$CCy%C~L7Po#44y{MFCL=W(H9yw+wNzv=y-$4x9*nN1SBtEZ=D7KpDC
z!ULQ`?Oai7)r#8)i)3U}06-Q8x}JT1ukKS*5AC(FI=x620crme?Ox;snSS2`6Iuh{
zm+w<mk$2afuJB?`ZrNWvJrZ$gM<v%@Z*tpJ{0XrLO)hhZJH65ejQg(|@}0EHlgVdC
zflYWvlcliu-ZpZ~a6B$(Y?kU68mc<)R?lyG9z&0b(J&qQx;b{=(!nh_6H~FQGOEac
zUHz#iXJfC7IXa$}`CAQa348-QeUbe(wXUi4%oR;4g4A_EoECyH9g*4Ns2&5_`i&!O
z0B+qgX80A;t%2VHGpw4-ViCozKVlomJo`BbSfU8$`uP00C{~{oBLPewFb?{bRs(<4
zSSH!o)DU)RCuJV&Dj)GY|LDBKp6@Yj!UVV)E_@(fk2XypDwD{5kwzS+df4RAC^CPJ
zMey!f%5g3PK1l!j+_}fICnPdL$E^u?FPnD#!Qh`U;tgz8{F_^g<}O-W4XDH>1c&z2
zO-f93dkE#K5%BLGOJ`rFxXGE4dOg|J;#s87*<aI4toFSKJh++Ir9t>6J5Mh;b80#=
z>zu;v{QPaHTWt6Sq7PojX+)1l+r@^2jV&d(6&f&#<4!rVxb-1rv~3O1%vzL2#i51z
z`7b3leqWO|3mh41wHx_NO;PLV^@+^xHXRBj>TutkX%9}5dyo?xzi~;KGylj~JJN`&
zX{opyAHB>&IUXnebu&W2jlM)x)qjTw28P$=nHM(MFQ)W8)p^d;CNlg(=efq`i%)|)
zk+UzUNQl^JFz;RAH#7))MagrnPRp=j*1d6yBZ-S=xTwccx;#kDiD+{AVlQG>{8j0;
zh|(^8r@(E6W@1{}zLJgm@13FKF<UW*&hcR4Rr|>JF+2GbQd5hXNmrZYm`zn7#X`x)
zn)u*vL=NYyGn7LvCDz>N-VW?9E$AkR*2KqLeCDfRE_ye*qcjc782W?J5>dZ_>H5Kn
zh~p)*_5>2)zp*-UImZK)7%;y>ROhuKGBFfS8376`t$7`2Y%aZfL)`!BY0IS4W`CWQ
z%v=BZ9{Kl-rvi127d5eh^lj7D6B@*w8+=^FlJS-wkC#&RR|W2s)#C+4#8_>IKYUcE
zIDv}@jT6JQo+hF&T?$v+C6!v&5u#8{mUey3NwtQ11_zi+S^E(ab3i8E8d>u$QIZzF
zv*y@!F;H!NWWXq7hh)p0-sL<2|036g^V`yANlzW{=;mZ$7>b&XQBvofCqh_=jl)!z
z>F`B5X_}+XiZhoIs`i#^@y{>cfBW;RpkjMPta!5eJ0htW#A4rXi5wek7$D;{ZQ(a0
z;U7NyP*s4LcG|B}M%###2a>3gruoY2=aUX@Cvd8R;49&=;|z5%q-?oGw-|^tvC&QB
z(jD|-ts1NRj|7nYjU4<^^-wZK+tETM>9eR9uD;$gc|MX%UsL{gTv44{w+3>HCWP`W
z@`5;5n#gD2Z-0@1sQwQTQxRfn{1=KeVwdUzhaZHk^f}Bd(p?f8yS||cIHcqAYd`Ai
z5;QvldcKIC!qC$F8SSC_C+*EO$dh>8rj0}Sl7AltcodQH6O=HYFrZO)6T@_CyR1#u
zah5b%?5$%Y44PXCi|kL>y%fjA5C<Q&{g`~P5KJ-ADB=87k+3TVbIQ&A;^}zel7P`D
z#YJO=Tu>c{Ok*T=NcA2SJefb@Tzrfm?>N8|r=xF{KIWX!teiEADZ+<~@xaSP9&8po
zZm%$|I>S6ez9V5Dx6pMl*=yeRNU&<gJ0a?^pE99(ew?94-C=a2V)MG60ipg4bG?R7
z<P4Z$@;u?UI1QQ*6<qX7@X>EPL%NXjv6)3z(=k0_+DO1r;_H3_wqOLF<uvqo^#y~l
zwPO>qM)N{0v=@dwd6{m&i*x6cBq+JZ2xD=7?Q%{?bDYP#_kTU}Sfy4u{OjRTKxw!*
zg-FAAYs+tc+xIIc38Wm^j>aZkr$M1gV>Ob(j>4WiJsf>a#$&go&Kq(+;RbHu$0AMm
zis)@Ufmd&A?n|bSjwd0Yxxl5VvRw`AtCHt?q^f>`HXebeQqzcO)O(O;yyF#evU#pU
zUx(+Fk}>$Z&I^ZYH*aCM1LnmrlJALW#<yt6UiFcm(?_xl-+C|34{UB9$7t3B0i)Pl
zSnvt4`r^s_9qVwB7w02V(^_<esFgG7seS3ytEFTtxXXQ|Q@H)mzxzbw+ha~~XIwAv
z+9Q7za4+Ytk2cEtQoJWpMZ{Y*kWl_G%P5IybN7v^C;Ba;@5APd#E$vy+N~~m%+?92
z+9?&B!ohGW7RG1b!N5@%e^hCUxXeQ@0=7~u!4*{{u~#(t1&O?-aiph6@14M<IkUfI
zQZKQ#I!zY`Q+8X)mo*)uTd?yhQtyU6na!;j;5Rf3JD(cZ!Ie{+N;&YEiBp)aTJFi3
zXJ^Oh7*Y&Bu$h$*pyX*ZRz=+6?TuAjBQKq}-ReP%zi9VCjM8>QCNGQqK#+@mChc5b
zU2C=`vbMS@PYJ?c%Sg_Nq?RTGk%%SE{diB5<T0L7@)TD_Maccz;lIqsp9#>ld$~;v
zXo<-ZY@<VlMSaHTlqO7cYN!G-#N*;0r_h|dUXStl`=NrmP7Zg9qi!Uvg6BgQLLl)s
zrI7cR&0m~1_r0)qVwdIdb?Kd##5%r_^<nglBx=2((rK3T%l0{#J`-o*J28RE3{^$P
zot~@D#-%qCByOtdjQoiM|9D00gci0}NBNA8im@)+(R)hCFO;#=DUB8+{LzeoN^6EO
zCTVthzzA%9pH$buc4W5-eRrKLZa9G>;pmXsdVc*jamB&cwf@<k`^9Fb=<t@<sD>C@
z`5`Sa0Rnv^qX>9fn8~?fh4@a<y`Md;8c*JElx8+5Xx|cPnkbPbJw``RD3G2!Y#5Jp
z@nmPZ&?z+}oMHU)5GzVVu0|Sm=ufGPs0p&#wGK0R=+;Ivc~@%FyA(U^7t1N|CkA>a
z?7y_dBuGZZf3@vA5s|K$Wl!+IUH#{DrQCOMhGS-<6%YQFL>rCpvSJL&7)t)85Ap>%
zB3SlknFkBblx`zsO74$nNK?MCnC!ccjCQaDcbmMKZhCQg6G+yKczvD_z0#egEpd7g
z`2exmQ#eqOztt^v5s4s&w3HLHPr1Ga=-v`=9X>r2q8k9CoL}>LvPj2aSfm3Uw1H=u
zC8r*A+A;uFi%h=sC=)Y3_;bfVn~D!NFwpuEq04l5VN1YEnPRK3GiQ?M5g4k!zw-2@
zZ&0o8Y6sO>*`Z#!CRHo17s_GHA9QaKXxLDimodNX(y$F7NPAy*7(aMXMc;6^YQIau
zC=8pM&8C!B@sj-ok<5Y``jnqG{0f4RYMrz6B7&-Oy%@J?mx62bsmi}i`0I*(YEgD|
zbz7^WXKMb5j-WNd>c_mrBb?*M<8M`$?suI!yxW~{UXE>KOAOb^pKI}S!ILh6_YU4x
zTg;jvmtUBj+<e5A^=8H$p>X6>_Q^P6LpMqt{Y=u7a2O<^L4Vr_bfR@9OD!70mEqaq
zjc%BWzGQnmfxI9*fn%}m8dikiUfj1hp%5%ht_FryNtCeK;fg3lQinkm7yg|q=I)yp
zgo0W;C%Tl(6_>Q7rOIxfBVJ!}){}g$tf2N6**V2Z%uOwLcXe`op7H-7>Ad5q{Qoz8
zpMfJ}W*pgj?@`uK2-zc>V`e8?8OO}t*&@kGHW|gS$sUm{GueD(^Sk^0{`5y4I`@6v
z<8@uv^Sb9Rp-h6GKZ3_=YLC|&*6Ga<eUs+JhOsf$h_FLLhg0fDP88K;F|jY7qO4s|
zDU8cS?|+&(&vdLC={^^aR5)w2_?q#8P#xN+I$fPH{65^s+u$XEMr8MnX}oLp``B0o
z9u3_LOkP04;T~Ivji&T)=wVGwPJKqV?8hMo>kWu=bR6Y*cuW7ZA@2i7tb$||yVlaH
zZw>?~XG%D@a}70unS+0MWR@1nb5GEs^Z%3lqB^E}qekyHppG}Oi!?Iw-YW6E?|Y(e
zo@W07CH?NFPYrIOsE-XZsTc;60(^%ynSALoV}47M_3%fN$H;I46=*UeWd@&)fWs3h
z37Rcd40AABkTBL<d5s84SDY)Zh@%_y9f{2g!rg0~y9so;_{2{1T!azxV2gV~39h9P
zr)xSWA^A)2U?hk=E0U5Q-V?8`N$VJlI|jHe4%#9eFj;rjEcCV8gVdnZ@a6oXx@yv;
z6#KN-EBKeMFft?S)%?xTB-QwEq#RMKWF;-R)$kN}y7|J+JXCO>!yvaubl~5&<UH5;
zn;TEuorCIE6Y9gO4i%4=coEB>!y;m3#p)ji1|++nl$3D6+yLG`1Pb^ghM&(cu<f7s
zJ)Qv&E4DPMW|q-soB#RRjy>qt%*@sL-j}@G5m(LL0RfoD=EH=3cp|&Gm)P{HL}EsV
z+cnQSn9mSeLB=E?T2`D^{AY(TE9Sq&2}`T|zY{Gn-SeSLpxlKU3Tg%HR^W#`Oz<Z7
zLqY=%AL#}Wt?!N8BNzXde<4I@rDp%+NRY48uz_4&oltuMWz?nzBXVG{Bd&<XSrGd3
z!xLjM3<w<Q2AOZ$e?KaBRbZJ(u&O|OanVb@VXov88k%_nk9E~cvnUTO{~*!cu7{0a
z((tt`2BW*D^x<mrbSak&1wjvGMZ8Ea(X)4kL#1Uh=WrS6eaNJ+D!@AO)L~eD4*azK
zWko?pq!s86of-ihT5tZXs9<C`qOt*=&#oIezvX)V(-9^S%miNRbLP%ZDHWKbNQ11n
z$*{wo=K9@Ka?wyq{CvW38^sTM;GsA{6hi?|{&#`obOg2@D1bg+gPC2`Vq(VNJ~&z~
zK}{5#_+7M>MLVT!1*v-wtCgtBR%H1D+44iWEM_rbXTv4;nb9WDu2T-zz_L#d9PC+X
zNSqK>HGU$~^Tmg=PlL{JK;ui<TzVv+Q&_(hlg8+hOp1*qys3D^w0zLHtH=J|p6F1i
zB;y12*158>o*zK8AJIhAto@%Zy@v|<DlqCe_gcZBO0CG#^}HZ)wbzQQbD|QsA@X~z
z;287!cVeW}uc{OtPNICNf21#v&D5(2QoleGa;UjgKu;D5KP*Llig4b`V1brE(qd6+
z{~*~SwJjcjcA<JN&{|?aJC5&1Mfel0HIKi!_OnAi7RuhvOh8S>UTw%6MIQQ8fxN1>
zlS38M>c=y-9@1Z)Kj)u^LEf<<t9(39aIC$nq9wt<CR;7BL6_1F+!T61AFzf9D^7Y}
zSF<?0s)!Sv_hLT|3I_E*bCWs*pA9Sg5@1*1h;&Fm&b;7v2{Y)L`V5X!9oS^}Zq7dJ
zS&$7mH4l5Ve>;6Af`Ge8K%9^a0}+;&FTJ)_Qu$nM`Dr}N--KKupI%OCwXW75{vcnk
z$#{~Kd_D0%Vt!PzD}nKQPej<<JW=?WUHmNS=%XgX>)0sp&dO{+f{)JH(6430ICNf|
zl**+`eUpXayCr`F4<Dt)WMY{5g;G=hm)En28k68)H3yS=%gNDeWEUm0{ADR;nj|Wg
z7Q&jS^z;f$&W@1c7z9xHj0@}7xJ$?5LHPS3?$(dQDETA+j#+f&$%A;KpBFh3=i&ZW
zhZ=F@GEaFocD{Jp1E<f9@PPd`;w~$q50JuKS+rAY_bJB(owzV0)y!r*q(*qJCs~OI
zZ5J^A!b+%Ez=CmE@G~Az>`!(HisISSI`4YY_|B!1s63kE@0Y9}9>ig$=Y08Ph%$AL
zZZ36$_{mU02LebhJ00Ikm)6XR%CClXC9bR`;H71K{cC<`*l2~>*&IXAPY)*Kx~ux>
z;y{8nQZ%IKaMD~DBD#K2B6r&*Ep%_pHGhT-J5&4oUy84CE*(5Kt_+ay@J!xQNE3I3
z_ryZL{Gxf{wkoLj^ugU$l@{e9ES&(w6nx<R%P?K3K59YR=;LN#2!+qwiq8ja4!_b8
zWjRo#ZOs_a7n!Q`$@=4+4n*%S48gBDiTCnierWZ<c{gz=#4wqeQRl@vq}bPczX*)L
zy$T8%(rNko-5xU`U8un?X}U6ulU?A&Bcl985;h_hQuM`tb&kOH4^=-8Lo*_KBsB(s
zY146iC;`rF_PA^|J}Mj>-9LSG{+dD^OL0I+cyvo8prMACC$aBSl@`O{=ue};dau5h
zj`5VHsIgTsTkqnjlr(d5eDqKZqg!+^sV<ycD8tRi)gJ46KX&c7KoQ%HcdTyVQ2MR<
zc8z>4WU>HfpMi>KnLtr7BfZFH-WebLt;*l;&xoSDN>=#=rlJ-NSxU0Ak^Eq|Z3V^6
zGT&w<$958LYD^U1XVlTx_%Z4m(Ix>!!gAn3wc&S!lRA{s@)$fdHwseCeRZJ)X^DSt
zS2Vt~o|4|$#a?D5KREnv!o_9FI$>th&hE&#7_;!ACNWV=OBkYd?+RR!O+&TcNWTHy
z;N2bJ1WsPADUX$pQ^cX*GQwx57@h(o6EmJWdi`FW1d=`cS>8SuLH0e5y*{%BSMa2Z
zL7q$?Emd-(`)<z}Zanj={s4tALtPWm&VDhB2k6nr*69fAY`Ajg!B2A)wIxZTh1d)l
zeT>wpc3yNIC~S_GSIyHgVVwYwxK-XREA_gTyT(2uuanVbm?pnbd-IVD2q?JXt*oyd
z$hI7*^7E94I&-Er(%aZzHxC)j{xB&5ilZwac@umkVAei*Ri1Qrat_X&->0Pa4sm#q
zdOPUgP1Ay}70=7aB7tgE1sA&LC?N30uK+(BK18m0K=+oj@j7t%LqcOhp)&n8&wZlM
zHd-S|I8=iO&6_4mgq9q<wP=}gfa3ZVmh9ZBoCMgC3of%R7HrftAW;}OCpu9K3Wh^1
z3jaP(O##FxO?;{^FR5}eOL-QFI9s|M9%(vxX1<(@+UGDkM>t^?Nsv!!$8n!>K+1`=
z<9c_67Mnrl8sfMXij^pg`#2PrU1~&_?>Lj(#`0j@(EOc;>u8V2eb+2Kj{cBsB$+Ea
zx<)o}=Y6yi{D`!ipkVBR6lLViXVmfG$5!ok)tehCel`A0ZtnT%O&j>AG(88j(KR=B
zmY3cq>lN3QoC8ow#Kv~jyBRvND&Nf6%8X(DYA$QU<yS$Nv^JTpEVvQNij#u`SuIW6
zjr{N`T*wXRs{RFfB`cp;JK?LZ!VLe)Fo9nbR<*#2S$ohx<m&j=$INqxr*h4h;=2dl
zfr=XUf1a6`<0G;;0VOzeOAJzJ>Ts)x#Qqbl+1otIXw{|@)v<804u*g(oM&eKfJzEm
z+_e^G7y{pID_~EIeHjHjfkf)-gQ@`Mvj$QatPlPb4Y|Fon;`3lFHhbPXGDepS%!RR
zU+2{o9y3io$ay*m^jMiTJoPx^5n{-#-~jjK7SC^gch8qr44?CA!<1clY;K%+N59=1
z67N|oX1K9nSkp@oK(GynyIdfr?X}uEgi!2XZWV)uovZ!T1kGVkOZ{F_?iu&@ZpJZ>
z(kd^>ayDX|l{R9c8-qZ5)d%Dy$U=+MVZy@8iWkr?6cCDEhpe*;ijloe!c@i0ctj6p
zNzeQn68}tco!@1laU@v=gQ+F?oDC6x17PyS`@)vjv=7h2t6p9DcawQQ{l<1Q5_{$E
z(?;8o#y9LAIyqwX=vlK}Kwh<%)8(w^gBfiJBu+(3ywl4UtxbWaOj<*h*uNYfvZ{}y
zsJ5Mxw@{Rc^a;5tfy=0yimvX8BF;7x_6Pjx7f<CfZFERl-QCv&kl5_(7+=oRn-aru
zAW6ld{58?fqDM5Y3WX4KMp|T;&%LMvLYxzf>t9PRqs-$_d(p9JiF@!P3j8<Pp9B-R
zbbWW7FeA4Xfxm)Mu9DUwKfY#WK>hJa!o;wxS2Xps(zkD}MqPGSKNikSW+b<&ZZ0O7
ztN-+OQ->Bz)P6{(C2*znXU43NtK@q(*tb8`pJHRM4N$`x8ATmg@Xv7kH4ug>yN~Yr
z_QvCLjX@73Ynbc-hxyU3RL7U3kint)>)(()M?E8a-){$g(xad%0jzBtrN48QV5TqD
zu{|+b7I$`gxEq5+y)@7w=X_yF1ln0nBBK7QeStoW<D>v7YXMGcW=x6`Q=nhytNZ!+
zaQ|#k-0{3wOAg$vpKOsm`Vo73trR<&83Xm?CQ^*-ZWKAFFvB`k{<xNPmE}f()(8#b
zy_4BTV0x}8p^OvFMIg5>2J<bu`(<UPKd}pb-=YToDw$|(@ewdEC>>CZ77TzV!ew`_
zx>1~WkU&nB6ZRc>oF0q5#9SsL3nlMzDfb_Lc{=?K(>Ok(mBF-wUIwgf`i~o9j$HWH
z6H34pI_#Z9b;$HM2ao<$pHVs$5dSdR1YZrx8UMZHcUpnNUup9C8qr=aI?zJjHSc0B
zK)gYIsWmAbZS6S4yT@Thl{i%`p8wj`PCQWXebGzdC*W1j6hEvkys62*mN)%YE&PH6
zC3KSEOBW)&#QEh@ENH!v0Bw=M-XsXdU>kvt>riKCM*5~&Zf$^6TWe7}0i&6DOEeJO
zH?r9TIDLSyKACFHx-2X6olTrKH7NmQd@|np%*Isr{AMILFD&FfRAR#%Y3L81a7fN^
zpzgk>62sK^u?Y|-M2_%eO(P0$wfIF048VT}K`uN|3aFP@c}*sUm#Rj&+-ox~K!#HF
z=eaZix59e$0!lD|hv8mvp3f+Ge{$J`a#w+Ua6%GRFLZP?ej&l$5y7(;rB<`ZR=HGM
zuPRAcc`3WpEo4O<WnEh>iph#l1G0Dr{?NA5Mlqt}gMTK-K^gqfLC<t6^zqx(v-7is
z*^p7#{YOCUqF=8cO6~fQ$8iV2F7jK4hYSK7TpAl^J^yTcxKyB-FZp+&&d7?v&Te*^
zV)M!4Cw{snvtKGr3Y}fFbl>K<QJ-Bn70(!$&aKIA|M(P`eGGoaO;?<B9DSg7;I*m}
z@C7uu+Wgxz^Z781{xV~>Pgp|>A*uLi{d*)ame#D$bfn%tTPHJkh8im|`xE`s-z?W)
zEBu{T8efjW?dQO2=l9ws3d~qKAJ(`+VNbeOkBe|g@RyUGJd`7k$}4%F^5YlEY8^HX
zfL6birsnvjX4m~Su31C&e>?sgd_xRwV?wZA)=<_SOIAGM-n|C9kTT*(+1Ks)3)4nM
z!+MWwyjj&n@J+`Fq0)SsE#6oAp~M@;cS*T)Z0(!xvh<(Lnjp|vR`zPoEKI59Bc{cD
z(RV5=8eQOd)0{r(;%$!x-=C~vSaT5*0jTs|e2>*aKzg)*<pFyNxfctLK}xin#w%gb
zcfQ(Xxv?Z6uIg2k)Znzh;_HOl;lZ{2Un6qC=u!8A{X2}0tW!;26lk~7JUl}OeswWf
z#=_2*RKy>~Q#=hrVblEFt$s(q<Ca1~{@a9mrZ}zGY5(Vhmm@E>cFEn4VyXk6XKH4@
ze2|rA^!fobzrBDbXJdSJq0QdvhHqdI?fCgu{3Qwh%y*ziEerEOI~$vVJ8J5bid)4r
zT7biW=~u&6XY8)2z=|tmDGwzDeFaCqwdlf>^HF$51j-GVXelaWiHh<ESxaag7-U~8
z+M3w5n2O&6k$A2hA+x{jgwuS|>(ELcydwgBJ;X)7>5SR3Lx9r;@aSs_dHOU_4`#U3
ztxJ)S6nQ;pm8{*<D3}<K`rEYnu1M}k#%C`w^;lMa>*~o_ZB-uYWKix5#cYM-r>BQT
z`BjJMNfPPU7C^K>BxcRm#s9J}-4s+d@#NvM-=6;wc+ga3BI*cpUh`BBW%&0H7J2R~
zHCg7<VcdJP*!XK~ZKss>bA1-u|03N>_pAsZ9%DSEWg!v9&fF#Qg$QPh-KE0s0x#4=
z<7-u0wj~nKD4`Q*mDh+P8hK-yx@_Q`jlj*FUGOZveDAkJ;-SgD9Q!~bMi^AEcAmdg
z#{#!`@e3ZByK_nWMESl%e%C6`wAnIo1$hQE$UrLaR0cvYq5-hFy(+G~h*C}lp->>k
zgabn11bOpl{^NJnxvlT>rHK5<kdQ1fjGx~X&R9%oX<!xMcNWEdq2R7y4)!f|@u+Sy
z++EHTg!A=?-1`B2aRpPi;M~U*vdW6U!uJ+P!<3qLVcN(&DmBt9TskPkb1pbW7PBP?
z`Ql(*jImdSDrYgcW59F1q|;akgXXgr2C;RN_3!HtUORog0=Z8LNlIqs!K1{G4>kKz
z^*tVRB*C7<5<o2HylAyQ3OsY33HjU96dB&R<s=e!f*#$IlYlDIstRc`CfY;!xk}CI
z)0#0t)QXA+jNjl@ocDX)n+sT>tcHa>`0vsP!{tCtf=ggM^mArTn+t7&eO8N9%-JwE
zcO!9CWI6AgC`asxAVxC4;4YcNSjdaXZl@>A-t9mpp>|@zRlE%mTF`#Pma(a*w4w2I
zvFlR%^}JwED_x(CL0|SOzgR7X7(a6vdiwd_cF;8Pt7%HFIB43Z$E0CSJLTnF1{+I?
zfMLyz2f=u%#L|mzwq{ajYI_*tUCC(|odZ1skE86&Ol6=n4xAwY`k?L!*w4(Eu4kz!
zGQ`Zl6LB@vlb)J<d8oq72Q8d|l0|`L<2Jc-MyhMV-}|gKdJ=>@+#~lQAoo4B{%k7a
zfRm&L?-W4ml3%10?ZfFfAbLz2l*OM9g4*8pr=mIdS8F`Y8775hb~cQaRD*M=%poZG
zO#W`x3t*x2*eeT=^_lQcQ7LH3MJ(T39v{v%d=ALDVC!~$h>TmIVdf06OA@thE^1HA
z8`(+u21-Or@qa-S1?Amh3mElXDSXBxd*Q80ixIJ}N2cjw7^0+o5wc)e4|Y|E{n7RI
zHjMg?rMe1!vz;9?|FAZrCB1^KiyGv~_n62BMJxQf?s_6jK6s>7F3!I$ogjm(=PG+d
zg-JY|%CXBtxGppt<WyP5g_*@T=4x@!gG0vRvl%*u-Qqm&o4i;cInTlNBOR-*NuPTT
z<3JpmBpbp@v6*NIZ07B!ZhA_SC}#$M6iZvzqF>F909UhAIPr39cg)z*RSOTsN@C`t
zgT|8d;f0O%`?wmvU2d}{P8o2m;UnOu({f+Z9vrmRlH33C14UUt&k_0a@2+9m;EP9-
zpmJ6c1<?EEzs>jAs4(L!D!V6}_wCr@lNIURIeqzgMn_X+4BL##AHk?-!X{Ke066#3
zL*7Xu`5u$Gl*fr641LoEyQ1lC6<5bjd1xc4C7_%|44@AHv=<LIj9o7*CUNFG^l}%V
zOWlz*YyLUSm=eA7nw8%kjH@s`Mz2Fs#W3J5!igT^c;X)sc#Ubh9=ebKQT?YGY;}UK
z>P~j*1f62plG!~-#ga3<l0O=j;DEfX(^o+fG~6AQbuVUWEd2ql*{mz6{z+wdiNdY7
z^<1v}q+3d?Rzpnc?@~_KFuw%F!KiF{fp!<QhpQ|b8Odj+rrMF!>ei9Lo2V8N%O`US
zi2Sp*(UES9ZoEBm<jd51m`@X<dWy+GC~u|x0wYvqY$0`8z5ExSg{DS&t&|&qG6W+Z
z+DQ0mq)6?rCR?8{Cq>6605_8M^(;2}fm>-nfyyM#do2XZlX$hOd~sQf$L6dmsr#;K
z5}sh^{qz^vw{I3MN^6qw@cKQHj?|;~B<yZ!0ZkaJksMW>>Y)FY4u{v(5ag%U>Ei^8
z0^E<8eoJ{TTlB;E&VgvsH1~&hB{Et~sCW%A2?O7qiSiBc;Z-8Z&+XhpQdMD+0nOJE
z`0v`Tx=-{%h2};Su?g-JR^Wp}X>&%0CEREz<<!<Rj(UmCSK(;rzpWMUTyTK$^L@_6
zt!hPbIZEJDBmvD1c5C746g`@9yR6&Y-3^Qsb8P`F*KNFw^EzRIJ-vFu<ZgCFB3~Fu
z6|pm4)&`g#PdA-MBJ!K;w_+cNVWv&39mc*?8o%|;MFAkNwrjP%E0md3lbl<WXxF6v
zk=`h<7yq}Wu8zV-dmTBOlSrJZ23QLf6QhMi6<C8Lo%z`D!P%S|)+Q!W2-j@qiRHwv
zCw%z%=kr3xKJ)8R`0&x8=~%}9tZ@L`WlO9E#r1;E)eM(CrtC4Rs77-yN8Z7b0-zX|
zvh-qraU6jM^_~iAUOWGU4@NE&75#aqivNnlsr%8rcN#Oq$4!FB^OHjg)#GW$)Zc>&
zGLiO|zf(#u(4-GEQU9}<I_j@Hq>3`+m!R3G)vlH`pmWf_cWUV+!ZrZc${5L1mIolO
z2elULg`Of@7{kuNU<?uFdmJt4LN!d~&AlI<tYU&%Qnj&u8YT&NY#@l=ZQAT=J%(+f
zKwD}v4NOkqTME@wL`>eft6PeB1L4hISu3SXm)c*;>`Rf~Nw5KD?w@{B3l!8OYwC~|
zG@#gHLACmI3r=vPSftMr7{ZN-Igy75XuTFc^k?>UJ#9HPe||99_!8T+`EdX7v^x7>
z3Mp2r?{7URs8{E4BHvbQDFG?LJq73dM761zcT;#zb_b%C2m}o8PFA>1y6<&8>==SK
zwv<Hnj=lGCdPBUt_rFlcsvmMSTVk%uM3f*IKZEkgs|uUhu?2j9i{IN7iT|srK4Vf5
zCJFMUPs3?|vQM8m=NN&<j6|=b<1L0>Zk_s)d~UxT!ZSo-OU~!w0QNP*6x(10U<;h)
z2ED*Jdu{Y3e)=bSTzsR$TPAWUN2+fIV}m>wZQriN^EghIh)rK{$u+bDVwml7*pA;)
z91BlT_V+;hPui|<G6W%KYvlg8DLW+6^d_+1Q$-ZAm=;B#`)|F|W>!1a__-xHD&&)k
z0Oe}f*ib4j8A|@cK7<1!g!K!0sg}GX@sTSTKc979pF|m!?|$N_@Kp6I#y$JLJpT@n
z!QR!hh{vDG${vt(`6sy$!amZ9y9G&&!Tm>Mq&4q31lQE;<f<e`eQ_T`O5uD5I|*>H
zsPjTM>Yp_@&1fZ3?Yqk+!s<oLN+8lE{j)plfgCIf-^DhiatDTBt@Pu@4eo=E3!?iJ
ztHDJmQ;N$4uJv7_1Y&x?@sx=%Es>1r-BQg*b;QDz_u6W;q1E^M57YlViAJK19<V@_
z_Z22>VpO8Le;>yPXzaj_7q-~BzKCL$0tbAm_)LsFI@FI%pX2R?RTfva^1gpGG1}_o
z)Wu9ny%FK)gFxp%ae#{cdlPMdcYqUCT-^bAI;3iMcRqLX=09Dq1cof3cpT8N`9=Wh
zn>M_f&xlH!k^g;mRDm_xP4nlVW%HI+<;y{vaUcJkDP{ZT$<~p*3lgdwrUl-{wJFNT
z^A<9QCoKUud3KVFF@9XlOzIGMbmTl_;ZoO9|JF=&*e3JwQN~nebL@*|N}1Kn=SNGT
z>;@HUv~s`z#3brb_KPpo+b2iZ=7@3N)wf|Q0+jm%U!s<sTlkz<%EuH^d^BfQj7--m
zN}H6Lm55O>6}-*Y1Zrcr&hy5FN*A_{aG$}oP_~k>hSI|`^>a`~c9Y<w=XYr%g6f<z
zspX&KW9|YjBEnTMM`&A{pM@ob@Qeo&8r_eOSPJ;T!Pdkf{94yE)&-y(;J7}-1O4!x
z33yoq)sc@z^FNZIW@bvo#0%IRI&m)>O(+Df1x)uly?3?Nyv@d*sP9>HE+bJ!tDNLm
zK9e1VuPfKvcgDYuUJCkL;uGLmPO#r(I|>f$QeC##J~ip&x||)oEvSl7a6W#I=mAYb
z4rN=7%7CJkGP|+*s&N6xvM>5bLgm-|ZU(P;hW!mV*Cn=L_huonLVnB=^l^RU+F$1c
zu#m!uV4sZ}*5IQQqb;ih)F1rz4iD53CsAkSrE(nVHDZ{`ugU)Wdv_rqG<d8V3d;X}
z@dPm+Xx&pj3XqC=3Ss2|>kjFI*WV(i(DH|V($A7#(&bb&IRfk3qo(%L|DyfR^Hlfi
z8Q>3;v(F7<oqk8co8zprj;*-au!}iS{Nmv0Fz*R`Wk_N-?%z``wW-^A&Sh+iU`=qi
znPe+b7KNmz0=3VNZxsjPQ5#}oCr?<d+_R65lG7i-8B(h0q%a?!1|P2O5|=3XbKBUm
zxnjXDg-VwV^tYqIr#M`<>sJ*j@x7nDSP0m`bs9a!d_$K6fD&auu5wsQ94IrsIt9&@
z0C%Xog5{q1Jc1Y>4-B)uB7cG5;PS%J*8&o^4;j@2bYfRnH#f8pCYaew4CD$Ai>##j
zSx*qiIOgfHXG%mx#5f_Uz=&woi^)A8%n;)_^w35{cNnqT6g*IrY!#&laeDRBM*hym
z^M}@>-E^(f+pNB<I||271E{=&Yh#Q-T`6%^zPro8Khl_<bR~?k-mh-CZ}(m=1Rp`e
zdZseRxbaqmuwuw*qNh}!f^K4S1P>e|WMT}}44BrbSUU2-|A?p*Y&6Be&he>TSs58w
zS5YqTOb=sg*O8afiJ#Av;S&Qyx3=r+d&?|uP2^f<mZ_6K=Bt>_JLX5htr1U9aUD-n
zcw(VQ{U<6NxUceCarg7mwmQFrx-U&=gBz3V#lhp>vF!v@9+mUn+5=?{QEbHFr+*+8
z@XwUVfAuHNT5#S1pvxSEzZwOAuuG4|emH14olXUZxLY|cb35>9_~H51`C1^^=0mM7
zVUyr!CMTi5l>Fj{kVmpDZ~jQ6WYdB;wL)Fv&n*Fb$$m3o&<RL}YRU^2ddD>6^IV3Q
zynYNA-?%;B434AaBX_&6{LVKEfmVt7)=qT}slVO*;`hBsZ^R6b6Uxa*a)${wMVW1`
zI?+z?V*UrOVpD5aVK1w&MUF^sV7th3C?HGxW(*(18EP5nhv#+vN^Q9h!)kauNyC{C
zK*g2`s|P(yL;)xE6hFY;gY)Ods5=nQJmWE3eYfrQXrS@BVQ%O7y`Y$Y#6LlRP$y<v
zho@mC4uEDjI0{1=(??mL8T{mK((zJ6owIb!S@D2*43*mtU-r7kqW9P)fas+Jg`6%m
z_%5Xk{p(_tQ>ovKQZ(F29zt89@{<>lr(>dBkSjZWUSnaRd|+WcV45pDbim`^Bh`n{
z(DZ%pmlq|2h~&xf!NCA9fs5aRAPGgq;Z{oBqp;4L@}2p9o;!W;PZ5}?R8Bti@;oBo
zSJisux+7FW9!N2giS193SK6UQzjgm-r6pdL-N!k@QVj<iSP<C-_R0fXf(qV3ma$Hy
z_BW%KZYnq{hrU$=SbywP7r9Wnxae>XK3CaU_}Pm;&xLU&UM7=TF+LNvTES&52F>ho
z8Hj4l-?Kk{T)kUgpGPVnQ9`wkT;x6Yc?RBJx#=NEH$+tu_laO~4#w^by#>rSrYgK5
z#-h<B6)cAO;c*2ooLvx%`U+6fd&F0`9qgOkRCEk3o-KA|$?mBOt4*6b+n>z{U|5}u
zua9!9UD=nT@65q@lMRpzetrj!kE-X1z^9*IQ%*P*OIVDnC2p-#ql8}p7o_wM_5;v_
zu|o5QTg7+r^iaymS)i;Z<+CygN>X|ro4(T6;aus0yKd|#vEv_G<^rNrP->j2)X3;;
zp!q)?S4uT2sJYvm%UNI#;ib8-P9_FNfe40+Z%Vq>g8MUof2V;6kof(uoFnZ6CRhP#
zXhB{jNMivU6sxF_AsBO?6dmN;Z%tAA2%%UaqD#lOWwlE0icv_;-cTUQN4#<!dysQ9
z-oH!gQ&bRCRAJ45nI7s+b+0s%X9Tfo@F}n0^gq=_VgGvtve@Wr-Q7uIlq@p>(kY?8
zPuy21<7U?$v3fI~3vj!$2j6{@yKz=KT;}uo{!JZoSmXkn+)YtY6`HXl6V_q*=0$Gf
zIU&BgFib@p0rjuyO@y$5LkMyERLZcPz0)Na4EHBIT<wT|U++1g9N-JD+7ux5kO-M-
zmAU0hk0?A<&C^|H^wW6L+3<I0(_@;m$@0vN-qPY(+S&b;4b*?N!^5DHeKq0Bx{!Wj
z2?3-K-8`uFJizksg{4`cw#c)I1Am87vmuqmNw7X*mwe0HBn99HNrwCUU>KFr@ibYU
z6;nS7{24zZhUM&JwYvh&L}+gEsz@}6KJYGBWtLL}SWX?g+#d-_PoJape<jOp4**R~
zeIa0&0MYQwfF&!bJt|eQacyUT-=^;^m^hBVl41SRFm_js>|knia4<~%G%<XqO#dsU
zAu1>vHb-1hQ$g`#Eh4xEP4d)pK_6z1`l-^$=dD|Ov|vRBz6HygMdu%qt?LaHK4jsp
zW>{l7iSdB1h-FP6vbS3IT~$Znd(Co=B6nNnzOdRBBx>tAqK_%}E{XR0zxex=I2f<B
zGbb@w90<jw4uvU44)&H`0Po!^?&>(3qbaY`!dWX%!Edx*Zb+6&*ZN$s=5=DVntViP
zSJx1X*S&2oA;`3MZM{@vH&97+Gykt8YC!|`Vf&#~9X4i_pF-6Xh(f>qrt$gZGfIZX
zzYg{sZqx?B&b!Sq+z^lzfoQvKxQCw&N?r*XTd)i@7<IIQ7QV)!DDcXw-Zm3)C;OLL
zdR%F&r1dj%@o}Ih?1qsFwi_d`^ZS{^gs4omsH{v?Z^<x2^zCD|<w!{~qvj3dWk$|m
z=HAn&`SnAVY&1kemh+3Vx?w}?WlUNcI~k1x5u?k&T20b_cmF&BwgNLV8>G}&q5kI|
z1L6+|MIE6)hNUFzP=SJ?kWhTQKpXrTHM8qsm<GbX&ZIFVEA$6+kJ&L}Hkkf!;kvnO
zU+&Lsrr-*KQBwsYn!ZtbSn_75%rbBzMY3!y#?kBQWczX9%V*;U;)*Q<iU5u?F3HI&
zZ5+vZZ+CTU8Mia8prYhjGiUfCeEj<|K+)GL;ad)}YL1PY%Q*ot9s;GB-(zvKbn)j)
z8Eu)<F$he!)6~yRByO7XQv6JFyneFVw6)MCqiO@}hbXwvsJ|<jCTJ@$rmDvgCGD!Q
zE<jP-FZAiQ@>LKtpzI`UpBCNW*vkOk<X0i`f5)&$Rp`R?g$s;Ll=r{rsKH=A70lQ%
z8<Ka(ncQOj+`ABCpSry_LOznvn}WA)kF;Q1+bopr>#OoPj!2RYCt>5K+^3Dg0=yoT
zcCGu}W1N9;3XLQmhKLp@mrudYKoDhq%(RV$dK*#Gf-#ru0Wr*m$n+B!H6iXlGG~S<
z84r#94TuLq-No6_T8i;#ewR`2L^U;_;J&4!5T<(nE@)neO<|mQjZpef0$)n~1H=wx
z2M1lp1hG2;GW1<ejI#7UTZag9^diDHIYlNcyKk>1zO_mQBa%f0YJh=|d`LsYMnA{-
zi>8rbIg7IzuFhAd-ma;$^&X2)-^J84$Ou$=BT<JmYt>wVc{lM2XIB;Fb=R-BByoXf
zjXh1x1Iq5Shv&|j)wVIatAvs^WN}#*)G&fKE}1NCwBKK(ca7-8bd!h>{yuD^>nqvz
zUmW%D+*(--D#-k)9zT9d24UqM!YCwLWHXXL$_wG!gKc!tY)uIc6I$AqCb(Pl*Ow;l
ziMBS_$1YD{poF>%BRP8Yz?$m%{@Pd5_4N#*W#M01s!-1Jshxa(p8|YIfsv`SomrgF
zuur@;3%D1V&zbEscq{c5LMf~Dlk<NJcAH8Y^rQpK1?-QR>9i}U0+9zta7rinW_g4^
z=d@S(J@{vchj25WV8;m|;0Jh*2?@W9l)slPe%SxGDF4C{V0*Jgx^X!LNUa8)?ll~6
zSgPCUJg_V~qsOsa-d~c_w&qgmXZr+G+e{YpGGU~yjZ);^Ew?<#4dC5~T_Jjti$ona
zP4})EQpUNri5c4uF5zOs7r!jc%8Gl90aNTN9un>U4C6gk=;l36`Davhf@ZJ+1;FXM
z4=4Yif~-CNSYzV#w?DyN?TpR++AR^kO1zgDF`^cZePbID`F`_wvI$;HoA1>C@)~kw
z5;-w!KU%Brz29#Yj>876Ju$3Gb7|10Pr*S~EWa)Yt3*YS*h^^v0n1=Jz#NuCAWe#T
zWsro>WCoG<8|i~ig-4GE`j#PPUQ8H%2YIpr41QANX9(-L@;;~~&F`-^IJ|eVv-xSa
zRKP4%Duz}R9caxpmUbma(O8983uneGiK%0adF`CQm=&VYNlQc|ctjRv9z-`PS`H`E
z{cew(E*F+E*uz=bbkBAohclbEmJiNiui%Wz$KO*YMljQK4W@Ssv|9+v2c&*TxQ{4+
zp&(!e`2KBC;fRSGivnCe?l+TxtAqxEnRNNx>qc&Avi7?|BUGeV5T@|+vtiOa+*ye`
zX7u(9rp*lAg{*?GJ7i|=pP$Kqc85(<_^1tFyY_X@>LOkUR}SA==o^53vQ}h>LXg^R
z-1#7XxBvcQl7WoOO&j@x+(K_HbtOQ8it2;A&(p<k=j;N+Z0KS?&@SlF8{Z(vnrsyx
z1Dpp%k@_mQu8BvDJa*8J)M`9ym4?-}asDB76ZllTtuds-{kf9nw;o&TF%fN}(i=p6
z>B|$88yh+{du4ET{2{vKQR2a;7~=dwZ8)a!w@)f=7!OZUcCHI4s#7pAc;Oflt7p*p
z(Hs8eEU@h|{#N|MIiJ=KO6=5R;b_kfc&^ZyG`&B_d-Y!0ZeITm{FIjgFmzH_0B+g`
zWcH+xp~`~q$nyW^J6}@}W+k-ug>VACBaTb6x)r&cYJw}NLV!4God2&LEX<mc{=;9a
z2E`D|x?SjI9dt}RGt!(WP<#~50mE)4qH0X~WUJ_vMO8pzh5xNA0|%yF2oeLa?LP`1
zUt;xHeR;z>Gb0Wu+>dr}bo6+ky7dT&ibnrECtLe!Z!ijZJ;9YweC6K~)OGcNz0QzO
zyC>f%OJ>niMo2O1>8<{`KU&J$?NesOsvE$g@@_QX_v`ibsaML$@5a6Xi*MN2N<&em
z2(<I2Mof7C94$8VQl!e7L(PfmgurNaEtWF%&ej_SP^Ei6N{`J7fwsOT4dCul7@;R7
zLHrEHV>iV|8`1b6`1x=KF?Th+#Jr=EbZsjByR?j|pPw&eM}Mdxn{g{Jo<6L2fVwX*
zDagAd=f}mufI2j#!5!35FJw;_70~WUR19FbL&>NO<0PQ9bbCU?B0stfWXu=W#jq`j
zWRS~K212#VZ3Z>I!3yUc!2XqcAO+KU1#iPjfuz`%q-rUtu_a9u^U>-K6L5C$xMib~
z7D6#mHd;ZlysF5od5Y>27I?x+*0+?PhAm|zgCCl2Pp@(*Bf;ps`7dfhnD4pm_KYZo
zd|~SIE@uyjVKu7@5Sm<)8zK7f_HExlzx*?E`hr7ALbIg+Xrnb=Uh&cEMA!!_A&s=-
zBi~!CR#e`Ixf&;aOUAn=-uFsy%0!7kMCrOmb)zIG$k+r;^E=}nV4fzw&K;~!QT7kF
z#1iKNMLqnKwSzyiDp)3VQV1)lUVb^JjyqDPnqTt3e$<I(Z{#U|Otz#u;icsN$^2)3
z{^$L*bv6=|lP<Soq2lqkb2a_{<Pxc|N+iAdDp8;IomI8gslPbgtTGI9YX@U=!7<)D
z5P4Ry_p^N+G4wp@zrI2%dVoiwRGOj7-)CiGGK?~Y$&niD25Mkvu{>xx*ed?2ET8=R
z&sQrPS&rLB$1Uca%f~8rYvvk;WU4}D!KTiyvajgGFk|C7y<XM@wgQx}P%f74NyVdY
z;cZ?M`ek<Ys=FXx3F8e+Wp;!|vCC<X`bnc~*#eVVX+1=qE_e_h3`xv?dE<NrKvz!u
zWmBP?hvx?m2C1@Btl4JXQe9e@U5S@5la@>1eEa}bXI_e^ES1I)=ifb0yDo%?<|Q2k
zDaz1GArx@=JPWpTrY1A1{)DR{Q893GKURp9hB-4PzMt`;DcFgmprA_n%FSfrXf+{T
zj|(KF_FNWpz96&7Ivsq&b+F|})R|;+0>fsF>h&#>Nq+pO!a`0omcvHy%I~>7v&Lr8
zIG8R%lh)X&*neWW^Gv;ywyHPTbp!dIuXF>YILR{pkb1G*8{9<7k$<m>a>U(bu+Xv-
z>|S;9A?naKXv(q)1z(%Lmxq74qD)~W+w)_uBoJst!9KcQib0clNxx+o_N87?=?UCl
zMyA&Yb3k?$>A-5IS&6<uS#<k6iKH5~Ln`y)uvc2XCI(l|HA@ntgFW@4qj!r@CBc5d
z{2-37#F~KlnZ$1^bR}$WS8!*$zOb>yH$AGWhhwFHbSArIzQZipU(NBwFPSh?b`dCu
zw4K{qTaAi}jlkgJ&AHY(Px?g3Vh?x6CxBuy2m}LXL(A=WyD#e;?=i?J03f;4`TbSi
zj|#0w9<G145GkLd8`cMZPG*lb%4^H9S#cW%Jiu$Bmvb4>Sw>q;qA9H1pa6j@$nl2U
zgt>*^x_VxagmH-FGhQ|IJ_7*uu}YDi#?$R(;~sv4hxUKKgvtkkeUUrXpiJAIZ*6Ln
z&8`kxc?q|yn6X+DZ&!phT5dlR<Rn6eGBRNA>LPl&XKM=_dM1JI13H6z1>XgIw;H{+
zt3*jqV!(o6PAPFk6D}33(P@HxF!bCCoQPcjX-$YW?qGjoT}f(qSy{PRinUt;4Qx02
z#WJ=hF7Z7q(q+c#iE8HX0{jU@747d@<aoORSM+3T2rJZ{4OygE=jDV45yj$Ft<Hev
zSJ}{c{y&v1dr+`F_~HGS?!-*yKcv8D1E2r$ekn=AZKBtU;{c-Q-j{rsA4Qm`0a?rn
zlqEC5Q+OI0MG#siNUEdcp}SUDF=xkf7|>^<O;T4Ee1Pb6P;;Os=D?6F%1aOHl4hP(
z*ReDA&#ObJ@eaTqYCHj5L4B9Q!`_PXKIV2t;hLI*i!l7i?$wgAiU!@eN%FkZ)B`>0
zKsgC6N(#w<2U1=&nnk~zMReS0G5auxRHflugQ;%nTidozpG~&Y`l!YWEH?%zqA<Tr
zjH<nOp0%5${4Lx{$%qAp$NX|#3qGy<9#?lK0%&9{9HI8Egtm87;aY0UGL>KFg$%v}
zgHSgn3=^hP&gj0j)m(XTR5xbsh0nY$DA2NEQey)arLo(J_e07Z=F$c-k4Joz@|*iR
zW^sc@e?}?Ht7Ah5>o?{sZol`&FO9TWJc|$^3f+`u^*>{B`)^EIKb8Q@$L)#o(Bd-0
zD7<4GqL<0F{#by1bd<#Y^`=>-mn$?FNX`Z!?Nb05$oJ|dx~PB)gq_N7=a<L?94gLz
z8wmdw2?UIMtb}~X4@_RX{9NA{Z)d}**PJPDtgDL~k0*$?Y>jX;e%<vtW5fsScy<_o
zfa%TO7zY2-JAhF87`4yhmUMM9@?{ifqazSrF!uzc{^ns>;)sH~x&dC;sM+8b5cu;k
z*ridjJ0=y26kZA>7<{+82Rqv;9$jB}mmzA{_)Krmj4}#^s6-K>*fV*Yj!vF}b78lO
z!z6q|iM;w~%5N2BO^gy^ArH@hhIg4q*7!D^qbFS*GX)K*;Eb$ywXdvSfL)G(-tAE;
z3cw*+4jOt)JJ`+3OOCP(6?*=I`zy{t&2ykKCo$Ha)rfOt#iKu8R94_yswi@t6w6`{
zltzaVSJee8+z|snR~>P_^50PTr>oWufTHEIbYm?4rXt{M)JC7F(&whyXb-TwC#f0y
z+apS}{l!%g(NYYFMdD5acF#>Vj9KV=U;lU0rOF>+DWE`4EPHhB2Ie}ha&7F6aGr^;
zW^OivbqQp;{=U*t$Xmm~U!C0Ft1w(2=3k*7xHy_#iTLdN44x@^EHlKa-BwPE>o1mp
zDfU0aDT0BU0wI7m%97FciJKcs{WzZFJq-sH9=R>>4%hi<+(D*ffx>tZ2szS!#y)91
z#ifi&JuVph>q`Q2HhR3uOC9z$Eh@5A`qbS+H`|trAUqpaYm&QX)tiyDe{gTX&qP6;
zmDQ@vDLu52H_cVfbzYJK0^fOcf(qGxhlhHq{8qHjC*GZvjGM>B@AGyJnwZ8apgi+f
z4jD6(9WFAA_0|=!cjz{|5FprSxhINwxE{`y`u0#=3!EDfp$A^BYLP~<W?`&_=nL;9
zNZDMx5ft%I-ks%6UeJ_<pogn(vv`yg!{6Q=8q<(>{Wx;2NQ%OfuJYkCQLg8GQ}kLI
zfeXDmfsdI~914&6(Ei~3Spt0=fbljmdUgZ`zKvtbrK?!nRgnO*OuczYk)`cRp(3h#
z5Km3@TK`A?Rkqf&9&;_18I41_1}SI+2|XWPI`?i4t_G)HwDY+S#>RS>l_+EUq!A&X
zw!1I?&=Y%lJPKE=1$#>nb3XQY-v?Zno=#g0k{yf;oK}=5Gh#Bc(xfXX0Q;<UiM29F
zs;CJombpf=c-chE>D*oV_fhUFeAIA>^fqaN&-YtSSis**Iz1*O4cOgrQ_#e^IW8Il
zKbNN0(;hc#F6J_np(n1qRteB-XD1QGFlWwwZQA&4_=v2aB)qe)>?yrSNH(q@#iNJ^
zb_LDxbnG-Dgs|FqRfZ|3P!FiX&qxRXw@)}CX_dzp0aOg7Aa!W^m8*yd-%wm9oRF1)
z;drBI!}o*wvLTQ(QyXkQ`5qE`CqQKWzwjT_ogi>|w^3tW(Dz*QoWAmFh{%XExl}t9
zSMqanK=W-{L38u0Jn)S^;Zxd4y-JGjUYqazhbJsM;guj^Uw&(Gy*h&hT~eNpb=aWj
zBOcNsKD%O5EryBDh->34O8{Ax2QM{UX)(tEXa3&zxUgxkHRL1Kes!3=tdmZnkv1#F
z-CU{@oBFHMG8`ChS`*=A>!0oxk1k9VnqQs5Z6+pF6Y7p;y;R|sS|l-ISUX9bqB>qg
zyrHW}Do6dYpNxl^HxLpFn8$tw1gh~G$*^h%ew@!Dg~QNHU>}BlxHQ1YRUL4kh=?Xr
zqBQ`?7z;jFuuv0_wyT(?1=OG<r{`7L!>#g5*<vv~4rtdz<r}3Bf3sMP)x*3#rX|-t
z1951m`wjb%A0esgA@sz<nPLPnAE{_H>Zw&ap3LhTWQATAN8h=$J@fzjAQ_El;zbw8
zF@H!F&Wb>BcKPrD;z-<%j~}r$wulO|n9lHhQ%Js^sE2N?r6bNGCPA}a%Kr1LDAtb8
zM{sLteN6U#O1@BXafKqFLLk3UQ_k!E(cxKF?I-*Ue|0tLDvsFoT=|r$=2>k=Uit(U
zkA;U)l8;?Q<oaJ}hPydhkTbux%<k`SS9)bx?f5o(K!UzVsk1CE+d0^$|4Rnrjg2~~
z3?84WXoccXSXAji`f3o6znwOE(*ECi@Mrn4L1ponu$V0L@kQE<+JB!5V{ht(UiXJA
zsBzwp>rT|yjhDfH0x9vvXN(Mc)F*f;YHH+g^45~t7esn*dlI`dMGEzZVf0?b3bo7<
zkv<Gjj+dbaVMuR-7j+#<b4_y-cg{bRnVLcDS(k|Ot#16kHrWxS5fH@KLR){~ZX1GQ
zb+Fqse*1SdwZIs=2@AWXk|1@M<zfu$TPke8$B#cjR;Q=g7k|Jg`7jsaA+7i!684id
zz?_cIsyMaHU7IsZmD>s5b;{?bjY2y4v4lfe2^Gt@AD}sQNOPv71KYveXZ&R*DT-NP
z*O&yE8d!@!m2X=V{jAG`P@zh%zIz7fo$MD@)B$g781*|zc!2gDi)!OIKN&k}Q_9Tg
zdc;Eqz~P$oX-@RCIHBNy*Kl=HzQX9yE5{;q%{#^K5}&$P`%ZjGvW2@z3n@ef$?^*y
zcrcBo;gSF!81HaliZXf*@`9|CI_@p|8X!qg;FYa8I`b#tM0o#xukltb^}_2u5-^eu
zV7|DR%*pBel$KiiDyX?l+L1yL4cv+BG#~AJ`_{XTd|7!}va*2r7h9O_`6?oW86E{>
zwaLvlP5kvbe3e3uMV3Jmx%QG0<dk?RJ@f#}_aupV#6-#mEQTxNfiP5E2?E@83-L`p
zi?@6%AsGUHK`^Xxdhh8m64w_K?8=|4)Z#6TW)UI3{`9GOk#)0f!jsplK&AbPw|y@5
zonmxJ9Jtq}k_YKXIT*0RkL$v&Z_4Lik6%U;uoL!v!)YJm=6E9@yYU=f%*Zw}z~!%t
zDpCGi0m~hle&-68c?1#m9#|!%&b}NHQn#AcAIscE)HwyH!bgF#0w%|CE1?@d7q#*l
zw8ZtuqcQtj{AC@WQz>3ek{<sJ-wI`ExkB25O(KztD*isvOQG-7;xPYeG~wCh5-HWE
zz>KWaLtyXTg1VaS=Y-)8f!uuc^}%5_BNj$m^gje*gMWZ-rp32BLYmZ0X>H?kFHCxQ
z<GPPWOnO&>fyyJMfr4BqQXzasG#+I17HpJkwq)$|kBIiYFV{li&R}gSt8c)<?4K8i
z7b;H?lO;*s8*o*9&D;F$_dCmwcNxJi97_zMf#Qg>4g$XwkBrtij9ENsRe*OpOM-O~
zB?*}E1^pAhUQ;?oM^nKBft$dRn#A*&EIt!nA{n6ANGua~^lGo-kK>?(Tuj&_Lwu|t
zd6<c@MAjT@o4dO+=%;_ooQw(83bzuPqu>KAbVwy;kY|?&CX7I?kPC!EC!XG8OKuFV
zM*A{X$27B~aQ|&uGnihRh9m*wFPX>MemYX?9NEh<h%2Xic=(|~r})=S1)!fug>~TV
zTTJG$aPGgwj^b|x8#Myxy>Cs-JATllI0r?<6wOfbB|o$`=%AD&d_*IHu=&3F^5G8{
zrx=cHBd$A%*xcy>*b**G_L2k(PBj|#XV?EslY3{P9%6o;E<J{kyggbLn%UQ6_X`F;
z1s!26EI7e_v26tQ9av<Y{`hA8d!xfXacee*B=DeHx*a}9o0iBUC~vE=n|LQ0ETh_+
z;LJ7Qx_*Hn|NX2=tmo@{e)wq4K^kr%9Fs4^F9>57^*99m^X4zCzG-8{el@JaltU~=
zotrP{v>7tt)@;^iS@fh|mt?OuXuAemkAx#mmgBDrUyrFn?MWaM+gbxi6gD$kZCsf(
zJoWJqNyyWhujXLI3af=@uLhO6k0`kDCbq=a(VsA3WRDlRX;zVf9*?#C*OI7J3N5Jf
z+JFp>tj?h(PysDSeA~Tb=HRfha=!RFjUfr<ibVC?KejoKrvq(G+FX4p)NCbGXq<BV
zV+#>N4S<LH{{Gbq9s_36XK9QUoLnkk(-g~{pJ>95{MXs-)X%a<m|UIh;V)v9wAs%=
z^bpcgqZ=%O)wvq=kM{#Kk}5VcXvQ-phZy+CR3^V>tWz7new%9tXE<y;$JBD;_k(%C
zjHGsz=iKQCBk-C>bugicKkZ&FDf%q%B1&$e&f)G1s7R}TS#6P_)g&#1B^U}>zQZ&6
z<Sx3u|K$ZhHaH@d5mnoLX=?|L^M}-+Q!<gjxSb^ZlXtzL0uVid-2|7JmDFwi>vWts
zxY`{;7HZGFD@@{BOCxZhLtM<L!V~K*fIKJj%1&o+fT$jtQ$4Ak)%E@RjxVHVNA}2<
zSI)TH+(q%}^rBFS9muGa1Uql<2VEWhtKs;^8UEL0uQ{QoM-{0w?<UyC!LI(0NqC6p
zeJ=wQKZU0f3?FI{%IDStiKh$kvhA!2FL{9aSG)SJ?e{5BQjitM@Sf6yAIx?|{cL+-
zLHP3g-7n@yFQB^PktqzF`kxUm<>LrtJ*R_X4-(XOFS~av(ep8k_Q23{F;!Izfk2(N
z63z0)*DyvB;Dv50mm}0v6!Tws0S)YHn{bpuZh*LEEos6rmWqjc8fIu)%A1I*_NVug
zy2W@T2+_+e8fxpudrI!J;A%`y1-0kXpxE6!m4d5uG_t9`;rePZEjsTKSV%BE0Vi4p
z)e`hbN|g%WBixe^b>6$iNaBch61<lBjzZ_+{^JtC<gG)%YUS7%J3u{hau#%p2jWox
z#u^85|GWTPz!2Zic*IwFFGH@rx%GSwnNl>$AEi(wKPjCZ2@HRI_v1&J6AX~u@LCuq
z<s7cH2!sUQ%DgAK7mVS7P$ZlUZjwnzysW+;rTegr$P(hC-(+6~!RDka<*Oo|3-7C0
zMhRJn7-h1j)$K3_BF02Oh`6>weZ{mP@x$iZn_<|-nLx0|L@rqoTMtH%!(Mh{!#HZl
zAt_$SZqqBKHyDIU4^=!(wg#>io*5KRf#QPn+qf$k?BP4QJx+?<7g^FY%cK5VK$$09
zk}_Nld?Wgoxl{VqvR0>5iT>NJlr(2GO3kAHy+cAMHD`XTglJ8rpHjrG0aq5r0p>u4
z^#h>eb_-+H41oxmOp@|@8#z-j$PSos>_L4jIt<(Ghkg%xDHl2J5mj0TW|Nvl;O)I?
z(#ZOGyK-+BzOW2?^Hn7KvhTbK^^kf1-wu1d5*VnK16`P4VOoR*h{^&>X%wXCd%?1!
z>}5_<^6%kok69I*7%`K<mY99Y*4uXshHZ<oD%AH2WuRv$(l@zc-#ixr`#bV)JwTyM
z!6S*FYvs?O@BCp<eUqX8-jR%%x!_=f(g$sdj*16r2;9(T)jom|juIa9)?crPl2}51
z6Nh#|T+V^476G248CHxZn*;-v*8WStuW%F?KSQE$S=lgPlX_-EyZ)8jP2Ui&CqF(S
z`2To1tAHr}uMcmK(v3(r(hY)ygfs$5OG%0#-LW)CgLES)-6<^6(%mfG-OW3{|HXT^
zSF^J-vomMT_j8^H_hyi)(@RsKZcX+j+f=(!?aLa75ABxY9<4l~e68~ry%lvsZAj8X
zSJxA<l3)Na8yu;*-mXlcCx%l$JX4bI@jLP;x{I&upoPmI+Sfwd;*4xCz4#E&u#<;j
z*g~9nz-c2bPLCb{&^%=OH6JvOHYbM2vhrm;iU4Kwj2J#3w*t?e!R|IZG_XJRtQX~4
zql*=&!F9O1_`sgv<q%*z7|2%f0pU23(fgyC311MYf&MogOlcwY%48cnDDBR1N#L>e
znbc_D&Po~=J8>uL&tR$1hrYLr1#6>N&=dns%+IPtDyAK+TY)SZ<X^(eUztTP6{-3a
zagB7TsTX!n?8~6RUC<o;i7i&2oC>1{x5L2ceaT`5ns=0QU&jlup4*$>IOEE(^#~r?
zJ|-wZ<&Ge!!G<7mbRpBvEU*$Onni$Fo!sP9%#RpQ9@+~9bQgfI_*;7mGDc+#cez^2
zu^6CSy_x@+woea}-wFrYwOjNbzv<xAKO37^v;R<9*O(~$zz%N7#WvpiXu$9S2<4pt
zWHS3D02MMPTBbWQ_HOSL-Yb^_3C{ClAtM65uZqC@3NzY>8qzST0I<xA*J4jCi9tr<
zu0U^MXsC4Sa@G&iK^4jX>>G9fcZF2cjVnrM4eeo*(-*+xw*~<C`c=W4QFj~aAA`W)
zr{iD1^+E;fmuLJ+xI%_|CN<YYfU%Pbu^I)H!r1Mgb^xdb6Q%6icFVFi$tQkGkn0OI
z6<yJzz8WHx9HObuff&eswZXM5NPv$In2-hxX2*+RniGXB2G>p?$GkpP*4H0tVWu86
zO7N|tffxwMPM9e{r88<p5)<um+gnNK&MdkjqfypKFMp1Yc>ODs9`ENro!ilfpNJu-
zm^)9$ugU?^nqlW~)R`YY8maW@{X@XgminK4-(vD2<FJ3l#>!5UAR>+}syxvh*(f;W
zeSWr`;W*ltCWC0WX}OC6S)8x+`4D~2aePovg=KK89DtKYPkzAfG+toZwbj^ebjYu{
z5`bk~U|y7mf?k|+vcB}gJv|>0T`jr&qg3?{tI1K$mdIY?q#4NMt|Nm45njB%feFE(
z-B>yTU_GPWRz|q7o?+*V;}?LoHsE~CvI2{n^$<-gFctwtyb5^_E~Pj8ha(1JRM|jS
zV6JKpj;SIAaPJ$4)wFk;MVtTa{mX4VM#R6lQqGf~kZ|K)D;Vb@kJOL-D;EM(l}vQd
zQ#quCK_5dJhK52Xsc5egKMiY^WkmNaW#zV&{w(voz8F&<1~t?$?<MRnXM2~!NvMh<
zfcaka77GW(aR|JawZ*2yvD+&izWaNjM;{EFLka}JYTR<L9L}JN8;Gq?AmxS$HWcia
zOT-#uX3Gr9p2bwTciK_{<XDT-pj5;X$_Z9=3W+Aii2RwFZLyidaG%{4oY0#i{syF;
zx)a0ILyk8iVe(w2zq<#u4D7sN#INcJG;Zdl-+%t_iRf4)`9<!Cxa(I?r!jorxiqWU
z{pcEGsyam)!xdcG@a_nblCo&3>XV5|4nJo~?eCcg1BmQqNJ{)J)`HK)gt&hcAZBL6
zXkA9Q;^0|Ebo)IC>v4^Fg3rB8pk)}YJn}a7g<#|R3*Zg8>|&%R@;|<}01;6RW5yQh
zr%#$Kzf!kIlkrr~9;J97H?ec(w`o&;Ad{6RBS)>Wcc?mC3NtjNx#E3=7-70>o!_Eu
zIo|Zx_nzV?mBq=Bu3|!}j_7U{`pDp)CDZ|5#`d}hfQ9txCJpwzD|RlgBZ=pOy#yKf
z>%5wcP{Ir#kg{J5vm*0N>Y%0s<I?8{TgBCR=55#2R^@%Va7(w+RZwInknQs-)GT2x
zdHVe+3?r&HAh~0}N%Ddhsd9;{v?{;Dha`8xfyK?8vxHR%vhyMyL=3KH4VuA-pcv@S
zGzNWd1%rwj4|oEpyeCgDA3>Gcm=p-_Bq}cCT8<cg%~#K@$QX?it;L6QLo=1iX(#?K
zKj6ncwD4*8bmgisfg^g^Yq(bdvKSB=2WC4jXOOU{K~6{?UPjLAI<U}ANdid>#dT8~
z31#-NVK?&o_rKr;%4iU@y*Ge=O~N?mPfY4qMeu;9@nD1!N{n$PCyI0z(2^tXbuIP5
zyVK=uZ)j~y{*F6cj!du>tK_(wCi{u#qD(Kg%qleK-K<gls^V|UvjNUz*Q>c{6y|qL
z%NzULJ>IpSB@T&_9Idw+*|Ht<ECRMECTWsUX>cXxFgbB0n(Lj9am1A-@A}(dd=(lp
z;BYYqhsuobMFW(TI?Ks8s%be~xhQPv5bgurZiZ?wM?*bExgvm7SA^co@*L4Lps&1o
zQ-f*hpQi8{f_8G%Vp(V<MZDZhL|J2k0WYHg1~IM+kg$w?^Kq>tV&dSRUy=<f@nr^r
z%oV+Z#h)tqohsVCmR+w2(YB9q;S-6H#T0>+EZqt+?(sl(m+QiI*4B|l&{PUAA11Uj
z1gDp!Fx?*zDK`Pr(XwhfI=eSuA-zKEV(Ky?tY$k>vV%oUBvf#oT;ZS+HL(;E=o!V%
z|KxAC)(vzeb)t9Gj%~64t5hdoG8l(oi$3COsuYw|p~{Gn7d!&0L<vKx{9TH<z=wt4
z4ps)1z~ok0^P!sJPZQ0JU{f<;6!AJ>99wGh<U%__gdz>;1ARv>$|#K~GYo0C+ejR=
z;F4V4gbyC<>sv{UPbdFof=Pja!M<v(Y<gA*Hq_o3GKXk>jYflcMKe|XlW?xvRLIuI
z)8hMjTQ_!YTT)a>F)Od9X{1rn0QWuxrA_KRCdYrlFg*()q{aUdY%D^Y)(gs(n_*|N
z#Hug;L=USmn!e0C*H?lAD-j}(X<ypXGt-V_$RwI=`F{AM34Zx0EefJ0Ml*UZG>9m<
z#WZPCW=~je4Xa3G>j<hM9j##!1@YCep9e^?3G#cVNzt@gWgZ8VnN6B-lLq?*VUXmu
zwvv}^($~`}DZ|nvA|XYXL6yth&%6*@NZU_rw?Al|KY0PfKg|o2j-5ZL388$QE2gP&
z%350gfsi3P)zoB_{kS#)U9Ke1Z)K(E%HwcIWskYDP()Dy_^rnY47a)7$uQMdmJ97I
zv6KL;@q|+E;T{2k{gVl|J99<Yn_y&%k~%TK$iAR4l!Qv%k|VpDt1*sM$01qxeaGLm
zV(ID`|Do9Q0S_27oOyVQyz<EJ{ign-mWbmB5MEyV1hNRidr4n`**U(L1OcAam8>ku
zs4M0Qy!lpFy0j5tXpKs&;oYVDHux|K6Nlq6Js_wzIw_j~PKO7*i&`O6bdQr}{a(kT
zW1y{ZPeiaOK@X9diIt*P;Q@;<zk0jS&y<G4+wU@R>Xt3@>ja9HyuJ+0=7mMRskqNz
z!)u_ym9^H7H#}l*IJuNM31T8agX&-Pn<4++y@!;h$c$K+7gl=2y*5gDHSLr;hX*(A
z3^tytHoF<^X8FklynPW86YGj+C?z<te9P597E=DuLA|zu_my_XD;xws5lyuy8(~Yy
zf#mM1DxgmP!)HMn#3wFtl~6I4peB(h>(qeRPx*ZU$Bd-TARBNgvfyoKo5B>yXHy2J
zNGQyBW#i+Fz=H8x&Mz=TH1mO29y%rOv2tMF&7-S<Za>=s;}O+o^z0dHnYr?S0gi}J
zDb2)qfV)zA=D^xf(z{+&t7Lq_Z67HOl6U*jGQkCdME3&2Q%dYn_H$;fW$zvpbxSW_
zirW9J*2bKsOqNTh=EK3y?00Y|z+nNnOB{SoZ3V(X_{iC4Be@!$;9eAeFz%X{FqoT!
z^v%APa%U3EF-h-}nRPXD+;HnteZFE94Y5?v07Uz#0~J&kj{g<oiO1u0O-dNiLj5Y!
zn3L&M5J|nc&wEkZ&Hb~#SDq1RNGE=%loFzp@7?jA^*+y(d6^qDVod#(fG@YAI~r5o
zw5BR#rQB|`I%Vp}AWcn0nO51OVVLm!yTAFt3R^Rg262&?z)5T7WjE=pCOwR7OE;KZ
z_Hi@_4Af0-Q-i*656Doj;eS@HL^EPWf=bl)t~1xo{q@4xSIU(tXiKhb!sUPF$Aed%
zJWR{|<l`@v7*UQrO+?`m5%GhEB5@I{Os7@z01}w7-NLNO%G|%pC!zDzYbKuF@<iXH
zb%hmnAxB9<fO1Fc@8&3HiW!zWG((jNl?qT5SiFRpaJSQb0Z{Fj$e%zn1r?w7sbMxd
zBJ!D1f+L;(5@sz)(WhkP1a@-Ci;7@5R@13^tXM0p?hoJ91l&YJLpo19MMF~_x4|>!
z_;@ZD{z#4evv+AvxZWV;cZ#YMV5%%rltlH0bMB7>;EP+B_MpLjp~@x)<E6ZpAvBc;
z+<I8Qz-2Sf2PDI;g#dSHe5N4a&IBxw`xZ4R@g<OYiBd><)ZP~SA`hreA;W`6z%<yf
z%_@(4%54Ta$KidzpaCcmgTSQFnEocIiOd<{8QmbS0M&^7Yw_B6zTP(S(@MAoI*h{Z
zt9VICNtx$8Jj;S|@f12JGrlfKY9}oV{Jr~Rk=<}ZHydIzB4736yr{3K!I4*jZ)jt2
zFmL4h|2udj4mWm|4`Yz_PDmK7w}DpIH2rFsvCepf!t^&ja328JQ43`}Bc5q6vysyo
zR~mbv5w9%Lnvm5^@FXTkUSmr(#wJn=&hQ-nIQ|hB(uw*(-!#t%7YDSZeylx-U4~j2
zRa?a}h@Fai$(DNh2;;@c-T_!@x_|GuK#Jyr6856DN&g5cKRfvgAOhq-b#CPR!tQ~z
zcpJ$W>8Jw#jlRDo%>525=cUXgYSTkL&j8X@Ga0CeM}U_$Rwpp=L@g5n?L)>ToT!tF
zjl-rnSPdI{`|x)*XMgs$)o_s4x~vK)ER@Y~`20n=A&yeY+HY{)c78pwe2eYV2%LbD
zH|(R{ct~i7(QnM|b+r9AnW(tVy!+@gC?In&srs34=1)ICS*)PaK7)b0R3!uMU^{#Q
zyTOC_>=W|o`ywd#X9Kb6w3IwL&Klr|-{&23?v9q;01I#{Yz5P`ak_tzI^s7^Ew<<$
z(cdcMZ_%rR@C{K4n)~8Eh6c<yFf~1igYw_`$e5E(n+uyP7m|U@N4CBU1BBsARB&>#
zDS2r1?d}J(8L%5@Q575X!#TrnfL`Afl89o5aa-GB1(Zpm==~Id0?LrJD$)moihQIT
z`$O(5D;s=B5eCwz2g<(;g=+^In7y6NZbko{<hL|0qgw}R%7*Rb`8wy4%#Wx*3#*T`
z)23l5m_?)DzkG`nNmX0`2H;l({8Z%P({+OgNx0@E1l=8E)&&-$dHuRn6t*$1pSdA|
z>BYpf&c|J?7>bq|+C_+B%gJSnpMNu5=AvwzjNyV$zk@O`p!Pzg$5NH~M|tu|d*hDq
zkr89L7dHG=Ft~@b9=fCOZgkxqSc8|*ymmW~nOX06&E1<+jNTtef&4&!(9hpeJx+Uo
z32&f`PWVX-N@hVqDcANBB<8HgN0_^bE|Tzwyh<Gj!K|3!N%#}g_46%IX6$VaDy3s&
z14aJ9hjl<dVx3f0M#yh14N^8H2;m(uU0k={7#&AOXwDPq9jo%O>IhbPgKCUZBN?70
zq}&pzI=pj0jf@-&p#?g4I<P5C6gvm$*p(_$!voUJ*P#3YE0&EoghNZRQxacQE(#Z=
zD{;DO$7H_ZDlg_wzi8g^RClB3shGUYh&Ytd3vg+9dA$IgEv@#<<xiwaWH;D|^giRm
z@OJ9+zmGk8YM*;ya!A)U^IeW>YN;9QdTu<fRmZHXO|rYb&r+lSpIQXy-OK!Pp$;mI
zMa|lmLNY;t4}URVw%*3xM+4@ak(?=9!Dxk}Aa(Iq-QC3Ch;LO5Z3etrCQ7vVYp&hx
zFTaSYwPOIRw%~s{4g>4Obp+lIT?7=*dOlS-xD^(PL`kg%AvoFj3wYzBH~mR7-vXc)
z?Q$CrKG%+e){9s<hFwZTjHRdVZ)Lh2g9N^Us$a8~xl^HhU~GNgll=MLxTyJ1n_K!b
zSMZDTW(*KOF#4lyD*>!UXW?MB8oa@SV*~FEjb4;mbgf49S~GkXd?R6UNL(*KlsHew
zg`!00)V#+fyKf%EvNjD)@<&lYCrbGH$(c&foj6YXm4DbM<$U%Up@CqL#!hK}Bnn~t
zq9VDIYYX{17uQjMLJ3f9PnJE8R{^=_e-2p}Acp`Ly{XfGi&bEd>Z4H`-E(vl2M62v
zV8TA(z7ZrTDz8u1if6HPZfx~J{}dtY@~h6yvtf{qTS(chiV%rQ=UY`{J7IT(lp|`I
z=*O@PsiNPKv5}Y%8uLMU5X&J3z%=^Iw^u}(of4RFWEF$U^(^k#kB<swvlu+}YEH@X
z_{<z=o03A@blss(T2qsA@72f5;@4)51v02weGfwIoJI*{^coo4yv!wq`}{4(m81XK
zTm<GrhTLX$gG4dyc)7mx0iy~wM=?N{{j52$Upw$**%1^d14+)nB6t2tS3#4)1zLGQ
zv!_o?+$_Jdp_YKGy`_Mn-NDU;i3$eduf_evF5KI;BtvSoxaiVqB|+$JYBI>VD?Zi+
zvyO16c84I1v9U3TIG*t}aX^)0p%hfkHA~dJ+6=n^$kiGrpc^TIh)h8K#aLO^Pl`v&
zC`NcMqTQDrI^l-%wP1fqPYwVkf;xJd9o~3=jwA#Ot%h2Yt-V_?8ULRASR*-l0DVVD
zCj$g#O?-PyrdwY$PckPN1F4D?Xf&$v>Km$54iafg5_E)pyf$V(D`%{i6F;u!AAVcX
zBHy*!ThNUc7#Q3U8r&p{<v90N6H`~bcR_f&c(VACuh3h6Zk9NAbJN?5)ciyQJWn6K
z-<8*@t@>65!g0eV(|Vm1T4(|9i=HY18_Z0!Ovj699i>*8QkNJjf(pa0@fMb|O%)70
ze(59rW9VE)f%g?$HFw%@#(1YWA(0uhGO3}840O_2aDLDFn$tQ(+hsJC)1`5<T0>Tu
z&aav5LP(v=-*z6%)f*NN243U9{~_-(W-RJA;ujSH^l`n!m19Ho-n@%CNuU!8n7-dr
z<HBEBr27H#JY8`r?+dkzaykzG1XutFMfo}F2R)+BLHv^zw5e(I-$2>0GBK4kdIDh)
zk37Dl7-A?}LN^XJ6Q1Bd4@8hachvp%_P8Q^x_|$yS0ZO^;p3seW1l|+uFnmA+d)x^
zGm~Zi*QUi6#uL+pid%`+0?u@KkBRytq!U))2Npf8Y0@?aR<I_Riw_lAGU2+(x3%zI
z1tNI(bmtKhKG!yYf+FS|lP9%1(#GO-la4-r)A=*_T~TH@+JBkw_rol-Fl=5`Wit45
zS;muJ#M~}!p39Gzu*jZdBIWdzlFM;L(4db_!*En^gzRl&HrZ4Gbs1qFx#y`2NTR7x
zgOQ*z*_S;?mDQJzqgrur`xJh}Iflx`#$I~C2B4^AxkC5$zJ{ld`U71|SDo-+<J7HC
z&_729b{LWWaS;)o@-??_JmaXxYu=FTnFB#(E)iiR_!Tt31`$;!2ME!S<J!1Y+DLA0
zuEP!qB@@)?*^$_<KgDg0V#(^fY@2Xy)l%~-e7+XncT1TgsnX@J!&K1%;qm>DCi@Fw
z{pX~NHIs<Wb8DyLQ=Ws1Sa}tkFdrD|j9K}xYd3E-&5xDZ0*f!*++OGJ8GW_#$f{|=
z0z{yP3iZY<1{^kW!L?3qAC;v}&@*w;`hNNmz?IJL@<G4zeDam8k{21eaQLxK+&-B6
ztI%&OghSF9jg}_6w)~>q@7PukU!h>~dXTIfuUOP9*A#(~=pov=d-Rj$TzTS@uE5K=
ziy=M6QACp!pkO;F^6c=3*r^W~RT%Ru(rf;8Y_P?$Or4s^>t0NJ=ci%#zsI=a<4aLD
zJK#D?4FX^`;bXsI!A5}>6dtGcFdU$TbHv6`PwMr1Ml)V-+XYyfL3jVqga?ml5;1r!
z<PC+_6Jl(=+4Y?d3ZGy|VdO!fY5vgK_k(Eqk-ul(^G!jPwC$IIlQ9sRfVUP;tdKC>
zmUN%=5YlMb@p=v}ZY1r*{w5iXMxPl_Ir9XIoo|0hNa1UE$1KcHcw@Jp_O&J&!<33}
zd~z&G4Nwu>uiJ~bvo!W+d7b>#tG6?bPuP^3BOvkBc#@h!{V>|N1t;EmC~&E82WP5F
zdkFZ8P6PS-SV;t}3g|?vuwoNNar<5unnP*9MJmnFSOWcB0%&b<`5!kSxtjelP;CM*
zAv-7$eb!4wmCYOvE{D(STG>p70*v0TPuGP$arKlwjrI#8L>aF$z(ytI>sF`PAIng<
z0@8kj;{^#PI%jP2{0d5+FScU7_8=(5gS{;Wu=Nh{5)+@7BIIr76-y!sV;GWQV9$q7
zX=Y>U9YsYFO;%&f_`iET2$#<%F7d+m1zY;XbXPuaehnusVu_0Li2V9X3%!>g7QLBH
z4!_92NOc%OZR2KV5Lb*9+Iiy>(e3v0&rf{DgG&dJG&v-pb<F!33F@(JMK?rv(3kIu
z=h^;GT>LxDM(=!Z>~O=)?BZZwSvaWx_9TP-$)pMje7kZcyr{TtAm~t!$w1@h7)-g~
z9NufJEp!AkhL1Y8N<S;iXrmdG=osn|+-H|!a$&Ls?EcN(Uqr<ft&~HOCvacX%hOQ!
zev#|`R?(Kj5Sx1n+lEw{^~ZW_VEeAkzb1(NUNJV61QtlM>~H;>X|W2dRAjIcNoW&v
zk^at%?_XH#iuBPH1#IC7??ne1(n+DQ(S1+kbd=bq4O?ZTN;J5tx{V&5E$z7sZ<QT+
znDGwMtq!?}V2>T!W6H+8F^IB*O?Kq>#5){Ni;E5cEp{gJ)M+atfbjSj+sO^%-^%;v
z&rWK2O&J@<t2Lm@1;@{{J$!bbdJT7a5fyiZ(u(%j14JKEyM7VD4*fOwVoewyv>Sfa
zC)*7CM8cBs-Q8*-taGCUU!+Nb0z+>Wl<@bcVP`eHCMxU!gp%o4)asuSvcX7$+*Jsl
z;eGU&-iV&$Ut4u_3~?!zv!HYg9kwm%j8(g25>Hgvb|zFssDtMixohc-OmGy{cZzDr
zcaC;)&<Fhk!h9M@J-3n*C6ohYx_30C_{2D;FH0ccodTEIfAr0o>R%)^3arU~^Rt^x
z#k}q*4Xk#!l}hb2eV9kl2q(b&i_^iR)<-AQIVswoo#~<o4A5a@=qbuzgzjHEQQYy4
zH2NG-#?gE>9Njo3^cQ-~kELA+V*Q%ZD2~12_&eiu&iDac)!W49mtXk*>3MLrr`Ze<
zM(H7Oi7d<~kM#&Z)4xd%9&>ec+3dWr1xzllR~FL&Y(uLUl`n~OC<(_#yP&OfQ#J##
zl14SUHLopcqvSjqq5Oz+no8%OwPmE99fUEeJBCZk*$*_X9S+`kLCGvj<h^q*T)EjI
z8U;|Qhm#Wo3P|gto4)bni>7A{%z%#9aX_Myo4nmkTAC<3Z+?S-h99f%9lEYFKND=6
zJingln{AMQgwQrNY=Cp`JeT%8H71KXX5$EVNkwmDjhHG|YFatJ@#;BH8K1WNgU-64
zfg5eNRlE}Yy}(zB*boWkK$_Ix%=7JEChI-5riUCTh))Gy10uGSYw~-N_oJkqUd5mp
z#i5DdwS!KQq1E{2{vQD9Qz#DugbcY-t#RbD1O!ZPVdBup2sq}<LXz9*{+3TdVS8!x
zmY{`tXNJQDpC@513+x9mDg<7t`!3JQAk{Pq96M+B(Y&V2q)6N^P-|4*?d`bfloCPF
z);moKG6`NRG(TGUGG%Ga#1forXEuC!wjt^D_Y)@~D;ELWm;;8vN?2>Ma?<`d)G;xs
z)C2_qbxkl25H*=hv9S^Amxn)S-Wn9xbQ9~VW0wUrqWS*G>;|)wmCD2<lH<54nGwH#
zzjmVT^&+4JFM<nW5XEWveFp9fyP{<R{IKS7Ju`+9@WbuZLKNC3plc`wGY%(Vy5z<{
z-$r$!2>B6oIE27k_4Np#1y3RY<k|2;(i4diUrA~hi@GX<R3uBmn*9tlDg5&<W;$JU
z6FqGte=-Zq#tZdt+O3VmTHM~H(o~$_nxSn2PV#W5Xh`mcYQ_t*f_re}N7nI%Jfxd-
zoD$#uItHkK-w4Pq^#ga$s59Zq;7=@FPjJAtwmSCSy#T1yM|Ed1I!x4Ykv>cHsE$8x
z^cL`L{l>-ZZKoThrEKt*kh4|WJS2|}A)v{5^r5!O)Ln`&ed^(=On7(!9t3mEi*Bp!
zihKfG7WQoQ@qbNq<I%Mz4%%?Xk4nKOPwB$XBg>w>3l0gF&&Mn+Sw5bsN6N=Ee{kb*
z$C<e$BvR#(Xq6>mu0H*M7=FaX{lM}9O<V>KPZAlpJLHq5=1ROk&x?_Dh+j}yGV}2*
zy&M#+xf&Gn%&Hk_+FouEub6Sq_-sB>s#7yvBeq}6XKt=OP2?A`Ao}%_mOC^)O%3UT
zn1hdC1<FYPmC~Z$VnAt-^xfHg^21NVL92BWE^62d4_qZ<e~bryYxP?|3mv@Fg4fxT
znZEAX-I@0*v;_<4`a`TWamIXnGfoC3AL_l_J?KSh%(zgul{(iu#rYFTE{OX#HnA%_
zbWFIVh(3flMr;;iv7l{+U{}1bU`>8+%LHQNk!pfV%5#xW0q<ubh*J@GqhE3wdIs*Y
z3U4KTrjjGB*RlX=W~5zA`4`z}uZ9-Cs#V91aXjJ8+Q^&oDvY~N5?Ki_Wm-ADNb+e+
zqlYmB(}uESbw@Z6*^o(C0v2aB@XzL+tMdw3yytPtE;G=Vvg3=|)3msDW)lFw>Q*6k
zdi=zpq<l)UM;AtB1I7_5ke>*=aQOMP-4b*tydkoLdhc>vV8#!-|0#cxy!|#hk(Szo
z@{jZJ@}O>Gi~*^5(|5yvo3vL{pN?g?lDN9i=h3ro{2r-R3}LUpW8s_l@K!#0;s&R?
zYJ-tWone<p*C;gxL~Z@Y+?DO~5aJtnlnHlDmaoXKw-fN!En~Z{W5rG?DQ3!#ZGX)L
zW<3NZD)U}h;X{~tJ5bx~-=78Qm1&wxCp|UzaoSg#bo8N(_%~8kySQ7LmqD9LQ)TpC
zq|NE9KaGAX;DbSyj^BJZA!%_v4|Vpl&x&khwuIc+#K8&#B2z!*wf>%3!!D_duPWd_
zCj*i}1IkhiNFVfV_JA+2n*Ae^kRhQoYH!tuxlvYPVkUQcwU<pPX9eP~o?d9A@_kr0
zRRSX_eNS)qFST`O*MBbzDRPqH!pTJ;r$^$+y)(=`8>X$Dds^@-wq1PZr5Ey*=p0k`
z?&!sqACLYtoZBZOD-Rc92}aAR?Y)^V_P{xe_tGq$HAD4gs^rDAx)Vd5_oml>zsyDj
z_sp?LN_<E75;FVkEa<yW{J{67AXu%T&RFUf!QWX;ZEQwzs!E_TxFv6=(DO5R)}Onu
zR&IQ*mMn5G><MKhWO`MPK!WC{eaZILyuU=75y9S%G@pMTt%6dfK`N^^=(>&J76*h`
z_F1;o6UlD6SlObN?=8%eiGAM?W$4pWSPjp#t1NM!DhxM(ZV(Y{w;5<gf&85#L-}65
zm!FT9S{gn>na74AW%W~}@YNN$<fn@!Fb2cZvkRIXl?c{epfDJ@j8Ia73>aA6e4|<_
z7`A6MAAJ6^2&jB@!zWXo=F*+ri)I|zakDbFTS1;v=cBxh%irFWO((AXCU~=1=rs1X
zFY$9t&3P&ex%y?oJrUV-r7iSbr8w;6IT)SAzF*qfoUtE|`TXD0a#ot+<!)^rtV)u9
zKDsWS?agUnw@XH*0VkRiS+ep;n{4ODX8S1B6xh^$w9j?RL(pZf^GrtK)HFe`ecBQ2
z+|M0HS^AC3Z3UMmq~7j@<;(KL$cV+dN$B@bXRy*Gc^W_M-w5|u26y_`$LAz-js^6;
ze}NxtOA^L~Fse5sc-Nf?ZlL(e%$caXy!Owb@k2`&R8UBA0E&6c$nH+ptq-5@OVzel
z_mfe=<7D*)t)Qda_v{<fWm~?%0^Qxi>5f_I73bf-I_!wL`v(2;j~+L^tp@SQS%W@<
zx!2L20rw?F_6IrkBNinUGJ+E+oYNB02{k!<_7??viWH61>$*jrDU5Ts3M#^`Io?0%
zJL<%ug+5|{Tccfa8N8X%BlSG58ObF6e2~F=SV28qqq&J^UdxgrzWzxSF%=<4hS5|}
z3WAd80Bz*M-{a`o@on238}x<@@-fX8=8R*_uOZB8KDm-nFjV^2>hs0(Hx<u!6~)J5
zPp8qndCJ+xau1*-(crt}x1QHzhMAhIjPdseyrH`6qVhF4gVOF>=PKvZK*lH?pqL;X
zAhofe=h^r!q1gKjcyhfG<9^-^(io_`WkaJtH$f#haorZ?r1ukwx$=8#Vu0BUp9ouy
z31_q8aQ>dr2)8Wk=ET0LdR~$UsuSq!;_8y5K8sjDTe+w$hC$HnV~W1^QeB9-+q&?I
zy?sle_d-`;f^ekfOZ1@~iA4T80x7WyYk~L|QZJfP^O<wUEKPNdQ(=IB^AM5Z_<GLi
zDEBkQ<Iq(n_~s;1us~qL!?wA$VeBizQ(x4>IhVUhyR<AkNM^Z5_9IR43P(cEixm;I
zNn+`g5Hz;}Z}#bkH?jcU`|44Zk;(l4#|Jl>E*6j<&3SgiKrRx5GWK0of{j;(PeEx1
z`<%|A)t-%F7=M6X#P*H5FYA1xN>D#LBTa(-+@Eqd)13R;9dfPj0_*DPF#=S4znE2^
z>jlJi-U-!6$K(=C>8h~ngB;7DGMq1=vbZVwK@8}3RmXMjO*QGAChAW=!8ex7!(#V;
zWH)2ooSXAb&srH)5zE3~9J<5@gri-&#qoJ^Oif1KHosg7px;Wfh@}+7Qo2aJIEH$h
zeyhu#Q$k8-__NgYML;ets)0rkI{UR_lCXl7W{Ou+<fSzz<9t6mC~GNB;KS3$p&=?}
zLuDA?nMqu*<$Y7lratjk>=(AQ$w=l~b8>;Shmf-VKfMMuQ{Q^XBv|N(=8&6bzI~oY
zdQk19NMe(18=+^UR*1HF`RplY!H~>2hQEOa&l;v1aoO}bl6(&Ux!-?We^mrR(yHO*
zn@sSn$<}gAj;86KSFF`gZT$7_t3dDAQ~e_yJxkSDpQE)$YTwgx1_@4>=7?>Z;psD5
zP=oH;uJ=7I-S?WQ9}7g*iW&9@AG%0w=#3qrnOM6@ntuUsk?D3a^Hi@t-A~-&Yy#J?
z+D}W=4DRGln37y6YLB_{Yty_Xf--9@<!sutdZsE{?hV^zktvdD^9Wob>Pd#c%(n5T
ziZ9-ehxf0J+tMl;bi+RN-y&2o(TuRW!fKM%SP`0xzYPXoW~`{>8K4=lu3u;Pj`}}8
z8t#3z1a0@Z-b`Vish5|@H&0R~ht}LDh$qM7-lDDi`oS!klBdeY?S<Esa#Dlzc-(fD
zP(YvHZFu3m4h`jg?6Cr+-%k=en&an)Lt8Osx07k}pB3Ra>^Xsf5t8`aj2~Z%v~l;}
zGa{V`;dfjathgTTtHyC~&(?}e8rB>$@hZU`=^w>qTp?xXN?Ujmy*O2VQxGNP{J`PT
z{iID?o(zMXB!j23N!L_qRTUL{g?_g1w5M}%<+k?p`i9)1vJ0KBUPtpp)=ur#zj&YD
z^ZmShlgR+9(G+oeKKS<ieCQq0Guz4a>&u~ELyXS>FG<{yM)~Jn;7t(0wzirJ72VHN
z(2TwpUryYh{X-1UfH~Xt%a8WbIU&yD*E3<D=C=Yt@{SIL=eM}%;6afrX;TE)2I)kl
z@SU8J+qbsv-Ih3;dPXu6tADIPq(;Y6whBCt+3aTmY(q`Ld-X1E3vcqik~Z{>2++9c
zlyvuNE9>HH-8V&G%@fM|A8A=bnC0^_@-`^DWL}<a=q|TjrayzC4;DzY2*E9yn-5|b
z&Y>lNVHG~oJU&N%&Q<E;BBr8zn!>yO`!|O_kQ?i0C#^=0MGLSIveY>@+@!UyUS%~=
zemmT$&D&{?;DPVGY<F**TDu=Ie+3TgT0EtjpSsdzz31vLSK(B7r%0bV+kN~cFfk@t
zlMqkWU-LqA!gj=ZBDl#XcpRT1IXA~U^y+v0{<=Pv`EqEQ2BMeI=)OI0YI&B&{tjJ$
z+ncpktS-J5$ePxC@fK<s^Be)U+da&g2$`~7fzwkJ&?kbGE!Jf4e6NEz?J^w2UW)rl
zid>v$rltK_nG||DZ<l*kKukCh+CN|L9Y6F4_I0*}P({`KcAS3sOoQHR#TR<ug|H#X
zOe7olBhj;hxhpraP<jv+zpQ&u9lplb|Ccf56nDu%u~a7YFeliOqvKo@Af;vsbY-ku
zO=K-Oj^y^43C`RL-;$}2h`THwclO0?3un!6eWEvwPb;>m|6(bCri3lI`OCAtkLP|-
z5&yzi5MVi;i=0+D*51>9O(|YA=HZvim{$*3KbITpj6_jZ1T84RzY=5u-e7yyf@5gh
z=>k?YA526ZEjt@rg~-}qBvL=h*;C%uXZpTuj+Zy^yqo2={CLeoOr4){h=O1ody=7d
z6oEW--+kPJ|HX+lR5GaoYB%gqIW5X$oEFbnD^7me9S<7S)!6rq1E+QWL`yqePw^S0
zU(i+Rn>e;kv=OpYBUQ?KN(|9`jeTJ3NBTNJz38H6D^~D=tJcxtprwlS2iiBCf_H?g
zo|NpbkaC$C4Dx~}t+~Iuo=x1ymk^;2n%+7q+@EKrFv4hYyDaRf5@+Yy#>n6c+<&$1
z*?K<U+2EZ>{K;(gValpRIk|0x(J<kfO+SrUc8NvD+|Y?FTH2jIUY}P)nagE9hVydd
zgdLPMEYBAJ#P5oGFO)`$uRj_Tmg_K;hK3ncu3gk(Z*GdFXsZJ?`e;-Tn=}=w&tz%l
zU2C`h+BG->*6cWRi`i<IuiJ!Px^j}i^)+k>J1oRoEFn90lU5f}9$V~|c(<m-uSES*
z7CK+f+;en|A?|Jm_O+jCb-4r*Q(q~EfO>qs3EUXz-qt9`_2u3!Vv3fER;A6$54!d5
z1*mL)Jy=YcXU5=gRLWkuDU`>*vh9l-+~|*}x<@-C8xn^QJb;Vo7h@V}B-?^plAOn(
zN6Bg7b(zX5-#u>L=JhsPg22l*g6rUZNB1{&2GQHc#8AjAcx_>d-F$0nYYCkl$^Gk-
z&$=Oq(j)ZVw%vRAi-_`?8;^_{;NDISq8H{k)aAzGz9X%aZ{UrQnMyNNJ>ro~-bdV!
zQvDunvn2}WlS}iqb&Vo<7=1bhIJ|Ji(Vj^nV!8Xk(G4q`I&|&85t0oNPg{GA8SE}w
z1=_<evNiq54EF3R=s2RI+=h8Q<R^yi!gLv-OVQvgaFHgkj@F6<9)e`D<0IG?^J#Wy
zG}<D<->N+k6`EVDBkR&?Gq8M^v^<fwE{NARrua2Xq#&Gykhz-+?{N{_y``hCm1(Q6
zw>E(sh-MyY;oZ*Zh_!`g?H9)L_gI7k^N1Z{Ww25H={w^dmwtS^=NKuFC5oH``Z_~u
zuNt<U%kYu?Qyp|%4c<_+zD+kEW<Kb~%X>gCkDgd}yR!prbmi2jwcu||GWB{&_9_Vq
zk2&hooV)7$7>sg)x001U;sXgAwD+&B#WAYzanjk%aTytQh#of)*j-X8IaV-L3$!1x
zGTBdDI1cH<Dc4~`L8^p8&K?)5N0T!R;;`R-eUfq*8}Pr=ht266aj-@82vC=2JKzX>
z<=oajJZ78^3B4${)C#e-LZsDOn9;3Ne<<)aaepWK?c)JXL7`QQfaHD{Yde-4vA@dj
ziE`-&#z*~)hvtKi#9II{2@B!7@QkO~$4?fR7xZ55qshbHWM9{k$+w8Cw0)1kK}gHl
zKUbEaTa^fOOVVsjMH|Wu0}F2SIFet;FL-J%n|ySHFdR_K_b<CdvvR_2Qa;L8lEDoE
z#Pu8V@y)7I86Ppfh>M?*)J~sp&6@T&;xJs8=A5xWl2dd(+D;Jvlg>DOl$ubqLOQ~#
zR&!K?W>zc@EDq6Xv2Xi&jbx&RPz_&qa=93$d=qd7_b30PPO;)YdP<}h_7Ieo6~LNc
z8zl?m{{BzH{`h-<&2jssU0e2m%g=A(N<+0J*e+w`ACiL_UFvV}!euod4zjO>U)xNz
zw^%sve9D(=*>J*OS2isTqjC$N$0AOiR1r6|0{RpbAF^9^1Uf#m`QY`v>s{3MmWF0e
ztz~jpJ8Z2=DjCrAv!E{BE{AeCp&Kz-=4_ZNRIn0chSUE0KKw3f$!6sKiz4Wpdg~`Y
z{m7sAav3G}a_UFdZ7<uj%^M+zns=e%ry<DXKA~K6=O7_AHu1YwbE^usxS%BCd4Q=g
z#p7r^1i?YL8mhkHAo+u~8cLsKx-67dhkZ0k*;IsFm<)4uZd{flv2j4pzRJpA046}4
z->~noht|nOJK;@<Q_+UTn{%Srn9BJ!Amx`6|6rV(?+UF=A3GoXtfZ$&$9~<6szl{M
zNp6pHeER72<-w??KkL_4z+reriP(2gdz}4J>y__kiv85W78$AAI&-`=U+N507cr*=
z?EbFGUi2N<H{L69cyF1{{LA-osJO%`ApQc~vY(>3k)Jv3EaGb2sJQe>^5ZnOWjL;(
z|J_x<@{e=2c42ycIjYIx^uNR{L85n-y_FBPT*@sc-*{)t9#jkk{|WVaHTJtB!jzCm
z&wl<WpPWKJc(zqqdL{3Y7wv?G^n*)8R4e91$8*smXE^LaO$n)VbPOW7t+R+e`V|k7
z^{Kb<F<AygQhhNDR_noD>SnomrZD>YvSdGhe2+PD;oXXb<;B@B3Anv7+?olJ9P*Jm
z{H-bzZ}JmIg>rfO?<i^DEh=WZU|W`7AkA*S%x*o>tLqNZd<e`ditcwCiA5eb&>rhN
z!JM95|BW^G3Y(L_uiH=~QKE;3PSNviNaiML=ULsKDMKtxKMP`Dg*rYd$K%c$uy|=O
zWDS#vxQ?b-dB+{0Wly^L3Q3h@ZTc>QECpVM01l$q8#$?H9qzvG*8lQlo8CBwx2Et}
zJpZ7G+GYChMj(3TxMY^o3}=Slo&bgPE=B<?Y1!*MS7TOGqUD2js7h5@+vK~M46bvl
z_{Gv2{G0_yuy>YnzWRFz^NelGhRdBj>Nu_pURM6+m}Wd12ZNlrDwGdX2E;p+AxotA
zjY+jxro>>c_HAd(ja?MyaXf@OF8ihw{9Aq;{+s3oG8Li}gVjq3>Sp1yG3@Jt_E_cx
zm2kzxIgt`&osG({6b**K<k468t*5u0yH-AjiFzv-hSU!D0JiW_EZH*2JiOIwR>tGN
zDGsOIxOZKA;rg`Z(`B0(o7^Tv%DQc}r?9|P#$nFTbsTQCL7hAnlUiLk;`r2S>D{7n
zwW(Vo%7^(zjO;0e6s6~gjVDiKs>}u*M>FjTX$5idKa`?BPQy9I7I+PqfkPF|T*<|M
zukhE#^NMYL)ro1B8dZC?YyZ=$jrx0Ek>sDcq#Z>;3(<My^ueVz7@g&z`xHeIQP@b8
zl2_#%s#1k?-W`d9w94fcQ+3}vP;>_ah)+(L*Ty-b4v_@ky}{A_<*tgG_W-MvKe2dQ
zpka6Vp{9RQtNq1b#jfsw=v3;@CJw$YcWrMXtsgVW?aoo~fkC4lZjLr_-p*b<cCn|(
z?<W~qOx&v&{Tj^416;kAKk^kUs`Tx8hx9{^ZR^gYqoX`wBQki;cI`Q*XRU>$rE#@V
zH80a%zC~=EgD-%-!ZU4g=kk7I)_0Bi7-dsIn;k;-HrDkT;ZR2wS@`$j<0H-O-A`>B
zb)N)yeEsERruTaoIcdGgX6L@CcOg-6$bLa!{dYxq9H!@=JnN}^^ivzzZ;Gn2zF1Uj
z*5s<?6g@}x3qoUUc;*}sRw1`-KlCd1-gjxxU3@FtFY12f=kz*C<)hJf{TR_Z_jOrB
zyK1%2prk$p+*@-gVvbmLbaAe`Dr04<aKbIxgZ=sy=<=Q4620&Q-)fU%EEycd?)*G5
z{K@NabR=?qFaT%RQ^h;$KT(p@rj}!`I{HM&8)la1(YKS|@IlX)eRL_se8m0@%(P7(
z*g`aaQSJ0xpk^GuHw`(eYk~P%*15$hlX7my|D)yUrHZ|qeW9x|DCpz75-@rd6!TnA
z{q=G{swSx^Nye#0&bZV4Fv`sxvEMq<Vlmg(N_Ip2hk)PP&^FDyRQ`7VCF1hce>bW>
zVw0kpzS-1&mC6mgaTfcp+y{s4qPpz=u*Z9mY};J!Xv`g&;;rsr`)I+J6<x=)Jkp(-
zD|F&QMI&23*M3xsJ@?VCMWPo*TS6`Zf)oWkZ)0>`)#?q#ifj64{2}%`gtq(amo>HP
zL|m!%%<T%`+ZDSGlQ}-$M4wYm49%wJoG-E(mtxK{&{vF5R_O+MUwR<!)+oG3L6kdo
z+pdM%4842K#)7+5)V&8)j(Vn}?2)ny$-8FWVV2j1hJ6zg07>?X5NEzxuOr8bAeoN$
zGE4|-!l{Qp&(M>h>f8$SS^Tg&lO$VAuz^|G`@i-o_RgnY4asOd2{2;D-;P!Ms6n_Y
zu}afHN_R!Q|6VVt*cK}<My6DzIqsbglAy&*;lvBu*wbybO?~_O`_o`tgmRLXYYDh@
zDf0`rxlzBh5LMUlj?c>T;e0}i<&{mt!Z(f*BfTP*j&8ye1jPd>Mr~T^S&!bIDIOin
zt*txr6ro9y@X~(@OWzWmeI_chfBVKnq==LyYHoD?dU?be_pA1mX=H9t-^%;#;=nrb
zwfdTAChzZ_R!QMY^uLLnYK+GjUgumljTIvnyN(sZq`XyJr7HrDhVw1EcyiGfCwk>X
zm9dFwnRN*i;~{$Z0WPUK_IJ@7!!!Mphm=W4{tP8Eyc)P}l;U*qa)%s8OG-P8kHyWS
zHn~nI?`iWK2|jaHvvb?FHE~|gu-~ziirBPOqZ!#!Xn7tid;GCTiV|f@(lp7Z&3)8y
zJwLc4zr{byX9wGU7hw5?X4J!tL17V2V|6}s9261OUC#BKewxB@d&_nBlE%Zzf^)Yw
zk=8L^`jHd$zdM(k(UX)WADNROYt5^NKOTQ#<ezU_-_(Q$M)!Z34FkEvqsV3>-+B2M
z>HHP?jyKc$@2~IN@}FYn57!O0(mKR<buq52MS&m%MBnAolVJqc)QHs<qt*i_`(5$v
zv9vx$Eyh8sSo|cR=l&%_S(RszG0hy7)5hT+)56PUDs?0-*88r2ms!pMDorFUkB9Ht
z4LNp(iu8nEBrYe}R+-ye>kriVQQ*SC>O0#UzCI&G!#4*TCXr)vxNBpPw*`hOokqXH
zdBu(k#PV^{KQr5<Mdl8*WM+=K-%a?ScM>lpFgx4}t7>zYbB|qLG*x(+;aTiaP#vu|
zy?L9a(~MK_dx6^j+3iB&TFGE;#~ivr8PDKK+4Ze$^Va9}wtjd@3kD4ls)A-X<H_^E
zzQI8CCG>G}wh4VT2_Mzt;}gicXKnofzx3l!Kun$r3#Pu!lzOg)`Ugpjn-Px;lad5{
zZ1+!6iBRQcR{2d?y%vV*yD*Sjk*fRg73!PIeph*a-z_OkvRLq4w5?o%r&6NQoZ0h0
z@Nbf=y8JFbldCLfd2L0~mx1-+a-ZL?o6G#Ca4^wUK#IW$3LvwFX?f@@%UKzskDyv-
zijJ&IvsZw<P@#RHyJHHU!z@d{j|!2b<=*^kxBrHdznNi3CoB+kN4%N)ares^WFWA1
z@I5nXt&h)zdRv|0&bDLmml8&HC<@~WI1!U|>Sl6aypepslGBgzJYgX9BI&z=>;CoH
zQB;x#-a<{Gp)t;!wgUUUm-htw?opxYIOujqR&2+jKIy=swPau)3vJ~=8~d<06Ik9@
z4exNUT|z;!gE4ew+_!+e;SOkvJ{;2{hO$E=3j8>aGx!7&k(+!?QrGMDGzm^9I}}S7
z_JSj&3r&2~u=DlfZE@4FQNOnsEV`rU15NI)l3}Q%+0eu<c!x4>rFqCk`S=lf%|)uM
zq@{TlF(I1~^yJxs<Y?;_uw}b!e7GNq9Sn@3jjQ<@tglkG=wJ<M=_WrkgP>~bkS-yx
zNR4DngeUre9R@)$?LHU_hgo&;BxUTMHA4Sz+^U=8vw5@tI{=fy#XCetB)woY<G|#C
zgHZ82Sl4C@*_gok#k!+l@L;ckw>cD(n$)mh|G#qt#T<1dS9r2u9V@h!a6lnlfp>Qf
zIAwsr<VLUnv;g$CAfTJbgt^rRf|8PdbX-+^+E5ibsO)4;8c27Z*73Suu*LER>yv+k
z8o`KO{RF;|6`57-3xLbKhoTPMJvaE?H?*E5RBR}J_aHz#KV1voZp1eoR1e&AbNW=Z
zr`6|jj}nsWld{=D*#xm`m3xh%Fu7oUBtu%d*@}E=%Kk=8CR+3M(>fORJufXzp03-e
zV45Y}iR^kek%${CgX`uQ=ZC}0x1OXF6iAym!1qHhUSxI1I>5kJs4mCLLx8Q_-xnc>
zwNjv*=C-tN&<jMHrz<pEBAc3o+phl{|2LrDm37-T!jPo@x1sH_tbX0X!UAwCtL`0t
z=<a&51-AI#frMgK9_+jVd-W?C{4ErJw2FFrrA>K1+j~|O?Hy4Jh|@CK=qP<|j8lgg
z_ovGgz1wV;-T;26w`FS!h$k1>_wU!++4bt#6h*XX1rCo<{&#NJu=&o9fi1^me@8mO
z`tAm8K=_CVF1yh!G<@IA=k#WICGc$pnbQp{xa6eK&M`sK`gB=gaecIOig<gySks<X
zi>RCzw_KD!B{hPX$+qujV*`6S5YkrhL}K7Z<9nOr+YiMNg;PC_QQ4ml2|5l7Z`(bb
z_MVr!{wYBuL5(i=rjR7zKwLKY?x6#f%JlK>(xx{_fk9SQR^2z`HRIJU#Mb}+eBVmb
zy{w!Zn#|{i?eohD-;5F8r*lytciDP3RbdckO%yJpB67%Q+j`n_Qv;l%NWtYk;qCMq
z`WbyI?VSL9UTWBXM-sBiI|>5!)9;5}v5F`^e|MqSC5zbISoGO{+XV8uY%c-M+a{}F
zKQIqC08Dudr&wh6doG_-GBN=H`Mdq3gH%>5%0C$E%9oO3MPL+CBV!@$T;FhV-6`ut
zvT9;v2}kjUO(SW)r=Ok&BH)KD!S??5VrO_yN5@Z5vcEbeGOzfS&k`H#I*>^&?$udD
z*I$mT<b+VJMSl09!x23J6{b79Fnm}eS%64kYs#tJ8KAFdB0{!|egJ!&^TUUo5tTOZ
z28-Uvm&RI+XtpJ5!GVi5Pu#KoyF2Ll1m`&>+UEj*q3xHY1DCAmvHQq+%7_<ZXJ_Z5
z&|{nl!zQ>Cf)SQ+#obb7fZAP%ft)EY3IVoE6MiY-Sso|_C6I*E4Q=@gj6gS}9Hdl$
z-tcxk`L`1o4Q7=Aw>t=N8s%ztyP0$@{(LUJ=rp0cXxE9wa&|omEYJ0;`cxYxiCC%`
zz`y@UmaK{i(XpanlT8N>Qnr?xL>bQZEY<9Eh-13on}0!=eTL#Wy;8=RU$ojhEH`r^
z)Ce!3-n?LhE5e)b1+vfawNLbj*A}l00%6}v0er|>1%8NmJBK?w=T&=X5H1{#xNYDy
z`-$s+r`0d|wK>$CIye4cPZJ2XB@JTvfQ*Pvj6#l?l1gY$@!nyE?94RX`M>M1d-S~t
z@s;yl{w4s>2s~$NEO5Si@9W(=H$m}fe|nvvue@Gqqa1l<GI@wG7e;~+<c9;?r^s_>
zA$-K{QJa&Qmn{eSbstEPd@o*lP|SlK8au0&L<jub+bAAsZM_js4>P`xS_>ADvH@DH
zYeWw_@5T47H?f)fx=10EL&D}>;O&GZxMuduJFgBSR8cr6gl!t+dT=az0gIv6bye~{
ziVL)rm#X_nhQxC5viVr>YSoLur~qeMSbJp*sIl10sQ+?p5LLLz6j-@27#H)d$y>Pc
ze8#j{UOactU&3J72Xy8j4s;ZTY837MnA4_@7!rl2&k-`|u5}(|{W8;+%_#w2ruJHW
zzCtfh-WE&`J065L3n4nPANRLCRvck?60nw|=I~A&ajzzh25Q1T%aj@wI32x~&pmI*
zc{PugFg{SOeHdvE)cF1Az(gUjE^%2xwlWHnYYxpHD|d>EED`Y%q`J6r)BNMY(BOlx
zihWhAndG(JK3+K)-Zl*?=X6O7WOB_p(N;mt&!2C+-fxvkuFE&vS41589(x~qE{J)a
zbfDh$y%+l%pLvltdCloLH*n{DD?@W3x}&O@uH**Sfk*D~&J>#EO?qkvqg4jcSF=P$
zc069YdOyVbjj*r02_ZuvO1uxj-|c>qfcvdAOhR1PJKRM!iS?Bxs}k+A=zV$19!psz
z;igep=Uq29H19!4WF80Ki!_Zn5Chc!G2rAp%T-^Cc>mWth6==|5^4J|i7n>;0AWF%
zzVY8Lt##iC;Je@b?#$22<uYIX@|XGYm%j{v=XooR0QSPtJr*`FUEvpyCV<riXaM)w
z|9J$k<6_h!;XILKq8=!V+yDnQ4g>B6ruTC@dO^VQE?o1WfRQsogGA;ufL8(Uu<xG;
z{L><?qca`kVKD@7i+Zi)ohyebBm{K4P{<{KrJ<pYi)l!2&+$O0e6iH-Df-zTJuv~h
zcI6*zHH0T!eKntR0!Rg$fuHxSb)9j25b%m62#W02S}6gaD>ew^XFvN{zfZYrh<eD0
zw~z<wVS+sV0(hSNOzin0WC|)MquYqL2Z1M%Z(8ZN81?7_sD<VJCV=x@e}4+&fd;UD
zC}E=G7qbW~_gF1p=3Kv{Ru_tZ_W2M3M*^p)&$jmQdU;q(?zg;@x9+n&A_(~JW|J0B
zD;8lU+t6Ja9!@QSuC}=f?CGI>E8$r$7Go?<E4&7{%f3Exo+QP)?V5Ytwb%0290GV2
z%R>M?VEYnP#_AX87P-=|^lgK6N}*Ra{Qe$~Uj>X6iz%~3;9ge|vTl9)J_URRcuvmu
zJ{`=%-}_#dS2558aDNY;`6ku=+=&-hm`~;a?I_Y&yWI_zJ19ry^hyZ^nxUPPon=4M
zeY@E9icD~?rO&$<uj4WOrd*ESyAi<UVlgITVTVob=;$aD>b*N>1JZtn^Wk8yh!p+B
zN%kYHFZ~|?<?;Ny78Ae;Tg{eZc-5-h<CZG|*aIp{=mORc)G)H8Up|2QdksHe;Q?pc
z*WD7w03(dXoX=7Y%Su>Px;*bSwheiNBZQQY>lHe>Sc}p_DT#Ei6J<U#ST8t~`Z*61
zIRRST5Eie?<NAsHK>+6)Z?2pYHx^9*^*HZsYnYr9+7~F@woXni^DS&C?cvs~+<Mqy
zso%-<Lp5Fs9a3FwTfd&ysQ2#kYI@$HE2XS7%r_<rT@t{&@pg>u?;V~;usT2F=UKon
zopch>_&B9CYjTgvOPSVhctEvJ1n}{NrHL(nEM`6E*VzXIut$jSlG?k_{Q?~UK@>4w
zNvNGq`XP9V0QSoA^9Dr$V;;^FWM`c<?|JnePG4hx?UnkysCF|6dcCG3{O$)9QXS@C
zLIv;_p_Opwn8w1ZXm&=)5|HJbBb^A~Cfdi5=Xum=CxCLE$8<Pf-hA*eB<)!p+SX}2
zk9GJC92w?$thM7}*!H)W`oneW;=>9Z7UQr~iskoLX&)yo4!(%~`79$P-|tG^<<V;2
z_bGTDK@@c)fCYd`1s-{XaBY6Vm|jfqz2HRWeE?K?%mk8$LOmS<)h}yQ5i>>yCg3GN
zH~t$U&_j|5&}}C97G{u*s~u^Xw07<cl`5y#ooC*JEMUyfN0UJkZ@OvT^R6O$XWtJ8
z(uGVn`AxreLEW6ES8ZNI|N7@pk5XI(JRv7oshc?~{%=`W3hj;uR4g%BP6F6zyltkP
z$V3<o;F$W%WB$cOG^$yBDn5^AXM88fBY+|Kfj%<l&je15KlGqsyqm{Wx)Bfft;ans
ze&2}z7AlpvUq)$vUei&;j@(}#n3!)&R>Cm%7%i{!s9nqRD0v<};H_PoOW;B<1P};1
z1S3Awv9$}wC!F^_Q0)@|bmvCDWcU!K-}<E#7!W{(knRbIUR3hZ9k^%$!Q33Ht(rLm
zPVu~03sC}Ajg7^}S2DC7od#0g0#F0qfN^e?GyYANZI*UrU85hnB@r~e48(pDz;4hh
znVTVPhFU1vd_)f+$bI|3`bAW%@yVapz4~c(GftlijM(-rCjso_<}pmWOGyjbG=Rr5
zf1W<ksAk=pk0Ei7bw1a}?(A^h`69h{cpj%=trDIWJM6Er1j5H?b=N96x<S2m5thpY
zN*=o#iY8_Qaxh^&xmoTo*YrHfqihY&qwM=;ty;S_SA*(7oFXRZK+=Da-_%9HZNE?V
zZdVIAcRw%=91Cpg)A<GjP~quxCRo~+Xq4U;<|YvMeynwP0QeW*=NS8b6;M)XV2U|W
z$$AoM4MtvjO2E0KBY|}`{<qE3ZoLC8cwQ_(Lc7cB2YQ)!vS|0~+TGB!Udd)12>L_-
z4>lj9ZXshL0EQM}0@icdJxf+_NvA7y^F$j!#cHG$N&pu!a<+B&U72hG2<h>4HuH}+
z-<~h4pCqkSf$S;|o5-&O;$!;m3C`zQ?v6weM_~Ka_raRlMoT4X_VX5o*a1wGO04Y=
zh~O#W5s*Bu<JB>X4T@N4sAR}({k~Kzb`^A$S2&>ou?CRs+cVcC4-A2~DPlUgcr29(
zJ}XeEQtwus(;0fidGv3sDv>>x7m9;xWG@m0%%FH?&i4@svtLW^!o7tdfS%oPt^)ip
zjMcewq<3F=##ue>E>y4cNQ&$h@`m>R$!)R0$t2`5@I1BwTRqSCdCc?MZqZ9*pxjTt
zd;z<e1Pk%GDD;5<RylMDpwws$fFUQ6vlrhz{mYY`@ATp#nypSxt(#3>9jI9Xa#&?y
zqFSm3^#UP4Styg14_5-Kqln0v!>)PhJsIZ;Fj~T_c@wJthpEq{U4LxbnYFc*-@eZN
zmvLWpuC)`Z?NmvIOF<C3<urkCn~@SNV0<*2&Wr+^l&_%9$*L_Ry;g`?>3Gb@NSoZ&
z@~spEtk3za9z%KZtzk{T0l=0mnd2k^#-ICKxa=~ZGXcz+LH!^u+Ko%zSNl{MYrddM
zxk|5dTsB?@Tq(E%0phsdiP*`IAH$ecevN!Tq_&7M>|zu}{Mn{WFgy%Vl=49-cOh&#
zIbdf&b|VcIrjaOP+Fk&B&oh(P_bHH_(`zAQsheph*U}EP^O4tX;5+}bu#lv_ULO_?
zajMVz?ofb_spjCq9cOu(0)3pD=Wc^~-Hi*#d>fumzvLwZ7%d9GRa<+{tXE)uIh6Oi
zJXA^d&l)V@aiSgr(hKgT8RrUt`^olwmW4?YPv^BUtDogNA)sPLc1imkSgS<29BTjz
zLBKlTcea>R(cy_Fnw)8^7ON&E@@oaFaTQ*6S={G(0YBI@fYsHj+n$Xc*Tq61SB4i=
zf93gBHh{A4;|~u*rIK5gZ{oc3!1}y*l9gF&LqD{Fq0^oSs4SomLl#`O0atFwJn1FH
z5Exn3Pq(0hYh*7Ha~QIervZe72&~5}9)CginkWeZA&Pk6WtYLzpAJz($!h&h_kBud
zoYC<d9%(`li|-BtS0WN!4d5pMUi#8`+g-*?LUH_VVEhvckm(@3kg{F9kVYYZ5pdK3
zuH~W|0=SSUu6}3$JNcy?3c(>Ea0Es(F2o4Z+IT@*l&k%(7mF)MKW823D$7|X;x(VZ
zT(fp9bHKXcVb%bp1*C%z?OLx%g*z<@t`<#din=nvC4jQ{x~?Xt<y=R*hh#+&cj^t7
z0G92wjwapqR{(DpQud8+nCtmI#ZrmYmtM*&P^eZZ0L>^OD3>$m%63Q*z~CuQiThj=
zz|s;V2Hu}&l1}~&j%Kez-bDQz{5%5ad6a^{`1LupfVF?=s+`<^zpY-E$d-To(9?y!
zpPK7Mz@MCKJ8mIT+`ThbZpd}d>G8ax0qmFT9}qx=vw#nTVVe(%ARrN#3(1%-CSY1E
zsMTO%!Vo|^k#<E9<yvQhUr3Hqa;I>6D=ZtB!MxFa{wvTnL9<XI$pskrK6Rj4C{Xac
z1=SzULO0a`r0-k4AMZY0XY++XCR3+;aSI}Veb5|q6P3A~Snhxn$zfRv0*WNh=c&N8
z&av)tB)va|5xB==-7eHISE<)!%vk6|Qs#T2g`pwpz?$J<ew#!S*b6GQ4ZW7W>(uTF
zX}`9rJzlhUqUj4T<4p*jn5gvpEC8=0TMH8tz#vHZK}F8@&_37XJ6Z6B0B(1VeJpUA
z@0+^qCma1>AqWVAfI_WiOu*%GOaQ}5CG)whg|r4RisE^$=iI@T2FAbR4mJY6u0GSx
zrDQi-S<ufR$dPXi%zO=kpsmuB^yLU};e{7w{(eloK96hy=(;p41VOo++GJhpc`)0b
zs^eRn_o;qUuaBiS5>{cL0bDXX6?jsIzy@7XEk#(m)bzwA;8qL5&`gdfqG+{uyP}BE
z4i3wLRNg><U;S0%5S;_@VVSYVrv_&iwSYt5<-TtQpXbp4wys{yxaX0dzOy?>tGn@Y
zlfG|w9;cpqDrL_zyZA-mGLp%e=d3G!MZKcbBLU1aQ{_$e{<tgmhOuS3j^w-AY!{<)
z5Tr_(oq<XRVv(l<7jtCE{&^(9A6k=8A)j!I_Iti3TCCNW1A@()O}?%!HGulO3w84D
zv?!D@nlwQP)5k&ppRUeP!sNt*q@TvrZv*?gtn0-InH!Ci_9iZMIZqqUR==s)Yi%H-
z-(@2$Z;w2ZV8aFi>%$dRD#ipHMFeZsWNJ)`kk$ZBPR4}510J#8%|`$a1P?)xuR<Uw
z7IRa26$^!2-?UT^NKUlyF~uU~AizK3h*bZsA$k78<ZA$34RqGpP{XX(i$Peerj#k8
zeXIiVIQ2TB{hs7X+vrWE4txNY8ufbagq|Z=fKm@&<Hq)b6>hfwTiD3ZC`t$*W^n`9
z4Q(1gw=FH_GY{aDQ{a(Da<4C@NYN;y7Pw*&&OEbY`wPI?iU1ZokH$IYFg!NKaT(;d
z)1b=J*mdK1A&W@U^C*={@%tmY_-!7>N&3^R$|CSs7y-=NA?G3Q=+CRy{nEHD6w7IL
zZUKiC3KTF}34LuTi6j`N-Jx1P*9b!-#O(RvVY7wP1h8z6%NhgXA2^@8Kw)^8S%|ex
zS_2q#Fs<opj(8qx7T`Y6X)9MIO=MgG_^Z-J;3*^vmh`diTOoj1b3&U=*O0hq9Bco(
ziR5)Zt_8lOu04!-R?laC0(j~bS8(o?R}vg+t`ruF#z%R0n97C?`6Nzj0H>x>8ljp!
ze>djF{)7(n7y6#{y5$3mkEa7al&q>03i*D=YFw6cHaBlM{d7vl9Y^r|=coF2m}ES4
zBGsu)Ss3P;fX6zVqZ>>-{BY`8acZGHz#Xr8eM@Oufy;Y1Z-oH?TsGusgv1dOFoLL5
zYFjkKlynCPL1|(iTojp!v3fN$o0RM%c^|+$8Uxoa$OEIr>#%zf4WJOFC(9Q{9ASRD
zy|W%oqNM_i0C@GYp2a;s`3d+wYcfbqp6^nKQR!<)t9voCw8D@u4BPL=LATlL<qkR}
z4DOc+xSKqVTKINy*6tPa<#+1_%cbp*`))KElu4pIg@}lGP%uY6ITp=*kz_8&f~U7z
zCGt!7#p7SS&q85%n7u%4c$fevD-FBnd0m-=R|NqV=WHH2_5WG(L{g>}e9{Ckj`H_?
zo}=DliLxekK8BcO%?aI~8%PMC1lzdMO}9z3G2)27fkb9y5<umf_nW`@o4ohE?<KHW
zsW1!)fjjQFgJ(bc*_q_nhcp3n?x|p9>U<IBK5*s=j1<-@g4|afpjad#EpzpAD;5f=
z@}C;|IgAvG+2iq)Qz)%kg@63<ss0_ce&f(t-ph9ZP|YBK0dUE==f*Auiy<+3u8Z7t
z@2MYTOW(r~>2<G{Jd@(4G9ZA<0H5rET0{+;N(BmqOn;WcF#apj$&v>!)&SZF!HOk)
zmlTWU^Bj1Xg;AF$^1x{EIuSs%FhnTL)V0?d0yvM~Lx^$e4()F%LBQlsenK;f7+#;3
zFd(BHwC|J`qI7Q*3KR;3*aVs<Ou9|kA-mc<6JM_yKp6{JMd&*bI9a6hV(VUae=IY)
z&HXTv)PU#BbBqwc*=Exaz%ZmrvKa3q{d{L>*8u9OJ+k1*TxbOWo1EWB|K~-h>hY2H
z9E+o)?7^gg@qv=#Vo}U-xzOj^QYhe)n7F!q<`W$>jAh@CH=1DXH6(E(5dYUy?n=*t
zVv%j6BXK?QHGrwRo0y0feCaor0G5?(64_9inc*tT!YJdQZ7y%x1b_ecKw1+NDgszo
zw~ke-RuP6_ri_RnO#ol?qSQUbxd-PVcOJ$sxfi(Z3!SjgMOxoWyrF_vVWFRuj<PR>
zVVs*5oLcp|#<K5cN6ydAQZAR<d;ni)$2D};R+p?Bl!wV#=$e3=z=l&!iCvi%Ba`%a
zECP&<ww-S=X}IKmH38HvSVh`P(z(#HdSC)xW@MQrXK*xt#bT;z0i>huWP-E+-}?O#
zhH&-OMinoUL_T*QlSNEfu_h5k06ReEv5HWWIEoAboa<c7PRL(~Ss<E?29tAh%r%=l
z?YQIO<K{C@`XoZ$y~|z*mIQ&!MiG?Dxx%CyZP^^@MZKT9y{u@uPJ(a9`48>=(oL{T
z9()!y;kAIzGIjMzO6$O%%yWz^Sl?>3Vhx~&ag#W^T;@XBpVfSROGRM2?{nhz?KJF|
z)_9CPHq)GEeS_yU0S^rs0=Q}w{?HJGVlj~eo|l{MLZ5GYsf2Ia<CE^+PJJ!&I_sE9
z5TpoT+4qecQSI@a_pDh1tro8aCX{6&!pxhj^d714xnV=Rzy`q4mUO4urHGR}KM(jU
z>5Wj^Jr#>!Q@(umnrq^Z#mpXtAq7<dq?|#}JcpnJ895uz86BN>&UwIG4+O9XRJ*LV
z3k%o!YwLlKnkEpHN^KfIorkYbD5SDGXhNj#G6;ffKjgVNN~Ka80X%tjHooUPAJ>_8
zzLTN9{_FUCH3;~Sef@I#|A<0?<BmEiUT+pd0QLG_1UUBCj>mM3b?f+5lFf;hO%+TQ
zk)r+EKxb$<HNrpxxNLC!fn+GxX(xa(2<7;V<OCFm2Cz^tJM2~~P6H#sA?wuf5y^t&
zlO}+%@4!5P93_VU#*0w1Y1)yK{rs)=f5GzzZDLO$fV=8-q9~%M%*XS&yX(c(6#%{D
z*=t4-#bPlQaC!81ri*i3NV0H-WZy%Upzg+mk);9b6yhU&qkrWRz{Nxa7g(6Dk{-u-
z!nT)1s!4Aq|0+f+LAA;(aQZRFa2)MI&^6V$Wd@7Dh9Ka7-v54PTdlY+WxhSh{?FR+
zKXqt`QIh*~uPvqQ!)leiz|dib;Xmm~6pF>z2e(`<Gd!G4C-nJ_6zw7H`2af!{y8B(
z8Q%?g9yKKgO64+jtUR)i`5mKHGxF*3%M%$zLIAZ{S=y)rO&A_d5x@_QjkN`hm6adg
zg!7%e_c3lXsky1z{Y#(vRB{iR04ma&l}FO^yqKVT@rz%~B<J5e<rGHdA$I{V(}M|k
z9la%&?uXy4^m2reixuCebkRle_gfYDEfxy7)pPXtkXLOoVRn{Msbol{qji?w<ZaeU
zuX+`uHgUH{I+}b4<H!F04nLeLYPEQLbla0zPq7R<O|?(2rE=a;=Y3b_-?)*#BzbnP
zS6__+yD)R8NWP1~yK~w-&;TwY^h1}S;iGm1mH@iizLcLJa5wNZ;K{N8DAE^4Q{`y1
zWXTZItwa-x*=9Zy@KKHl*w+NGSj^P`#wi`PZ6hp~QyRcWTP<^K70ET9P}2m^^=+#=
z$8|!p)uO1ho_VCG8{_olB>hoTW$xxfC!J~R!;-P+bkdT_n9{$}{o>Oe1mym9KDfEo
zx<OmixdV6P%_mgy?ja9NjOKjX+O;%*)hC<~pGUW8o%1_+4w?WGMez2wGuv#&<3`NU
zIy%qAhA@l?8MF)SF}YT$#1zH{uv9EkDVO81Ix#W9h7H;KeNE1e9U3zEA3cvEiC^MT
zj@HQS!}INRvif$l?=z+y_<f%{fWwq*@PR-GncbWcMU+dW)ZA`i#{VCX<ouL=J4s)3
zXeebFap%?!V7(%MF7Xyp{aWAxoJ~UxDa#{(Ls_mhilAI}*=4a7tgJ06b8{&ZaMo3e
zK-2@FD`Q*{y476udy(GVY%&^#l#Wco=c=}^JWOy$`1ZGFn(cknH@mIkAYO-n+aT8j
ztkXDkl7k~7Bk^_h2Bm=MyY;OWJn~39=eq6rSUKZ)++wex)5(MYVc51w5iR_D*GWB3
z+n>_<wd$)1h5(8NFwZyp6m@;<aa9Hyz-5Em(XvOnA_%x%KJ@*z$f2E^Hl-E|Fn0e7
zNQ#!n!5+<KqNxhQ6aoB;m%Ic>qIYY)&j@J~a0F)8Vg>2@rCI9QuJDf4{q?#bfH@k#
zSd&#MnLJzex2<|TPAQ`aV5tiNDCcZBpU;=lL~92cT@pZ7qmV`BYk+6_V<?LHQg$tN
zbj~1v$F+TuAawpiyZNP=6C~7aNg-XzFzfRy=zi;lAkTM9uO^!sK&!=zE;l;w)z)|R
zLf~gMN*LM+;8W~>8EX|G0pI?1N&_fQNo(3&T(w~XV<gYU9Vapi#Ee)Q8Q~eHpU#s{
zJvAmGK@g<Itwzcj-TF$EeLrrKN8$n^(AwNlU~8?$?Lm-9?n{mzTsa6hA9%iwQU(GE
ztcaq-LQyEh!4+V%^>e^WGVes8Qehh=v3`Jwvemd9c(Ho#_UYkPp7_{YkowCLvpuK8
z2hjI@$|^bjIb&nl$#~Tq6}kAAuX>gFz{<vv!w$>5mTvdUGJK))7U>e*rHIPf5cYyR
zX*}I(QE9ap(wh<G2OSm)1cgGZdDEJ^K$S|{X?@2d)z%{cW@o8Zt7hCgX<+0$u58v2
zEqO@Vic*kv*6T1i8RxU@HetH-_`9lAj+P7@koHq;wNkQC`~A)*w^HL%=DdBYEne#}
z{qQ9Fo4jfuVhES(--6j_`t(ODtj|3Fv=O-tq<1QDlu)acbX=tZQIsNN6PCnfcCH9g
zMF3A5ALnypV=y!XR?`6R%!@Ck28h^fVT8U^6xj^?9E_l{f?FI+wT43b^?WP{c$Qpy
zdfK$ZPGolhl|g%KxorFZJ&$1fcItcg0#<W&@x@$WkIN%~Co170_of%4fObun3vF6T
zX#jmcGsOO6K$6?I+F3}_Qq=4@!0fQP&A%p2(tn!qU7YMR!!+M1qEIHa{#BV|p$#zi
zo`r5q!`cLVcgA<!pc`S^$;_RFqjCbD*4X|#8;n+AeB4yRv5U|sCeTX8hMSB@mNzk@
z*F4Y6anDO>0NtE`S$(l-e4K5-`S!h=dPtUksg6(^86hkd2`d$jv1y__o4yFrV|*iN
zvQV}bg|g?x*YPkp?KJdQ`eVS`y_+4rpSd`cZCaH0eHija;7XSO>K}z6L=ofFD*M#O
zYsuDtSHdvy9SZ{3vW3@S7BU|QGb|0yAnAA4I9|5*>yzH}0&vVRWI=1)H37V8%a%4R
zPNYo0kPyIl<5noZ+#IVexdiNQvq-=&a6*P@KW|PIfsroqL(b=K+U@UM>~1s|jv}_7
zl;~^M+Vo>(Ozz6iCSDgvziC2tzg;(coRlno@CUr<O>g3;qmDB3?W-oM<Qmnctn3kj
zp&_%K4LmP(y;y@^ufx85Jr`q$HJbMK0I#Xl;^!pt;5XE7WXyE)3{o<|wp&`S*Qj5|
z`eI`4DbL6B!*VM7U)H7|!+&|97!W{>4pDTF_&<1B5O3H3Vh+VFHnx^x+_~adx_L9K
zwfhTM^eh2<QV_&ML>_cyXov`q;xtzb4>ODzI0a1f&`wAZK-s+%QK=miG22lnFe;O8
za?<?PPGol=J_h(NOge<n_X$ovo!|v8VDGM7rXM^Hjy{^#NPC_B6TyDCQin?vX5H~6
zdA{wBJRy68dfjX`69VXHHnfk4n}bXbb|EP>xes7-5Ol2plyko*<2w-~SwSG35@*ZN
zMfHCT>Nx^c8x`xK8)CMGcFmullR%Mky8#Ir`cAiX(H32~Cd^q3Dh=Zq8jO!axlFZM
zB?2xzPbCxbJVt<rNsnJ2sCph3d0z6YJ<rUsnHgqnqGGmgjr*iVwy6>zxc~lC6`rFV
z(i;13+Gk#^R?W2v1+K8#D&P0xaT_Y)H4y}<ltD$M0hDJg1W@{a3u&$IwP5CRP9pnC
zp+HT^t+KRVM|I*X2w@1V7H4eR#&^}mBcz=Gt_CKm)x@Da49(_P`h|?rh!YcphaVpI
zca|1=6G_^cRFAL8o=GR1a00*cJHKPjH<X+)T)jF;#Bbqh07VY?a<9*PrU__JTCXhG
zGz4rPY2VuAMv4PxW*qM#*1FmMPa%K)Wg%~Izk70$!-Iews_baNjz_T&1=i<V&XYv|
zAKtU4Ey^2!9XqI2tBFtL8E3S~r&S%SMKJ*+Ljwr029PjZP=6E~jo9jSk+L9&9QgH&
z-*rQjQX5}8hGfjjO!!{07;Ew)plCNHogn8BSupScTq-o$LlJZ!NWtzXBS<uO64k3w
zEXLv5K;l@sW(~;1m(N-)bB=mFCV*wECQs$Mlg}H#31P_Tp2tgo|F*|T8;UkGzf9tv
zBj<R{5l66N<Hkhj@7otg0iW-AZN#F4^+TAOGaA4!Bq$Wvvu6)TzgXWuP>YI%Ox-E9
z8xm*o=_pEk96XN~*rMP*?OM1RFr*g9W~-H?*RWBd0%^gFZU0;CJ-FHpSsDr?&$sA#
zsYNK2YRAD(fparHhh(A_s@1md@*=*(#0T&!;9TElE%4MZjB8^~W3)wC1hAVRnmYMf
ziB1A#)Q<HE8JZXi-M3w76RlPS@=YtN#T>bMH53Y*bcERktk)F;qKF|3G1KI|f{C;o
zBAJJy5Rd)YdfoJ+=W(iSe<uxK@YA0XjEuzhKJJj#IAB5MaJigh2(aTo6F?nsuuhS-
z5+(}M$K*iMW3Zv_Wr&<-7Dbsty%vUXVq-|=p-TW$C={U8VzgRiN*!0D-DP7fX8y-P
zOU)+i-W`AMV=WPS;a|TVp7Wgex^0@{H@v|#5p(aMZf{N%iH#dK@|L%}1%Quz>|^og
z!E4MmRrgs-HUt(i0Tg*YG-Ujv=gG2gG_bl><4))Eyv4N)jGlaQ&bJAqr>Ynt{49DS
zfO!P;SC2c6$BvA!VapcIuxpxZT$(^oDiPYsJJQ}b_(@0glGLq^?{#yAK~soYvB(ST
zb6ef1a+U4xz^*y*=knsAhs@Y2mD)Eg9Uv_)I93!LsDxE+XvhX+J`-?3N0D3E<!<U9
zqx!W46tnuvLM%U;_yH87sBh&#4|oE2=bd-*yyrcS!w)~4N~OY%9Xoi_o8H9SJgH4O
zqEuoR?NNl4AYkK~HRgec4~pl(WtXLQIM$3CPZbd$g+fC7Ea8a>V6zzuqXKZ}@Guk#
zsfE4RYMEWp_;{Sac+^RV8XkW<AxXw?fPGe={lV?Gv+nT26CpY^6>9)j*%EIW@q*B7
z68e5Z0ImAmvjRPySZcDqv{Z@*{T_Q?K1REN?c2Y!-}?X~Bb<*BK<+|R11i=;F%2}d
z29Pu%l0{@1vzQ8b3TaP#Dkg8=YCuD)O%goDX@?fR_XA%i8={}e%K4VJ@7DzIG~gT7
zfj+c>0ATv;@njRgZpy;dSy;}*Atm%DbB@)*u`2?2_0{pqyc9sO*}q(dW|MVioyC{l
z{qDBo-goJxK$-v!VS*?$E>r%xvO%C+<^<qy%t9-Esz;DU00cHV7f7_|7NR|ng|sL+
zJ&Q#`r2)L|y6aNM0bE@y#%>ztV5*1s7~=gldyEGu4OWq)-%@v(LjZ@0MJDXRR{|=E
zoCzcknm!k;Rw`HmjBCXlmOxn)Fo6UcF}_MP8elhy*mj4Kc1oYW*^D)}DHjy$>m?iT
zc;g}co<jgNCMFV3v(RdlQrc$EGh-`$YYCvpQ%RAf0wl6<lr09Z4Pti~$d9<+0E~4}
z@>6=Mf(fp9T8B2c*jy^*1{eJ0)mL-0O_4KdWp-fiQELEYo}XMOB$Z**IC$pir*mDY
z#1P7Cde1%W7nF6OR^v)LzSd?~M`UgQoWEs@*)%9qc}ki-_#oJN&)xQkSi(~Bsntpo
z!0&&*{dZlS-_u%Mt4xx9i`%Z&%LoW_vH}3SPF-Ki*OvpQciE=-aKID5TW-09R;$Ga
zKlnj@^rIi~?svbN4}9PQ{Gb2xe-?hyVv$jjP9MQWunrGXE*3c);Ihlim%b0HR>j&j
z0K(8{06h=3ZA-L;g+f9Gtu`YLA`z!+%)|990o25@B)*1vCtWP2G?!r%QGk?x#9pnT
zER_-=st90#_J!CbfI$!t6pQS!&fKwC!2b8O|IOyj@%IwMQot;3a$Z@mJ%F(>F1GL8
zoz{%!F;=hh+pl>|qFqxylv-;i=bk0)lQ@Dh%>tWM<aS{Dr{H-hGh(NSzmt5yBT=P=
z3_qU$xVr7r#H=4*ch4RpjMeAA4!nx?LgUao0eq$NT_@5O+WvVA#vj!^)-~IAWu8za
z59b^Wy0kGR@XKX5{BSOP#Vd^e*KhrnsZ!Buapcj4Dr(K~D8>XFsdEnnL81Ya^IO-8
z5@`+K#iTJ_t@3+Yx5k?!*HvH>CULW9086D3TyqUP=}D;oil;o~DO_>I6{)dtPN5Kw
z)zzK{VaPUMb+MRAb<rS+7%V{Smsf;Dt|<RxJw7X87^hr$JTPH5ak`vZ0TK%Zzz=_D
zzIQcc7y>wTbmEyigE2FEz|kU~rl;fYeW1{6rZ%fY5i}aH59S1<qkA8II4&0#YXA!c
zL;f;y_H{y>AX;Zc7#_|fk}&}+mtzg!jUCRt!S~~K|Fil$kK(NbMpTZ%JjnAKCeiSB
zOLoqv)$$kjN+l+~V=8erSbxirk(36|^Ss1-uVm`>-}^m=FTR)p@ai+p;6MK3KeDeU
z>%#ar>+HDSltBPL`q7WZudhGtG($qwJW0u&Z+#1Fxy6Xi!F7Vo_FSvf#(-usEq4`)
zB<9v*x`^_g7#d1skR3xJCv-rdCV+(wt^l$j`Zc#*Ic^>c!2wSIFTeb9KKjv*a_Oa)
zvVHq@p8Vt|^IO05TYTm-pIO)mJ<kZ4Ac*bsq5LnGnXT82Ad(%N_49e0K8N+)@jcJ@
z*NM>48bGNZECWLXEhfDJ!^3S!p^MF?X^UPktq>K2%_fyFG}*;ZIDxMKS85`nd<~hJ
zGS_G}xiScNuG1CquUf5G9q&&}uvcpUNd~mmYUqI_%Rqq9j0jmtncOBOc*wqYHIcKx
z=-eD{{k`8y+9vl@uct^`S^cJHpHao0QzoO2iL`90_W-|9sie*&y)RQ#&ix@eLuzCO
z8K$EExGLv&BN%6D>BS~#e~<0<J68j^7SbD#95hG*W47D>vH82h?+QV{8Vvc!(jvM9
zuqzFq^3R&hNnsS%#ooOebR=e>04JZEq(8F#tovmPNm>_qzM8bf1kh@DDkNztLel<(
z9%ig>FPG!7IW%Kp_n&CruK_-dqXD!Ftt_tNc0B47C5K`B2}L_`wUs}==KCC3t)>#b
zH`P6qfGc%piCj?{21v$ELA!~l&-H@drU8V+LSc!bL`BX4Q|l6)-89BzophQ9Gf5`S
zSOcgt4p{jp6l_?xCyHR-zBpx2!=8gm#mL?+O6qCIbI}WKo=GnzfR&1o-&V`zkxjtX
zt5jP0`@BHFA>U_M`?2P=!~P%lyx8ZmTLO4dt(JLzFBjiTO8_Oow`c%20Y4XcFF*3U
zIFp2SU8vP+_>VqHGYH_D-{i56&8ze-H!>baKab4gZ(l5xOdC!)CH^dxV{&FDMF6kw
zd}VWad+qf~>#GT%`>Z78N`M)g^Y#5H6B8T*9B<DH$tECF^HZ<tK?e<BRsc!AaljM6
zEbQLBJEi{b8O36X01Af6Wp4W9Cyn+*1c~RtF~_7AMe9!&2m#a@Kp6-^!sNdqfPf)@
zjs_`^!K$3WX|+;9HH;!QmCGjBpjP8?nB=$U<K_MIbZmaUJ`8y|Y3+^H0D7Ls_U+pV
zHf&&z)n1A)2><Ty%&n*eK$9P>S=6;q<BAyot5@?T`##H`ZCFfEz}LR^H7=4Qrj16*
ztSVZgIg<1@ReMgM9J64m09Z(09$zS=%$+A;e9OcX9GgLatvL(O=3<eGU1+@wA?K4#
zwn`Xbu^v)BB7tl;Fi~bg1oX&w2i^Msy46NvEvR#>e(&3yWg$uvqtHeG=h-b^c=p*T
z0yydT<itL=qUAZ|6nM^a(kFSwGfX82l~i2|$}@qro)>FT!A6zZb8f(D$>-*vTxOIc
z+RvvwpoB)l<isPLy<h53$BT$WlB)3`1aRB7Bs}H>o6GPgnDkC!0xn54Alue>bA{=9
zSz>D>X16>Ou;dQ}C@9lw${$t-p8!1J38WB3;QK@~GqKx==lje7lj=D?3>+mgS2TuS
z{&M_%ypfUIb3tHa-0W;Ba4n?)oSKRW{83n++ilwt%S8{6XOIf$$Qh@;Y^cj+BU@Lm
zj^}<BsajVqr#9h2%xh!^XH_c|hEJd0h$lU<o@9g9Ede~NP{?fSdx}MKUzP-|vi%{N
zwj)kFk=uXq3*+)*f760ESFIOCvBq|Gc9!6xi)htqZOV#FjE~1_oa-;{qF@PNL1}2m
z+=Hssm;iQ@TIx|NXHx!$iU8&zz*vdqyT;zxS=L~QYO@Jn`Vt#$$|_&RT@<A(72(hj
zdC-2rZRqg3UU1M6z}s)Xo%g-(ef;{byRke8W@l&Fvu980FNI<eY`GjTM8d;p^fqnW
zXv{FOQ}#Si)i4ByVb#X7vk9>a!}h8jx(u8im?I-8|CD#0bP^M4p#V%!iPiv~dMZWW
z{<%3r0OfQ2o4L8<{mhKHzCBLNz>;7gUVtt6`rrpYNUc`mL3?~$L)S(*`--soYQl*6
zJ0iU>YC^@@wXw?E^<DYmnP>8B)mIl>Z~?1T6shh}dELN9dtnG*lZ5n40PNWl3)8rF
zJdc`s1~p6o$uHZ8Lpk@gz>jOL5zt_!)rzB6b<$K{{m<I_N-nKw(gaXDSdZENO^kU{
z(9I6<cueHA^tp)D!1)jDX%7NRqzc%6b<VxIP)M~QOJHen|DkuhBPGE0<q<#`PnTZ~
zkAHmngpy-SH1<x>_*Vgs_x%(B^dX*Oe*?T3%zUWTc&$E$j6}7~rU{6^kVBynvW!cg
zq%?qX?{=|k*l`g>QJm~nv|7VKzyz>W2(9&((-Ghel8E*R%mzh#7Go%%CP@0yhj>F-
zKs^ta0A~57mCN9HJkGYm^E~FlkiEmhu{@drP7{rwE6XtE@o{~<LcwH2n4XTw^oVLB
z0F#rk2Jl5ez@K}bA&^s3ZJXoyAkRhDX6~o~y!P5S4Ge47c67R5Jv0PopB=w{zWraz
z(Q;LNpS5e(X3pCn<Mrl3fjQgmJik7T6IZR`m@rJseL<_0(g3cq8mOR9;BSHVee#q1
z-do<1(f~%l#L-8atOk`z{JhRO>n!}$t7&#9LXg7y-ygpW=XriY0K-B7e*gD@3^x~B
zGEv$%AMUn_l2o;udOec>Y9IO#cslcwrMp+JW?c~Q02q03>7{s5)kGD0kd>oF;sf~9
z4(H7rdp(Z-Jgis(_`27<F0P&N&=8&g0EUT4L_t)U_jk)Jx1@e^@4feO`Q?{$%{ABX
zf)~6X_uOxP``Z~E9gY9C*qV~D;C=XEs8r%XHSYVy={kxM!X_F(>mZ$)YONNlf%TP2
zLbBxic?1yP3gtq4)m14!muFO~lv}N|c10qPh13;`)O?=@=H`r`_}=%-ae9I_o96xS
zuxZ<Arx^n1B~=GxXcffAr_qQ7_xkngx%19D0hOk}-b0G;G@Eh%4XMD7(j9li$LMq?
zlGfp3%tGgp2*6cmoI&x2KTJm~stKTlru0}7C{9jtzSZP5A?0iy*w1*}<C16R`wXj{
zsfU?-4f~l+6kL1s(Y8enV6xeyY$vs+&ZWz|Wi1O0vI(FbSHAjO>bgFD%N8nKXhVj8
zy6?x&R%)_l?K0c6ftE<g-MAUpe9ub}(n3bR9Ijq(-nK1809`GKk0IX@b)PHj^t>7!
zrR<X8W-}&$-v;A%Xxk>*Eb4VAml1j?{$_fA?Sol3hle>E<Ag0eE@P?)@ROe;ZV_r;
z$J!@5_nXaT{JmGHz?wDG!jN--Gt3X-IVxvK`N5G+Co~SJIj$=f#hOeTsPHljiLB_)
zEeZe`k?TxMP_n*-LZVw?$R1#=+N7@6etFIqc%rmRK3AL2IKL{SpY`;#2?7y0=Xpkc
zPERjb19+0keV0cXyhg+LZ;I8y5<s790#+U$hqt^1?!O;MBEpB9J~+zW+bM+tV`F2y
zL=sNxc9O_n>CK@+fjQgHn=|It>5duk>LZWjNY5hz&UcSjt_c7WmhcCK0#65yI_4No
zIN=1=o^S$(S@IICT}x?b$Y@Mep@QMzVS*r_m6Mya4M!ghzw#^m8!$c(fhm^D2?2bq
z*`Bqzxu~e~`3T?+;OgOFzLPO-q$OI`YOP`bypZ{WL5@4)47LS<i3YbO;CM}JHjSBD
z&C>{*;tJzF(gv{#WNAz1F`;*h6-xkL^{Q8K^UXJR{M)WHZ};7I9~WJ85$B$JE+6_(
zXD_YSzy9^?-n~2iyGJ6IM3_xY!7<0ggP>^xE9RO_)A28QQIdzsIsm5#;9Yl_9YnF1
z2oW&Ct?cakv=871KWJVL55vn|mJ-I5`|cxbG-7|m_}bQ2MzkT4>uWU63@4NIxz9~B
zgpzN~9ulWWk?Sk-bWLf#+{G?M0C(<;+quS`XBBB}MXc$8I4|6vVXB#wFuN{*Xk-MA
zKR!hOH*MO)Tc2<C+IkR+(A*9Dq|x9Tw$e(I#FuZvo_`MDNl!`<Ky3n^0EUBrIhz!<
zP557VB^-5B>Z9o>qGEGB`WZq_Okp1Fn!6IlnO-{y`%1X`0F??YlH&INdiB+DL~19a
zN&%=V^WeQIG8?BYn@C46Y7HQm$_^S$=XkwI@zgPb;?NKb595(&+EONG%vg!dmU$8V
z(!bWPsiK5y5mE#&CRXmeXf#rDvIaavMozj`3rZy}2Hv3B8#{SJ64>QH$j2u>@d-?`
z5(0?l!N!fTnH@+riK|w{8-@~T0w`wFtYuXC^fVN?wwu>K27U)c0Nq5pS(@$fajJ83
z@wr+-fHyYAk7s8&Ov$KKdU2g^f$}`FNY2dA(9cBAnVA_r20Tp@%Tg)rR?{V<zb~=r
zhjx&^`1y?nacVBBsTBXvhck{ZikZ?@1CeWu+saJ>DYqv1QlH?O+cD2qbg=RyYK1}^
zD77o&`Ws56)cRAk!7CAPNu`nwXbOUq33$w!?c?ZPD;LJkKAY35+eIr3DVNJMtt(I}
zX}|B&)PX&DxZwu#|E#mP2$O226AD5A?c6!0P-xGf;CXR%5lsNIM&26WFITVT^o(^e
zYb5E+3*vXJX>Qio`9J^n|FR<pxDR3i7%KsMpO2`|<s9BgC#AH<0?+;iGBkkVCejD2
zSOU0a%^Hq5=9rFuVrIGb-g~+5!V5X=wA1+LM?adBI?F++RAOXgB=rZRcdd;E5pXK-
z^dR6k-)BYygPTggz1{;47y_u0Jp-LJfO-;%Nm>&?ARHSr+7<Bu6askt^++_a_`MBl
z0qhD(ah#Wh)hPwnmdDO&2sJ)%!U??XxZ~{U%=FU)FnHvVc*00}nC&Ek`P;wyyGiq+
zC?<eMVbUE`F?pr{qKrtrYPHI5UvFH0^@P_%=0}!@O<@*KA;s%36MPm-fQ$UV_hTUq
zMgV`bT;{s<>-i2DX)3_%YW2rJ;iWG%r&9};-c1H1k(By(E&*%;{;E~+WEV4D6F6Ft
z^D!rZcoss^iG;sw&nb5sskV-i7CP&T#gyNnOI%w~loHOG0LskJOGHpEL#-AET!48V
zIx4&lgrbGdDODJc>uauoYBeRuLx5I`mY9iTL7$wo4YMt4HdC7R3448gKk@ibM07Rq
zOF(Eh0G;TFTNAp`Xe9Z~g23cSvszZbkgzMSgwsw-)zZ~D7;O?Nir9rokzc)$i#^ly
zMpVN!0gGl<1$a;@QH`QFC@DJpaH3OA;n)B5UpYwyRZJ9%$@%6ZfNRzm3q%yL&-c>_
zqy>BS@I+vTq|EZX<XJ7$2hhsj?*O03@x${Q4bu)GfD;p`a%e6}P8qns_T9T{wUlfs
z+3`AO`zWhc_+cb-Mz(%yi$$KXV+WgnnGAEQTOp=uEl&~PmrCh$G>t|&3fRiXn1rjj
zE2+0m-MpDnsT9lk3h)P3liIZgP?Q_uCpypbD^@Co0NUej-nK2BnyFldC}Ia`ZC!zE
zQZo+5vgh2R{O0Lct@;HQ0O|5~A??rJrC&d>Jm9KAfzPVX<IEU3?=NtfoU>GF;{-xz
z|Izk$Da*uuu$zFpg^<6kTetGgcfON{9(sre9(aHU9(bVllj(u+&2JK60s!7TGQugv
zq9K4`XeQAoKbaisY5;>EO#nsHwsviM`hre^QfVg2QAD_DQ#y~85I}jYz8kUXdZ2x>
zxdhNz9OB49rM}kR-+lMp-0)|A#<4cxs`xgE#_NPi1rO^ytS(yvikpn_@wg+8gvm*s
zb^7UsP)LOo6<I8cS4(S6?KMq9O-qBfzulymAt{>&#s{!cEb?KDFdesjz0n>!3sA2!
zApr!wpHjE40xENJj303XCqYu?O8RiuE*KwAl_0Bl9^TW9?oyviSJMy@sKsUrL#*aV
zYvoF%QapZq+doZILTN<+J1w~ZRs-mHya+hl_NiQ}p~y`tN))(s)v6Q$ba$kUC}NYE
zJ9>=DlS>7u*dQx&JIV9bRWIr&6Y%-xlL;}E9&to!jK>1o^N6hfF1~LT07>*J$Is2B
z1n_adUj#vF(Twk=UXRD;YT)02!tuugodaJ&XSXgIz}2f(!Hykp)KU1wA}#SNu2xOd
z^Qu(@)^AGtBSA8+s!}>q`Q2#~VoaSg{PN6+lh20a+K`q@%_gJvTt3jMR*CHQN84vq
z1XiguJFz@+uPGbdO`A+~cfHQ;DB`fBvyx+FOzOo><Y$iypge=)?eiMP(O4?9X#lI$
zSOb`a;zlI_{`}7g?KOtOFtxyzibYld+oc>}#`DnE8Mb|SLZ!m*oqaY>1^ziBZHSbI
zl;2fs^l}ShK2N3FTC*l?0=AYcmqbEB0RQikp2W*u_A+x0&tvqw^LWjF|95;3U1<OX
zGREg2fCVW(D$iN^N-Qqp<Irrf$@5}A+|?ML+^pv`45_@7G0s1q0w$PC62n7MstuAk
zr)RP6{2#LYHy(zmEDxSb0Bv8zcV8$Ni=XmwE@J$>pC)-b#YIhHKmZNC{N*om`|Y=L
z<Bd16dGlsAY}gS0^$bUdM<lA)auhLLug6id;_o4*l@yvyjsVV<Tu&m%l<GZ3RwWUE
z9rWj5O@}}GS$gN8uPf)U|3@m7#81(!a3Tp=-INS+T5Rq^O<>ivwrtsgcmDZs&N=pW
z&7hXa`oHI$N5h&W%0Sr;{t=*L+f*DKg=&?*y5R=1*oyPHZNK>F-B_z}oHn!CGEe4$
zmH-}i94+9~Vv*w&!LCnFGiHU@F~BN&{1(&%tk+rP`)2p&`&0@As+eTX*GPM;267xl
zyvD|i|Kxe+#gU+3BTYv~c{;FNMWSmB;5do4>m2ocNgV^G%F7Gg)H=RT6Gbi?jjjlw
zMDTjRbAc((;}jABpdGnOB*6v%eiTtx?JGbk?a{7AgLf8-ab*|n1DK@&l(AF=)~FJI
zI$)s%_%c`W%tb1-i5{PE0EcJlSJ$2I<vXCQ(nHbn7*fG9(l#JP00m;Et}cK8KJ@Uz
z@Zk@`FaNU9tf_>#l3psj<dRf0ue%tXxOFQh$wtuLhxY4?XMPm5%NfU-@d-#47JY1^
z!8m4f;sLEffkz&B1Tb2YKRfwk=70$?u?yMEB7ipOI&0RzU3bB*UF>ePlAL*^5?pwp
zc|9{@&Uf?8i4S1jrgk0#&W5Ay9u<5U6Y}5lD3PuTr6HSI0G{_e0$H$S^I=i0R;d9K
zBI7bP|N4^=+t!I<5p2n_Vit+FkZV<|RhXGEb0`c`>92U)<4pNdYq=P+<n?H+@wE^F
z7?jIgVg1uR@x!!j^L@X2A3#V5;5;VajqBI5s#r`2pw^h1hCscZa+i^fW7ac@X>+rg
zp2OeyPG(vpxub||0w^O#o<>Z^961mxfn?m;=>HfpjvZ@Jk!0>3B^wNVZkI<a5C=Q~
zyzaW|h@vR-uV-WkanU4HTmonXpp<ZPJ8}zfvG@rJ(enM?G=LUw18B7fr>7}+D!Hu?
z%u6mYy9lKb94VEO$>#3RWU<f$&>;YlkT(8(2cLsuk3E*}e)qfF@I;#xZSP*{v$ObC
zvnJI)Mu8v<O-?W|HHD#>JWg1<5WtJe<(M?KL23-!ln0xFfD5cC*#jP(nTgH5mjM%2
z=xj!5v1}h42jKgRR4TC+&I6+zwUe!&{a<dm1>W->xZ#GBMyvu*t@5{LoyCc&+>=dy
zfe)Nb645KQgtG|XTA=*nADf6olmk90jY6}@a0UT%_lE_NoOnZ+>M&a{f-&@cu2BoB
zo4?F&G*Ui*4ce<59O?VK!M>J7%2U6|S|S2WM5G)m^RHmfKP@}<yp#ue?x^t@2S|7(
zfo(&bTRu;{SLZKUHwt}!@tLQl+6YZ($3|@d1Q3AJPlvP5jy2}yWHr;iFpPbr<WAlH
zuY2MXc|olPXPp(_lPnxX%z`)pW`2vzN*b2BpQ??f20+z`Wp0jfjK<stTE5TR+#Ka{
znKO#TIQ>fq$@zo~<`M7FQP{Z?rl<J;@G<?p{6+}3B$RG6l1=RbHGuQE2Lbq^`74)W
zQ@A|Atfw3}$_7tuT=dndQAES@2&GJz>Kh5_3P^&i#wGZyR*Tb>)E#p((6-hI0gM38
z_tQzsKkxw)N&Q@t^>y5~J<DIYCXwnLl5S5;O_}R;3n6~<B=X*V*kK$~t0gtFb+!yZ
z@=S`k^dd~<4B6zm&nfn#c6mXw$<@FUgv2Wipg^9|r1~sZJLs6w+X$cp*2wX4e@<{n
zYE4lQ#4)-^B;E}Ucmmj0IKD;^#1FC(MTrlf1cN}F=s9ygDi2+Dy$d9ORe+fp!g@VU
zyWl~xaGigCoC{3`N!j<aHGrZCC=}YW@>}>=BBKRyhjxZx$Z4mY#!;7FZa%p8UPGdM
z-<ZO!*=-c?iba!DQ<-uK<|L_e3ITMB$~zY}#}<omvRFwl8UYVP5u=YhLJ4>aRx64j
z2wDRe=L7S7Mr`@Lcw#8cN{Rrg9kYJ+u^Hh%{}W#=q9V4X7iEHPBhgsNo-S~A<Mugf
z6L72vXf*JGfKQNZq7aC9_pKIU(mwk?#zYxzR0O6iD%VDI%lY@wj!<dM!~`6XXk4=L
z6h`)UkQUlC&!bwYFeTM0w24ha)f3j^Q%A^#o|l<EB1Hfd`F&;(u+|}fabM2Nv=Knj
z0M<GX3s=+AY&P3Sp{F-?Lqp~|VHj_2<Y-xh<ozW_9mVCt!={fEfriAFD85ow(pjA^
zb#xTo{ATl7`^U}BGJ)|=^)V&jYPA|~d)wPM%J<nUi;=bz6bjiIKtZJfU-}YEO|jNG
z^V^O{j&U`vVQ92h^127afoi%v^JxHI^(y%He>csN<~jd?Bp}eDC4I1NT}-})J&&VL
zJ=Nrg%^-lG+6ajpc!SlzjgO7NzI_ydxhd`BVsFC|Wbvu33=Ki6Wj1`OQc~;+p-{9N
zW<Nu|S7f}Ld1m~XWZ)3&-o2YqH+gs`2+{0N0mC$`NMYkf!ecBQcAvM+W>Lr7^EsZ!
zD@j})TmqPSLV8TKT8scg@(gYJbaZjnNRyEx&$sOuONwI?u+j=k`yzXv@|m_IX*!-6
z1>B<sJP!i`sNo2N_XAhi;EHmq#f;Vfiuq*ydI*AcC-8FFEHqM39LykgcS|pSIoMjJ
zdDsl592<s&{M893@Luh2Q>~h|@7@g$Kg^$<c%qr4vT$kwsQqek2%v{uxaIsd0&+fV
z6!rG5U4{T!4Pek}QN;?jLLu#IBtA@zN;?3W5@3_3?sf=Zog_L|&M{0<?{d@<<{FL$
zP)s!w6O2gRPr3Ifim&g7p&>_K{c5TiWkuLDRTTlhl|(>j2YoOm<truHOZ?$nlZy7&
zYc@?VfDRt=Jf1@$G=^wTnkv^7pP)%QCdM%(yrkS)31#NCkje<5J&#KOPqqXgCV;yA
z_Pkk3ZHr_<_8`tHIqZ2<w{B%pQg-ACyK~P?UMnH_a&<@{2u!d|);Z)EtKVJ{hLjx>
zaJ)3m&bBQ?zMU79E;e$4Mx)V23VqL`C38@jfC<CcBs2m%YL8E~qF6LU&fd={_Tz#+
zHi|&iT8&*#wC1N?hp&I#{wVE>H;zeB<O7lKGc+{Bx^?Sdc9zXTBK1a57B(E6Wk6Kj
z8ii+uA%-qNx*MdsyE~*?x>I^UK)SmnrCYjNX#}KEN<<o@;hyjQ<R5VMIs1*Zo^@!I
zEL)r5o`1WIY;mNwlUcS_M0g-ab2oj1A*uW7m47JqNu6rH))(z$o12)%Qg>L<)kY-7
zxk&x3*ogC59K|~VFg_ly;vTJH<4(N+kZ4VWQN&zNxD~0(@xK2)o+N%0J6F!(a{v8@
zZ11*EZ`X6~`)10UI<15D-`N13Yw|7HT{s?!x(Me|!`P05wQ@5o0urDYNH>rJ7p<Qn
zv+>;YHYUUkm|<IO4a^pAdjZhQKDE)j@RSSrcTRQ^)R`jeKGirF=CVr>tdJig{_6nI
zPh%(>+6N&$z?A^zWFA_T@UQg*(owNfK3M(LW*a96XSsbafJVg0zGwb4o!?-EOl7lO
z!=A2Bvy8leG!t9>s{8DAXJJs4eyVFT{cn{?dY@qn33ldRu$Ezi8Y4k$p7#$6puxCt
z>>HJ79M28yzsY9I+%YT|nzso!!IJp$pTfO219)GLtv_3#T#zhMy)*CWS$1dn?7*C<
z%gp(O8eSPqrM5OSWMj)HrgYJ&HFlISs!L_J{HS=U4svZ7QzY-=WB#Q51rThhsuV)x
zuwx>%UWP>@9JDdAT5j+yC)K4uXkS#5|Lrteb3zO7pp8SlrPM3t{FLrW_|Yv90{WDW
z9WH*RffT(CJB=0!&esm*Rg1I&jA%mOE;6(^BHOIeDn2@8;J}4jWlU%kbUjZyWVNiY
zlHWBqALqE8cO99hI0=ZgGvPHv)R(|Negxj>^|!CIackm1tGnH#0ZxJ9?<QZT$kwCS
zU}9m=(Q5F;`_*yf3<EW67!`dkyoBGm7*I4o8-#d<3v)?S?>)va-#5+MD=5};sPHIV
z`~O;Fcuk_bT6&SVs%F@*PqP3ODMZp3a>#8(;t)$MnTmk{+{~;=;Tf40K1$f1`CMII
z^_YG{3C7%A-D>k27pwWU6UzC75E?emnEy<RH2p@cRovi~-Nl)+9iu{=z@#!TX|{T9
z1=S7>O|vv=NeMomlfp$0usJ{qrGo#tM6#h_bI3SYeQC@rf0*2$#8U>5(9Vtc5lbY>
zXuqbQaRj>771HrY1w;qln32-Fclc#hSm_F3X<V@FfdV9(K1xS`h45pE@s~pNamfnL
zFtE%=F~A`Vxav@%YtGF?G`C|kgYPBfjfwqhgyP}3=fsB5`Bi=v%dcmTiG$}CsL9`j
zWqSc(Mc+9HJoP^nN4(1%S$?_nuK(bl-+90Z_`>?aqQ%JA@Ktmgzpv>s*);jsf@iOS
zq(LpIt&u3+M&Z4o=RZ5ua^g7a#a7h*P_cM9@Ks^i@q>lu8YOB%yIhX+<~zk7T3>Cx
zC=1EPpxolZ1XGVt2VT=fQ@%1w?7u!uDlPsJ&o&vRbsoh1B|(thN9UuHt#>WB#`4?y
zd_Q``IB|>5!A9`3XyJxB9ICTMEtuk4Q|&&mks-!wt;^pi!Y)8i^Odu#X5eWK$W%ZC
zxDnntIG~aTCK>;hm4Oz=_m^sgG8SV;j<S~ePS#-+@fk5!gh+~L5A&<gNYh-e%mnj!
zEAT^SrSCkVkvPzIzUabz5y5?|ZPllA=u=4ZUp^_UCVqz41Os6QOjUZyyR!2QyRGz4
zZtgS=lA3CGrinXZt6@B_rXkict~?XrXp$`$noXMfq1ZS6G(AOE$3k6b%w6B2*tH5u
zne?X`=K&w|&wS;+y_;#<%ZZ)Y9Um3QI*4KUW!24Ctiep=+@e#eaZ?U6hZ<vGM~a}u
z&1}}0;D3EL9Wo}Yb%HCON?!(ePSnuZiG8RD41(JWu+!s$*?e*AG%9rjs2N_~(eD}@
zt!@f3;-e~3Ok5^)Sij<aP{?$yL8uNCuk-GGwUbC8PUSoFiN`I^o8U*9G)BrZD);+P
z+QZC#sTYdpfxyO~u9e{*ya#q9j6@G>s}HbH|JU?&Mpg02L84SR{|v0_<uTrq|M!uj
zv!yl;HA8xSczNFPy2qc1bv%k`f4$WA3a{ZG+g~Y={o`23<3~SDW}K5Bk^(|G=$3++
z0`ajDTMYv$Y4t%<f$W3b8VW6$hW+_oT1vBO7RV*0?VYuvuOnw2IQjYI=hVV(3Ie&7
zUDg$T4pBrVC$}JJm`MxHCYT4kOS5OWG-RZZ*a8$k=gqe?+tNcr-R~Be0q0l@ukd#{
zc|43nKJY_u_l`=m7z?R<o6}E~RjSo_;uYe4++$)1!H}q_4+^-~gzbZxc>UQ#CEzQO
z@`78L%Y5fT@*WpUq+0M5r#;2soaP`+Vkv1P)CKn)8EFxU`F*K9Uc~P|kZYqu1gej#
zXEek{3c2uV8k+yGSpT8D-0HI;59mCV!%NdpTKoo4Efh+OUAAOCcaXij<n~2Rd^COD
z3HFA;N=tCr>N@{aeW!W@R@no$yl*#6G<o$4gjxn>1*zNf?W7U9vxv;JSa>wWgGO^P
z4Ax2FY3G_Vh#*h?2h+RPljvpjff3YvS(Q4!{#4iVMc>-mF7!@Qzg426VJHjP?X1<K
zRvyl)JZMvM-g~nYO9?m4K%bZc`7bOS0~0WkCRS)z7`56(Uf_ct!gglxM4;`%{(tZ{
zLL-by-^cU6Ltj5K{;Kc)E-rSn-p-Zk(yAs&18t~!EE1hL()ZO5{Qih8zNRH-Ca;<H
z=bLZe!$#mP4aJ0L$QvD|8IkU@2=-kd(U#YB*KeF&Ha>N+N)#hbCHdG9qeN6)RP|}S
z)#e<Log<fEjj$=XVB8=i67H%P<Z53rX(T-Q(Ygj%@)x0UN|xEWh#jByVRK}tu21~c
z2g=G%8@A{uMUmBC$w^{;zZURb|9Xfn(n%N7LQp|cX|xNjXCY#x6(Ry`cv&2C&9-^T
zYCkpJFdXOP^YRkrPVEM_NNlvtpbM~VM}E|1-eXc3Hq7J3Xi}DW_w(`cXa1?Ri_4p7
z8UZ0r$&NXW-6}n9zZ9>O!#Kx4*n7{O&3&`fu-oe&0rutuq8-i2Xm5&yxNy<pV_peK
z<Kg8Yt+RLZrXeLA+P@jac}+d*8HOW+pigUrz=+n=jnvGckT`by%A%&4^EOx{*bo%(
zZ<aM3U67nCe(G69GthZO(qR}axkrvB24!p%CFBB6NiyleH#y2;pn(k88Hfw44w@!E
zlbe5*saB>-K!ZH1O_vd*6DWRtjrIC6sP0;%fP?e@u(^W!?-iYIojxl6N)Y;Lz0@|y
zjgL`8a$Z;1fnBFWSLa`1ZyLCzCPdpW^WmGH$80=O13{#S>f}Z-n}%iw-Hh@?!tHWO
zu9wGri}P55eyk3}^yooOn^d+O%UZHZXH{Fn9s+a$h1~_&p9I7ToX~+GG9bsw9dWjy
z&!zxQ-CI<|_uHYnj~*L(EGt<t)$jwl@@GngHtCyckqTLJy>)lWw*=x%0lr;a{Wsbj
z!a-?qZc+1A(_*<B|5_`INe8tiSnm_LH%+;arbTaz>jX|kJOdlYO>1736Ug>yt*p)%
zLZr?iwc`AYroJY5zlMjB_|E0yi&3_2h>~Si4Y0HEpwT`8y|q4&-}{d&fFibY*~ChW
zLc)Bb(_4|mOU>}^Wufq*gJYM?fvwtVKW4lSXVRa5;%B*Y^<rGgPvI@as>yZVLP7k?
zb-gv)_bd0;jd49rmSG1F$Fd+HE4dC*M**w&<|II3>I6zbDexElHwN7qdfFTl-(*w{
zq`0#Ak&GBS00%j=50+^us?Z62>mg;?9lY5=B|Y~oKB?7Ph*d9}U#VxpD#NvCbs(5*
z>k}oLU>xjT;XxbZ?@hkIh-H`p7-Qlu9e2j+s~cTAp?>6Y<GO~mG9XDGs0BfS7_sR!
z^Pg*ft*?%DQG@GwRPc1vzE8YKhSkN;X#u|bj#NL%y{HS0(sDTJRLG>27X5qJ((9Zo
z4$Os!Fix=W3@`i#1E#{g!&D9*6-*H%5$%Lwo;|FhZP-N+2BK)!bQyZyVtoFX<FwYK
zW=^wy(wl43s>C7c>@$b^h`<E-P3&rk*I*KrJ4GM5(Vq4Jt{Bi~go+r`A6>O2dlLW|
z4wFw^)#S|x&TP@B45#`CxO0&zwr`*Dt-%nvpu$8%a5Z65(YXGP1~9<D9EKV*X34&F
z9i%1960yp!qLOYHjg^;^B|Yg~%WA!>N}uhu17dX5^F1+_zamNVASxl~e@#(Mf|f_Y
z^zU#9Lfa4}jYXq^9&lH*Sw~mzU*EU#y-ZDN5R==~i`xDXt_6RWq#G%YzS!tm?#@(I
zEdjs$bKP&1@e3eVKmsRQr95aOTiuC?>~q2nPjHsaLV~0~A%~e<h1XBOj!H!Dfr~l3
zbn3G^yTHz3wT`70!H<9PSyAUm!<7=&=*GSq-cD-{Ub_Vcfa<_+B67iH7ftES@Bp%v
zRpb7~5N#)Ut4B)&RnelFBykRCGsyQ|ERT~g(!y1-@X~F`;82NsLjsSLW5@2sWmJ@1
zjSewV#~Bl%HkRhK9w!Yl(JzCV7nH10@`P@I>e{S+#wG@_;$mKQEU4||CrwIk^v1pk
z<IgJ9cc(y|TM&caU&_&J3dq0y)oC?^WW||st@XfyiL#B`f2@=LMz+NX;)kNgQN|3`
ze}RTkk|Cnow9QQb2XT+<=d1?q6Vr0z*2n<UMNmny-STd)(;=NwSqprvM_6omnKP^w
zS2pshXNPP*tA_X!83%AjYZ62n#?u(GeR0`v2roR5ht+^f3*1qQ4QImUpPfLXgGpg@
zq2`L~vl>8DwT;B-pX#4g)stbimjVz@P8Um9YKv^{EH{BaXJ~@hb!DYc2lY0u0rSdz
zArO6+wr3@EB7fTb@#D_FWiT;@p=P)^Z+hw3`|sgMUKijv)qXv5-tuyk)2>8pX#l*(
z*<@uG1#wHekjDQLa(>o8B<;cWkUOWv#On*7L{P$h&^}_(PTz(VFGAmc9`U9!Bv%#b
zcj^{Nl=@^|MY?Mr97Z`;jt2IsqiFl4N{z<BKek-7Q-0!}7(g0w;~PTQHxmQ-cNO3a
z!Gt782sVCWiwbF^hc5v=etKYn``4n4u2df8ot<(Z5~$^A-E#qY_HQlqIXnB4*ZGLz
zI||kJ`}_0Z8U^)T1Ndxdz3R~dNS+iGc`4WuWZN`$d{d&rdxTvh068={9F&k~`=<D4
zxt8Wf7yrUrqeNqhvIy_izSXvw;N=+VLCd*G3+3?^aZ63yT|(4onEsv;BBOO$2J4ao
zy&c+R-qvNojYjaa=eDglH!<r>$&%t4y;wVu=3mF<x;?;VAF^|^=+LT~+e4YA)Wg8#
z69jm0gfCkY6eoDXD$%tlKY%(zB|N4*R>t|)2-)IZ%vm#aCBquDIA=cV?XV=p1<ZxT
zs#mnAKKdP#qBYW+uk7*?pX;A<aJBIW<<P_DPnxHdD(nrR|5b_JU+}%%Yi*QT#}URg
z1_)}RK?-;h%g}C(?uU(V8k)vY+On^2GVul~k=xLn@@KFne=*_#_pY!zZ*+NMPK_Q~
zjeW5rUc<=WzpS#lZI>w=yOZ2AJP8k-r*+-9fGFV7kbpMypjBSgkrDFVvUU^@N)^+?
zJwm=vFdr>7B2Egv8>n7p!o(mt_&cYG0?Dz2;8W2({idJ!k|eVn!QacNiv$#KR!z3N
z)Iz@{`LIIi2b-ibB(R*0xAkIes%1HZ9eEHm@pI>YiG;NX2aXX-1k@s76QI(g{<v9j
zL|nk(lb~1AQ!WO7H?*xiG-lKM?SXM^B8Z|Q4h@~F5kgaa9XVQ$()GE6KF1|l7Ib`f
z^oy9vuGLbTeWW;>f3eDMQ;o;ksVdYu*#0dJ5f<6#;eX`d)rA6rzL|Ltmtb}rKd{cS
zYTQnW%YZgbPSVnEqhk~u_;q_78+w|xty|9PP4LFZa)0sp%K>$Mx_6@JDtyWNH4}pQ
zBjUSBx2{ac`pdlt4GmD9?sqtFU7RN}ETv=<z5k;<<rt00m!D30Du>7p0wBUWzhc>^
zx2)5?$&uUGfwWJ^ycDpCmv8{e4P2_xZnS;FxC~cvZ3Z<0@({Rn%kr{XZy^pfS8)FN
ztGjrQ%Zge3_wV0!PGM;h5r%|{ADU5sUox*~)Vo&CYOzW;@BOdn%Yu3uu0LDTXv;Ze
zEjvP=s}pq1L8PAOvXlN9hsEz&>ly<oNVt3JnF-B7(IWmMEOz6L+49oT^g+sMIxe|L
zvtRn)Y<&#9q1XPv4}>9iMlOnpW4hHy(M6e116l@@xbnT?*pyHXE=v`XRd+Fzly%3Z
z4>wQ4;obT*Cf|n7IM!O|)sQmnKqipiDe3+jEl+1dsW4r}QtjFI<Rl!h7;m^_J-|Us
z3=zpR4s7&mcF8|ShDbMES+6uA)OCz@XPCra9j&%D2=af>UVU*~WZo}ktOc)kEnmI#
z+zgf^{!&+Q<IfVqewngK{Zk-X9_dz#WRbN5a#_njK{=}aNlj2NT}(xnqST+2-%zF=
zB4qmg9W17GECN!!CuArgheH_V?&Q*Hcd{ZqYxf#M5`V-{%b<w41vzwB49;vKW%p1;
z3Pm@-<#Q^TddGiXAz*Oz3S6^x*}J=&sy%b%K_;Qan&Vk(;`mrjDoJEGWuOAG_zBgJ
zZ(H-zLXmD>Ab_;LQ^v(%fi^61S?Ta(3msz;K{aM<SJtl^il%^3-^1ID09V}4)XAY=
z>WM!q$S8j?Y?{c+;d<f~C1VdaL_j$UkA_`7B?hP2rPG!vHD^y=(j?d^yF&r0^XLJy
z%|><iGQD}G1aIzfY=+M33z5q}r84UT#aCn|vXxk?6?kd_p(L)|oc8r-%cT_!x;>Z*
z3i>49Z(l7J*&ii<UUT!=L-boNi}YE!)*Lj&fK7JZ&7u033&+k^3V$-U=W<mIRxX=|
zuTy&mV9n}90|YzZoih3Ez&kDW;Pm`E@!1YY#<HY>Y7~5oL%!?L9_t1FMUkHV*Dc_Q
zBq8aT=Gw(3`0-1c^A@J~qeb@;ZzHW)E%yju8#K7VrA(h8P-uxFa3=0QcmL5XI0s_J
zYj7eEadL-KJkPe{KAyhNf5q8SXK^El27|xPLVkWOiG#0quQUXS&dSM6zR@HzW5kcT
z4mA2gD+U+MQ4{`o*6Qf@i7&(s&y4}2h?PDCBIiRkyMH5rf1cRyD!H22AP>3y^R_R?
zEF_uD>x-4VNBn^(yF0}9Cu+p``LrY@bxRGqwrC8aoTe84^^y@Dccm$O80u1J);h-l
zoqZ!w%NV0wH~iER98|YtUeAZa5*HtT{^_W`0;Q&D&N3xc)e(eH#_OkWB40sh&v(b{
zmiFYV9W2ZP-FoSrv#B${bKDEhvmd56cbvBeS(HfP><ryf$2AzS5%)8Q!Z-xMRv6|;
z;J5~R)bC*(s(AfU19qU?DHRO!0lBt2#`(@9(zm#?ltK0r?o{X)p?IHI{q|*87!Ad<
z@sxIUSNgJiqR?ka=!uq1$`!d(v+dOz-A{WaY#7i1vUB)O0zy<tFZe9T6zr7VZHe0`
zBuX~p%)iaJSh$*~zyq(%u<wJWwP)qT5YDHFeUxAybvb+^+2djzbt24}2}@>6#}%Xx
zcDz{sy7w<7BUZA2rbi?*uEX>)<w`>AP@)pQ#b&0rAg*}$Y2a%qKDb3}30DIr^Tq#<
z_70yaV_yeSL$KF(?0$z=SX#Yq=6o1ada*G*n~|7xuQssz>w}IRyZ^P;=ijvZHDcp6
z)V!m1B*EY&Cx!fg@I8o)8P$5!ppRczyo|8NQOi%8FlP_%N=tWBq>#eDa&de7urLnZ
zOFv7=%$l(dnxTR>W}8KA&SE=l=G}r~>gzASR}ImReRosVmuyFi^5PD=!&27PNWgU|
zefl>-AWFj%wtcd}1iq+A#t}o_A5c+wJzoMVGWzIAH5<yPq>Te$w^U31W(<?o!itta
zf2=q^Y<_G(a-)*bBN$O;SM@QGG%x09E<*OMv?d)A7UXce_QxL~mYBJL4JDoZ{FrL&
zUaKbs`nG2+C5yATVjvA-OHL5U{d<*V6=yczx||bs#Zc%(V1t|(19B%A_2`&HD|m9^
zvy9-4USXun4lG!2TM`@Z5UFR=Rr~f_@Y903j-J6{ky%Oavz|SB4}J1T6O;$uU~2p7
zY}0dkAeP#5v(-_RGG6p8e2(?`EXPsHZ>Q>CSG@wsbx*Y)@YfjCszBaHt2P{cP$XuX
z``1H_z6PUQ0{CRG^Q8E=7EL^g^Eu640US&)`jCt;q9Ua<7D?&K%8C!<wzYo1^-<1)
zU7mt$OB%0igNS^8qYSrt*WVJd+0~|spdW61@<FhVFE@I$d4=aGN%yi#1HQ8Iz9vDU
zE5uk2zu^I$B;E&NS1mX!7AFNdx^6KbnzYf-a=AhP*k}wiClb3Xw3lNQL8-5#CoEu_
z_7XrPtDp;Me0l?INRvz&)g{{&<jDDKncVn^s-(wvUk`rH&t}-+tBpLrhyh-2ceirY
z6~A!1nCPizNa0ezy>Z-f=3NpgVp<K71)&+_e$37uCWB7qh;c!7cJ%!T3E8*z*gtx#
z&^o!c;t~~Y@b$-0=+>60BG~Z@P&qv6Lm2O#Eitwy(K$CVvJl*{45HF$fn2Z8Kk21j
z#eX~~gKf`h80{rsq@xms3HrSMf&Sh52>0MD__LENz%#`vx?qo@Dpk{xiRw@~SV(#C
zmxwNM<{_v7$JHb3Z+1;s(GK#XOo~?Cmv;cgr|Dy^ruBRYPcD7*=h9<<Gq7N0iOQ6j
z`jAslj>?2#zUxP?Z@D3~P%br)G&UwWjj!$NmLjsl`m4#C<rG@y5jY%}R-bp(<8#0C
zTz=oNinxh<`@Le4yS3a=u}k|?KIl&jiTM;shQ8ACK)Gn03T{42`JWxKE!8=YDeX-@
zO_D>IRt@-S>voh6?+l3~&FvgOtGv5xNutCSte@mw%WQ<{3;Rp|8f$a6YRYapmN_1#
za=v$5_@m66N>0$?-?Iq-?FH#q{t5))n+HAjPY$iD2#nJ$fi}IgyBX`g^u=BuN+o#H
zQqkrX>3z#%S4IHpluF`ptE5RX)nZw>&I_4o2B@3A(488}cH>x1F#g?=UFlwG`@FTx
zHv8+-Aa?7$`XdRDytf;k68DJ|jzm6QGafh&Vbp1hfP0nm)4ax%rRQY2QXCf67?`5+
z(&|waO)r}>M^jF1o6UNmRipbShN%5y=&+~)_4(0tX-wo&JEVF3WnrO_pxbTP<oKXw
z8IKT!BfV*mW3Pf3o~(H4hlP)NIPVM0wisWPzK~zO);RR%DuLG?sY>rBUV~ZJY`6O9
zSNe|m$k`ck3e-+?jn4jmVI}1w43Ctrwb+^i{xN7Pz4QAYA`O|nJnopMW6*C(vIzE&
z&k=AwcYIVpQ+u2loz?o=0q;yobtUBb?FPj|oiEV^k?ej!i@gw*wDdWIP!^{k|8dWQ
zD8%dg=d0x!PCQ+LS92i9-woyK;@Ek5^BHc<Y;A3m%GH^z#t-s|VnS=B*1pFdg$1F&
ziY2&Qs3L81Lx?vwh;`uMAVh7xUq-VVlozf2NUHTrN9sq55ycW{mkQW^j1i2z_tMLm
zE+VYBs&9ikpIpuoWWBA2({deJQ3g4<QJ_UaB2ErJT~>KQKHajm&s9i)=uicEB?F#L
z1IHf4Z`Mo0BJ4oU58qyk*N0?o6$H5adSpxDT-`xpVi_|;mv1M8cV1OKQV;<NtN&8b
z!t?`@=Rpo1J@1SOH0D4yW#Y-}b}8s&lY{(%FyBr4gi4)BPfuPrFo^mwmUCkXnN}jf
zgTlaRPDmaFz%q4mFi0uLLZ~9^_~VkKGGCRoE8L)zyNy{8%Atnpl&p)YHY&?$C88@Q
z?^hWliiW=E;P$uC>HXtQGpvXg9FWnli>ueU06KYV{NAF|LB1qe@3np!+@P_@4x^})
zCd_NNE-PhVJXDFUj0lrzuj?L2VrZ0GPw9O+rqxZndUAc?>pt;5KL-$7ju_EFpuH}+
z4^2V;aA>`=5K~hp<P;`HgZhElR9rkATK(t9pe<JVfPb`Gs;Xs|ZlV_oIawGObZ8&Y
zr-M}*EIES;Sn=FyGspx!!HWON?Y1QWd9H!pF&`sv`)x(5AFSl%RsAyzr%-HVRfGm{
zC9qPWwv-U-`Zn#3`CR#k6@VjPYGtJ;ezKu_%%skV_(Pel{n?*-i@(*Rix!TK!O6$_
zj^N#Lcdf^((T3m{_ry%4a;eCFh4aJ`V|PzCjrNk^jK}Nt)AofwW&3~r)1N~ck)#AU
zE@@y50XD<vFJ^DFX%)$E6Zvf2D|M<5Kl_UM;w!H5h$V>gSfiL@x0Hn@--Mpx!OqR1
z+<+(c#dT1M%DE~PAOSZR@)}yN7_dNITPT<hTuv5mBOTaXDS(7CRy<BZ2=v)^7B9D@
zDU_I*fR-yq+A)TZ8e5zq8H2fzCkb1ka++$mT8}#?PMMvT0DX?jsx>B2%waUoF6~VR
zZS-b3C+h&05L<eZ%1V?{$bE1Qh%Z<1*gSb4UheJ02f}!OyS^~lU8x@j(<c%@-=SGU
z`UoO-HNz5)?F8ZyOnY(~8ygd#vzI}eH>WR{{mr4ard~LtKCgGw{ZNzY!D*y*&kviK
zerBNHLX?q|pX;8fQ{hfAvS@EeNb$j}>E@@K;UFpMp<NO4(HfDD*+h75CB_(1Pr~Su
z;>HY11q^hWxmZQia12$DC_5dV+(x{9YtHT@kS9eqn8O>*kxm+7j+823@XZ|;^=0F9
zki{%}8Ub+TD3I&)@xl$S*}_Z|9QCveIT4~el%cIjtj8?0TQifiGQL!X*%8~5-0^3=
zdG^9mjzz#UoWuogD=wVhryeN0XIfGIe)F<mjIEf=ZxB!A9y)jL!#x-I5hMCF3AbX@
z#uqRUh0<5YZ1kHF8;GJwwn|hTm;D5A*e|+y!Ew~4Cl4aWG!&fPt}L(K|E7wf_W7}e
z{8^^4pHqN-o3WTvBoA8xV5*3?Gh?6w=Edq(Lqmky#{)nS=y6{VI;2<2CDpKK36K=>
zenYQOz*j+q<sw57cK*f~MZ3Bz=_!|gc1nG0TOIg(iNxTlH3YR93b-D~l0HP$bhPj-
zL{m;ao8r9@I*H-}VAbNSyEw=R+rI^d5fo6#dqD>b^V*DCkjoGAgopXeN#nd+M+UP*
z5zA4stVT2D?8bW4exZr3EcjlhYq009=1N$R-R3(LrI;!?nl@Z@vqonlm*T_L5zFpI
z;z7F=?y_QHwBFM(k{&f^gH|O67njuBKQpQs8HecGi2eyah4E&qiCP1a_v9E4P6)rV
zG%ZFPK~zL*QjxT5>9y<N3_uQ<M5G=srvlRUtzctzT&Cx;a`@_G`nEpu<@7~4xZ?i0
zJlEw{B#Dbcu=q@t$Z7ZG?WC>PLOD23^nAEI{4=&RCm5k-k!u@})q9#*FZ4sZWi%8i
z0cx6upkfQ^+3GU!3yb1)ldD;$)~FV)#4!S65~G>Dr{1O{6?~q6-(;vHF-M30A_%)w
zMf{r_sPM_@Ht_|H70fa5ftR9XJGF|!#lw(4B7A;Qk2zgu*CCt^?x&gjCh}vdIf#(i
z?Kc7t+cL4|PH%=!XC<eFr5J-ww+$+(6+EQHs|;Q;*!PpisXi731kHbldz}lBXPt;c
z6c1B{PvagqqKauLK_5Xe%EJ+aT1*6~r?eW(R!&G3cH_3q6A4qf9ZJVpeL!_TA~*sd
zyJeiIo<owd?12!9CxEt)OV55G0z^mcJ{5>E{bY5vvw#(;N#aDF{dvo9km|mK0PY67
z6AOk=!s#rd4~w(oK`N?ryT@PFQi9(O2qa1-r*1uMc*PLFXF|ltpj;w(yDJNIv?&i4
zKR*h}@;e-;;dQWL3pUzd07Sisa+T4(EI8QolDN6(P&Uwpo(i5QmZO8MIl$(Qd-N0$
z4XgUMQgbb${Y~hoJyk8{o!j<<PAEHmtTVkiKjH5Bx-sda=45j_I>z}o{i!r<)gjN(
zcp0$v8<Ht!z1i3iuq5c6i|<*rxG0K#g|z~+vEpd4DaC0w_a0UPEx0X%<t>7K_2T@D
zbHTMmU|?Q#eQ&2Kg1{?T#qVD>CezcsE#iCmE3fEoI8Y!4)Bw>f2NdRa`v#2viy@@T
zw*t9@4_u9XAv<&pP8&DmST0NiK09d}>)!ElTAyT~b={FC$^+MEgr=`627VJHa|!BR
zVG31;eO&MR$I>`VhYF!l>7s*MihT<csdwN#9Mby+4aG+-uPL08kJ@EOWpt*J0YZlk
zJ(nELei7y#7_-ttWbQ*{&PHTrzs$5PCl;fq-&_0ekt1`0TgGf1K%&}?+~m<I!3rm>
zE4zJros!r<qqH!BNN9{L-1E@u8VDkcSy1DCX@%XUX@AyXK9(d+`rh%c+Xt_qCy_v}
zx)@f(HzQq)@pqu|soLy`dCZ%5&7dn_CF!=8s%Eju{z&wubj@n*UUZvu?iNTM#|bBH
zV){;Rp6)^~R=yH0PqEi`<tlzfl`1DqIYt=kw(`y%uOaO-;E?&ZGU4alr|2gHR}Y@w
zZ3BYqSqZ;=0{;y^KNk=v0qpjD_S(NnPo?%#7eS_C{L7jMD41Zcam%<*RC?f_o`oa_
zcu>caDQ>WG@Eq$@YlJfSTUu*V1#wJ_Rwg~MW`ACGJ^G(ISjr)eTOP+)Vxsvqdtcb4
zfB$ebkxqLf1<F-*@J~RLRI=B^9Fn0b;iieoBhG?ng1UUlf<TB;AQM~$8Mo!SmNQ~<
z7Y6tfy!zc-DUCV;W7)dSDxP8Oq}`H^v)UoD;&!(&asP<KI2tB6O;%xuu0IDv5Zi;(
zuePf%AIc<&3qR)u7{q`ZbDKe2u}!s2S^80=@5#A@mxw&!8&I`6Mp)p2QQb8?uR^vM
za3KQxnXLMHR<m<ZQmBrTsW>GS{Gfm&b2IfcjDzPD03NeY3qgvdgBO!69L8Js{<dW|
z)Q#S}?v_FLjoptjj}~qRx-KqZ!Mj2;Fw{^?1Rfu$?-<#B->n9!1FvV?E^9iU*iYDg
zpyLwls-dDjJD1eM8{4v3paa>i5Lexd-AcoR*tg;y--_N0^Hy7#iAReOw2|DA#=)j<
zQdJL?DB*yux6lNmJ$Q<EQ+!7KQHm;I{1hJwp%*d^1fc;^9mi=lkz@NxcdmUuC!dzt
z(EqQ1{=yT8`}ZyPH$5bIthr3r<Fz8~z48yv8v@Ar+cielzo%sz=|u+ao(&0-2|e7A
z`DD$#pFvjavgZApTB}zK2-+HY`d--4r$n9?#Cf+IA&j}dBfcxo{8zP2PM5=q5}Fo?
zB|@>wkjXg^X4rc6dret^JIvHeMxav+?k|b|v)49}6Wno-B&(V0!so;h>%W=cg*c#%
zW*!5Sv*U*nAR}DOH8${H9wJ`wRkuJ;QsVUn&c)}#>c0fnp0i0a<rPzfWNotc;)k8U
zBliEIDv3Rt;$B?*ri%;wAhyV6l(IWqe8`mkYfGsf(ZVjOjx=?lkO^a3ih$<E?`x!r
zN={g+8rPvrOGxEEu-D`)o1iUzSxE$<foCx1?X+(bLLKdO1h6Pj=i`7gDj`>n3*bOL
zNB?DiN+Al6y06k*VDJz(+)1j~SmK>3W0M2{k*so#WU`8jrNGEH5NYH)iR`{<qPW<d
zabn_6iv_*8q*GVCvp<XU8nD+(7rh7~TZvEZ8z9CRs{3pI{HAmxivs0PI{2qsE|%K_
zGyC6uJT=riw7-9sYn<Aq9G8WS8?5|&H-XzT4VJ-iZdpD?c82Id&+c0t<M&$@*6VcQ
zM!QIigZ)_LD{@q;grt7lSiQ{Hexw5Q9uuqEIdA|_EXlS_H}KbKey+1ht};y(G%_Pg
zH;y<-*#vXR)IngRr{qw(U7b-c(vBTJ{r8u%%h!1`Y#4d!6%vrsc5Y$pz=*MpS8x`-
zds!pP8VfSCAga*$odGiSfQhVsnNg9Rwn}Z&gI^HYmQD_G(xNcTFsK!bNMj8EamT(}
z7`?9JB=mT_^l<l0iO>W0Lq!JnIzH!4V!+n<FUXT^4*NmuRW3fS3s8O>4>I=bf20b<
zL?3rIO@I}puJk!Z*)L(lc|3`?x$>h$(Zf@6)pDyi_Y3Va1v)%cGGTv_)x<>~veCfk
zkP^j(*sST(@`tw%j7JYyIb1<*Uzws8i?ldNRw!Ns*a(~W)cqej0I*qW51<I)0k8K6
zcd)BoMMlOE7>g~(*0#Kz_x|gOu{|2knN2cXiFRW7wqziR`bt~vSwG&thy38;>S8?S
zx@U?ywKvyRBM=mNBQb{0?}-cnrv(r=rg2@5V)yCY8PCw&O{(tELe+TSb=PHPj$16I
zIDI1imSLW|L`Dk@49n^9dE=^Y5d^rnIKb>gEqc;IJ*h|ya~x`w{>gsV)j!e9IO-o1
zL9!97vwm%ZvnXZ;{fJFnI8r#WatjA~5O8x6I#%w8teNengu8E1C|c07J@yd4i+B9Q
z5>%J{#?|jG7QK~0Xb}nfucieVdK#QJz8V3jtTx-+L=(I-!GqGiOxw#5_8eP2F-+hZ
zV&F@$0~wX_!d2mnzodbv#kaqw5_$^QgAEFAW$yj`RS?1HlnN~$e&uFJg80={&Z^%U
zTWoqUf?wVC&V4xsRt{bizxbK3F}5?<n9M5MuX3|OTlSR*@Ynie%?)Q7{mFXI<6HKX
z75cS==emd`YLf}MSZ1b8+KutfzNc}%m<Bkfn5h$xoOc{qLozOpR1>e}u!7BviCZFF
zPfZtWR6%=>t%jX4CAsBDtEul#*}IROWo+}naP~W#g8?gmn1LYQ->4#B$Cr!mRX0y+
zjUz!Rj8$~>oP@AU+CxosT(1{@+7cixEv>ltMsi7LpBcgDFJ*#ECM9;zBkt7{$+S@H
zR;D=t85R13@uDPq4(J~aa=*5jT+~^n4q6WA4-W@~3chs86v^k!2KWo1^(e;6PK;s0
z8>&YG3`xdDO*^xiLoB4+Q}pj<zWIy-tFb>QtQ@=qwM%ZUB?F(oD;|$sl8~tujtNCx
zUKZLu=%Ir1fD5c4r!Ir+19vUKI~B2hVtdHzn=sWh2QeM`ZHlLH)~`!s<^+?2tYzr6
zdX>K(j>X{fE_(?2bvgnjC_l1o%Y6n8jhgJu$^EP?06uUm4&?S*ANtl~`J6)N;i+D=
z=txqFne(GkR<8=8($imC`>D*`8lwb8B}KVDTlExdg87?bmJ<bzw;4zchN_Ml;qMhH
z*?J^BlvTd^3j5OAr|+(tJvT+y;NP9^^D{s->dHJtGn6JSgU@3ZNVG(4^#EkUEOzqZ
zYMNuK*PnXQ?yD%8+sDd^oEoG{^QjzOr}W1(AWX~epjG$P`8Yj1{tZt+7krG=`+N7;
zvF~_0o^OO9TP;}RSClnrHN1tdJ;zA#lt(ys3G}u7^x&R>OOAzZShq~)mx2PHxljop
zSb2lsz{`y?O!~tv3!Gd5PQypdFP6xhN9L&hXM>;Jq(x|!_bB&_W}n98ZE&0_EB&BG
z27<bEu9W^28bIp=W_F(OIF$Vbavzd|aV3nb1R}2v4#W%j_6}(~b0&A$`XP=@co^GG
z_?nP6{dSFpv~&Hcg1s6FJg-wm5m9<C$rk9l7-zy@rZ~=t8|FG6C~?T^U_WkBQK==9
z)=Q2&im-Fxgi0Wj%ck5b{bCp8GAE3pJZU}+fLL+hPtKqqD02>m?%cA)_NmqN>Y#)T
zvr<5#ku;20`o|fM8|q+`r4RCxDOh55&phDot5PfILL{&IMOX|}nn^DZ18#D}R~YRu
z%o~Aj2zW!cLi|5P|9*(ea2~r%5EyI^{>+S%ZO3<Bt(%(4gOE%da<dg8p4fM#by@zQ
zyy5o8*y!9P1WQX-p3)g|60X@VoCKtqG!ZqcscEu}aUED?Ae{wlDetFGvI&l9)r1I9
zs&ysmvwU;@<wzEJsN;+PX-7|jrb-2$bj`>Z?cae;HrA&1O|Co-I-PSXov1X*yV7jj
zHafj(we3G*FRiSEgF1=nJLKoW$SHqp*l}=if|-|1<6Htkum17o#-%Am&n#R1)N7j!
zdj3VoP(M;r@j;@f=h!9pq#G{`{^vVB`5DC&y{t-)=`ym0N<V%q491*}3qi3V*Kb<D
zul+NfuecUesPwv=7j8M|1}i%CO{X3q#B;;<E;F!~E`aIxg=`#6cF5Au-_T(HJbK{Z
z8LkK{3`yCNx*#1LorliSDLlzF+bgv5fxA|*6!u#Sh6-%wTkW*oGM4g_Gh=AfcrV4)
zvL-<8Tx{r*aSWgus|>^vhb%o*%mnd~##*M<II8;3JUV_29^OYlvs$?SEuqM>a{7bB
zjVCh3_UYsFDFCV+D-|QT6yXzcKFk0?OzyZ(d;#O!(+x=*i7%!?-(h33J>KJzE8XdJ
z&t`DIFC!MH#^?pmtWFV?l3JFfFxq=HWCx2<!j(~aK;uK%1=GtQv5TlXQ}M~fV4ffq
zabAS#w+uO=RGx3Z&;`@z-{~W7JxHP#+E_t;p=`v+5;1W9YS~6(HRcvOuX)hd!5#Bb
zoj-+0XKC8=#ONj+KPjHU1&`K%_s07WanbpKyD+;O6ViTXg94c@DA<po+~yDM$@0);
z^FT2#vxF962L*^?S*qSX_3spq%b5L<_&`~-`=Gc7o*1Kpa-g8>1=E!ch(s;)KVDTF
zJ{%Fe0fs&E$sUsCkC6#tLJ7li_k$7nFS3diB|#vnW6a{_OZHbjf8kqq`NKM`w(5LT
z4z1|f^MWED`k_9*A5ez=DJU$To1Dl~V_))k&WE_rc4yE8+z`*Rt!e>}Arm7Sm+*rK
zq+O~BJJ0*O=A&2^9~KsgqcX#l1Sr&NKbrKrL+clmUv`0{X6YOVxhS1RD?uQAKOpff
z1yhcu`U?>6J9;f6ws3LvWeqnz&ne~|t8!IYFrEZeULBIg>dF3JQaey4tZj2u4MfEh
zo3VIThs2@G)}!N=-%7>V7&W`x8<n&Dr!>d^fboWU!YK2e{63t%C0#1!r(76>G=R1H
zG^jkz3`vfb&{Uk@-*PWs58QdvY4ckL9Y&-GGUq$9_n%;vZe#hZIUmU~Sl<+UL=OLF
zAR2!D@{JC@%32-e0^RQdI80W&VF!hU(`<(i?+eC~u5N(aI|vk1D4~)J{AY*v4H%y&
zIf(mP9SP++TPI}d9wPazDXN14jHf<MV(k$UwaJer$zU9LveALNpL{OSt$+S#W6wvD
zlYT&hxu?$Ctd`Qwyo8}mhWN1`c=5u8jul>)6SCMbly-^(l^|L*6wTgjpQWCsFWorO
zZ@`u%yoj{NnWP?ZfxSMM_wiEP_jy1HW{wp-0xoXkd}K4yD(vxG<1?kJ!^*D_1Ufi`
zGCgMN9W7>}%(RD7^%?Lnq;zcSrZ*Gw$6QVuAWDi)_sN8C?_-H~yE47~<%s&zD+qL*
z=P~yD-}gR7mL|?PUh{Ri_ApApIlA;MPp)qw5sC6wwQG{PmlO&4&xoN+!ECgj7sI+v
zln6fPR!>3!_SfVCO@hMXQ0aH=#6i1|A|hEuQz1eFsGHaK@A{MdF9q+Z30;09J#__3
zv@{+qWup>E)mh^>^Wmk~rixSm(uUeR%)kaK$-o%$iy%Ib)$93X0w^_FFW%lt*f60U
zMKuCOjnBd1s?PibvfKL~c1*&Qx@hmI+<4*n>^9G9@N~W?JspLlEF;-9e$jjsJE}Nk
zvQkPQITmkgt0sPBTw$JX<w{Z1q=yI}qn6~Hk*OBwkB-ck6wCLrMbD!TeeC>N0(_f3
zE5h^C4yi6)ZSPR12Um;@DNV>w9#4OEN{u#!QI0ayFGn3P#;mr4*~Z7ar`$67P-7Z8
zcBkM(%Gu~K%UR{^rLsGwKNx#eswKDey4HXJeZ=9^z57^pUiMQr@`{`7Eok(3-ot*Y
z7l_~?2>*1RjTSacOI4^0Ef}q=uxa*-x5P2MNO^8sG+}K;YA{ygA-V2!m%x;6c64Z+
zM^GZ@T&$iFT&m-ZecH9AzT$WO6Y}s7$4}vnukL;+3=_Juv)K+;im-fL9_=MgC5fmW
z#QgZRo|ayb^Jj~pVndi+7O#!%l<mSo^lZ~i0J|IYS-D3xZ$HPS9Z2@a55yu^BNB&P
zt3#bPkZ2-csJe$i-5_?E%>%B{gEbrD2~qw78#DUT!EN&_d~O-?%*7VyT@F(Lb*{jw
zv0-&<*9TT_>?jGx(&k4)Did<$gjW{@WnizM8{_zLJ5b3uuqW$s;AN6$a9)^w`t<Dt
zQF670-b$e$UyZF9*F-&>G2hR|cT8RVraN?Vk;+7iytt+}WomE$!da-K2l1V@@7TY$
ziNRtn)#g`KrOUZyg|y?}B#jUOK;zQX`7O~y#Sc6j-y;1tl4#yCesx(pe*8q`*-bLv
zV?3L>#tU}zOt(Y73Qz7V{PnWvl*7ZAb2W~617bwDsm|s1lrxnn@KHELDz2Rk#eEva
zD==3<`;S5WCwZgN?wyw)Uw$vbBzJZ;=gd1B`n%~bp8Rgl>`%BA>ECqV_P7|^JMbwF
z@^jbZ7AOJRo!XXfndRu5tr)^vlXt}wt^W=@3%SACT&6DVp%S?6zKU@KCaBYkTHaxH
zs8x%lrxB$nch9$D@!P<tHN4@&omwv3;tr)~6Mfg&p+&sd4%8}6UkWpSO+S1BQ&$)b
zOMql7uQEM%U&h(I74tkw1Pc7h8rp*tF}&lf$4n3Rq=II@+^)UIEA_VEDlD-d0UD`E
zq2z!8X}A7GhzZf3Lt;GjYU=4G_oeC0%oLr~Mr~`4t63BMSA7g=X^<?8`l&4q=fF>r
z(h@@8*%H@06ZGa-49HJcj_MHPrZmQ7INg}e)RN6t=~qU~KQ?Yt&8x{(-RW{0#+exW
z#EaC_|7|<dBw42KtFN*J!~|8LvXNCq<*IxHAJVQv+z<G~2T*V=Sir(5n9}n^?H%M)
zRKb$wqtzwgb>#1Q^?-u3>a;mA92ATwV3v1Ty=bjn^p*Szu=WnxTJ2L_9(^SlxSuWe
zjg_`WZz$8mEAw&y4MOnB^JE{GpD`*C;8KwSGt<Dg%tTT~^|_vZp6izv=*{&_F^VQV
z8<p(x0zEFsXzP%w_4ab%yps4@_4%`O=F+3oS$u%5LW^EkX5Fv&!ODi7$jYT5$5_4~
zzZVEYW)C0={4Kq4J*QQ&Jc%Og`_FVhCKsVgh911$EjaPdjYDFz`zjt=f=Ii$c|!kr
z(TsP%H>@WBPmrGYoRXuSZtX*yYc2S1n|-%7ahB4^?UB#?Iwp#_7(nn7+)L9w6G?n|
zK7BcPg4XJ-UUgV~yaN(nA%JV*Y?Qw|(FAkX9wck!w`wnU8=Ijn+<o*1+*$Vy;70u{
zqZC(;P<!?V4jSoUSH!J1+beK5t+P@`p4}(fD%FCC>3liLb|!)H3OsRDqH3jY+bf^9
z-OU;7Df(}pY1IpMlnE5qc6-0=dDU^hO=WdXAx+m>VyvE5L2iM|YJN6V={Mh(YR$p!
z?+Hjf{rZkueE4{1Y9cEgKUi?Thm|ym3`(t7<Xx0`3iK-#Vz?MZ>nx>TslM2Q%E;NX
zF25fs!q|c^Lr*9sYXA5hk|z3pVoP6T!vGwfg$8}Wd!?ZUQHr|qPre`C&>Wbw;PijM
zpuP;>jZW;0YxNf;(%#uQyleEWry2$V>6Eb7#}$g-ooH}(u-{NB5vqb(C%uC}yhu<E
zih92(#~<xK{FAk{4?)qV!EHgA%t?y=``OVP#$N|^25ZG2_O>qev36-Zk|~U1YQ+5r
z(IB53p5j->1ePae4iHA-e$jwQ+l%h-{}v^cBA*m>D$}yy+&plx+55X0Ds-Y)YVr{~
zL@P~3Vu?8vK}issg7DtU)K=*NTU5imA9bs}hQi0ZHf7}74!zi4mIMu^s{Njx_83K*
zq>B#aiQeC<Sm|eieT2crYIqGTLsNVpm}1ppius#4kQ5&n|59wS9*loS1!ihW`kM89
zHnu+Q?Tm76GY^=RU`^FEQ4BTYf`NqvrS>i4_IF7SGS2VSdJ}4Gg!c`SyD4!WyH2=X
zg0^Y~fO8+m)FzZUX+Y*xF?LOt*)RU2?a^D-jjZr+8H03|WwovT!Xw`A2wU};#qMVh
z{E7B>)c4GC8h9W~=v!P_=_PP$Us0yYOng%J0#NTJIg~M+Q$n2%+zbNgs&p9mo*(+u
zJzx$M3tCLslue9pD)c-*{b;TT>5Z|h6FSH%)d&Jy2XHBnH;kGe3!m1;-azBpcPWk(
z#8%C8A(|NZ^j9;;*&q)s!a6RTDzRQCF0m*pa{$HYEdnF0#%N(29u=ISko2wYVaEFz
zzFaT)SDv%gNE#^HiNV$<>L(UY_q5m!K1;XTzx~98axfvuc0cy0;axrhOSSe|yMB?g
zikK=?b|b}iE|$d`&^%et^_>^=%D#fGNov}xp212+>0PJutEidMuJ`tX2TNe2R6MQK
zcCFcJ*n6iMU+!O!G?b4}Fut;GN8UdeTjoz-N6n?-8rCu>Jz9a8#G3i@q-)BTnJ5^&
z7Uz`EI!;}cZpVyosv;kW-G8nhy3Rr#cqVBIkPXkG)dRyE2vcnV8mMT%ztU&R@j+1K
z2u@ZZNJ*@14=yaw3e!jGeG^23u*GW&$SYn^dqFu#UqjF4<O%hpSka299?m}g<PT{U
zKkx#=qrTgldsXt0X$o_t(8Di8*uYnzdOa@FD-Hkw0MeIq^at9*keBrMyc`@K^0YD|
za2&%jPuwp@qY8?6v}dq6elcY1U$Gr(9J`?TZHOSS=D?N!iu|OQvCan25;L}e+sRP0
zM;{t$fKSUI!vil?ToQwSBYIr4d(C|su$lU7jFPKH!wF31SuY-C<i0yh=zGG7ssWFj
zl~5`t&D>_Z+^WNDGzc&_uG$>$95{eX?wAk$a>joJCnCyxvXKK*I3=BHzR8{H*d@l0
zPBI+jT5@dl!6<_Mn`kE^3Z;1LZ(kXIA2RKkvUQauT3iv3m8XJi*%7@2#EuKgXbyWX
zn~b5E-AbvQa#`%G0YN%)^71=<Y(k+x07BN=s|2D|#P2xr{g(x8<HGus7d-HSOr7`G
zDBv^+nCOpTXbmsC>9vFEoYI&g1JSQJtoCSuOh_>f6Mh`W`>)zS?8{|-*1@~Rv}eGI
zDARWM+pMPq9U_L_T{@=#tNTd_1PE>l=v2eNq-4C9J1-aP(c)i$qK>m*58<=t?+$wN
zwYr@m$J+H`)&2rx+x*3+^X6vyYn-frG+9YxJbTqp;~_dYu4*5!D>+_M6(U#Q%PX+G
z-<YDIr{Bg?Q@FST18DVVgFY?Ad2HF_b760qnRk-&VoHVxjL{doSA$Hwv8{%y%kzsM
zq3Ad(NPCJ_w#d_=oMTIxz6Aass!!nWF0d&ZAjj(^j}QE^%P`?;YlDlX)NIcxe6%#+
zy-XK_1y>KGzEd@=DjSjD<4#RI{2i$J7fB3$2CzCYXD)@FH$1+v0o~K7)#+wW_w#lA
z>HT_r$kWkEPk`^E?+mc!!or4p#;cNgu>A54?eVUV{S1>ZT8>5-RsStN_P~l=X>0Zy
zu-DY6i+4DJB*JZDV)n#37Aqkbf9$qHQ2S6a_b)KSyYDkp<$=Eex6r|6kP^IFzy~#^
zQ-T+AxrDTPuoi~<{DR2Dz~R3&EU%ITsi8pmI~w<>hbM9Dx`en-96y57Z_3GUi(+1x
zwnXroc6?sl5MeJzm;~d}I71lqbzBEZ6E8dmv~+Zi1XlRQxr~e*H&aw_nIfkcCfLLS
zZ|X<ou}>u)9U6-MLbBZ!BJ5|vN{`klfl^L#+%2xj`UP(>*vcF-9f_$DLrudyFuBDZ
zJl9RIa`5jHJ)k{>of$VHz3JhBRekF;?SpNnza=*K;{dwu?meW(yDNy0jsW%k(XIcr
zpX+*Z+Xf)XpO3em<6VP}jM9|o203<7jsm>yfo<|}>#|Kjmku*07gx%?@&FrSeg)WA
zah6y@@o%-NSEo$Edgkr5-GF<M1Lz^Tva$?oe{M!{(%TQJ(coPj&6jz<V2<+h^raWa
zP4L-=P+bLkS!B*oT+t75Xlq=Z9buSC99<MJ?WqFsnq!pq=mi)AW&Jt%xg{;eXjw_w
zypD17Dq8`1zm7cwx1i{9YYn8iv~4_}m=S)IgYnr4PDyG<r}I~wze6?lANHq?0bRIK
zaj~q69Y*UKgW(6N%BIN3dG9Q5H<?On=F7)xGls%i8Av-Rw&fNACJe$@XTUWL0GKaB
z7MZzw!NA<|sxhpi0}!7Sw^ER+F??UvM}@qOv<ZH92SWYgGIe8n$_+MdtjgzgTxy_a
znV%X6*m^MCykBY?Jw5F@6?@b5m+SeT>q|znKPN0y(d9ngwS`b_Mj4^G@4sneekb~-
z91Z8)|9boCsHmbY-aA7hjesEC3P>u5#1JBlf^<rkbSlVDlF}vJpma$I3?PlPAPv%u
zr1U#{-}~de_vc&dy;+Mj%*?&#oV(9CyUyOfUDt?DLBdtc6ix6LUS}~lQjkW3PtW{7
zP8u5oVFm7;4GOM?_sB7Ao12d?m#Xq+e2Od}-O%aZaO4wCR${D9u(9m^*J4Keu|)T$
z4?v8I+K|;ddz+YCQE%?-`4~Am+KJAb*Nv`?Gw(Vd+*AG9k4=0sPP^L5J%QS;RKY4S
zseHNV5yhJ4Mx59q0a)C{_(ovnEIQ|s9M+8`{sQ+07{H$~2%|o@%8jrgmuKPMt*jI}
zN|rrCbg89}9ID*XO>Az(>0MRU)w$kEAObtnZH=fl04OPWZHE~dClz}dAE+Oqm+RWb
zWAqqzpF`WfEBt?E*Q}Fsd%Z~pUO!a)N6xN!$<}|9w@#<!5XM*qIpTFKgyzEyk>^1q
zE+a#Ee)q|=i&(t5(e=)6!uc0woRyN{!+4uCrMX2tS_@$)#Uiur0e`~eoB10tkch+D
ztLmh04HFU=D}}ja;bbm9)eXROC>_qM)4R_phvxkIO=rui`9|qMYw(2o4lx=V@nr#f
zUIqI6wXYq@a;CL8ftwHvtvQ^Ei76zNXeTv}>aHaz53|#Yhg37(?j)46wp2gArdFxS
z6@z%U53lQpwA}H)dP;E$L38=RAOSsJ-EiEyFeg1JvHyHpY31g<{)5|~%s)GRHy2dm
z`FvE@#kDOQ6pG`~g18VUF>LYaZFCJ&Q~AjX>T_Da*<X1Xk%!P-6V2^^Tt1!9Gr11S
z;i7&=g_@jP`2|Vda*3T^Y~#heuBu_rnaZm(zDk3_Wpe3{-|zCVwmm7;f2b~Y{fAr8
z$+ni9gE?X>t+NT7gPmIvqdTa7`SGStbYQ%MU-{}>EYM5p!0U(O_hFu^M>>)W8y8`a
zHQx#e%A8+rpycql-lN|nW<vEwPmcs0l!ibM>IbspeNq{1I?e9_p>rhcYG0N~5pwN|
zCrer6u<r<J67-jvjU=fqF=x)R7&8bO2Bak8b2P0l%;fhdnk-kz{b8_eI)Z20JlX7j
z?&@Ra>vk*GYXuaDJ*JfAh=#<jHYWWgurrmhKn<k9XWVIfec)7;<L`AMl>#W6y6?xl
zNr4B8`!J3U!rcb<o(}r9oEPQZ)yp!9k>1Mft4a1OjbcRdzY{E0dw_6j1HhnX0?1eB
zEr0K?5{8GEPk%eIZ@ini_k96={XNmi`wF%B3q--xf&wMHL>UY;`;1dua)D}PY{}($
zAMc}QXMC<E{SSn*)qC<Y0NV>v8-CjS%}GvGeDMLKaGBCYL9F$ASy?9weDi`CwL0KP
zE#>d$7m(qFPHfpwyj9b(n@E5osJ?Z||5qi@G?ww&7p^@W2t|bF>T4WeFF0wjj2Fv2
z4EY%(Ccfk!0X@R4d`TY0`sM4GrG5xHd!Hswzht?61|>TH%`~?t#mO|in6EAK?%EM{
z+$z72!Ur?~vA|8p3F}pD+o`y5$zRqo9>8IE`IY%o*xr4g2We2fj#6*$q=j}{G7`g%
zX1<s{%I-1pm1#u0qsP&(oDMUkg8sk1@Bn}-sduPYttpJ}pE)eMYp5ub4MUfr%Dd^1
z^Qs3&l7yLVXhMqtKT^4Usba8o3Tzw~FF=9v)#Jw#NxTA&<4+o$4`ZzQ{Eue0Z5!f%
zz>!1*eLOJh0l=*#q<&z|aVPZMX)Hn$Zj1u=YDrlf9iw<zZN3#fCFiORZ&5FbQKB{_
zMF^TrskR=D^dgnlotwLEQ&LzLK)Bt_8QtMEf*ILt?{);TTp9_Ds;q)L^OZJW24!sV
z+|17!QV(CYy{&ESpy1wn90-Z+I&Oq=NlEQkdAc0frCpnN2oWR6Z5&wZIrb}6sc~SN
zGH62cGwa_%{flOG<g0b|^95O$j|+21#QAyiq_XvY<t=n}X-42^Vfot5rxWoEhk~?R
zEE|_Ly6Y^44?z1c!czhv{sNS7pW6EsN9<!`SuIvJ3fRaf2gK)XF;}M*8?J=tk@|~-
z*9(MoM<WWS?)(Yl+GKn`Mpj-+XBz}*erKFS%0FbJ%vo9ru`fdRuhV*jZ^XUs{Q3a5
zvGEFzIL=r&I?y2xAKq=i6Dj%xhh$%bDbD90)`b?)Gs(hIhW^S_cK##&DsZD6q(~{D
z0T|jomGi!pfUym#7CSj6*)_W{DpYjz6Zk*-=E1F6JEiUjY7V&CwM`6nSAPL4;F_4O
z#L>W7`c*^oU!Zsbz|rp$RO%1B*`AWFP}Z|9#4mvGw<q$Sh27DHaY%+iY(-q4nl+n0
zrGH1Zw(0GTb~%BKO-$S)Lc!1h%<M<S&RU{pIHuN5lp<RGI>yq^J%&X_vSASU8Qq*i
zZeeBKB{pI5wOYRY=Him*S{h2Ic+3fE^nHM2H)vYR|ICK^3Mg3F2d2X#Vg7q;cT8%M
zzl)9eAx^NQe+#5+FlQBM)Nn6k`;siOEWiCp#RUEGpuv~wovPMgPa3fx8Qw^EHkPD<
zmUP+}XjCtIciCnT!%0QbkC`RrsHg}QurkTK$^0uy1TAgw)zpYJ3;KSS_-?vvkKaRe
zRUqq%SHQ_e)|t4VMeq^u@xvMJ91TTL7W~QiU4-et(mMw`Ap|-($WFiS;l$?{`&T6P
zY@wH9S_wr;YQ@p(n+f~A;Md&OP3Gdx0ePZ3urLmqvK~L_@L3#qHj3_WY;BV4xnr{!
zc_YL?K|=PJ_sv|(&Re;{bNML@n(%)!Ya~8mUwXDLI`4XqYoAde5}}9)DtMty$j3KM
zVwQsO>obmzz*(f5@akgFVT*Hxp80Fp*m_P&{`#c)$5wImY*eTfX$_*_M`jp3{1m6Y
zY0uvG@vpMB55znM>6CsiewaziF5wF%Rj@?2shZ{K86;uuzf^#WBE%}OjVdgkRFNP~
z0=b#<XL$q;_I<HPK#}G6Np=OI;P9O*O7u#)3V7P|2@?S`9DrG(GZ}5UN-fiR@eH4A
z6b^p6uau@K%WWhPwS5WBbYcHs2?Q$dV$Sw7%%2{}O8pi-gBqf3M@J{o_vhaKd_Sxs
zcQCJ<Kcme2fCJgq@m2k7zFtciUWnsJt_NHgh%_;|^I5K*y0Pv9n2TZ9XG=?VhVxnL
z5tkB6-+x*g?^-~icHqU5b26}!DlrEsRT`3#x+QZsnc+b&7&Rj51!Q5a$m%EhUeRh?
zwI{sk?R5WX<*P#xsY?K$l3_z>p<|A#k&NSk!=p9%cxEb}gVHlB3FP|HJZ{q-K`i4K
zh-Lvymc)Q(-E6I)zSzv4IJsh<z-$;;w0DAnNL3kE8$pE9o|!XKGoRh0ltk0qXOt`H
zgPA)T$(SGuX%s{hlcKKjVEv&}6D+0lf8UO<Y&NhUwZn>2R%OoLxCqd289t<>`=e|B
z80Mn7`}G%}lNCU5TIFABX})YZRIXdk-klOfwMGKfshz+d_!%=cT%J2AHl?4~OrQ^)
zRw<$EDzE*Cuuf->L*LC}e=QCKXxBQ|CoYodICVOY=ig2mD>l6{-Bq}_v%-KKL({Zf
zynF~tpw)&eUwp=yp(mObTs_ZXIPCuzG-`&Y|E91=c=<DOjmfQY|1=hQq)F5b_&M^6
zNWdH8hrRN4T+S-#Kb_9MY}B(awXq<b!bNgMRrZ?gpF0<1<!~~1ii+66dz!CZ51Una
z&*a3ftW4YhXnYBbnu<^TZ9~Vmw;cRv?a&2Q<wl_Cz?s;LORVQkzVnEut$jm}t-Omv
z8WBqMLCf74iRKf0^F)~(7~PenTVYL-q9*QvA}YIPXzz445R_&*G}!DnXTT;I&6K{=
zF41yFhj)nO9DOzk={^4sHzNFAN!U2lfd0~HqJC=D07D;GH%^$om%j{MuMKuL(CB!m
zia7BzrD3OyT9;l!-qmg;j+4OW(<DNEuZ<<3WqMs=INh=?-ileFt-*D*=`t}jL{f&0
zja11oAyS<@VKh|?<%=<FYqLFTlWnr{zI8_LPkL6@?zSxn12^AM_2_|jCgDMiJpuy2
zn5%+>C3nLkQ<hPWT*%O#?t+B%fr_EYF>-WPA#{>o4PIiX1C&10J~Y-aQ^OI`OAbF+
z@c)P&On;x|ajt%W5OI(t12RTX0e$2An3d3=%&&AFeZQ9@_Gj1i#~HN}^J*QtxBFLC
za5sO1_2VjRYYM{8Wxu}mv;geZ9=%;mZ4gD<ZEF26O&cP)S&Sw=G*m>LCmEE9q9FLB
z!>qH)!DoXaI&T3_uIn*X;urfWH|XLwo{cy{Hb2GDu@_ps-J6W<>^@-qjrW^q8o)EB
zDCKVdt);p|y2^(1E5<NG<^|c{k}c*1reK!<pPe}$FAX97=f4+yEvcMs;0zQy^LyeE
zbyI{VrNtH1{Rx9RK*RSLsL@(~kJ}E=OOla^q`R05p(7hy^j1E3aJuXAFZ828wmf8{
zDkU_^ifT^RHF(+CIrjRGTJdPF3#fQ5grE(8>}He0EktihTf{u|%Pb};DH7S0plAAf
z^oAD%P<~Z72qW@EK(25jkO7d>O@vUQt=#4A!((5YtA0SUA&45uz7J=&5(elSM2MX}
zxH+EfOp@gnVC$$N8UOu=n=HzVT_TjB<0`?&ZeOMi?6<t>T^R!orr~pIY|5Vpu)At+
z^F~Br{qNEn`0%Uy(s%@@-Y_7gq-1tMU4fYNrQFztMsWH_5QVkl#9$&~kM`u5O)+aJ
zj@D`sE7H?smuLv04H$V(Omu@pJIk^Gs2ckfku^4vGab#70fRnsV+CZvQ8ybZgyDtj
z{urg)shr<+!tQkLZALs(EcbhK#nSTSb<B^}<o%HH(Y-r?fstqaX;6Z^T#Nh)wWACL
zUz6VN2C`dg)ncVG<U5(Th$Y)vHp@1qwzEDc2t#`c%B#H40+0cp=Fg8mVoNqu%Cg}p
zqR^HlND-9Np7+aV8yEjZ+LyVD3u3XQTXvSCkF5OswDJ|>JDnrMpT>f;gb0^|c31fu
zj>k=-g%<+`SdH{$6a&8BjiWR2To9xCn>JO??>&>R)Ol*-AvD<o{L#xlenAa4D@ibz
zV&=sknmyU>_$L@PpEjKqQ|1FSoB6ILdApL1D3asq(aRI>K2z~|cVQun%^V5I=W;Vo
zk)=r%OglQY;q3d<xwvmbLFDfkkd>`uiHW2t0)Q(h`Jw!v<|CFRrVRHcG;PW;41(Rp
zEix>B%$Ei49cxHQNz*9M-cCIwig`m9?vN2lbbhg`Kv(PbRuT$~TA%tUsi=ofe~*!Y
zc<v7~2$#SS_%aH6%*Qs9oZI&tK2f6J^$a7XPCN2*2N7ybtoEv^K$J^KqzaoJ1iW<^
zPq~**JCdN!ri5V$RYyICR+<{eLCotJ_lok$g??kqJSOb>mi~S_-KyapVim5xu+ZFS
z;K*YMxlXf8mLUWrJpIqVAI40?h#4bSp3}lE2i#)@4UQN+j*F^r7DhAdoZzb~Fx#5&
zC$AoIcJGnP8xy#}3mJY`nCD*<j^}+`tBIscgc>BM)96`sKLIImoU`(-i3sICsp$e5
zB!_uz>HhR^_J%!gu19w;&lfGTDA=Ou*2}yDkfy@W^wHSS#t-}LUPuW@ynA`mN{0dw
zSQ9als|{PASosyk=~=MK8Zf1u>@u#3iQQ`F)0x+QNzm_>s$*wvp%o6^{OjWW-h{Q(
zmM(Z>b{iVt`G})cwC(u*&k^WE5)!}KxZD%v*1tlFxhC0aKU=%s@&jb6VcnxA6eg|?
zF94WAmL1%6^xnm}aWM!kC8&`m77c%aA$WyTuIBF0=3AWWy5sTX_ovq&iD1bcoO5KP
zKUv+Epcz;RYSaqD1ZSn;GN+qG(_1yx_?aU7X%7ss7rwn^jY90}wwN94HEpWjvEOU0
zD__I${wyfm`d1$1MTIgjP2Ou)%SgWQE-_bqX(l0n1Q8VfU;s!4x(bl4>N77^<z2b}
zc(?%iX}M0<j`!v{8vB9MJK-i7w>E}M7<Ioq1y&f25S~&XBrEX#55>AQm#L&B=|s!b
zeNfIzVSWxa;!yKcQov>4p=U(HTp7A=U9SEGMC&a;?I?YaHWq5YzT3bdcj(B&P^8j)
zp})k94r(mQJH#eMLI$q!o+np`d*%~Lfi8By#&<zq1>9taFnF($)sc~+YID|o1RAIv
zAhd?j`3Y$$qH1(vk|kc8nrFS_8GgwZZElW7JXvXGH7$&I1|+A>kdjJ4$ahPqDmd)2
z^cUaq%gCMYf!}p)XWtpwCsgkLV52(B3tNit2f03F1qBrI?pHs&(D(cK7d3rq#3x2{
zL@9(R-sHuMf5W?_57_=yov{SJ;Y@@STWB8i&c2Tv9Om`QqP7>Y4zgKEO)R^y7iw%s
z;acpb^BIK=W==l`lADL%-pCaRTG*H?51ki}zOH&~`=mB0b#@EsVb`{;PG$)+|Ehc|
zh^8y~Rs0%c2n&{h$WftdkHdFQbC6X;A6M(mS0eOqpRQh<t-0nDxbG>GPXi?{laA<4
z5Uq;jZsqc4u&P)W6v3kI)NF=lT+H}h4dw0dQ3AIJI>>1G<m?Wzp_f0A!hhQ)%f;rY
z(ivGTlAx@AG2g`J<{9}(xK!sWD;#9p;D7`s#=C(+AK%<OMg~0;yYUoSqdwGuJDyPB
z1|DT&_RJXK?mRben(;YHtnL8rt?*HQy;wdJA43?lS(!kUp7;dz-oT!9!54F%sNICN
zsxH-%1NI1}SJP`5AoJqq7AI-#OcfDIqfar;7t`S^IxkDVinU~Ax{8epViDd|%itSS
zPVv7Jm@6M#1k-!)MUlXCow?@%O?&Xy<G^E5PxO6o9CE+YrcB9;HP5;iLgOS)1DZSb
zpwEZ%f5yYMQ6MB<Y_N$0^<PeClwXDJaZ>dYdKyL7paA8Om*=|n;5tR)FvN0%_Gj}A
zL65`_RNXA$>*p?^pHI238E@Q4=(9uGd_@K{aRK^(S4v-qWL6VZn<@!Pnbqi%N#x^J
zwu2NH<~k@&HF8|f5FPdj)9YV*&)O@~C-t$hGS{Cz;R_%M{=<Vi{`jgu7|GD?%;%_j
zPSSEq9&kj{<CqDX@o~sOf*+KX@@l+{;pv~{6kDcF<u|VylC$l$stBSYUAMwjR<9*B
zmQPi!-3Wcp3(<;=x~W!l5YT|Apm%YSw=NfxX5UJ6pjorycXNDdPt%*JX87NmTKCh|
zS8?vtsFu@&Mnnu#)G5Prrh8F|M1C)ah<oYr0`V$BI|fWqFze6Qs=CucW|^CKT3N0-
zfqz^c#*ItJKlt7H1e@gUODvY}7<YLjU#0}OlVC4*&yI?J8=T#lHIPL%HcelBFt>}D
z-qugw)<0>!c%SZ_0OLt&&+-apb=pi^aiD}|?G|S0Q9+WqxS1W<1ju4&lW9aw)``<l
z0tSp9`Cl(IT+M{y)R?h}KTPsHeUa&9A4%N<d9cML%*{zp)%Go76C#Iae0ZUlbh{bw
z|CcYl)JUDtgq}gEGQrEkZS%dQ#=Y@ofoxx9hmjC?qv&4_<N?08Wfb4qwCE{FB1NCO
z)G>j~;tNZZa6%=^;f0B^u$SrRd=8m>Ti&|53&%Jm&__&!r+6J4)DMV?B~5AR=>|0d
zJT_RaKD201@SxFC#&_kUekZ4fMn~cdO2^0dJ)fGXglIs^b+47tOBfrGpI*YK1+ax2
z;e}sd&DT1!7}O1DiL-$R>!Bvlv2zu~-V@>mGkd`*y>ReCEaP1%M@cNg<BPb7tbFKO
zXnXq}BHMCk6aL}oRbJOt`g`Prp=R0MAx3E+t?-sFwW^6R9<tSx!hvybK{68QH;9SB
zs0pnIg)Ey!z{b>G!1m9N5e|nQZH5_J6KJDn=s{AG82yl?NX0H(`AD0Dy`l%Y=e2r;
zg!R6!tl)JxQ<Ec?4#1u_#H4$fa`z_IpOOJO*)3^KSOZsRdRCKeFcXz&*5~Cr;bo>X
zrlA|xa*&Bp&iFMVVJkJUCYQ_F_Q-}iT4JZY@gY~V1xPJ-*w)h({OCan1DH#FoOjMI
zs_Pc|M!@DAcqpNj)O1$UB<SC6<DT(yceJdsvdp`8!o9t{4cE*vLO9IghM)Jfo$BNG
zKbt~hU!mSz35Gb;^NuitK8^dyyY)i&?^jTqW(5o+%&E4xwJsSJYZ&d$tXHQQt88&D
zSYFRpIw`)pgO5C@^w+_Xa{3oG9*FOEn#gJv{AdA`4L2T0eX3PyiqrY&e$dH@+t~QH
z+f~SNZoN!V#P1#79Ga4rviGN`F~$cE5K{hpH5gbuo$2javyX|XAW_=mpo%V1kGCpm
zxR;99D;5Xg^U`8<Sq?gM?{pF?8`bVXa`ut|SP0Kg^FucnVb5{Gv#|Q1M&uhL^m}eD
z!Xn)hvoC?Gy;!^IvJaelG?$8N?^jdFkcb4OYG9P>3a(TtiDisnZ2y&Z=hF^VRGuK|
zHCK~tm<b7VBkRL8vi|C{lBgoCp1==LrHsqbw<el~b?z~ZD46FTT+{NimUGs@3&}Pa
zF;GK)4_M>&GcX@Ne*Eub+Wt+A&MQ5=aF8{qm@M$69oI-#_kMCpin<`=n}eI<EsL2U
zG4%>#XbZoeuKTag`OxMFTHHkO7o6_ym%Fvq?4xwDv?>b^8O7+z-=<W~Y^l4s92_rW
z)m2!ki>4}Ps${HRHm8f`9DbKht8mETJ64@<_B8`*W&FnPJ5}(woO7f|c7N0xW1I|^
z=JQPs2nCKDZ8-Jnh;+Z%N`SfVjGzg-L-EK`%zR@c&!KVlTDMumm>^xaUA8kEX8K$}
z6$AK&7MA5!-Xkrbt>+P4cxJU|H&@(I@p&`$b{eGzj6IKxf~00$xib`KXZBqmlY7E7
z3)Kp;4==_`!UhgWTstq%P(MO8&7vP7o!F&wag9`CoJMj(I^IIX#l-;~#vA)59TbMB
z)0@%nKF39di^DJIp3BMMXp|Y?hjsYj-+y8$c6vA{9@&@3ePM6dmxEm3XZy5#+Jg1)
zVcZ^*I&`|D*5JEBCZz=%d+|aag^%wGVHcuhZo?DE5NEW_E^=oN(daplooy4b{mK!r
z>giu(D67%9E2CPwUMIJ+k0H~%Nb!rwK_2JTeu9Yy?Cc0BDKzLfNxWb*#Lo|&D(0<o
z=%@@(luG1fEx1Y2x*63WmPCcKryS4Ehmt4oU(Ut0k|F4aXz<V*kTe8lFD$BHgJO5Q
z4nMsc5-`*>S^Nz0C8HaVjjn1RpY%Lh7}|XkIu9j%{v6WZ-=9*dsj3PGJ(+YxEVg3N
zp+f+?1g$_hO){f2!k^cg!hxs66Y{r^b+3<eyye$9IlRbLGL-Y$*iwa;*fALb?7$z`
zW=^k>WQd#?viFQtxF8JHfJ!ZW=6A_`G$VA!`_MBEE-rlWvmTXlkH5ytYil_w8Dd)B
zY$+k5scI|z_k1~SFf83#WgN^_KMrKmdyd!_Rh5~MvalgLO*eBs=wy@Z+Bt)p=;+<C
z>R0cBb5t=z6)R#D)?I9h@e-E+Nx}Wl&|A!?n`j}iWvndCk$n-39^%yfhUeBuv$C>M
z=e9#76G0t9^URH2RJ6%Pg*h_+lOAjgx1;q}bG5(<UQvGj@0t+!hkZ1}mbXpS1BOQ)
zGluJf{w)o&U@Fn!qW(=40S5DN-L~5&s3BHQqM12bcH8d3S{NF#AbkY%*i8f*T68cv
zJ6O?b_Bz`UjrMB4_Y|_m*&%nS*LpD0H|SH^G-Iyz)hC*DErCqz?D11=PyCikRejj<
z@?2*dE`4;RVeH}Tlr5@{J801I&9}j0WgZ8^H7=e_5u_lgNKr#qJ1_FDEG9~J*@oRv
zkn&H<m4>I1CuS-yFGTXd_8aP+d!s1N@#h(~Dg0M^4LOPlF2X&wFK{a#3fLw&jWIV8
zKKSt47UAZ$oY9vyeN*uK01NSy&`3eSW%|Xr5d}|ln>GGxsL3ERS6X`j*GL)<sndTh
zb9SJx5J(Y6if!Qed~f_EPh*oa8KO*+a_f)N7ZvvCLs(2jIb1e3iVU@&kO9X-(ilNw
z#^a8vB_*gVsoo%Y0d95`{fWs(Mr9O2?_Sr_iF_LA2pfJ&x8X1KIQVWWki#n2MA*n}
zI6*s9*ij5CZ=$Jl@ST<aTWD{%!(YeJsE>oz`l7kjM4J-&)ME@|RP<0WeOP%%>qC6M
zgKv=T4_U><d(e_fnZcs-4Mx>;Jim{Bq?f;x;hQ%{Q!?i<6MSrZ{3%MGx1T-;ftAN<
z!SH?!Bi>hGr{7B^@&B1$3IT$j9rm8iHo&->?<J8&1$SGTLM}qpXh2}K^FSYC5(oH-
zX7n^5(pQ!g<?UH|j|g6}o??2K3ldW%{`#7Fln|GD6wv*pOp>jKO&k-Un!+D68yF&s
ziI~JljYCfrEea>TBSyu_$j6w%MFcg?p=x~0_DwK&@X+YLe4@F3=45iWW%(Xz0e9gu
zfA8r5NszR(44E+IOQ3=9QF9>Q0HN~fg<ObS(Vc(W+Ijb--C(4|l=0heH=($6A|OtS
zY4QGh5sZg75EB8O_3|ml9ghW=eu|9rU001Frxm7px;WU-7Dm3xnnenx9kHsj(2*T%
zHgw3!$o7euMV+1gLX0fv)@@0~h&>z+xwF&joj!B#BN+m>Zm&6_?1{u*1!Xi+Y9Iku
zitTE3=f4pXcldSX^t%yJLDN%l6~4J(0b@{$bn|&;k8Hy2Y?ij<q*sUMXoZLf2#}IV
zr?`eRMi^0dm6Y)AgxJoBtb`KX_Mr`1Mp-cOh20ly>w<c{83W%y%ovRyNT)L;d~sgF
zG@y`fk>%V$S`{NaBZV-&{HCU~UoF`8ppfu3J56_36<k)@eBl^#73LxwkG9w#ymG!#
z49Wa}WKHi91d*IWm<UEbLWVdiBcQ7I95K-|p$U0Y6_!mj20DgZNlD8rIuvsI{CH%<
z$QQc+VY8E=C=AgfsE2Fy9Ye_wj5$$D`p|#Ja1S*Etvf(h7h4mhLS47*19t1F&3xNI
z!$K@V@6p1!>&k}@%_Nw$w!>v_9m8Q!-R#v5!MbK;<S*BXixmf#9GDq(;w?1JW9aC5
z1{Pue+dzPJo;?K<8ckWRhYF&D16>y8V8c-cCxLMwrDcH5;Yor`{8?iEt`^_6etkA)
zi`yp{4;*xxGxQbGIpbEA#$0oHAVG+|jm52x`x=_WC=SUW_|Kh91_MYH=}ro-KQB~C
z9QK-e$s~Sb%rN}tUR)%Y?Zi}SY$QPt-`@Pm4jxjl6(%Vy6CInQ_#WbcNTNN_-C?KO
zU(m%pO(-0siy;ya>mTAY$%M4H`R|WwD;NpSs6}vc(LQ1$yCUhj#=fXUM@RcsR||;z
zTktO|Egf&vmOckl%2*|<Oz;}2szU4AaWk_+U?P;jEo%9S67SzXbKCyy>wR&ORal69
z`;Cc7&YTj{2o@SW@#l{9VU$TEEK=-i`nmjv!AC|)IO3T5Gxg3wj(^avFW1CPx}z8%
zWTN2*N)F9Z>9=pWoSd9o>=>d6z!K@^WK~kN%QA(4fKY4Ggx()-2DY_H7V9^XYnB;2
z2R+YuEa97)nPuhXO7E=_Z}`Kag8L(2<x)6?uxc&N-_737fKnQjoQzxaE3~+n^R>D<
zgQ%$fA@AF_Z!K+X4(ILd>>|{iLyY}N5v0+R6?f{S94{Wc($>Za>lj(w3FB@?62ZyH
z$hv!b+e-Bt%iZ@3;^O18s;lqf<Krg}Ho0u5*3H`8a2YD6NtoUR1dg8Ufx6L*mB<+a
zh8l@=2GT{t4%Y_V>y#xVU~W58fjFeB3x7JoWEB)Z%}~RZ4@r-0$RBcWw9^)-!}<pY
zyH@%V)dwZw%CC>PjW%D?i`_JZ1ZVH<zX4LQeFrNgC1ugA(f(Q0kGB*K=H{$?{QUL}
z1~xW89ixibFVW!e63bXMNmXV`RbJZ>jA1vZxZPbAk<-DX6eP`$gssQea|;SgI>RZ2
zJof1$=)@yH9b5u7mGmFWJ+a4jw9#U>MBly#J&W6i@h~x=sjI8kIj!K{>e-9!K_;iW
zvmR?{?k``z&UHTwK5B(P>s`=q1}WRL+n)gr={rGx_75H+?`o03vW7sC$p6EoC$<uL
zudzo?M7$AZapM-O8`K@l$A`2UJ+i|fj{aabGt`LT`04l+BU3Wp^Lk?9&+2xM%HR0U
zl?3Yof)W!){}oCDOK4*@w5|hmC@pQuhX<Cvv@~n`|Fe%K6OFLH2y7T+X=gWH&vM&a
zbWbs3RUfE7jP7uK=?NhKqZr^~U}R)$s82{BubbV~{UCxyk4zVR4~LX9#JqLy#|oF#
z*HfOIo&7uCDvM4?$ai;E^qm$tsrzXX`QJAMY+rEi^2*BW_#qDjaE;=#qU>r@?C0(&
zC@3sFiR86A{0-hj|NEBq>{am}Ir{(O(IGJ1<lF{$1*2cw)fD~zxAs9dyxKo@(qAav
z-h>kf7$SJZ-fm|`Mm|cwM*i22qv$9y4vmG<#$CU@mA39^rV97HIf9A#@;7Mbr+b8n
zeSxk1SW5t1#XVfdnp%Hy)n>fdx5N0=tllF{Jl&LkVwd|;aR~{G+}woZVHhcb_RSk6
zZo4xfZ`wb$Zn$LI&o^sTnJbM=TQTd;u0C_$#e1Kj%SkTq<Vk0KD~=s78|rSZFQSu^
zZ#OE~WsAQnOa#5DPuFU9HNHJPT?=Ww3v&QzX#kJIq5>$OV`F2PfZ>p`DgXG)Zy_*o
zvz`;V|ASP;XuMeacZ-iW*!V9sG(JvEP2H;%addS}LF?r_0NeIj*W240PdD`+0BZ`(
z&Sosus>oK`$`J7+iDgsiJZ(M|r5194?vQh$wkNA9T(`#AYsZ8d8h+*h)%wfambSL`
zE9<NZul-i6!oornTZWh4+v#tMV2dR2yn%x@ss8fLWXz}QPOd_yYd8`~s9<6y>F3V_
zZ<;5z$UHqgjlq*9Z;4<3TQWXa?)hrQ^djP}is<p{*Z(C<k!BgWUF|cO5`Hnrcr;&$
zrt~n(@KO?wTIglXc98gGR+5mT@m*bWy|l^IU%!6Ak#&F;ic_X876Ylo&<`v+FCs^p
z-NC)$0bA$YK~n!k4kT?P*2T$A`@g?SSAE4A9G#JLk&)upT8F%JK9?2N-q3A}KaS;g
z0GT1ZdM6C;^CO85AH?#N(?Y@Eeq`6@cbwLL_((t#3an3&%l-D>RThzRKjpL%xeYO)
zqwPulKf+!a^V(oU;E_X6`><OEzyGeOdtg9=Yj9v7LTEQ1z+x$E#ZHyj9s&;j{cJVm
zmXqw)wp`(hWf11Pi0l-c_aY5rO;OD~^>lXT2i!JattgyJP>`ZXqofUxx59Br1{fVC
zAfm4D%a`FsE1a&i!#Aydw*?EZcr1r9gSQ-gKCHR8r8xVf-`jpCh{T3uK2Zg}%8@zS
zi=-8$Lc_#E0sLCuM1yy7T?xdqPXhx3**Q6n=IKP=32bg|?t@Yse}GwA6v3q+0+@bb
zNlC}<Y~!(AsMY^$6weUW-`$P;X)dLv7HjRPrbY^cl>l9AZ0u;>f9U7Q9@Osp=Z~@1
z*-GNDB_qSZg$OX2dU|?<YkIw8!tb@7dQym99gY63G`sV)sA#y+eUD&b<@$19z4r-W
z$CalSpBJPkFE0t~);XUW?;F01!61;TZ0H(5Vmns&>gzGgX!_e*;t94Iu)MOq8*mfQ
zi2;|ujOF9eqkm$NgjfXB3m4yG1Bg68{Az{OC@UZqnmeeJt3=m+dbU#^|CToN;!r5>
zRGYm5Ae`IZDHweKwhL1Pt?0uKpwwa*t?0Yp&Q2MI03u*<Wmi^?v|Iy@7BFi^0nBEK
z44><It?wQc4nov__7~gVUE$yq6ir_SQWy~F*4mM|y1E+AH+vhOA8oX)IE8?<vwqCR
zoC;W6h0o20+dmlMa@W0u^x|}n;`sPj5}N_YzUQ8v^*&c+&FAtiTjNS1r!&rffSFFg
zp;1iqBt;2G?2X$-O6?9c4ZYQE=e}#F3OPzri+O2@9QO0KS=WRD<c2M9NnE}28gA`0
z7hpLLsHmteYsbemZiK;B)UK`kSud`FmyeB<#Qr;FQx<ZYLIIpZa^d%QCA|)M*se1^
zQS!_5C-F+vT;K9HfOLBrnw!ha>#%_M3w&IibsZsP9MfK4v0b}XRaJGIw%mBXQd7&3
zDk4oxHD*3ytvw8<<o}VxYtlx`@3Q_fIxdbG7Z>-(=C2}?xn1e;UvIBd<}YPtoCig3
zDFa9vT4B-^3QXDc(SPW<H6^gZx!V6_s6c%P)^Caq2CpOYf4u(@ce$Pax8jb$d>}QX
zvXXE1gO8`@(*#cKkuR<VDj5;;*C(~F?1+ge@ypO9rSpv|w1h9ufOhhCG~@cNB=*tz
zFw>JyxK8^E65;m+3BZKO%E{GloY&OUc&ujyIUFp@0kL<lIx09E3G^<-yo!q98^EBq
zDlCT?sh_#^w{Wts<f*lC=$H?t<2TMms26Ftp7Y+O-ro)=G&Gd`TX=AIfIdpv^x@N|
zPp?y^cRm7n!leL~{}!C~nH%To&y*mHJLJILrvZqu|G>Bc0Dt_`!<Hd!ZT;~4WGCzf
zsE}Xh)pd2l<YHMFSXeN?b?n^SU0^XVe*3v~{D<!5AC|m=f_k53sb0v3tMk?sCx&Ow
z?njEAByFzc<>h&RI=}WlOGMFDKw~C$Z8N++pfEKx1vq?7NrLvYs{?6aR-^fE05Jg9
zX$`<3eQ9720hSho%2P<>v6~UPOF^+zH7F*fu1=PmoD8bJMZUPC2_m3r1G*fq*FT4w
z%0aOUJfH=30d+DM2$8I>UvUXVkD@jmnPkFIb4~Au$H&Rj#M6WEf&du{NdaNX9Tp{z
zwk8M%#cxFP9#QZCBovDQ>f3L^$hq3i4%ZylLAh4cR#{5~;5MAvmFQO&r!O2GdFQ+i
zm0oLVE&*Pj+>+DWO#1{>AJW#oHUsl51JpNOv);Q$8>3hq9UV#HKFynsKp^dVh<x3B
z%a|SUUjjriNL|iP+detk{B_44i|~ZIZ(sluN`2~#iFD$7;p$rBqxeQ%9`{xyfC`I>
zMlWe5O7;CmH(sX|9_+Uh-a3WYf%6Njw7GX%Tt4xy<du~%k>x8uh5Anie(j4dXKS@M
zznbw?pLvNvsCW*|mpVG3XjlY=c5KS2*jsJ!;DLvxrf?&>mJAbsLXezHRjgY}P+woK
zRc%QO=;N?4!g3=_@kkGXOwG;bqFdsF!y^Il*l|DN-~R|0&#e|C33!ouE#TlbV&>~Z
zSr8IPnXd`cJ8t20;<RPo4{!-+gagzHl;3nk&|GIsjE`pneW$y-J9uhdO1iTR?6$iY
zKn&D5EW*=0{@{24mI|J?eY`~X?{ch4+t#tQ7%M+NY5Pa~cF@UH-)%u>@ykU*A%_KM
zb8D-@ZAa&ym)Ko$^7DyFkbusrm_&5k5)vGKYoxH_9vmE$TMW{AG#Mx+@xTC~JN+>3
z4CTBa)GCQ~Z>q8w?9{byT4|XF-&`JM-2A9>T;ef8LB%>XxIoWtNBN?`poucWF0e&-
zf#@&1QIa;LPQ^|RW{=Qobi)U-O{?XDC=h_IqsQPFTl`j+@Bn<xcu1I$4;Prk!GC0(
zocP8|^`{pDhFhr#ungYs)Uelv28RQm!G9G)j3~f>x=n#m0Nxcpf^q+U`MByMFzWu=
TuZ}Af0x!Ae%F?BhMt=VTjfnpi

diff --git a/dev/_images/sphx_glr_plot_autoreject_workflow_008.png b/dev/_images/sphx_glr_plot_autoreject_workflow_008.png
index adbb849ccc3a1c806c1a0c2fe4df16ad83f3f76e..f971f88ff261eefafbdce3ce2ec9cdafda334157 100644
GIT binary patch
delta 49
zcmexxnES(F?g<`pMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>G}%4{~c*eYfWR^n#R=i
F5CHsq6wv?x

delta 49
zcmexxnES(F?g<`phB^uvB_##LR{Hw6i6sR&`6W4-NqYH3>H3$}2-`HKwWcv{O=IeM
F2mtXh6Tkof

diff --git a/dev/_images/sphx_glr_plot_autoreject_workflow_009.png b/dev/_images/sphx_glr_plot_autoreject_workflow_009.png
index 409e748386b52f537c0b9cb6b1b4c94c18d0ad90..2baff24c08f8411f7e3d10fa17f2852589cc4e60 100644
GIT binary patch
delta 43
zcmdlziE;NN#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>G}%4{~g(wcGUv_WhN2I

delta 43
zcmdlziE;NN#t9yBhB^uvB_##LR{Hw6i6sR&`6W4-NqYH3>H3$}2-|E-yXpY|U_lVM

diff --git a/dev/_images/sphx_glr_plot_autoreject_workflow_010.png b/dev/_images/sphx_glr_plot_autoreject_workflow_010.png
index cb2703efb634f5c86b700ca82c1137cce2dccdc2..b6e59c0a16ac5937db151c55ac33f6a1e210d302 100644
GIT binary patch
delta 46
zcmdnr&bq&yb%KYSk&Z$}Nl8JmmA-y%Vo5<xeo0Pdl3spMy1v5ie@7bAwx%&gIs*Wh
C{}L|%

delta 46
zcmdnr&bq&yb%KYSp^idENl8JmmA-y%Vo5<xeo0Pdl3spMy8fj#!ZwX*ThkaLodJ;N
B5gq^l

diff --git a/dev/_images/sphx_glr_plot_channel_thresholds_001.png b/dev/_images/sphx_glr_plot_channel_thresholds_001.png
index 6b8d2413b9f9d6721b5e083dfed68d3282e5c6f0..a33435e406a0bbc0e3ba19534a0b58ca2b54bc88 100644
GIT binary patch
delta 43
zcmZ3ogmK9d#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>G}%4{~g(wwl5F>V?GhG

delta 43
zcmZ3ogmK9d#t9yBhB^uvB_##LR{Hw6i6sR&`6W4-NqYH3>H3$}2-|E-+ZPA`URe;K

diff --git a/dev/_images/sphx_glr_plot_estimate_global_reject_001.png b/dev/_images/sphx_glr_plot_estimate_global_reject_001.png
index b65ac6b4c4b864ea58a03628b261b6bdc1825e75..406efe964ce7e6f5639c34e2278352c6d0248b5e 100644
GIT binary patch
literal 187568
zcmZ^}b97zN7B3t%ww*M#8?&*Krcq<tZfx7O(>P6I+iGmv#(BH<-tQalpEpK!&Kdih
zvzO)%bFLMxq#%g|j}H$928JXpCH4&r48ji#4Ezoj8o2W-CCdVM;c*t%a8|K1b#^mw
zGy#)0aJIL$bGEiHBy}}$bh5CsWoP1MVq+jRcXqaS;$>#G`TxJbWantcO#1rK4?G0U
zUP{vm3=GBK-vwSKRB8bR4hAMICi2}q>ulZa525P&)AeK0x%cCPuA}TvMN%x-ppB#g
zXC;Oua4aPeB{T+DI>TbAc->;kAY!S@k@Lrc2cPCei!Pyn881j!c%knH_x!KjlUeCJ
zX11;m4W;lQ2DoW*REZ<TZ0UlW{jt1||9vl40_qwEn+EOzA08VGB7({P?@Oltx$VuM
z<2XV|=rXTN;=;M1tg4Ddon_xEnH`NH2fWA8w(oi6J&2&M*5B?8CQ%5HD~aV{2jfVW
zBl*L3*^VKCx^dlPyWaY4vB|iO(|HvfIQhO}RpT&-XQuSyN5q2Vz~OD3{r1=DwhP{n
z(9lhlkJi@Kr(F`zu&TO_OZS7@=nxXun*B7-MHk5DU_3o=-IiKND0j;1fITWYx?_sZ
z<R_ON=w)%a)0<CG@Oe)%8!PeHH|9;*tlOCF{j&9<^|Y+ITG0HpNIDVO-FIGD(qY5n
zkSM9Tv-896QC-jbi_lXKN?CdNb^roXUP(!a997@JMCSAJl<%aD+q$@<<dD$BB4hK~
zR~MHrp(H*}BCi`v%nfE!f?Mx4&Fh1dsoK2}SoD96OEQm6Pj^$aYz^j0<g4_$h}+gb
z6mRuk4kIEWxS#hDpO>e62BoR9@087kj9)elfu)#(Ig8=DU;#7Q9gGHXFzS09%j&(9
z9{(FDB+DfCE+Tp61aYGfdN}T)w$p@=fFe^W`_0Ww)TPg38|a&E{c_dz<7>3ZSPEWi
z_2uTryow^8-}RW@$4&0Rc1KxN6-SKF#}mq)HVBT6o<90^N(kgl@_5yULJ&ZTOGHFO
z;#DG7(wyb{@eHm1_B13UsQ+pdD`5IY9V7#^7Y$B$Wod5CO{1fym+SDbY(~(dKV7?e
zKG<k6w{gv5%?X|fL=ODF8T9b*cso|~?X_$oZrnV)y?(#+1?A=(-Y@EzSzAYu$MWA0
z%@xgAu%(Z$UaU4*;lxV?u}|>>q48iRv>k+D-?qNy3wj5&vvdnQuJr|cLa^t}hJpZ3
zVbmI|P_5kH>_Wh1=(cTEQBmp31-%_YJ}An`*+1{6vU|Tcui0|x)}#XcPB~v~CW*V)
zPt}t^g(CL467jh!BvDpV3t6`{8;HPaYz97ksO>{GT4}U6TW$#LLlGh@os+h(pcQ%^
zQA8fq<ILR8u&OqgEs|cc<{TXxd;Z(pDbAVcy?8?((c84BE32bJ<l2_4MAM%@DXY=(
z^B(;8<H7CcPB`_(y%*J7*O+ay({3~uI&!GcNmcu=a+OjxZtg#z`<K%il3F1`<OcU^
zLk4VwDZy6;&xf<^Lm?24zwnmLlo_-ifICr)XbC(50=}&;f`UFut#VXOO09Kutd1>&
zV84F-YW)4%ag?@n%e4*ki@)P~kN`HoUa8??bIs#0`;RsgAu^0giQIPQ>jj@aXcK}U
zw9jF>4mmXNmsWGZ=}X(eHh{SOHK(Zo!#ewQmqmy3rp0f%x|5O2o$kV|4-c*ieCHf7
zyeDPvC^ra9fBe?l+%6U8mX}9%V}&N+sI$7|xz_u+x}N1-FV;qG_Q&vWak-CH08~Q8
z3OwMZ>iO`f>v~Y0{{6Lk)-WYVqr**jkY*HP0HF2l?NF$+t}for_jQ&3^{nA_?x=MV
z073th&jY&x|FxLUeWjiQFtV#iy|(}$C~kEwdmg($-qjrsKahpq?0w!(^=`8-y+R`*
z;D1{$I|}pWPD$F>Fj_5EdoSLm%Ymwa@Jc8sAoF?KCGnlt^w6qjQ2GA75tN*o>el^1
zVAmdhbK`jNXBQcpK|>gTFui(p(eK|6=Za4T>RK59S><+p0q<HLGi@M>d&r&z9|Yio
z)5n6i8%~|W0=9dQX(za)p|co0GcyCJ8&S}1wK2(aNJx$e-*Mh49*K>|wdvJx-H)M&
z+q~|Y$!fF00m<TXo4I+W$j-}a2^*jf@Ki3(*3!Yj!TU2Y0fFbxX>(H(UI7h$Y0l4z
ze2W#4{pZZlQ5i@UUGMva_f-iA3B=3^Q*GB}lh<Yww)DWsxrGH2ARu>JPpenE&WlrZ
z*}#l$_C{bh@;4pF7@_sg)>@oEzxT&d3H+{snDPMqw&t|L#KOYMecPjcv}=34XhTxQ
zj9%3BJoh^VJv4WH0W&&ZX@W^QB+2wMo6LI7$^4^Ut!*Kf!~ZN${3ZPZ>oC{1)8S@>
znjlv2rOcptHF{%1w~s}zoob8Z{YWxoZ2#w?x|`eM$K5}c*mmZP-q|rMY;9fPKCNm%
zUb4dtVfDB%-aXX=wK}X=l;S-<KMz)EHbiZLJ{~XAV4P6HMvPyk*M6S<f<fAgqd3lU
zrq1<Z1ExI{WknD`G?-x>ZnsF2?~HlU+uIxDZ=1D0@gBDa9Y#5WLqnT&(tDu4Y&y;}
z;^WzTsg>2O5kSO(h4zW)>Jpn}IY7IuyWk{JD;@x3Slrc>TjRA)ufc$gDgHTIp=<Y^
z#P`j?S?BPivPJ?E#X9JDh|0u|R;8rY`FQsI^7i)D!rVNsp}`5nnK|(r1o|RRjvfwR
z4!Fx*#)-7mi@?mE2lsAwczJea4A97HbKANt5Dr=Im%r5L0g~e0T0s%GLj~F|sjIv8
zLz|W)bbtb5?zlsb#Af`t`nvV_y4>N(Wn*JAzp&6@lhFkS1!2A3dapB=CPxyaq9~B8
z*<k80@n!L<ROtO!v~3a)%uj$2M7hbUeEU`p0^u-e4`;h=NQ;U>1_lOdd!9Ej=(Hy3
zw7G6yyZd?PZm-(5MawdGB>kJ0XacUAg&H5M%7xKqU`eN+C;o}Nw>bcWtLmPm&7|by
z4y)YuE`crd@P6>sb=$`eL8D5wUpxQW_8d*UCQcP@{_)G}c}(vBLGKA7lgrL@B!Lp_
z?ZT~#JX^sDAmD!&q&+YLN?KZDg+RDePs{_t5>_yrM62>~d{0kDhrEIf3x#}CSaizU
zyyl3|^*mvBbaL`_uJQf#YyPy5z~N@VHfZ&-ysGLf&yNEYw$^AU=KXSYWyRdml9vV+
zlo=l%??#8esN+WTFHG+5@8vQ%qm5#CLY$@qQt{YL36uV^L<Qa$vUzLRwqHxcaPNe@
z=bod8vfxtSB6c3$4H0{ueSmUVji3>5n2PG_6JSWZ;{Mr(?oP9wc8}XXA1|l=-VHcs
zD@~D`9}mrT1YjB7fCZZKZ66$z(BA}$@}(GKlO*<_0Ioex_%eMxr8^&9kJQvu$X95s
zx9F+Ee_WB*)|LsdU~q@$qvPYc8#_0*l#h>~PZvla7qs54V?#@b+pX*Sey{!WxR^of
zca-NvODM1^ISZBQ>@Fws&F7I%x|7ekbH}ZdcgJ&@fV`}BGPUd_xG}8On~WVD9c?|V
z+L-}C_jVoYYdo37^Y4|P#)g|vu&gU_<jz3zw>6$5i8lw(iG7h*1@3LAgUReMK&<~f
zZg_$}0l=R)Z{F+_nh?j)=?C-@x_jMibK>p!Hl4?bDpmLA@dwAEp09vy^Q(@YfPlbd
znq=3eqPO=uIOLy*$Vil*$O-^K5KS5V1p`<U<c@@d1jO+5({8NO?F84ZW6Q_B(-%%o
z$IFgK^k|9eXD<-P`(_6JW_3zsL4l!f^bZPjgWH1%ubaeNuf^Mizkdr(c>x(T_*<oU
z*#!m~0_1pn8}L_3PO22>&(nb=D=R;K+igw)-s+<mzg3@QI2cFw-z7yBufJSx;stu$
zJZ#8)KLbAo3}YIP(*aDfP2zEG>vjl1+7~Nqpnovdpxa!K91sZUa%{dIUjI~1LFnDN
z^ReU7VMZJ$zk<%{Z`C#+Y)JC*^85gcw?7|b4%d$ZqB=CEC^T_BL;~u}^aIt1k%>r3
z!W`y!UVPX@;xLyK7w`Ky1G4;GO|A2sXB=M`SOC54*G-V1k&%(M*YyBRgyZzb<4Tq1
zQGTc)E;Ilgz+3@~C}OdD%?(HfJ7Adr{(97z^4w2WFQ}l~d>Z81__9u0niW73p$(82
z%))fXBHJ6ebOJK(MSdu8K^LHkxu@^EyHV^%mzReqzE6E3ud~M-BgQvGvF}}lJ?pky
ziB$5u<}YdH95R4y<$IvyNEbw$D^)xMWceVq>un!=)%QA5kHzUg4x90Zn4%&Iu+Za~
zT(Ogr3ccGbz+@O)?+h%Ry8?^S*XnYb#$`v`U^-#A-s<vdbr#S=3OxVkVk!fuBj(~}
zjCpf&<!X??&i<slluQ~u_v5bgvGjS6tFs6A=|5Ci*x4NdmSh*ua{;}V+0>2SQKm?F
z|H%KJ72x3FB5CxVDG;BZpFi{6Tv-_f%pYKSdV71{Pw#VF{%Zb1Bnjwg$a<;PU(x$S
z<-59iq8!ySU?6<~PP%gEzvS-TwM${p{7Qql14PD>kOuezl7`3I^$-uRnB`?<`u6s5
zt9D)4IXT1^Ku;i{71r$gkp4Y47y*ZDj4f8^gZm%jg$liWzCE1sT|8CH;0V9;I^=uX
zf)Ua`o-Ov;!N~14ZK!kDm5`B<*?7dn1d<<!e{6)K>;4&Fb;HBS>^0BJ4w$t~l(Ck>
zoUuR@!Qp?j4IqjVn^`xi!~z)U?N%Vl&D-r%ml4S{pf~nQ2BEBO7uvv-W^&r>0C6v9
z&N7X_-0o+9o8@&gLh{o?uEf_Fuxi)ckSJ%qpjlbwI@j}+_sVx*x$HnFDJlv)!9ygz
zSzH_Lfk3DdEiH=g>_jpj01o!K`F3`3aR^{>3qUYOrl!mQ)~?cOzVJ&4f4)7uT{4Pw
z0D|s9FZdX6H$JNtIbcrsxIhH=cs5(;gY5z-$x`ma`YfYf=Ubjr*W1n5phao6DJBjM
z0e0lT)z6MWfHkA6s#^we2?@OvpI=YZyDa50IF9{nfVpG?d?Za_S=n%{21Cf^C6^jt
zEdcdD$lC>yv@U!=Bw6^0WB<7ZQDmNe_p2V5%|(IM_lMQ!<pwhXKzCuGAO-=C84VEQ
z<t9jh-k$;Jhu>?$h;h^yQ`<NV6B8#Pa%df3rgtZ}Hu-7RH%t6I0GJ_j>#3_Riufk}
zvqCDR3Iazf|BQ^Xrlv>tZ*3;CHTT`<!TEBP$5fMxwU$A^&|8TW&Onad#?E!WU4;s9
z0J^CE^zPHQZI2rr9X%N9b4N~|I!0vw0oc+xje6se)%CB5$Dm4J+Sj<x8|M)FSfT)f
zjbG1jnJZ`kq;P}El0+uoRaNnhomW^8`<9xlQUNEl_dfR(2?d1!5)zU`{$Mji9~bmB
zGZ09^-*HaQ&WZqYY?kYtf<>?9HNVW-5tyI<xuUYN1@!ScfiFBK$&@+a2w1VXxw$@|
z@5kro`?0=nyC27imX?;>dvT)3Y5X4>o|pT;YSXq>8#OHdxt-)o=XE)eR1Jbm1OJCM
zjh7vqE-6pXR}tCR^baR(hXJhir=3UuRojJ=5hHg(L;rWiuiX8=ssIVQDVX_xY62s7
zfOrBq%D=*a-2e0Tfeh)T@S+PeG&F!r&@6uH|9$|1L+m3Zjs^Tn0L?|^D?4Pj8w(4I
zu!qO9WH!=&pIL$;W@pE2Vq)Tl2i8d*I|O;wrm0)=NIn_;pC*CaiV8bYSy#7H=r=e!
zn3trl)x-VIj{mQF$6Xsjt`_Vt{{J#+5Q|eCH4w|L|E*|zNbWb%@D14+b2mNw8?5mQ
z%72G)Cq(lrW*Yw)Bhl-SJ$_l{2hm4a12Ddi!2e7d+k31ujexVnW$~o%X9Zc-FP#lX
z5$mzG<|HnEfmVEB*}>jm@j`llyhiJvq=bY{=p6!CoL=ezTO;+ubfSA;&eARilwhbl
zJeYoB046u~OsYG+-=RlHt`lU(omY}3Coq?vdssYSyM6&knK~rLkM_wc^h4?s7AMc|
zZ`rCmyxqIZ>D|5Fy7&CE8@|eI_}4)yfQNh4n5~1WHGeMN+K_ZzG+&iEWnEk?Ere!e
zxEWj7oOyt<MGDU0LE^G-5nQ=)QXBg^qc*&Jd`k)2cYc5cXtSU>(qbI!ipUEWd<(fF
z-0H<gVXR~IxYYtDy$&%!=PQ`=LiaS%LC*BBBGW77SSn$i?{8aRM%`K~8g@gq%-?3e
zpFPLK^74_C_sB6bUT1&jrB*h-pTY1A3h6#XgMt%R#~r^gaeAR-feH{rK{J4GD~kRB
z@;JkKh@(!Lqwj}f@3F`V$2yhNp#UEHnFX@@aXSzhjPKFavEMDW@X%ikv9J4}LD|Qc
zw)hr-rdFyyM8&$jIa*HpGuGrRcS{aX{-B$Dx$`*q=1eswWd3r`^er<(+Eu&^G;5u;
zAW|hRSQV@*b~;q}z+X(cjPHRFduCK`Muj~iWAzl9<f+jA83!VcrMKPuEnPH7g{7X2
zV5bJ{(Tr!3J87n$;JfFfamO8pLQkj;jR8_6Ph!Jx=@vOtHV`{`>EK(hS0bPMLJaIr
z?R@*1nL*eYi+KmL7W294isJbMV4>iugPT?_Pz%DooV^`gK7m}iM+VPmw;o%ar8Eo-
zZ_Q%>?wd20SQW+;H~LSJchfh8r$iZ(Y8b?bq7yAi^0)3hFmqTzg_8%NGBZw9M85t!
zAL8zeK469|u7h)#<qz3#-9fC~R)c|rR9V4_H2TzhODQ^v=YFaB3S#O*Xo&QQ_<|E^
z7D)O^^b9+?+X_rOw|^Xboj?66$Z-SUArTA%V=3s@xLU?)eD}b3HshSNpOD67Lf}-7
z$`FPQr3nC!4uRyM-j4Z>J}r3-NAA~?$^2md&ZXO9f>QVM9)W{{!>cx!BmE<?j5fIm
zrz47eSx(P4rhb=7rQVwEed>-CR3ggyJ$l{jJ;wsY3tZ%7^Gq<GfY&ajCclS0kbkw4
zBsj!i8uNqF<zq@8Z5<K++?p-NAlUx1LXW7^9TK!8r*gUa*0uT!y+k~NYyaL4?QqMA
zQ$<rgD=B>Ch@f<9tl#$dW<LFtUw|P|{BKD1*Eq2U(VM@>obTl<Ck4>JJ$#)mjy<BY
zj?(>Uq>@es_}TABGpcuSTJ7PC-hM5(IkSu;AKH@Phd21Vzr06sXUdUqX>~QDHFL?&
zc@t<{&zs>bPs<LyYticQggWbmq%V$}Y{k|XFkZ#^-kinqwvll6u`Ho`1VU)B?oVdC
zuMW);j941LYlq&pUh@YI5|3&|l)z7~24a(l-pYSwPExF+j?F{Wr&*BKv&886j@~sb
zWiX=M8gem!YnR``5&OvlN6BybM4#=w#=R}=V0Xsg0K~pN{XA~hIZ4o^6MS0f;;xV#
zRWckFLL~C7ZW!9QgS$uuQ-|6{b;OiW$}xuHb9*}CUkzBOY~Gq46}Rl+?NYC7_DSwQ
zphSnI$qBM9iB0Xnc@+tIXxr2u{4%sdcdMdvK+Vz=cfa{Y-!o{L;oA`Uf`BvYyiK&1
z&2j2meQ7OgNUbp9Eqqma%)^^lxwOMbUh(FaU@Z7C>{W2h;M0_wmSix`3Ry{phKHLk
ze@sqq7Vc4aR80|D*5N+bibvv;o^XT3!F4b*JtqU2R)mvpMIRx4ft7u$nZZJ0%#esK
zQ7W{UH^&!Us8tWDRp0--GJaS(0%eM{#rNW731+wAfs@MIhHKG^16nB6$B4Z8L5KDU
z4@M!tFwT)D3<<%tFAsufc^b}wmj7$ew{jw|OnmaVV=*w!bG-fj8i66eA&jecy)2;Q
z_XDh5GOiJFucs5)MKLILiW@5AaSi^OESBPuDkxo{XK;`lnz;H0;W6r40DXy<7|+L+
z@yM(^&hMmgbJwtzj{(?#?ie}x<{^?o5q#>+Zz1&R5Rg6*gvm4sLHHZPe+I-`yZcx_
zM3p(BKimU)+!LHRWu<@e_3XK}it?(t#T1O^C#f<Foxt8iInaL{9X*R-ed}E2rjL<8
z1+fQGiOxwkA)>8Li(8B0SW*O=H<LaS4hzE6PlcZ~kV~Pb=Qyyf?;i1BiJ;ade}W|v
zg51n+0yzm`1G(6kHG~hzM>d%K3r=e7=>ymGW)r$(k6hNb&zv)%3>q|r_?e{2)(+rG
zCgvLcWR&3((^nDXP{o2!;1K1URX-ED1TvU9ECedK6sFhLqx-I}b3S_SuJv)DPdo2;
zv8a=4KN4QKErz(_*B_eYo3A4d!<ve@&mN2{o@WK*Iv$-!L}EY!(9oiYv;DR!7NTNB
zq?w8gf|IoQio4kSh_t&|D{i!hPceD!)=70&6k;PWeQICp`V>Td5?s{(%t5KzH|z|1
zLb-jXpFu{?jx~Iux-~7q_M{3{?#vde&dreeq;fJv$`D&WpdlU_x7WM<$rxI9V9uVn
zzVeB@o!z&T9v`F9js0aw?amq5%m{7c(--$cRRg%zjX54fdFnZV$zk%$aGNtS_xbPe
zQ)#hh?75XCAbC@;C&9N$@VpX>r^vuPY;Ff%8#uK(=w|Hz)w?asHOy}jI&n0O+~8@(
z=28_>KH8G#U)p0nNBpuGmL|xlji52E<z9)uBh20=M3{O<_*Zs11S&J3s?LeWLW5h8
z?@@MmCYO-RZ0C`oN-i@6ZgQ3V4g7+aoC;PS_@2IZ>H(4p18!0id?g@7465<mmTY*s
z^l?nfa`O1dI`UTk8zq6MFh$1zN8Zhg)@+PBa{J&fj%vZ}Ur9KnO<3wbc~VK28KSL<
zYCT~dqEf*6r9{Uax#Nl?IV^fX%$$fXxa8Pa45i2HGWtXli<1e_HWY2&Rvp4g1aa^8
zVw##-hBd7P`wlJ&&1Tfg>7{LZE~2frr*6fo&~SSbr*wNFJZ(f*o6A+LObm-=)&^-O
zdD-$*hZLZY4gokqZa~=zwcg!={<xZ7r;soTQ<0H!{V@U?7Z*Cr9AEp#WIia_eH@%K
zy#0+3PKT<CIya38JkG)6+9M$e(E``6NPY_s2d$P(-m%`iM;oZBpaC03-VDxb>meO9
z!9%o49^3h^%|p#GJ5{&jEsU?tn*5yBA~1b5k18)M`_9_e!@jCuPaKN&ytxHI-@wR5
zp;pOHX;Tj7*0b|jJQ2I5I(lSW1SzqJ%Ds?G2EPWmqqv%d@tEWayFERvETQBt_Gqie
zT+f63&c~r0KBv@n=I_yGG~vEFm<?N|7@AkyNk8C>>Jc@kS?yDj*k8`~<ZgXZd0Y6C
z+|)kq{3=(~`Lmv!pcaP-inLT*=^j%-b|lnC554X6_<g`qEHt^G0sGtaFQW}k)GvsT
zU*bjO>0e*KO;yna9Cm)8eG{dvB8E}RB^se3*ANqnl(LtAb&C#d-!+SKdqbQhBEMT}
zgqNKbAJ`vC`w~zBvH;=~{COmV<hEm|hRiJ&vI@e`gb00K->(`s>Ji!g<Sy8HH4{Y`
zH*OX=1&1%}7$O82HckQhiuVRB2#p1CO@=QIlGFrRbNh1FY|3`~H~r*(B-h$|eDb34
zOKr3ro~WZ0VvVigF^R$|s95OZPPf1gxsVc*aDf<JP&Ks4UN8FR{qdZ|%Q-Z1*CU1o
zJU@l&!*<R`u8?DAqU+fbi1=-v%Du&xfC4`Lp6d!$v;KrelAf);m;@Zj&XlR5&HuYd
zn64^0vFb6=x@?^z!{>l@?l;(6T-n_jD>Ne6Yv+&=jxGg;zY<J*5u{Q}5tiIPkB|8`
zEv6S$M#iN@cz@~|MLT@~MxT#Ab)9hqFFTfkzVUzo&0u4UJ4E*~a?C2DLw~(2m~~u!
zmnCz_$Q*Z!UwjZ+T43x_aBhV7W=k~lz?$Ga;|;fI*+1*ZYxz}N-rO9INCdt1#d_&B
zTZ13lafYMC9A9UlhlRzt_Gh~Wp^w-7=Llr_lC9~l__hL}!z-K_Or41Vij&2FKZ8A}
z07zHF6yu7|y-U9PLQg|#Gr!;x%9`x2URF3o(&r<x0MmgCCWAUR);b5FGIV6k0*yyy
z!zQINJPj;7O(mK}Ii<64L$1~<_9*hj*olQmhG;`+>z#-$<l6@IUa-cl7t$tKMUcH+
z(8wK{=HvcixGRUUHU;}`3<7vqHG$zyx@|>g7nlg9)ES}Kp1&)UX5Q7Di-t@#Kj$M?
z*31nOo4~H~<`n}{7tbL%(@5LgOiQ$$L(VmxgbF-S;Vxo~tMWK%ggDuWTLQdQScd;u
z^G=;YVY=;XQLV;zV_9TPwOS2KDAq}y_t1Eo4gZ+l-A>#o<4`y$vQp!3<5IF>R1;J+
zuB<Ipnc*%|tS(+CKPC*?x5q`lztW7Ik`~DMshg=&4J8`ke;(<3geb<O!+uMg6i0>P
zAeWSVa{KPC&}&ovCVVOFrNw-{C<y0bA_kp!#Dk>XLZYWbywS?<m3UM8q8(*}Yw&dc
z89keokdg^L6%#EZF|@G%SuwNHMZD0?g+3d_R#LXyoi0*|jIDnC>-!<quGJl@`{55V
z<}WJG=SB`w3?Sh#bGCPoF(<fhn6oqDr&?I0ZKy9%sK12emafAP(4go=9r%z%zJ4u|
z8I%0lT>`HG1r`X;7^SlyRVsE9#evQip&Y~VnOrLo_bXPi|L})Z3CyZs!EA;cNwvFK
z)VLTFYmV_OV=gr5GNvi85SDh_m?CSB`xiOHy#fMaznOcwb2F~SC;LuZSUO$8rq9Tr
zG%40u0}3C6+&mf%otW!OhlU0Und`pA(U|%rfz@z3)0yz~poN$Dvgekyhe2rFYe~NE
zerJImNs?)A$=0^xJO9b2H9$8QM>FE_Ts|G{ZB9>M&F&#gCxIswkK8p`TNtQE{47sw
zl|EWWRH<3Dd{n!bP|q|(WxeZJr%*Ed>5Za3g*7vl<lE?ei-PvCLDeJ~MUPAei0nsi
zSLvYJ-w(>852EyV?$yo*RPr_n2SvtwM_WpjSd0FXhQdnT?eks4E>5w<_0@Pn^yg4a
zw&S;-YYRDUh)<51$<-+a5YM&&&$h-MdTs<WWXcX}#&j{6az8ml4k1^M?d&M+TtDfc
zG$!JWC_OGqoG7HrPbubzzwTOn*Zz$zsk+gnqX4L<zb51p@`fGK)<TVMD2cAKz#wXv
zIB^v<gLwVqAQ|R1Iu&`5%S{m3S~ZwLj|9<cM!*=<RXMNWXr4CWuB&lfx%BA3dRT$K
z>iN(w4g)X<Xt&?id$)>q(E4K)FzMb&nvmu%n+?yS_lUn%WmKcH%Y9q@&V&;#NNfrY
zhC%}vW*nwa2PC1c6dW&v29;b^Iv?;yAmZI0amQ?hl8whuA${GGTXVCo(NYfd;l7Mv
z^sPRhE;0RN=fP%A6kU!qTv(>Tnu(98lVj>m7`s;gBEz^pFa6n)fw;Xj+4+a0@9Bt*
zdcmH!8)|X_2VXBDRtvZHtfNfUr@P-BVJmHkrKSp0HZ(=|gv&|(XmvZMjHc~*=~joi
zgCRYb{{BSskJV=VWhJHk@`XzgOC1sMBlIkd9rF)j%hOlVMb}746Rk-WIo|Ie#~(?5
zhjYtr^}^)g-^Lz`UPpASJMSDUr_x6D>_~za%p~Q@5vxv2^j(B3Whhz5rMBx01K35w
zZuq#yEHfrwaJ1ZCa_*g*?+OVt5v9L=5reAyG(%_9G~#vBF3NL!_vtlIvXAA+%bt(u
z(az*$5!uLEC&^qkXyx|gIwj(61CX&{`RB#h-i*uV)G<o{ho&)rQQfcuGslHiO{~O?
z6_diJi*bsPXq4+Q+}lo1i;829bD{T;!Q<=^ncgjEoL1~4Q<^XJ2UjDPWP}_JiJ`H?
z#BxcbZVwTUCWYlqU>hZ8obWmcUI%Nx>P4v1sN3o5!~$wS>gn+uHM&n6Y9?tOUEH5M
zEr_!>H6<4oZfD|_uL~7qzIsY?#*(j41T?fuA;VFiO{hxIk=1^rGTZ;0;{sc9>d7tZ
z+OGnoA-{(hTs`YN8YZvH^%KgG_Y+!hMJR5Gr}|;hFNhMa%qb_#fEDjy)R~2c;Snmt
zHyZTpLd+Z)m`>5S@C3`1<>pibyL&e^?uFofE93}bC!Ap&KG4i1EnN*ebS{X9c=$^$
zR7gkT$xahPQMW=oIH)5x`twP9DiX85ZQ90mL;G6#$Jai&iDe~fULM0+;-mtJ3+F=v
z1o^{+(S5L@1vK8mM<tRcLhS4JU*uVlrc3S%>=ez;tcMwea715%x10Lz1Upl;Ib=sh
z9c5x^hfW$g&pYJgi^7n_%=I=$La3V?+&qPT(1nJ9qyO=CeFI0aR1h7hpved+IHd{b
zi4&(bY;c@yxqVtojp;L7UZhDOmajeLo7!QxXMIM9Joc%LoVh1Y%Ka{#r=17lV&2Ko
zm6`E~ti^i%nD9j_L5VQHMa0#iDY}9M*M7pK?v?FDh+-e4&61#01&$I4p#u^cYJQ)S
zdIX2kT?X%$f-iCP*T@(vC<`1K)093w%DWJox>x#5H@sqelO$zekb71OQqWn4f|X)h
zmDKDBZ68r^h}75OToMein@k$i6=}ideYA36PDOxMQnV4?@H;Gqek1SflwCUdlmqlT
z@?=NtY(WH`IZf19J*y)&I<9M4w8x7pUZ{#JlS$+^Pudczn7strr_u?dy>0m<FVka5
z9S$&JT#c!i16NZS1qCLWd}Uq9rQvUxcMei(z4}zb8oBbEiCYtIi+J&^JPq!|!GGB<
zh}ZfYf|=CLU+8f{E78^+bm^)J*XwcJzV_FI;mUkj2!{=I>+FA7E>$r_P_k}LG;2U>
z{1LxVaSl(9cX4xJY}Fw3{2(fg{m91H4EK3XfuAM3s5s$eLRpv5t-hz+!BISJD3xe*
zl<}9Bk3NjLoa>wlOE$bDYN)nw@gYYBA4qDL6Qz`$B$GU7;zH6ZRk{d9*VgQCN-saJ
zd$g#A(V$92f9eynN^MzKdFn*B<_Q@qy4mHR0$GOvnKv5n_ia}isM%%@qehm5QO?oS
z_nRwx7SPl``HYm+c%xL3gk2!{?dX~V7rM1NG5k<UVoppFz5S-2=_jAWvg@lvOoz9C
zQ*8Opja{yUkB?t*mr(YGS*FMN4ouqfufFmwcb*Q#3zMN=o^TU-euWZwuP>#_gXr!!
z-!b@q(oGKTptw{J3KS+-MkZJyCtAW64m!e6zl72e&Crs2R!Qk1#QY$+z{`J!EcsXk
zO0Y&Nw~ct&#>0k`;i6HWkFhbWIi!m3X2TJKqP!ruH7VB=iEcHS2t{OF<Mb4(3{pA*
zZr>v7;7PjdhpWK7U@n`X?MIL#8y<oexA!s4_4!QMIQ0bUP1tO&F~xN9+zVhuC-jHH
zDKyiv?Wl#w^C{1sY+UKsJEYPX3ZRfvg|pu<>*G95;h{OLNDy*-!Y18QMB&%km*&Hd
zKvyq?Wg#*N9JX0f0eIFKf?hIT4Hm9Zwh&6vpF5JpHlwz4h{=*0*lSG#GFo+^bSSTu
z3m-@dE1?BqW7*m{d*_)CFrH_;8&RO*DzX{g-)WB`1}_?Xry5~8ui__-aHPfm7~aQv
z_{>ET>fur_4WHp18))uAbT;jLo8`f2TfuB>guGE#);}X9{X_GhXr^A3>Ta3FFHMHw
zs$7Ms%-uk!zOM{h5LJC3W!Db5q9^u{N?!D7Z?{^^83tukQe)&QGv^ngNuu#RuF<m3
zK?SkGa$S4}cwnj}vvAK=QV-I65q0egPW=%6fkCE%^aM*X6IUeX?}TPI6rnUHVximz
zS`J1@yP;btTLKFQKYk1F^gHerIVc@<xV<mv!<p?uD6J(8#}#I*&VdDNd_VYyghLbS
zcj;l7;AZZBQtQ;XvDCQ{s&|IgFPl8k2Rx0vFTErG6>QFqo;uH~s0+%tAw^m13RdFm
zrMC1+!agJqg9sS&$F%?atP`dS0}BD$+v)Q66F4HI3xh(HOPZNl)9eC<q|+#3i*bxV
zWxS%^wFO0Gur^2E@6*LNVtJO+3M_XkQN%7@sYCDcyg=U!l2Z1-zw3&vHn>`vU}oNE
zldTYhF2PGO@1PqRL(zqBJ7UT=N1>K{%mVpd&BHz(9=`@wKT7wjqNCT?FNk+Z5!mWV
z<eJ~kmC;v+lqBYc1qm+jKDS3k)M9~NooGMU@dP4i!ZbdO2`Ro2|C-S)-Ne<eI4aGh
z8ZDz{resN2m#g6(G>r`%E3!jHeQ=Q-#=~1#?&tMJA|T&Vt9(}2u&|cC+>c+PVuEKd
zsV;n3XMWKe|5pqGH1^L?NOINbQdqu~y)V3#F7c%1eON%0p3tWuF|f9a&qX1%`uR%s
zJ7^4H&`Fha9tASf6`u(-16Ekbc(FfAbT{B+s)#4BIS)LtfPxQO9&7O@Gju<3380Y7
zwsr%m$bRn@CRH?&*QLr1r}R0=-rxE`;7!p8chL7eK~28-yx@K^wamu;oA*97u176W
zaTO+IwX!Z>!0fE#)@&lIn=zb1J&DqWm}1CpKIk+LO;&m8wZR;p?71Jzka>sHQ`>qQ
zS24E`_#yr`JGW)4T;$LJVIN=tLSb7dWZ0>s*zdQ`7lZ7pxUw}vCgt5W<v>R96`Sbn
zWU~)A&=pT4`YTIUcj)aVogasz7UeQ;_)9oZhd_I)6UMV6c_cncsk<&~g}K?Oxe$)K
zpa?HkJ{{@x_XCS|Pp5ee_$4*f0MZEUZ>*W^*T_+ezWyxx#!)XuN;%JP*rj0G$U&px
zEceDxZr~BsP9S{@X8Ajo_4DlsDR!J>qS2WOiQ5J}O0G-UGh)Fcq<kEUE26KG9AoiD
ztLdzD+5Pk6xFnYn(JRYwxkf8zbO)VpsH;W>5Vu`YJxYAwl4xqGW*jX3O~$+)lb`I?
zwX!D<B+D!K(4>DG;6f90zH{VjQo5f*2gaU}(Iv%$M#whWJsDkN#Y8$_?BbCaaj5?a
z1!YVaAneaIdIrRQa73QSrZW+=bH^P#$H19RI$Wn$PLgq#-wF6a-(`j9qdk_YJHp56
z-cn><YAen&sbrhkuLQu~q{{Wx<;669u6qwjt%W8WfBU=5eY0+k7kyO?H^>#uR_9H~
zSgh~lUsghz9i%}hkp2}@#CfGQ1*$G3xHdVoHYFI<1{-m`d-|^V!z!<s!*EqH+?IeE
zXOisCuP|bSg5CAp`v6jXB#pZLWrySz2h~3g$!+#2e^41=pz~z7WgUmOjTBwBv-O05
zt<DFOs+YW@kjapFTjJQx-dZ+)y@#vFSvxP%!;8hxKca1s774)?3<KE;>^aLp6Fkv}
zcT5KZrYt2*vledl5&P!fMTHZ@zFQ?|QK_-7pHrN!g~d53RZLP+B;9(|!wpQg40k2{
z&|<v-X%vS7JCG=LZVhb5gcGYUQl*YdXKb8ppE7j@Et_jCtOd+Ij`_c<4%GLA)SDqr
zq21c!C)!h&Y^9bM%-KLSdUr`!ej+I#MV;sPnjz7t+7lC^hu6(SyA<r8?cCXfnB_nA
zJG7>;dUwG->$f8Fp!b5jl91=7ZeN}xUcu~35931P56|dYz}P$o1wO173(6HLjeWIv
zfN>R=>j5M=k+|<-*mIG&Df`&fmc%#VuQtk~>IZ7>-N%c5N1{Nu2r>TJ_;x;Y%BRy0
zi<heE=}N?zY=QzVF1c8?{=xk9@!I+8!t&I&xm_3W!y4I(qB4bo4}?fu4}H{*I&|4?
z2?z1C{u7(9T*2_@E`ouB<Y7vV6t7Asx9!c>kn=wd%&NHze&$K4)SF{jBnsq?Yd-?E
zmyLar^R5?R6!UVd>`GosDm}zW3_PU_dy@KinoQw-8{-SG`TuQ1s4IY9<;fL^L;gVj
zixk{ZCy5FbZn!wJ*J!ZQ!ZbK5|F)fsv$Vn2TX#>-v+_ythgrS6SMv5>RWF|x%0E@&
zh<8%M*U#2+O*cOlnWu?dAwH>C3|ID9U9-m#n^9EXxP0!<+uM^j3*hvor+nZzjQ*`c
z_oI&Km3O}r{%dB=Ae#x^x8o#lA&Iul{-s+eqieLBX7?pD1~Uew?$H1X!c?wLmw#Vb
zB(%a9LC}Z4KY~0<bf!*R4F0ZeY_-#lwUm0N6&CW*O1s6Qsv@$=`+OIc!CPWf<KMm)
z)7~!{HAAJ#@#m|7x4Bf?39Q+*=7)YQB1ff2*Dz)tc>){Qk6e0=R2N32$<9$6TbL>&
z;mxe}SKEPX6DFbht`bsH1*@mY+6f$D%NTFy@<1!D$))27Jev<kpqsEEr}%}f=5xS}
zo!gqwYjH1S_fE=*7`Ucysi$Hg8#KOw8}fjn=K>8|AC~{|9{NiktuE-S{}<ik$A!gR
zl|rPR{(ilepr&rj27Aa+W4!aLg%+RicD?lXTviN46MbK#TmxL=p@uTJPn7w2{aEus
z0U6(wjPM*q4U+uf=C@f+q@YAq9~WeP{KD0kab%Oi)=nl~n+sfu%pO+2o1x1KQK9K$
zo%L4!renZHj@LM@g)!WzN+Zf8%!Nt`X|0A>iKJ6c#!UpPOL9T`{6qlxg#YGF<$=aX
zRv7Dw?r9WvGiGK)|NLkL>FLzBMxs0LAV+|ZrNT4NoCR-%wutzVljuE`wrlM*b;wpP
zJs%TI!)P_#z}i@ENK>(Gv1<C&7H6(VG@OQS#EF4amM9j<`g2+(nayxf5{)LgtU?kE
z=DXMeMTO;7JrC{ev(yim7A_|)m33r_s=ec;s4@#zdV>InHJxi4v29<o56OSqiNN{O
z=N?Dm7Pl`%o)X9Bgrc$~@e72OoS`Kr<`p3&c)-5`5o<@3ny5EC@iFr27u@<jS%(Rp
z;cuv297t_+JE~`436V0iepvBd^5l7^P)#(BRVav%nnA7le8{wQLSWiBR{K>4)GfvN
z0SIRDeNLb`FtJ8%b(D{s7;9#(R2_-z^Ud5!%Wm9*#}jWa#Si>h&@)(3G!(f6N|y>~
z)Qv%Jkdk}EoX0R+_l7_Da%FSqZey>Wwb#f~s{aL*lD<=zvFEKErf3E!I~7Cg5Az!#
zawJxzqKQU&9*yScl*|UG##%@Hc=eS`lTuufN!pV$V(i2;qb5RYNbBihPf_U@wqy4?
zBi}(}%0;eDUB!U5p!dh{Mm#vNt&cy^va654<0_$E-JZ_vw5vLXr_Vb?(>>=`NhV4x
zPALK=Dk2k>k0Bh3DLx4KL=AiC&lg|mx2qAYe0hc6ufb1ZZpmRG%JUf}njcsXVVbIR
z9fd6GgGGH?(7ih&e@_WW&7d48tN9=%m{aozj!)+LWXdTL3^Y+j!NWmULEJWQX3QBB
zEJTlMI8&%)N{C2eTbxr7>b+wdj%-q=C{*?}N?w|bE04;4Be9(b;3Ll$S6Tb$C*KP`
zc~+Lj>-$FgXn~%7q*t!yq|JNC20e>aW$S9Vcuo=F>7l<z9D<IAdqRnIUg$oXAGSxM
zUgGe(){m)DDl?@|Ne6S!kuZL_n@W-Bl%LLI&{VJz`PwYBmsgsy(8|~aX#q@(Ua&Io
z_S{FX+$xEBsFv>*H3_q~2#dvglVY_-&ibHk8|PVkcb~t_!;fo+@9C!CxqT^@lxJSC
z4pXEN1r?_d7Tlb~-qCO{&+xGiQ62=1$0*5}Zv0gZHnneDgFTqs=d5_nL5?Tk;sR&b
zhK97&Dqtj6XLvBtN7lC^Hb14wJ<<f*_g=ds%b8+F%RAF4o$yi5m6@of+3~N1Q#r2_
z+TT{g6;~9;<pDRA_u;QhZAa!WT<1lv#S@4&782nmb<(y#Rc)i*kRPe|Os?EoW-qS&
z!dt%U3}Jq!oI~X#;(717A?=%9Q2d<oAp0J40>ujX8mR3McY|Gc+>%lQf9nWK#Ue{J
zJPx)H2@%)@h^^~EJT8jRZ`fkGMo;?@X6N`hVbTB0h4eLBiisd$J)m$J37@8q)=`w!
zk=!D|v)32~eHa{1D;;aZCU4*ysb9VbQ%PcEg)!B4^gf8?s88}(@#nl3aUo-shI^Pw
z-<2>C#e0U!_GVvWaG;3hy)7E$utimR=*XYi&9SLNn1}bq4tJRv=WZKpo>H+B-7F`%
z))MmY@ekd6bH@-S4N?j}{BENvm6=Yv()sABeHL#CG9otGFn$@4|6~&Ri{JCj7gyRB
zsW-(eoPrOptQKung<C~)@QvMK&Wt6$WabNs3o?$2APIPEYW$kzk6;I4`9tnr&di24
zgrlf_cc-$@oN=guNp#*|@b*7wHstd>@D}#puWpz6_GCG28J@?xoJl?~{+%m9jT}hR
z^r6#hzhXyhL}8uhlaa%gl7$FiNNA8TN4LAD2mf3=ZO|2*6$d3EO!AAYt^-4F1mdg7
z(C)||dqpu+Fp)-dSjPMn<sco_G9}fUUU}Ho2(YDlhqbS1{ECF7vihVr`xu@V2K8D8
z;hHW|J*YXM>UB&liF(n3!_Dwhg~G`8``y3Z%6Hm8YQ6#sN-YX4!OU8dLzN;w2nLz<
z{f~@cm>YDKNBcyxho#Cwg8Q6Q<rFn>lT|HUNDxjZ`wyNLO9P(%uptH>iP3LgV^fUC
zklMl9+VSX5FW+z{Hw}?#JwzLx4?j3eOkb8eU>CaY$i-Xni1TJ}Xii?VMdSuEnUypk
z_e~##3k5IohWmN1d{`k-4Qb3Z`#a&stookk#F({k2`VI}?A{d|6JnQroyX#!lm~5@
zek7!CjcVrh&=T>ZV{Bc7o7KXy<-%7%ZH-i`|7pJ0y!he3$UM|+zbwn;uvt&S%3kwf
z6RU_s;c=1HR;EjsXY2vFy_nFS9W2+eB)OT4GN<fL;lxDSXMlz0@kPQ^qh}``cG7L8
zLqPlw-&lfO@(%3q*^394$<RJ)XJxYdrdP~<Y3i1M2l#R0<Wr6fjalrp$D*m_;%|%!
z8q&*Y@;|ez-8;ua4pQ6BlUm+bdN*=pT}|2ARv046gFK#eKFuhv71#{yR`I3kthlpF
z7)PZe=tbJ}L)D@RGWAVP%x*#*8B>#j@rq#vgm?rsM{s1<*!UgdPgxB|`1i`y)V1s~
z1bx=cN8jhCcF)qy95grWG?!c$n7erVr!Wk2*ySQCgD15~bTd<zt7S^=W2duxAs7QK
zM&~%E*ZYxhLcjyeNo9EJ5s@qX<T>KbXq^wC@H}uSi6mu;rh}p8QWf`yN1PsgKl?U3
z<79nv=Z=JIaR22Im)f?<V`m|N-M-dgg@Ppmtu@`_YVidtq`MH0S#Qp>eD#g4ndn`b
z3AWnUt39#T2S&y^Eq@0*W1d^`OkRIZG4DJ+o6zHslArV4(lyp5&sqd&=<SF;X(IdM
zaVns?VZWK#9#o^|v^O)yeFI}g>OqK`(WBB_vpcz}yOo8-o|dX7;>r?E3cp0R#(ny}
zbn109Nf@Z(&41l(<$Q6bFOi<Or@<WG!#W#INJGZvdiL;@t<!PP8*9&+vt)vP?@n>5
zxI(ZN<YWD#BT};ZCn8VvoD~*LnS;Z}sEIok{ir>@K&gL;q476ks)8a3a^oFZXZb#*
zFNpGe(?}c>q^Wa{j6cX=UrX{GR_fffHP#i3OCcls{Pn#nwM03ibEM*ADU^2LoGC*;
z`&%BB1;AqC_1KEk4#O7soz-twTy2*l?vx{=TaSyfK#~1|qx!KU#+Pukjq6GoqoXKH
z5t1U8C~rI*?pl-~Q}VWl%ceywWld0g@`@1mp_u5zA74;u<~NxG{?O=FXM1WoNVZGJ
z>&A=YbHh>cckyQW3Bh`Gb(E_#OSb#@v09}D+1h{~!(g1Ca2kD&Vza*47uk}oWuf_V
z3THx7h_VwouvL@Cvnrl*WF|#Og|#|daBk69fM<<XqLkqi&dMs4YlP3EtgkdzTd+HW
zM97P~Cl$uaDoskhRJ+P1bpz&<?P1KWK*q!6Kps41NJ&o}PQY6pmHSyhI(~I@fD(bG
zarL9ixkmcL!bi}NS?e34w)&fgDL0k3{vjuD1n@I<q=Ve<zWclGO%`&53$?;}z#bCW
zFxxk#z_R@~Mu-H49Y*_`iR;LjB`$c4$)tEIr#M_&N~P8$2?M+Wa97IUA}dS<y4@jP
z-rSfkjIbfe7bKk_DUqb4O6C(=NgPn5hOsxrJ(9x1b*8#RpVSain7sqFQgH$9@6>We
zV{*{bze>HjExKpG308o}n=*%nk}30?QeA$mh*hS-WY<ENA@Ie|wSgB{G2K}q<%Ph&
z3pRYkOlS@9<nZ5_FjAgL|071yMffKY55vL~n~^$AXy1F?PJW6M7JUb1N&2Zvntw&!
zxIH-`!bGb6+|RqbA9a_UkG5u+>uS5+KXb-g+H~cFN0k>k_v-O^n0QifEEhU=d*p`T
zIBZ>hnln(!6~$*26F%$p@9g`UtPsU7lQcZbt()aTw&`2C%HF=Ws^Y{x_*2{|3T0;`
zunCqw#w(xQ=Y9df$K!nv99AGVJG_Ja=pvk}WaQNWI$TqB_>w^C;JbRuKlje-%ln4U
zkPro&K3{b}@@|7^ISo54yCYmu6;XG|;d!&Y!3naze<X*&4?p@`;@cciJ+%>YHG**+
z#NVI6?oPD~C;vtNJ@W`JTTYDZ3l;j@TI2nTrlUA*Cq8qV?MaX4@efxf1(w6MNPEun
zUhi>hUf<4)fQX5rJ{zbhKFCW0y`5DppD7AGyu-z6{k&II$AEFSAL`d8Zg8@pkG1ln
zM)vExH>!{ZlN^?k*8LJch8Y~t!ivK%Q>WDgGC%Gph;?2mL@_$v>?a8ijKywlsGREl
zjx<cT-L}lqFA4lmMD>TyOqP!+4cFp(9=VH5ujE~BpdW0I7vFO(o0Ltgd$`g#<va+A
zF)`iXI1BltDo+-5me-dmvG|f+V&*Y`zwfe6N=;338&k*N3wQspKYb~AI+0iE!d4JO
zL+~dV7u<yq#-Scv1M`!}Vh`hP4YC1qy}i*1xUI%dEVa;V8v%0uwua2nWjH#1a95O3
z4M`&@Y=lhs<_0Z1QgqkrNdG3e`XnXCwHmm?!6oALZm&l}iOd{P;-&^hwutLY1ygOU
z?l~Mg{W3ddv-OsMQ4`5snh(#3t0RQfmfMQZTFe)oOX@@6ny+4Su*cgJC}-vdEWAC-
zX5(gq1}e4t;TmK7u)n(=KgpLkuHA1zb6TGtoM9ZIFMm;Zt#FVjg5Y;0AZ|tymq&|1
z#)xr=$2%qcvVt5EH70~mV@J#xNm40KRx>Z3w-Nlk;`&N2r?(Oz=(WJPRn=0ld}~y8
zYH(N3UhG%(Q4zGGSY{&dNAa@(mh8{y`O+<;Mmt-9xMbwe@Le?eC350fWIVn?0ur_I
zHy*?VVH|PbFibTYN#_gdWCU0>8S^AMNemf^Q6co|qQtS4q5;|&ZaQKA4(v5<zmZhD
zGQ&^gw#DGC`mnbZvNI8qR;q+ad<w~eei*~ydSQ`2aICCiYz2n2cgjB7==DVKUxYNm
zNF)0(XqiAgHOk+Ev(OA!Rzk+e9d>RC)0MdryZGNRncF+VHNJ~G&@u=(GadU4R#iZE
zIxdyES3Iizy|c@kM(ek7nM>ImI#1s0V<LXaf*k(UfkK|9NY{W>sE;hKM$|kY*<O?Q
zdmNTiD@kG`JdT!fzB6W810%4<5HmGetQOp^uO-P$6{=78uGQV$5NRMC(f^EFvrpz5
z)-(rN<`GqRkYN#Sg4oI#S>RXtrcq4m3Y197AqqF*Hm7%uAi6aP;%8Tap=9ixIxp^D
z+BKBFZ&vFhTPQ9$N_Z@vO+m~&3%<BRKXJTC54rwJq}RnKr!>E8yJ;9Csu?J(u%xYc
z#Ng(uM5q$UD~+X#*<h7}1>e<v6sx16u{zUFhGX?ZYe~g4#vi7Qa=hmMiSll8auv<f
zwJ)HD_7N%2cv%fK*vu`QP1#Adrso>aE6OVfI{a`aFqwfX!20Ax5Bj3;ShMB6=`U{y
z9E^6jjD1qr4o1}CEQlMRb;sjaxmFgIx24+9#dC&qdoP0YnJEiVsGRA!U7^n^R50V{
zNayU6(N-jd=Y+tFn{zHmhcgvpdxA)oqEvC0`h(T16rzLZ7~sI>7F$)on_&FAIAM0Q
zFK#1$@Q9@RXU4&mjZ^@Zv^{F$6sdk@3`OTHY%_=wIAFYR!;O^~Bc8I^IqvPL*H2O<
z>3Zn&b!zcRXCQe#0*1NE1Q!}7)+ce!89@btdfE!FXugaZV>KcqI2%Ll!cMEN*h%q#
zS>A4EVGF<;VVeOXGtnbuMF$M$t?Bn*ML{<lx2h-1srz<e5l26+8^W*@!cQrNlMf^#
zQxc%@^3Fb>Xt5VlLhWH>&ex^mgO%{~m~nJ|%=xhd;-2v2ZSmcYg<F1qeeCf0KLA-k
zroZtsq=v?*Ulc-%TbS7Eq3)WQbX|5oMrA$j$+Z+5=EFNlCjG?AB%7LuEp`&DnuFI;
zf{{#<8;mo$F2d$D0xLfqp>wPnmhU3+>j0^ay&V10xeQ<YGh%(?B=g%S{@ITi_rA#L
z-hARphVRY$3{P*knXspTGwc;)*4@d&sU%H#vpBwVIYEoYNXI&?uRci}9Z%78%A5Q6
z-J%+H#@k7c??uvcOsSZ~rzRCsoUl_o<CA=G@6)XBaWYjt3a^l1s-uwh{5N>D<#|3)
zay$Y1Bw9KH<VK1}2`RcA+gV&vNp-@4FmA<Vv(T@t=Z$C&np8@WV5Q3Eroo?PT8YTy
z!w*BU?0a^!g-5yP)y=r~S}9a)>~(G=RWZ!5o`p;qC?YkX(IbTDmWy%cd$B13R*QkN
zVVsxOZ>46)PpK9Mafm!UOp$0{B}<MB<GAT5tYfq!!6-38u`)t}NX{V=b?C%w3ZH1d
znbAon;i*3zhg+g4zLx271p_-CrSp3Z+@}rj=Ji_<bESN><qtRty~LaE#NwNTy=V!o
zKY4;b+`XRTj$BGPUSz)w&zum7IKYo?dWFtxFF%+sGui#tGsWd1ml8=wZKP6OhN3>U
zkNPQ-ZHT&)lwv?Yp>|0rqwWDV^uJD5yp5X4)f~0#80Jr2i1b!-b1EFA<(Ze*^VAx8
zh6i}T?n8=AVY*z-bZ-SAhnLRbCR+QND3Lvkg~!MR1I(X3gWCKuL_<JV4Rk=XNf=HU
z1%XWVt$|r@eaq@u9X(^9r!)isY;FlhK*kZ2apudo3az;EEeL;0n={aJI!aonuQ$iG
z?c+3eb~73uKrsxEBvdtv&EX(aP(V>x5ycfj<}V9ST<oNK{TRJ3?Ipga9};mal8#kN
zVHI^OK|hk<#Bc}5#bw;8LcrNitYwfuy`R9ch2%a}$aik|J*BldCbD}uY3V0ex!^by
zRp-vtPjbhLPm;=I2)TSn4uSYYlI&oPY*a@UC9<wG!Nvf;y!0DX6_s%BwikG2U@fy7
z>X~ILWiYjwBLn3GEOtB{6WAsqJSB<jwt5M;9MpTNiH{91Y?sNeZYI@T$ilWHC6Q*f
z`=`-UT*qm9-@swdgRvF_Elo!96SGvHNFh{9Az1QJY#zqs6tCH`Sp5Q3LLqIDy;REu
z6d5t%f{VS9m%U<`3VVotr5)@e%(Km5ES)51w=%^)iFJ`A3-g042>Ji*8o{`l;!At3
zM-T+^0wDsjmrD!I!ui(so?@t6H}pq}EqQ#}dmNWGKg`nLBrYgD<X`HW7>z{m2LfgQ
z_+G?fF-}}`A9H8S$7PoQm0UJQGMOVKhsk<J@t4DdkYvyJ5OU0gWi+3px`mwHO-Qp)
zG+0WHm|{5I!BGEJz@Wx9opNg<HAaAdzVCxxAX*3tGJ+tW8X7y*4qjB=V5id0k@?ej
zu;o<(fdIOp^SR#Zxw7yAYHfe-hm_M5)}<b&LI@C1$9XRH0xLb!(RCXI;w*yW`NX<g
zQ8Ihbggv;UDa4G6{!l*MqCix#Ff2RRQg7qCfkOJ#CWdoC>|Pfu?Wf}v{A6{7FYLXJ
zZ)c`LVGUvRS!M=5&sMRAJv>jNIE5YbaD=duHKV(6rjjg6x+$wZ0{cJo9ecTdGuLna
z6V=`lR+KH^u#&k<WFDl{eGDFJH90LtIJ<*zW+wo}t|LD1#pYv10uQbOKEPRBK||aB
z;rst79_=O`>%~<t3!m-n2XJU=hP`cnWlNEl7ZRKJjPfZAK+z2p-5{sy7=lQiS0^bv
zz^}8-oL{gKcPdCkAHycelo&dfzW!J4I^tIpyYuNA-pq|#|IB0Ka8AQKzA^0x3hku_
zbs<<kx|hp0Ji+vtKEfk$z9w67x)oABk-gcyXokXUM;%Y?9i%tm;Fn9UKtN!R(Z(8W
zEf!?XmQUsC{@-(?IG^8ceVB)iz7dCPr}g&j?7HPu7G1fJ*t#xa?Ey+In@8KtZ{U}b
zRQ>2gyp0ZW>voZN`el-H9QY1jf!AM2Psj84f|Kz7!vK}nzTb-!j!;^#n*MFGC_FO2
zwx6tK+2LdOmXy<d|89EIUY7mg6z)!~=asQeW);ljt~YN*Z+4RxH%JQ_F_(kVyb8R!
zg*@FxN{|`LrWmx0QKdMTJJL(J2=ilBI*vR6-R-7vXg4MCI2Ow&uT|9ZqxdXbx({0>
zf-Mz86eoxz$Jo+8idC+`CHfJvQPO%C#gfJ<%2e8?a7gGBx}`z(I`>jr<lxvTl^oqL
ziOAEJ@ql9I#ldlky@ycXJQOV!q|UHWFUt6>0(n(dZ1o}!O>AX*QyUkK_(}U>++}+T
zf2e@-re4VG{P}eD2yEGu!av$UMY5BS+K<(j<z;1nDq$XjDGP&+IKHtROilFSCW9c`
z(X17;g(lM)jFPe0sI$((naUs}Vt5suiuhhK<q@<R5lyfX!%ok&S)%3J7+4*_E==dR
zPe_!0=|tRhOEC<c=$1QZ`q>Z<Z%J_OX~$A`YB}=oHnc4p=pRmV!{#74zsk2ieHu0+
zM5;GOHliX3VDZY>i>$P_hiTd}L3wG2W@#rBw6h>T!-hAKGz~96(E>=4h-8(K95SNa
zf@A@U%b;PZoB8wdnKLVd$75x@vxgV1y#+%QX=*Iyk+of9;xZ*(Cx@0dpf`u{h)%?j
z9AiU6D5{FZ=VtP}1{xODk;&7THKz`5i3744k*z7BO(_f=+*LNbjSk$C9LSD${t{QR
zI=xL9I=83UvvGu$wq_#nVH}c-O>|LOV24B)&Cn^GoKMgVk)a8C`=fM^X7IX#$c_q%
zy#fnL<4nm*BkCH_?s0}GW<<+pBw{C%$YIseSR+wvdYp7P#h7MLE(wVGFn@L0F^UW_
z=`eNE{gj@h^U9un5^0^G>^L`72`nkBzyP+UnyGb!P?Rt)PM*s5R&7UVR!R3rkhFp*
zV9N(<sm^#HLVoc$4vUYdCCOrfoUfGd6~Tcj>zq<OmBzpfHuvnJ2Mwz>&ISD)%&@rG
zSh9kFf|=w^?4UgA!7YU-ORT52`b=Ez7(sOtn;Zst(P0)ORgBmW86{1Rs$g-=;lYvu
zw(A2N9z2A_9D=SJj1BKbmxCm75H_O71Q<>!q%{SbXeT9QaoG$)`677%FGE?CQ!9$t
zo$MhfJDBb*-5->_(6^pPJ6`1LGtZ*l|MqKS4`s*r;_mA?spK#o2(Ly><oNUSA5vn^
zKOmi97~DGY7`JzA=XZ@4vLoKlYvFc&RDUw1|L`OF|I%|B@y<9Cn+KVAp^5bNPK<b*
zW$o9Q0pNQPi^W)R($6SBz@3`F5gSHM#}HH%!4NU9A{h=u!G<asq%3K2MhZ(VgH^HY
zo9{?8K#pNe$tamLtJEYtxmGk(f?^(}Vj&*Eja`tjpfIS9)28;3Cd*{Gh|lIN;@op9
zaV@UGa^xA@m0rh`&Yc|6Kg8dDQYQ5zv0NXr0jeOPNg~4zCj(X|CCMW4lVR*yFBzA}
zNKrBCg-MLdMbv0X=Jn<fNDvy$Vws50T|UOI<{!$+LLWy5Pr)z$eU8CfM;>I(Sc)0t
zN8$36(h=XxaPmp!7hK8B+8xZ1LbwG7ok9dZLAu8>q_Qziin^(8I0ZqJ`03U^(-iLF
zrX`n?$R&BPe*;f-JxVmEGdq6{SIoKKfSMsyPtzLyJ+=Px{-q_Ro*UiCeZ6b>ROtfj
zp%@#5O$-Zzq*7T5?Ztdsx)i72Af_ewTK`RC^&D3fUdS{@?Lp^Cq!Vm!+rpNXjcnS!
zjet<e<ovl95etJ|V~q8OkwjSWsY5vGv^hB42RCoLos^R1me+pFn)omoP2r9szE7RM
zf>=gl=U|2x_C|@T3P?I$eFU!&Miv5C-Bv7;h+r59##`%2t5FO~oSfZ9Lea=sCh(Ld
zS?HOG9ff<k9w9p_a$!R~#nR!74{zoH#m4PBU*XiMd|aVM#??3;$xe~IfRNQkbEcc-
z_(o!VDnc%Sr0-;Fw2L~6ixO8E<E23^tos}<#&)x7+bi6*bRkXNYIYf|Ocp0`gtUmL
z5#t{9ai(aEY#49lB$o2$mcMdS@Qb`~+Py6Q`B6+fwuMZ%1pBgD+Sd%zXx~ZgeV>Iy
zg4pjLCY6`Na?Bj^%I6`9GD^lkw(9hBK94`xfG@c3Z>FSjJpQSj%&dEc>_8>X#4dL2
z_EA#iqVBNQxKJPDn&%HkJ3T-=w1eN|nrIy^MDABm96EBa1Y5{S$`5C!3)r@Eh*x@h
zaM>Lc*o(0tqU97)8681OQJfp&lx%`m3!H>~LEN%Vf7*syiDDs#;B+!rR7hc9DWl<9
zB*lXkeSy*OC()%Osx*OQh&Z)8&;>G5j+o%WURq3P!Cc}w4~eXsoT6is5*$+O<<#O@
z++jOvL?<SNX`-3!*#rrt8i5e=i}U%EktSr-Xr5+a&(@bIjVJJCGFY;4R6T>==E391
zqs{4OM|=uH*&6(a<fJC7i90zWI)YuQLd`pwk-7D}o>6dh?&h%3=c!MOVwLmRQ@DWF
z%gb?=HR2Ay%gHX()K;!-Qt?f=88{+A^UVpmx4eNRFpYerj;a1pdTum0tVhE?`*bv=
zkXOEV2djEwTyW-8=+sCnAq;OG-HOUHyLQkJ%4g-VbIGgoA^R;D7LiOsC)S^1aBGsD
z!7zi)F>DL=^62*GDUe(Uy@w%2YbY&rv2aEqQdS}x%b~{NsL=#!Dvhd(Bt;J~)sCtQ
zXp#mtjlyax^OpsvD<0>~U;KtZRVg#RbQTZ2v6e@lU(5K2gga^{G?GIowGf=@!IqGS
zZjND%=>%j8PQijpvg3B!@fW%=oH|aY1Aln{SAid^&xh#rqG2bS6-g&WVq*sJagAg|
zMNP&?OtcX0>p)It5U?Q07Bq`NN>@?!EEz3@r0awP3l2j7r;WJJN7C&kq>dAhCkeP5
z1o9>^l+DMYWhg3;C@&T$FHotlcH$n}&cxm<Pj?jXX2gS4^fN{B5gZ*RVO7wSVfu_-
zv}6y4E`VequgFijF~cVo*sxu2B0gUg>r|O-`s<t+Sjey29^|6uxAB8AA4VXAHzyDu
zn_$nDelk67<b)k5V}qQGEC`71QEEzJ^j6p7pH{~4lTTvz-qrLDtf9Q}WN^*o7rP$e
zxq_ou6VGv;I}fXB#~RjX9NEQlMIx<psyMr&iF;~lap)0_%#IRjxR}~NHCxlo{Bq=e
zPDvEv+Wt6;<2Ec+hqG>RBd<EzDH8IDs}W{)=GajV30cQ8?jSf(K#R4DR}<?gvrNM?
zF@-6ynFx|hzjvGwt3pmpF~$fMAxoXpg^?IzINHmVvoGY99rqy#B3I10kUD?G{%3w`
zvYX4AZ{l;cpWr9qyEwCSIY%jn@y+I&xVG+#%=Z3$l=NUW%GdTh$T1~Vtj@g2@5(M?
zIFsb+wx>9~XbvlV^^CWSBXsM;J7Ppz!YKVCXrseu$vC<!VTcNXY@mAcIAP5f%>eMd
zh{a-DJ>}cDB_9slxO5w`VL`Xr&?O0#47#C_6LoYE?5Yg1gRzn%8=Y~6BtLS(K|u48
zSD9ldw}X<jkHo883}?HDC<A2FA(BQK9Ra7)Nx3DDMq43E=G9Z^3=o+Z#O8O?P#>hq
zo4^R|#!@<i_S$8XSsipInvv8bcF|7G;$SS7AgSr(MWA3LOU4mJwHFij)DYJ-hIJeH
z7AtedA~=QyAeSZXv@u+4W4I*6;=c}(Djelk^FGbDrXE3_bzlFMzT7ZtTJGRD*G%ks
z0xdm^#aqjeCCZT4OGExe+@jsVO1Yc@p^6DXWoN1d$Lke{i3GuNjjM;BCKxQFu6#0s
zsW^**HGI<HK+q?s@SMtveH;1J&ii@fn4ccdbeK{G=t(?Dga7jgf`DNdteRNIWM>r>
zj)SMY(G8uE%mBA^Jx^USLa9w)OjS@+D7Aap6B*~8-c1yEoXkC}oMY{u;?}{(_*TJr
zR9FkSV&K;t?Ky-~{fE=h-_9=|`Y8jW{Wxq+CIx3Q^pcIS-J|Fz<kU1?Ri{dKk*C;^
z3=s{;8ai3Gm9j&tS^k+rsX46fpyq<%)Ht{8dYHBS8#uXWI%m)N0;}65_}#V*)VgM&
z=mu_CCtsHF8WQ9{&<q44gCaUfs{*P4b}Iy30=PPmbp<U`2#QQfwvf_NcoYw6MncV5
z7>-5oh+ak`<HR#b(qaOU1VK4To)jTpO0eBh#0U{$!YBioZ49P%APH`YZC*w*D&?LG
zip4@tG{d6Oe2hYs&h#KjEr6$_kdx}Ca-_46BmLh%6hyTCCiKBpgqbV(tMDqn8-9YX
z`p@Fk*Ecckk}Qk9yMpMW>&c}mkq)V%W0T7K&{`^feLhAsM(j_IF|?=x(Y=DmfQ?8$
z=sL(2$Yr3oB8E5j00q$z<laF5nv6-r!?UQIDlxJ{A<@>3o`~U^o}~25MMPBC^YcfD
z*E+b14kqM5;^`#1!-XqQK&E31eZmJ;D^j(UnKNtHYTHS^eUu9KWENL_g=0H<$u{j^
zhni+hpAE5j7m5|K{ve9Wi)Jk)EqFLo$S_?P=LxZnJ+T*wtGlSFZ{!=Nf1Y{83uxQu
zB%9Efl;46!o?xqef=llECXJ3ma5{^)_Uz9S*w)P0u%7|Fl-5Lyjp+zYL`hltm|C3R
z;>Aljyna4{YB2iRE;=^uWR*6^VU{3ysW`29(~xRv$t(3>4QY&P6FlF&mgb2Lf;J0z
zb{iovNc}b&^Sd_CTXY&5eR-@cew-^7o=$O71@V3bLxL_*r&Ud|z_Nj|?GF=($7w5V
zU_;{<2|0o^XD67*>!((F6Wax^qbDSk84b9iHB2s1nR@m#)X{ZhGJ6nS&1Y?si!Esj
zM^?>6a_Xc5h2Slqb*P)2-R)F5OPE|&joaw}0USXYccB&0mt#Z!t32@L4pi$nF?%m%
zo(2LPr(w;wsK|Fyl<%Ol&Q9GtCsorO*j?fQpF=}c(ROY{ee+e)9eZh(XR}M2Mr)sw
z<b;lq1B)!+Gg@#AJx1}=Ni6=#MdVKl^8D)$vg+AYSVwEf^f`$P$53Sn$?s&sk|d|*
z@cRQO2@zr<vSGz;vr^^?5wzH_X#!F@hmljzwJf@tK@c@SBbQARR}@6Imz2Gfl$a!)
z7(^h8ZULJcCi_wxIm3^8+B8;e7-QSUesW`JLN+@ERvV$}V*0%W#55K9I|$~&l+~3I
zO<Re?1)?#7Sjr%o)5vKG1tnz^lO@}<hioE_9SixnUgAn8ZfhRS&?Gt<M7s8-5#upz
zTABiR7{4;XSee4p^KHaJ`DC#Jeq4e|p*lgv1$iMm<)wL8%5+ZfdU$Gg6kDbOy)?zP
z*LM@zX`^)j411QWrw5B8&b*2mgt^Btu5RZ0qk9pG&LB^o&X8eabHd<+$Tmju>^xsF
zi3Q!`%;;=od&v~0=j`OXwPdYeVGFN#CDyo9R7;w2tCJtpol5`2orJa*5by3}%u>l<
z>5*izK~gb;L^y$ti=?8ECPzxlkQOtfEjgl=G^3V5^6er^ZPf&1CljG03AakASL60Q
zcjA-;W|Yq*V0Cgs!zna{ySQ=domfPfE9P9tm=Wgs&OfoTVJ;7jzQWInzm6s=Jg>jP
zg~pj&+4L(;FFJ~)q4}(dHuH;)HB2uoBxrM?lcPD)$6pG*%J6ety!^YDQCh~)>?%Ro
zjzbj?bR8v6WS}U`f`U4vF%{L{i0Jm>7W<g?i(@`s0pP8--pWsZ`csC6hL|~XCcpaC
zuUN2P!9P7N7K`!oiYus@GM%Ua7LSXJO<`0`V9z;_Ggd6B4P9~~2o4mBjj&6?5>xOc
zBUI<77)cH@G?Yck38=D#xIaqDB2iipC%R)7_MR4aYhgFpRfD6Tj_O($4FR3<U>bM6
zl~^K4%a&$3y2cR<8Go4#dAf(zpaJ<FYD+69DJ~)-Y4{8)-q8?tWf*&A05P3}R2D66
zKt@HvKvn=zX2RtnEm+YF4ZEh|QB>M|K^h_na)nWzo_P_$!VvY+Ajz@U@ftE6?rQc}
z^B9)g)MO@@oEW4yHG-D*5lvRmm77m8S%fVi(U96md3HOBU}sG7vpa7ET8YSJ=S~`G
z9Xy+SgXMt<io8b=-O<Y9Tc2V)7blX7Q|c|i?r{>3Z5(57WNAq~9?^v)1ZazP<4{~Q
zmp}%MV%0&h=D@9~#LH}qd15@(*Uk~T!FH=eb<9D^YDKqNd7y7IW4Q#E&-pyI)Lw3H
zzMr!yC*dir;Sle!w55Al;G4=Vz4!9+V~<jv4)C4xu0>4x`NI#Nre$3d5lx|1@H07K
zVAXW82&BavSz`!8iy=utM8k`S9SM*P1GmG@ysM62!55dH3p&?q_#Lg0ZZ4U2I@X~P
z)^sc)ve%9?D<c{E)@QUJ?wbNg_}jk_14Gckn!{^V2?e~^EHIi)F_cQ7WUZh}I5Z2g
zAt7i2f(S`5gTrDatb~bW2gs;n1e|{6+5{3=7bzU11sTPnF_9U-rOOQBL@^}nRx3`M
zh{q{HVT!&`7du8a5Uk&eEmy{-mYsy!x~Q%yV!a%v&TXSJ(#i4D523ESjyaCm9P&yV
z&dEoi?s*w`_OY}VIJk7v4V?a!3OefI9M$7OlBO_TQbJf0nNhZey7NwhEJW^qgAMj&
z<TsWPtPn9og~Vu-fpy)C?;d8VeKV6>dl|P(qhFeVqavTlbzO*K>v;9qBbZdHkRDP{
zr35W4odoMcOg?Iy*7g15-mvjxT|38w^VyV_qxOhKUX2#Ab;EAzii-&>u0x3KWlP6v
zbPu#3*z8DUc^o}&1sCq@pxs+bf9Nz6LuDwliK*jRmTY;I_WT(X=33b#)bplPL;LtE
zB%?bh(hVF=J5|0yl43Q<j2#Svl{3pYab7v)^XD+(*7@S@>-p8>Z?pO34gCDx>ru2q
z7S}X#&E?nN3H*I6<KcLMpRU=;^Gzf8HJMY@ICCu)Dr;p*lOtqo7Ji>=<@IzwUqA9v
z{I+Sd4XU&aDMXSw78xq@WJ-cEr2&Dujeo|Oji7w;QZ_YN*s|3i9vvkj^z)^YXHZ@v
zq33ks{R$J^S=w9D#F82wX@v6rd#Fw|5q6a_Qg;lmy!<Me_1h_s>QP-1`FfBkrNij4
z4AqM!5DX8^n-}wD?=T&TgJtFA6on=Tx?*@OQJxub(UZ0@=ow;VWf_N;{CyJcXfndy
z;l1?cay&Xw!f`Y6=m@u?jD3P=uY>AF2gjUUNZni)F5i2f4Z$!B^q##aZ@h}SWeb{M
zW!OD~osm*Dw82o=f*k3@Gx$7`<UlMt35T}~S<+GU6e<}kl1d~p$jHPXs;ZJTawvjA
z&}Fc&z>Ce|M6p;&SwXZq7#)qE=QKPLI0OL|8)?JIpyDT<$&gF*B8geFkb{OsCr7&m
znOSJTz2Yc@Ift^nO{Z;d4kejE86GA(I!u3SH(hN#WGCWO`rVWY0$RSGol-t7yF|X*
zLeQq;Q^yIGl^`c_v~Cz+U?9p^CPly3i%TA(WN<5iz(T5(3N$4_z#gM3kzw~t8yC%N
z;fXhW^p9FdSzJiYFg2qs$hIUc$LCXe!b&Dr&qf#=C$;TWn)Byj9UtO|@EAFVK$*jd
ztd6pCEKI;^<-U-W-1ND~-7(r8-;ENE5D$)0QQ{_lqLm}cr%+gb9=kj#PR+A2ZT&FM
z2#r*Erc>h1At_0ShLK0Npld2)wppY^A66}kZ0Lvv`|d3+#)N!QqMe*5kP}5LWUv|I
z^x6HyZ8{M>j3PxTb7qi42T8?4QgPu`9XK-{bX6u1=w+LGHz~o%T%iuHU}wF$11&hp
zr)JILrARk!NvFgn^X=Mwvm)%C=-`|ezl*=j#oQUyq@xnYJC|~tZ!rMfdOyF--NPrd
zCv(M?Tgiqk=;>-clfRsD@<=uflUm<Fq^S){0`kiWSwFdh#hD;uktorrGQ9x{o=hRN
z-4&FLY7FKNF{`Q!M{5`QM3QXI$&}|l_wfk;A9&ya&O7fse*4?svT)%-Zoc_u9(w2@
zT3T8tC@6T>V`H%xM}G7B_@}$*^Xep`#n{q5vT6d+HpXXXAIhg17Lb?F8S9*2=jKjg
z>*M5xbd0Q(l;kFAb&{U0uu9mCqsvBRSRs%b2W=cr$8#9D#Qy6^f{n7g6Hqmf5V0U4
z0(NJX%K8z4a}sn~6>KdMox4Y{gxpllbd#~iaE_^z>P`w36;V?VWEsWfqQmV$4Y&#T
z6x4u<HDN)Su%R5YoDr>y>i$vsg5?YrEy0npP`hU<u~Z+k+O}dd21q)B#Qa6X%1YT>
zw48t%rzW-+r<%qv1TwmtsFKHUd@@orgx5%5(c^?tn`q9?ra3beQPasYvg8?~B;^89
zvWu)Nl6DESdUx<b;zn%s9_sTfEDew1>j^VGD^ixRq2_X=G8!>k5o*CQ97;V>M#PtF
zMU*s<brN<b6Lu?Ei<6poJA3M9kSj>zO!SeTiLu>Rfm2PB9^Xo(=pbMXVj%Eb$sz1g
z2H8IH0vAo1O^vRQwfeYq?W6SVX=U1xD@gSfBj061ADlq3IH{N1%!(#aY!XI|L?qHg
zZm0*RZpZE_CglpCB}Xxm;~2R#q9Gs&UeaPYPSJx;veVY!A$iht$ksvBML@FSkVTS?
zELusF!hDUcTnD>To4DqXbMQ%!O-9HoDdv*ayE$s;RGj?+V#<ZZ5Rr8ix0u5!N@R=-
zx=ls2TQFn^F{ja=PS6(K#6Wg06^%;?1nf-hALR+b$ADvkJZ~Xoikt9Am}DYDgJ7rD
zTSLrgr_63Ar;m}$y6Fu2K$lTPm6$b5aYdB4V+hR^XZ!Alm>6#5h{LC_bjnh$eepIV
zEx{k{E7^5u18T8^tY}PsX_&F!2@LMBkzVMhaa|aDU^2Z0jrdl0DI9(cLva#UJQPMo
zXe(aC$f!m<oWpL!DYOkyq_*Hy`v_MpAX&PEjuwL%%U#Sn&P~gv4Row3WA4;9a11AD
z+2$iu>SbuVm9fFssaZ6ItIPk)`ql(r?DjE_8Ul5BXbI4UqO1*MSaM7WFBLChA_^^W
zjq$!1`dEx?Vgw=5f=dabIg0QH=aY6=@j62k2wt47YSPjG7w@`(@64zm-SjlU)EJA(
z8<{rm3~ae6Ea=|G4%ck*-Tl<auafhX@Orw4r*{w2k{rN2&Bk{cE+M$rfit^_y!to~
zrDEK%>M08Hr}CHY{sg=A?_CR&;TVb6Tj?Dh;}4lJ=BGx;rL#PpSI1>19nPZaAj7d?
ze(>~9kpz*So&G~?Zw(m9Dh9pdD#L?O%AdZGX5VaH3LS%CfGk0YU&bw1d2LrO1vwAX
z0)==y0)-_|Pzw1akP$U*es!FHGs$DEcXR2kUIw4sLPd2R`p8U%H7Kg^;uJ#o#=7vX
zu(PSOkdjBrXc=5j(h=s=WlsD`8bSiLxkq#RlU>-u9VDt`9JwT)t9PK<ojed8;E|3k
zOwKQ7dD#l?dPSthV<9!rKr)t(%b(!ui~I5YZRt!&M9T9chJ1*5K19C<BoV~7mV*;T
zbk!i!86n*<f!a5L5s4vc83b8ClvE@pkW#$}qKeo!1G%PxOt64Awujkt@8iVA5~K=e
z(JzItx{5J!`$q7FY#t;-M9_7zYL@X-gj6PmsHCy!8SJ`(Y#11Vh=z!UfNtmrl7M6p
zusH-Q`8Et&hGXrcEO#lyoE0>we)hyObPtb^8XdqH@5f^|SbF$;8kaA@TGNQNv>Zhf
zc=MSSp8nHwgog(4I_ymGIB|M3WQ(6%c$}Ook3J>INIZs;%8>FoiO4Bd3~i>OsGh;f
z6Io)k<4jf4(VoPJ4^ZmY=m}4-&gG_gX#vNbnq$Xr+R65+%&a!p>oG944wIi8L=9L7
z)VQcB)F?KRxaCO<FAm~DXPe}tJ>e$P7bB2UI9bhcyO?BC$j;eb2l>$;_pfQfCihVl
z6san$WK-{YN>qb$^X4Gr&&6YFU^wSyKngJ`d+4`9)Rv$y)5S^STiM_^gi%{LyPZAw
zob6=OYblnT%!|~6W@WP+XV9=ysF%_x2B}nZS|u+oo0E{$3#v{61D~j17gN}58k#f3
zbDmCu;bn*;73gU61~&1i{t}-GoJ77}%C207q@KZRO|wJoV7lE!Z9K%DreTJAGU%E>
znWLCQT0>MU<Z>FCqN8QAXt^Z15<}0W(A5k@s!C->r9jcKNOnZoOOMmfgr|r(iM<qO
zM~V7pV6z87Fh~kI5h=?g1}W3}u<2RivKQ4;jv>nk`2vUCe%!|=09?3mA@k?Y=hwgf
zH2}J<Q(j)qSHAKUuDIfgcRe;1i*e&+4-rchQWPGeFgiwlB8}USvCDP@QNWNOF6{f2
z=duVS9FVf8XoiLq2HS*;H7z6Q28Lje6-9DL=z>W5&|}0igY4_eC*ZafP+#(CvYL)!
zC`{;ahLj|B&7eq^vFZ{QQNZKXm{gY_Sk=$=)-eY95=@%prDj%$NApv>Qc_H1=p+^=
z4P5;b_`(tDGFJ5X2(H*(!j1wg*%a1v0z^PoknC9!0S{W92dk%;?d}W<BW^6N?d-8u
zP%)7uf2fZvR=R^z*%LaHZbuEd2^-bpR%8_VbP0DPL0&YAC|W5XhKz#fP)Qmx7Bt-I
zC|PTcR>4amTZv68#xP{O`d;#-?Zg~G1l@~6QE{p<EJ_qb7YQ51NUDb0NZ?l|u#qHd
z36hiw3CqRA#C&p+72ToHU|B`dYtUXg6}`xcJD~H-;0qjDSw~|@IV1W6k?|hpHSgv(
zrAv@=VczU}mbv3~G;eI8#&ZbjSP|n*dy!+~C>B^~3sO6tBPGa0T?*3ZD-_yG@p`8r
z`KF@VgIH0qpdw(r^*1#z424*-i{7D^$>!3ej8g1UfI`VZ#GB9Nx>`njE>Hzz)p)Ck
z_pN_`Z!J(DB4U%QxU6>k4l4z2DD`HjvZiR2y_Dtzh})3U5`r#buy4fSz8XUV&Cn1e
z0Y$bTT5MztgM=WU=_0x=kwYgfrit6*5QHwHn-OK4fV+xPdx%PR9w9l0BM~R9ct~h&
z;)0HB5m9BB5M%UZIyuB%j5g6jlkTRhybvNWCem@nB@vH3kNVeI2ySRY4wd8g`SA8^
zMGw@{RyvbFsh#SM)r>hOA-l2+r)0X6V)9%G7Uyjw;7HQfHqJoTID=Xta=?$j#KU0o
z7>#pk(cM+F_Bp8tj5D`*1I<H=$*Y)PWGG18mkZf^&0d7=UUJSYWTk4p<NG!Cn#;Iq
zLyEPB*E0O#W6Vn>C?1@^&_FA%WKCWJ2}=M$4w1u&Ps`xca`Xs(GHL`hH-TvE>-4RX
z-q$4r4V$jepr@E9nL=s)BpgDN5~T%8Nh3n_Br;7q*x-m$?4Lw|u8_{O;7%v;rEBRM
z8KZ4vGhaI@$Z?;$0>QO!@YG0nm`{KId~~spM?QNUmcBU3P!!4Mz_qvzDda+X@)24U
zl`CUe91`pu$xz~-!@SBMpO{rd>)@;0`qCfy-MPP@D(|h1=|kOc&y8@(7huwi{m;If
zYA_hq=o?q*9#gn&%WD)Q8>n}b5tJ<yxdmL}zJ8~YWYE*uLEqyyG2uuPJ9!#&+KY&-
zYp3V*d`^D33VTRJN@R&>bp#^=^haK1NJ?`231^VhMPlU|^;!$hY-mFC`zc&h!7ER_
z!j0elGU2L9zH-CoSysA~8IHr*utA}{D@#s}AZUJ4YL;&;dX<^;ieSbPsF@0)grTVD
z6EXC$DEfF5Jrc*zG?a)+dLT<?B#WY{I7@=qtAbGL=GE*D9^Uf;N<zY_da$T2tg0JZ
z&OvD;PPJgA*6PBOOCraINskWDGd#v{G)*{_BPUtFU&MgJhP|Sg`gw<;T3jTv5FN}h
zytkjG@EA!=z$RO9h&rN}z-QHPNI67u*mRW&r_M=-mJ%r}=EXIe7<_FrWHqwRJe>Xz
zl|C!AwgI|J4y7e6l6!L%mSh~;jD?ghIS#k3Fh8@4z@!?IfjK<!z&f^W-cHs4T{kcU
z0YNY@L;=C=!adnXq<uYe`iBt@|2%IRKD@e@L#++e=5`SrP0=@$LJjYwC}^O>$9Uah
zWm{b_xds<y#a*Ny8b;OxzOa0ha9$OAnlf|`s%W_^B}$wkXAE~?6**03M{ft7Y?=ZC
zA{IAQ_4zC#hCP#{-)2RUa_E}IZw4GxTMQ1hB*_yc0<wdL#26bbSx(F=XNp5a5dR;0
zXB{TVRqy>zdAm)IyRN%$lHItGKthBhKmsHX0>Pb&1PE|(y*Lp<h!A&AHk;k7yUgs&
zj(c}cyOq9w3@^NS32^VluH^GP{me7f)u&IL>Z<dt-}y;^f~%Rh+Cs0}$DxWTvaT^c
zc_ht^!3Yak%pt=^SuY|RB?<yaSezmXta2m<C7t_?8L|PH>q)ai3-g>5!|ND$1QFX-
zP>e7&hL;lxWirkJ!a@~UYz7<)$F87Mw&~5sN$0av<}|7kDjr=#v>mkkG?DZWzTy<B
zS;WD?#KCYJ48g&ey<?*wq9Py*A|N0D1#B|5NeKu0cdiSvW8=f7EUDP8Ai5{Ogf~o!
zEODANO^uLcLJ0A)R!c$kpomabOoD=igpbcYa@zk60jTRb9*>86?zx8xF1X<L+poIn
zDpIKw4?g(dpZ$C$lVR)HuMo5)6rUfLOG1_n1fhuOSXiQhC8}tGhF}4b3MQDyn6`xF
zfaTcWl#m<?)v^$s*^_M}QY1iuAQ{4x1r1ZM5k&#PaVT0P28waUiYY1u36E7`vM__k
zfm%mE(M^1Uh*t$~YXGUq;P~Jn4Be(-;UfHV7LW~vnTePj^d83}ySZ}H5oYu%!kJl#
zA_@|+Afj3}id{l7bCe|;Q^^t3M{!IYQIWB#^XzE9j04egNEvaeW4)X_(L-Hsf<f<@
z?00Rzmolg*#EDo*Y}rjLlx2sffbCe+7gP8|0Zjl&S7<0$cy%{Prx97m(_lP_V5SfX
zIUGmAvNUwthf@|&Ob{F!+p;i_&>fAk<3bnRNP>waNTkFNX(@s(d5~od!BvIi@*=u)
zMyo36_ob<=2vXsfu%#^dLJYlFMxTt69m{bnrlJ?q)W{*K9hGBahbW{bQ5=yIltwDE
zGw6bd+aDkmdkDW)O>NT~kUSwANkEq+N^TLCoWo<LQA;IMql92tV1wW|s959*8M>$T
zlP=~-ISsg^3Th=UqE^9JsF_}W091{T%Z1M)A-f$cHOpMhASl3O2_{PtQzeH)$)fCl
zAd09S1#e}Eg^QA$wj_?GI#}5fLjy;+vA372JJyh$QQ4R2LMYYHVrckE0$#C<C|L*|
zo1$ou&>iw+1z8W{wL%DpSdKwPoF*?NDLN*mVB$zwB=X3nPOa>tRg|cc{DhSdhM?g!
zQXCW-DGOd4!@za4AEkE?#Z^Jj=faa8Mv&bU!X1ouuEK2$&>GuHcVr>Cl!mNAs7+z1
zdpjfs*uBS~lq}QOB+$C14qv^Cv?)_8Yq$$0$9Bb-9xrm@k`x)Wo$XU6arz~_#8Rh{
z7`G_*PNK{`jQB_c#|m30HS074@?>K%M#i&*5+#P#tRr31Nl&6oRM0rJZ#!!27&(6>
z!3E1$8CF3M$SNwmipaQA!HDD~rj(cwO}uslCGSBhgKZgv3rW;sfiX2isa!^OL>ybk
zB};^=>xoDrGhP!@aZ{mJAj>k6Ps9{V(%B-t#~w!(ZB{S4m_>CebyAUbXPU3>{RT%%
zWuE^0PpE8boP7wjEUbI(Kxl43T6-e4ZF9@c-Q2!=7v)knZ(n-_Lo;EH#|s2CgFQoc
z^YQiTcw;UL$M(S6J_Di3Kf3=}w!>7m%xJR2uBkD8GkPE6$uTa7z6;`QcpQ~Lv4H;Q
zzmc06C3()pcq6OvAKpdHW7}}8Tu(4=p?5~9-unVG!Sz&&BTP(h=ZIV3q<5XnV{?zN
z+F6YHg3h-6MdG7rnj&3{<uY`IYq2RaQXHpaeg}<hRUA)_uxscj>6jO{S;cvm*7CM@
zv?1caa5o&-0{w@eX%3wGHXPN>On;e!&!-sOpFk{Fj0;8jlrkw%CFlg9WD*iJ+{pOc
zE=p3GtU7_<EfS5oXs)fGtG<!yiZFdMJ=}ZnelqcXK4DgKo3Bi8(TP;}>v`_@QML^n
zWlh0H&G0z#!5zdCGt_GxL<9{K5vMsqb$yt}oKa-4lHJFrP!yG7IZaqnX;gy*Bnf*w
zjxaWbqXa0nt;Mx+3HV2exEzcrn~73@g3Dr!tIPtyzy;Vvi%r{hlJ4tA^ZIZ$UPP>M
zDWR~J6PH9eX>kR0Q`^X;hj`gFLGidu=0F}rui}wMAE(h$$zOCGo2Dnwoitr7UYe#$
ztj?W8z|`@K&X62Ukk3z2Q{$j!rg_})Gf?GYFwjKVZ%{dK7<Veqybhh$&l#t;v6are
zMK+ctF_~wy=%(BBVLB=bplcqyZkwiLAHL&#EN}O*bYU~ea04D)LpC&iF`VLP!NhE-
z=0JQ0SL5ZxQl3ZL7EimfC~b47bXC)yhvlY8YblP)&LESe*>X6pKv_>y>kH7(wiL;-
zDCIItX0!Cq%-}U_EVYT0YcX2{hZn6FNk_tG2k}@DD(xT}Oo3|C#e@^VXBqU`D&v+5
z(^QcQCThVz)Gg$)h0inz#}DC4^&vPmWo%}!NXP<3e-$CEf-nj}3sl?0whe62!Ioqk
zNyHJI*(xxSM9~u_?+=m>iuj}<77ZL{QgAaO1{f|)QOahC6dgR4K#eF-5EUF*Kz4_j
zao3X3Dv%X79z_H!3^LsG?EexA;Q07B_4V~^-MW=^>(>2#`^P{2aW-w*#P;pmU$K9=
zT&7$u|Nj3>Cd1$rKS%R;$apl8wJl6n*RsPSV2T!PrD>X{`=~6Y@fK33*%X2;At4|j
zBDg)MULV226mDC?G#m<ckbZkEeMS>U9T#><!ZvLRLIJ}T(1i>cX9~wPMzjKk^$F(W
zI<ONerGiDH;=^kch~=hfR6}?RMO4cmC<?d~0nKMIC5@0SPojH3X{}{-#XMT9B2#`h
z@va4ostx34Y!Cz##lp6AbW_JDDXhuIX-^H46EwECyBI4E(^wdwwHU{57n%07G7?x!
z!nY8|^wF5j)9xI?YirDeg7ht|qRx2{y}O^vc$(v~&9GO)$%_O`HzC`F&z7hur)kZO
zV3#Zkb_Kc}!FH6{C`i0yoe(9*hfp>V>=L45BLJ2IqGKc5HnOZDNeY@=#w}!!DN@Ey
zf(E9jU`BA05+u^t6a<r^V4@2)vLfMCWr6~@ZJlB%$9Oi*Ol}&rm?5a^EE9rgdLCPp
zsPuc8No^rx=V@5>R>b-_$OyQNG=b~{idjULy(B#iWZgAL7(~q@)RuPRGsb2M#W-b3
zrcA~Rk<7Um80{yPiIa4i@XEE+%N`^-h|Avunh!%((G`uds!<R`Y(WIkK~=$04V;jH
zyCH!hW-+s{Jr!mqqf*cT2Siask|o@lf+m42%jl|s-zm_imr+pA6b+9k5fw#h9ffK~
zC1^`XqCnZvv1|)Tu~7vX!BSBi35D6fcFithB4G+DdB>#SlquUf1}3T@5{Ty!1_yD9
zIaF7OkZRyE6J)&A?2WWBAbD|H0;ih?5k!Zhz8Y$LDQHfz*4mFSmS$T|1(IdauqeQ;
z71zwBNKvK;duC7@O~TCzPkZ*VEY*qsxe{BR%977Xcuv^BOs~qiH8vxz5|fXL9PS)o
z#hw(N!DEaG+lYu&99|bCQONUttA=OuUN%LVv5Wvpor&C(VV-Gl){Y)#dV1;0XDFR~
zI)1qY(gtR^fS?<6xg9*=D)wp3Olx6Ws)b7`(-!d3HF*!iYKiuXKaMx3l9?=UXv;nh
z?cGnGUWH?V&+BL7nO&THRs$V%F07e6=5z*qc!s-n9_FUqJE?3volvBehHw;9SC~j2
zV*lu4+;QW3S=d~Ub;oT83l}3TTltFn*;F>iryqTc{iBCDcWynOKlf^;`;L=-<Tj><
zj&Xl*IpX4TF&zorve8W&%l^YuAPNH20gZ;Ri-wSkcuwcZV<T*vIEw0yv*utwm0O3<
z*IvQO_9ZNJBIL70j{NFQj%{2?U2P?v!5L~sCh=G@fkv1bJixPZ1<THOGr9f@g@T1$
z1#zjD%)|h1|G*-?{fj&K;<aH8Z9l}e0hMc)eU9>xEZ-ZMCY1_fIx6c|g?Rhr?f7d|
z92=~Xja{~}N)BepVr<J0@$MoyAxKOW=ra=(We-uM8jtOwY?YX>r-(~2w6Mse9YfYE
zveGyw)oq~B(@8R0Vr(WwES)1$&QUT-MBUXy2~nO&&|_HWj)E+S1YK?lW}aGin1WG4
zG6g&cxXdi0g<(QoHx;2e3R4N}R17&AN6t>+Doi6{VX8h#vPwx(v1Em^$A#QnNmWEg
zl@#Iyg)$0JV~CtGNL-AeN`5?=hnALlG8HEIsbgHMEGBA2+1gv+&?67wDVC{QdoK2Z
zjU3AvBu&U`0;(yJPLAN8I84=n7trRfBY4^QJi7l5wDf*1@4T9qybp7{pweN@<8$$O
zOeR+#OpcNtnIKn~BvR!eSRQ1rH^_*b;J`v3^}>k+f@OvtcnQN6a9k>$Iv-A*pSUN0
zDaZuv5~|~1BO;pycCpBG+MrZ6X(~*!V62C(re;>IJ&7akc3u{%>5m^_u<uF2^EWV+
z-HBpmd8-m&ef%Jgx(ps-6w&V`8F1ll^f2Gofq$lwD+(0^YL_vfHPbziAfC|CZDym$
z921{tP_0TdlpR7P0ZS0c3w~5dBqNs4ts;3-;21upomo4-OV(K|=c!K`q|-q%f{c(5
z2-x5fOQ`+NBN!#N%0+CihiD{%w?f73aR{pp-O>a{v`LEY0Jcy?mC#0mw-vwYLQ+lK
zA(gf$XmXAbzev;WJi!O|Q5GW%HMeuH4W>L9PU{)vguyAEQ7rc4%cuzh9R&g*L{TN8
zJ9tbG3<J$7;<62N!Nr$HZ+J}rzM25M;f5Rd!WX{qifwmpxRw)Ft_EGl%;$&;UR-FX
z4wUr*CC5Y;b!?Z7%j3dOOiHqeZ5mYM3i!(f6wx9mOp^Dw8H$84J;zAPmE1A<21b*u
zNV<ufN)jkrxMc^m>_I5|5FBCFSS(oBa-M=b&P2W&Cj%iT#2g_=E<4E_R~U~elFB8B
z$SMKJMwLudDNQ0j%uF$cE!cQGQ6iB>LX|D}Lp8{Ph-KS2mH@VmW0f(i0$IT(tEn`p
zWg@ap%HyLfdFZ7EsccYR?4_pMi!PWHr54I+B?-Aqi<3dOM25;?tfH5OVu^@ZKymch
z@^}2<XXYSb;Ksy7*>PdmB9^Y>SVaUqk7HX{i0HB(UDB`|&;@~#C{aSdbZlH^36Gh_
zXXX*GumMxi2&f_f)j^O0SV9C_bmKSzdB-MW8RTq}j8$f&ltwpoT&6)u&!gH7t+s~S
zHZT;0P^g6A9AhRs%ChAPX${xo<gD2u@@^NV-;LpOAt9g^Quq=_5laaWWpD?uT{4bl
zqiG;uVTdZaAS0O;2g^1y<2@9Q<>;SO$=S_>l_nZw7os4cNive=#!*7pk{?l$5F7!)
zVfH0}h=3r82%>}_N{EsGih%ACvD6ZZs*$w?5~77+h@=b$0~rK)wp1YwmMmb(peq)l
zYGS)o%BqFrwkhcuEWOA`u?V&s(eWcA;dewd(Li*{$VHuIJ4%xo!dtMAVj~#o2}D7}
z=T`9uIZA@WF@GC}ymbWRG?mOy>m;eSG8}PL6Bm7q*)EDD12vPumzcnD%eWg9rWeg)
z-Kir~)<U?bQ%qDc9_u8PufZkQ$dnMR0+X%^L<z)rj?yDfqMdmug+pb!7WvUqF-D(#
zj?wg8w3ZqOb)Ez@ZVoWcF(JZC+Qoau2AEk>$wdodD1weFrxFtzxTjBHch58(m?#6!
z5^q{carq)7xt^3dMXoe~w^wJG*Tv~!k;<kf?2aW&3p&#?18g|>5JvNfIQ|AiO+?lN
zB+0-x`UqK6?i&s9_?U};w;oyYu&~|F*{9UfwYm-|=piwa=3`&{F|9S7Xx^2KB}$yo
zRYh<AI6Ds{X!i!#xGKc*QyOu5MI;5pQU;1S>|zP0SfYDmgs1lIVNGe8C9QLj)}D=1
z)y(4up5cK5&(PIS&uL56uwmhH+^#=V;c*;?sp%Lm@7u+Jqem&l4Z@`efuzFJ^ADm`
z&p}!822zo6j;mv2orRos(-u0fTta<Rp#SDHnP4-`liLtFE67X?@@&~fX#T}GjzXX|
zM71oE9PelM@qKJq_ImCfx|M}hCt=EiWTiglMjMDtWjNU1fnnJ!XrJLTpF9`E&?rsm
zl;h^Czn&&gw&75(!SJY!FQAdt9a7U-M8_ajF@R@ohWkfvLy+=ZvHU_VU2y@`!7665
zI=Ae(kH-$|#>v*Rv~~p*?kXfphhiQxmq*WJv5Q4SQ^zO3F?BwE*+rGAAlMeBS)w3V
zlx2$=+r(oS3<(~_9T&P$BA4$aT~5+i(L!}i6IFf(p)^L%@P2}-LRJnD3RP2S=IFQc
z$W}FS(xy(IVwp5dojA#aQq6YXax{1KY~>F@q+l5&lDip*@8N>Z^~6FIj2kK~k#*Eo
zDr^~j4EeSP@b`|;zNmt-Tw<~}PpK$SR!x?!+sL9fUc^JGVV>W<i4JcB!^u(|p34$z
z4cnCrW9lK^U)WC3yBy!H^AILRNyQTAxnZgryx5r-wkB}2=&<N*E4X(|My`=@hev3A
z@(^1lU6hk$6h)w|US?5?jT4P9?3qhUZKg^yh{z2nQ#L(A+u1cWf-5yf^Z0(WcU({7
zs)ZyAI>SB3*}vrxqH~*Z^a+&oG<7v|I3=56UTlbNR~JL_sR)J_Nwg@)WfDS;I%|-<
zZh@2-!xSedV$c?@rq1nRCX*ps@{qH_=w>aBUX4@oW7`s5!K78S=yItv+TgQAEF6Ys
zRAO0)f>4Asw98QCG8r2^gdH1V#Gaw#iBYL2ASy_daal<$!$2?3x_fDgAD_PgsiKOp
zDu*MQP5}+ga?nf%%@U~33apxPNP2ucP%+L?4pLDrbAnyP>&q?ZZa=x&E;^(MJY-2*
zQT9*iY#$#cX<GPv5>?(3hN?2;sbokBP_#t$KlA?o9Rlz_x&-`c7Qnvu|BU*Y`IwG}
zyl$b`Hbn=@j)m&-qPkp^Y#Y;dkS!6%P%tbPhOOXWp@>;rAssE8VI~@3QddZ({bX|%
zU1fpVG9-`~EXz#k0)2%nljRv~tw2LSM9sR$r6p`bLcu|^WfT-lJ3}mcgtD2U1{YdR
zr`=yqlj0>FA44!rqLLd06IqsVx!pLV$mWMh=SL}+SrEioUl~!x79|`J1VIE*M#RB%
zbR1j9D@#=QDyZ=Vsq_aCG%u#4;x-Fl7BMUkEg5VVHX1r!^7u#)WD*~`sG|ufbg{^^
zTxP~8<1tD!mQ5;52X7h5l15o@QxY@`N5d8r1VqY$KpuyJ;9%GWrlsRJCQwEYbsWJ$
zz(O%>{AGuLVdJqJ+>V1fTXd7MAX5|sN{&DoDC3|zHW+36fY%X_1Q10Bk7m&5HAy-X
z49yJETw70PS1Yj^4YR>Zz0ZeUma#+?K`RkX9>W@r6D}mNLN127meNa#aiK_Kcpd>?
z6C-X3TQN9)*H$9wqomv_I08onhus!T42{#cCrj+OO5SP2@YECad8sy4BBp?3&H9<m
z9u3H%jVR3evrD3gAj>$43sZDsOMXn#i-?S@h}g15Np+D@Wa6qxZBSqUd_aT0qBTW#
z%_NFE!+CKFk6ninT16(CA)ZJuJyT{TWucfp0)iKp=)(S;JA>pnNaC#ZRnQ%jQkh^n
zj+q>#Se`@|lGsif%g#~~Ol%QE93*Gf;%p#bh!Uo(VhaixW|vVsl7iyZP%AwIy*>{5
z7GRWpWOY9!UBnb@9JhnmAmCY5BDm-v=j6&PjYBfD3{Sa8UKJSkx#)hxApXRQlw2mB
zkv`JyaYDg$)K*_X%XEV2)P5dstKgzigj*{D%v-pS4lzsHo~?ABwvzaa!_c8AvSY(U
z=PaUg?L3mrTWBke68*{+j>$#lzwaZI;u>R2GU*yYvTdZ}3igQ3A}!1Kx)>k5{!6%Y
zi^AtViu)5^K&+e%I&&Nc3=4bL3y3e>i%~s~r(;3x9+L5j5$t>z!BE)HHiw|cjplQB
z_V|P3^bA*=b_LseQjAS!X(=D)xmYjj8cwE^iQsqgw7KF0-5_cTqAbnUiB%+!C0<CS
zIF!n=s;QL~O%1qY1>15Mn~F0!G6^#V6{d?28m4Vx*%qd3p#&5{)d7N4eunoy#^AQc
zS^t4g(pMU0V(18sGnEA61$sA+P#5(OSkS`60WYy=4Gp=YgtUI*rpi;(DdHQJk~`@L
z`MLpof=1O)Bk6l(nl^|8`+ek6Sq6$lBKFCsRFbnxj25Pd`n@czUr1CjXmq9+liiFf
zGO`9*A&8UrARr+7bf(BKXiPEbI)XboN--Pb6NMP6B-0a~#~!VYW41(Rq=7l1CXP%U
zrdn-cwHTykaw}DdT}ZZ#Ax0?6wHQ)0WwC;KYafz1L)p@CJ4s@49eu79#N}3eqDY66
zz;bL3ixDOi50Y5Kaz<$`k1#jak5wGvH}M_hES)PVPoNN3#!<0?89hTQQ*@X~LS_NY
zDItk@jwl&6D@B5Cg_2^CHZ+u!ffT4E>4eBhtvK33Qbq*X@sWu=hhCasLGy(~<R&Bn
zlx-2q5irXcO51*kB5MTaokk=QB;Zn!JrYk$JU}ix#k`u0Y&rNXR(9M(RQ6CMN;H#4
zaSCi!<6N72oNrd1#sx1{AdQWXE|p=Xo643j#axUME>f8^<B<TVQ<mZx9AvjqkKy;B
zRCuYeX7C=^Ms6aFQ8w_XP#LXeMMFL7B04UzXtjQh%A=4Aans%;^@lexe{L84mQJ!E
zlbpZAgWD#!s%|AUB`=DpfZ*U2llYB(+@)jWyp_CAy_kKXj4y9dSMt(8kc7*RgNh^j
zNE<Q*OQz_^ph?vD1Zp*h2o|n#7AGAeBV{-|^D>969+Vn^F8B3_)3pd*oBqRPR#-Cr
zK!L;B7VJ$kc*<i;3H{7(3((fKobreVF=t@gHbq4xr+O%BE>h%4m{aKaQGDqPT0W0t
zJJ`P~7GnznjwoU(5>u`WUPUCJJ9vpwg$vWMIBX@bogx+31dy;0aAbo(I6$N-NY-Pp
zf7;DJK8Rp=u}l}HtYLU0o;~oD{~ZDlW`jUhuU^d$e((ceHVCAtsfp{azy9A91hV^6
zzo50sN70BQ=_xe3KtQlDMGv+uU<oR=;KCF&3QCZ)zX6{;iOZT{GQ0>~YC=uUAS(3?
z<!7kL)L|6Bv`k`Jkzv~*;DjkV3bqZ31x3?hv{Ym?8zWmvp=ctNVGjXOAQg*~%jt-M
zjmuV1N+Rj(0Eh;n6h}<v320GTd~*=9aqL12uj(g^gk~DEUH}1=p{Sp{>LFxiY04F-
zE`mod;y5OjV1nZy3o?SFQMAhB%W?AM82NGn+b*L?8uh*oqTWVuR4fM!97=+P>=6)s
zMNByb#S~@Tp<rt`vKOzr8Ua7$l0?>!DcdTh+e6vOpy&G#tQcCkfRoRn>t!6r#Fk`A
z9zWrlCOpw<;wgi~R2r*jBic5C0}>86HlpAlIiNZM%J0&tfPf$fsE8;C$Oy=QPqB%5
z4C+G$!3fAcn;~<O!^cLbou^TGb`W`K2YP)6(Wxk|?jg)X0@-nxiRbW7ClSMb>dkRV
zwGA9;*}$ZcVpz2ptFGYb?9*6N-CQf5!@0xL%+zG~*5Z@-*!UpR!7A>q(vU~`Y3e&l
zV9Lgr8f0=$3GG;bf)U2_G~uZd8P<GAt~B$a30gc=Y>fpl95*X8oyv3$Z&|}EY2*tE
zMp?imf?I>U*GF8bL^XVPO#xLBkrWAARmch|CDDT+NR(~Ro!JO7L$t9~2>SdunnSLX
zqD=<VGzn!?G)F=zWhu;blS=oIEskP1ITXnur26ssD$)H>W;|i0-5!#18K;oOoi~v4
z7NTj*rXo@dB&|%s*2#(nqLoLoi?fc-YJi$b50Yauok$aK@^}$Q6vCJV2}}o^SyQO3
zh@c1vl8hipv*Oh2B7#l7r@+zL#VjbT;TiP?-j)11*_lx~Qwg4L3UhH|3sXLsCn^NO
zYM3><H`DJ33>Iz9xpXxbUOpeMTV!GgdiNR33}qSVJ3{NOhdDU17yqRnA~J6Q#k|Et
zD#cJDMm(FsoXX&u&ak+pf=fU1Iy#~`?4N%d&zHZAAjvqkLoo~a8Au#2G4*UWxfu!B
z=O)#m@aX<+%;~6OCZ^Kb;^%E|?ZW3%_|dKRk;@hN=m~R3J^3KNO4agQ(oJvrAwIOB
zgELS6G>>l==<V0pxYom&8$7sOudFn2=kBMtdHYLvm3B_E+gY8fM=puDf(oIz9?ZHT
zy9&FQ-!PZX%6778n?%eYzG)Zxe)t_~Dx$1du@*trFoRKya0O#xkr)4M69Otb-V)*T
zM=B^qQ&dw!(}8C=?rmYu%peCYJc(RjHb73mK`vRiHjiR$Sb{I%!|0j7Qe(6?w-7en
z9GOZmtq*h29ES_57h~EYS;xbe?j@a1Gf{Lg<kV2~K{lLYB9p)}ZK{F+f}S7_GP-3@
z;r0`Dd59R(v=tB1RyaUJpCI8#91yCQZx^UGXGqAcjJuYS)mo7Ri7C6lK_^bHbBIq_
z18nwGaECF-iuP-$72GVFInEoVHbJpSmNYRj3yMwIv=PcK+%{y?I(mEy=+ox0OLb8e
zO4!zMioLfn$9DKY{aR|oAOnVnt#r^Yc43Gb7CK|;7l<XEq^wWk@h!qzu@uDtwOqu~
zbCilB=;j!HSCG?Iew6*w+i3Mm^pEUkLQOJN8E4_@H*rorjcS(pp%9@%YNx3X;lN;w
z!blI(iNp8;iwIV1WT5-qRJXl{i`wQ==gw1^9VP9!nanO?UO7z8K0-Cy_)$lgi|<*C
zGBQm@k#HuvX|DI<6SL&gS%z^Fn@LjD=%c0GkE)66&ubjcshEO{CA+~<5%Ot@iAgf?
zDYSrx%RYGp^&M5%h}=5z3>8+8{w>pJPd~;SHO!JVAHuOErkotV9KDTIt2Pi>rtsjt
zUz3WJaZqRq2ROTEa^~1L5yQro+>E#zI3zSNrnZxhv{F?Up*~zhwBr;q)1(qvTtSuk
zjwl@ght8pHJXgI7K~>T7I*)$!84kUy6DLKySjUOBm#A!z_HE;(!BLt9`mmfda~9Pw
zr*;9c$pBg+Nv_t$s&J^5y+ld^N@=z}v119CxX>Lx1u?*+%fq<Kq$rh1xfF7egXI+P
z8U~At^~_06;5Vj_<vgxP5_h;rsiJ`+GpDn=)X$Fm2v{>LsP~fhm6$qo6lE}pY6+CE
zFijIn77-*3$B?;e@a6wK0`RW8?&7MeuHvUZ{VA(gujaeo{VsRkeK+0R-Beds|Jl!G
zG8umI^&xU1Ad9%Q0GeGOC(8uw9HL|5I5xKA;1V6G%mP(<61VI|k=+<V0YT7kER&RM
zGoyH!@M`qBEgaF|+^mIG^fIlh%$Rv5<uqPj6H2ZQr|iKt1qKQ;^u^<35^3yw0R#sr
z=td4nxU(j5%EXaV2<ar&bQ(#N(cEs#^Z<rv;)FZ|O_^Y(j5}{4iV8u+Pt=xiTh?sK
z7zZp-M3-GSl8P*8sFH>%$w<FjZ=6lcEFdx)l%eZsrZWdf=DR@-qXw2DyBcSgBLxry
z2SET^5-2GG1=XV9ws1lc!8$K>5g*=(Nn+bxAUo0vsEGb140jmIt&(>P^jwLu?%>h|
zD9#|5DI`0MC>RKuj1%z^ZJUE$DKV^$Gg-1I3uW?J8r$n(McZ=J;shH;M_62PsF5Ai
z#sE^22S;!)Y&WB31EWWBjJ>oAvs|WWel;t9_<hWfn-4$vX-*88oSiZ#q|#`md1Mav
zP!(=Q(v!HdQ<Q=c+>LYidTp6wrDMEq#d6{y7q36)5a~%EIet>vm$@?<=X+X;TG5Tm
zFnJH{L`<2SWK&zwNXL>l^R?qIlOGu-yX{%LPBRV92_%PN7+O6}twP$PFjDf;SXX9g
zmzya|qg$yVozh9hGsrghk!ebmn46NR%Zj*72d`}7^~vZJ0pg;cY+6CnRYU}ANdQSe
zm1Q(RL=wf>g?d{+K)^JM6muh_GlLWgBiLpRK@jjLAu6;0QBR0sMK#A8s>nnNcpF31
zPK;spOb{D3$QqDUMT)9MS#Yp_7XhyuI+kgoy9G)<gN#R~thmU@9voA^ZVwZx>EPX`
z&1ZE>BX@5-%GBg28?>FQ)bea)J&%npz#cFmW?)zbx{yau4Lpv)jG@rgbA;*IdJMIa
zdaIgA>i|p42#X6v%!r%Xj(PYJW0aP(@PyUN@Xmw0GixySm+xm{+Qs<c3<o#AOwaxU
z7^a2h70COOEU0S09vQ>zdl}!HPG0}@k1}sf7s)Y!#IQqV+98wD+4{uO96Z{MtD=jj
z$4{lpBG9^wx=J4v)hgaFgzE*WI|Y2%Zur%|V!NUUAGncwpYGw&XAX1zsjGPQxfmNx
ztl^?l{Cxi-pF}Jq`QVl3A)NGjCTu_N`Qavxj~?LcCDVNM-T#Vhi@dO{z*CzGG}p;o
zc($MV8X3oN$Pbp;dhcNpLmBGVHt?KlfH-+F<uWD11ZFLi|2N@!SE|hV9mm-J@-`Be
zox@aD1M9mwIBQN9?a>Niz0=%({cowWWkRQ&#*w`lgvn7_TN`i=zrbWsU}tfFmp+`}
znX7(@B&r<BP4Sr{&mn&?hPQGdj$5IB@M((G!z_<pN-kzGQBF|QXQ)};g3r|HC`B15
zyOGT>b*ju<SAj+91Qo_1Zpv3NX8SlJDC6?ha2%PODp8VDyov|iGAUa+9$BEmk_cJg
zH7#65j5=e8j1)vwtB?^$%P_85#6=TP6;YiG=T5#v(k(LW*eviap)5oxYbsu0fL)rx
zVNV@yZv}bHqB|K!D+wrO3Du{PO}|8H@CjsDVAZnMkuD1y8=pcdgeYWk3=cg^$&oQp
z5yjb3poU#Qz#<S>gg>%@hTt+($%kfmDT_s1YA<eUHyK}^l;fgj=m>?O9ju*y0b`O*
zUm;IW3zJX85VA#ll0>00f*gvHPUjF~V+3Uxr8-QNUn5*dv+wvz%=HUAb=nzZ<OH@O
zFj=W_{rCuJ^<-AHSMb(dm!b_E#cv(pw$Ozvdpw3cIZD3TM{#n1T342uP#7_GjHB*q
zCUqGr6+^KNYNB2$A^}81R7_M%1Q8^Uj9GSgZaB%F=>*|uJ<I2=p*m27Cb=lfB9ra{
z+jieZN8%9gzUO<?&1<1hD09sxzDfI>C1}x31VAsBIovnS)Kr0py8)E|Q8UJReHZhx
zy?Bc;bV)}MOcYH;b-PfbQM|3~BpX}k8J%Y8z+rU7OP~a$_#B2(9i%WA)g9If&}6A3
zf-iGl>@clI`=}^O_@eDJ&TAuIQm~REG?S+#>`+unNOB%gEFh=_WX(a*Jd~A6Oy>lI
zauBsJjZ`Qg{?7d8m^Ka~4k9=<5_tso7)QgSY?gCa$^uq7Z$xyJaOwhh=TuRy9%ugU
z{rt3|lS8`?Q!44yE^WcPz>nX^F>!P^!-o%JW(`DK?ELNK|2+Z_;D<l_;qMbcFI~En
z?|=XMtXZ?>FMckQ$?)xO{*v0dHF$~<>Wg5zA~>2Cq}g0jj^p51I*wUJcN|KRhH03H
zhK*u6i1zHHCpn-v;5f6P+%^IkNg^XF6a@uK5HPS16%)&&GwsPUA(ttN76Hv+zAs27
zUu0iTjH$x~)P#ee+sLXyWyC{;qT-ZnMhinQHiBR|_}n4nL>#kN07*l3SE48$0=j`(
zNFka!f^7pfl5L_{CZcVCV<I~aqT?VtApK7GNrLbSKR!{BP`oN}BSA9Xk8LK<{C-@~
zT0GG@M1LK+;72HdCzZmQ8AUHlqnF}Xf{s>EO|WeNhNv(-nj~2?Das;-4&|aw83(1p
z2aCN_oKwkk!xY2G0Y2Eg8gJQTnX;Dbu@R;YA7kohFWLMMrT|A0Gpuh|hUWF4c-%;e
zjGik{N@p-*F`Q%qyHrMTsnmBh)3kg(4Xc-+1${W%AH(iBfTM;mRUg|E$EXfRXp1ys
z7Y~s3N{opT%a^^Gp-PF=-siX_8{-}BCAiESb*2l&(GeFe1z&+e|2=G4v5dU|Ka~N6
zt^p{v2+T<~5gqMA4R(+#4x*$Bc#B?SC4_qN+qif0{oMKVZLB%zG>&}oQT)fV<h5#a
zcO|K6k)+~6#!Jr0U{@4bvZ9U7Ha8vhRm`t#<h~bP<c_CbW=<(WTgpXqF@QI#qLyc!
z(|s-xk4M7Rb!=0>M5HV@B+3bL`2_j$45nou2{Jw<Oi&FG_4}YoLvQe5b<~n-k1%cM
zj2;~)xw#K*TEktIC<_ib#Ubw%5ds1wcb=S_!O;XP*~XF#9N9#Y9qNL9=0_G#oU-Zb
z9-}y8L0Q5<rmU$LO<p_;7ID=Dt2lQ_h-V&skVj@@s>rZ0Fp6!(nJj9gN`88$D=AF3
zlg<X1(zoHC=g{^*oI|TyktPc)k=L-XDM)y7l-%)Qsz3ZreA!{{`t@U!S~QlgSwzbe
z^ljSA4o4<mHfdivk2imGJ#$w?xOCsg`QE&bQ|GEApL7_!<sf@+`8kIt`p86A(YAUu
z8!ui<%fbp|4I~+?WSpmNxPuoHu*x+_)ur#Gr{5--FbD)?<}dNHV5y(RR`+bQ``tf=
z?N5QCGUa&rYF`blew#*5fagb|eDFda_ZA(3K|j}BdExJ`#Si}YZeBQGQXkyMU7!0L
zKF@4D>F(n?k35_vJXWGpu&J5vrv9`bPt9!M{(aB$%eQ<UMUwyM-e(*erue{%^o@_Q
z@90t9^qcSEtq4=lbzbZr;K}Y|j2;-F<FOgmH@2de8(4JRLVCWjm8|3=Rm|WS-9eAv
z;zK`s2P^j7%wpNgg_Tz@-S6eaUq6N&iej#=W&FTBxP?YEt(IKv2uAM=LPd&-)d@;|
zICs%n7K&LqMoR<>!#q|V<K9>siHVh9%A8Q^<}%q!ZE}E+oxl`S;$oDH96?rP+_H^J
zRuFB6La>UA;9?{>NsZiujmDUgB41fXt(564jI+{8F;dP@F*(i~V;ORhAcNucn4t=4
zgk1!4`{=7WiQ!B?pEpMMmldBQSkf7pj#KCL;!TaSL#RZSHO|PS8Ifw3$|opK-b~4{
zFk~M&O`*B8kF2|%7b1%(xJyW(VNMO6$Vu{<jE^UAiXL*s96O3zIk`H`5_g`wS3x%`
z@s3RrF^c5tmZBEm`KkSU>FL|htDAVkSyyuW;M0UvFYi)Bp7SoEd)j1lXdI6>K)AjQ
zm)jwe-ASwzM>cY#`wp_}=ZENa9-uU{hi2szet6^{PmJljZ{Zol3J!fUB67~nMaO5D
zlR3omp7RJlAIFT(FcoSfWhH5ky+}nz4Z)O+T}Y$r26+nx%MdFYh+Yrg#fu0nUqmsf
z;gz8wY*JY+V9bnj>vPXCmdtQ+OBIWJ5~0P7L{DGLaZeq0{_07rhi}3=?*!CSuf`Dt
zUfy*Z(Qqs6Z5#1<L|PgYn(Ad@`5sImMq^c!x{4}lE26m58Ok@^3cd(VAc`Zou;U4w
z=}DOGgTyfTrlstZ&gIZpl!;=AaXroau*Jf04}H=gn`a)TE!K~g^Hbq;(N)*M<N}Gj
zHo__U3WS0xm9JZba+U`110ZSGs)8Ze*o72QJc)PG1;<A)<2ek&OIqy2!HvtDLUA%k
z=-BQ6QhhaPwS`o^6Wgf55*$RINv}W7j?fnR&4U!i2Jubj(dUIIiVoSbgITm;GC(or
zLQy@0D(i7YYH(BmODgmH4PXA>B>?}kWHK3^dhtP8JiSbL%beuifZBK#g_wy|c5rM5
z$L0@z9S~&!QHE4@Gje(qt>tz6#{D2y1uo>MxR=4nA?mUgFDeW16l(AmG~6W_!8UPg
zd2-b<T0mn>G|ZfU5Apvi9|kaE<hgI~2zy2|96g|u*(W1RIS2;GNT{}gR4id92XL^E
zyp^~V4cRQ<6yi`!p@;&SCK0K0Q{522A6C!}n~7AGgNYF=kHuTgJ%bf1+i`p*vM8fT
zDvGEeBQepR;Mreqqwl3&oJ@|0OCum@6w5grJ&j;y!OkEGWn@LdQQQcw2%;;3=!;^Z
zFlFgX6!Mf!6WK6PL>VpMXTiD-E_nNiELhQqDE?syt5lrfBhTHylA0yFYsJ;Cdd}YQ
z+zq^Y!6mGSbfFiD7=;p+uA}<AXnrrUs{Vdor&z#_PvgX<v18LX@hPw!Y-0w&t)NEg
z$n|dL(C98=UXk&p4i;%9cB!9R7B#c}m_W(vL7G#`*JpNda@7hx*mMEA5<A%N%v}hY
z#uIZpi3Nkymqq5sGf3tP8As=sByz|l&>3uFW5sza4K70w|1c37w#kFNkMW-Gzl&uj
zoy@A1HMIUH#oh-W#q!mX6`~+0<iY|**o%z^D=%T&I;Lt;^cHDbT+Pz@YBqI0%EsCj
z&N5W0izURx>nH~1kU0{gn4Dq!z;4Em>_s<pDm+nYYO1Mi2%|-0>^bwux3w~fLu&Va
z#>R?F=iDSm<Cw7w?yQc-5^#l8+RtCXhPSPwbzuXt^2!Pf<x-OI;mycu7=L&%rLxI%
zBE`c`zsNJ2H(@v#)NmQc9wHg=)9k9Cd$)_oU<6;mg=m4}(okEXoOQ)Y(j7xQ(W4{C
zKGaZwh)?8-rc?M~{C0NU_5_vYn+Q$TQ4!Z^AL--BseV5BhATMoV4mjT0R(-B$tAVC
zczBeBbJ|$mm*Y_}&d5YR3oC0mtxDzOJFZ4{&7PCHCZ1$Eo#ph2H!`@#L3KmhYJu?d
zK@!hwV{_k5+$|l98P${vI+uLtY&w?C=Gt=%ljM)@=dq&+b{?GItzW&8l_#~6P8uB9
zpXJcr45LFOTrQEhi~KBJ8KAXAhM5FTY>Fpd=;4knV|?hkv$^Z(JafB(48^w6RA0%}
zm!CKL9gf2X{_We0CTcl89_KfoxQMz;i0KzIIJSdlxsL;7fgK0Rm=>&DtWogp=fR$b
z`0-_*Ch7|TV5f5AZ+ZkF<YV{P0MmnGti9oL#4{qvv`xNXlPlQFbWbq#n<okS+Y#b1
zwlAB<>kh`TTr!@jW2AaB>?x<HS+bm$o0c)R#l>^6oivPtJvPPMg%WSLvYk(U?IB1l
zrs|>;hbJF~t;?`iPjdFjOF1djiqFa+*=b}&VaK@1^E*_=Vj6Y6QC?R+PR5@mS?J=$
zL^B>aM1@;tBPtgdCBnsVRJ%;pRYz}VE-^7cqdvuEaT|eEC$hL}4*hm7cTex-<^7vD
zwdG_sPD*S{^wW?TKu9+-wEjYRqfugZ8oxM$C`goY4i_B$0S`zpHvf8pzE&p9BC4%(
zQSlLWx=w@YDAQwy=yD{^I^jZ0J4s*qR>q7lsR@xKhxT$nspQ4T>o7|ywka`I8YdLU
z(^6H!tErsPJeMzz-^HBKdYnX%*2sKnoFGbNl6c1+*6y36pEN~xl=~AE*j6n^pS_7p
zdVuDor%<U6aVR!|-`&bvJKxK^h?`%IJWFr9pOR^#3LX;a9;~6mTyo~Gsqr=<3pSQ0
z5O*^4=SnnIgz2jGvAizK+-ilb!gg+p?c}{%H0B)1v&Vh|rQKPCi3##r6_cJIexrw=
zE04Nt8R2LUcP58DIE53NCO1CDcrs3+R3_+hQ&nAu)7;FkKaAQDV%f=2Bx8yne)x9k
zm$b2b<$SW6kFrq8Q(Nc7=&I#s4?K%Ha)isi{R!rrc_QEY#cw&()6XZbe=D7>4S#k{
zcN_<%Cb5qk#P07yP*tdHpm%$cCq`B?GEg91%HRl-%=HWs94wPf9Vg?Oq_Vw=aB~Mc
z?w_PnjNtc6jL$pF8}%@yQ7?_}I)SR|&O>znVUDr&3}$`|GdG5rAIB;ukhCzeuNlSP
zgd_y9cWj|MHNySV-Lwf^ET36`Go(`xYnk%pXk5}t<=h|zPm-8A!iu(4Ai_}k2;Se^
z%jPpJN=^*H=fYA&JZ2Yj0;^f*UPcey>|#4*$}D9$(U}(7Dr){V0?@K7B<bH@YUjTj
znM{UXKD&)}OJPxN3%i<HsF{B<Ro);Ks!BvvUsa&#>3*hqzD;=P4SdVElYAzCIod!t
z?V+QnBB>2j_+0pc4t@CvBs+zvs5I2ovAQaXNB-j{^1p;-JB+1DXp(?gv`Ht+#1kdD
z55-7~#3<*o<Yuxsg3V!fALli!XM8A$X<E443Qg^mv~*VTaKm%FXa0q#hRn4ue3^e)
zc{LmBR=nzW=8OVYKJz)Q>Np?IJ|EBDyNi*dW9UU4BpXMzkvt+EzlUt8Oi4Ge%MO$+
z1OwcPhC39XroD!f&R;@P`xL<t_=1i20!?VH5HNeu&P*R9lNz9=X(Ly>@Fl*m`rRz9
z=p<(p=uQsOog8FW><BJN<6qak?>{_#|1XZ?U~Ihuv8EHbeH8$s#uPu!{u;XoYo<fA
z?D!>JLXh6J2#)AQ_0;oa=?KB81XoU``OTa~h><QD3gav&ra^Y$)hY<KUrJGhr<_N*
zT)2#5xpDSnj&eBHkL_3l6+dYsizG<&ii0eW+wnagC!0v}u{Zw<1-HQM|M~;Mj|`(b
zDr#*zrV^x(Dv+-<$aL8(UcQJ&k3WNF$Y4?JYPzbHq8DxSvPmglqIhIKdhcO`Yz$O4
zR&^^zRR>1Vz({3q5O5R?8v#)i5G4T(hoEKR&7_da;PSeuo?F9;H_fB5I)>|%tNvZ%
znn@lfHo2F|+U59z&5RB_gU4G#-mKw?=eP6hOFQU`?<W}==CZXX(l^@8rU41n4AW%J
z!8vB&PU%R7gXk78D^%*|bzw9_*p@qno>37B4(@ywJ2%3DmRd3m!>rrZN$5@M>D@Gm
z`{gXvRvFEua9~}Oz(5=;p5p{hEsd{V!9yoLPWAI;>h~DzJAVOcE{rb~Wre$g`bLw0
zTc<p2V5BV&K^{Den2*sdW*9lRl{MF0&&&J!$Y+bZ>0{^8Jg*MNvdDe!ZVF?&xmR4l
zXwu;wA3lYS`G2ToUC3MX9LlnHdz$`Z1v=+@IqCEYT01>V#<G0;ix2XN>rZ27(B!cv
zMvy$+Y*^pM#pj&@K)Gb_FJJmM)~c&X_6md-1v&p+ooHd@73ZN?ve~)6#Fkw}hNrW1
zPxaGP)y!fm&AN#lY-&7_$tP}tNIlZYS5g&~sjifW1SPy4k@C<Od;j$@f{|sEk8fvm
z&PtZ0bUgY|MlX;Fyy)go-x03AYzg{@PT?mnyvUY^{kT$o#sfWg`;L*UJBBBB28I<!
z+-Oo7n7}pN!TeKCK#K-BJkv*&+lOt542`BKr)-c*DA6+Y4G~1yrkoH+rX6fCL09#Q
zymRq<zA&(xbE7AMVL;l$sa7pj=}{WfN0A(b&GHC~8y1tEzm}&eqdXqp!<(~ns2okw
zoZU+_*UPxvLBMkH*z$GM7EKz<CYqv>^?DJ*aYEfM@sp^B)rP_4nJMm>JBNH^1#8E)
zvrAh{tQ@7fWUwGU!`7NgvNE9NQMEEFv(r@f?Pf68%z?U7NZ3URVi`>_kV;;LCtQps
zL=?p$;IU{7D_pl^KKn)=;hw?gIAhUrTE~`>nDLU*WtQh2XWaIaRO-m7A+(5xgZ-P>
zzU?;7>sZWq%X0QkKEbicNh<wy<b)iMM^`0U-JMu{dzri8RO$n3k?e7@A%O~g8T$th
z@qq=GBI-U$<ym=<*V61P_0y1z;<rTn*(56mUuIBW3wv|q(hddF#f(->TF|L7CQ#B7
zD4IZ^wVqI010KI0Pn}9+m4{ewAG?0Jm6>DHEN!VE)HR=MQeY-$GovYN?%j+Oa`Ugh
zx`xAJB_4U`I4#)(tF#=}$Otd(*@~;u&6{reGP#hCum0dRYN{&u&^s?B;P?L7dr^KS
z%a*$jvHjjdq>hiEmtr_}97!#q*$!S^!K+kLwX}sZP8HD-(|qM#o6@91mphEdZ*t}Z
zwG@wJF<ma^+<FbN&+{LcWnP^v6Z`q*zF%>Y73GWrQ{*;oVBHCC{QdjGh2snr`tTND
z&cplAF1Zr9sus&OIFf#WjM0lJkD)tRN|J_8sGy1}R8$;5H*^+NUj4TbfHgHWyzOmo
z;~npK2VGrVfAzutS0j_jaKn9f@LtaVd+S%@$wEF?i|z}O3V6wh2BvIbD>h+|f?JX>
zl0&p5y4fZ!!ZQ7M4UMp*;q}F+l_yxf;AAFj*g80bR?6XbxmnrKPMzQX4?C`Jb^iu`
z!N*1OPNu>g`2F_2@(4eT-^VxVKLE@My!XENub8&Qs;UL7u3o_M=v-W~MxvDBt<QXx
zPp`O|6Kj{gqJ7h}=sP^g)+Y|JZ*vdXWFD8_O)%oeU*RJd^;1z3VEOtsIv3Qu!pdiw
zC32Y&a_M38at1~7V;My}{yHjamLmuPv0{=-pZo+q#e-LIGdI-2yl^XX!!0a~wExau
z@vp<NE%ax8ioE13r0VwBZH`0V$m0|aKSkLc=CgGJtPyIt-dTrx{4h>(2&x(wUbTj&
zi+gx7*~8jk1M7XwczSZ&?Jp43D!I1ejijU`x0?6zUinJu#To!?$0lRu2`PT=E<eUi
z6OZv|^Y@ShiQ%aszH$4Fl=KoKO)9rs@HM2dEIWVo5Jw-|M4{x6m!ss%9*XH4iX%}K
zh@b^E+?5`T>=gNtUW|MO!CQe?)r=UZLMZ8Y9378Q#O0W1vWQ@TWeS)&vth@8%cs(?
zs)eR=S5xg9K=J#LT32AabQ|iK??sT+KQWSjjBOcAjqfCz8lbl6MEt?#SG@n?wtal$
ztKVd}c$l|+<SK3(dztL95riohvh5=poy%fv0m<Gp&U6-YJcg1t5fCwC3CpFT+ZigO
zRRkOSlx&@<xPvEWQ2U+^w1U9s*G8$c@{~?$;_@$?L-YK4Chi|*^ubB;!6p>VK^#5;
z6N9)<Jrl((B8DV%mqbAj$dw(^Nej&*60KK=9@&jcFJP|e;@Pi#2g&qOzvMi24)vh~
zMc(}R^Qmi&kp0Tf5mWogef(?O@}1`qM1gmH>~tcPzE}SK9EW3vb8LQQhN0sH<}UKF
z{<I)p{J|q!`_}bzG}rL;Z|~>8(cOIZ4I7EfgmEkfrAg%5yKdpKD^BJUzqp^)#`F2w
z)hlSK{L_<DDxc-yuYQd=1ZchDjXd~~FSGVtm$C4|vtF^EUb1=N-;VO~cb|Z^l>}ou
zn1A|Od;>AcnH;NsaW1#K^S2zCI?fxaHC}$-IvDmdx>KNT@gOgc+)ip!2f5Z3>N}cI
zXATjXqcAg*M@h7C<EP$0FzDma-4oomZ-BnUFpfBdFK8jwcu081I4RVCK4p?GxoMs&
z(b|%uE6~LgeOq~O@6%k=)X95SZe%>WlF^JnD7BBV>Em>k=c4I3+Os`GGAU$T!H_+S
zhv%V{#)#%7n2;5=M#ALUH!xMzK&NWr(F;t77ST|i#d;8V_p@X@@G*OkFP!my9!x*R
zIXj-CQ427>^fUq$>kx`M+Kvg1*9X{MGH~e%HAu`8j^pd!$zES0Pu8x)uZUDDDjwO(
zv~H6(927x7k<09x>OoH{6!ID^${YexkfJq#={T5zOxX}|%Vp*T6<XXwXoWZnq&yWR
z9hW7LE@t^ce1PsmFK;;ST6T;-#EyYDCpVo(U1cLLJ$?)RNQl;rZ{duV7M2GqNFU$K
zOrgN1hQG_VPyIga(GCuo$9N%kjG;n-NGXbYs-8>iDRxQok^B`bEoE7IbRWtaFJt8C
z9DO(UqUZA@q#BH%n=AtEAk=whaOWm4rV?~rwUXuw79vWs_x<!(ihHj9HPK>;C1=m0
z?(G}N4(8eY$T;`h{Wxi(z(>wLg@{{2*KOiOlfk@6*(qaB9w6WQJc?-Jiv&@d>e!jj
zvGkHNIrsDvNRLb~a(IBTqk~Ky9VR_8Ln-56;iBxSqTml<*Lzs9sEPJ`3(B~Hqbk&$
z5ux%dg@gUQZ2sjo2A&$C4uyr4)l^`!=As6Qwu+-Dw0{141W|moOY1+)*2(?!PaNa2
zQ3)pzLpt+yh;_5pO(&P7{Hvcce)dX60|i{7hq7Iy!QD!WrxQUCn6W3>Z#{yIf#`?`
zNQj77hQ+DAzfmpVFMa7t+<NP+3=9mge*Jo`zWQn|z4TH%p1)oR|5qTB$?(*VK7qdO
zJYs=LG%Z1Wae~Iw2zjfXg1d=~5+-kH6iX7AIyL4LN-d-#7G?+*I29OX3MTr93+qYb
zO<ayeg~!e6&QAQEKmVlicR4OA&(9MNFrrV9wF>}fg2JSk;M?^dqD8HJ#s0~1hMm(#
z*fDj8z40DOW|^!};QJ?ijHS^zf7ib1<qVEv|K1w-kHpc7=uiI`<%Bn5$NI5)w;|Sc
z;mkder_^1{rJZcK%x{uUkhe>`MOcJ4ouJ>C#H09`>+M2SJmiWKR8=e{7;a}@;TS(n
z+((U4!DSVvbGvgNub0kXrSyj~T$9c;ZyEgz--&*LMeg=j^r>(37$5t^M;I^0`QYi-
zab)lieIv)PGbJiVZK~oD2};a~wBb{{7)6U>x`ZcMOZ9>!_$s1cI~YX+$9B;C8md?O
z!(We#uO^7UI)FRueuX&y{kS*|=Fa=Eh7X{gbv>d#`ZphY+qU`S55B{#cRj@F(-sqW
z{Tw>WIezubuSrg82>D6`)rVEgqJ<)eK@WjQgx6W~c>dOhS=`t~b7ehy$GTZrH6LuS
zMzXjiiPi5tiOHXiW2LgV!kq}K8fZB=MC%ea<wuTz1Hp^uFnp}c*d4pj_Z(+z)#<nc
z3KjJV6?L<(NUcJtU=trPh>hqd&%8*f1cUV}aSQ#VcK(`hO(hLW&f(d|_o1p9uRCu&
zEqi~0a`Jk7Z@-+LL*xA7o6oXpLkAbVZOto|&K=vq%vqF^CWm%qc>J*#s^f4tae&iW
znps=l%p>C?JbL6P_uP6ZRkgDsa(H@@_y6E)eB)j3<-Onj1i|R_oV%)(D^G7m5?{Gu
zVW;!tetJLhvQEDL$Zr_mw2Kek_EXvxE&Tnt?%Pw~<@-`3xAl`a_A&!kn7k?8f_TWJ
zb6$qYavO85UCgbY{4L@<iIv+1`0Xl-fyp)4)dLio2C&6SghxX-&Gneelk~l`3CE?=
z-npFOaUV)o4e5dlLn>nX<2X_b1c#C&;ZsFcR&_E}PBH4~Va;4OZ|`#9wM7))I`*cw
zaL>#8+0f9&=;Szk@#8G4Sw&xZh-}%W!_!W)r->89Jl*bAUY6_e7N)r7_$E3NGsLTE
z_|4omAb1;i{P<6}arO0t3^yaOY38)F(-95ug^8bI5BITVG{q68mNVsM_Rh&rs10#`
z%7?rAY1Ekv>4rC<8395aa}XO{98cfQGpSCNjO`;bd64N2iPEC8SYljA&J>s~=Q)&`
zpf8_AKtgv62FeMdN`yKoO1oF!7el`!Ty7wq6&cPAvA(klrA4R9)ktG5%5=O)eTB?U
z=LmBnQI6*f^mHplvp`kSX3q=1VtA&9WQ$IRvzXM-5GS5{Jz}(y<-scYvnd*7o47N;
zWBb0r+d4l?xzWeCQzRgGS*LZP7c_RoV{Ej?I3QFJt(?p28fyuuue2_glLq^5JjV2v
z0hFi@OY&d}?%9kPI2eYBJ>8F$7(=OR!`;w==9j5n>0@f_5Yv16S)kg~zi|cCSFFLb
z9d3Nbo$TIpm~*dt6K{RbeB6SAK9MIol%;RSG^2Z_QD@4;^fXp(40mA!JwJ}^IA~e~
zNvlE7ny|Dcib@n)F;QFwssxfPAm|dNB{JzvF<5t;qAv@ML!04Y>ZurdMrT3LL%UXm
zsM(zH(3On+Vlzs_OT+t4LwJ={z`rF<at7<EM`siKpL8<T!}lS*;bO$vdI0if76B2D
z{Fk*vCX*o;4E}9>0AG0F1#Z6iX70WBUL;B4(n~Mpnrp84cLiGfS0<Cm@QYhM#1(J7
zk%H`J`(%QtY#PPM5f=OCDvjZ@bYyH~QA8F5QWY06TslZztiWfuuq~UA*~h5UiR!6f
zWkVfx;V{zQ_=(}KrEKeD>;jc?=r8W;I1ajPph^FJtIvN|>|6rl#oLftmmzho`;(Tg
zxS8Va)H6&P3Eoq2F;UTrX%w)`B97zW3%t@dWnbYK---Q()BLMQ`X;FrtGPsa9X1Z{
zPJf>2QY|;uyys8$>(pPpmA6!#%(}U2>1gOek!Nqj@nVX1Z~8L#oc)cz-5|UQj^jWv
zi{J_T<(>Zu?%MqX*MII`s5Bc1%xR!*RV#0p*Tv7C{~=kkj89YvH!Z=RsUf>_jDyGb
zvti>LZvO1|dBfu$;>R05O|$<G4>X&9@B+nTk(Rnv4&FC~-#v<_Y6a@aQAS2g5~Did
z#0=Gm7}8mtG@en7a_}&@9mnbT=B0o3X74x-$sat5+!&>_d>MlWiyVG@55rI1f)=hJ
zyz+Fq4|h}H^YFUzR@4(dh#08AvK@AG_p<e94`;7f%KYX=U^dye?2}M}5=ubERV6c3
zGI`|j82h`&*l=!uYp+?s&wlkH_ue<f5593GU7bMywjVvnj~=|6Z(Msl@A}uPSiR&^
z92)U({+b%zctSmzBBJl^rufJfiW?U3_&0yTyz@^(I(rE>JoZ!Ewhv!#7v9kpJfQ*=
z$4#cDUS`7w))RivBHe$KrQbP`f!!Wd!Q{SQKgw8VKkpo_XRv7r;#ntg$=m7}8PD<C
zd;8h*#7@q=coF^u8NPGVJyZpn=@TQAdUEI;3R2}5(P)vnKm?!5%e3U;%7rKJ);TM=
z=lC<+Kkz&^pZa-zm3oXr$zJ056rXKBn^gHJZrpQ_n%YXvsX2uefz$ZK@O>;#<~gx$
zBU<Gge%ZT;V8%npBePgIh%R~gk!W&(8KHW*A747j-JNwDHWDmk8Ta%&z~|<?lLhk{
z=*bWB;>=#gMt1OlxSxXyPv*(|PEKfV=G^UJM3;h6P9dx9_*_Li!*?TY{4mApT81Wm
zLHk4n`q9TY<Wae^sgiutV!mH}4Q}z3_mTcWoX_?=NR1MpMhP)ha*@z=3XVmS8fK*2
z2Z0$@yBc};z*C&rd<iMbBJB5YRntOr!{MicyRk|tO{#Zx2@tSU8(d?2=gA+iI*}tL
zC#mRY;+kb&WpBaDbkQU%yBNtFV|V}8dH=#MvQ&sMsm?=lWb%eZ$}|uhlS(m#C}wdQ
zmh#5B`G5AhP50!P**8P#aGdn9B#!N%R0k0%LX>owVxmmxcpv5AL0oe?p{^BUO2<r1
zF+RMT<trMfD9q6Kp|go>Y~%4?ZRVD*JWl<ZQwc{Km|LsS;*yXPCRV{hjVO5CW$dve
zsi{0iODe~5egvURL`u`?&k-%9Q8L-tOctVu;ucW7GMZPy6_63cSwDWWWb*W`F`gJq
z(&-Oy!UapQcjs|MWlsL}B^>|6Jp@*^Q1g~`e|8N1*4Ptc*v~(WxbZZ^`o{lM8-Eu8
z_<zaea@=|6o!oNEEo|Mom3i~#arM<#^WhJF_;1ntKb%Y^!+BS%=5s&)I;*265m3U|
zjzdo>!@)#?<GCp!W|lej7-h8qLv3WLJc44D@HqxP3aCN}v1%FX8<!#f7ZZK2@z2F_
zEN)Le$#dDAtgoC)N=Z`bM7e8x6ZbWJ1CQwXlb_u>xt}lY{5cU<fEAVVSXH%v<&|^!
z{((DLQ8|yZn*Omjr@tpZ+VNYyaL>1>idj@hZRD&FrXbMPP(jb|G>xtRW10P!>J&eC
z|93cj`RROa$B$VMZs$#%XZ}%pPk;FdoRUqbR6+ly<IKNmF@<i0<u|sY250?m&9u(w
z4-X)^Wa{6&fXUmp;^-y~*Pr%h`|3Cj)1UYi;dh^f+E(-X?Z;o-%jWOiN+DH5Ze7Qo
zZNqpS5ACO%kLsR%ayJZ}{fGCEFJxJ_W*rq(L0ldY?RT$0g-obMLADYceB>#f`T3(r
zf<V{&Abo=)=p_$zH9o2;UAV&mVij&CBPt*N&<DBp>sRsSv#z0NFXQ=5$GIleO|-$s
zKrzMe&I6qPz0VP9tYh$Ck?jws$)_z=oaHCoouOy*C?f}-XJu_CZYjmUXo7=p-awTN
zo`;XnJ<&&E?tI>qO`+y;Y<bst<Y!8Z^=1fHXb7=kOrJ@wmP0CQ81a72I_*6A5BKxV
zkFCb**03CBw!XUUU^zBxs+;kv+V98j+0h+*XaDU;g2<s#KQ&5(2|Z4ytC0&^PGRmm
zfkXOEBAGVM30}he+5L2nzQ9^tBT}`P<<+ONb6|j6CP|gKnW!BnRd+sZb*mU3*+*dC
zqYSjHVpx*7Blak}l1GU|e9Wt>=8_2yU8;w@%bNJwrbqbkIiKVV<s|Z>&ywohg1_?;
zf{n9+$S$QRKlvey{4kQgmC;a;;d%9RM~dXf=CdO{$)FzRq(B#IgRLy~*YkAzD2H<6
ze6HhlG`S-<jziHdVB0DWPY-d&*l|Ql#V=ZTML&DTpCams(plS1t67C<3Rr+5D~#Av
zXnq|tG|CO(x8Rl(mOgSB*K}M+s5(g2OtQ{#@wFY_L_|feJd@J{Cb#Z;lGR-|5Hr1;
zEGAI|i804V#F=8gQliEa#2u*T^HY1dW$8Qq!&Wb=WD?&QWB9=#tfEQVTRN#+TZK_D
z*!{&#Ozn;#w5}r5;h`iL?EBS|Xp)OXN(ohy&{nRccWRu6w>(RIV+ZG*xsfSb<k*aX
z;1V#hU?jlIg3DzwN61p2%OJ`!R#PS66RW9R;w3uAjr{-R#{9o&kMctq?)~^fJhklr
z-hhw!5kF^t>TG&$c!|i8Dpr5>G>(7tw^UxVg6QiO|A{00ug%|80RF!``skxvdF7R)
zQYkFU`dc^u4<VDu@SWQ)<mxwlm*dt53j!;MYOl;4*lQo>fx@q89cv;|aImBtwp+pp
zNHkT<r&U^pTlmNM_r1n{Kc<WszB+Xak}NQ6k8z#<GEVic{L3E%(&ZexV@KIJeV9G5
zZfwWq?z6u3cVCwHN7I`e<{gjRK&pR|@?bynn&wm6brM6}o9Q0d%fDRtd9FG0Z2)W@
z-^;B%5A%ytKKH6^IgZ1lpMHqciwRzT$HhE)&Tm-!$qUKvOS9rD9Z1?ACWy?=DJF03
zrs|4LV)t*R;+#c9PXF`P4>O)2_JzBs`PSPJ)K>;{WhY~7`{{2O+`I#KIzvyfnT9jh
z@%s0jNo{K-0E4|Te*EPpX`55W>n>i4r8`U=?xXj~=NaF%6O<5Y;|aJLS8=p2gCM9h
z&h@Zk>H$`*K9zDw;JP>0F|m6;xBu)W-0>`R(JGD%9Hh#06BgWLDx&lgz_)M_fwiY#
z_eto35NwvHU#BrJmW4;kWUGt#UwW3+^=&Nw`~n6yO;NF=o?{im9K7}@J=r*s6VKw}
z#uUcO-MqAJExiSa<*O=LxID-&zW)FNBNME<csVD{o69Y?{+g>Uc@vL5eS~j+;X+(4
z<yA)T&y%$ZTr+qh?+IMQO+yb-mURGfWSO!@@mU@$Tjac|Q%K4pms+)i%4Ix(1_q~g
z61M}?IesdPgN#;QNJX%k$@Bpl_dSPRFVMX5gE)?dZ9Pw+?0tm$v@$P*3Y5w^Z&<UG
z_0dI~(3?h+Ln!s96Q9~kshB_rIHc8MI9dfUrATDVg%ON!IGW%x-h!Xmd0?;{;|r4y
za)L6K>0*vW{yNU9T=a@-R(DKpO}@mS5$F9CXCRsyKN&jAp7cIW47PFS!QXJzqU-2k
znkKmtJupPUJ4}mI!=n?sxVhnTcqKR2?EfOq9NWQJYffN;Zy8sF&qDj1^>OFq^L+ZH
zPjWb&;JJ&QVs5C7$#R~r^uEk#`UEqM!zs<{XpXd@<M93?ck%Z6b*v4y{fE!l|4VVY
z$no2bF|#j0^93z5oY&0gQ$6(kdN-ZdpTp4BGReUbrBXi=$NFelwh-;5T@>amLRizr
zqqp9}OeW9TlP@3=uEaEKsv8ul10vbJB90BsCk1F+>qBu25|0j%+ZV^bvWn2gIs{3W
z&9`SdIEGCrRpilcKEreSj^I*VbXA3zyP=)cSFYv7OMXk!`E%(wtC5lKKSRrB&cna7
z>90Eee<pud0az#$xclzAx%uXsdFiE>Xm4-l9q)L@U#z(CUzJQIL;IXsp51>Vb1SZ6
zNAgA5ymP5@zw!rQJ2ns6cQRuirz=sS!T(lTy>tIby?%}Vt~{UJ#qMG^AFX=JKf5dc
zC2<^wU-dk~Er%bbKJH@M_NTe{l*{<?6`%QiHiCFD#br-@iu=y_1_9OgXWP2{b+?i$
zWT~(8V>z|du9$~fHd*?)R)qh@SI#b(jQ{Ki#!Qjik-fCvcp;vyKc7TCzv(dL{R2ea
zf8MLUZ|XV+Zn}e`-~So0yvmHIA%?42d-)kGI%7GL2fEpQ?<V?p9-+Rug3k2|nRCv`
zv~662r2IiN74kao{oq5K(7c>OTl46pEKN<7Oe71O_4*o`=eYUKQ$Oa~#fxY=IKd_<
z$FunuSDo@9@(DP0pn##<G_BVNc1h%Qi`3Qv@<EFe-y7!cOMcAC#m%hy)g{CaPI2Ux
zZQKz#O6$Y*45o)T^<S<)Ja81{*cfuq&(iO|375~{XOG;=mdAT&Ra*JZ&#%EWZQk+W
zuW;7JGud}&im!j}4XDb0K3J=-Ji=F|ZsDhmpF$D-AhLU$ZhmY07R|7UIx1C0E8|6-
zpe0ggh}<jo^W~<Gq8AMM`gRd5Jj0+|OR=ewQ>!*&?tOq<VmIYrh?(gro>}doDqK&c
zQAIqLVSzu0zh@hV>m^DR)wJ3T=*52Q(hPF38c*JjC)|iylIZr1KvgYgaV{dSv^piN
zJYSrCkT(Tav)0o=!PXhjWAy9O9M`8grcZKlU^S<B=e|N18n(%`hrh&1*8*M~*vmIg
zdmjhrW|g>@Dq+?acYm>$&rJLnN4ME`@F>4J=}Vkiv-(et<&oS3H}pQj59eP-mFCBB
z9JZ$?SP`f}5k-oY!SzS(<ciu=oEH7t&1+W4WcYzWh94Ya!G{+is3yBU^Ehk2{d)Xu
zQKk<SICTFYJ8yrI)|Ja>59TqC4InkuvcI77)XV$mn!l9wU2Bmvk(P}CS~mvJ0)L!E
z!?7H)JEus$JPD$JBSQb^6x$CRqkmu$*$`-q_&Dk6^{jl$YV=r<C(pfwuD7qmS4dzN
z4O%~cK9Wa!l_UA@!{0>!Zr!?-n{K*^-~RTun5N0a7hlZPS6|JB4IBO@o&IO>e+R2S
z{wN-IfT(*NJ7->`#??TxrvuY5F&%xjMy+GelYWAr>|%cSl7DvBU*k3Y$1+`*;o~oV
z51-=3ExQ=bPExXFYk0e57av{v*4e<1zd$)zX4?l}BJzd^dq43w$#9TxsF9l5D3xpd
z_~*HBY#XyYTOq@3%H;3uM<4BB(LL`%4*mIHxA?!_i}&;;xL0=k=|0?ZJB}%kJD6c?
zUK7vX^&C?@L)0&w$LdQ@W8N7noV^85m0$P<h>CzghzL@W3P>s4C?O3hEh*jIbp;7&
z0i_!Rq`N~&>6C^`BYEiy+}d-0|NqX;?9R^Ytb;S;_nq&YH=gHt-*dhul$>7jV}+CU
z(JZCf>salF&kA_|t8k;Z4Y~!}uX!H!nU8c-W)wc5-r7*S;hQV(Igp>*7T%mla>w)&
zXCK|Vzjk}1x021VoCS+=p7HU7VDGUO+mQJ0je;5Iz#Yf*u3|?cWe<_jB}-Ir7}KNl
ze*|an3&sox74@yBiMq~;>$1-s#bW8&E=k0hKBq5N#;wv)O29uWv63n2W4NIf4t=B+
z@d8Guv#UQRMlhmN9gBM{cjd0^&i_`BD2ThAemfOnC=5y#50Z)SYmYAL=d-*dKgx`7
zr6h|vZ9TpJ{g^6on{dC|p*NSR&xY1-{dV;vy?dw*t1L+wV~~CBrsCx@(|qc^N_{HX
z-}KK4<ZW-9*pSF-I15ufQuw2zK(3wHqmMp=RobQbF`*yxY7sRQO%!N>kMVMicNM{L
z!P<08O9G7-N71vqM3yt<+b88U7^|$fH8RKLW45i?G9>cbD7vR=e^~8wClmj287cT~
z`z|`bcbUU=X;swAay>kq>}s-Oy#tTQvJze+ddCgVx-~nlYzEpF1kaLR>aT%XlDR)Y
zj@|n9{-(X{^lDZ77bfX^1fKWNKaysSs;#N3bf;yL=L;oYrJrnk#qUQcN)En%z5Q?6
z(6G__UY_q8r;{4%{bIem^s7L19jE1+&jbmp;gO^2=>s(@shc_r#P2+Z@t%+9A9)I2
zK=>f)H!jaBAQ@?n?J1d=PqfND^kB_=Gs!3hLzg_U0qe)mmTEljFY>;Zk>g1pDM4iE
zksuH+9~8w{%o-HLQLJ-qu@wppeU9>{T?ck<c<Z7sb~Roj70KVYDS5zswJmgc?yr%h
zqvT<gF2&LJkNHeeGN|aY-DmRYFB~Tit=tn*(mxhRs$MwV7ybSN#aW_@EZF4ZfVhX*
zwY;_1&1-mj{<negwvhpcNTR~3I^8SZ8M%JUwXh$|Ph86Ww!d%K?D58HANYOJa-xaa
z>^O={*mkaGsp+~fM2zx4oNs{J0g?g>*zzk6fG6pil+qjC=UESngf92TKYCJ*x`_6>
z9@eh08Mzrl=y|$I*P0Zok7g6#5DwXJ&M1SX8u##Pvi1=>!wUtgF4_ivww&PxT(28A
zVH{i{m4;^K=TK)i$o=-CTdk`i&W8*KY@5A~1Gl}3#QPE4t?5MuJ=`5A8bS0KPj!eG
z40Yz2ywFawkl3`Ew@t4A5jFak)dRDfO5SqipP|18sbrm>rCGz#n^m4IUg=3eMg3Ff
z^Ra!*`A0@0LA4`98?XPJ^BL=-hazQF&b@8lhrl_lX&*ms^;IhJ;`~|u&{{^phz^IQ
z1_r98kUm{(JU)UC9%V1!!Ne|QiO$bY$8@1N%i6MY(>o)CF03<s1`pNZX*pfCDUE*2
zs~^K`T(e2G*O%bO2i_Eu|6;zrRBGKmqHV3XBAX8WfOhD+SwnsmC>q1tWS#yr%cysm
zTOz!rcXTZ_J!&nhu9>#ckxtaXC&kM0k?Tmh5+amHW??miPOPiml8Bdwq>o1>$l-h9
z7vlSAv&wNM{kRWtU%%2YANmwF5}lFmvq?p@tznv^f_EtTrz#Cj|Cq6i+QxbAw%t-L
zirrDB44IW<x#Gxy!_Lm`J*c<biM7$rkb9VaC>@So-chkGV6f<!^Xsf`jHphoXuk~F
zTSVH?_pkq;R(#-D#!$3AJoaG2wzbz5S;#i}ZT4#1z7%tXm)Z1BOSS#nWh(pLg4>^{
zJ!Lxu-t)!#J#4gnPggI=j{1w15HIjzd8x{Nx$UH1E<e=qS`Cs^OjDN-Q@$=wDnfQ{
zLMFH;MW&+zptM#q0pAvh10uJFEg2eSFlf}JPJD(Mt=Xun+&@W?a8c5g>k9op>5n*T
z_<aZQuG>u)UHi1~NN+E@9qKzQR%gKccM=v)OPmE9BVJlI^}5qptvAD#{`}q6|3%3@
z&6AL_YDtXz6wY$nrsm$iRxRVruaSkAGV0A*t<2cS?i$n56!rW)uVg0Yw5hSju#R&Z
zn{K|Ja-J?TCSj?tC;3|l3g?05^Zn(CQCdmwaBB3y`}n5&bk|7YqWhzkf2#$Sov%_m
zA{}>`c9Oi9Yf>Di{Bb(Y6mtyf-6i<0RNVN7J0n;#I%xz%3dginPhMFF>b3;0>P!uO
zR6TO5?))2+EEbePCwIY5?@LWmcLY($`T!!OTVJ2>i$%G)iJwQeb#=wFYN)0Y2Fw)5
zdHh_i7BJHGG2{t;NB<nJ+z@kqrYqJG;~vkHZeg0fOk(c;>{7UZHiq4%Gn5fd*cyWi
zOnU5)ij?bIAoP8~yKcnQXg4n-{Q;q$9I!YGQnlfe4S25P@ZyfTH}0#8qDHajsm!@|
zvuBBNtxeJdW{JL#%99pbznfco+FG8n(ku{EvhX$+G9R+h!486;)nmMf+@l`ufMZRl
zWB^hKzT`<aXLlh9U57AYFvf)WFvhhHQg3~K(8=UBhV^$w*52ms;+#Q-PaA@ux8A{s
z-%%gCOIVlugX1ChMa|kNghqH@hbU$F=J66`JpL(YHTLqu&t)*>+BJd31dx7~t}V|R
zy)#qsBf$I!p3C4pS@VaV0lD4oBTM^fLajZr)r4?u@hO=Dgj6*1jqX@Pv&W712XrSK
zROX+<0-90~0cT?GVt;i~32t+h<eH#vPW`=iId8v^4AtzK)!^2A^pQ&fMrN@l0=+aL
zZd(%m@IgGPI*gD-;3Sb(uo5Nu5O<!xTE&|PS{*V`PbO~o8R-%y*kR8Q9rvU4Y#REN
z_$N5N(6M!ckBVZBrftu<T~n~9F7pvbk!{YQJ<HMTlJ9KQ&sa78Q>mEPsN<aqG-=X&
z?>TJtPq;0*`Bz{^cczpeGzJw~@wYA3$6O%UqVvmX|1sT3OvFshcmoYSexUZ<rl7KQ
z@^6^<n=t6-O&zo0n*se@%U;Bzu?Hp#Q?G$IK-_UCieVePlo1{di(T%roFDxd*l`FO
z+mnoq<DZ3xEPbhdg;)?tnVstT^Kgmd>XJ>P!uARk5M!^NJo55Vif%4%(u`OwkaOj3
zSmj-+0T}XJMn&qF?T^Imp2BQgGO~_{{qGNC@8#&{o_r(!*0C~iEE(7lNxV{RK4^H{
zVXhk$74@~>tns*)`f93B;(Ue=qqdHr<Cx@{$Uwe4Wr9hA^Rrt17;iPO=4QRYTz%<;
zv<5Hy7iC<rQRckLKK*Dg!TT^`LHG20X4RemH8-l$JUo=i+%^M^n6La2@zA!&-;;tH
z<3-T|X-jzPPBF-3@H_pq%Zr`4K*Eprdluy3`<@bR7U3SokWoK^(P-#vrxs`Bd+UF2
zuIsyI)p`HW63$*RUbvCU#J%V192HPmBWnJm!m^_?Jw(0iO68Ch2@lw9(D(d%$8Qr~
za$U{{#rkM<j@n<s(do3Tjb=8Jk?-9z{S#AnZ>O0OK9(5Xi|z;HMh)re64h~;rfdP;
zdoQWvddFi3-$pd*lJ4ZUx_#SF!e8;XbXrY~K5IR&*urcXEF#+|#@r)4A-nfI4n+r|
zp$JY1&wH5bl$pszk}JKeYHf3!tPS;bOmAOFMYof3J1>gbp|mYV>wu2i#BjZWWioAR
zmb>|7wa739KkrHRjp|!>aJ@Z#8j-wmDFFvGviiKJ;R&p#cemtw+f+`afXLD-xR4x_
z<RFZ)PW3zbOvn6P@p#V&bM3f<lnmCUE|qa6_I8c>Dv-3g-^F(|%98DYPVl{^syL>C
z5aPEtC(WzxzU{oZAbCNs*N(uuX%Ct6e186(TOEFwr*D%h_AdLdSym&H%&c#iy9RUk
zS)+lgOZ%N10x9-8JWs=aYfW-4vC9A6bh|-gIqDaCy=Y?eoMh<ZBStOMN8t%)nt*eZ
z3fYOdR)xb#PL|jpvW_<0?dpRB`n#O>j9${oN&@#$+34tWZ@o&`A-?6m05MR<{dG@W
zZoK%JFw-96xf{{(H=?22oXV<?!rvIQZX)qAC15N%uIzVwx}vIM>sDW|cfcj|xhR;R
zzIZ==1R1rz_=Pkl)IXZmM4rURHDaoyYx(L=>qc8|WWnjE`BSP~{QQt%pphcU7W!Gu
z1tZ;o;YVMP72Z8to|0}Bm37m6dKD-3L+1fbPvMFq@!OiJ#G|zcZ5dccFWo8e!%sN=
z{{9?>t;te3M{p}NY@~!Rab1W;33Xq=X_B-NSJ&?V?-a}~G{YsgyIjp~JJ`sMSu)XL
z4{>OT_EpP9*LEPCW)Q2QKfMP<6!VA@I%t_;6$Pkbk=6{JQGXQW`#ftAHJ#Y&KhIof
z2d!F*KKHsyFmJ|wW{5CCaqRXuzS%{>3l|y@6nd1@sjDc#^sd7~qSF<%O!LE^r*k}s
zj5Mmw7xV5@8`L}ALJEDlueaJIf>`fG#cX=*MtVN*6&tCNeHQYAhowSih|)H3Ty%c)
zaPZ0N<0gfyb<=|?MXgeeqN}r~1i4?H47!}PHMq7cbcJY_nIF%;DaRzyy%gX&-in+)
zosQIIXcwUD=!KFn<s}>{tlD1WX*Q!5xE3(HS7CR5S!Ves!aFc18VSEk*f<iJp-s(k
zDZO<x;}tz~nbj3oaron6%IEov#z%6(djAausncRzC)6Ftg^!@c$(g<<^(h3UdJ<-l
z-1w8arYz89{^OxL;YN*h=Jmw77mDiMfb|JAm$8}e6Qeq*Q#{E!rPfBNnnR`w<)F3b
ztX}t}Ftjw|QJko!tJTa4I@HX}x(-nT^hk(XG9Y<+K$9%vCPjxOq3dXPZlk4ap}2Ve
zrFOtCabkSoO{MM1jR@Hxvk9>}Uuy2d`DhQzz|A?Fqysd)-tq}w2Cc$wyK@hW_88s)
z_jvMH-uY^VyIaF;85N%Pv%-2!Pf%akK;>xE{T$>%ezXG80CxpD50di&{QNyCf=k_3
z+gX?hf>rD{A;a1z=_~b{NB{lq_PdCrSyaC+JN=NvKiaEtt@yBKx`=}rrWTCb--sPw
zj~ulE>qa!+Nf>Dq21)Q8_CX3(rY=K{u<}>uXKD%aI`Q|MsI87u@9@6UL-}|v(bUB#
z^Zh`#QN{a~DW%$enbvjD#u*MdaZIlEqb$&`zhQs!^7C1xs!ijN(kSiLD^JO7PUx$@
zG~9>NJkZMt&fpI>`5cPY9?o>!?yG)`8n5s=PR#4Rcb<+qcTI6cmwunDxA%~6{)*oY
zCyPYb8Nz4(b{o>Lod0r2T=Eyr^%Tf9hWYynU-yIwqmGH4W=y%A2Mv5L$LcIkwgk%q
z4t`%^@xlvGYMY&(zlP1Lk>Fk<5SY}8>#&nl96w+v(4N4G{U6|D`Qm9z&P3nkJ%5_(
zWsB*6y>kFI$DC<m+EErC9KFO36Irjic!7xag45{3@Y%&8<|C|qJ&*MiKL%n^pR{i=
z>021G-13RONT)KgExj#sX)-I*Qv6&McD5gZva{r7%_flN&PgJf@LgK6gQi@e0%e$9
zzak;Ygzr6a&hp-xv&_t3hKku2AzQ-_DGFEj9n6k()oNbXjlrgF+;1`#68TJ|GI=yD
zQ)IB2=WP1PSTA@b(d7sc=X&o|;X1`VotN`&IuFl;cvZSB(wr<Pb=xecjoLaQFbMcg
z@(`ZXDl0|S1zF&lOE2-j@5bV&<f;4dynQb&j$bD~jFw@#3x!mEgDo3KVaCP3V4B0b
z6;j+f%wC+vAim^DWJa*LBHTyOW`y=||IQ<d(e?R4iKmaFPPQhK5|W)R_rE_Q2rIcI
zf{T=6x%uj~P<8Oq$3%VjE%Ay2m9@(Jn6rxk0dnXWo44gT3+xPSkV(zqXtB^nH)-4Z
zbb*emBPS$vdpZHJ;>2erAg)bFYPKbqeTB5s94<vwez`=-;Hl6l_pX#?_>AS+YCZ5d
z@E+2JMsaoQU43D2BvC8F_l%}?%t&*;S6}t<9h?8X^kAw5f_lW<+lRj@;1gwPl2p$Z
z6!y3C!A{WB;;Q|$x+rmTf`_VfZ*~kKSq(Zu`i=C5PSls5o<}X48HkanOnR;Vgx#qq
zXVxP;O_~=`O<&CLbs$v}Ck>Xo`vB+g_5+-|opCI?k(Fn?vK#5&<>vFFV%+$P-<};c
z;HLTA_r3Hw(^^;E))E)TH;qWhpA5rUS(ud?uG#DNHx}{<i`!!4?%~!>n7^Q<R5SWC
zVx1QtP0J3|RXs0$?$WoRE>tII5k~pB=gV)CR}^QY0cZs=LW$k9>?%sC4`w$X(8`m(
z$&iYYW#}a$qMo&XyT)5tIoE6CupcQbnROlj&dsf)bmi;jhh==p?=1N7G&tx%DD47q
zhHAkHo$NP`4{EDrrr|>$RQh?M^CX1B<%I?$53kcN$wWs4DURObEe0%vE7P>>`4irL
zEp+w;$BFw3&RdcgWgDH3SN2NsR0&ceI~js6%Trpu*J0B8D&-2+o+}^v8OnS_33I=_
zoPSD790Rwv`*EF8w;|4V(?9CL)BN`*@Xew<fw*&6O=W@IXyNnc3tLHVkp~u?2MmnA
z2_8U#<zEC97YV(mVWudEpAh|??{GZJ@hO*Hx6GKwlVfc5BYK891=UZ*C2Gp(&b#p9
z{DsSCYsHJl;;jfIXNC_owFGO<&!W4YzU=<bEZ?8O?9U)RJl)in3xssWiZyw9>Y@9N
zD~sCYIeN>1z9PZ&1c)#K9C#1`&h6DdKiHnj!pnXoninFneB4FIi{RBqp=zu`o+NWD
z<lxQTJhtM?xr)_};`L0!4IdHdzgqF-vTN*(l;68fQu8Ucjiozpq{k`SRiNPeI%?rr
z#oVb^AJNYuq}`F{o4i%eQVHb9xEe2HzmhEnY}uIUcGfh;6mSpBHhVBJp?PAOEh$z;
zxw->9@H`E#h?<o}KjZbr@tZzKuvk)%8VH=5)g=i=DdB$deU1Am$jNMyFPc!TT=vfM
zv$itH_`^a&0sh>ht~$Cn0f{W+&Mnc5n&VvUKafj4W$P;1oda2wskZj;*04A9Y3DL~
zAFO@Om`ofb!m8oaM>D~HMA+i;-;Ibbj|uFmA8CdiY2qDg-agh2ArO$Qv`p(4lDJ{%
z$?hs)FqrEo=-Ovmm@Q}r5$QZDLCdn5tx3+Pbn%+r8^1~UStZv0%BG%gySmmgSvRX<
zGs;%3+GO&5@AN;R>nZ2_3=uO7UnxBSe)|7T`fD6k--_T=;lKB<5Kd85lHyBJni`3V
z*TUt73TLf$GIBnMYa1KGbU8Rnq383yn%2NxczrzLmy=l@5j+jb)HfF{9Pr|S+P4Tb
zYHPzy*$D-Ckvr<?H(Xn9<SD7;8!*h0JewtZ9qE9HE35f4%QG~~qcY1gtTU<d*z{bK
z^I3|Z>n)70`<(=}ozZWT_1q>+XA^zNTHl8|{X%L(G&eS_?9|^|IkEFGv)>ne`u$2N
zvJo-h8on$Uxr}M^EBt8jnglH*gVRVMgTqSDNmRD?LFaVk`SlV%iFQ_2=xcrz(@mp}
z-zzW1;RVjLzqOA!VR0_Y@+Nq0ncUmxoWw2efqvA&i&uGvy-5l_M`CUxBgA>yOwV%?
zS#uHzzz1Fnk!$q>*Pt7^9q>RMW}3}GxYqH(_Fl43J4+M0-w?Z1H~jFKpH@g{c3c3O
z<K|>WX^~#nhI5w?=8SDh3?sfZBt)wE&*!{`o&a*65ohrpBMuqv>b6uFgVthu@RY*N
zMrH~$uH2exFEd$gmey>{h=oakbQO=dN3cU~buZ~~ifKlqA+;V>+}~u$nnU=g7Sf&`
zEUG3-KQs1W>X)zQs7c1lSLNfMs@sVyW5O4oppKt~%xzh%E~>L6q>{z15mz0rQRc$c
zNQiD3^zf~<d?3O7NSv(y?2Uvd9;7bzktdhz9kyQ=Du;+=J|ex)gdRaiXmQcw1R5bc
z%Sq(se8zxtv|69=v+onWiN^bhMAb4*?sG6h2s~FL70SA$221Z};?9zOotIT3CnCH(
z?poF4p6;?|=FsFK@>5|!FreJu{{h=}EZOfYdYXc6&w6@-&L{D1JZ+f8*r{-9j&_S1
z4;=H?bw&r@eC6Xy2$}KwLiJ9*#e}AgmpnT(SM>WsPvvKK3OC-lAQ(+XGGFaQLbGMR
zL(7(jjS?r3=2sW8tXj0}4ybg8xi_TcsYAU<^%ID#fDE7Kk08m@j)J5RKPa?JHHe-@
zA3OE0XO*lIc>a02JCYmlXBkUpGl@g4U-885^|THy<0~+FUpv`Ya{Q~l-}jZ7$Kjvc
z6?Dd!YMB}i*@nS=-n4xzM%R!-ugP67BKPO=O|Qg_*54xYRd(OJa>?f1ak_{)a5G%m
zyQlD|4HD#}^ANfeL{HH18kvoYhjf3T<e($(o6^7}j@Vds6Llnk8X>u=5_~5`JbB}^
zjFQZCPSQ8f_K#JRaxb^+pS_=~Hrg$?WSknAmET!X`a+p5zr}g$s~ah`k-oB*=A9<>
zyH3h<gP|-l?=QDU+WaCUl?NNB!?WfcJEmkwf~6BcOnprfz$6!#@KG(wY|}u=+5oP8
zlqm62G-M{mVz~zv@3(4IoOR`pWd4|xV?$CTHT!AOeA=><^(kiSy688nyQ5vfMvSb^
z-E=ZBVZ7}xWXuY=Yo~-7qdKpk>|yI-zW4tcX~n<bxZ|4pL!Hvyk%MtlY#hNt5GIQH
zT@DTt?W9Y2+B5LQvbXxIH^i-_mZjhHJ&rtOM&z=I@g~$F&hGBRa=5Ybp^w~+3{ACV
zNtSo;sEq2#tWLj0FVaz1*vtM2b97c@bC*}*^t!HwT)wb;XMd9$VrEvAT2YXT({jlm
z>&3<R`j-?QoTo)^Pqbc|8d5@ka`ey@n2+FHx4QN?I+B0@LDDVoqJ_Rb@B!{eN7mo0
zgARtuy;B@KF{8Wkjth&wI@zHtHF6yOS)!f|o53Y%){W~O!3MWioZ_6`6NP&5+R#T(
zX}k?uzz`;SAD7v_wiH}>oEU5>qnLCf&r+Qhnsv=%ig9PG>N}I3<imP()KA^~D5bq`
z4cAw&mjy!dV%{sNn*>2eeNQiL{7(S*==k&9_wNv0#l=s!CnIeC<l!^kS3ZmCAPV0x
zQ(ZtUiu9}(9=Cf|DL<Cao{L(Gq}Mz9V?kT(jp!)gqpn|emT#GTETX^sYb(s+{e{19
zUS|3mWYxm<^`p_*C{m4o-kRInkJ-^LsJVPnBrt8clcq4-*O%)LZ>$)S+{gwd8B$<V
z>TUJtSyK2DZ3+*&iZw&s-*5_a5}G(e{vtf2h3$5&{I`NI$?jS4=w$U!rnLJl;&SJ=
zkB4=Y29ru=tLH!4nmxJoMB)J|c3Xg>G;hDn{=UD-hAOp&wxl41x(~-47NS{1BsuQt
z*Jn3>wb27CN)o`XGC7L`0N9@4dP%s_RAPCH8lz-Tqc}0^=VKsYBKX6OyYCb&6~wMM
z#`um|_e~ag7=!48emnXPGjD3kAN}~@kGLa}qGihQ$Ts!y^~!Pgxyk|Sp!VEIglH1a
zZb;sko~Rl|3&|j$e|Fb@xk-uxO%mMo_5aLtv)T*G%Zf_x9)5m86<V5fN2|W_pk3__
zh1qJw`HQo_^%vdA7mZ?^#Uy3c4DZLkkVoXIh07+bNo`lJayjJw%Mot8&L4yK=6xk>
zjycUmv)<#*>RSm5`#4w&({T6;Y41r-coj5zElWbA1Olzeqe|caFlJc#%_vnSB}bh<
zW00usbjmQc9);d+eI&!>MY`Y)q;EVwYGf(zgt?7KT8lBXv^$0mp7>@OxoOL+YqEl&
z{aizzGbx-}P<6tswBzj#<NDlT<@>eXTkoI$-%I~y@IpScjtub%*Ow<?f-jPqVYaN^
zdC4EuVx;cjv7t{}$l3$g9yos4#0Wmj>l*si@+_AZ7LW-gI$V1*jb8Wt%6z@-MmFLQ
zF1q=y>#i-vFqpqfwIR~iO;>fZ!_xF1Qwmw-A8>kpC&<a_q4*~d%<x|iH1eGZ+={F)
z{B;D0?OYbjzy?{ts;}=bsc(9cs8d|0sn1&MZ-z_rj#IXv$M-8v-(UTGQ*23L8ub#J
zhJ{*SG?zCT1?#G=1HW&maMPRGXeD{)F4G^<)yF$8b)!7Wg6NSizdZS6K!UyHzN7t~
zp6=<GBA)n*FB1#PIdDDDQ2BWOcAB4^mji=6HPsl|BiG#M#`d4x7s|Qb?u72AN-ukK
z`^DN>b{@8Ttn?K3e5<Y@AlVT&?ap~0xkob8QJvz}^RT88uEOFlaj5<D9@aO>1NX6f
zBIwBX$l<i|q}+TXhL^$i0Z)1An0foFwxq<mx>^UjUw=hYzP)T}*{4K$&jGYbe;RC8
ztv0%3U6KSM)h)Z`6L+5u|Er3vhq$Y;6(z}A#7)bX-}rQ9Q$_D|%Ct;OO<RW4-@W@i
z^;5m-LmBhar_Ot24W!X;i0x#t(VF4e=<iCFH}9)hl~G}~cV>K>hb$Fh82sORUh4~n
zp5?WmY>p`G?!P^2cvR|Z$Nw3;19pVcyM=JK*a(?<HW)*S&9XV@uQ!Z^XtttwM^?bm
zq`N1Lxva_=BHx{ahCubm`=D;d3$(U2ZD;xtIjMlVdRQn_@$CLM{^Rdkb22pZHfX@{
zIm;B4$#7SRj`Q|=o&t-PCv#OgllCp*+!Kqch~m2@EN4g+7(0mYP&yxiOHh~E?4@?h
zFDolkzt%SL@43U0{z^rKu)n__M-0B`x)^{s;1duq;iK}@tABhGM1@y6u4voZx;e_T
zDRAD)OJ6tDN;diaJv}Rf1u6KTZyX<wcPvzGl25?kf+|H&8JO96gO(miu;kY+3j!}s
za?TGj&~|^(AjwZ`>IEyuUOF8C{z==xQVe2G)C##@lLSNcKzTPt-DtGfH}T!co0pko
z4t%mpY)0MGIY`KYj@Ok~1iCr>k|8`Qz<km0HUx*Cd!$R4#|RhX?O;)khQOaCC3|GZ
z8?+UBySvR|+pA%8TkVKL#M0g~5XoIbg{T!+;4BJ>;X?Pnwd+aw{-jVDuPpcw-tRf~
zehP$O`Ly`oV|{YQPWu65dF%%z?8oJ-g?+Buu<a5OU>RFq@8G~1*NM<*pbgn%MpFw;
z)NI3eEjLF*VH*W$4!d3l$6kMihL8r!O5pdm-;YrLzIHXr-#$h4iwNV-N@!3Qov+WW
zJv+^}8wzh(9x+#wX?v{*!$f6r8?urI5Cl2>!~G-(_2Z>5a2v1K>K`0j$g6(;{=H7K
zn{{FB_4Rd(slm$><z!`Fw6ZFgFO=-W-k;Xv$Jk2*^^MBJGczl6rdo8R)+1zTTk@=_
zo<gp^mg>d!tjxntu(?Fk?B=iTZW+>tEz9Epj?py2@%VIpUqeIj;^X6SlKE}PiNZd2
zN>#1?q$db_vi-+zen#Wn#jov+MgPu#gC8XjOSWmGOnMi5Ki29s2@wSHN0$E4qeo<q
z9=&__E-;rB`-z5zjIXaKP6CTsL1pFF(^1K+za`qBqG03->Qt`7{4-w+CBWb6?r2AK
zB|ny)yOmYbAz*dnSe|FTC34&-_?krIO4{L;>$oh%@w{!t!8i1hCls_Ydf^NV4mRx;
zmn4gNatWkG-{WrmD)+=2w=G~)M7&4f1;C0Ne@BO(F8*68%zVXJ{FZkee}2m$cR_Nr
zH<=?K=1ymvqS#%B|LAz|=byVxO){yi8;f=D*V&%t!kZ9GM6mTO1qoZ$cw`vOK0qCk
z!X_6t0QS7h8*FqD3k^Q#`mIRcDz`1OfV68v-P&C?l!~<+VKTpVdVstWH1<Q<;=vbs
zf}k<o-tX(yUJzlua_@WmG(FSokNUp&(MY?F=|*2FQ5~06^fu&#{+fQnr}^}BK3pht
z^T~eky&$JA52b&#(1(5kvcWg2hzLhh&di>tUWwmxLK$^VNUP3O`=&(+l>$hsUwc-T
zun}}J$PfK5E_n@X&53>sL_u(SdV>D|GYRf%p@}cD^evU9W{c~`G#jbdAAu0<A!?G6
zHF^y|1(#QwAr22OFR_aXF1Q59L>V)CJv(kUO&<K=`dO?9Lcz<IFA?V{>2jp8ebN>d
z&%S^EZo)9^$UN@^{c^G3nM(-Iu<G(>0bg3BhR*Cg<>Vy1>T7!~3sT#kYUMX?dViPq
ze*C@a^u=-3|NrqvM-2<(rwyNVa2fv_nN#osEXDzY?0oPB_fsdV*Nn#*)&@7>Ng?vk
zL|4jCA5xD8AXIBt+aKCD!oZghlmF)Xzdtzp--oC9h^3U+C;h)&@4ts9kb4Yr1wvCv
z=^hB9T)@_6XLYbUL+2M3Am`~6hF*ck>wRE@-&f}F`uh4?>T}ZF5cDaXi;K&PwBh@7
z66rsblF&A2I24kVDeh|`khZhXz-<(8wRxj>C&$`x-Vt?up6)Sky|J-DuRy9MakUXx
z@{hsJasCMOWSQ;HRyFE#fl5fiGnM%RabM=yGy&vM7cnJ|89`N5)vTQW-u=hFs2y9K
zacq76%`Ieo7HvHp5tWbcuC<;FfZlx)3Lb7>8$0y9nF`D4Qe8jv)%H-DVC*1w2U2_V
z7=fbk-LFD!azlh))rq;ag4W7Kw@H;nUszkIep5Ueh2S+GAfuw9Y98uvT9qnL%NqHS
zWH?Z)S&}SZPc>PfV!G7qj^DTy7TRVn*#T8EG<*^(c0$0$#)jWmA6C$2-__*0&EtRV
z24boxHkt#Q!1{S}^EJ*4a;&Ps{xJnbpMmF6Pp)jFPK^a2g^}M&?0+K&>ikCeRnAAp
z1;?=JY95ECP4eCtTHjALKFQ<2)8;Bae#WyJOyt~?N9>kV@F~RC?(Xg`WnzHqTYs7c
z+Oz2N$rz8_?27}i|7^#rj5Q)LF|j}#%$~uP<mnJ^-B0yG4@GJTzebOqN7~5pb1{tr
zdjv|~!=wJ9`=J^#rVe2`n<OyBrxN)l?}M^()CCAFC_}J=_Q00fCbfW&M(Aw|m@Y`{
zF6~Kx5<)iboju6?^Ge)p`37FAA@lt#S$;S+K3)&RKXnGwSdB9ROaRtR9*CC;317`q
zo+>5Mbf?m$c7k%3R;lqsz5=avH3zTt1T&bYsZHTXa?agvbjAbU*jk1lLI}<S7PorI
z`7s#$VYtkf$Vfz6vA6uf3>aXvu<KT(_o+pU$Zip|rZ_AgIv)T*EI{QI6|wv8#7X{&
zaqJL#+z#%NGccf4P*BL2IP(#Ac6Ofn`<FKV18s9^YU*3E5MY6-J0O$W&DZ`MbOn>y
zJOp8`hdEkH=G36ZLmQw0qSn^dqNtB9`Ilw(|2$e0)YMqW?&eJHcx|Ov3T-8u2EcZo
zxPYnP)T#WGWE7B+o11&<ZC6*)zZ+y8doiMiuj2EKP^2ABKmt7d!xVc2a^TUp9NkBO
zG-3~T^ji}X6V~U?P3Ef2#V%JqW6f|VLlkbTz4vwd+(#ILJoP^Ap-_;Q7n=QhB@Iw&
zr^Axp>9D@rxNJu%3paP{w{PDvo*lf&d-vhPhwfkm7c(<+_T)}cMFs4ep^;I?;Dw@s
z!dwY5tOhy}AZ3Y|2#u9Q3t_Fb#&Wd4s3V}mlAqYRqmIyAw;($k=hKZ_c$LoUZ=M8P
ze(a5<!}w~!zt%JyXup3irK?NHlIdk4ms(u>>*7J-aGGF3Ru%@Kb^U_D2Pb4nQCT_P
zax}B!+MJJyQrLyr-rgR(3?X-Y(Xj(XuBk~0s%NiTgQOG2t;~*Aeh;Pa7BZ=5YHkgs
zbp45AY7w*C_!F0La%(7+-!|!r*s|jXDtIKomRbUASy+T%P($g$HIwO3rg3yLv8Luz
zvb(4!nqv9DbkFza66$Pc-fL(~9lK8`u)O@(i5n3S0l<aW*S{E3(b<x>!Ciw@eNRfT
zrmI(N7G7`s`(~M5gTwsU&ZKCJwx*`FxX;;GB8ToooR*$mN!f=wMPD%G{IAjk9W(1~
z{yr~jYPvGk@4RsiR?g~Kf`TuAmvw~H0#;zPo5-oDOaA`-Yn@tPy`2SV_voYbblboH
zJjK^$SRszST%Yfarmh2lMVt5W{rUMiTjJ@bG#b7O0Xc8w_3CWCV{gF8&#&3CnW$H*
zS)yg#)6;{$M@rNTf(XdkGQ3pL^8k8e|DB%p@bhk4{_K7Se`&dXRhn2l-~V)2@PmRv
zc>TvNyo2LDx|uVdwu`k$?kA;6LPZz#r~rl1n`rz0V&U-cF!p)*Tb9a&X^0NMFCCsm
z=G4||+^U7OBg&Z$mVIG=KV`IA3?)0SaIesN?fxvREiL63w&Jtt3MHH*=Qdn)wp(m;
zo)4igoMpp+2P$+2WgIZP53uF7I_~z%HJq8tv1-AChIKSzbEeUGoyf0;n89~4bZ&0W
zpnkOtzU;fg9zZacCeXT9-clPBbaU8Fz?LgXiCWkt{{qY{P4EXgk&BD%mC<mVqlP#>
zl}RG6hP?k$U69k*7hx<x10Vn8rvE<u|B}T1|NLU7Vbj0d$Upu4JKvrukU~&<M#PH#
zMEFWcTs>BN?+pzDDod(Ifp@57N%#|a@L!~XWXKzUylfNM2DF2Tojvj`>ls2rk>uhQ
zwuD0`V{OegW9ZAd)Z*D^Q)g25fsKP>1H|W#!>RoEEk0qbmYLq6fLNRxYv(C>F1b@o
z7OJs`ic;ffYI*}(6W+;B0QTH%Q8QksM)$;P<wnqN<0SJ|<jLUK?%#VgbIJ`4OV|bT
z7&rxi<t0d66B83JQk2ci%$%-w3Tr^yGxYpAh7W+{2dhrWz)sP|+Oi}b3Xn>6fC>)%
zL3T`cpVs|%?lU3|*T06tVmSsuKny3AM1IAVzrp2VaMoVk!@c?MJnSMi0XyE{U|g=|
zf4QFxzN-R%OBVMPxJSXYFMkS>iQjQg)Z>>y>=mu?-~b#D*So>u52g#dUS2FX#xeh7
z!T_{8`d!<w-x{1fkF6wwBVC%%*Lxr_W62cl)pWT*<lyF7D76DU14CeQvxuSh<|ELi
z-3#*NKWGQ$M%zW#_c^<*&U@S&Sr{bCjDe>?;iw`B5oIa><h8)PZ3NO(_WqV6X{oE%
zOdiWK=YmzlOgw-7JfJT9;^G4JJ`3RDw}T@i%iQL)@@>BGY2c>~MuSl@j2~FZ<_mes
zJJ3Fy?CeVFnsrQ^WOuD4K@L^*hPA*X2*)gjQ~$<o!4Y+rmtOX}Q$I6KGJOx5Qim-j
zK@bLgB7jt3-QU2u=Mln<Ry2xQP<3yq1s=e*_x6RuVk6WI%3;*5f2$Uxuzif;oz4I(
zoLwb>|I3SAJH1MNX^Qvr=TA}EnZ0v;00_)1EIjf7&yk%y@K97#6aqmdJUo1L(RK8;
zF&cT5?%YdhW^VqGCj}VE#wY~M8~Dn&uv!v*X?lIO^Lfq=z!wR>vvE0t>8cXpPbFGq
zYmMtMU8_#U4GSqk&Ww>1+=t(`0m+q(XC~*+`2`q=nu!S`09yKB{J~ux=jZ1eSAy<2
zfurp7xg1&!1o%|;G(wAu#jZ9I&JLHTfdRU>@M!Bh-v$hs)*FC8z*ohg5R7;{GlRnW
zLT>|*3l_cBqrrm!l*-D=x&jVu7cDOK*kEI4myTzC0zo=w`kg48oSp*GW;a`T<5OX#
zPsDPYuW8)}=O+F8lsv&85w{FpT$@wV`Jatv_=HEjVaj_GJ<kSXD@?!n3#^^!1Qu+i
zrlmDq@0N&ewr!=_9$onXQ>5s)MuYSZ<O%Q~9(vlJD%!6joY#9FJbd`MYt{JQSdM|=
zHn6Sa7awnGm3%)tb9(}Aq1xBA`T~%9;?MZRy*q9uHFJ+eJvgBLaDzfWNk=$<z&UwK
zVMMe8psh?~bIBR1t*y;#KhL-CAqo};yU&(2VuB5pxhU9D&60J#^80gmWaN5+n#7#F
zcaYNynt4-!Ao?TFL81Qk?XRQNF8FS%6(2x7>W_IX?qgH5R>`AJ06)`pKu0yT4P^cN
z#6bMn{8^ZpTU;Cge$cUwbZoy0om3T#?(CGp=4<S;U#>;=|M@d};9FtTky&Nhx8@|&
zcu>Fa;_-bk041X6B*6i<n1Djtro-kvc?E@4FlVO6Ydx(;o%gzXd#eH1t*);2`j-=S
zc{0fDy<gS$Z?ce>Lf`3iA2?sn`8Jrk=UALNV+0ZZ@#BXW>TI&~Lml>D%^RP8{{m0f
z?>=J?w&bu4-Wzk1URaoNR$@`aVNs~Kq@-yrg8k3HfXQlS2zDp()b#YpMuM70@m>@q
zF9F_XeLxP9m7lGxt$BeZ!v+IkaPcPaGG_2YaK3*i0FF*0!rS}R8Q@|+i;9fLvR}8@
ztA7H)0f&^7RAd6Qx!?Zvl|fo$lUB^@MKwna$gCi%w5s-jb^jv62yovqxZ~QfSF(`v
zngbMr)pg>PxN<yU%h(ZNpC9~*#Yp<xj)<O~p76!2sqp!fx-fvvS1X^18&MYvSQ-N|
zJPpp1*svr+pYWZ@Lf1L-q}6jD@2kzE6dv=tV3Ev!eY%mcj5uh3_U@g#0GJIZPOQW=
zE3oP33-$J0#xLA9)X74CwDZF6(g|z)7NeQNlIUY%-~d?SE^>0v??3sy?Wz=?kg6L5
z;mQS%N5P-hj6Gl94XU(tXwbU_h)%(QTWMXLrmdab{^bb*Mcc>KdL%_Sb_kq1V+7&d
zPK&h(m3Zc|*49=gdoZRC;0)qv@GtISSP*LUOI7;UCl5dzJz6sb>{BiHsOo^W5mTF*
zO2zr?*&ET_qCAla00(kz%mb?wAq<S65q_V*tk7~Yz%DwGJ6@C+7dLJ#<NzWNRd(C?
zv|h$8uj|%O#)Kz7t{(;kw*>)sq1s%j@J#fuQF?O6jaGUOm<&}mz#nBfIXUXfz+A2b
z34KR0#liE8N+9fFPt;QR6kLU9KG@pY%FXl7=;!UYHFKS^JbPvX($IzK4i>555RUD8
zw0HoK#5N)qx$E0dS7#0Q_dIZ-x>xjLJ7DvB3vh4iPZ!sF6`uJaQVg6=pUR3J)J}?k
zVgFO@+6H0jgNsYGNB`3#xBLSu_~qrLYS&zr-$}o!eZzV?W&w(x{<#=<3*QDf|Dji#
zAbglR>=S&erX8eQ{>YwcIq%!6uYe2@<V0}lC5AJ5aFG!c4ScJ+yE~==gWQ%B-MsP!
z?*%50{IQPlm!MNoQHi4BzpFAS;*(%wYs>ch`5MSv-8*g`8<K!QuySx9|BA3jbOJ@I
z3#{y)!NEOwH5HZ3bk~uOzk_bm&eU}Q{yA?=;C6YmYL(iH{UWYla_2E1#K5BV<bA<}
zJBwt{xDLJK<L7txBYYzExMit*(#b@78G`W#6cVJ<U5#GA!2st0yZ_w>AoJFRammTE
zY@7lDiN(dm8KKOcg-uPAI7x$b3$4WBXC#0iY{khvVGt0gXA&nNFy^Cb5$m%P@D#3<
zH0`|){G=Z==}T7_wh`do6eWy9PXISP@@ZRi?xRf}-cs!gX!`Tpp}}+4osTN|KD9vU
zq-Ejcj>v9V@pDd2PMN%Sq4y~}2fnj=`e15CL`u{}qiIFSv(-~Xv0Icg3}b0UJvx>I
zeNS~;^to;Z;skU+8vd_oj|>mLk=@qjUuZfii4ilbNCKK)M(Cw6V)0jbs4e^R=Z%2<
zU!F~>d8WcPJX&suT;%Odmo2Dn!~c!v4H}J!0>O3-j@TK`>r?IXIo}N_F4oY}nrQKa
z#hjIvma1NP;ATi>%``Hhw%xh7xOxvf625(#GB*I4fQRmAR#Fv!02x8e2H)e-(puCr
z7aTh>=4vc?0r9?j_inP7H_vvuD^Z?Y?D7HPmgul8@&|ZnR#FSBJq-|Lx5DgYlPVIT
zuof}y$M-$%UV1(jb}{S201KbP0=iFqbP&HJcUCsG8?$-hXdWIOkGppbxMoxr9<>2F
zj$Eh17y}JLhA}SYtbG153H~R>_$UcpIcK-LQ{&d8k2q+bOB?m++kUQf<6ame7J@Pi
z?YPCKrp|9l*o$tB19{5byS(2_DpAz)1eo2+J{oBt^<cTKxbFqPnePk?hGi)XrmV-i
z0`n(#E`(6qzvGLGfu4Unt>@_OjV=#r&QjO>ZW<#Ty5P`KHn<L;E$pnh<WsSBg`wSY
zYYJGE^b}sp6VMtMi$#k79)$tfz%dC%OGih%Pt%QD1lEFu70Dv*&qu}Ki>iI<>gw;v
zLPA4BRd1*W(G)Z_rPS8e8YB`fe9p^@l}K$^_Sw_E^{cI_Wb|}9YYA*_>IY-QN<NJs
z`Y0$WN)=8X1C_`VH_caXt6~$;<lp3Yu~p+>Z{K56=ixm{(E0lrwri|g1yl>L(Hn?V
zKq{&9e{Op)UuQR09Rfgl*`!p2ZjFWeK!d5|Z;*{L24-8mPb=Ex03^~XsT=f56R?*`
z+|2N~2q-}!{jiZ6Sd=G1$wRyC#nshSZ9@YPGxGh5BZn>4OKV2fz<)*>B3A&<Pe2lJ
z+0O7h<TGoQ9?cXFJV^8NH1Cgpn(i{dhQ&C5Ayo{vk$Z9^>a_a_W352$`ebwPou+$X
z51GLo+?%v*9WC)$S;W7Z-S+^Dnzc`9IR(|1uSrRLVRQkrJ2g$<67Z(|rMWaj0lV+D
zZc<{R$65K^&YU+xH^_pe7wsFCLjT(Qm-X7)0}9t$s3nk1v~5h1l5&%LXs~C@eIO|{
zbpWUUUZ9R5avQJ4Vt9A<Vq<36^kkzS1W1+)AC|qnJ#UcRC;?C*3Nww}L)wmrohp;b
zuA&hz=#CB_)j@4t_^`#EOGyF<5DBu8<i`M0!rV&B%A&3KniqWblLs3<k6YzeR)QWl
z5kh<PdmkT>l#~<ziv0>rsRbR(0Hy}Q3>F^2c-{&F4FC(C<}9;-$h}`P3K&$1h`Wv4
z2W{yzb8~Z`C0G_}c6ac3pO^tP#p`l4%+rUee|hn<sGB=Cmu_`17{Y<OuCJ}*VVcoA
zaE;A@?*<OrOax&!$8WI`gf#+!bPT8oFHr1!&i;)bGlOxla&m5h6#gc0Q+z)22T(RP
zwzpluzWcWZ2GL!sE8wj|MoH3NL2`bfUZ`q5l>AcPrT-}~Shs!1^xyREEZ>ztd~Bh>
zv^Q!MNOf;2W=@f(qYv+fc+3+!7y(KU!(QGP1ePs1H<$65T4vO5<Lt)9WUOS0Wt`~&
z*E_#1?B8YjU+7{f9|$X0WeYHbE#QKilWLNi!4FkeawEA+fShvaCjltaAP@>(>FVkh
z+G{uSfXM&_k;mdbd{}jBu`#YND<BoC{tc}!eg~;H1wax4Y)0yAHRM(=P|m5V`>yBM
z=3dx_1TaK&>sXhA{19Np@}@1S5ux?_1<EO%fTno^&B6QVH$GU9J)sImXuEQ{P#h4A
zR$Q7`xwy8#maS)`;YUE{LfVMa65*?f9pgf-C$k=lxUphGB3Du*sB)~s5!gCiz&X-L
zWHtEVCGc9|&2Q@1P=H010Ctm+lOJB7=e2!Zp~#8MfN7u=X8-sRf`ts8ZRD>nhl!A#
zrl6u2iKTkl2JYXr-oDLF8MYWUsj>nwY^uEVM6s->s7QSoOY>^x><kiXfJ$Ny^v2XB
zhZz7EYX`Ynl=a$t>hP?1Er$MmgM$^#nl91i9ya5#4hadF$9mLe!mCSAG6CWayLR~$
zn1bB71CL>wI-7^jl*h=q^k>;dW9*F+IrXO5P*?>8r>v^VIktQch$Lfp#7|1W9Ad%L
z-a<o#$AW!>yN`>afkB3V`>qD|+qXpQ4*+zm10YqMot1Sg>P=qa*RR>pRQ!s*$m6~`
zC!td7d9{T&F@Qux+pwg$g4TTsymr^G)q*Fb7KEPzU<-d29pI|o5Nlx6RN2E>k{wL;
zeZB{~djMhVR}%tz&Y_Hc!zn3g<hvHmB4R&Uoo5hspE9>epG&1;#ukX1^T4sn%0SR-
zIA2@^hV}PNG}R9<^5In{E3Ec|MnEwhG|;~ZuL8WGMa9M9XJgVIfMARr0~RC!IpIq6
zDxho$;tf66MbA1*q9y?E=~%?GP?OvPsnNfXrInyFM`ofHI_Aj@G@O0Ghb*ehoSe~u
z%U<h1ikKyq${`UJ7REw{MW-%8{1%a*v8ONb--3b-y)R%RUI6Wh)<YklX8|G&{B1mI
zEhz=cKmYXwfPzdgQxs5J|0~W2bz<8{v7fFIxXR;wI^7yx2f{YE8KFY_<>h)Tpw)cQ
z*mN{C#jUz~iE{%7M?vPbh6V@uJ#4wbx@$f$ksK?7&=BEcIk3;pj}FB2&HvG!Ah=;>
zIR8$sfCd3cB5uI<0<`)H)HsJ-N5%W%pDKYItenF0V{$A1|E2iw%HV%4)XA{-)d-hS
zffUf$2Oyc>s)wV2={p1O!Uh?f1v=xb^z@;UiuM7pI>Uh90?o(_h{Uul3!~}63G1<v
znE<pcNl>f*&%-)hg!z)n1EI;?-9007VaH7bD6T?4O<w~6(_%bV7SJ0HpW5;NRQRU#
zxzrA_yCDQ2QnVGCn&8GE00SFHNNfDh#oiWLQvpm>TgzwWjaY%vap9Dfl-vS*u1Vbo
z(EGkBK)L`~5Wy-G-90_-8&^NDfea*gm}gPde=1$)Z*5)Ox#QU}NqwA4-zHF=Y1%1B
z6ESRAasUjosI+v^k+_`Vf0k@a><KXl{~4LusIYrD>hIs<0Qs7QpTCZ&t-U=H1Q)jr
zYb&dNZiakRV5mRVkw!e&+HOI{1T7KhuLU)JP<-q{Tz#vTc6oGE(LX%=^y$+OAg;LO
zdy72*%5Eo+m~Q}(^?!=eOrrqnL>3o=N)__cjPCzFw2S-&PJKf|jr-no%nY~>DAGQl
zppetjA_r#5L@aiM1FAkuf`UmHL<fe6le5h9hZ8`*Lclwl_NxcI4x6?C&D8fjs7nV(
z&g3>|kwM6So~dOdS9=6GY3O#GSPn~hpzfb$$wlZSD8v3H>bE!E8p#+8zVpySu>){$
ztlT#a%oEm@ge|hw*9-JUQFdWrHvDi&^rXJF)(OPT6JQbygFJ;99#j}mVXs;^@YTSN
z?fX2r(|zC($zTjB!*;$0_(*>Hv+Gl{RC32WbW3zCnPzSSRX?cPrcC0|?mq`bP`3$9
zWvq{c-TbdJMCnkauC#qmy0_Kyuc~;!1GP`l7-Xn%TiEN^tnlUf({vNyX`gdI*T+|y
zn-YsdcgnT`FFe1VKZxh_`ATmXio0~tpIjB87=LYQq4|_Q+eDq&?Ec2=DDyJk(Tb)a
z2`)}<;0tyKpQJc$qs2|9ir*h|phjv1hb<~Yq6d=q{q~jh{dtL`{_ELLQ~q$3QCIT%
z&;~*)$q*$n#z#4vMZD@oVD|pyVD|up(%4PwmA#N<C}BeGEe#DRJ6p)-qFvG1BnASx
z)?87E?Ct1;%6t(BztKQ&W|R*~t+WNh8)1Ze^70QO2u1R^pE~jwjVKGhOU8tTQt^*Z
zBz|f6L0zOJ^_y%<QXq@6Z+Uc28x_k^(D8b#Fxxm!YWG$k^ZkI7%g`6mPch8<+>*0N
zOayYJ5yaZrH7W9Gi<Yq`X$dq@-rILUuTLbGU&<H3MnnRzZzB4a_)ZiT?nK7sjVUkF
z4rOJTgc+U;XWf#Q(Q9plA~UZWEFaokxQWOW&hTDD<p~|8nkIjHEdAc;7S2R0M&<BW
z`>Y_?zl{&nouz!O9}bp7BAw|BBkjfx&aa{+?aU8uWxd=_Ij!1`fEj_?iM_->!qM5|
zvT#178aQLnsPCJO;C`eV1YS9neI4jIM)rN*v^SoFdi0aJS~uGuAD5x(&b3NuT1z?%
zdKGgzN;%LbNYrh%czjQ;OZ${<x`<M^oV)q59UsPcdzGMiZOilVHOv*FeuV#3sQJ_C
zsKKxJlI85tjJ^cEdc>g`DR9M%a2zK(dxwRg27cG%uOfk-Hd`nE5@&G6(p<lOk&eIL
zZBAX}zbn0)g$mkFh%Lk%K%Vg~%jP;DxW64fxZRYEbLUI2)Q~^Q-w<+bU0-UyI*eb@
z`O)S#*?fe=iP$(DR6EHN?|Rn3s?Ig8TJ@D`nwJyRD-t5pg9WOpf~Je6?U6*<(OG!8
z*^Z{;3a0}-CjKSjXDA4~9np_(E{BLy-VE^RQb&3pXNek88%PK2pDIa#-2hLTa<h!W
z5p-Dz9t)IF5*QCFdFByvM*fe8wU{RoU#Zt$hxpmN$gZ|QQI(?yvnVBtSh!KpM?xq^
zoCh9a-Le<j+4uO}TO0U}4Bc+QmNA6D7ArYN1Hw4jW6pk}L?>?cxNAtFg)e?LF=MQ6
z#<y;(|K!&+KR{(YJjQ!``Df?PHFUZJROKrLn<K2d8Nd2FZC8tmwk<zUQhE>SZu7G-
zh@UBqs;SBoXT0yI)?bZ}uT_!6*f|FLeECEp1y}6xY&+f1uVs|i%Czt0NtmXem?!0!
zuxb*79C^da_Q?V?i3NDaHB2B5G>_rLJ>xd_L?@-Pw9~JTB*dNZ^iW93HP*Yw4knnT
z1i&+87PIX@>^g*L+5^8|BE7L9@uhfNwStM0p_Bjl2XKVsL7t|(#jUCY$KN%4v}|@}
zh-#vgwE>|IilkOQ<@1|3i1OftVSIVT>1k;_$EfSmQEds?Q)ULXY}=dCge1!OypMoQ
zXBA0C6<GffNl7iVs6J?>?9LL2LRxZxena__rw{+MA~fokE=7j3IG`ofuA`KJY|E<s
z?Dql+=kI|g4H2+S=JUg9)%{Dz-=yf>m$@Ns!Mj7Bf(wddwjZrOc7GnfteT$sg*0*Y
z<-c-uvu17P95$Ymh%EU?SHw%gwKSV5Tz`GukN5ScsdSqZJKvhWg574rZ8m;(37I$3
z+I2q<Z1Z|8G{ir&pgfW6V3&z@RMx%Y20@6Jgl>5bnC>J>!38UxR#v6j&vYnG9YEJl
z5R3jd>uP2uYa7iV+6JH-y#e&^6FcmCFtss;<cCehF&#@5JY$qK@7&aqf*9RDVBl!$
z%l3K7Sax?<@73MG<YLbJ3RM}Yo6JK+MGj2A-MOriULsIdR5ahs`$}h=cNU-%8*}Kv
zAEr;T<74vArKY3bBzau_wz~OR$nNiue%Nqs7r#6GF$?id@+3m3`n6myElYwITBqLd
zgl5$T{^UD%KTlUy%O`#a3KycX5K!8LEdgOYHp<)izHQ0$dqac3HAA>*aS*xYyXUEI
z6U&z~rz~V`zgpY6tN$MW^gs*0QCEe2l^w^HSRy_dO#@8>sR^Wd34dK8&5QH#H@nbP
zYe>~O1fvSYjc#UbcGGFejuJvwwhnpgJa~Tifxdh}IBaQ}hIeZNfq5H9ICJDq$9)YR
z>ep1!R^Cj|9Y9l6Vut3E{r7Vyx$5OTo)>6vSQzrJb69%i>nNef{=N)B5QJS4+raE6
zS~P@K6-A2HgBn8fr*s@M#N_;xQH5Yj6h(`obAv|$M}~&vk<nBIEi8diqrJ&RJhdSG
z6r)Gm<Dfx-AYcIO+YZ?E3Br-Yv$+myiUWgFkKSSFbgX`DHDBNK9vLI@2)6kNxr2nf
zK{Qpv<S;Yk;j<~ZW(Ilxz6euB+-~2?(IbU|%g3?umiHL?)VaUcB?*EcbRq)4{l!y=
zr0odS+9258aVSu=1&7oVlWHP`G&}_G5Fk;uqHMMxZHAt)3N$I8siaVi9;hP+m!pCd
ztAjefht}41WS?#OdSC^lP#VOx9q>yPgu`9U%ypQ90g`Swp;LPG(o(*==QB?K?`2pM
z?46Ejic0Z^MSS(wFFF3PbJ=#?3>+6sptZD_w9&n==f`7+H+MOdoN+>bT8k>!`tp1V
zE*<;3UYj5Y0*C-`pGZh(KW@(=X{OExjWWnOP!*zU<|6g(Nurdzea@c*a#Tb0`#=v4
z2^yQDIBk%rtHnqJqv|1s3d*V)sq=4tWLz(&^5gsdsMC9PJwHhhguT}=cN0m5D7L;?
z9ciWCZD!FwXLH7Tmtp!vub}D+Q+D-d1lHA&(H`LIVgDo&ZAboQ1FA`4y{5z9h#@8^
z7h6(1=Gd5>_5jp0JsV#92G2YXu>(?Z^o=K`PXfkd>n`UX3W6Z~Rw4l02Wzig%el`?
zr`_wJJXnKbP6I&SmV(}sihkTge9K-U>@Go)BqSA7j~kt$k{fVfkac9^!v?efE$td+
zql8ljS<V^&zOGw{4tRa=M5d&-qiIog{4P*KO%Umh<cvf9(~N`C27++7iFg7;8$Bf6
zaCAr7=Fir!`n5%z@$O|9tj13HLzQl}p7TECW!nf!tvKQ>WM;+_kzz<Zrw5*|*I*c#
zPx;3i@U^bN+ulql6hfDgO#fRipxg1Ik$-$DP}<x)s=r)I+?X`H>zZizs*FIHhs;0q
zA?di>1KJLPAROLA0Jsk>f96uwZ(ZB*S{DjoXw3yF1xW&(BMozpWAU$e6@SBOG`|e0
zMikhBo4)!qZ2F)5GSOgLFph5FY66OaI~?H2E%P}ey?|3vvItdf+@4PYy`vskss=x3
zm7vVH3Egd99M}dBgu_tnoQ;^G5#ml70>Ik;E~EI1HJtYLrRa>Ee`MCbyN0@l7El%4
zLRc5!m^pV5lfQj?rqz$l!Tn7sX(PtrDc-=Ce_u%5wiY%&H3xIDiLk$#6_-844`{f?
z4rSP_=aDw92b=#h2V<Iv%%Ob%P{RtF|FQsoiJR<e`itH`K@j!}u?lz}EZw@KbAr<P
z<EAd#|4X<PCy5yC*)%S{pGc?~0KKZxy+uXWQnyo?8WJwbXm=~zvhfYtqY8gcn24s9
z0MYH`Y7$X*Qs)!b%=|qrQ4o$em2WR1c~m~K*+Ap^YT94;jAJhwg8cJ++9L{U&v~D!
z`{z(=T7@Q?Id1tQ9l;+!|63;#oRY<oIcsRC)U)F1*Qoh)1-UmLNA|d0xa`?<yW&cE
z{^@+8>$Wj#^40t&?pU^NEMfN9&r!3y95t#S8+G)2>?kCI%*LC)M-3@m)LIY(Veg0@
zz<r>Tbtvl3ei-jq1fqG6!%nRArASD)GDp%}{3WZmTt)xbtH?7CMJJgFN26%b2$J3a
znuaCNL`KUBRF{`qD&Jt1yNIW9E+c_#G_?q+)080@RfUenkV@j2qJprmG)=?3s)E6f
z-V8wT4KGqKZ4gRD1I_P!k1pPUZcrhcA6!K=(ugm$8jGzDz3)5`b3#l<IYD=T#ZS(r
zdTAM^TnEmy6uK7-#aCN~uD*e^zn+W|j8OXKA}T)EM*r*nM8?VeD0_D%n_vDIPf;DS
zE_x6tIUkeLL1LeDl6t3M?(L-L;+gdM_t6*=EW5gl4yvlM_=6QRlr<3wsx;LFXsGei
z)*8kTW5?`r5}#}(BR`h(JSRClT%_eVf4BA(4i9Q1g1TuPG}WU!Y7&x8gc5&5lBQ|e
z?z0_vx_WT(FFpM6gWU7}-N5!<Ka)QTH53P`jI+*)tZG0q$Z?pPHEL=<CZu{8U_YDw
z(on3L5xpdno74l7-auySa^?kB@OI!cnxkGG&AN~&&VlIFRm3H%#$Z-E=KrD7p|>sV
z2mqyN|A&0WeZPOh2*P2kY5o@0T=zOh7d=4PoAdF%Ig4Ij-PbYf+Wf^vYVP|CV<?1r
zlm)5#08ll0-f#>6A#ac+Pkl?pyseD5aU%Is3Q;2pZ=diqM~~`9%+L({)s+M`R+Ihc
zxyS|`YE+@}!<B4%?FXE_)39a5<F9FC+ne(Vhs%)?W5}I;0_Mzo8rD_QR@8v46aw94
z9K92W&50*AJAV7WISCze6xYt#$h-G_Mo8~OHQ8~+8%fWOAtlp>-C<zs(o))L-5hoC
zICL=%s<*k>T+~RwAK~KLhl)T@06_Hza6kGFl!iuhp*D2>7Nlqh&FVzeWb}bnbQ6xp
zbm>*dCe!W<6b_26Vj2+u?!uk~fB?m{#r*xhf8&FX-b7X<P$jIs0Y9z~22@CF>4#A<
zpr~Q0eMK||)}s<7LCz#rPC`aTqKz`8oS+tBths=@bIv8#oPthShf!M$fFl{UPZ^97
z@@@q}Sf-tW@s#V3^M)LNRuP25+v3yyP2z|Ga;`gu4P$R3|J^&V<|U(P8kH}vqkiUQ
z<l-$@PD{bHp_WoyjQsCaXo|}6=jXBclhq8nb^_f`?AK|oUc<U-=HB}mWApQHp4o?B
zeH~5jEhg`&i#zri)HDsx##;O}Z3G)U6hAi?dwvq_<u$afD@E~#FvUA?<Yu6^+wrbx
z#L~@$KG}|H&=ZU*_}n2p?f?~=>j=n3QbzRRxa&sJb9_FsZs!?4%~h>@_K%sg*19?A
zmSf2ul0#KV8?QdPjKnlM=iD%em{{>k{YVwrRz}-{f5+Y{6}i0?UH_rT!^a}0Wp?C=
z*3=Mu=AURAicoX=V7~BDO#S*E#99ko5dq*{*wX+IAYrT?RaF6yBTg*ApPm<L^(7M9
zp4BOTp+Ap`$a-p(t@zY>6ip#TcF<k2GgQi=r`buoRU#=tk6v001Uk;O*w-S<KYL<;
z(S+-}0D>Uw8%<UDGW!;e-SP-qZ+wY}-A12(T!`Y2u<0)g&?o9?dv7kf0Y>^haSh8)
z{}(+5#^atcmLDFUMc?Ve7;xbTB)RLU)eHae4Q8vE<TV}=Zy!Urxs|GiKPLBy3ovEI
z@08zP)yj&S-eK%}R{;=ods%Y-%T#{y9Whoj@r4B_Rf+VtdkWD|h`N>KES|9l#S<hU
zBaXOuGa+|?fICPq5Ji<G^f5McE+;ytlZe?)z-R|aA`*;HSJFT@5FsHej$vo^!jNX=
z)3-M<;+QN>ys!|x;rE?pqA4o=&ljUKv?4of$WH5z|Ju-JCL%j*zw7%8o%z4|8vkcs
z5|i&j%I!v=@MwJH&G;&sxBpw-f+5DlpvTTcZ!@9!+X=t?A0kT^60)ZgbImmv`}988
zmm&N}1b};CPXj<zRY@58)BFcHYQYld_2WTEY)Z$VrF1%{Z=eTe#Y}u~Ju(V<G;;Ou
z^TmDX)>_QEI^yG0jE0|%Sz}fqNu573*AMExU92DoG<{h_(Y>EA@`dx*eC4zBU+@UQ
z@^&`gwSe@Cd$Qp#uV8WM8TQS+EWPp#5|8ae{j;BANR6l8fBv-7-hjWPDk|@s{0vj>
zJDI@qt4MipB1#}Y>7QRG<L*<j56s!=oK<&zK-#f=NgmguBTb1!S^wTF*1q@=R(}-A
z-2`&eSyXAD`!N$pO>xm&>P1yFoGDgP3Sx+fk&)F1zKRCCCG~hp>QP#}m?cOWkw@Y6
z6Nw+3gQwBU_pdKz`TLvDYYuEq2c{Go<*fn!^uTC(3`pGTc6HbJFqrgMUAyi{3@zP+
z_vJ4!PaK4?S2n80hwAoi|F_LYczqeho>|y0I0iY!y4Q8+O8vG*60+jZ>31F2YV~z!
zixxmd1=6G`NQH-gK%<4jv_19&ve|?=+K6uGXjZ)2gu!9Po}Y*<I{{l(9JZ`@T31!D
z{;{tZ`N}1j6SvQSRjbPhKluOwOFC*Wg5&DTG2~<)<f{@y0Js<SrU$V1$(htPRd0Wx
zLSnQZ{*ay+H^lhOAQg7XpXu?Cs}*36HUZ$2G?ITdht?>!lVRP0B!MhzBqxHRxQRyF
zh)q+_McX>^N=X^SepInvu2~TN$kcEcBnjDI_)X`pJo`Ub3Nz5nTY_}?G^~*r8ow^1
z`-7wT{(^@{^jaA3{cY5Iw}s_@`wTTNnF;rui1zRIh`r-%^qEP!eUH{{jeK>(dz|{@
zbebOf0q3c`unbRQ+jXy!aP~;zjvv@5f2g^gg%`cd_)o9jY5NyV)A;7Gk68NXNA%E=
z@LOxJ#Tdyw>u3tEI00+Q_Fl!d=5|8CF!4#wPQ7@Vs#3GEf(<V(pmEMdbfE}|qw*Q`
zpYt%etdy>*VD76wP`RoJIpU<HK0-qOc&>YS3Xb@$gRn?Qp=xy#Wy|U*Ti!s>6ULEZ
zrKQ5l)Vqd~H=^?&!_o43JWqd&E;XK*KOK+k=(=1@(+DlvK>HiBFb(g8{p<-yW@DFm
ze~qur&kye|Vdk52sS7tFc_H`YJjR?ljDES@ahhX@`a?L%H>0gw4$fGlQDY!E1?`JZ
zAs9fKb{dlP@a&D$f<c;Zx*glJsmP1JMt|I?)YjW+{9qw@)B53@HhQOX+SXUI;-+^Q
z{_OeK^S1wipl;hjWX4lS=U#(%#+%4CD~_u#N0*Rrpf5@Ikq7|y!rlacEuI!Gxbsvh
z>&h{ddhoTh5|u5)_;N9*7QhZt1_o6o-d}|+>LF3dAWqc*HJGrHWz5_DEDuS-WvC&}
z{L>aO27N6SQ%%R~_?{`~bqc!F9PE#OfgCHose~hsrfCq35_Pvx_1eoce*Gn~*@CS{
zPtwl00LOqqd$niY?7}<gd180AEUzW8+c0AKB#?boKjvKdIPpuP<h*q*tKL~f-7E7L
z{_@4-AGdv;Q?$B?wg=xL{@>Rk{Yr1r4l7=qPskf&<aI~W^5RM&)gIz+96{CJKf+Rw
zLdunsI^|z;-=`!U)t!_HJpl-|2U+{g8fHH?n^vEJf*~o`Hn-#2=BLfE5L1i`i=rW!
z&1^BnQ5%~?Tv|NM4Q`^5AD<>9%cN%~F!ZRN^vZPN-?WX|xhtvqavi~1iI~1F3eFmg
zEi;AoW{F6A9JSRgEO>o0%_SjhaWdV<CX?MK4_|YH<}wdTL`7$m$>^Iv&d?;X2Pa{1
z8gb8AN6U8`*)+QXXQG+3UM>hl&{bAqin9`T&v_WKllS;D56)hR@BQyFPaK4G>TqQH
z?pH%^oVSIUFMi9Gk}_&j+c^5{F<fxm$%K4i-g)>V)+{Kd&Kkn&ZO0H*IC?~PZhGt*
zEU}$`_G_iv(7yNt>8J@v{RZq&o&P8_O{4YBd$3FzhdlRV^ygegG&!H8r~Q-O&K9J&
zSX5sS>vhwyjP2iXjwDI=DqC1`*{ckA=rrO6ZSU<<HmoN4{;L@8e1u4G3GOGJ#(v(}
zSjHc9Ffa3nB?7>`ur~o<$2smchWG#J;qRtUDyHa<PX|#U%lp#<+w4)9G)?Vzoo~oQ
zCv6YpOmZ{nwu+8nU%Pb`vh=fIUP+>7sn`olI5Gv+ET`dtn~|(`TDDcvUfW1qVGo>n
z*$|BobIC2#e(+zsYgQ9C{%F$9xd3x&+OL)ws%~Mygoj9qH_+}JMByXja1KbK<nteB
zyJHUiqjD(U)<#Z#9I3-|$-kg;Pl*4^B}B{Xaa?uMZtJgU8t<R+0^{yIf#kmF1UEF&
z^smJ@&+3hP$r>b+f%KcEcI0o~T*bo6U#B`pW9y>TguJcj^-)?wF{G!-L|X@7jcX<$
zCQL?sKDEweY-v_-gcWk^23#f`w&Zw>R&&Su%O)c}w~yAkHk!iF9ves6m;nqq<0xXI
zu;}6$cx#%FVof9!IPq=Sg6pVb82jw`L}iKp-1r^M>l?6}{8(KwQ?4IN?+HCR0&Y!J
zY5l5*hS%m1Gol-=;|C%cWEQ<$OzWCz##k#bA3p+bX)Eo^x8a=FhlDdmVEEZqI=iBV
zReVbtX@7q))D$CGjpzsWfx<$<EfFMxj5))OIn{(I#mKvV|Ad*d=MfpE<D#=pWzxVA
z$g)f{s<7ajHGKZgA{-72*0Nd*&8>{SX9~}J{R3O))iLGtVcd4>c^H1ytE@#LXkUMU
z*4&JI_PIzV^KR?>N8ow(1!S`k!{)^puDk^~r-0>W{fiuL2{Dh{fFUP^(B?{fkH3sH
zrXEv)0okmB?n7YwbRr>{g%`a-_iHAQHhKFd=E|xiC^J9CaO?e`D7c?|8dMeMP1hrd
z6~hOV2mtrOZwUbXem{c?J3k;kDVT=2y$)G5;fnq=6r2(T=g(R`R}Y4c&I%Qmu>=V(
z5;~Gx5@y}c7Ji5TP&h()zy6rk|Gq?|$1qwKE+FI5D@Z=+l#YcLp0EB#`!}DE`q(QV
zNi=`|E!!S@m_Z+WhTgX8VY`|a=Ft4_kBK-_>GRhK$S8#Cyp;Z9C0=tI&ReIGJu;7_
zSG~cwkFM!*p-1(V&rlUfA)1zk!Dhf{H(;<EFvpw8JuVwr|I<0X1`q!`_hrs}{|d~p
zR@AUU%d^V}Zf(X>U5(q{#%i0Jl1-awZ}!nM6iZuvGp&Uh&AtTE7mdK?@YCuw6V0o`
z+q;~GK#0)dIF5^CqBFWFlD~zJo){&DB-xJLXd=090sW>=q1&Wk=*=c{#_fSkI22*U
z*Be>+;41vyAnkEc^jaHfC5^bvCK4ugC$_c}-|8~*uegZ8cTS*mQ!DR0y$X|FA;ILO
zZgVvwPaRBehk@pI7vVg*H%S*Bh0gX<fE1XslE#;2@l9I}Qy-f^YM&&us6yMEbu_)V
z5WS}gQ;Hcwq7y?>Ec!$zvdM@B1h%?qUs6lB&W#!kK*WzME9eNISA0kjKa#9R(;Lww
z2~E=D3&+qJbztc}fUGNyA%2LBs<Lw4|KBXW{9rvfxh5_;HkA=_1f4HJeUHJs^3X!g
zzO)<8lTP5C2VSFX$u_2q&ETkR*|<U~c-m?8d#J9j#4juOE<cko14d&v?Vq`cUD15)
zpx6Iy!KQ!aH-r~2#$3M{j5$aNskEt9v<1tFx#Kbd@6EzwZ^97ViX3AlVC_ls*TsbV
ztt3wAi8H1iUGHINN1e^mTRtVGAc?};jz!k%P=5FpWyw4YH{OFJ%LL{vp#Al?v0Z)z
zt@A3-$H!pKO~RCuh$$m(k9yICy(a>|z3^KCK!EG6IF;F7e++;eh0L~}jyc19&|$))
z)M3-ySTrkE(vg8Axecezg@lAnSBgp3^3#d3OlGXwvFBgR@u!pi%zOKMje_t;p=lZ|
zFaDGIFF&I_B$0LbH6)*WYL|hS=d*Wd|L!YNAA1=|r=xM!Oj_oBN00mezRU8Ljk=GN
za4n9jkHeOqLVH;|Wlt=pS=-E*8;?hqoWSxA%jj|4L|pwdQQHC#RgmIsgxbO^{@YTd
zNQmxjD=^-C0Z~<luhz$w_qWne)JVh^WzY@%>3>z<jzF+_X(<aH{hC3yj$z%LC2U=~
z4igf|icI`A89R1NDJHgr8>or*V{bO0iyK7k+6aU0$YIl`ZH&L5FKWBQcdu-~Usg@8
zG5N?RjmEv%L;kWAq)hY?l%D08jeab;z7(_#pkZ+-YD*oG&VW8`0Jd&JiIH_kTdK*N
z-j9K2W|Gp)il%8aY^`U-P4CiD-AZjxLGJA&X8vNdh>PmJeaM`eOR6i5st>o2?rFjq
z@=~SObNqYP5u5qbXowbx()#$j1gfi1;*5CKY@uqso6Np(=nXO^HH6OHjFvlyh!%%Z
z-$u06jp}WOXap^+fnG)zXUCKkkEL4@rrdZUZBcxiS_n7#kt`MrX-T*Srl5}oS@hPo
z7#o`@h>=mfb*NDv&AQQSvE{H{E9Z=%5}||`=B!=E+NL@(^KzMd^mqp4<g(<iZ!;u0
zKum&*aCR=Q%-Tq6uFL{u8zq4jh9nkpLGDztH?F|mUeEiPDvOdO#ug0Xj6svgj!W%y
z?-B_i8TUST(}F>wAHIRQc^#N65Doz#Ih;r->F9=xLhk<C7N%%kKhb4d2$z)LoB0uT
zsTDPDD3RO|kYz`C{S8d%Nrc+G#P+O#!tux_Psjb~x77UWbxb-PMkx+-8d{<WU5uYt
zQ#Da%22JTFQ#rew!T&f5M~@UD-+YR?VGX+Tu0yS?!~NQqgcp8|IVT6*S?3XK4HGJD
zBvjRm>JO80#YAE!iLGSzr+o?l+uPeawmR8iZvvw~n%^1#0?hg56E<&LgEOk<jeGC<
z>3|B^aw0~5V@Hx+vynp>ofN@{3zHmAvZEF$?CVr!|EHct+q4SH;8Db$dGS77n;>*W
zQzA&Z-?o6__oPLmlw5u$4Xf6YcIh=_U4AvP@z)msxIcai|H5xcdE`YTS!T^8=aGBU
z?Zoui`Im}&WgQI{--q92r{8yvvf+_$X@7qWW!2wsTG>Z5RlCvt{sLR;boh@SiD_#i
zsWl#)g{esO0lbx7oc)uD8Jv!0QfU8fCB>G$G_P-Az%_lz7?)1#mR4q8F&BS>pX_5Z
zQPSGjShN(+IybSdcqZO8p2*Vo`Skq&-G*f|{+iRM{&W?ey)}b*ah04KIEzBRi=|qW
zPcq&ixnc}j?l$~JiMC1y4y&E>rl(P$8EN=N!a1rp^}WW?^wwsa#T8T-P1I>YDlLt4
zADzZ=Cme-2(oEThA5r|?5~4vJT0sH{gGQpN1%!My3WmorXlep3y_d>27qRt!D~Tv7
zj&6y#k|nl%{4Ew;Dso~HTVwTXR*clT&2&%8AX-zx(Wgx%y&w(WXCGr)^$CW|c#IQ<
z(m(>Or8eZMCX$<05btV7$?Q+mW=CzVMD;c!=|MKi=<Km5%@$&h%_7p+M7XA&aC1B1
zR+X?vL6Sg9?uNN%UmP|!mJMH_HMh{H%VL{mrRS8v%vrI5W@88`S;x3<OGpX1@k{+_
zF^{J;+(5fpPWQesxI#@tLOwPH0@S3%QM^vZ<C19hMKHEnNNF}>F_|!1jQFfknhk9v
zN4?}lB8*IE#cA}@t_vbt{TK_=$V*TDY5NA99zp@g=?#6xLRR4}w+n*pL8CH%7Rpy2
zp+D(t<Pk^xG`y~9;B}+bRuld510+W*`tz>XtKLDS!A)?+90H1&$lO<O*xHfCo`Zhs
zF{sT=wBGd}{MJld`Z8jYtB3{)2nH1Di)+!x8cDtW6wH$+5w5Al^Y^C-6<aWyC5(M@
zF!WT3E}cbfbq2JVu-na;EIJHo1(NE==gmM)aAE9~MW|>YlHW_*wU=TzWeSo`Mh!(M
zx$-5FFPVU2Y|lNuCSlh!O~d=$Dx4Ds?|A@NT3X7r*IvuqxpN5ygPjVKBnd@1e1{?T
zB>>!^W?KoD^y}6st$Rd|7KwIB>p^E(v1Ux+pV}KqVq(1)z4iASVi1lzS~P^xvK6Iq
z6Pl-X`*Q^)8GYsmbjf{@<oz=gqec8^{ub0gD_WohEzpYQZ$frtBFE<=JF}4VT?cgS
z8`iP*^y9Gg9YC+=UdP~a?eY7%KX?uQvIWGQ`WM2r)ol9bUG%){A4IDIMCya6X{o4Y
z9nJs!irC<0+Ag|)#xK_sZ!ocO)w_&(`TuB)TKVp!`Q&b`Wy}znaC$%V78{-+1<btW
zTQWwaaq^4DBm2XIiW_PE_k0>_>PR}NFX=Z<>8OjUs%-pz1#|x~o9Idl&dgYxNpa*I
zo6fdR-=@jk2tE39{(r8)WHa&X%a8HyV>7r!noO3?Nz$$3`Rc`0Ow0zGA3RcojhTxG
zZ`sU<bdB7sBw8`Ep~Z#2IfARvOM==)*dQSrTB&Hu!&^U|fUTLLL@%3A7?m{!%c2+z
zx$*QmGYP}iMQoe-J)y9QUzSm%BnsMNF)2EtJ@QD%u^`nq(72?6khy@kL1_fbm*B7W
z;*C8GYgz)PJdG8rRuismr%$Ab?#g^DRuda+qlt-jLj~IH9%2(p$#XAfrnP{@$u(ph
z9m^?0Pi1tEG3b80?*dyrG`_F~=Tr-7D1@&ymX@s!B#VvIqb#@zL0h$u&=;Q&t*F3T
z){d`DCYlgWjNXJ!4ihy+@mK>`UHOEz8mVlyvpyJPOlk=!E%ji@B;@MFx>h&EiB>kW
z=rPnv7(8b55gA#P2^xba8GcIRe6&`2aragks08`5z6SdBpkI6{YD*Prdo5}UEUri-
zE>cgG4N8VhW%O}JF?>)r^g0<f&WEL+qE&3%{vg))c!+aBd<K#$i?Ab=P-_I!=bs_>
z8H9e?bR<LP?+q=`4mDe$x)_uQiaUg|Xc790u0_|YUzgtto)!h0Lq?XtKX)6-cgta9
zUqWv@ge}s9>5d1`4H>e1A;>8=<MTRj#B9Wz3X#Fn@GN~FZ>a@mRvwih7jjJqhs8#V
zUPrylz@UuPcvmHoIy?(y<tEIr^`Q4sRcs<+u;V6^nA8MZfwjbq%ENN~O~^kE^|t)&
zNrGR0i(|+LtT$hToRx;+53}{M7f8GDIAVt8cX>_1?rEBaZ`nGUo_GsyaRvQW{CCd-
zz|o^eqiGs9+;9WQ$;msds2ewK-0xfagJ^#QfB+x;=U=??e|Hd#Mi@B$Xq1I3@wfam
zyer8v-G9-u8rQQYnffUHZCjBH1`3~imW&H8`OS3@grAGnuP0jeJxDrq@!ilR_C$(F
zMUo`6u%Bq<VxskH(Is?8pEU~Ey!Vd;(=-jGVI9%Zd0?<2TjP){aYzOm^13g;--4zp
zXu(#91VITSwbvu*WVDQakTah0uQyWr(zA5?%XK7PboXAZ=mk(}-8A0(e}sJvn0sDD
zebGl4;_RfKaUQZ$N93!uRBZ~799l$iiH0e;4^D@bs<tHrjcs(lVJiQ7ZY#&9N?7_2
zAh9)wR=0^okzvRd6N7H*&zCRF#$YyZ>YY=Wb;-B%o0dszaT%eSVw`uMM`c|DOF#UU
zZ7Vm@YwRG#oO2wmlq6O>wt~8Ei!f;0*i@2)5@_bw+Xj&u`5zUFmtqJ@I9w9;I1P72
z8<B_;kEso7n~O$bv6&Sd;qC-`oA^3;8FRK~lGu12srb>iSTP&hNKIaWwzWHkf>?5G
zi%3#ySQj`0-P%^vfJ|jDKt<nK9DDX4+LY0(UFReeGEkUVN3X4os6`c28hr#~QbE_9
zP@o%%YC{dzVXI$(F61SEOi1S;Cc2rBwLej101j(_w9o=<dKJx9$W|#2%TX$gQY+2%
z?IcG63@%&20{!ts6(0>v2JBZfu*tZd;-;-k>3=NOcfS$;f9p{PW#X#^C8!ZU$VBoO
z3r2^Gvc8DOYtN$e8cC=`!LWV{Es~Dqn~O<wmr$CUL}E%h1H5LuT0EYp9Yahd-7Muu
zz91N5sf|rV*;<Mv;Ky(1jYboONCn6$VZBC-)eN$Z=GG9w2(*R_$cmZNm=G3ogd(q%
z)C@N%u~Ev~WLAZ2=q(PWXm&PCI*!s;Rx&baBT`N(FE<+)k}GlH#B|I#gK3V>Wm(k*
z!W$NlR8fpA;3E()5L>Gfz=&g@L}q4B^p0#WIKbzIh6;#=!EA%HZjjy$WF1s(M%%WI
z=&B81v7(=PGK`u=d8vt|v)cJ#K{HKWA97S?T!zYN-OI3yh$ZmUqZs5M*2iB!mtTO|
z=BNG6mvFByA-+d7rsF5V$jOvnb~W3!+G&VQp=Vzgd9s4(no}^k+lhR+4qq^lMJ+x;
z#jEIMcad_=F&NY0kmkNlxS^ef>I8xn>rwSaWT%TbLp@PdM@_gVND`7x#%1;p+qe!>
zN>9uqdSJWoL^OLWC0EZN<1eRR>zB3rZ+HRt@p<OoE~53zxrDZqV^mETdym99ISt1#
z<M%uOwA<~hSh0d0J$~6ob@=mmJp4QJ6fS=0Z={_*YI~2TKZ1Xo8`-GCoMA_2J@kgl
zguN4O4H4MpVafM(R7W+&T~I(y%Hi45ss`PJ*MEp?c4Fu;6-mGARd|}FqBd<IQoaC5
z)}zlm8eQz}e+X-uic(udq<jIo_-+_-#~~TEx2IOQ0&VfjNJB3`${Dfa1X%kHtb7%9
z!ab;s#k7C<3dJ9-!K?<!9A(86=R`5OKuSjo8j&Jlv~Uo8ub~(xo{p?W!P~O^E4@1u
z3?lq}F~P4k(He=vQ}TB*{&Xp>sVA{~+VQA;E~9jA3-PTH1{IXysrFOhP9tcIr%m+{
zshLH;lW(E9x|NLVwX|&vkdc<on)(>BM#PdH+r$U+KcT5?8+wxozc)gtPNQ4KC=y)-
zWR1wiUtf({x|Pz2eHe1e(c}*){3(D9deGiKpE(<bv*tS|xd~}>kNpgN!+buf=*>4N
z8+qzn6RX$8QeLal96FOzLbb$n&tmfzpqM2ZG93`9Wni<B8YzPyHc&O{O;sqp7LwYl
zH|^de+RMYpB|6kV1e>{pNh$C0rF$?95t%{01S+Euen?q}O$*X1>lDT~N1|W6o~?1I
zxa}iI)?#V*XlR76IGWJwn$SWXf=z9N+x%Em1Nwl9>~F;yD#k81A(<0Mj7_D~(w$;k
zHcBWN9R?f;W}KEbdR9C|WzU<i#Om-@C`2V4L9c=(7PJHfcUv7fQ61}hG;_)+Q!yJA
zA`L$L+uZoKwP7lmi#b?AnXeyt##)rHhvM>e;4Mdz6%2ZiBT;0%ji_YBYBZ6Yn~Bwy
zO{29NMYUiGHP9`t1v%7=++K%S2@{UmX=MbBSO|LDg!DdQVhkjk4X9x^@i7%32PxJ}
z*qtHt1~Wz5a@blEOE@{ec|#)n(AR`@SqURIwz59KNR8}5-j>Yx!YZN;9kZHYO>ZZL
zF&Xp>4#T%5nbgW{jPlGTXx34k22QO7Pg6497(e5B8_Co~Xlk<%+pj04`~i^K2g%a)
zA7#xS&m{8SmqGHgQP+#_45u-sUpxc7%hBprQCHDGY`7MOt{v6jpf0^1Ezx$Y15Tu%
zxQR&VH&|VD7_Yn)sh|g2FSwE|HA!Tj>Lkn94`ZAM0`;)ojXF?I)EtYs&P8aO4P`<$
zOWyn(rBot+a29DjOxVK9kZg&NHHfI*M5xV2u*r>X<6=TS1&<mBnu@A`q$rqcw-Hg3
zFeWCGbX*R)ke`x|>d72$!O}e*>AY)@t-D_-ex!=Fc__c*QB2txICBcnwzZ@7>y4v*
zG0~<fOxOQq&jY{-6DDxiU3W2Q(xhEwIc#}69_~yzlk)~lK=1aUE9iwjIRQ(O9<41v
zxG@a=2vSr*QZ)?mX5yw6;Fy?;KG{ZXeJfAD{wcv=m>6peF;*+B?aiz$UCHUkP2hr)
zPTQ~b-7ze`J4#q1>Q^zvb{^hSLkf~n-s@hLUDiic3C@`V&CQr6PDD!F`zHweUi|A?
z@vmz^@kP-&jeOh`B(}SgVP+jA-&E5yD4x?!$U>I)Ph0G7(SVAqmyiv6RzFQsiIy)w
zsa=hs@Dy~;jNP6Si70&e-DYMyy%;?bmz=C;T%i|J?ih5*eUPM|<}Yc{5URHprL`2L
zZVme6KIpT@bOe}M*oQX%KLAK$u0}HbxKh5o0lvHu5__Qyznsv9*C>1OLjnyN2}TW@
z+>B(>@b%3l#$8M#HwS~sfUd!a8kC4eWb~U$(B~9l8gd+3V-PCWqcxP{b!SuOw&4kG
z#1?Fah9ZKxJR(7jK%^CC`Y|Yp-SHb8q?dW|I33I$Ifb-WZoo0&Y67(~$+1pcb@Pc!
zPNl}y6TP*TmdYYbtwkuV6x;(YBsr^<`sbFT^T}-WE+b?tB{r1GxL)H>A}ts)4Y+PS
zfutdWko9`-*5P~OB3_v@o}5twIevT{ynheteKEZ8$zV*aHhK^4K}}gbu`Vl;FNat|
zECE9+arJ9iCS{WzsK%Xl8k%gwsHpVQHqk^Zb%t~#RgX!EV$cFKncR5$#xVYvJlw@a
zL~2%0*OJXR`86W311YLGf#~{5TpkalRwoWyfNWnmp4^iOM|HFZB@|5|D)|YiDw?7p
zDIi6`V3aZIg2bw8akVZ*4g}H2!74{^m|7{WR|#uzXtD|PCKRI$RWC6#?gv`aC(&N=
zCDA|-Bm+c!D4{S0BS=aFgB*h{XDB6#iP~rzu~`WmGi53fi<!{3&$G2DjM>|hzQHeP
ztlxw;7{wN2!J443(VRq6(7}*!H7QyZ5*o73MkHd#?>AsfJqg*ALTzg^388iP)ogT*
zEM!ZNR^L{PQ6FYwE*r86*tC2D8_e7AMVy?G*}{o7H<(NqqdL|%_hn-+ho+=<TJ#F;
zZ8ie6ASH&l@R7-k+%%J=#j9Ce-o^lvk@5zW%JxAVeR?*uZa^!oMYSiBlGIF5y2_`6
z6B&{_iW5`Ek!nuhy`^*b;@M(!i|iN-Ax0gYgIejuqW3bOu#6tLrO5gynj;PU;OY3R
z1NrzlH>+3IVu_S6F20Vz$|5Y@Vl+i1q)LP&8(JhxlPw>;FPW#y29xJBa&CSt=E&E`
zG!qTkP)@pvxT$^Fc>3jRX-Z@0#bMIYCZQ$g;a=Db);NMCA?!_yP|aq7dM8G!guYcl
zpJgFpUCx5}F+?0$9DVh0?2Dd5RZ~%o8R+_SNAA}XGE#`X^aOHxHu|Zjqxb@Zt7`Et
zSwi6X7jf6A$SFOEyLKwELkrn<(+6ZtOT}DPgmlvB$U{c$@z2Xhb33hHti&^a6KXKB
zeO~5|VUMP$=v_7v&mBX|$Zn__%w8G7<JUN8q#4s5{*3*tqHaH`KZI;GZU5Sb$1Qpn
zt)lAD7s$BvGW2U32(;<39G!`2_FHHPCW50TVed0y&jY}ck`k`G@=DG-?>zeS>C<U1
zB!GVXx}I-vIPiEp{Aa{CMjv-EO<SsPZuJvqO2p!{65HK`$rM61MA4g6LZL7%RS<4Y
zA?lUzND(S!58L9(S?wxiesmN5a0Db7m%&OxT|QYod+^r39>?+<cC*(s4W*`;a8U`N
zqOFA1)}XXS(8n1uk1W7EyeGzfd1wX$vTpkg9Cj;IedEWyF^p`Iuq4a4a(sA})Zkgu
zh-}oMsTyb+k}P9Nvth}M!8te?=a6Kiy$FWX$_g6ZdXJf8&}?>bzOkGHtGs>l)V$r#
z=g^`Nw2Doz<}2`2K+kc|Zwj(`-xeKdsz%$Fl^{zvj!Hq1Jk0pthZF?MsoZMEYz%YK
z*b3@OGui0vMc<QhiPXPEQu<iz>En^iJ3p`WSKm+52o<+uNVlM~>34s^FQ|$}?Y99u
zC1JvCD*X7JsxwQ3-6|>LEToJzqqKwxZEYvg6v93t9z)Vklfjj?aw3~PLzmnKUDim#
z{;kxPuVUrm8mx{i?5=z)HYWx-LX1g)xGdiOa4idFZXu=F#PFnalyHzOjqNn+qZEu)
zIOphQvJ0|N+G`<D1(8P3d`NmTlEI3cGz?w(L}XhUTJ3tY1^+=BehE_6ke@DY{fDsZ
zIkZXl6ZLH%T(z9FPprUpRCk;|e2qUfo~qj}Cpobfsq2ey6s<s4Sp_Bop;2Q9_#4sO
zR@@#drlL(4s#XzITo?@9@f(vNxsLc?HPuZf0#)@`!#=!{O6%z3(S7{`W_>Q1i4YE?
zQ07h{?c@_NZ(YDfcZk*DctW|oIJI>x4YqW2x%n8kE<_iQ*w$7Aaj^`MVRMa>V699!
zwJ3QJdS&&8W*g}PQ!%K`#B8o0(pW=FAc;0-DO&tijNuBFG*95P>k=raeiOoGmS#`l
zxeq?z+n7e~m8aA2Jq#Z|n940lcqJ1~R|0F+Y`_`S7;dbkREeWfj;Gn4hAm%@Cq`jt
zStWAV!pHvau*XcMmpPt<r~_Gb01{|nFe;d>e$-%;ZZRK_;#$R;!WkqxWtyJ(441c@
z4cRGRv0$=xW2?<gspkvOmY|nn33;8^!!9yI3G{7gASN0msLR8zrsBa!G^UY6OPFOX
z)i{H-#44a~kK&awh*2!`PF~MicPnNsK-<9MQR8I7p)h`*f-amyYU^-Zt^}HbHQ1Zx
z;Lt6`n&#kh0u%>i9*$A*H^ri~Y(|RIqS|cO;*B_s627=ztZz@oE?dacNwhZWDEC^4
z^K8PTR^u?0lac@uQGx*%lCd8FT_H{K0CbWb8$n`Z4`y>6dPg;8V>z1LjyI@a3Aa-p
z((`0X1|@9~oPL=peIxXXH1lbw2aWMLWHv`g^yo0S^#p@5&6W_CjA}*x%b$4hlmFqY
zt7lZn7FN|6h&B&HD{Lhp^c_iRh?LB9EEWe5f0#h6n}8=m(4LMjEsM=Y7c1*zylr{N
zGQ^p^<ojwF(7v8@eJwg`7`x_0r?#V$!x&8lbS5KO*o#?jN79?{N5hz9kTpMkB)~?6
ze+XXFAQDU=jFy#n{Z>+ZL1GMzd}-)UYUvspl~j(oOTj+w4q6t~5ME_OF9)$$DzOcY
zp)RQh?Q5&C*H>aG-iE<%MIQ|yn^km{HbP1~CFLqgQal5Pl%qT8GE}b-W%Wk1$~th^
zz+Z|K??ivzpJ3%2@O#kuOrYWBztXa*5(<VQ4;@OPy8+*_Vr&C4F-EH~XC<J&<O1aM
zuK$>gy8X0%RYcp&)kp>%t`i0kJFyQs`_2nxLRBp^yuE;`Z;M%*)SZ-bM&d|~;j_g-
zjvip**dZo#x_t`-HATg{s2KnHN&;K!3D>j|46C&IWr8*X@m2{33QB8`a7z%y7r_{B
z#+Yb9((Pig(2hkxibAktHCoVzId>phgBL|_!PQg3VW`J?!AW4#6Zr2OVjle4o(F)7
z7cb_VbIzfxtn6p+DIGD3K+fx*#rrp1jJB<j_NqjDl8O4wtu*@E2sztvxeO@&5RN1V
zvMzzfQWc%1N3SzulU(R!C(V+AiWj3XM4~l>YSmF`3*c+1#ID-u)h&zkge0WYL=5Mj
zf@IotK&WXNzIW#moLhu0GYQq2M6kw+zAz0>l}f~?V5lfXl3UUF>(QbLs?myUG@)X|
z-qQ|h1kZ{F6t^EqRk6g&Xu2laD=N^%+HsvY5!>+5wAVuWhBn$aH4?09#hmUSc2p*g
zzKIwUjo7=}It7JlBuJ#Gme7}9(O%mGndw-KCKQ7XpEp7jJ(+4dI=>HT{6r}14W4Fb
zYeaK5pf%S)upN9J2-PA*>(DX>pe7X}ZCQZSRE%UcLsH)MK%)25PQ6gOqXwchzh8=_
zw;i4GD$9SU<Fl3BX$|F)of}I(dp#jvnD0x{IDT9OPW4efSzAG%$wgzT!o)sFOv=qB
zF>Mr<w4;y{2L0;$2R3<VdA|~aEsElk&~$pN{bI2ViNlbx`_+2hvItw>@Q^gpLc(AZ
zMu&{n>_%B%PH=S{zG?$LuY*ufM(!3RJgk*KtOv^vG3bI4roPq0I7^8bO$1z44ERx_
zI%a)lV9mmIru0)#+8YQ2+wq5^G<r3buFgjCnaS2?lND<tr^f~sx26!VIZ2Edh-vo|
zs&x?x>u@_;=yOUHzLfq{wkOjPu>RP4tU<U9eWV_TQb(N9$`<DU4DoRo9WGL1^qg4#
zcWgE@=Ar$N>*umDF$eRX-yk``h-8XK8Z?o}Whdb+n@8;GQXCtbsMY6C+}Iyqk%3fS
zDOu)9>ROwrYpEh7RwgUaj?oZLFtCwL(ca`qTd|q^SnV<B^)l|5(FE3fiNTsoLz|so
z(`@2waTs)VqWU=W{m!Iv#cFyK4#lU7!yaj7n@^=U&Ol_%Oq!4|>*ML}9FAR0Kx(O^
zM@}Wh-pNQhP*oXKlZdJzh-{zR8=D}Lq%R>@yP1YaKcZ2UHb*N?=S;fUmf^AGP?gr3
zMXTDWvpOjZXOZenBy6;>zN`$Bc?5O2l~ix6Vz^@}YJ3{OhE)`{tfnOzpvIQOy!2({
zUDAu}A0|^MR}!w@#+SioN!7B*=l`g-Y@u4`CP$7Vy`ncp#fhpjB1w=DGnc~HH(A#5
z7|yDt1SBVZ$wVa4f-TyFJJgC~3Xy2e!eq7*^)@2aEhZcZ(ntm&&Bj(o153J<ajxrp
zhPeH-oOC|TE$uA&;s;_ken{Tv$;7rdld%3p-0nu|BZFB_8c}3ywq$xuOX1kNPeNLv
zP&dDkZ&x;uo0o^Xp$%X8Cal3?QkhM!j3Aq8>^P)tBsvXfR+ajYnR$`kl;I#I+DhNB
zg*a~*H7cX&3}{9xc1sNH(OR}e8|W3NB+eQn$r&O_JEh^CWZ2`dI~5F0J&J53;E%-?
zwh{<rVNlj$wKh^5J&XEK55nyMl&C@=+JqKZgWXt6@1z#Y`UvH9e!}4}Q9!ThFe78r
z%UDfOnu0bWIvo*3#-<ODX0JojL$$XXZQ*##xUp%i=urWQkZeV^$6&VviL=yT*0mw2
zQ6x!00s^X)8Yzn^rI6NU8x3j}p;Q}%jbD-&u0<c4M~XvXk!LW~o&=21Ah84pM`Agl
zU^XUg11dhS+Nh50#fQz;;4j_Abup`1pxEgbS&nS7@Vt2(-o!YL)2Cok{VWTur8xv%
zzlJ`lQV?q-#i}EuH_#YX@wh8+$bC88>LjeR&=9+foZLi~)~8bUeG6v{U(15PWE_df
z*lc=?YJ>!D9mx$vDB(JmXrl?>BwE`_R-T<6p{2BLX~K|@M`KbUNf#eQ+lPw@AJdJD
zZ|5M@hiJE&`0VJ>wCAT2W6+bfxsH_YHxX|%ka5aTTvPg^i`n@}F~P=GN?-q+irMpN
zSD`T}9p~_F^m18HW^IO8Jqb6Cr^ubi!c|6&8x+g9zGgH{BM?<_`y({0ET;DJZJ4Yk
zvd86<IXVZU)rh7ks1Xmc!AZ2KoyPwz#4~Rr!9J;&ViKt>4->5LVle7(<-0JguA?OY
z<*J^RbO)B<sq`O~Oh!p7E#Ft6h85yQr;#u@8*9!_L;qSNOys{$5Sl*=V_FLOm{?SI
zl!#=;7^=Y^PR8Auj8+K-ql19iN&d$d?RfxLSXfA}UcI>Ow%fW~1d^S7_&(s-<MA-R
z|HD|V7S_kCq%gCNo>ql`&p>&t6H71yyCVTKE3KX|UT>HNtBXxGFh{}O)=Cell|D%l
z7K@!`H6DM^g%*-%S75GWVYWVmrWvuAjGWTFoeNwZ9JgPLoVasOQ^Xyi{`R-=c`Ss}
zhhc1JMKkD-Q3y&V97AI<xjiU48Bf$iWUGguWW{eZA?d<sng`SBbvWWB9Qk&PCIgDQ
zo%Uik2HAn$s-s<RB~Y~mQ?MFqj1eWyNia8?_)$X%m%C|OT!X*Njm~O9AD@J^AQ9I{
z2gdYDbhVpNmle|-n})M{KHm5w%7ZHHl7RxVhQGB9o2QPnwo=U1wO}wp?*eq$`P=7o
zl@x(F0L`0F_3<dgL2Cpppb$unC+Lbn9|>S>t;O5kKr}9uxU(O@X4!Smnzt#yy06NK
zdLp#1Y{H$P;@LKfd7Fn*lM~ChoXt#k%)~`AOQeCUZ}QXD`XwvNClIF$=XzHWTix{}
zo1sk?;1fe7-^bKqkI^$NFOLT<|7iOp?Vkx(`DuQ)0$B-SH&xM`8;?s>(bszjwHXO|
zZG^ot#=ID;gIvgF9g;yt(#yzpJ%$t;WgqznRJ4%VZ6%>)Ut&zi$7IVU;xOW_vJ)Ug
z`^0h_?HbN?4w@Qz5K<G#Jt2fuzl2b0fVSdHqGcBJ-RqE#cCcVY8(+V^nPWx-nUY&Y
zX`ca<B?Ph6EvJ5liNKtA20JS$cjvIwoke2^G+iv3HGnZ1#aUQQ%19UMHy2V<6Gv*3
zkGy~dDYqKi9UAS1EUL;9u!fs(nHm|!dQ#eID2wYxZIh0zjj^=0o3IC(C`fK0Kg*Bo
zaADlqO2JpJQQ2cO_Lh2L^$`qKCnhb5Cy-37FNZ3xgJ4@Vaasj^5{wi#D{R5WnA9)^
zgB3;XLrhery=^tl&~i+MT9&A%g7X@DCL3;ZHRo7f!WeC&rKS#dLna<?GZ9rK#+nX>
zIxK1x^;#-w-|Oh1kMQM+Wi%yJQWzPELFx+z8zCY@4Q8B;ZcH(Wq`Jz{#YCu#8N;UT
z^Z0h_=lJSiK*B_fa)g%e8yHcTPJhWvxN0NI{EZZtkEWntJ|Sxi8`}ENwsjqCi5^xs
z8b}I6X~^kK_p-4Bi)*M=w_wj2MOw5!^$Ag0>VxPK!esl`lGa#5>6BjB7l-lqQt%Hg
zW6+>t(wlX}t|*|$p2Pgs7m)(-42wOENWG1sm}b&?#1V0(6DX@?<k}!vwoP<Pe1i>}
zPo_B`9a+<1Xi@Q+B3LyCI%^n7t;f-@hNxzx)SSSEv<Q{m+bOqgV`|2qINH;Lgw4xn
zIQblcnvRx`o*`pQ1ig*SyZ8pO>*iw2$ze+*7D{DwY7aJ=64|7yqo+QN<8yLo^EXqa
zZ6>8<D-NX&ovcG|OC=-KLW0Rpd$SKUP=wX0;0c&$XtAKG7Lc7pbg8uJ`s0-|sh1LQ
z*{jJnMA)Vavs`x3U2EV3-#k3t80tM9bh@o{FLV)aEGHZc(-w^Z9O$AZ++H&}^yH)l
zh(@DCgC2BJJ5fbJktAeUBcf_Vv^WB49t~=LHiThxLJ4)j0#>ygjjWmpt6}`Xa*j`5
zPg#SJh@w)Mun?=xN2zxpDY_7#r_9%vCe?y$ir_N&7?3)jI7=NqpN?R=kBAS{h!a(p
zNOhzTO?KjRHXz5=6KgBODz$(=fX|ae)Y%=oS)*3Uqc+@)*pN!RBx90v$Oa2eeKn2Y
z80NH%LZ@$}K=(O?%KOx-25iv@n0#SMTANsB>c*s#tBKnjrAeL6r!DnV80+b8QHk^V
zFtyj<4=B_}VrdDRkfkU_DU4YOVvPjRY0xbpfxN67iklmlU*Cx8uuvEuVsiIpo+}zi
zlV6WsiQ?3SNwupSl^P<?u#Gb3AR3Q5f#^3YNnXDNv#k<cy&q3PCRNRe=tpFtrMfU(
z@c-ofd6;C`UEc|R&bj-IJt8x5tIVpbtbOU~t*Upmx+Qf>2(>gq0%3%N!C){T`x(FX
zV84s8$BY;3u^uFh0fX5rkOe|JLTahC^jf`D*S=TonUS$?cfa?%f0TxK8T&Qhu|4)P
z-~ZyoJ@K5l@!S*NbI$Mk{XWdyx4w<N*28~hgYi&j5bF$19i;P?qkOs9VH_s>_`^rJ
zw^n51H@`~z>C=Q8JA{oEB25sEMj|08PEb6#hj^EubNMn^D@IODQ}Ij4=?dMybc8Gp
zsGnZPAEXSf7>rkK%qboJE`>vev#Rh{C0VR+>LJe578A`LGK10ME~|cl>90@lt*Ii*
z`vPinibp@)#<+X~Q5#XJ9>yJ4xOqV5d>S)c&sg2Hz`=VK_)GWCQe7MI#_xO^f#9y6
zdmGM$Z^4&-m7%r|=lvhS+S&n`kllC@(HSxHm#~7X=%NKVpH#+#y*~Bdc>2#z0CTw<
zZ@lpa`}XboPvKDiU1Km9u<^DhSlP&tCesuuim9?g#Z4&8tmAh}^j2NQgB>!ZFswW(
z4M~#dwojAL5l)#Mb1%J}6|y8{!#Ti4{TTE47AI9kF48!!e16ruNNm=)JGYAu>YI3P
ze}YH;@}ua6WN<BJ>x)gSuYMBi?e~)ms>JIavSgCZS7>(x)$wJFi!TyJHKddnGC?F6
zQdfj&5s_x-ngS<B<d*Sq=<Qr*Jl;mT|6Pc=I{K|^%#3_AJLcu}HFjS5P3n4|#pye-
zQ=3%@>f{5swYLx~2jq5cVvO75=X5l!1nn)tgM!ur6PN*<z9o5i%f^%`i6+=zYI9F@
zjm0UCg=&C10E9q$zgR`85yH$6eu&-}lbIHAc@kgEAlD?H^&aHaV4k<-&T}B&;mVaY
zE<E3+I5cpbgah|FeBt0<qx#4m%$$J`pb1dDfX=5c5p4{p-#JZjwap6GSUcAy?YK+^
zkYQ4*CDiYkV5?szT*>1qgESp7>Fn_4+8H)w%>2X#C_y4excZoiCNU+nMtQFHYs^gT
zC9Cek7<g3E212VLHIu+Lxf(`jUZ2-%7NePcoFdPx7E>*yh?NL`+r-}8!z|o{&26Hq
z>x`S*5Upa_5l$YY3{XOmU=tM{Abj!=nj_JACfFI$R%nTVTCcFZc9ij~N#VV#RCC)z
zG2HsHP58AkW;tc)?ys|TsL!X11&Uv}&WV>}4hCZ^C1|&gaA7pbLUEPF$}KVhO@E$C
zt$nOA$8c02^g!1`s^u<v#iB8oL-P}=GSAY(E0lk7M0Y|`-PvMhtHrmEy@lD{6eZuF
z*1EvLt>5M1;$Pv)pw8YGeut&y=Ww(Ty=bGM(NA`9DZG<wK^;FbD2{JX311=S!2XF6
zfza5%<uGGhQbMV)GLtOOXk`x8;3nJhAeCH|V(=}N2agk(CRVh{dN$3WJ4)>KUP3bx
zx}AHtdEv9z=3z3;Ld%sYYB!0(TXeI%%<X@Qt6O!hbzWdwt1*{9Ox3KAZ+B^Ff^(B2
zu6R5Avpo^5{KMqbB>wy=>gX#xd(GqG`AcM}!g^zt_slGzs{!+x%X;}sEUB2A{)Z8@
z5-U$E^P8Xf7;inDkQ7c*+4B*e+uES3HhG)z7P3t6x*L!m<=7})qf_)y)0g=xuSfJ!
zjpjXnm8twD$+xz-Ia%O<yoW6DxhuNJnvtjF<=9a-XvHHel_SosQA``WU4NL~-h^Ad
zE4-;cW`5~3Pp|(ZLcbGpyh#$D<qsFX&UBpPoy&bbvp*r2)ObthF=hgjbm9h=XAiQs
zw3mYyF7y1UqqJIm27?}M)M3~4(-b$Zv873lnsvUiIfwI>yRq_nS^UPUh*lq&+eLl%
zLwNCJ%;D!Sqb5e}5n4>6=4Lo$eFf3FLN>gCrolLvV>>vGug?-vBNc**)hF&>L`559
zNeWttO`*|^1~|!pJ(`b}Nxay?aWnQDEm0_%+`QalyMH%MvWl)Qp&2%nTAAsZiJ=R+
zzCqd^;YT5+o<k@XLlf-utHfvs+h8Cgitdm}$73gXgq2L^aQQ4>>lJAxIs<uxX;tGV
zD*uw3J)2iHPB3;4F<b02?`|+_H^^yYG!bK1BQ$%=H=-)9dvzXT#6B%1k}jdjA^eCe
zj!B~wnM636!q7o;^5hDT%9KQQ39^i>;S&AcE}H2P+Rh0Eazx$vDsx7k&-RW|hz?PR
zT(l@g>XHYwU*UM}Q;dTepICnv=k@)ZtWR-rS}`I1fYa?`sO2|UHwx^KXDAD3^%}`c
z0hNtOI~kgnfGKfG8Wjz?ojtsLqRgb$p{fr!(~M{j+EfacxpRJ-XKoe9CLrlMsBw-1
z(>7*R<Gyei<r$nA?BmOKeiwxoPV<iGE0h~;ZkBd4>`$^-g3iOI*x0>~qo4l-B8Xr<
z&s8<cWP6*_)-3%_pM}nK7J4gaDq&EppeH`&p}jcod^63xA=_S_H!q#QS^WlUzxzjM
zFE)_g?Ooh~5GZtXcb@9FNUHL9?h-=NkwSqKC?!ZWonG0+pI4MBH>oxnl($ACPL3;S
zo%N#0f($7R1dZqlrCvz9rO=~<p{21=tRqa9dN5=n$k>&y1A^7g4p}?~k&<Z!nLSCG
zo2On_=I+^NNrcVwgSR5fyE#%Z$<64@YR|B>Qpej2agCJaL5nRXL7PaiOExQ$Z9ejk
z{{l8J?|Rp}_@N*AA-?B({__eJ{%hhFfAJUj`JexJwzs!AapD9Y``E`gb?Vfg*>5ly
zu=@B1m~#3UW=0&==#BPpbF)L_Z*%a-i1G})bh?NNXRtM!u`f_abWKOsA}ra%*7_K3
z32E2Sq5)FcjD*W;%HfjH;hxGt?oKVnS<1gDH89IQA99Lpj&|c|_u}YV99n;#)ul(M
zCq?p6165rn*S(1~+`)*NL|#ag>bOow5Zes>X%bOG!=O;mvCB5MX7A@K@&F6Z|2+4m
zpC+FRu&e-0q_?v{1q_Cgt<8f}cfB2)d77gD5r)KRL|zJts>e7I^r8fJwnmob$+~T7
zTmUH;8#$C&WnhF9iaX4>1I!#4kIr(vzsQ-+E?yqYvEmnb$6k*gO+JIwf1RYWL);%B
z$dHC4F)gH~uw;Z%8SSXZ*_Gqm+}TfKaxb>KNF^H+><pQqL+p7dCCL^K;8*q&4!YDA
z6|2v`#Ma6tndMM0k5INI5&7G8BuS=05|M=-d9lKibN_+@o9M*o#6U_Ml@Syf#S@IO
z8nt{vkZNoMu&3_f=SG~{ndi|dMb7Ec9~97~kMH>OMZ{p(VJ+1Nycy=xBU~GA@<OtX
zEaW*-EOV#Ssj3=gGEKVidzela;RKX&Ho1HSEw@Ax?M3xHl(>Z&T|}f^gkdq5*w3W{
ze-+crC}<&eCJ@7n%DN;@a*S&s8}WHw-b#4uQy~i*8IATSvZhC6^jm15!OGwc#>1m1
z=`g+c4JL;diGzSNNs-wYQ+SxBj}Vf}tvB<Ud=SHN@H+*1BwVju#U3A_It(dC7G<ST
zs3~?I>oUk6qT8P(=-a3`pk!<_Uw)0n<ny@03&dubok5=Ky*tT=S2;cVVbbz6{*I2*
zc^b3xEDdch`zP<<L?z~n?HQh^zsi1lgA3UnntqN4qMKyJ0)q3@jBT>GM4A);h160E
zk&tG$ODa;ClBNQc-Bueq`5c*^5{U?J1ihUR{V|A9OqvN40h$JbbOM#viH$kL@FY70
zpJwS*bkjmJ492}8_ZMBh+#d7z?hjLvieb{`DkH93yG}M?Gd3(fk}I**ILpI(Uf^Ff
z{yM?tGaOaNi1!xJwUk?}Nqn(JaphNt3rCrse2Q`MZOs0QSi)zg;L_P$rJKvqXqoJq
zJHSJqhcC~bpqCd^_DPOjUS!$6Oy{rO;$CqN`~Ho<twwzD_z}8MjzfnV>^a@1@HL;8
za&>N{Tf9Gd9rJDbC|w=1VEs1VZ2dTiScTydM!$tU_$?aY6-+=%gIF_&jXVWwHxn{X
zKH8*bL7Y=0xs2G>Nd_^EbPsmvO*|UBK_maYq;VPHcac^=rjJRJ9=nnjgY9q9@piZ>
zcHwC{4^2xBx?2?8jKJ&B?deb`Ln-A(J0S@}k|-vN6QbDVTDri=sqbe-*SQ=tL3!-S
zWiVRD3EN!j?dDe1;qLt}QLz#ltBS!+LM5I=idUJMn515^$W)9!?qE*mF>(gOF?gMr
zq$?Pv`xxoRsFwt#@i~U_AvT5rf);sa1o1LP$zv+tAyj*4ib;kHIOwdB*CP6=f~A>k
zh8l^dam6q2tx^qt*ybVk7LQey`O5ZwR@*b&?MU`mC6<i`Sr*3`lMu@-7VS4U;`CV3
z1R4TAm4snL;#q7r_OYeaST_q;cAs}Hd<I*K&{TtxT*HZmgnmjZDX<#s;>K_{JL4Lw
z!6ce2@MFf)<aI%Z>lCXgMt+`6V?WPCyO{1?=L6FhNnHcqC}TujM9@czx@a;4T?b*J
zNr8|GvKW;`w8bpX*FS>ZIe;5S<kc$GTu2z%>?&PBY8kH&j+1D8mWn1pE5Qm!<U4EV
z)+Xh`h(s)*j3UFdfatwJ+#PYYGRN|8ntKNWtmzWx@2pYEtq^b8R4#1eHhVaD7>12z
z)fkHc<57cd1Y5>ldW$E?zds`@4VYEuIP}$L(Ap+WR=^Y%nh>beCmdSzck1|lgEaHN
zte~{Q?Q&W(fwD%fVBnAttV-~EC=xPL5@rU(3Xvtax=x%%M6rhggtYN>n@nm{ObwR|
zgia=PGHHU;FoZx;E{Pg2G{%g*7Fr^iu8x`6r+D?XI?YxU6OFJS=$L)>W;ygEWB-Ap
z4AK&zsN&^aJYABd0V)lN)0FRf`Un5~1n^gW<yZKJ|L`C3!$17P96x^i-xGm6_0*po
zeExqWKKaQ{@}UoXh=293{uTG#cOM`9=tud~r#{7%D_5x3>;KWdgTa99NB%#Uw#{%H
zV5k=<l}Gq~N~3Mi?i$#6!O@e@X~W7j5W>aJCdlh96V?!08<A#^DM^+o5*(5!B#L}A
zsUxL!J1<V?#Co1$Zi%=&O}8@1-u#!Dbhhbqiu_to<}L1%>`u?%M6V!Hfj=0NB|2hm
z4_}{uJEL((JScIp(Po$SZA`OIGpr$o4f4qvuGPeGdT2&U;0uyOBS>8QG|woo2x5(;
zsRqSd#&F~i#Wt>6L}?|)L4h>UiDHc?639%U>w+}6PMnO1m4V7K469Cg;x3H*5|MK7
zye0##kXwRR{`wC<F66Fr>)i3&?~=4G6OSSUI(lh=_U!$<&|lz?_bj`Ev$RG&!%h(`
zoMh&JNvYT)i+lp#pwmCVx$*lsFV|VlZm_555--m)(dkmje3J4U+wL)hK8cG?mPEu^
zk0k4&f;C1%50eQB`5Nz7`bB2cd4~QmEO!_AiFK0DL4*;|1G&bySHch}y=V`Yb`G$e
z>fF6B<jCY2S}kOd&GFHd6U<KBhZYO=4o6hEOqo?oqmNTlxNe^;lZ4(RJEJ1!`Vmp>
zB=gxz92$NK!>(ZDrWjFXBiTbw)UYrpWChkmMy$11h&#OC>zIvo-cme6(eimA_+DO*
zK7f{a9Ps~u$SPykbsBM%1BD|P#yPC=2!Fbaxbhi}#7(w4?<cd5pr-~hJxw+K1F|5Y
z*|iw^8JW`2%t^G|UQBx)Q$NjY;TuF_*zy*+nmt9N4pSaWq=HaW_*q7Ri=Ue((sIPf
zh(dmgqf@UklfOmQ+rss)lG-j`>i!JHwLieIb+81Vw||gG1xz=;K;FB?PVPZQ@@^jA
z(_y0MV`W#kL$2_gHpw5Fr}*jZ8x#{kr*J>DonOJ_66EK&6`!Cs^&;n1_hW4;28B)T
z&Ryr*YbADDMdtEVobn`@7E+aO;1qTtHA$ijHlsb{+<?5hL*@(4t_ofoEbzAc7On0E
z4Nedkuc2#AIulh^W@flrmXOB$NVm?5-2y9Vz`axNrr0gwk6+|aWeG10*)cYl+tcCx
z;g@;#$^pFbU8J1gxxrU>kUNOA0SEV%$d7-Sz8{e}576yDOIOwz7aoAYfCKkBWWhGt
z%}W%rKAL9XN&`dY*m!V)uPqla)njZJTO51!Ae+?@>+jm+&C`!@_gDK2rz(WkG~$-W
zb8k69`SCUO{PwGu7pG`VPVubvB6}L2<Ok>1c%yw6H?~f3PjH4P-sDF8ZES1TQQA79
z+eRcI69tQhtdo3p`$ep*K-u0)wRjJ6`BMlJf_h3mc$sde&$UhiEgQ0_$H;-jyyJ0{
zCP5lg&F`bAdpOz+OnpE?1;d@-{I!(C^?3M>fSc_y|8{MOaV}3iR-Di`n9Gf+SvIA7
zA0_&X#}-L&fYi&OB~4;gM94AusV#Cf!P?cBabIHD858A<T;4)xicodQvJSRm;^cMW
zaYh=4Bv}qWtD;#pIX5K=HEy1VFieSq4w`TXRf!;pky(Tg5t{NS6csZQ0XZ`!%*w=+
z@Z}Um+hUMvkamzN#1=zrr%xxX(~G9a$p}~I7$U>c5<>G7sc{@cN{%fwHO5nUI<aIk
z3|R?NB4JWCGWOVG%EF+e52#EmbGkFnL0+X0E+bTc<{C)HAWao2iIGW+N)%ZHB1y@#
zDsArst>Oo$d(V=Lo+UR`rI7PbVM-J_7&0Rhih&Bi@My$)X$P|`7Fu}Ykc(Fn3^l;A
zT`GBtnL?9EYm29?H?bq$#bKfITPrc`;w~zBlb^1Aia~FNSUtipH8{KWc^=D2UJf;)
z{5&Vi26tO8a(z8dQCHM#4-vIUVg<q`QWDY#sbz$bPH$Xckj>IHZC3hM2!zKTYmy0|
zQeOoBHPX>0sN0Lf>A4}*i4ogd1%{&uf@~TubqLcTVYJCaZNTCEF5c)c!^WNT1_S!T
zi-a;{Wah}^UWAfJ2DBI=ojTLmJX)s#D#Nw~3$+=R+ZX7Yb%xemXqjN2vBk90N7Hj`
z>2+@QuA^l+3}XtsSMhb7kyR%Z8po10wamj0uTr0CF*$2<{SA#Iib<0(X%dj8F=?t%
znLI_cdI~SdXb)Bx2R*9!Ib17G%fCS{J5N5}<*6&He|`ce|07W~|2>F6?z`_kPM$o;
z$3OmY;I<q8{QNvW{nJ0q&-~2K{73r^1_NF`@iX|NbA)0<rq5AU2Bqo@bHyuoLV?gA
zR5)&f!jzzSZGhMJZ(Ak^9idyq)Nr*juJn<*z%o-%f=)Ect(_8)-zRepFgc~zH+7zB
zwM7~!#tn%#$grvbl^G2&PEqXO`y;%uMQGb-rbaFAqemWzA0vb$%{2T#5{wjvS-^I3
z7^Xxw13Dd#UZa9*SCN`TH!@5+!?H7^rpOXWkZ9QMCXp918piZ{DVbIzb!RX%LB;a0
zO@S^T!$3E3BuPe=qzI7!A&L}Dv(U91x^AJgJmIK=JHLq$ZxD?Ya=OG;X@QS!{UFA&
z&iB@yW+vC==1LXW=u*tCV(K22BXQlBR4=1X%~7Zsh|DJ%^yswrb7Av6#BzeopwC(c
zu@X#-ZZZ=$2~@y_@EO??NMnh-Hp{NuDhtI|xubHLLb^$q>?V$<DHN_Egb6A~9C-`|
zEu?VJtr~i+M-(KqHxg>)0K+L!*t5vZ?P+!yKDstSnhAj~@B`?lDWfEhKZ0?zOj!k3
zresi_!kwIEz7Qd$j@Gz<5ocuDB&n{@3kfnaA^VOZI}-?{5D2#VE*m!->@22`(}}_{
zrn|weeJSJKfGmg^GC|ib5RENtB6N{~GzshXvN-n&jjj8*)H*;lewGF6bt-NH-<NE)
zP5N1#NZ&`^)Tw9<OfkZ>Av5REjiY384yXKCa@kqBtr$aOoKH`1J$;l+ycxsTMLy|K
zh_5kKJImz6In;1ObC}?0+vEx<Ul=^ebKMiXzxOdpIl=Y$huFx!mD;9@8AHb(vz0)S
zZ}R=+W#;q^rtAhcgE_v@dXf_*#lGliqG1OqN0glNK*Y`Lf8aAlotflC?oA^WrdJsI
z0k2=0Cn}%h(9+ACYkrVN-5spq7D{CFl|#~gm0pnJ@Bu}ocw1z(-03hJ=`8K5Lc!pI
zR%dGaAkCG}^R<bGc*!}*Z0|D1nlEB&P1YXVk6S#!Q!6|C&u_R$Rbl_`L+q~|;JN-A
zxS7raR-Oln|CqJz0lv^0^A=I(weddoxp#BEb)ARGzsHQ-;2a+!D!zlSh<`!(>KJ!)
znve)%W*@9Ik(GJM2bb{N!*qL!v3H(#FAr(V4B0btl32dN{BVnFC4<KB-6Yv8UoXGJ
zLUAAO-8zVF^a%I)7+V=)$G{!+Sg`}N;TE=4!758kKVZsvgIfLt`d#P_e+Xe5VBps1
zxPlw?9-Fq#lh?2FoLiw#I?aK~^VGW!qYX}Q>D)h~kPawoCR0|9u{lp9EToo0h9ly^
zGM1I2P?~2Tw{f&}L?mbp?`CRJVUzIMaDqGb-eS%&`RciYT-;t}Poc)%;$8~o1c}n=
zhB2*ShvB$M&CJ+4y+W<Jf#vp)GDeyjmMifC4M`PJfk;h~SYxvnGw48LP(-LAciig{
zc`?_{tRvElNKR5KWK?oHSWW=8M!6W1cOeW*NI6M!?9d%s*m9n{*g~ilaTL&vH3o^`
zsy;<8k<`1A1v8>x?qD-wEF6}WS_EN^cJmMdn>5QvvV<fF@WT<Y3YjYPnaTGFlOpT>
z0eWhZ6<={h2?|pS94j8fl{T09O>PV>^CJhJXTjJ;8~B(}!gf5(Yr{LZ=Iv!b6`>m}
zm2Po-@+!M>ZT$8S(dkpj32MbLDhiQ0$h-xXMI1_!@qkq53@GCpB?^>i_ic2#R7HrN
zhBRY?l5H}R6NHfqaf*r)RF+_90ggFF2^d6GOnaJCX}q$X=ktw(zw&6Ce|7x`y<iVN
zQ`U*xX`<i~a{c#6{0_Eev48I*-9g6sW<;$dnWz}(hK^xc=!S*R4ALxNXJ^Ey*CS3-
zQlS&YDT8=`5HXfANR3@MuEFlv70M-p<<|W)2Zt!@ki{(;-E)ZW7Fg5B%4682dkKeY
zOu3g>sGlKAa`amF5`_Ec3<q@j+hl2oYbWR;CQD-!8Fryg!JQ$~@|?}e3}OR2^*CxZ
znYKd$eJ?A1k#w+wlqNg6Vzd7=(fAgQvw$T7^4Sihw1Jb2h-8JM2M;s1E9M(t?IANC
z(=1ac-+`U&P;>$;EhdP1^oBR^(}c<CS>|SKLfHph$3!Cy4ZNYr{+C|(Ps;-S?+sBD
z;kqur|NFnsd*1V&KWYE)hd)fO*W<IF{p^3V|6nlSg~hiZwHYilM%p6F+C8+>^BgH}
zb5y-RhGJwNr*1XLbe%#aVl<Ytwr$Ghh`?V%sfgR>PC8Q92w@{NiR-4AmOu!BmDdmk
zv>P7HO%LBok@#3v%+jGLEL$@2yV%7d!$u!NOR-IbibIlE5k-PD)ku+8E)=R@<|R_o
z$x<J0m@ys{FbxOOaL}ZN&|-v)P$I^U1>?}du~Hm8Mv@?90>q4V4Enu{&4!N<CaE$J
zvVvumAQNP9h@oZZmW7_5!FFdE_!cVqCbh~2`BFfkXrSSecm=>jsf;LY5vu@AWY{jG
z33$T{Zw&o@j{e9cO?<K}MoOKW9WYUjaa~F5OjF)fMrtX-@6&7F$@2D{q@qBA!}egE
zt?pIwy3gKP!0beWTA_okeDo|rl8`BjD9hm%Y)s1{OAW%f&qg!gYU?n^YXy?TBa(um
zwL;$PVC6N)Es=~pWE6rhNunH4WMa7)sjd(?#nxJa5s$zw<Cre}Ome2LQy^k*yiFz7
zp;)#NnuT!2Sh*3N@6v7OF)R<)36M&VdU;3-WXiyH1%@F|DkBUt1d1%`6O0--Rfjk>
z2!<($7(s%{6n>&ptR|=|X7gql*B;^KGNjZQ`$c-uF^1v}BqdU-ijlSn4V~$V&!pqC
z(bh17o4BkX>7WT4-I=B~cZ2b$%Ff0*W`3T`PS9i<)6g)9iNXTjcsHq;p;cBHdXs!}
zXD<us%M?2soUJ_08~RBWo2SY7n{3-pFg6Y|=~OvdZSX|>OT<b8d~T%+OyzD-)weLi
zHB=Bl5}{CJZjqKKV~ZWCIhQ1~S&JR=T1vhkF!UiU>kz#wCbe*rRQw3a7RbRh(qIK|
zbdgcEn~t|aZTeC2HJEp=AqfbE4aTvCunwRtq;!KtPM`k<Mx^nr;JZmOjdE7zaPkag
zwSzJ75c%mTJ`+ONmz0ePr*_}VEB&wWX!T2I(E(ibeN3b){PDFsZ!MhVVsM@NCob}I
zbDG%r5$gU9=dIUx^WGofi%G;S{T3&NKBbLMpxw2H{w0%JhabmS8!$C-4Z5q?os5I+
zC0;gek*b??4xJ>h9o|=Z8R?G^!QUY3SGhR+I^T>x&jaq09Mc}8(tVk;?scRNYBXRJ
z+YGsj?dlTmX#XajOxZsE-8|{MfD<J6z1<|$lp>ORI>L}+;$p-~dWhJ23tjJd^yOcp
z$pM_HAK*y%443i_xj<s~+Iano<R|W6SM5<$W|K=lLzc!g#s^4qL*{Y=1{(q8-8%>@
zwD?Wj*vyEtlnJ}YFbHV$SLu(M7;=JY#pL9vO+*qgZhG_@T}FP9(4AoKp$wr4tlm0C
zS2`S=yhM;htoJIE%?h<#2@Qq8bCl;o-Z*!N-&=0t8+nRmz$3&AWk$`t$$|VfmV_t}
zWHMo9ug#z}z%&%L4M>BvY(G8!1jTqSo<B#g+d@WHFhzr{^1B$;-bBgX;-S(%At#44
zf*&S{U6%VUy~x5Qz!DjnuuxgZoO_Lu(dK-o&L}#|KIdDEV;w=Aq8<~+TUgeZTt20c
z*T~y~QAeXWHuze9l2?KmDw;+;88b0n#*Dk9DrJaCOpc>=f$5nVb9<{4-9Ft$!rARH
z#qp52Y7^IrP%1@fI#OmBT70|iEdzxhRT}-kz&Cb-Stbob^ihZ6jD}OxxpH=s%`yCO
zc|VEuC?D3p&T;!Pi7L?_Pf#pKT-zj67Rnki>Qo2@+l+hL_&!+1BtpwEPGTzgl*M@)
zO%t?RL&Bs$;`@xoDT*9koKPt0%*^CSft5y%bhwPndgMxnNGk6^Nr%0a-@(+jS#RA%
zW2b`{Uq&OwHZ92CjcMJ9)LeX4nG~NVi#$+}YBf@G65BB-n>UbYpD?tE{TbqTl2J5`
z5IJ-`12rZ}#>82GMue`J7)G5?KftQ}C<9T2V41A@EJ^bl)Qc1B-*YEYN`mnU<K9K$
zu#26W$I9)aH3&$}D=h8{Sw5SxtE!>t8M+u_8y>o5kctxHu!UoeaLo)dMG`BL7?K!N
zCJ|CY3W1afbFT&e_aK0qo14td&GG#6&-1_o5By2{-~QWwn{R&eo4oYWOMmM6FboO9
z@K0V31_LfU^lRkeH^}q~8a{><U~!8;J4`z}&Vuo63dR~iE=N&cM=Bpv8zW^(mf9d)
z(o~S9lF=w(G#n8I3305W(3sm-r8ZZhyAq=UK*nf#ikq{r91|fVNgScF<aX$}6lgl2
z6j=tTQm9OjW#V?E4k1ePQRxtp^gCXcI+|qx5<j#Vj7o%&M5-aC9HPq<)6~&5P!iB3
z!nV*YF!Tu9>XZ5!sV~sW6*8G4js#veV%Uoq_fnEnBDI7<$)`LKV;C7xXkcmrQzj&l
zBn=b#1HoVfmR)3Gs*X1v<JL0<O%DSXH)o;i0!<f4A^ya2D2aXI*dq=-()jjdq-nR!
zXf;DaNQu-9(oCY#1VIX9s7#Q?8d(OKOpunOKboW6nPX~7Qk@)=#39!&t}`BvsT4Gd
z6-8k}pj!felw;6#Ns}CINuylrAX68AtkLOI(98{r&IZzw=(dIs0!>uVv?6HnZ2}nx
z0<Vm1N^D!+wg^ZEAp0m%f>FZA%NV340*#{K;@Ww1%OO@aLF|z?HxWrl5(|{5;1tS8
zLqo`nED`kjBZAbUI+JJh+$PmZLb({D5^;M1AVV28$}S_U38dyAgmycNQwp*qAsWX>
zbkfLX)J+);QoM17mnlYKfi#-JHUv`(k_qh%^6nZ=v5z!8qQs!vtK#*_NP9@JyhFkE
zNE3}Du*gzLq8X@kOl0gP&Z;D8l3`lKONxlpqiD6s8v}}l2ih1ng+R~K^Ogv@eI~MR
zArK700zE%vv-lo*;&~p~BM6&1FRe{cHD03X`gHOZeMfPZTVl@IB93bm(hiBQP}UTU
z*u+j-Xt)rx==XG*y=lg7ffPY~Vu^~SsAacEvydcg;TJ1N>weCj-=ZA7%Im{Z43j(=
zDJecP;wlFUeJ+U!yj%g>T*TH6a`$3JL3^DuoA1F*noMh(#NG-e?PV;L@rL?I`u2Bm
zQ+$Qxl`Fhee~8WE4tLBP=SF|Tnf9+?&6teyN7;AdWr|y?96tq1cTZ87o#g4S{V3{{
zuQQsw$!q=@Dg^ZUV<w7k=8iq@V7mJ+DabA_G<Q+SeUKgRG}T~>>()Ar+L+O79kFx_
zclsFB(mw9~=YJ26-K@RoFOgcmOXK2Ys^T5&H)3`TeY&Q>LD}OC`vkV0azy(!Wu7Gy
z7Gd@Po%lFv&>`$xWjt;YnH6O95POS9kuu@z&gWP#PV;ofAgjEG_s_satBKyd%+%5j
zJFQd9=jT}4_OO-CVAQ8Q?jnUo&Il;lLuM8Pm3f=hH#!8Vfl-~KHkVQ?$9RF_`SXfT
zi>G+!-5QU#-r$nDo5r;iQ|QRTEX9eN%ubx<{C0-6tT7!43iA&$HVopVLpk{xdYa(*
z`?*niAFWXfnwL0a_9^CbEFQm3^9F1-GlX}BN-?D}VIXt2{b2<Pp%jp!$q>UzQA!f|
z|C=3&LXjc4oe8gmK%gO|L<o&k<mji9_~8&!v(YshnffG=j~{V+(JU=86=3TFE;e>^
zwJ}GjJjF!OB23zhQlFNH*i1)s1||n{M>yg}lm}}BlP4H#M9j?$$&D}377Ew)k)p-c
zc7_@oWX3!}yhTFDI35$CNK6|vpV@-o`0PAdx`JtVC`}UR4x!M{w1|31k|~pJGr{Xb
zT=wf+2n{|ky^dBec=pmfWdw)HBPJ^Xx8x9vV}vwr6HVcvX*NRW#Hk`MrwJ&c`7NHl
zROW=+pdfCMGK*1o2;Iy`(k-&|JcYcD<5q~2hOVw)$}TF&NK?uG&U7RwNhaiNfn6FC
zjlk3dUNlX_n~6&gfm_7yUSPcQEz;2qPzjo$GdCMCQ5lg05C$3}-=*u78OL)-3|twY
zGeBrVG`){u23Tf_Zi4SyjJ!#NHcu3IgkGOS>ZH~pmb0I{VPje&oI;1G$^~3^9j~QG
z0u7adFs8sLqwuhub)=Tw-dK_nFc3l!`Yz+4ffPLyZBQOUOA$ga{q^k6PXIsik&m!%
z-#$L_k&pbT_K$!3<6OUfosWL>qkkb%_Fof!Q3Ck0Kl`)%{lEYB|5V$j>OX{M&M+lk
z#!1gH2x`<^n~8FlywxYfz%B$xm18ifV2T*Su!*fH?1}+6Xi0!b`{-g!n%ZQsLKhxV
zi-@9>$n#0#5h_c_6)Kpvi^>9`xCB~4CdTNNMG}UXs!4ZzlrSnYbFk0m)**(&Tj+X<
zC5D)BgsWSawu_J^VO(V#PSFlr#+gTLqQ%ri8?ux{nIKG3CD7CeQ;dklDX}jRQG`qe
z$ZUWnL+o6PQW_|brU{OQu4hP@eaC28qLd^JC25$V(ge+jiBproPKqWnc3LKJl9D7T
zsY)?SgQNHDLklgESkP?&sg2MKlwKw?=D?W55N#awGKM)uGZYArBIUL#^6e4@DM4is
zN@)n8p;QP&C?Rj}ylOg`C=diD8X=k%pt%|A7uML`_9!|onlnQx>J$t?5Og4G;^aLF
zwTxV?h|J0)kw>a_u*`sHB!~hCJn(#h<75oSHc0}S6y%B)waE&aG$9MgvH_YsLfQqQ
zV38<r$i72nRi+S(NipbpE<?2!TVJN;TtzV?B0)DK<($McQsO9M)YD1h8m?PG>N=(Y
z!t&6aZPK(zzqyClE0IMuX{4~NOC-@6oxvXZ<1V>ELZJZpLW=EXn2t#-$|N!ZGUBX&
zk~W%fFja((hRlF8CQCz-G=s!N6E0HkA@vSY4~R33AY9<e=pFcKH%jSbo6jKouaML}
zh%_fLv^Iuzk!q<;)$QL_xk-aEE#gR`Qbn)tp=BNPEJP>=FD%mzMvQWAWvB2EZ`$*F
zG*`xa{$`EKvB~4%S9n!EO32+jY@I_+#{AathxzUepP!ofH8$3M1SP*ozHpUW-hDLB
z^=O6_m^jNL^-VN;gi$P$N9VQmGBx`FhQ7}fYfMaP1YU;Wu94;+VXLv1aQhQnbROYS
z@nL2PRcd0M33gZ<eS(X<IsC9s$+*gig>#&_d<VF*Z08JaIwn7%y}_n9&V}s-4tigt
z6?AcpInv6bc-4ntdxsVGCi(sQ$VXM4+xh~=@G|WB2xjw>IL#h;I=I<hs69-!`43r0
z-^301SrTK0LwEdLBC*Pgw_f7j=n?dM#v%7tdAZ-F<LzfEo8_$LF)%bnk5sAO?{Jcg
zUBCP^Id=-}hwtUW<rCaIvq)i2LhengOx?J_xtH$ev8~tHiG5^sis|kj(DGxprv4Gq
zI>2=HhwM`yr;_jR#m%4KYCL9-yUjaiA7Hz`%v%2(vv!MbX7A<j#41Z{@y%O{eAo0B
za9rrE3&JqN!etz$j6wq;OdKP?)KgN5)DOFiqY{5~@d2VN;GU^f_U!A??Buz8Ws0IT
zVsUnZ`AUy4O?jbvoMQR??8G6a`w0%@E^~D~PfNX*eC}T2MB<Lum|6P+tYS*OaG7oS
z-IS~nFRyGd6KK4yRoO5U<y7NN+vN`93X=y{$Oa|OU%Qt=c@?km$CUC#>|Jl>YC22a
zIm2x35^KF9OeG5#-3tt3hjEgyuh`|9zraecn<+hJf7w800e(0nNg7z{DkeR~<`b-%
zr+B&b3WJ@mGU1+Lws02}YnEbZl>>WU=j_UNk=I>@K}4^=hVL~gSu+%J3)BjdT0TL~
zb{KAa6&1HgrA`*K5&04mc1ji*Z0@;>Z@=EeaeXG59V*{r;CgiiFMc;|?;<^XLbpk3
zU!<6>aA06zXDN|UBGnwWy0<7A26;P&Pl>gtK-t;h<e`k|nj#zx5wVX@0xeRQ6^+rj
zLa$RGkU7eG_A^s!u)XfGxt@>(5i(Njn%_mN-NJ|)*v1G;1H+ggNjAwaAoGc$gfPsI
zfG*^B%GNYYw}xi8Y<48QMi*(#Q*$Rla~V-0(Prr+IrQio9LT?np^XuGjM5Cep1|)W
zfPv7ebhw*ayp5U>Q&j^@8G#`v=GG|}o&(h&i~ZZjSl{_uQW|7JAT%9K7igOJj@U9q
zY8jgTog@+^NfVtU(Fg;JC^m^>6HO{g<&4p0mo(Gq3~UloYW0|MC8FQ6Xl&Z3I3q)#
z(u6EaAxp8H48s;AsgB4Jl$b|pcc2N4lQ)0w&rbm7=H~d^=RU_h_uTWR+FyI^HJ*Cv
zDc0B5|AMsazaIXgN5KD~9l(`$Jc0<i^x`TLd6SCKL!=I#p))g^kY*(`bWANJNmFFb
zB*JCgU&5h+uqPSmeQb4xdg@{8W2Dw5jADX;z!IP%NK*$X1gYi{gb$-}nw)cs?oN$v
zXO3!RjbhbftM@_NT*~P+iz??idCwNjO9B-c2;HGC7U+k0Vm~DaLvn75g?d2Q4M}2`
zfmfyxI%sy0qEn(j8Zup6raI9CEkvamS*!?$8nI^+`#B^Pa-|$r;RZ=`0l#nI>OGQd
ziZGidz#&sZbTLF^IjWN_Of#a<I*!dcJJ}Ni=_v|X7ZH!pl#k^$n3;W%WSlT;Ye>_;
zv{S}ooj7)h<4J_F5!o1_^$9WsPRLxzL)R3UEQ74k>o(}@TtKOi@?@UcOdegAWT8MM
z7AQ%Y3B0j~Qy$^eY(Ph)f-qJ@K}zUP5e;Whg8+ZjCCPl8iius8xP=7Q3>gk28@Cim
zFd$BQ#7Up&T^ZA}iuPs!ElsiQ5GfTxaC_G`gEYIn))$6Fc?P!E^JM9m+GK#P-zLqP
zlo+}oP7S0?5h@@UOWK_}+wBFiG*8}Ch-{4@Tn3q77HuY{9qJQfWF|?x5=mM@=njS^
zNrk{Hg|t_5q@Ilw4xMxgX|&jt`y9e{7!0e7J&Rx*G9IOvdI?82Fr<Od1y0_hREx1}
z4W$xN)kkH0!cgJ`MFa+gQlB(V@rRRS(cOeu57QjtI0;fDgb|F!>1`A8VhvLc5h4O0
zNi{m%F>w-;%L}S*fNoVuVo9f+5{H5yRg`Q&5VQz|Mu!t5d7TqSdVJxHlU%4h&c4A_
zD$U>F_pL|hh$5Nvu>6R3L`~*3c=-68sJM%n|2=LrpQP(G*>7JUzmQ{jxy;L#ij1`m
zC*8|jiQmjrxysuQegX6`{lRV;{tWi0OKHa9we2c*)SpM>CK;+9AYJ)&5c}9R4)Vw8
z1UG_34(58id*)^Spj+n0>R;y9ul^16cjWof*ME;vUgz(L5t_W4x#AsM3hQi%kOw-a
zxh$3__O25RzeZQvL#gs!Ora4?+SDA4msV1e{u<^~%DA_Q{!k7#d^1;{c#es!goFQj
zhmup^(!v5?yZH%@rc1mfy_4r>cDPYqqM-`BH~e3Dw7<z0j-24GnGu7Vf|pMRIOBvP
z>MS{Zk}u9mlr2D{XhO&6yU;cu6Vxn=x7Us^l=qYG{sO1nx3aYOK5YLw!L46qkR<GO
zV9hzisXfop@IOG=oaI_Pg5+PYQW)^mNf4K3Y22*fbyqmPXN!J+FXzYarVz#~=6k%l
zS;3MuD((dgZ9prWC2vah-@V2+S{9BPbI6WJ^^mV`jri)OVxsbW)ZF7db>aq#TVLmE
zmuAshBc^xvnVsFiDdy>TC-A)!Y<F8+*?5($?sLSlh*>_xcg?=ej32PoJBc?rO+I&k
z*`kRlB3i54G?Qui)uUL^C5-kCyY&qw7O&vu0yZvB(N#0dmY*f>o=4MM{P8|C=Fz2O
z5XG$YwyA51Ff}1HFtdyhMJN<&{T5Lg;s}?#K82}lEGwg)+agR2bjBpc63zTk8u}cj
zlW_msH#vRrU65F0MCgV=&T^S{QVL=j<zFQl-5?pSk|haQ>3-7EgY<4)W_H4(ptniF
z5)C=QFnx}h{Vvg2pY6n<o3<Gfvy)WVS9%}%xWy>(smn7|v=%{Xk{FZdN?{r<_2N98
zag&zcCWzZeCnVGqG7T}6!|tg9vvVmz`4A4#Mh(o$?I=q>sxcamFfb`kBm@HkX_U#7
z#<oApxTDx&nmH<9F0$Nwf&1o`NsR%n;S=>E$m;a7BV_4_x!NTX84(X0TH7Pav%9e@
zi`aG$mIf-s5HUvFLX6gtZk^F!o>o&LWSd%{O)jS)G)b6547&+lZ;Z?$KqpC4!XzP#
zQxsqt0$tP5%mSraom?rz&^xG9Crf}dC607_U!(5}vd~1SDxSHB)O|`~6US}g<_1`H
z2uX@SA`k>YhEdRP@&Zk_P~j9xnJDz{gb)ZarIRKGgMrJSual%5EUkg7cM!rR5p{;b
zW}GPOOy}-%e}Ni6+qOA>{`|k^19<)Vb&ef7Mi2!5=?v|^0`9x-K2DuF#m7GOG2pfc
zWMN@}pZckv`g4guZoT_aCRKybEa93X9799PY%(;I5tC{e$+(3`1n3$H$Pybvq)5}k
z$hiy}5&ez>nu(TWsN{AmjC2p77w<usQzXJCV~nQ1jG(~_H}0jm959=^!acjsU{3Gi
z%;kHT6&_`4jIO72)hrjh5+{$J<<)ch$aPw{Sr3FpC`$~p0{uiINqwY|Fr5!rto4}8
zdq|OCyD5gFNFtqJ=n#Z9(zKAKiEac48DPi=%ZwO>6}qEI%6d$$aGIOV`w?oJlDq-Z
zz%vda%p!B<SLk<ggrP|g*Xc$J46{0xT}J77Dte2B!mGHsF1;O>a5zbl#hCg4v$_}4
zh*04sQVbCyBg+Iz>FByal2i$!sqZ{kTcpXDZdAvxs+crsH~t7e7?WiQg_=u!u0Xk7
zzz_x^)CmHM?bQK;L5CzuDVAoa)Q*s=q)4-kuskB&AqXM$H3~uysyVj0OYCgjA{)Gc
z5+hQ51`#<VN=J8H4(wm0kRS2J>QiLV9JVataGt5+EpoX{oZLF8I?TmOhuPX1k^!0~
zspfjj*1K$OkBEW}1+$65Aj3ct3Z*<$7NF3OLJ_DMz4#bqXNqEBMAhyPW`dj1fZ53n
zW=aXspoB~`@;MvFk+%~ngd+5PEPI<Q(HVBCWWfryYm%rOW3?MEt+F#zWHFfZ*)!3l
zR1k!IpD1XdvKWL8NTf&*@^%VQ5E%G@Ll|gesfVT+q-mKjiAl2<)3hiQ9ZbU_jx3_k
z#L$MgP8-Yg$TE|$pU24=IC-6wl@`OHj_K~Bo*$sn2A(L=DLut&cf0IZFYwNw&p%mv
zH-39R?_B#`MB3%sOCMxk?jFp{qM7!IdJT>n72Y0y8W~-uXTAr^zQXLxmw55!kF(qR
zr?gcSqf}*KPr{eaR9N)d*x}1a<59-MEKPV=r7hgDB1s*_ZH-)Ynvcu(@Pzde2fc5z
zA^tMf_7^yl`w*U&XKHkVo>|ALP4JFg|A60J`v)}r8T@oWU$l72{38-E!&f&u=#J#C
z9(shA8k1b#>hNUwJfBD>c~G09nynJFKE<;37?ai=sD=F;sc5V!o4&V&j|Ss8g5q^d
z+h)aIWwm*RCsqTN7iQUQ9H%ts^2MCb(43$*cL7;H!TY~)oy~H>`;5=Co&O0s`335g
zknrihi^?jPd+(&_&7<vYQhVzPsgrSiEn@RVj>(-mPj2UE)DEHVd<Km@jQU3ycRxjD
zuMrmKaGW+b@;chv9^`==HSE!EQt`{|bW&bU|3|b?@?`N}k|b>?2e?7NGu?M_tuw_t
z<qD?lFjN&%wZq8KSxJg4^kSwDY_POvla-#!V8`V~r^we-kwi0?awG-iqxE-qtk@z7
zO}=)sPG%(7`4nw9Vm7c5<cW|dG91IeF^d>>5mOs*p!x+?yZc%1O*6p|SM%6ZQ$&n0
zYbQ9kYZqF)j=$b!J9JocHNs+%6SBwA@+(v)&mppu#>O5Z`7q6$3k3aJm?EPSMub{I
zF<)iV_lSZqS`>0%a+cv}gdg}wq1_e@a@)E{q6if@nnTG<@sbjnh;U33r;xIEm&L`G
zwitvNQn#_BPSLW_O-UymvmK1-XC-F*U982&Xk=CPO|Nk*U8R?e=x8Q~Du)O=I*syM
zaGe6Hw|<XN=Pa?=Av0%DdI2LhW>369ZX975d6bx>6=rlJpJCD?6&VIG1rak<S|D>K
zINM#OQk-R8t5LBRk<uiNcId}Lig6QfbQ6_7%3}3-x<2e(^ys&BhOIoBp)-Ha95-Lr
z*dABOQVYGbKqc+dP(_lkfflY{Ru6M<cFZ@2Kgd1h-(=o>4#)CPB2SnU(S(W83+QH^
z#?B<m%{&w4Dt?xc3YfLF8D@DJ;UqI!%uK0|uBUYRv)t;>u(IA}kJDsvdYgQ4fUawx
zbdn@xFzPUjBNAcYYdOYRfeCBCf*s=}IuZxh42Zl8RB-!v%CHgAzz_*4$%vzfC{nkx
zwN;8HK}vy<x6$1KnRGGT3~3m|QH6A9Ba)EOxK0v=q;UsbZG!4y7(RxTVYme}y-cEV
zT<uNs;>Ira*&_}Xdlc+3nx)7vnEJ+FzzF)-v19!BkN-G7^;19fr`kXEv5)afzw}F7
zym;~d3_trXj!%B_lYIEYALf^T`Ik9$>J%US=tuc?|L)&$`SN9^rl$U*eFuX9S3YnD
zhaCqQ3lh^Mc51ZEI&Z`e((5?ved%vf&AE8<AI2)5V64T=$giT=Eeci>H`~Hcw-ukU
zSfZPo=egt_wpEVrsy|QNTSvA#gu@I!C~~cRlBRb6i!OWYFQC~LR&9cBzx*)5?~^G-
zs^_Vh5&NnEu3<5X6Q&NG=6quhr?>WE_&LnXr%0EQ7?KF+W`a?oap%Go_a4|FiX^XW
z*7$myad`KL#>PITV;e&h(L|MU-h^}pr3CHnm{YZHF*kXc_HcqU&ZwE|gqV0tGL8gV
za1&QGc%yfWXM2w_3MwcBjyWdh^icYcH`Q;kzdS_C+x*tbA}#MOs&axmlb6{QucJq6
z_(Eq}&Xdp2GF7rLMUTvH6AmNdVT&Zw(KHv=&Y{Z;TdtunNYw1@6_H3ulq60Dj0R^3
zf(?XFWNAV!Z!tYRiD{d3JGUReOl6P(MirG?#Bn_GPM3{tz-F^c77Hx$NNYbvI)RKW
z`iUSWC6XSIipbK0qB-K;L+7!rkVI*W(=t&oPj_$(H=4mVOe|Z&E^4f8^@#dSvNR@9
z0S6Z|l1%5~_5@{Pg9&q+IF@*Em7<#`$U=1Ckkf}qZ9pm#8sZ37<&*egf>b4hDng`N
zEaji4E;=mQ9bBtJnhtUG`1T|u3^FAd2O6Vs3gZ?+HyE0E3U+~<HpG%XhSX^U2HSz4
z?6pa>6KL8Y0$FEGy8|sVs5XBGf?Fs{VVNxoW&>OENfR(+fRGi0a&Oo3D1p=xG<{5_
zG=gY?fxkc}$}v;kW_B_n@N4u2(}YSV@lWFoui&c^-H9J(+kK2sj(D(son6&e_*T2h
zwT)+)-rDBE>``tQ?_sh%&sg7PGFN4vd4QtGaZEeI{?chK-m=jKXAn-EX5}vKt^ZRl
zyzypArET)r8ol&k_8+@UXJFGfzd|U6^p@&utyFk?y1;O-%C1_1o{Mm-4l-TjUpDSU
zx?8-@ewA+}4{)?~iT30>_%(eW#&C`Qx%f$zy?Ypk2l!u7hr`-oen|f^ex~#K@DYSI
zjTB|{Y{a|v+~SY@YkV!d&fmr0<%7$#&lEVCem~COj|rj;2KsmLbiK}dN(DN@DR%sX
z<>7Br^$f0^xWT;>Cpi_)6TEtZvNL2^JH&HViPv(k6OJ!Z>ic}JeSm$r1?;1T`TbFs
zA0GSy7spFP*Df>r@IkV8A1`Wk_7`WF7#GO(4II<JwoNiyV0o(~x<{k6j2OK}Rv)wd
z(ls)@MB==eeC{wO<hL14ycuP9tg17-DO+PxtWwCwNYA3Cm1t%X&Dcl#a>9-1VG905
zc9#t<Wp{9F>Jr<-9nJ;ExkGJG+1Ep>Nh)TKPd|T*RB8+!tW(Q-7=DM5FOfo0873Sb
zFZ1ulkI;0g*fOBqs9}0VG7Cm}OliErVt5%h8M0NngSFC~9F1P(o$`12ef}qQ>^n$w
z$v~Xv@XEJ%ymy|F+Rb);34(K!EtlQ1E;G)EI6RH8uc8#}baUjRlWb)>+<!+2uU#hS
z??tm+{3Im~+VonN8I3o{fJiC)G)4%GyLKO<(Fw^JC3MZik3)LifGACvDNbVPCVjt2
z!RWF!s9~5frydz|>G=+k7a}zSDJ3Zo!~t2BA{0m@ePM7Vipccc+*_Dq(g^uhW1c`X
z_}+U8XkCME4A*$gKFPh~n4-Tz{=j1x!8PL6w=jY&VrjFM)mVun6TAN>F7<x}qvA3Z
z9-=%dQq?MGS{{i;7H?7JMe<x?7)pXnBTI)ELPM7ZnvjfTh4X1lb<YoQtdQq$`i~gI
zj}nG2QmSl`sElD-GP{40H(m{p;|xPH>BSH#9ckvsR|ia1x=a-k3UZR+xJR#TaAQ2h
zG!DhmG~a69%OTleIyWF!grPCPj;3SrB{Hwa>h>{;VV;44n@Z<ukTPL={LnpJikilF
zYd1T|9A9sB>7*UXBISXJ9!DmZvGv>cyrbuc^9}{gC#Tg&h$&eOg4DSkJ(nq>$RHkr
z(Hn!;BM90^k)mrUnr(n((ercI1wmvgx+w%P42Kr(sEC;b>?w!%afAq3+_t6$O=t}K
z5<BA}H-=@}afz}spyrO*Ka(&!5u>Y&Oh_`Rkx3naAQL9FPkr^zPXK@Y*MFU#`l+Ad
zZ~d*m#p91Z4#3yG_BH<bKmX@^^rIi;M}PE3|MM`l|AP4V$3OljM$mWOc_+W{3%|g9
z_ucnr_8SZa#DDodvdLK*wY^lW1UcJh@Onb{(s{hC2KDLv#Fa9sHbyTgs)0|cLtj-e
zf+8D2L(kU9G|8+v#>*E-3mIE-j!VWt&T0E`b{}VUW|Hl&&-~~O9(?Y%XvP($Or4=x
z;JNw7*sjcC_p1~=jd}G93mY$UB@&$VY(AJo<UE&hwLziSB8(iGt$B8K7Vv$ClI?M5
z=^T~X27}Hnwl<I8M;7B)V;Bkg5hyLf)>9lOqPSZyN-I>eh<rLm3-fd<HLlBDOluc8
zTKYEYqa$1#?#AGo9MrbhPIvL*#sVW<Ak8(RbQ@#0gAv-?OOqL^hifG~*Wb$@bl=ND
z?9x;{d@)9maYXg_P_m4d8R$Y`a(f~hrFjggF`@dHhNPuc38laq-9)Pwsl3<4$lKVz
zbB!!_5F_Uj_ivJHZIPxC16>g%J#?qQNbSb)Q_OhCM4^uq0dW+O$udfVNCXW0jKHg-
zIeXCc33MGyGsK><nEK#76pvOA*S|t?>ooEBw$LQgB+4#uS<Z7#%~RQTkjq~>L+Mh3
zy}dTkx=$J<n3_ecFh#904J54ZtkLr`##x?)Nu2{TZPr&z`d&b&+Ej8ws&-7AI!GDQ
z$_#GwCK-f96egZXkTRrT#^i)g&X{1@m|`NQ<G5?Qba9nI=;29)Yo^p4#Q=6diNACy
zVb`>xTu6{)B&kLc2DfVvMS&zUNs<IDYl5`NWEBMHB0v-IccLIQf>aSJ2azdA0))CP
zIJzALoFG*f1Z?~Ji4)0WF(HdhMp;1Bk>vC-x{;!kMq^N>t@%_&%NXgHAe&{i{&#5P
zs@&TAM;vNwaP)A6d_LpFGgZdsB8GL4%$OlFt4OPYG+d-g(ZUhJ8c{d5xZAqIA6<Tp
zUD^T4dXMYD1mphe94xdsaAbp*Pv1|ju+6T?EzSf#$y{Mfef|t9uU)}cb)Me!A?_Uw
z*<X!l@2qi0>2=nJI^eOi3zl7zoB9NI46n1Xlj3(FnfxC1Ph8@3r$Tad4|gsEY#ED~
z$r)Oq;+r>b5Zm`4+$YF#&=Z%~UpmS=^D&08%BNL_#~N4poPGeknXo$@vOm9sKKKN2
zm@>+JH{Izsv&-&rajnf{5>U^VS((mw#;K5P^?3iy7x88$_?HiyKucpD4t3tz3(>B>
z#6Qb5=ylIw%-GDCHGZP?GR3mZusO-!TDTLZr1N;Vhr8r7fhHK|ia6aO6<ct)@fF^%
zdMpmU#@eWWHR`kLuD22ADh%S3`R!MDJwL^~-Df7bLSei@X6VGiCSi(_0V~5LEIG%8
z>mJ&uPbp^+7pweMzsOJ4m$9QQe0`efg9BFNUM_4;@MP&#Ub%IIS9mLKVHR5`GCgFh
z57@~@JSG2#v9S4qc|W$}u^yPTGaF0KVQY%QSWsx$7)mEqIw=9W#mjt``Ym+jai;eG
zQqxeCl*~@q6}9MxMf`4=IrBAUZ4a%es4ujzrxJqHVC&ZX<ovr>)-Q6kd5hik;~ely
zWSLIB)J89^kz@i()5wHI5-L)!MB?Sid;_T<MFU+@%w;5w#g36<XYAp1CCNY_iI6Iy
zD19cRM^WFVa!g};{SKsDWH=nr*}g^;c@&%)NQbQ;Vk|5q0@J&Wk!@1cHxM$zGw1N7
zfg`(=DH2B(-)x=1A?0{(2G`WkP+&}vE8dA-xr-a!%iP?0kuB%#jJ4gAOOxc>8T`zr
zN1N6DC9<$b%`UOOc#vs1L76c}^Q$;oj8KX&P3UD~TB%OXTx7;g$yCDD`s-*rudy`y
zIv1m3oR9D2#IQrIcAdrD4XQ<tDAiaQOkkvnNN9|O;KFE<vqQx`@d#7-CMVq2d2!R_
z4z>u=J=Dw|de&tpEi%@cRLl{xhDl1DUbKWL@5Qbd*o7gs)j?;(u;U}c5Ggf!nohae
zC&Xo#Oo1{mM2Hd|839fdV+>PN7^A0xp;n|^-R5%7;MMRrhwM3WLPKgHyY(hUGNP3w
z1k$4*JOUyHMuaJR@+!dfd-!q2hHn!ld1{7E-IU}tFc3s>#xT=qrVb@dr)*|i9~$%q
z(=3njERSNQ1HmmL;kxNljx}nLPQhNFtt%RqV!yk_V|kxD?2x7BKKB<>0sqo3{SrU-
zb3e!C<|Y7p_Uz$jfA(kj(1$+se~y{`H;%zzK=6TgA`*`@9+5_UG!jxJiM=6ac@Fcj
zMf9l!T5*oxObInEl4f(9o7m08nSJ<DvbvfO#7*w<KFNF2uQBa!(sri_>>QaciKI!Y
z+f@BNEoV0^D(otZ`OLi^;Hp!k?83pk%{&fzrjY~+Q))cuUSj5@=LvkBS3`+&y-6-J
zv9b`0CXU`llQBsu_}uCwzj1AvOqW#adCJ8csugosx*Rl3Y84CjKt^%YM~+4qmW4BI
zqfeRG3r!5!B~Uh3X5PhX=~1c|U*w7YXOV-O{9&>~OS*iQKS9=(oEuD{VwcQcB{VXY
zmTFYT*ZKKd70#&>>@80-&eciHNnAZoZPsCFpTk@ME<C@=51e!<`RhdO8>pQ=gPjG;
zC-yUOe-Dji(qv4gGW>HU!%vUk>JIkNJ1FmUN!K<pdOIL&0_hOmxC{XVMvkCZW2dIb
zM@{VQHo?Ke=*QlQ8XM?WhN#Osh%CWASY_9H7Af67i&k*ai_U*AO#FYt_G*(Cf8#m!
zT<sEVBqR#5ibd^?Nj?*=@j1D|shY_L`Yz2&F~dt$_EDf#95Nnx1ipt*DMCP{l(9Zk
z3^R>Lc#M)EY22diDH6{j!=r1iGn1<`V;>~X1a+f`sUm`~gIn+ja$`<!)X{Sa^XL#|
zD%Ltzuv<9}M#tEQmYK;6tg+(gVVIn1FdFx0uB_8<4v15mmGNGrZeryOB2D6(8jgr5
zhIJ+cRO~G*Jti$r;mjQ-9^?rlMQe1P%;`}`0!q<<g6uGsvxLbMRVO0!VzhLGCuT8?
z34%dN96U#&6%q4)30XRXF+NM<%In-{t})v8C{G^W;?_X%^rd^SQ=8`eI+_l<{UeNe
z>kRxAiu#c0{9dZXgD|?r;}Zcl8rRUqWgN@q8xwPUV)RY^+NGGXY0<Mcc;eV~{@LXR
z807EdC!EjIh)vGwKgLrBzs&I3S;j+`XSDaQFaK5Ydk(Q@?Gn2zk8gMOFw-4S*(<o5
z7C10*ky)!nYa_!nLR!u#2tUB9@e=7^#CzPo$&IMauU-{s)=5U?hxxuA%Mlm*tbgSq
z>3Ef?oXMkZk%DY8PIF{kgIn31yp&E8-Z)3DdYDNH6uQ5P-FuyW@h&Q}Pw{GG;9Y%|
zvAdT&nqX2(5q6h+<`KW?F!gi~L#=~x?j>G$;socekJxqb8!Wb8=en8W<)YwkxMj4x
zMW$9ZFe*PpxAp+-T#m7svL0_U)x5-8H*T^Kgp@m<CWr<YlNH3YjhA@1Zl1z$lL{VE
z8Yn*^OJQBxOXpyXZ=O5K`|NF`n#Q&+qu62VVwuD`$ObwW+AZE%gu{~~Zq^P^s06(J
zavfJT*}Hp{ve_g|HIRxREwZKd(pA$e=|kr94lhL?;*7q;bpisdPtD9YRqRvGuaY@U
zI$?!Zb{=35k66eJxYNJEiO#2Z*8MRys{7c#^mz`~pXHFVOuR8o@6s;H+BMw58qG*@
z=7M0lJ58fmXB<?Bty}bWndBD)2l|g-XD-*|fUnJX9P~XN*%|X%qeEp}CYL$HGDW%}
z^}0vC6jQ2L7|LQeusJ)9x#^qSOPxanL4?k#aEM%kS+htvQOKxAzOaT<+@N<YBk<<w
zWd*`8AyGwcbcb9G+l&iC-oNjih=E0H<rz68^xoG=GJ{L<ZKUH@DI`~TxaJczx-3T#
zW#!+_39cMqb$WulSwn1=IJ@!>D4L5Lo&SFF(xPXKS*z-tS*{|4#{0hKAbM_&&8sO<
zFTzL?D%qIHgM!+lMeI3?tuqlTFDnLDN923!l(P<59MjS?wD9XxMh%L0EV1Xk7X7oE
z@Z5{^f++^_T^QLUr<*$a9vpDOeTL<UgM4M<s~pQD$GZlGpU{e7Gnl}n#@!QJ+-%NL
z;ymYr0=1IHqKX*|O)@*7HkVK=rlg)u9J$14ktiyYcm`3RV>k|@>Ou6Ji!K|OMi(Wv
zDdidzTmh3O@Zts1-jHiuk9x4fjClhQw@HTrL)v7j#3(J&N+cUeM7JNKZ`f=m8Dj^w
z=OyW)MP<?@%`%iXVy3sl?qI+K5knQTVVG2v#@;Z&_Y6K;-p#+8v6-yI{LQV5n_0lW
zo)AogTg<n2c&J(7{-lJfGz^uYWhu?X<hq$LuzgO+6erZVHJswL=rA`dkKaA}PyTEI
z=y@Kl>;9>>X0wUoIOOyB|IAeDzfBAV1HSdP2Uv0n_`{U#?G^-MN~I-=$G@NGk$1AY
z{P)lrix}5+lyXsr4)D@rZ{>w+89|V-udZ|dk&t~ie}rV|M|pblB+q~25_kHqvNyU;
z4v&F3Nvp6#*Hb(kzd-&SAEdSGep>wq+m!fWO08tFXVxX}>VImC${(S=^#{=LAk@J!
zL1vKpsMG`3M&A7>V(~apl=6pv@CKjyl{19>l<)cAoqX5#9wMsw{F|Gf;lkDPJb2&~
zKYH+eSi@T+Yk!OyTnDoRDuvKTZf_!n1C;9^G6O-8#!3@!r_J>wq-4!wL=i>;erS-!
zF;~ZuU-RzZN8bM!Pd)i4Tk8gwo==(Z$LLEA!$f0e5Yie4ELIAXN;<V^s7|Md;_D3J
z%OGQfcH694(=<>K1?K?M_M1^zM&tKS)A-FVk+eEsI*7sy$Rg}ILYk`~Z#;uqc?Ds(
zXa^p^JA4Ae8dA+RDFh9iY>4%?hsc)hVCQqUXg{+?ZeN+1?>#`__{4X1zW#sidz#UE
zxxvmCZ!*5xC3k#+&*mLoF%ACClM@`YyF~4ER2nnT^9-B<&kUP9-*|<`S`p8`c!m3V
zcXO9l#Ze>9dIH&Va0d-el$$g<;4z7ARWZI3=59$z7H6OoN-1KM;)e}-<4cUICifpJ
z6X+US>kDL7msAeODHB^-l#DuI7BGw(7&1elNVSMF!Bvux#S!x`rQ|BJGi{bPUEXNe
zjPrs_PeJ+UTFm0fJK6t%A7t^)gAAU%MDq)mkeAP6k8ePE61jU9<8TSDX%Mwy(s6_-
zZ&8<@Bo2pYDne=oF*a!|NmEI{UYx=SqBPH1H(^JvGJWuI4i-Yh;5wz+vpn~@qBHs3
zgtfcS60jqe%!iiu5;@(bTHM3P>(J{&Oqw~K*xkhIpJBTNMf+a<D4QS~-{7dfPIGjX
zVs3$JeV=ME<biw7((gUOFEx+xQ0}*R`^+XQ?&H|QA%(Qf&T7o2@x4q=C|bdgL-9-O
z%JunYUds0k3QQgh`I&H%w`6ntz|`+DYAQq=aUpsf%=?*7ew*KHzm<3AJ#xCm&+i<h
zINjxm#mnT(gxa11L=!W7`RsKXw^H6W^$@QHU*sV-V?TX}HCpijTFnKXH#?N;k8n==
z6vxj8)Y>=DQXkz1DIB8G1nvAZ9+H{OEetJUyjY;n4_G;}m;9Bp#GXd0@Br<2hD*2{
zOD<E?eHItLo4qddI{%u~Uu85=plGHX7=(mbhBoe@dDrn1!MF1du@l`#GT6iH)Hxn1
zew7Jt2hYpsMFn2e-o>5e1Dv^eokRI69ItnXf*~(^^W2C8kH^c*>=|&gKh1OPgFKjw
z*j-;EsrkrJ#Fk&CS+W`DiyY7S{GL3?DBHzGct1ww@gcszu6UEH=>%cYXD(Z#B_|ol
zcVH}4NS9urmpXV`yLffwUg9+2VC5!v<Ttrz^EZfd8Gm%&G43p0VODjxsx7kjyhUkc
zNLS3#d1N2MeRckLYmC!g=E3$YPJi(XZ?dNl;XM6#7qyuNo4!N$<U^GH(v#eEYmMu_
z_=kw)KC)u4JLjO^y@>Tg@5I}Q@xF42=;`z5VNC24Xc;Lbd&Gj?rd;ci32tW$_e)H=
z0$tD0bPuPzgIP+57fvz0|LtU#*GYckHxaSJsJz6WJ*MV_WLkj>>2cOQNiubYZrbJj
z$%ukE!FhI(b9Jr<Z5~Rd(Ru<@LYA{x-@M9deTHv#67<Alq<x*e^G7&5ev~gSe3p1x
z@sU%19rej|lIxeLnk71Bz@^Oq$90*WnF6bZeb?P2qJZB?NdrY1C`_3W^|shqzm8hW
z^Ot|;35Ks;<nmws8T2$qQhE#a!YpZ&qTPIzW@@l&Dxz+Do2+ax>?`!3jg*ipX6SZ~
z_05Oa7%k9?bYyCgW|DE1($R*zbLrc>+T6{_!g*SHfnBo!GesQ{x}3f^&GNcUgk-_m
zqG<Io#TX?re8VQHRwztQ5?VEugFH!MQ<E;c=`krbDdkqtoHk+RkkbOfAkXHdF}dkG
z!L8FDMTo3RnVZ<EMH~uJX<^RHAWM0|6r7m~e$~a?T*uhngczdYJm==`r~cp(4qktn
z?kmr+wzA3BW;Fh7K_^|S^8=~L9cIk`a_BOfyG;hGTUhxrrzYObW7lShR@QjFn_)Qx
zW(zt~FWqFZmoPG2F6q;ZNl0R!ydPo)iht_;!k<k5UDxID#~<gZr=H@er=DVZdiuW{
z)B0}|gTa8$FU&FR<|)+=P^%uIc=BGpy6a8&gN!>@USXkg5#?rR`z~_P`Cgu_Kf>Kd
zCb{pZL(!F}utWBZA4Hz`JBaCr|J3IzrHG;oZ)1h@+8NAfNa4xvLzwoTT;l~PjwSy+
z0`h-^TDeH}`ZI`P6{Z&v(~D4<{EkxSKOIVC+|CQqKxhadQAq@?8&F+9m^lFc@Qv5`
ztuOo=w9MnNyY6MSGS8*cG110|0|$;U6CEZRWmsB<WhyKO4!t*rJE8rB$CRm<RQVXP
z_#b>f9gXoX-(-C53ZpN5owVJj^6&|&PdtE_oq@0qn^$2F!%743z(a8I{_prG{qGoF
zY_s*LtBkL75yroNAB!g@sejiZxr3GezrT;lQlegixVKF_Xo1RztsGw%EYtD^EX5NX
ze6B)uwMn#~aO+@?Vz_#phHrB7>^eyhqq_z&pQ4ovG|M851;foQH*85sRCrfaFiI!b
zO6oM0hB);CR${W*+o9cSBApHP-f6S1QpIM(Ahr0{zyD<(S*-KkyXR4{g59SWSa*|r
z^AEAM&a%2TNozQVEY;8|6Qo}JC*<=_FzTZET^u8&=&zE-8i~-+w3r|rW9ovOuA`M|
zJiX^$9_chF4Vt`mAtqH#41I|pndZnbi=+wLJ%OL<OfS8}!mbXD#zPEm_GlynhND{~
zn$No4W@OA!FF(k#S|^n~?y{FSlH0{DEx;JvWOX1hIKj2f4kEt5W!)p!QlzCClTnOF
zN~{)kQ_?i-`9I>3{8@g!@z-$j5pPzXXU6VhBpTJpc`n`>5RYpt9(aO5y23(mhLIof
z$2&zH%}sJ}?kd-8lTXMe`D@M<x*dZ>|MxM{7|*GY829kottsv<YrJK4nQgzsKfH93
zwOoOnN}q+9BJVrAk9hqBqVuov<V=OvifcUi@Y{&5?!ft1pcvy1Dk$U4jAq`>jlCDS
zx#n{7>?W^QM@(<7v;UO_>6>=55OujUf``v<ljdDMvowd{tdZ_%GSvITNs5*V-m&}+
zj;u9F_kM^Q!!f_N{R}PZ8rF1y52`yjZU{cN_Eo++jA8g9=ZzBo=F|+6R*wDMfS=|%
zIbWd%DHpO`{BrT#EEbRPp(Ns0E({s#O@3zAx6yOE`MEWpVz15nvn>iao6t3xa<*`-
z9ufn+nB%IypU=t1x$oh1reuYM_4EAQ;tw)i9&z=8!F$IqQcnl`TjzeBH_9x!d4|I&
zgx2K&?Iwo?XV}-fhMwdZGmS6?R7*QdI6bsDCa3iXk3CN6mZ^$Ycs+O!?beW8{fpen
z9_O{iS!(WC7SuHyF~+V~)JsKjDu<dm$hWRaZk;<v<(n6%4(sgXXW;G<;qw=vn&Ynj
z*N=1ed!Hh>x=rutv-saS539>Wai7G_Fm}%nwFg9N8^noDtQoX(8lA&)Ebd+6h&iSZ
zUPl|Pp)#EyDAO36r1-AKnR@p@G}j>Q+#tI6dB*?t9N`-sA~8?L$<e&B&i-9_2ASZ6
z?Jmb$MR#&H-<T~B&5luCj~@!>C|%k@jzc~^T<6$MOlSVxSe5&6tvo`P^oD(+I6@R+
zW@CrEJcDYS!JOGc{;tQ!x)!<1ucD8(>4ZLM(#6uor16+oL7bn)vv<)BZH5DnTyDU_
zj~CE8O~RE8vUUgK#Q%V|Ifb04F&O&fmS3P9n@m=wC@xJg_y0J_@bV2VeexP7|M7Qo
z^^;q)p6L>~%j~JYL`my|hzXQVBdxHBWZ#0v9<_tDHDFT~&<80m-v0xL=~?EyfV*Ej
zO;<^NV@G4d(Ae&e85<c<m~g_#xIgT(H|el&Vi&vaI*jUtV3=rk9YNlE98swdHv`h`
zZJPh~)A%o4VD_<l(4%csV+E0n!O%dNkefgr+Do$2A?pk<ii&73!f$rSCmsO4;o#*<
z6pA*ktCJ-uemg=QI7Z=v-_PaVDldQi4|(vs$EE#Mz8aaFIlIGF*re>%&~<~jkdp0A
zF=kWVJU_!@<_z^tgt^`3)k`bf`r?pM%VDjo6YR4&xMznOy2da5!tegs1aNhAmCt_m
zvwZfmpXJ$SpXJ1f6MsSmj~_q&=liGr?;L}{faOPjlDUO>ELS28aocoR8EDEw)F;rM
zd>HNc5~0yRzwzs6X%C_SxAosZ>LXA7BSh`4|4YBie+>+LpMq`wDKfNvDWiEQroLBF
zo|RYyfo6+8lhFR>gbD-L*@2w~s<90_4e&g~p~LXVn-TwqeCz+BV^NA^+$HYqpppoo
zn@GbXX-h`Gy^OxTMP@sQ=`zmN3y7&I+FMRR!2v^(Mt$OD6SXx!Y=UeDX#MMayVT<2
zgJ<Y%_ZT%s)M`~8TRhCMVvR;|%(JyN|IelOu-)9@OE0bvG@AU-_x&h$z3=;PkE^>5
zulylu^)<xIF}U+xh%?`Swaa8r{utThBD!lLq(nsl>iQYf<<p3z6NuvvBjjx&pKNbK
zoFI!ul<V@vZ@kFwfA$&Pb#{kBzRrFB@Apyo_U8$1jd<a;gkbq~tjcaS8#*T+nIumh
zJNFEm>l19;JkIRy9Fgj<xpNjLbs0}puty$2dlSFlP@K7oZqi^X>ayFJB^Ne1rwOwD
zDW<ayZzMxrsUJkGzRI2cISO+NG`oFv%SCF3AL6zA6vJ<RjM1KBeDAK$aelauPj^4e
zk=?UApnruEEB^qiT;@{0glg<iIq-wfTxU<|Iv27-94UW;&A~lrUdW}*3NK9_;mQ27
zOscD7T1+_?;s!ppB^X*3o}*EXOk5$@kY$>ojz+*RlPrrmJJxRM-5!rri>zv^%({@z
zJjy|rG-~6A8D?P#r5@ys4TI;~XK<DtV>{iCyl@u3cMI*I_w(I5FH%3g&dTR4HojN#
z+oL6-@lh<p;-Ni5p4c=o&whf+z2DFDo!7YD&iG%yI*qf@=dbSSv)VYrg^gFxt9SFD
z_bu8Bhq(3V`xst2&HKWyFw2M?KgVTnfjC>_Rqau7C3tHt<u_ImhW^X^+}<^|t=;_H
zD=tUE4c;>7GM_J#ln!!hrbH_n@<j7>_T3x*f7!e5@F<G^f#dJp>n**L9s;5FDos&P
zu@?j@HZ0hC$A;Lx_TEsziWO;!3L+ip9TJj|-pl1KS9gAY<VQ3D0!oQ8ujk1Fw>!K0
z*}2W-b2GEEOt0>TKE+FS{|<y!P8)wEb%sa+*w9yN*a+Ycuff+wW3FH0lVA*y#uPHt
zL`;SR6kQCeqDN75nB5+FI?4zW;gl7|Qdbd;W@$tpSx#iF8&AERC~YN~>Q5BuhT%)j
zVQWk+8|`7_g~g+f>B`N~8T8*W7cDjePoN5KoE^myg)#pZ%vskF^d__IrpeT-FT~ot
zGsX}j&K=q493~P^ABsVR+MkyZ&~$iQ77WD=m_!i8WW<`4fGwmBB{7A7-a^H9bFn3-
zVvme#di*1xSOSPfFPhVZx7>@bTA(v%*xKs}=^cilXLnp%D{1^;37R_;Z($yOe+_{~
zKUPOLHHsCVYQljDQvkFeR0WL~JRUYxRpN1%k{6pog~f@{9!*?DCaTFq+fD;9yK1Rj
z_bGv(N?3RwNa=zj#*KaZH_#YB1RNNmqA)jl@LQs(^eXs0H3WmTsNOR4o=Wt7C#u1K
zAtDB0jzTpjpjeae`$GxTHIQ^~AK2xkYRWg1xb!4PM`Ie$o)TXu#f!4hsS2@i3FzE{
zK%@afh82(E!R>R??xc7UIz<q!6rwEp65*-?TNvtz7ej0cfsfzDm9vwo4MmimJBFHw
zSX?d-smnK!nUjNJGNDUugI|fler8vc>RPl-JJ5ViYS(O{uBZfin^5fG1~jj?X|m{G
z0Ikl2sIA5t6N0&YGD>nPYTGQ-wpnO82mUV>qDzlK7vsR6Q;uhC0k(7<)K#JQeFVb8
zSz%1UoSH%xs~2``$G2`hzMO0nogQ1yzUb^BpwRSChsZGWXOBR!{oWH>QB_BEu$Ej`
zG23eL*ixNKo>oD<sgXKg1AgHr+8jpv&=k_F@fd!|!SO;7MZ!&SSb!*xiT|xWfCTW5
z>gwv4J$p9ae)}zR=guV}BBD7N96EGpQ<vO-P<?$pp`oEIDoeQBXgl&zQWH_b97j1q
z>Ayw<1zKqx{uO!nHx{85ZA6WUK!ha_ENgl&yJFU%Mp}Vt*s+=5;I0_cGEwT?)Gq%C
zU9^=&t{i5sSc=_Z<)q^WQ(aQY&l`4-8K22{y-y(hv@=k{!uCAAra}G|#O9@-swm0r
zVa<==u7~&xglL+~RB77-C9_A1*6Nn~2|`^ZRF}|Ll1I?(M7L%o1>3FoH8UwOjZo>L
z!V&`6%dmxjF9<3If_2^4TJ2(8V*|;xiDblu5fNdd&SSz=yOT;+F~+P0tOf^_t8(a^
zF%*m6jY03F)Y^yY!a^KEkQ3pc%`<&?@6oq7Zo8h4K7+9S^b@sF9SCXkGkDgGEPDPG
zqIw<2#x-%c+>Jyvd`utv3L3o%dXt@y=r{uFe<IB2CE#*mP`s#SGk(>ANhI(><WSDZ
z*@DGbjpnO_#ySezHkKzRliRinv5P9nRClnoLk1T+J=BXLyuy#it&pyTpxDxw+kYrE
zh7cMz=5UT-1xqVqDQ~bcEVMm~OY`vO%^{eS!3AAxq$xR+mF7dJk;ss?_=6d|QPF^I
z=Vt6$IC0hS7*!MVQett2wx@l~E;{6vVIQj}BhkUe{1d3oFQaYF9M*Qch!x5Cr1B&2
z1sl-k)YC6&EVJrr_{C<WQ~7pIsoD-EJ#)mxjEVo66k8s-&IF2U%zR@X$|d^E+?yOv
zp`n}?oX4}g%uR9SJRa)|C0a617lbm>SB0&jlCCx#T0#e2JSl;&IZnn0SCiBazNtK!
ztn2KgZz-nUr4dn8M5v>j&E*P#3InsccECQcJJ}`cNhw&z#eq5!0ySXqP;uOuG^Pxs
zCKyUdNjYuma`CA)b{b+>B|@kY2E1C3h}v?_$eT};XA2!m*P(=)SdulAT)l%tO^|7{
z5vMm{))|{FV6%fjd<TT^V(fAOs5*RG-a=;#L*I66^L5^^ZY$Lb*3q!D99Lci?!qd(
z71aa+5D1AQvQHW*qx+L^YA=+ahIeNfmD7I3y)G9=tQ*^L-3f%nQ2y;~{B=(BgZkmA
zsKsCB#1QJh6cK{KVa8ZnK%l6W`fc&V#A}$tby&|B06G`m6)VxV??By8xww~a#aG`5
z1`|4+nVLW-<$*97Z31&+IjP<PHn|%}7<U&~Y*dw3ke$5|W4J=^<PMa4@-aq-os7$`
z#~K$$V_^x-DQ}|r{J6qTq1J3;m#+q2V-Wlr9Sx0y>oxL(jiBC$)o#RU(_=B}P;3U&
zP$T+CGo~mTdbf}I>6@qvPe#!RqATa)$3T2^47SsIvulM5_s&MbGD5K?ScyJ4lBgjO
z`|tg7)qypnMY+I&xdi5Zi!XN<y8eT)UUeOcBNTvOc^&>A*AZC00a22VYIdSp1j6k^
zjSWGung|FLpDT#)=n%C5RMmtb+=wy3hAtws=~#+_Fc=6rRf6RnbfF#;okp<EgTK~`
zAteIh;}Ov@pwlBfUNol@-<q`qt7|Z%r(x>f7gO(^sDB!6_jd^)SX;M^8O6V_x^@c=
zy^Wq>S#()#$Mf<!a@$mJ^YqvL{-fahem@HqEMUfr8O)e51E<r;%P+soMHgLkNKT+N
z*;@iANk>w!#)W^%45+DWnubrO(lpgPC{_!G2^XUYKkkAp_??v)!xIP=6+>|qC<;Xe
zjTy^-CMB^wBjPd%>Cz2-X2t=vz>0=i#HJ;P!W|IsH$C3USqZ*I$m|Je-JqccYRjRn
zqUqnphNg`b1wx}CG9Drlz+{Dn8nhL2@kO?$;@54M-BlRf8vYYTvF-h()Rfdyt2d)F
zgwi`SmTFPOe4Phtbp~w*D#Yab2*ZRyr^8iUM`NRxxG*1@uLi%~#fH2Zl<;_}JQg}8
z_8{@~5j-*RaV{Bk9)*)%C(tPqYj!o7D*|iJzHIlq@YdE6a@>VPCg{)$FF8xf@%nt!
z))ZmRn@@UhGYOH^goGMtlNmvMVHpkE3P=d|VzAjzjN$xT(t{X_4NLMaK21%-R^cLZ
zeKjVZiL5d0NKNq4@cmCjT>TiqPxH~I8_-TnAn?ntxaQBm=+mgNCK8M_P!ipTthf-$
zs`FU;?E<1AuVkUAj%95chzn+r>Ira{;U^lL#i-VBqV?O+t48w61|qs=QRnxt;)CgE
z7AJMiM#^Fn=-};+%^!x+{VdEC3rMV7%ThxPRqh-Dngyq$6IC$-xHvY1Eit7uC?zB;
z_zkxqfs+j@sBEK<)=<kPTQpiBtcX98mHOj3y=Vbz)pS-^LKq)x#P7=^yM84%q^Xqo
zV|l$ImQDp*N!ANG=mHd^cILTmofx%jJ6)WW^c$E@abr(bk7>`k?HSx(_XA<ULfo!;
zHkX<BF`*~*X^U80Q^vryy}4xMJ+zBUYq~a_m57B?5DVXifD^*3hz>*0^}Z5MLLcgU
zeoVDFSPB+kSo1bYSqZ{rLW%E!a{1c?{lx^fyaSHD5cvPz8odS87KLJsCRnxsT}%h`
z$;Uy^i+|Irpy)7kxp}|8J6cd9(CDSHpp@#>Tc}yH6=!zA|NmMvZ7Vc^ucU@xQ3d8G
z2N8p^Fj`Fb)@&x>{u{7$$iP=pjCc8byd|ahBhv9|7OGZkq+weHMm37|BeO78RAcJZ
z4%<0{(Zz(}EvhE({!hqTycK`IgI=vg`2B>d25d$XTY`exv_4n@Ay|x7Y&HiWRx|GG
z`2>A+B%L}I)fPqJf?RABOE79hM2x)@H7pf(frqwtreX{;{{9&u1PvRisd;Y|epe88
zd;-o=4dE~~6{zzgYP<w?79$$HnA4N7CRy<=nvEVa`h+(4lT#_(Sxee^$+W*J6P@YM
zH7IH2rMRAb5~XYxhU7$)xCBI11!x+I*$mN%xVM9*hG9yKA-JO)#b!aVS-@<-*e4Z3
zuVfUfkzhq7z6~1*6ciFDEFzF!h*nySVltq%iAJ$n3D#)@8^O{k3dL+jF_}=zrsjWD
zs|{nf&gi0|4%s>W6{p|D>e{WWtlq@hvdy&lq@JhWczyo~;G>T|${lyyvB!-df3{}L
z8Uld;efsn{JZEqe$pldPHxa=AzM2yBwlGw)9nsiGV0$)!f&$dAFid@WqnJzwzh9vN
zzjxb<U;wgLL*6C`iGa`;2#bcWSg_dt@(-k_DMOq88S3fRlKaVTxE8J<x?m%QKAkAc
zagn=VC9b$IEKzB+t<s|eN?7Qx!|Tc-vGZ2C$F!w%O(hvIMl??lH7tlHEs`yc6iR;F
zf~7Ktj!`|SYn#e9{zY7M!<DSN_DxdH?nKomtBE|W59L4P(qr0aetY{%&iix{nx;@$
z9HcBiK+(K4)X)8jfXhQoL?7I-S?nmRB%|<cY`P%fUHj8royUgtc6#cT;0TYWrppNI
z>HTnS+&~CBc(d_r`gc$menCg7X8%h4(iK=bN1~Q(KtYc^Fa&c#82Z7T(F|qq?Q^&{
zZ^G+_vg!n?-9hZeS}ftogvR$|TU`bfK8@949gzZ(d|`Aodq_&jC)X2Ab!Y^Gb#rkG
zGqbE6nBn%3vAzTL?p;YM4?{T1h{{=p&fvyj$zxMmd%~?I%t{5C$4Nj{XlK<^tU|fl
zO?uUKh>xaiV*%BTCUW#`@%a4IT0P86kHs1ElNo@~g+XRUpG3$y9hv%C-g6pwEM+70
zUK3B1$8&u7c2a~O$!erJDvaMopMhn{dSYD-oOAqg%0(}x_Pm0w$qvq0`wB{9Han_3
z{Oaq#$L*u(+)>X(eNLv2(TBF~X;jZngfS9q?a(agptB-^K6JVe^u+~;wX;xyE|d@>
z0u51J290ir>5S5QEK0YNQDQTiuSLz7hkxzU=n_vvmvk}+&|H-WcO{A~23=?(TJ<LU
zn_flV?oxEI{SW$gXMZ#;h->~T%BL(qtFI@tqe9iP4aAP@PFUAOl%B&;;?r7e6ZH8h
z{&pE#CVfLtt0uO695F^4=GaK=7YxJHH;cxcGB!<~MU1`?n=Xj`;uEP$3qv4?jcWr!
zP`PXa`Jc|km0v>EEteA3sT2M>Kh@uSPu<)(h+Zd<yDfy{CJ(@yTgav-e!yR?p#=mw
zvx+q-l+Z3QMD$7|yh|qTRn;_nvyp&X;0=pM4Yi=?8*y$dAmY??NU`HwT7dqCHMso&
zYTC8Mnh{M@mq<EX)E>P>zmHn_=Nf-nK*Q%>5`NQobXgrxbS;nN&2OOg$0E#Wb}X&}
zgx`<SDGuNI4fxisBUn{~E;<rp*DmN2+92|(QT!^#GX|nYI1oZmH?Iic*9bc$2}M0}
zL!1sqU0oevVPX4E0ChSYB_$=q#Kau&AX^KW07}xKCw6T`Y+8bH@;FxA_8CgOlMGKb
zZkM1wK80<w7GpoH6Jgd^0^e6*)C%z9MiF7uB`S0oaUAQvTSNC`jXY}`w&n%saCQ&6
zT-XOu;$r>fU$e6OJ5sY!sCPvZ>d9rbMbCg-6&KN1(n2XwbGhK_XD~Tz2q7q)w~Xzt
zenx1=4BFi|25Ukz0M$hv*3PM7+mc$soWEe-@(~O@m(JB+u)3r@-AaGP5ouu~T}g=S
zf<Dnp0(qG4dIVo?A*#iUzH3*iznMqn^f^SH(i`uRZ}4x<BQ#FK8W%;attUHn<Pcv|
zMzpOCH8G9ilkQ;2j30>E@e6Hqb?8GoQRf?s+Ym*zQp-~7792Gd+<==vL=`XA_u}5z
zM$G!n_`DXhpdU5pM>XkDQSmoaVyvqp*Bgqj(Lr%gB~PfhuyR6T5{96QhN7i-bT&#d
z`jF@?r(f-S)@u=L)U{(?{CFCS9Wm(qsPz@xy6Xczad#!rSjWlnA$($qW^BXHgc;z?
z?aB0X7ZDn$htPQ17^<1w_hw8B=98$oIOo*$7(_IN-p3=7V=3SA8{Yh%@mA{i+&GN(
z<A*V3zyOT;-^b<(Er8}M0dFN#E{F0(;H`nMEKp5NH>w4_;H-h2+2C`+;9F6;U-AFX
zhTX@t81xY=o=>n~4vIY)ecE}bj%0)uAh7jagu4Vo*IQAHp@;qV!dG5L#k57#FWQ9g
z?m`!0CiU67F|~=_d+b6`GJQJ*(^e5wiV3)O5v~bBEjG-Z)1b;pQH?^xn8Bo+-xnbS
zwHva@|8y?ZYqk>Izbh#hj3gv06#(aobre1G4q?Lw5Oc-(s73?%Gd8f|rs;%sNoMG@
z3o(US5klZ8_E7mtDOF2~sM}tQt1J&od<dyy`(X~VQT@&u{Dt*^g0LAd*bNx0dR*DN
z@T8dN|JC)Vh9f(4%%7J}{VQ)E8XHj^4h&iCFl4pIklB`CWhK5XTWS1tJ-%(Z=*^(B
z*)b%fU`$R$my(DY9R?}{R&2*Gv<te9DNXM~P*DAK9)>szA%j}?&9ZyTY4(}`s;Ww9
zX{k&AWdbNkhn%)y5!95S^*xP67raTZwt;~IjZ~~IWqWol^;Q?%Z#xHrKS;q#xfI#T
z*sjy)t|gF>Ttdoe!`M`5CSgcN;(H~dC<?CSg%nO&#1B=)biTJc%A!)LKL4D0my?*@
zJ+YMPal4Gv>dP4Q-GhXs#8dd~0<z!vnyCI=X*Xdsrij1(L*KY7pG`MiOY-P*(Jh)r
zU8#yLy9Rp<6jl0(Y=0)P7xyCg)rY9v`XEM)Ca`rorUCs33fMJaJWAeg#CA!bp}<9T
zg$r{?D3J+?7(?U09*LH}21Grk+a9N(ZFi=BG?%KG)9LTrh&48ukUnQnzB8FXrHaK}
zM3l%SJUNGQXLq9X4(yT3sj^>1ew7=KC!1JbE{?XzM2#6k{(WEKPl#cg*+a>^4a9`n
zP<`1{7cFCDcsD}q9!~OarkA0FMO8^GR=N{(#NbG3Ls6-R+LCg*>q>|<`fw$;XJ|w^
zcW)}?+W1oXSStB>V>l72iTXf2wfcDa1-9{x)*W|996cIKIDTv)f$VCwBy{HSL_e0Y
z9G-R65Ly$#;=b2%@hzh;=nrh>0wFZ0-_dl#ozB#h2<nVY{~ALN`bIOYb{m16Um|=p
z5cHr+IRky-Ne8u$LqYQgaW39Q^~^=o%$kKUArottuGo8|;24yJIX$Muxd|a~Zmgp0
z>mAgsD}m5zXxN2E2@>>psb1s45~sr$p<qi+pv}q06WSpY5fF%ghOfAk$`7WYS}a6d
zFb37;pgy~l?DrR7v{{Mi-I1D&_0;dE#hze8Z`PqV>(QBXC^`i+fw$gA{jMq+N=pd(
z>#@c~65b~kE#M>I@)E3T#JjVMlneXQangB5yiWg2tE<Debvyp8+wgDCMi(80A*(&c
zj#((N@iZ(h$Fs8@o!x+`jTvJIs9Gb6*N@u0ErDu3-dzoNcQp{K^<nQHgRN`C(LSyH
zI;aG&tgMXa=)HgYI2OnRP?8QGZPQZ3))jb@`m^ws9|`LaNB52j4L`4=p`o4{;iKJ|
zz0f)iAm`zQ*i;WY%@q_oyOPr(p9kK05VOThZB-4M@A?7%Z`J&wFQ?OWo$24L7mFr;
zhkMx!x=y}{U3a}r&>x3i^AgtCge}H_76=eKtT%11J_m!tcHnXQd~Bb1F9iIg5AH<p
z>kp{O5h#`*<=gWR`Vib95Uz&^tA!G`50~4G#os_|r*y1F3xP@vf(oiF9-q02V0|5q
zORmS9(v9HPKOt&!5tS=Y(z>F*@OqT!7`7~4&9>PyaBNsWeoQ;;BL~tiDh%@iC$$ar
zH2BwG)G6TYOMK)?Hm!0H@L90-=}2sb4r5h4BG7<$!*-OQ51q+R#jY)&H()S2@Pyg1
z>B_LUT`aPl!iQOXF^hW4Rplr<%klW3Q|~mcaTc-JI0%20i)l3h?hVhSgFc6?48YYc
zmi#Z~;MUsE$5z0+A#GUO#mI5*x#)c2E<!3aB6M-=>=s7Hno1(7YbmO*Q#WBU{f2iu
zd>7k65WYGP8j30WXorI4^-=u76x^F~2tQ>MuJy%uc9vsKjVAQ?PJ|3<kIw%4jaWhx
z)GjZf^5+6HZxDn)3k1oX@e8qiI$=wQK-8C`)f5w~Dj`@`fnqRVKmH61af$fd9(K)M
zjtFXGTr`-FtXK?@7K{;Qyxt%s%gb<;xM(PH;VN+v^ajxaf|%}6q@9*VOpm6qZM7Q;
zQS~}Z;a19C`JP~dholG3!4UQDx^Xht;K!TafH%JZf2q6qX-9@QE2d;S#$+4%5aa%L
z)Jhyw0vH;)|8G&%)zyb5(pEqwfRc2037-e?+dL|lY-ib9<@A5=D)f~VY`gn20?{=D
zW1=|jiqpVkWZ`>jv8=0SyV->>wqv<t2@y&d!%LC~Mw@B#SU<A*cO>BU^U0a7;;mRt
zr_m>&n$3te*Heaq&aUUowND(9*vn^sNB%1>kbJ>dEZ@F^s#DN+9YFbdC@wA}YSaMY
zd#9pIpNi5@i=uf^98u7|4_Z=NJPm$Ir_IHvh7&cqE57+(;I1vlGVBygIZg~|u>@An
zz+jKVaLw)L2M$B4ugAM;4b@X$r*zwTimcJp`2@*MFGkgX&E_UKuIZ1ms#jUNx{-={
z3ylexbUvjY_ULfT#cpbUnMY08Hex0{PWXWSgu2UcJ~E!_oH}&6j#NDH4C{8eSh;2w
z*_+pqX3&%3H8H4S87UDd)CU{{YAbPsHjofe$eWF);?6E5scs!Hy^<LiQi&nOPDsxb
zs^_mHJSKo*4Z&YfOCUCtwYIKot}@X#e*v-odztw3*4=e>w7EC!pm6f*04RDrior;r
z&WFFujbhSc>k?1US&!y!Y}%mtxs3n+GN@6#Dj#E{gV6q+2|vCk)=rt2Qxj2iI)c6c
zJKk78$-GT;dEj)S`lbKln5$>6q3oUcw7K<ELI!93<NZnh+(9LPFTC&qp`m}>C34wi
zmmQu+TLGB>O45-boHcB{_f2+uSIj9-r<3!oj?&y+_%lp|^y@;u8!rH0`SV{<`to8N
z_86SzHl*7H3Agtra#UvXzP`EQee!bGlh#nippPfBa`f}ywBd^O)Bf}!biQxYA&WcU
za*_M&WNN<sme{aZq9XkmlOoX?1Na<fTxIn*dUeN=lnf_bglhl&^HlhJ2qCC?=R3;Y
z{has*uO`&kNd2!r(&%>LTeA{<gb|xrhcRHmFlGX#^PB2HbGZmid7FUWkFP^FN<aIK
z#^vj%c7(7{)stijaB5-|;UOk`N>9FDVxV4UrE_Q_?wX%SyY>n~GY3)e&H~I0D=|5j
zQ(qm#5Pbsv=niaOT8t8^qt5HWXfadi_0l#{CDXf;Re>;q1|5-+p>)^Qv9Z%dM1<C0
zSoRf>sS$WftrS&x_@VCwbXz%}&Yf!5*!eQDroPV7^pjcNV>lx_>KORp&6uyh3*Dd-
z4%z#0EYSP`0@bzu|5Jx2x17o^RueL~GYL1GifY>Xyrx<pNaeDf6wO{w?fOFOX;HKp
z)fExc*!J>Iq+K$Q)Ukc{m=GVpU)4avifjUPZgdVaI=dO2-Ga_xM$xPIifZr{RpTqF
z##>O0udoVxp9~UiJ_Xf$<mOqG{+b*Eco1X)C`m`wk3*jzqHj9g9zKgzy&j=Hp@u56
zk)cmaAg+6R05(nkiN$wMrHvt-f-o;?m=%l7hS6w7^Jo+m?4)B`mF`!Z#jnqPMw{&h
z3jK{_UO0sGO9m3&E$NWQ-LQQd8;&1>;)tPhk9O#~_N1{Y66?KV*!0A^cuK2C9eXmd
zC-g;c-E;25x^I3Z`_YGKsL3HDGrj4V;|+d-Rz1P;d~DQ{6dg+qder1JG^Y!HWetJS
za&%T3wqZjtrKaIouo>&n{#1k|^2LuE7!vpuQ5U3rq!qkn_<cTV%`sHz!%#vaNOy0>
zA5d`?)>F~(0wT9pvm_|kv0(?PjW*0SBc`qn`o^VU-?b2D_knC#rx6$3NKf%Ah9TW4
z-;qbj##-8(dN#^}B5M6*#NR#~=O;4=Nsp!>We~MLtsvCzBl^P^F`(hQ`66_Q?a<%%
z_#uBUjzvNUs=xV-@~OWPf5QmEPUyVfZJaq36wg^tputPK8&1IRhpuE_aSip0x8Yo#
zjjyO0eYg#K-?kW{9R!^of(;%tr-xueBbq;mF(DjNn+S}Fk(k;<ppSMO(aHX$19LzL
z;JS6|=-IQUybD++fRc1Xxl3x9)B7>b*gA=d>FX$XV<zs{I(9YqIO~Il2~BS5D%>{X
z7nVN%Iq9bkLk+c4T~<M5Q3;g=CG<J%IFvbyaV5r~|0V}RT1O&|PoZYbE{4tA|2%Gg
zSHoA|QaI^x%B#vrON+x6(+0ySSK}CW3a(wH6n*y#r9Z7eH5!ONc_6VvyVI~{IVICS
zMKzm=?sPn6Ujz-l0veaCLNt0Xpu>LgnV9Rh(U4z?ee*&}%L-{sJD%k0ZX#sZK!R_-
zir?!&9X6CeMFn-Qeu9!9(7aCkejQ;-F^kvKvDBP}65gKZt-17!*i1s0lSW+_cB@K5
zXgmpuMu`HAMmxzpx)9wim6}zB1lKxo8{K#-3b7`K5}T|;Y{;cy$f<lbw~@q(T@1M4
zY_w08;5640Hpqr?=T=;fp2W2YN9)*ws>h!p`rA)YLmYUYdk8gu7rIBDM-4mr<Lv%R
zf-Vom&&|e@S3$xpr(o-nd{Emrtj(kJjUQ2TDxt@B!qGnyQ)27Cxj{NG2b2J+YSXi4
zi;IgHFkk>HSFR*7GV-Vdd^E`fP?C<kMHjw_&TOFnyO*<S!1IVqH-^k;)-71ed7n<g
z7Sr?xseEHL8$X>#(TYt(wo4}K>|vw~>B;g5li9g;2U@w84pF`EcZ?+C%0cX!{u_N>
zIeZh=3n3^wYc%>EJt<zYo=~L>eM2Sn9s3e@`8a%)6*xC-pnlyt-1&ugtDRtrC4A_~
z#Gg8p=;OK*SdfiYREuTY0K~l6c-Ca&@+$a3?U?-~*kUXM7cHT&auXHC1RAkpjE%!m
zRf#Dsk&r8|LiIuZtq<XLxUi+B5Rni;XyFnna_iAKO9%=-h0ajwstgqB<JmCaOwLKL
zli4AW*o%jv)s|7QWC^Yxa<JAmQtqp#jb}5i_};`{bsoI*1iyq0C*L1RX2k}w&KZpE
zlO>3_0_+hD_%#QmWvR5kurCZ4O8qVOqaQUK`$ePi&-wx}?;G@|UxYgRl*9I39P7Nh
zDk*vO2mBTF#9u!Gd+&XZ=@UXww_r2n@6N}R5>4E-Ct^xE_Ws@<3l1m&jEszA)~s3d
z@8AEJz8hF3fRc3Nc`BXE?(r}uFMkl%`f3U$PQ#ZK#F(DIrbX*H|BI(EhuT|gQ@JgV
ztzR!7f8KKRIlBn9PbaHB65GfVDBHA=*kM^sW1dd!dU#`BwT8N9o=2CGOjTYTk<ljf
z+kd07cVEoy+F|e96?=zH=xt4R9ScpPc0)F0^H)-_crBVgKvMh8M5^IfuN;KB_Gbc1
zwqv+w0%}Yo+WKD!eES)iJ^_ExDlmH?DhZ!CoW|vAsBZ)<K7sJG&REJDu$`2SwsRwa
z&C5}$i!t8(9D&Mgs7=PXy_)4KO4zZnoS~t9HiyTc7<A}`O3&~J%#mgyd&QtN6rd)@
z(r8P-@XGzHC~iyGHD}}c<`dc;7f#sb0(9X{DoYF$2Kthi0ErJ=h7ucx_pw)~&)rD$
z2XCWoSx4ZbH_(U1qu%}SUdNhAhnBCjmXg<gz?)Y|+%>~7B}L*Zsl``ZgRivd-^Q)Q
zIQnG}bH(u(BJBI$sr0XPKndXZ@#FdM!w-p%k7w7eT_h$Z?(=!SJ9q9p{81kzG69sN
zqhtBCAL1#kW60Mxu=<S8v8V+!#CQ-PR&ur#aQ^hk7%VNv($#LvX7wG<VH?zw;L;+D
zo<wY?C1X#EBzM{}27Y)Idh6kzvY~q7V;I`Eqw&X|ahoF0JL?Ip-iG<AE76~N7K+)j
z&uuk-fYP5=koV3E+NiNO`m`g&oKLW*9^(^tqbLem{#JZX-;X+IEW#L#u4gn_&ISV6
z>j=)Dji!K_l1i|~fG(p8*7MFrO=<@_euLlU!kByTuKyS{rXzY=XKEgLpS+L=X8*8*
zQ+g+p8Ps7Ml#J=L-e_hW<=5Ye`{MD0zVZNhkv)m%8ODwm*U+t>8wWmeOJZoO^O5<`
zctT4zqg--1m@WAK_YNN1=sRU$?%N&Ta}T38T2QaK12v(|VSgW_-}x)*DSK}Lfm#>F
zgm8@U;Z6Vk|Bq@sd{5z!T8{(131sfvxnyT&bJI;X@#v$E;&AMJ{+^p}zWMM*d=$w9
zP?C-gU#**2Js#%x*|*@$@!(ujh=1KGoOUN(qe4k_1LuA+37tWY&@{Ha^a&M9*3tIX
zi&=Qr8+5Q`5O%>xvZwz@-`6f??fqXd=%evRB=%r!E!B72NBH9pQ9J2r{6;&q%eE0=
z^I=c7q0h>~aLU;z?K=MDctq!pT@*e071q)qHcJ5^V@F^(^Hcz|qMi62x(Vf^Yf$5o
zF%0Vlfbjd#KAwtJT#PvBWSmo%5pu&>7%~%^)-Rh0h1=kqTkvn6jc4&zf+ZHh?i@$s
zk|K(yF5~N>DinLuBLh2Etww}d>CHBj^eoij-En>RDN(VZICCPYPH2ay*g@uv=b;wu
zLK%B8==J#D{tP9x4Yi+tOynCc<A3sAbP-{wQAwzyFFnlffFwzKbHEAUZkJzvIWN8R
z(moTw|1y~XO48A@`mX6z{g%s#Ki$cOYknkYTo#q@&8FH}giG;J?hOzc9Y*b(MGzSd
ziLuyXBS|Ya;#JZ}y1g5vKW)LatBQ_yo=jM$BiHKW`ffJC@^T#GF2VWs6g=xT(zvk@
zgdY??7DoW1E`SypkJ_#SjJ<VKR9zT1N{6%{AYBqlH%NDfh=P=Wbayw>At5Lo($Xa@
z4I(8V%@C49ch1~B?-%!5-#_=V*0^LibLN~K&o7>5?^6szooF7BX?&+m?Mc#mq+@j*
zQ&H;cExJ{pj;1M+GXx!1(0&q{IlCTo;j$BmeB0SE;dK{~mHx&s{BoE-)L8mKFv|ac
z^tFLbY}xf%fR+?4mF$c<7m@1~l0RP)ofxv(c5#7%WpF)V&=>_pF?%18DT=BAzX3I#
zfsk1gx!Qz9k0(^*pXBW$n{E67ax;0612q!eXU7L(;j@W@MjtsPXbQ)|n%rL8CcCC$
zG8gU_3MnUl>xJeK|1|%qhV*QA=j5gM@539c2S{616ervFu2am`c7d!qp`bkHH8aB>
z6YYVw?cQVxYW&~FieR&qXrY2V<9nJbzvcUKKFN=^qWDU9z=-0Fu%u^3y$C(GD|b>J
zgKXORVpjawLyKNpKjSG5k$4@}zYm263(@ZkLdtJ4TD|c|cm9wqqLaPfUubFhJn?YK
z|J<rt#!8j>JT6dgd?%sFR-)U)ijgW{GM5h};GKW0FiORnwTD$4u_w>hxR#<G6E8NH
z-SPn=r=NSv7Nv{y{m$38lW?_$J*v<dk<$F(X~{GCt(b!yk4MM`!IdJO3rz0aU&upX
z=Nqj4`xdV>cj8(U-==oUB4arY(+m3{x7u;$-KMog`R@_=Yf1*Me2}H~qPF#APG+K}
z=0z66`Y#UJ^_ugs-aAqQbVAy0RXH`*mrZZhDA=pm-1jwS{<}l|x&z;CP;kz-$b3xg
z{fPL;&h;Mm8^b&L5DbDa$u4}^q0Yf&YR-^Q8QWZ+oFTGY2aR<@2)jZ>)u3RFILrp}
z{>Qri^f_ev+4<+U>;7=mR1?brxd9^X2s0W%5~xi{9>wT2bB9cJNyPm{Jd=fIcTP^!
zN<EqY4@u=v#9B=KM1OO;sphr+wD>7ScO`nbdlN&CjEkfDM%0{!ma4SZFQxN`)<Sai
zs62($S@r8Qb{TykYV**rf(+|DDu?LGQ&U<#+@PrF({u=ngS8*7RaW$$&RsTwp530S
zf0X1$T{PQ+xn@eLvPL{)Mn>X$K4kfq5{E;&onSV8!d{jBgq_DkZG@bjE)qafIMT<b
z)RD)9e&ob3x5{!6afoJXv_nNoVl=h<?J(QJ-p`qbjkr~()0R)b&XY*8j<1aDT-^3#
zw(Cx!^$WRuiBSA9AP;U=i*wb&Pi6guVL}oLHkqNY??j{9$b`;<S`WvC<aKWgp(|u2
zUy08qy2;h^OX&sY+C#H*w0@D==k-SS*4|%Ys|;=s#Urx|Wye#rZ5PgnsS0iQ2XU5b
zB(l1gDc6}cI7#!|AaPv_ghOI18w)E95?-*!-x`s!8@1+DpAh<Pqfg&Ae2UONQ_6Nm
z-eW5f^wPzlKbCwTy>(NNF(lD#hN#cUTQNxZ(LUH%73BDK6O}nBCts>F2V+Vj<iNQD
z4082P(?t1bdw@`YE=*l$tYlPPKb$}bNeah$-`7pt<Hd;e)tuDtXwN_@7;Xe1j%-)w
zTB$^m)HUjBV=rQ&afuL4cHH3ijVT#^E6k^xl-;E)!cIKh78N{(ZuGYHuVW9yZ$3^-
zoD*7lv8lj`u~K!-b!B*#-2~L`kRVZ0bJq*A)&eu`O-~B@vsJiDFpPXjS`&6ldGOt9
z@uyi|!e-EgCGU}g);MKYj6*NNX`<c}I`qH0m#mcSkEbYEGvbb12fHstT}Dml*;}0t
z`uo3q<m87tv#6Ar&XNz?MMe%e3PeG^<%`gP-x`qrN!FGKMDMLJElr1T=02iVuKc;;
zN+I$zg-N;c%^fz&d)&qv*yPjKmA@IG!_xcr5KuYgm__+Q-*1vCZj!WB<7vpVVd?&L
zd;iAx^Dq8~+L~e{VL6{Nt4a=A(lgR`8K~wsC6aF6c1mlLoHJsW{_w>GLxcJF>=o=f
zU@0qEX$kWvzwK5d6vxthZxVgGX~w(j4tsOmg&ep@)jBUze4xUDWSJ))f}(emrY80G
zh~}Y060|V&XZ(S+6efX0D(zqA<~3IzJWxHjg5r<bHql(6+-kzPdxzPjFiVWhMZ@r&
zSKNJak6mmjFf{33a<xBIE%9Uuy!}fvoST-N*d#)^yvst!%GTfP!ngN3aiY;F)^|8w
z@j?6(lMUnp&Z@)^sg$xU^<Gn2&DP<rHFEr6Vs`xG-un$aNpmMMjV(r0Zh3>u5t#q4
zv$;QoyH|VtiahISdpSW*W$)C!m*gz9fA{>O_(gLk#79aINse1-b>wK$^RUNxc)rxZ
z%wWH_-jw*z&q>Z}(!(2ahXuV>t<CWx{k1R?)!)^l%vhEsLbg4AR;EFzWbaD8Rz<f(
z-$4|OJ>7NvWbMi*ys0os%9Cd$TizSz`LS@e_sH|8X!f60>eAk!;W>VyTO;EIE{htc
zhdvQ~cU8TUR^!SIAKQo^-)6a2+&E%-6=t%pOx;RZixzn#V7w}F`!tJ6$?on$oU37U
z#Nf8YT~|!vUQ{QSe{ONl_2+B~XN}Y5a5{8OpXP2J-^l8;c#IM0L+dAcDn}<Z!{PPV
z_Y4j9s{`@`MaOH%DTOI9mwfK=U14*>IxkADKPD){!coYV3m2%yA=&To+4zjMKrpa+
zRlw9w<O_|D8c^uV`Z_To#XT21PMoKtns*-g><iAXC?5IM(Wq`lezBN{+2yDS{?~;e
z(>NLomQ#lAB{_;0^-hF;inxmXstYYIQJxnEs4m13nBD8l^54UMbdeS3QHr1$4K{g`
zauuC~vFTCZaIZYj*=~nKb{IcX7Ipq#c=1;jtGn(6gvG+$sj2gtu_LDq$v}k!n8IcH
zZ>2V4vQzJCqJLLJOl;=!C3ybu!+P^ZJK*X;uJf3^yl^+kAf!OWmNrx69}cnBZ;sqo
z1qVaD@Ljd(2B!1vIH_8}XKn8+M8>dzLk9iH<4Sk?O>TcX7d4pmxm@PSlkOOl)bASJ
zjU-|f%~Rx)QZ-E^28P0E_|!G-yCD?mxH7ALho<fUiG^$17NsIZdevfI*SP}a&oGqQ
zFL7VTqPt^|__4|{=jmmbT?Gl^s41M6;K?rDQtCEK%2>a{YCYppkZix0>0+XWen9yj
z-c@C6bybpyVwXm4I@gC$ag#j0r&!P>jG6Bx)&rug>Y|Zfq$|CuM2;3N_|@*hqe@r=
zBynczKM=>Cy&<}sc;*+EPArpGxgxik=~HU7P$=m^9<v-%T3NidFjD%Rm-vr3@#4JI
zdzv};l|vdw@56aLE4K2Su}`N@SI<U7a(2`@RYQzSXl#0ZpB&@kKV^Pif|rX`#mBw0
zShOpNr8<~0KMABI8CD}BC`zA8^9vF#Y2$HD;EjatJ*EhpPcW`FQ;O^JhW0TUlmW~q
z{E9?_2H4~)sLq7}je*I1QV6YaG?uM>hFE6Al8Udm7xDl%6z1ieD&Q|lUD+)^q`Q%k
zE&}-)Phs2Z37hC}WDJ+Ob3hH5$I;Rup3LQ;dW|>Rn69n;yoPy@_~fS%Iqzb@OiQVc
z^`kT*@k#hCQOsB{EbUIKAgIen)?57AB;avlfE5^ws+;p<`IP+Or_Z2Df%}5rvoEvd
zFyB_O)HtI@ycm<hzCH$zm;)JIvm^5O-NRwleACGCawcWb@c-Q}Q)y&dM5RvOY;`5r
z$j<3K?7M<Smy2bvY-#*Sprt811Us`0YEz{x+tl`Cc!Sd%8(hr<jtkQ72NGG=@=FUN
z)&q_`ZDaN(KZX-|P95;88A$C^Zkz6Z`NOYqbfc(UZaa}Hf>GoYBxmuolZ;j|=u&>i
z_j2%}C-e1qR%~^E(5u{5;_T(7adW#xw-Yd!HpFN1$Z?}MGRu5dP4`*Or6FZ6ZcP~p
zY>bqX-FJr2j_D97ws$P~HuhQku??}e=9-BsaE!{hzdQMR1B+Ne`}F50>M4SDc=4|x
zm!fN$hS8kQ-Qjn0`ckX0B3O~}KY!7>Y;LW&K$X6nJiVQRI6WuIh=4biXxT!wrxuCk
zexUT?UF9<~O<tcp{^i()GZK#7XDG16m1134iVLTt6?zsV_=3TUCElqk9`a$}yO(ME
zQCX1sV@~Bk1`&chCS|y9O!=S9?kV`^VcK9@9%6|T30s;#s<jJ2j(P*E4lDMVtM+)S
z`K^Z|Mse&7qm4<k#ntCny^qtBtP4WcdD34sdp}_yN6Xmz<@~UWMrnII{_wc>XVP_e
z$hu!{{&5;6R*O4s?c2l$=)dY8RB*c~?iE)bozu6k)Q%Ucty#<a_N)7xFC2JpQoaSz
z&!hYxs6*ERq`vGV-Q?u{^u-#%@@%_Wg%^V6ge<+1sS>A_z5CYTNXZIj)3Qk3^YA5i
z{Doo%pkyB-YjS32VdWLnzvJ$cFKqrwRQA<d(4n`Hlk#n4bd95a)Si*tN)WBB47-XN
zQ%u>e#)q|&0*56H=TS>JQ*4#jXn+M3G)2q5)-4D)r*HHr(&O9UX;795itwM#WNP%R
z!@2&iJHPc-9?l3&vh<n0y!%Z$f?6~q47tWf8f+|))#|-l^z^T2BK}@3OGcb<agO}O
z7Z%tX@kT%Xs;t?$$}n7nAt!H4DZqoeD#O?PQFyorR{WHf?1Avvi&~RFbc_mA?KjbH
z-eAL!tSQKGcSM_I59W!A)R&IDh+aa8Xxn3_N($<q@{l<7Ur)HPiY_Nra4RRnNdM;)
zPj>%-tzNj-)P~)1>l&9WdRV*C)j_!J=cct!s@Ab+x;Kw+q&8=As8dl<0*;FMa!qGu
zMZeI>QTlXvM}q=Q0kx{lQO@PB`Jp)BMJSFo)g9cQI6gk=YNdzxNupD)FZ(-zfwtUF
zUJojNy290v2ttAEQWkyO&?;K)*p?Y(l`BU^<EeDHyI4cCjY&&%@|&1rVB2TbA#bfv
z6Ki)0AME^{%|qfbht0a|yYFVwbEMdQMGA{!r|A5WAdVa7r744*xU?;p%+$zv%1j8<
z-5Uiwyl3ZQ24y}wlUtcWFgEk_G4eLAB5=OUbQ_P0>8|tVYXnQNYxgcY7z8X@X|m4C
zPS#T^ia(4-Ej|)P8QoYz{6oB<x($xvE*jYpqeOk)gN2CE21okeqm6O+VwoLf{v~$D
z#ei&`Bt6=U*K*{>pIC19L%ECWt2J^jo`JFKKrS7l=p!)oQuwr>OQjEqvaeHR9r2l%
z^UwFgqN0m@d(`I+jN`7vqbZ2Jl-5(2c88LTe*Q<CnW$|%#=GJ;Yt_%r0^n?wE6OvK
zUS@lXnEkfhF2f)FQi(DYoCiwKgsS={><Crb5~5OHrz((j7s%|vuf#|@D5qpK3kO(e
zl7E0`SO<Gz^fQH7-E8$|h+gHJo}Qk|cb35IilY#CR57EXriP2yNisw#PyQ=94(UX_
zm8KdqvBP51=ED_4^1fR&ndt$QUP$w2vnO>t4jFawLm553ec^b~+J+|2<xb};Z%lcC
zBvb~M%=lwazrX*Kaj)bJO*`C=WH!vp^dN&RMN;{ez}5phZ+v?LJVSE36<W0jy?xI;
zRH|KgeB;lqUl&dwaUFaG3CfM6@hxppb9Ce^RES@{-bl1MSZG{w9pNzan9=ozKU^v9
z@iQqW<7X6<hikUe&TgBmFE+rj^REWmEIF#Uy67zz{DdLCWLLjM?$|59PBr`|K5E3d
zjB{5XD4q-KJ8AU#Z!G`Umw9g%(eGh*M{Xk=%~}Qqi)J@jB5uM54O1Z3%Pc5J8Z5Np
z9oBZ#nHdxFC{BUV3lbnyZ#inVF%Unx82^+nVqxLk)>yWm)L^>NPXL)5?>bV-7Y~{J
z*8_G^V8*92!f-M}lX1HB;X$p+H-OA7$5x{d`i|iFWp`<!g-v(ei}paDoi}A_<K70j
z(}3ZN50Bwoeb8@pXESPbx6yzhDI`!SgEd5%f)2KvZtKx3O>>U_hLV6VbI-lI@a>qM
zoo&8O0=-KyO^CUcC@D9}n1Th{RXq-I4!FUKmmFg`4bm)lSBc2mnl?k?Y6D)DJ9gj%
z8B45qP&$uiN1lb*OiSFbe|~F{C?Wp2rp+mRIG5>R@BtdwtE#GMz!W5P2L1ErPZzt6
ziHWAUIU{MTMdE`-j@Va48lQjM@*DuKoX=fc!dHA=%v_1dUH4uUCdMuw3Cdt)Id#Tv
zxe~$VWLfueASab2*`X2~A0x_W3uB`d$Y>+;%}LXUBl2V8rFkd_26vT`r+-l;p&jS=
z9j<|G6>dj(4VvufU%Y@Sh1b8mTJhs*UiLINgWlfyCMRFQs5HPNXY8Kqq|R?%ky@UD
z%f`p`xorLjU=D@d8}X}sjRD_PV^@6(eem4-G0Tz&`1igr1NQ1cGi2<C%Lc4Y4eZ;1
zeDH#kGvUdLHw}7k-n{wS?s(PJmi|zyrld4vYyd|B<DWTYH`weGXx~?H2a7~EOH<c^
z4vtA!du9bEP77)q<6WzZ4Nn7HAOD@w?4P!SXkLJ07Y?GBf+r^@<rEcZlLPR`xr3Ec
zn6-_KHNX@@I@=m$WMT>jPq6@{@#21-u?JhDnS;T|sQAjb$xO<M8MQitl1!oF`7MUz
zFFk(p`jgWO88^=!8iV@{u<<ZQ@;X?M_wW#C^E_Z6$F1``c!#vm<Pf{;Xw?@*<i0<b
zq{`V6UXmM_@#oJg8t+wPX0<O9OQBu|jkBk}UQ|2J8hN?&KY4q6HZFN~vz^Ol_xF3D
zw<Y*uxS<Zi^{lKdm{*r2GwP^(j!VK4*Q;UTY2&$)xu(4l$e(g^$313^21C(tYUb??
zJ?AaNZvLh0Ty$;MgS8{8e+`^0z|8^g{B$*p;INtUHt`=nH#jqh8)QR@-P8y!iTL&0
zq^3Emc*X;{nY8W9OoSGY3B>nXwz++kY`PgnbEeJGU<uB8q<}d18yu}<O4-_)m98!L
zN_mPuCN|bZn2I&VwW0Us?Sgo^nY47sz5+b+12v4V4h9p^kA!D^?+w!UyC%sP{&Uwo
z`O~N1TR0!a5b4hVE#1$3ayLllvh++$a<CqlY#l!QseaJ^{s0T~_-JwYv^g_N_`eHf
z+9hWMYVE(vFppD1D(W5hz{}&ZE_V~v5hR892Ix_4ipTZ%u;~5v2WlGM|DXqP(dKdX
z$f^I`mgoS2$RYmwf1T{vf9Fl$0j3&$+1{QlXX_4wjEoEx4$cPXr*HZBYh2Af(8^|V
zL3?s~dV1Cv83%`hB<!Zo-WM}(mDSbz?FFZ*O(frZ*E>nyEYZx>c=LwTvi>WlQ7bpt
zxRH^>2I|gz(QGrtJSKi+_)14do8%*zvG>{#`a%q~8g=Kx<svSP*q7sD=bqkPk&`~+
zE5A`19Q<PZuG_sAzE_9pdV1u7nem6qZG0Yk(~RT}P`8@gu(p8P-4fQA9(}894{y|a
zf@JJGcO@hDNqPH)hG?I&EgrWmHBwH)A&^diyHYkUjt;Zr{s!9;dxaO+i%Z<?^EtL1
z2r_GA4eiZT?EbB!WK>M}*52-4y_wFg-vhSdZvkUezupoLoSqc%q7-rz>q%<H$216X
zY|cDCchB)ZRbF3TPjGIioa+9&28JT}OHcN*?QyH!KSfN>p7EIVVa3G6Bsl-89PIvU
zDkp~q;6ze2ozvps_QEjmW)t!H4?%=a|E|4<IyJYqiyi*hz{en<@egNsNF+*jkFsBB
z*GDqj{PlTsWb5}=MiO}<d3pJ}<v`f|4GN)vfIuYAufIi3kWRCnaO~0Qu<kr1B_+ZX
z7R?pAo5@1OSnWcEM!mnFZ(K$NW~u%P8&rf<c1eQecSPfo@O#s^L&#e0bUvXB8Vd57
zvv40Kt-tdR8T$*E4fP{>xkMWAK2!oRXW<^Z3z)_OItnt6^QzRz*vq4+5zaQXET65f
zigbVAr1L1O)V$!np0TsXt#tSaalHh6sIB{Xb0nR%f9M@c?)YH2ZiO&-Gc&!c{8uzf
z&d{GC)vMM~@UKBCCb@{~KZy}|`a||@$~#dKj~&mple-5wIXS8-ZiB|4cabt!fw#LX
zO%96#pXg=rtx7BZKq|WwX#-Nfd?BxDKmEl>v=x*Lv&N)*@JdZfdrV9`W%kv$nuUQO
z6o5q`i7r%EUtgJ<oJmlyssD6tPOr&vxpme-MOF3c9Zc^#q)R90m1<-G{!!<h<KxGV
zFR#s9zhAd`=)HZb2$1gBw`0d$)EGP<PD6C}TQ9X^#hKTh(`12s``uyNccZpTEV*mQ
zGXtceht};JKP{3?uAqOkhRULsh=Ak|hN%C;#q5{StwQRtu9)7n_kcZoH*84;QP^eC
zp}F>bcW5E?n~H6B(UyP7s@``8&CxM2q6=&H6~m-bHeHTg51s?@lvn8%f2O9QV`CT1
zCmiVr^IBWq;s1cdmX@-*i&9%ySa77JfBt+>-wB2ze))aSJfuvrtSIPJ<haBgyQahq
zlO*h#(WuQ+Jj=AnHmDh2SGNdoDJ1u!m23`!CT^e84-t5jp2EEj9{5c#S6A1ek&%t_
zDNQHiVjGHy>5T@5ML}L(UVNtsI1x}b3)MS2)^&Atu+u?ne%|*#k!<bk^c!t;&ziuH
z;>#$WtTyQ?^v0-6nY8})w%Yg}oN07~Uws1rf!WVsWWQxg@Gr+N)ZbuR<lIg82pC$*
z91qK)h{p2SuO0mI(#tWHr)#i4)`QwMBVraRPDS5j3#OgEzP|ljO-Q5NtROtgW#B1Q
z(ESPMfwXVmzA-+9buCVI;>h1RiGX&OM-1K5&5`~B`B*ti%VIDw?ayv|dSoU$1N>_J
zZ%(%?z+wWk(F}ogfWf4}dOw`=_3AC-OUuheDN3B>5TT{#18+2#uqKEZ7)L8<9RBfR
zG{7<XaKdy$*XSRhvol7xjNA2gE__e+>&Ih2OGZT#vpfpxrW3TEb8gUBD;1r)J@f5A
zd=28oAR%GA<T6P8-|vG7)QV7&gx0XiUY1<{SLE>uC;en5QOU{4TeKxpK8R1hoD=m2
zB&&}=@}3TKN*}=H{`zr=7w5hmh;fqmmyJpnv`P^35em!?R4Y-x($&>9+n=lLacqwL
z^oh{rW;4C{y7yCN<_jbq@XV?$3t|=xlAkn^I>l-tr!3AS?f0i63?d@>;L9hQolI)&
z=j*mSWFzsPq#Jqa$DZZ}!CI_mtFpN%;tO<2G|WJ00C<4$-_7@XPFELK+qwC&ku*0y
z4U)pjdQ($VJN~YLT}2Z8S1X6Qr`G^Y=K@sV#c#`cECK>DR193gTri2XqgpS7=f=Aw
zld)GJg;?}`L{6Un1Dlc)C`2&+zrgALH;Vm#9{8>$A_BwA%<LMZd=orb;d8wNl5qvB
zuiw0(Inct7Ufy=&7Ia#PGp@D*^g5F5x$=S}BA2Os4){4pea95kSWgy+gX$6`6%`q6
z5{;J!4TXejl4oEquCpE-E~*1={Gt8%dY|jH$V5+azl-%)u61W&az0D7v%2Ku$A>N3
zGzpS0Zz_CDa4HZ30uIfGlb_*I@M8h>V`xYvwCqldhlj`U3lS?Q9e;#qWQ&^C&nszY
zSf1}p+Cw@YoU<2r%FG87fMSXP5@p9al7YGxQL|PVJa4}RHtSz8zv1e-moYV^2fUG0
z?qd95@$pXtQMQh(#q5HN$8vQJ>Ap4ks8M2P+zDnl;`x^Vu6F(ujhGyogD{0lD?tTd
z(`{UQ5FFQU;MCC%SQ?~YNk>z>AEbGQkJoyAz^HvH87PKB#`(=^Jg2U4kFf1>!S3c3
zT0J~GEV7WVG|2iei7%DRBz!Tg^Hm~16y$~<`#v0XrO^i6^K|%L+>X1aQ`?0TdW+Gp
zla4@E27iC$D=RI14{nnq?P_l(w!Hi~0|Ub~Xu(URE!a-y-65lxSQb!)gpVJiNZHyx
ze`^vTAbEd`%BT>BwA!@jxB+f{z?xss$*&uoY@$e&3<1=|>Y10#<FdB9eZ-nf;PVJ|
z2O#9!I+Bq(>;q07QzHs!%%bx07(g8axXy0;{lTpndar%-Tiya&=2!rsDyN`eR;#x&
zQ$c0|{z$V)K}p%NTbvmc6VtQi>^$()O6&FO@B&tjRxz(ci(g}7mP<ceK-3_jp!l_!
zZj!KguwvddRjghJf}$QfDYz*x9&pjo(MO??c$5R*_3MYm$DIzhG}P4{j7^M<$3DL`
zR<^fi2TTe8)=4)eZG*6au`x|d!7+$8r+XFE$vHU*Gqx6hY?F|X(1owo4$?64@DRoJ
z_k6X=QTFh-ps5}E$`{!khG||u?<`D(7%S?Tf&$gFLXK3`owv`W+`b1<%@)~EAj({`
zMLl}#1&JvsM+9aKW!2TyV>iAP7rQRll$?O+Jk{pq#7>F>3L}^iy1{%RPa52tY4f5D
zq*ENQD#*&p0%_;X7A4?!!$U*XwM%QxghWKOkOL?b`c=q@1~i(B+bO2=Zc(~f^WqIq
z-I?ilRKhj#r<k9<epN2f$eydS7zs>7uknDsQAngwcX#I}js19eu;>O<_K|i~Q<G=c
z?0hPlj__JIaa444_Xpm|T60C?poa_b%f_}9GLCn0kj?;}%+YTpC1-1qv`wtdenb81
z{jn_vO^Z<p2?Lh(E|>FGI@;Q`gMn9G%ljiC?X%#4e?U;202ny*3QBet{x21T4sHTb
zqL%A_id~ZB`e@>Ou%xOgfyaE{_>U^rLG37F@;tT5>ITcw!-0h`r75`yZpaEyG|<N7
zEuiB!uE84!Oy7ZYNp{_zs>WUf3HqK}14{Bm%!jw)ZS_{R*9tu|b3{pwZ+Xk_Z^|j&
z$K9Au#eMnT8hJbcKZx**`;<3a!0s<0Dd_;{15L0R?&HUgV(|Mjq`3pnJT^9Jz{uz4
z=a-y&@xB!m@dVtu1Gb>(;J_gS@pp^;B5}LJ=r2JFi~~kcxi0o_J{3nJo<Xc390KN#
zGw8LH?Cep*@_Mj3w%hNhW48TZx=g2KzitGOGA2#&3lczeXH9~#rNc04!NOV4EG=6Z
zcEFIZTxs`F10yC;6!C^P=%E&Hxrpg7G&;HoMy@G9Ja*%D^04j+L(jz~hdAn&X?9gD
z5f#;)8K6(=ff@i&lfTvT;1^h)8#DZY;pNNB{#Y{jrU$aR`IYbGehb9)uFkX<1FY8V
z@Vj!XU9#r?)8Xd@VCXD;5!Cg)cu@#o=}!Fb?FICym^U}*$&-!2l#C1&4Gnxqz!f#{
zmu$5!rK;)?cK`w?pbS=dv(Ovxq{bhxTj(TzJT@_N!<>nyr{H$B7tLE^pJxF1o*s2v
z(SWFrn5KSxfgABck7;Pe0JaSSRs?j*Y6PX@D!^eoPB*&Q(G{xSe#;eaxqyf<*n>h1
zn6^Q|DVB0_LI#^oF_shv->(2eeE|XlR`Vi9IN>@N6=Z|7LG6SxQK_jUJhs!Nq>G1~
z&6(rd#Mv*sNLjL+WzOn!E8bvBAxtKYUkQ{#8c1gAebJ*MK&-GLArx~1s~;H0u|q>c
zTeChsJ~Aa!(ST1jvNnU(%AbWAu+s|IrYb2b&u_Gwc(0)&N7+mjH%0{k+J&G7z_kD*
zrlq9?g%B761x-y&E&Cl;D=&~HD-DF!uI@6^6RBUm0i<B<#5<f&MmSr8h?JDMs`GY_
zbdZaK;|XF5nKaEW+|v68j3=OJp9CXN^c{OHs8ORC(RuX>jSl!wiv{~Y*K;9hBW4>6
z9s@Zdiz$d&bn1HG8d1-cFhVi|66VgZ*?Fx;{BL#;?1q7p^N{OG++*)Gauo2kyt+>C
zpYqBHQ{gA&=0eO`ifu;Wk`qw1DDi3+`fxBjzbR>II@Q{Hb-+)kMn*<H4u7!K_G$})
zXo#Kkk@772LMuVL2$+~-x-IWZ<SyfHb-;johfbHqWzq?$OLi|E=6tVg`wS6jfR)5&
zHP*N5&g-`IJHQi;!ZGl9W_nud?c2fC?lAohUyrlX7PoB_XF%nf=Pm~*otCx(t2-_i
zNUJdkXw-CdpIlsAAo&9^Y@IQ%Gg(;n{kuI3uysa0zLcA@?V~G0fQ{+^)&ayg7+Z3a
zXB??L07!V33K;VlHXfcs;4;u?NSvM5>!jw)cNfse@$JIWQY`Den2O3u3&80(%w~4o
z&!MwN!DiV2ML{2Ax&Kk-xSRxIZ{PEd=1xgf)f|{{9BCjxARmKpR$#LbnAl<f>=_v>
zpsNYIGbQcp?a}6-@p6{+Ej|w`_RFoG!35w244$)XzphJ6LtY*o0QtX|7gcm3A}#%`
z9qK7{T~OS2#v2|U9)KJ1y6<Rt9xf>x85zYMy!6~30<Dv2qNu1i1!y(+L(5?8U?MGq
zp%@?zF)qgN_&6qP-ouUi=;H87H{s-S0>(T#yK<!*i0mvm-V6u^0OAX9U46E*o5xQ<
zAN&IZ3SqE%cdTq}2Hp3j<>n@qmxIvOI0y7!)7{chF5LSF#;B{KBder@1+GB~OWM+M
z%eWbC?zPkTZ+koC>(}V=rhEJaKu@<Wf}Ttre&A+fv#B2ON*rCRHOE8(GpxsWL-><p
zGxbYP(8Y>sYQK$V)6>(Ny&tw)BZ?{6R(!Upt6KM-BUoAl0qvN`c2+Oq3KgmM;|a~W
zEG{j)9$yUFeQ54#l`d*%NChGrf$;#~CfD)*b<Ag5dmJv^1g|eZJTPj!Ps|V|148hU
z(*jL7yRO=ud)4fh8$?sm(q-N&+2#m_=E_4S&AwP@vODX4xwa%6uJ%ueNC^aohR9~>
z*57c+yNg*9k&QS$a^4SEVC+$xoScy3Vic==t()EbfIrX)n>d1*11OIv;I<me>PTA_
zA3M@oc&mo__yvFbHt?zz3zujO2(IL(8oIK=MMOng`=K4rUIU2zh(pF31oO8X&FEih
zak~NJ0)eoAy3$_y&=3(3vBuQRGHprq4-TTLpJBlCm6fr<j~{z=Ma4#{jz)e{Q<_Q8
zgGaRmtn8t~OGHEjFvqO#-`RnCDgp!z&=0?J#51>Zg8~!(Ha;92z5fMEfo{EDfi54}
zy?#9{amAt>84HpyWlu!z_UjRNqSs`vAB(&jbO|PjnPBD(VBH4p2kKvWi{x8C)Z|xZ
z6cTEdk2Ui2yo4n1FfyXjquJQlG}z4^a*Z5TSTH_&_VEHbTWIqx_DxcyL9<}BB#9?P
zgp!!J7nl#%&1R!RL#rSN|NF6#aHlxcQd<5CaM`C4{=(zpS5%r}C;vG$z{!DF+52|n
z#Kqydy1BtGT|j^Xl3=?T5@^TsIc|I#!IJ&dxHe9_g#onAcLuyf2yHN|#PT)(2SKH(
zyFux?JAB!0%*AK<+j`Q>i*ET6KHY67<mZ-m<N<OD<>iN0S4zqFm<aLnj;L*U3|iea
z2E@qk-ICnSaaYl7e0gmwjIhy>)6>)ItxTtPsf*&Iz(6&&tGx$}16$<DaT^l>4h10g
zN#gI`h7-Ql)fMP!nz#3hn+YxUA^6WYZwZkK28{hFIR8YxEZoySh~M>}60rEZfxtYz
zd+_@X-<YNq%*3<K$oZFu2#MU}{{Wj@G{2Lgt5Lk^m|vXcUvBflyj&5uQv_;m6|}+P
z5zpl_e*RQqO|c{ZFl+9jndzF@qMsuoB1q3LF~X!df2^XUaT@(P-<<+v>L)TSi>PP@
zy==tsir-PK-E0*p6sAFTd6-rw>1gowZS!Dy7Vt-^G9_Prx$>PU*LB~UE|Y)T#6-=8
zNT<I0`heGjNiJYZg6JclnR$VQNWZzc*?zlM0UU}n(BVSqP(aRsGUr6_S)hhTr+)4S
zHq1hv`lTi%bpu^627pc#aA<^~haVZXv}D)`yR{ogq#XwgXwv^47$$Lxj&1Q00k`j)
z7ezp?BGe6n^a4g;4lW8X;!_~h5z`ttnCMjagVKYILckPl2aLkdb@<u&{(K7HiG<YD
zqg6(2Uj*z(2dTZNs@qRh+`c0rWF7Ds<w~Y_EPs<n;8XtsRJ-@zaEgALCkN0kKi_lL
zm=EF?YvzsthIyTCE`UrEaITH8F+pMqAbNg#d)BP6UwmJm90nf6dHP}wFyR0X`+Tt2
zd^Gv$93UJj|G2sk@JY86A4welL>=8^R?q1B8G`y$)SY!>FtMbj<`ewkC@7AcCp1M<
zqNQaCk%fqR%7+-jWmQ!x=Ih&t@8&WO08E{n-<nX|@AAX_^$7^VN$Kf>K&I#czu(01
z&I)nC*8Hx(D{%wv;>5(nPXO=gh;Z6gPf!%r;t1Q9g4hA633O=PAl|!V_dcq4gT!ab
zwx@$O?_s}IibH$=2bBi~4fj_yh8HhX)xPptB(kxE6ZUMnMgwe$ii*Ml5~Ck@yw5=V
zXGS{tm!c_{zSwb)TT(qoZSLsk7`tf_cvA$f^Akt}^nk}SfWX6J+JjaL;9`pxXy|pI
z$4S5*5-8R@&(!qwzy1I`RsQwsRD`VoOiQz0scakxwSE*|ta5yc`%eL0<4CFHN<0Mb
zxdDb^1~8R@pa1ojQOl&HBznNESptFivc(%BCAH+e5zinh`VPcLMe)vyzXk<>GWM9&
zVnz1Sx4Q2#9JWF^wG9oI3@x3GQV3-bM%emqzHt%|JbSG9W5UDHcs%#@Y6I>r#ec!R
z&O)C6uC)H&tfQ_0i4H`-?*|?Cao(O35Vijt-l>CqLHC`Bu!Zdv`=uY+Spk>x4D9S`
z;OY?0)(J><fLQkhY7aKgDgZMK=(*VG>DMRII-1cSZRM2cdRKl0fH4NV4qf6pjA-{Q
zD6&yOPu;)t$~(FM2}d+KPe3=uTT{RFDif{KE*Uc`|LOX(&}g?iS%?YL>qbE=C-5hg
z?oQ^+6L~CtksuC-w7C=oMb?jr;>c@X1MQ#a$@+&!B>}8efdA+iJ-Y;5kXQa(HUd}V
z5s@+`6r^X0^7BJ9B_DwPW}rp^$u(0To&2cZK37(Zp+aR<hP!}2@>jg6L}XkQt7ic<
zpaMtq0yF>Wi=w7&HiGk<;i<rlsYTuC2(f_S^36PJA0-WZArSB<LyU<vK4+E`6coTR
z*-BRBTmujyndfs1oS|=Un*W*oVWKwwNB(~#RsN4W$p3PXh*t0NY$*Es`-Q0zx-J^f
z{znGpuM}3u)GiY}eg4f2loxp^a(&%QL_Xrb55b=TNe?nlDB%5)<#7fMR#rMDrhlx8
zjQ@T1{0gK=Q&Ll>*G2yO<nnSSh#nyGg81;R$x)*0!asGo|FSg7gXF+kS5BUev4PQb
z7TC7?Jn=qzas2P?`m%1cM4!sPn+NA}yV!zXN2eg)OZDGPHNFDt=CsfE)xKvx<|&dh
zSBXZfz%qYD0y`CbE@`520=G0hnoTP`y8~;mB^Kyalh3*65s4*GrGOSn^58_;xlXa5
zo*g{qxKbF$DUi|EHYR0FF=jDO(#0Jq^*QCoNiX)(EDw@`G^SmMoCJ<HEs#Bc!WLCk
z9nvnNF@&$$9lavG5nSW>t5sbgE&HkXEjJ45Cz1(n94(}5jNMLh8F{p%;vBgzt<>c@
zh+F<?pr^iKL`&qOVNx&#_0n3zur*9=mq;8K{n)2YE<F_N8Of#s3PjW|)24<%Mh;&W
z<@&P~wq{Ew5?#Ne6bm~cR#9c+qy8tom-;Wsd3vJyNeE=<yG=sm&uZ@^vegDZhd+Hu
z9m<!?RMuFL)0lBeK$?6z{qf6`8SFCf{<DUP@g1_J=hG9RguY3Z4MGJrFyKc)h3q`K
zKRJh&#hLO(bzbnq`45T%;fB{F^8LE@{}xptAGYuD*bh>NsB@R3-OWgf7&5-C;^W3(
z7D`HWY%AImnUb?RB!DIP$?jjko-u)ef*~p_2gS?5w)a-FqY<o_!vxu}UF|vR>04Tt
zm*Y(0&Vt4NN@YoELH5zJ4&9j+W`najs2khTwqq_M<DoZ=7A{1JR9pY0HE}EDY8Zt-
zsHUa8;Q6^kqfm*u@W+sBJ|%b3^<%OFW7Q9P9$#cXsOB*}%!0ad7;3JmN(>Y1mMC(Q
zJpQE$Th_TinnpC!68Ga7GcoqTB&ITtWKiO<cElXqD8a&<9YWlsSukM|Z!AD$dMHzq
zpVY%5QD}QBqn1P@$0VQP(G%U*pstvjTDO-uFKlPW#>H9yKR#@C*YtX9_I>nDV1YMU
zrS)-mgxMo;suFhPKSaeo_xtUes67#0%zO8+$O}DC>egkVIlm}L<aWc|qj>RYTqOOQ
zIieJ&CxkiJqf^v920vx&_hy&+zlws~2{utP^E)ltb5p?qV$zy=^CkE(neODlWv24W
zBlZP@cybc-Obj+@JS6ogJ=lY$TJ}AE`PO#IHfN!EF>1$~#NoG*`GS;$JFmv%AP<hI
zt(AGr1;T$4v?@X0l%nlX4!0Z{nN?FM%wcCI&bbIA=7Qx~c`km~yW=L$4N#x$lK+<?
z9;Fcld6L`n-LT#@I^f!XU>6G@rjeD;evX?&-sZ#&u(BrBdb?Rpg?NgOGq%sbK`)Qm
zQ>5semCQQ=PcG!tW0_oS(acGW2H(m{BIhN^*t8IMJ(>QOUb7Lijs3T6SL8vTcZ@pr
z9T}=LH5R%!3Wd5BQ9{w5?tY_4-iOa+auNM5Yn4;1BZ)t?DhIXNP_2K>g!z~hj_zn4
zLl4nPni+rGSIPPsgJ59X`R83-wSS6Wb7IdQ!O$2RNV3}jsy$@@V~dws@#)#T_vs@M
zD#*BQeTZOlJi~3z#+=JcCRh*<c~1^1KLRVO(2oJsT7n%I0eg#-qC-5;br7K6e7g@H
zf+wmVEjHQ>0_SF-J$uI1Vayh!Jpe&u0VNCoM<am8&DnAO3YZ4AIe=rL#%xHvL&7_H
zkkB#^V0mA|RA4Hj`;wpQN<&}f{g~xK2b`VAVKGT>_NhE;_=0#tw5QqCo)TvQ5?#Dm
z9GX^edB$_jABV4e8&uafFcsckaM-VutXIk%t;{fxK0JY;igE$RrRrARV7LqJ@cS!i
z!>wqX@<}-Eq3lrJ$_``i@sre5!<L+gP3Z9!Sw2o}iuZWq7rtZyANHz?HdgO*)juXQ
zkvtOjpN>qDzx`b^aUnYfO30u+5cpcr(b1-W_yH&Gn@<bqR!&aG>N|uungdON;QO_;
zwTMjGAdO!fqB<v%HjupVWWwEtl{E_P^m)qP1FaEF3!Q(n%zB0srCyNG6{asm+ko;S
zrm$?Xv8p?Cu%e`7N+xV1P8#n$7EYa?l13b3_#jt%xSg?2v~Jghxic9x1G(I`t`>>{
z;d9mndJzIpZ^T8Px!NIvgtUaNEGPXM4X;A*)$#G7w<}H*We{nSRc<(&h-qS7@jo=R
zVQjf<KVGEHbzWDeY`NbS+k}C8HL_ssu^n&OxS`xwINLV~5Bjv<9YMt^$>)%%z1Cp(
z_o^!VV8FgeM<juTSWr-~v(&<eD132jZu40NViu&halnm_j{LthK?_h9AasBe!V!2m
z_>C`L$Gvn%dr#-&v)#2yJQ`(2a?j7ugS<VgBR`H1(VD+aVv)xbFN^D(Q8XBNW+*x_
z>~y%Qi-}B9M|SY3m17@m*Nb$SvHtq`y3~x7Y^Oq2i((3yn)P}3(6I5dG6CDA9Mwtq
ziYZiNHpLG*GIw`gG&oSL^y8+EbU1f{{})-6*<D5Mq~4nuGunZ0J>C*n;;l(g;p${M
z5!{(Iw(EPy?bF3lUx#Onxek4~Q&O3f<8<(`ac9m^nBpA*+6reHkzh&1HV7Av%4^BR
z{qX*dZWp1;fdB<*V!f_FaYP9gur@b<Qb);aXlMXdHh&i<2gfqBmRU3BH)EohtJX=!
z)RB?I(j`5Osj2h<+-vx`!|~@Z9>qv_+bH?e%e*fK<PW4+6fU11*-ugwyW(KSzX^Xt
z-;=0;)&9|Ru0VX}Tml!Fmi1A|hep%AUk-+IFOp54b~RtKbrSA4i^P!1?Yb^Y_j4%!
zS)&jC*<t!pfG?=n^g@CCtBszYCuU>LbcqJzhxcuy7Iw1^EJssEW%|wWU!=vc4pO`K
z407csp+i4T?ad<2zqu;ocZv#Ko{jak?FluR__FMBNkq|$nn6PDr6+d#JKCcLo_xGM
zwbQ<!5UnQ@Se2=tJEr`Ng&W@FpgK$q(SbO<<Y~t1`E-57@-v;O?80sado>)Jc<zS_
zV=O6$ZLL4h5To!TFm8Zzfp7@2vZ#1@VJmT0|5rg(GR!rThc+IWj-H7qU#_qeZjvn>
za+LW|ODECNL5`%9|2E)XZ7eyFs;f8UGzN9+4$>UD4A%7HkHLcqKBgG-Dgp(gp3|<Z
zthz3~4@)<r3U5|cI{Qy%Af2){tPv)VkBVVI_?n<%tMs-lmo1l<+HRJeLE~kJ;FV#R
z-2>;N-0O(Ax13Hi=Chv+<X~2kTAj{M@&Ue5`#oA_fy{|LQ~jeqxWUQJc$e*@=XtTH
zx7e4$>&ZG(adwjGd-7L7TYQyQZhK?r{#;mQ;h<yjjorES*_etU&Kb8Hnl@_Vm)^K9
ztwmrd%oC$b)`l3-PzwRH5j(8388d6#S6%)*o8wsLNrDVjJ8Z<#%D0KOjo7PrLQ6kE
zUQGXoGd&1LLHbQ5UB%lLmR43NNlDVcSA6m2yR~-l_wTsxb2l*5|Em;p>VLP#&iso;
z+M@DN2#RwNy`j3%pMmK>te`2kz>kElwG#e(LNmtmN(vP)qNC6y89zF6nTf@c%g2^K
zdp{#2j<y072-U<qgm=v|F5ow+Z_7bj6BUya*fIu3sv?c08Z&IJc2&W4Xh?V!Zfw53
z7!D8`&7a#AchFoNF)N<5YwK47ao>8g(+l?8{gz7#gmmi1G-o3R*Q$pHv%8WGQyi_0
zX-nPeJoX*zJ2#Bfw6(wGPN9ZjJ!Y@y&ee%)o(L<^iYy8X8;YIc@l;jJecU$K9@H8|
zh<jiVI5`t^`QoBFFzn)<xXj-|q<lu|pGUxi;v&AwD5wGCZ)`==!s?C}S{VZN^e8CI
zQBqxmQ+WYFgia?RK?4fhFt~00F#Q@CiH^4M&Dm=AIm5!n&Ij&nq{L3%*995kazg6@
z(m4!cuASEnt**{?I}~V5!P!_QX!8YeO8qG1AAd3IP%?x4NlK?CHW;V%5_QO;M~&r6
zN{bbL3Sfk?encTur(MT$tYL+RYG;9{I`e}u@!l_o`EVh2qUc%5!{yuSJql-s7vBPR
z->{3nVr}_njO+Pgcssjqbv#$W3I^rMcoJK$58uJ{m6VK_NWhi~db13Z^bCNZy68Kc
z+_xe_w#3Ym>j_85h|>7Om$t3U$D$b58YH}%OLzRjlkeYYx+jPy7NPT_Tu8hQi&?4N
z#&a<x!ySM=`9W4a7*4CxMV~5h%%?4M(Yv&JB$=xRfUjugSuioP+A1(gwt$rHUvuV9
zoX5e#>o=?Yl#<d59JAk`8dBxM2PWuj^){l&Zs-%e`@zDKU?N6^36P89Z29*%C-Bw=
z)YkZ{hG2f-Htm5pZZ4APYERx25}`C~r3njti6@*sb~Fj4=Zli&Ayg+}&7&`U)LMgu
z9^0*C<nu|7s4vgDPdjdJQY)Nn&HZfmwm9v#UM$T=xYGkMioY~>cyJkh_&)6OH%4VF
z>CF<pvadIMrf&^@7GGKAXT*JrlZcioOIb~REIR5>;g-qj{^kr>+y$)sX-W?&@YR)&
z?fgL#)*FXq>m8`Cn8B9%YrCu1^Mhp17<K4I>y-BE&ozHWhFT7#>sI`NPpjRA{LG&2
zt$HsQixHlS{^}gb_xI$KzB&?0U@Z@o=u@iUk*euV>@Y_o8f>KhZbBt$rvtUvFOnTv
z)C;zdG6-GtdLNIY_3+n8Si>fA<6l!`C1ORA>$_#K;Je$rEMAL8h)h#nUNEp+zQj`s
zt-H2>ih^}u!ES|M(pdADm;?q&fI3NPP}TSoq%XlHL<kF{V3t;I%#ZF2Nuv2!B+bb{
z<)_v5A_wIJ5*m5=tI64>?&d)HkYtZ<S@%!q|B@8Q<D#L2U%N9+myrjPy!TScpxUGF
z)e2RHC<)Jdqe`^;2NCEeXsztbW+&`E866~*3F{2gPNmopqbl0Az;p+M^1%&Vvt2<}
zgWh5jFWmE2-f}oj&9i>(F87zus_&&1o2z83_-Lmkgd|_4=M8FZ-)YM7`?>_xlaGgb
ze2H}L=dBY8%&)y(zk7N=uS4D&1XnvHO{+8iZ4`bX9{FQXgMK^S;zQR1PPr}JMjib(
z;~8S}Zx+>qBpG?8ssb~yF{MV@F<7?W3>V{%VJFtck}n53G)_0j@=|rds$9Q@xv`z~
zo~ZUJf|%#Dj4aA<(o=0`%r&XUKmTE4r%tCKy>A|zT1`+qij$jpHOc0ng^Iry<V~pf
zM=4o!N%?gdN=8JCN;yxO`;45h`Ua|W9+oub5oZs_XSuJjK3zM0G)pkNipXqDzcys~
zTvS^mqo@d5_K1knVyOi@86lT7WAjv|-3eExh3?zfL%Q?iv!Ne*_Hp@_#haP2tY6Nb
zI6x>8$2^_I@mgp(3Vl5!mJcaHp!GM`&7|*NLWO^`oJ&o@B{XV$FGvN&PiO`ME}6<T
zA_+tHgaUiP5|f+z>XXP^wevFSC~-zqO?B!;<6G>m`XsO}UPdnQL6hmA`Xc%4w@N5p
z;KIr*nf&#<PcI2CqziwE#+D{CCQ5~IRgmbV3;7<rnOr4#x^);V=%G?Vv2N9iWDd;D
zkU#n@GxJAUU8*~T=TrFHF<;}y`XSpZT%Nzktidx}O3tzh*0}V{cCl~9IdeGrl1CE;
zWE76PBissFPkgHrc2Y-w(k56yLd)R+hqB9xuCJ_>MVG>hYfb-cqSY--oo(I)n$S$o
zd9ICo>*B{Zx8Dgl(!^4cFjkvsxaqTsD14_rr$Ep<S9l=dC+k`=RuE`FW5i;tdXo}6
z(Ttt%Zp0xfOKrAI@SzjVe@p1+=HsP}M@gF-O**|JdV>4i;S%0Qusxts$5Ksa=FDK4
zt^PW&?#uaG&d9uov&ygDO|Li36dqswQ{G{`Txn%heg&l`{uy@c^;jyUf|!92Lxq&N
zB((93G?uh3*k7ZHS9EY$KCbMgLzp%zYhOmCoMN8<q@Qy4S4nnLyith#z>)uF=Z<Vm
zz9YJoy3kLh)Eo(wd}Mii>2TOP#M<Jy&*~2u2k^U3ur7_>)$50<xn!ZOd@sGIPV0%l
zE28f%>jvpzUh||BLjQC+DiRt72i`xOAnJF2&tY5PctdNtS*v%~T;grY_VntU{<{|y
zo}Hlf`T1f)z?HK5-!!8M0VvMg@s3xxhw``H14iyScx&uCEa~BM>eRs6?Bgbh?*|Og
z)Iuak<8`CcoxEg{%6;N~k0ONcOb%6(zZKd!iNv=@p3^GD-3Q!;b2|7khFbm%8>`1t
zRY%8Si76mV@<qunR{KjPIgn8I*7+_*+o)f-!gG~vKBDvmbE_@mz^O&M@$IuhFERBv
z`c$^3LZ&)#Xs9{jmcH5r1%W|HOBX{~HB8jKC;}cNVsPZ)E2CM4o3nqqtA_2_r8tR;
zcb?C5e^|2TZ%vlH*6@yQwUS`bGmdpN6l!`+F_d+J^w)G5U-)LK9og*RVA!A|{MWu~
zYmhguX-8&pbKTXB+&x};&DkyHq(4V40nLg)boW#>W4Q@MSI!j$I^;WSWCK(t_w0DO
z2VQvZJ>q!n-}z{^)gS5i!^_7H>$+d|pOBcGJzKe7K#eg1U?<yzbl4lxfb_Qo`lT7>
z*9kju3p5fYpm+Cflv8`srCFJWkrGuJ-@Quqn%}WxqA@h@n6TPTwIL%;zt)r}ep=@@
z23!z{GnQsR{iMYFP5c)WH!ZdvYgB_Dp=J~LWt^eDLdE%v+?T@mMOX8zmLiJjOw<}L
zt9*j%vNx%&dNW6t>t(P!4KGE96LS(p1X|^Nh^DQ*;eP&^XEj;VIObPPI~y4}D{E!W
zb=T|7yYMk#du7Z^IRYf23D%Y?#d6o>In9KE<H)DDxBF${t+95UCQ27VXG%evrl}pj
z1xnFFzqhY3nqf3E9u&Z^=&>Bx`tPRRgilS?)ksGkqgl_rlQ*|{dP0yLQl`jj8}&5b
zX1e1<T)^ZX@zw7#J>P?%tbDKpAZH&%0t+)42}SMU(8w|H)HZLIvc9O6+V<zzp>6zk
z$H>W}_g8~%rH}-O(LmKIb9q?5_eaWlGiF^fX(6M>jB(1}41UiYyrF8scwJk5qZhLh
zJJb5L7!w0ECUm1icW2Q<5?6pu`H$n6F6F%UO@KRWPnXIe$myo~+8sOOIm-#LLK7=3
z>-Rj*Qx-ji^8w$1U{dUNqY*N1ASWVV1#fVTh6BDZMn3j08ht5`rj*jyRzf#h3ImgC
ztd3Ec#ftIyLjO%NH)l=*)jhteeGjpG(rG;bQ;L)5q;L%M+jDER5_g&S1wXGUEVTKH
z)vN0?d*;J)$JJA_oh6Ko3AJ{SXQ?X}s7bR|^#4LTG5s}wx$+cjv5P=(xS)Zjqg?eA
zF&0Kfr@URrR-lIfmO|G@$-r|A?1_2dFNfVU;ohDF&!u}_e<ojsk8f^=si3efc#3hd
z)CO6<*3uOk1q&7l(Y(GVAvS7IU?Bgn?V$OdQlMS_bepTXWUt~$1N?dbGV&<oF0-E>
z){s$i$0-M4F7NL=EvaTYO4+0mI<WmcnSh!ojrBaoNbP}>EWgC^v77A_+RcFz#Ym5v
zBg^Hr1cw=Fl;{yj=mj2$*e$Ozfq=NJ1{(U|MWgUGS)u(nOXZ}}@Ve2ohca`e7iOr!
znZzJEn=dt6il)VO2TfBz<427tF2%RnsvC+g2svqMoAJNhH$J&;A|t-}`4yA@3NcO+
z?STu9>VTYeGcs%F3u!^xc}-0pL0+obvyDS&gpI+0CnwDM2unIjlW~|#lhQ<7bWI*P
z*#qT_R>GrD4LzJ9bL$=lk4TRLMg1(#Yo~@n5Dr&oEGR=ieh}DM{KW%;>yOlS7}3iW
zSVl-}Nq#f`vM|y2Ql=vqS5%t~Nz<5mbo$n**4<DfxhRu)mpfX_;gyLk2jPchSqNPy
z#WG8FSUKd5arLrjukrJARfXIEiQ<B~_`C0Jo9Q*D5yQAQw<6OWzun%Q_mJEd;py>d
z6a~tn_ACci3g+H^Vrm#-4Lzij@4AnhC;G_voOqP0rub_#6^;CPS?$hu4)Z56H4n)`
z&S?g_*8}=`Q?f+y68@@gC!9;tqXj5&(HQG1G?8YX9B`ATDG&?qo%68iex_DKR>Phi
z5!yEBoGg--m)jA=ggIML<c0n}0HQ!$zmfph2=g`)(O7^2v<-AeM-7NZ+8AQ7syY;!
zlEh^DCJd_Y|M#w84=F?qHYJ21eR^RtG_?d;u6!8d@X?2{79{D|7Ib@9J>Yy2Cf`N;
z;2t#2`;o?<f5Gqc6DY03)~5s3Q%7R#+nd_^-@`U~7^YtBTI|DH)xh#=J|y|vUZjrg
zchE7^e7Kg{WhMBdL&<!2z+PL{c78aM#^MS(-E(=1<szVwbLR%CfBA-hKR{@5SM+)>
zC2bN=EJkXx>xk?eLE0(F6n(mYh#twLUow!I`IS_BUrEDO7w8nChJ=%NWitARrt!@|
zXCvD#d=<BnOxDvUV$b@09HW10DW$i6hj7&r_xgnxI~;g7_mLp#D`DLN*s>IoI>3N4
zQNp74yPYKco5=+5ARJ5rxZ6{Y-_F!2FA)p|L4d>E4OKB9gdoZTp+2Q~%9oUY1G8`f
zU{%Z{8ZtpKfCv(A*@)GofhN!yoY;)pTO6m&8(-o$`Rqe`!jdHIq2%q)D0=4;(uQ_I
zc)eIp8jf+$aqPI_9om0%16oZL?%Cht{(26&_%?*zc`e5FzbAmjb2qT%`FZqs>O3O4
zAN&mx)$gvRVM7H@%|OQ&j^F3gH-r!@x%hrM+;JHZJ=z0MpYLSzRU7d7{Y0N^#qiT7
z7~92=^6EV;wyWA$P44VGikFq5?c79%@%_n~Fr>MRuhL7w8~Ic(t|KJXK+K2`Y@sy-
z3yUfIawGNn4rER|j*za=E%saS;2hlZHxqVZ297I+pi7B7=<`2RM0E+Q{Ta5c0BZ<z
z9R?i-K<)-u`fbzaa{tpIt3Qe=C&!Tfd*m3v!_4db!`*WVxJ}t4l7PRyoKRC+6yNV7
z_>BLb`~hfqKx_nI1pHL_ykM?D_*^)`W5L(rFa(`-hy7e6NrI}kJ|re1j<CCKMfd+x
zFO|GLkLZgAp<0ZnmUxUE`w%Dq``7`vzxtN?T?Oa|4`cJ(N~}qd4E_2B^j713j?|J6
zg6h{+;&po1T2?{)`+X6LXzC@{3q?`r^}?Mjx%fW%zB7q+lXnnY<0E!>7^x>1@h{tn
z^^->_dH)lN{`U@TZojH|yQnUaM0IIO&Z@TbXZ~rgP_m|$<6bxgquqcZL?!i9KZ)`A
zc$V$N^P!+IybXrPFk&+8MDF~R`iHk6#ttUr?7k>^J&K|b^Z2RMd=y9RJBz{lBgTw2
zn8)-+bsXFy^8N`?QwlTR1T6r)M#A9pQ4D{0FS7bUR==iJ!KL59k5dstN27E*{)ojW
zNk@xp0o;eb(*n3{%X-F~JpixQgAjr~DP1UEwE+N=h`{DgLsdbq)slb?W5A9g6m)8k
zG_wIU2#O*IQ8%E|1)81_Cj@QMqR=}l0R>%nBxyfvKp!c)EF|f0s{dsvWjEYT+OKoa
zhc!Lj!(Y`v&h_uo{*xO~RFyzcCAE)ECGy1yC}tx<2zI{pGj$(-MO=ah+kl?fMxTp5
zF7AMjD}<o(g=LgF>e==~9<l%HMn!^)Eh3lhN;?Lty$DhEoc1Z`3$pm;uc-KHHmN6G
zPtr+II4o6&Mn9HI`!}~97C!wJicUwH+ppZ~@%;@R=AHN=jg}<3U)+|&+(oFpyP)fu
zg_7C^%_}ILUP|?%8X`NG@T^&nURQ?d@)42X$Cwg{u73~Io*hw4CK?v(q~ejeL|xJm
zb~Rw^pN8?I4lTw=9%{nlf_Wc6Ne+y<7Nt$*fo&HIzy}XP|1(fJ4mfP_{TB!!prH!v
zk@AM0e*xJAd=UOl0tm1xKZjp_o<(F-EOVcIj_s>fHm|cNkz`seG*%P>pjWI!Xvu`B
z*{DLnqQ(-Fm5w3r_viX5Iz7qbuO%uq4m6F>^DoB`*Sf~kNYa0e5Q6-nqo|I}py%|L
zo0sR`_bCx)^~TY+En1_O>RVnT?4e80w~4~FtD4_#{+PJo9mu?{sk_#<dM&Q6z9m>y
zjXpjWV~=i_dUQvZ*k-SPG=(PE_4H4yNiIaU*+`E;y{S8?m<T1FXfjyGb{1-@Fk$3$
z-B6O0ro^&xV--v9T27QP8cX6fT-iBvKXVwmHes00=(fjk3ZHrtMW>Q*`&E05qp_@>
z&6hn-Qj}n=yE9$y9ZX!G*cN4cl|Hhc$;Far!oPGO!mr0gD5>Mp2~o-juHFbbJxX#C
ze$7Vt+Zzc#BN=n3p1`I;41H42g&GhIZbX9%8r%q%8?}8p`r*f+gdh0lZgc$w1F&=k
zteywMFNTf-|1vodt|}<o3guf76+6K10lgKaumMgTkCNK?pkw&26P^ad;*St3zC;O$
zLAYx{XFy5pgp$?^(tD#sChd1W(vc+-z=QC26Tm-u@`{UC_~qwl!62%tk{A__DX*wS
znXbM2;al??BG@zyj81`c>+fR)Q53SCd6ATBZ}>;&BT4@iS}@4c*O$|EbXOcPhvyMw
z^&fsr;dAd1^VSPQ^=(Q58na6&dUhsl-?$1P1ho%;faT=Am<M#Eaz!rdANra;uU>*9
zWACl=fzncZYu4diy_R5M5sJl(p<O!+9kVcY$U+GX<G0Dv$?xQ*i>(*_C6(k%TuYS_
z#DqeaFp{MXAXVu}4Nj&7XVEE`LBuN-s#aDJZHb}n)opMsEG4-47exC=lJ36%p$Yu%
zAOVj?(4*mRZ2GtE(~nUDPSPgd+G5<B&@=+m=itjOWaSbUJzg5e`nR^=EOOE7wjRXx
zY&q7id`=~$Gs-a4FUA~~O4+hHQqGJbEYb@?LkYMMl~n}FoK&t-v33n5{PaxxzwJVx
z!*qI2)Px8WyA3QRwDsEv{<s)a72QdLP`kF@Zwr$s$$=HKVb>PuF}&%<4&B~IIJw;}
za+l2{ch>V54LYJCBZ-KLA~Gr(yTt^iNJRNAlp+_5z8fVj?O-pT|0Gee9r5F9h>{&B
z$6bhswZOU;QTsm(vByEdMnv9f*zhBybVE5~@AFT#c0y|!f3F<mo%*evOaKqUp-2F$
z%SxGe-s$XEvx>-sHe7oBt<1dbjuvHl4;@OwqD9RKAi$|F{*UYj??wayM4xgR-9P#Q
z)p&4Yh$QL1=(o35GW(9N&>3t5JWj&0QaJsUvq<lsaLA6~-<e0*&3BPgu4C}xsZdsg
z+9rkUtKTB={<ATsM$_==e1yw`<H}Rm^~G=GeYS%B?_7>C)N;Vb(HcGYx9`BeWh<T)
z>u~<ImBwTX@x#wx!^|4;KP)0o4MPjY;uRi*p^`Rw53#~TrqYeL+%C+zYd*nYD!n&#
zrv2^d)K1$$h+2f{-0m!y_%i>;-g}2zl9l!TpUSm!J~^Mxxu^5wzy!iD!vI6hLCGqJ
zqE`j40Yni&5EUe67}DfC(=*-EId`8veR4i$=UBPw_s4Mc=e-8tn(*>@o_gxpwfC;7
zwN_QFZ@ue%-$mE8)XF`CGAeRNMAk(l{n@qe23U{Z3rk}(w!9umQ%H2e>e53fm#riE
zs^?HTI?2eNKgbndeJicJ$+15>K`U>t^S#^2ZT*KFhvu@yrQbM#d+a{CUb&aa@73sj
z<pz4*wFyD`hgnnHb2BWy`@2Y~80~-bTmo6c{OVzp?Y(Hv+w_lyg@a-l_o1ip&yFHp
zwF~LSEB>)iEiS>+KY)>EAe17=tbri(?8~#RgC0WAb;b%yJo3c7n6)wq*CA(==@DIY
zEyiPsC<j}0X7h^_Yh_H^LhyZtJEQ#0HCM4$>wwq&K0@jzAHx6dM&Q~6UwRLC4#IQZ
z4xOtBe)I~MJwecY3&QeaAovK|e+gmh8wjH91V8!+RF@E5^|7Cepqd~Ea4yVX+<zG7
z;vC2lVk$=H`fX_YHXw$y|LjxzzvdSL@TcJ4LID1PpMQcN__=(G{qIB&1dQJ^#$9ju
zI;QEf_t&rEz(a?KMk3h9D_F%cPAG-YA7k%p*KzB6Z~EDf<v0}H@hcQY7D;SuBa;#l
zGC7>(DkXJ0y?^jJ?9&r8zWfl$kGzHRAHEMWU*ocm-uYAK_WNIDtA6_&l>?Lf;MZ4p
zwRSBRU-OqJz2jJtM&DI8!xcJ0Hc40>U`+7Y9~>gMKTq^45w7`_Td01a!Tt}O;>Dj?
zN7h=Qdf67vKV~6GHtz9HaphNkm)KCxKYI?v?>$KQ-pA>E|J!l?>gyEOU(b9#O=aA`
z_W~4imSFiJ*M9rW=-CMM**eEQb`rB}a@ntJBa`%T9z2G)zL%AmC`*6*6^1_jTE_qI
zIH^^gMBdTMBaxF-oH`Y!PSvb&`~R#FZ>GpTw~O2huEd+EVLy2Z{mz{z8#@0{{RFiN
z-osDhpPfK{&Q64jPr=wB5GCl}j<9M6q;rr;Lox-j1g6Q<`O_Tys}HlOR>hQbs?9n}
z%@r;+4MuIS6p7a+6VwQJC>~|gj?20Bs^=5y>Ey$I^(!1c_%z*u!bi8Rqx9nUapTRe
z`kAh&pJ#$v9{;c3fOx|%A*{a&fB&E1KK55Qt#*8&2eG4%ptM3@mJsR}5yK$2b)mfV
z%LJoG;oM^gZ~ZKS{9n_6;m+l0{qP|6sd1Eby@Z~-8)a=Tf*|0nR4^VpiFM#Cg02#J
z&JOe&w*OoR+JA~)2*96$UkJcoaM(Y~x4Z{<j<}bb#C?du&*zQ*^GyD1fp5R$D-;%&
z+5CoUS^dI(?)i&{c;^@2L?jsoz^s})@a`XS?)%3v5^cQZTeq=h@9<B3tiW@r|BnwK
zEKO3IE0OxZZxg!idhi1#@BAQLtMiEauBZCLDUu(4D@T9xE;2g@So5}@En?Iyv{?D$
z{e-r6@WngNaJ96N$qzq7epuuBm%M}lQ)cGTKPUQR11S{6ebePMGi8>ZY;p1PF16n(
zv-&T$^2K)?<Asm)v-5(>qoo{`EjG&YY*KAeQVTx(^4;{j^mmD8(nz|191@Up5j`i7
z*`}eyM9N?J0m~o%Jj37qB+B4F_-_S4KyB9I{9m7B_R9~EyW<6Hc>OBcwnnL)U*XsX
z9-~$F+3~?E>AdFIG&j{l^IUq<-_h~wuVnoDM_K4>F*r1YeQStVdz_>aBOyj;{LXhM
zo@}suwZ~<h1EjCogZ<TS5zL)K%IOFZ6&wdF8%itCsvw9y!m3S(@A*BXbo)P9uL~DW
zbNVB{MMojeNT5*aTg5;&&jX`JS%|c8#nv0Rf8t@@D0lP18()r4Zel(C6jR%FGE=T{
z`s4*{*JalYH!;97eCP3pxmJwvp_ag1UwDROJoz)V_s<)_>{<LTy$A6%AICp^7v^1m
zjb}8G_q`Z4yZ~!{0cUZJ*e!RUZ{0;uui%~dCeA~Df;Uno^uE7CQWgBiKZp3XFCm0}
z@|kb`BQPF5M)L;;h`sR^)UCt+qOkMIby`0<h;?{`#Cz^QS^dwyQ2kfs7Xt97;1>e$
z|7{NVr#R`4@K*5-9u1CiCK%=Q((Pn~#DDgw{XfI(lk<Gz<)24vOY-{fzlO;(lkETM
zGraxp-iY>3q*bXeRQdBYe~7!PgZDrBOGMNEXQb>uM-T*<ANqBig%wt;EDJ@4tM7g`
z_#^*~1Ncpg+-t6&{+9P3CtOaA_cQRG+v&RLXA2T&JUU6`TW86=?+T6$&9E5cX*_<2
zwtM<{?#Et3%bjPY`2+eRFD4|nV_zI)<uCt|6IPYOBmK<&@)WPU?>0`q{~&!!33mKl
zC*QTAO#a>l604HjY+r#j5B}E^6yi@)yZ`$fc>e~{a)#}p^=#JG(pm4Ma?(Lt93fXd
zKy%FoDtCXE_FsNCYDW$+Bq4@m#E^s_i!|qo9DeUNQ2V!0&xhz9a@hE`HCTeqsV`ih
zHdANQtJl&0{C<ql1x~!}^ITlJip`BEtAA++*2yMHn?~x69;CPeK<!J9Q25$Kp4r=C
zXZ{3jdJb*J3-FH4<5yd#gAz(~5(Epc{~Cf)3;&r%p)d!Tc7%=`LR1CYBJeyW$1YIL
z=Q-+%bX~rSeZxK<zW+h0BQnFejV#Yx!YeKFqSY?Bu*YIqAQV!`c6HMqgz&qQXpt)7
z)vx1NE6u@s@1{C^p69k#nO9VP_tXR*{M}FS^4s3<ue9*bH^K3{@gMmN;#>a?_Z#n}
z^~gh5aUI)RLm=wtYc~<vc?D9oo%+4s!8~(}@UAO~-~K9;G`J7E9sAz12<vV^zvYz#
z_kI-d?O#SnwEbrnjUWi9|II!4r5cI%-TC*k)dY@*yWGT?s}VRJa%T*=BZ?ILhi8qq
zT&DULcOhjH#D4h&h~fXZlt%xz{6YZ!6#PN}{=dtU{xL4NW4z+7$5Eg73igZMN8`q~
z^F{B6TrKY4a$)N)hK2u~8U6Mc_kQ392uY219()^5f8#J`9~<GVpLq?k`p-D`H%-oc
z<pg)X_Z||@?d4a$_12%bo!ooAL-XrjNBiv$GxDxKAo=E3GVt=7aVt&6-t^b3`Nn%_
zeC}TAD@~>kjj?UhBHBw{iL~pApQ>D5-6H>|2awYt(r?>ELoxVE?;Etw8??Pw;F>?X
z6Q^y7qH~y`=qr$fFkfAHj89H|8~38k>pqiUxcwY*?J_>{)_`AYSJ?Jf!#tuyIq>>X
zCc8@55rf^M8@ckytJw4Me$G5RLH@Br_#;PY?7E$Nt46cZBw|Y3&}XqKT&KDFrPPZd
ztob=O^j9SAd<)4PtI*><LCc246~x6woNAL3_l(ea^A1|_5Hm-b?0i**c$bD*vpDmu
zOSn~w(6tKA@;s?iWfmh_F$&Wx{brW6(Qf)56-lm5!ObDs(;XQ5k7IrK4>7~5C~g8*
zm+9GXIk8v|-1}*KHwl;DfxNyQAr?l6=md=h&X>MLP^^IxrM7v9_kZn=kd{ll@nzSt
zwMXX9f3(7>2S><QMZ(zx3yR0u;T~SwInNX78ouFY2o@`(=8Gf?6&$C?OS+;Mf=DxA
zu_t43(%+5IxesIh2wNCoG@0N}&!1-Xs?B`$ZyzEa{jc9Q8097x?m9_hsfz1()Qb&j
z`8t(+9lb5aZGUtJZG->d&*|U$F_^!A@Y=t?{?iv=UKpcNu*m)X*9mRA5~o_FcKQUh
zQzvjMWx8Je8Y1h~V;tU3_4{AJU0NV{O`6E=>+rt!Nz8=^+D$J<8odwk*S?P+EB|SA
z;Tsl}-~TeowqcYlo2cJCiZfSx_De}X>4+lt#1Ui(cd?GM*uZbu2!enRR!H2oj?kWN
ztb^yNfBt@=FS{1~hRgoT_XmExL1X_@B%c4=UkJdTg#TLs7z6>wi^tiP-i9Rp_lhR^
z??}O@Fj1MO)>db^beiY<)yEM0WxjUh243~}7;+?m{LcG%Fg(FhP~c6{9q7V;O~00(
zXM!N$#3xR1=u6LFSPkBJ_*b~^PoAVOTja&R^L!*#LXrjKu!tIcRtQdxF7lnvKhDhf
z3a;ZabkW7AO6++5R-XT!8~@c~dS{MdfAw=%nbkCjGJf~dTz>y&kV87-@BBRNZ@3nz
z)nMVH-=jRVn(ZHc34!3_{n2lryylk?SFQVr%GP{lmh#`7AoKR!gtk2!RPbr{n`G?}
z+Dk_<oE5xm1+!WsBy>;;T8zajXah0w+xzJGi!@KXW0vRNwTfo+F0P$#&=+|zXOcY}
z`=i4In#lPJojmukos{YoE-sJYH$5WPntb5aU!rmEGgMAqVCXq_A_8LR7{|^W=ZEzU
zR#k^cwMAKdbvOM3VTynFQH0(ru+{D0`9ykU8rubqWaoKid5ob?U&3h97{98Ejd%4B
zZ1ZV*NsOLEj30jQ2MpcQ$<!|i+;GBY^{9uh?4W#pj0fH|&;30kteffQ&U2fP<w-7I
zeuz@{0OEyqj8H!-?;hf-;{Cku@Fc^RzlPB2=V0A`4)@|R^2RRIYgZ$+#R+PQ1mj0J
z^X>05^TY(J<7xD^3`eFK$n_>U%_SX=67*y!yLI|9b$oA>PhNd9r*js)hmR7Zx>(tA
zIjg)VufKni@nnL?!ABUqFva;oooly9^d?=N$y`D2lE-#snNJ^ZxF|HK=ndZgXCLGC
z=f48iaIoqoR?R>OtHirgKkF^<Z-Q$%jNNyRv)?>QEnlPR`B;IE7E;OerAhZ@P@@Xd
z506loDiYq-!}EXjMh51-4t5J(_yMdB?8RxAl;;{~Z}<}yzk3(HW20ts#I|fDzGXX7
zB*OfcKaV*(L+72Zr2V!#2yBbOpZ^csGv6lnJ6}e5<_|E<E%-AR(YLHedhN&mbLwQV
zNa?q~gt%ri){Kd|Iz#-0Yf*<%2!ep0FX0_Nh4tVe{8|%Y5rocm#GxMKbpr^wcIrPG
z#W=o5?B-QOZy2EUtw*trj-qTFAav7?zxN;fuR`GY*r(6nEiK`0+DM|W_ZI^2C*l7_
z04^<EWdG;h!Bv;)Eb0Os8?Glev<;!72cfGMp`-if){*o-f*=UMs^it?5CR9O?f=YU
z_HW5lb%9sk`}^!$8|J!^N4e^m5!@V{l9F(|!o63uac#1ftInLGeCsR8?|UmF(gLrN
zp7-y1UjGzE$)j-2rncY^2mwLh;d?H==OQTq;ej~Wew}!`jQGz?8}?rn-}8Cu0|%Kn
zJw<+OiWmObn|Sh%FCeEK)?BfQzy;6t@!f#NqD4Ji=b?$Ga4dmTyo;WJ4)Ti)!tpA>
z*G}Q~xATTC-tjN`1NzGgIDhd6)T;`~-~BB{UjG4F{X^{j%>SVHgQGN#k5H_hLVY67
zqtAO4m-cMOaDD2QM|)uKfkPiA`+*Okbaejn$1ofUfAI_e+4t;43_WWBIp&||nXv;T
zUULaO7h>lp_F=afoN~K)x_OFjL1bmRNb!*c`v3G2d~!Rz7d8;?h_QEVJM!mFV9r0m
z$v0%-YKKWtqwgcH;Pk~&7PLt+gEEp;#mU!c7#96n2kRE<WctEvTbDuGwUN-vp38y4
zN&aBuv%D$(B6=Ux8F_GuTG?ief0*V_l&{@6Oso-OcYPIurFK$sn9M32WBLSzr%$ov
z!!PFK6HU%Ny1*xHxtmrp;I-l|c786*uJ>NXBM*F>X|qUg`Ud*H641C_X2WIEWQ%ne
z9p!xbcFu=AzBzE5w>)gq-t44*;4ojmZaw!Tn)G|mMKTA8$P#@ECAM8yV7NX<BfG+9
z&L3v^)G2QJ;HS9s&{>?vo+gr5B<s~kz2VpRv~xeP{(gRE`XuA3gwl2k8xEZ&J8=vz
zwTg-1RYWRt2zCQQwrLY=+@7@zdEFe|nBj}x{vvJX3fwX*qk0zk_RF|2<?z}4Ip$7+
z?|~B5SiNl%?W?=d5@D>WL2a%~YADO#_3IeCZY`mo!X4rNPY?vyb(30g8C8!E&7_e2
zHw(DucvPp0l*aOu##dN6HAii(jMkH6Vzx-zhEBpmDW<1Zn4ez3ZkYsuPdXJs)g-EC
zif9vcwro5>NHVz)xt`Z3Unbg_pf=q^e%bG_a^JnAUio^OOH0%yCa6tL;xwBCL4c%b
zq*o22HmaBx&Jx+Yoi)GtTX6pC6h8g8g!et4bmBNp*Q>C;{wGA<`a6hMz4~XWkDry+
z{t@yYd>DCMKZ%!YB64LPf+FEh&fy(6hI{4`X2GCV@=>qfMRfNXoVh&y#2mrG5<;Pb
zSgYWtGeq9;a-4aO`hAzsH?@&?<!1c3C5(rT;#{0X**J){ZJ5Au2~3B;v<WPmz;Xy2
z7hI3P^?$tfka7vsEkh_9`u|O%jormX?4!p~)~-eDA7JUROY}T<!!HEjPr^?n02?a=
z7k-F$X`1qrPoUN6kaYNPu*4QA%qBldA(UXvs$0kqf`wU>H@pjRXwAR8-~UJO%_`3H
ze!TJ|_%=8tux21I5zs*JkO!WR+<P-Z=-+k*l)ER6@Ro-@%dd5u=T)cABUl0DbezU{
zn+FX8_o^$o=Dr6xm{h3Wu#<ORxCFgA54_};xFPr2zfZ*b?}hILRHt0>XDup|Hoj{U
z((7muACL(Q0ly{S8sNAxt^*;}MhUyfahY&eh}@M~wDf;%Yh`1x$&>GWin?Sn@$hlh
zU2{8y+5#QdtK9m&e{99uf8Pjy_^V%LYiu)XlKouwk=5v3B0qZYD3`_;DPD4D9ci$7
zdY&UGi?$njx#a~rxqQta31pnIf$#c=zD4wbPY_&pJB1VHIq3Eff8stm-}g?|?^?yt
z7k&WIc#^2Nilt70K$n@^^%nBImm@rJ4*>zzU^}-@eS^Qf@z>eDF2S_}an@)4p|f{O
z21_4!nAGdH5!v?-!4>)ZBA@=F-y(fNVPL~X62HBRMd4xg)5(A+GhS=*_{<cIxhdZC
zg{v^%6{Yv1Q*?H1q%T{fIpre>ef+4rpKIMQ{6M1;dL1P$QP?<w-QC4>UqGZggBkX@
zZLEX&W&wNp1TQ#cbEcJ`*y<-c*vG0{u0fOpLeo!D5)|gs1C07*>_&^VPah#ZHNo7v
z+v(fe!|JQM=-rybnDbeF+N3^KpnBpyPH$=Ph1Gd}^?^IM`kkxzUg8Abnm)jeFDS4|
z;7&_tFcl)J8Jzfff@qt@(3&TSe&nMFu{ic@i}H`=sjZ9?uKXGKsebC-7CwGWJEw-K
z)Rjpha*{iQIPY9O%tPi57Cv`ByHcA_IyQ3Q+%udkog(BMXZ^li*uy*cwDk~c_uRn;
z5B`t`*8eKWg;_RT_yI?UuH&g)SF$6&pI02rbF_b+rdUNXTgZ)oRZGjHEt^ni9rs;v
zJ67KoPCxl6GEW@m)`&$<N@0a=E`*0UQds8Vg|moi8<+L%WzF_Y?0NAGtlqPk`do#H
zM@E=>d=#_NB9sb~9LkXz%#s?+kQ&P2dp?!P0_BMU#Y-z3-G7+;+#K0hh<HdrSA0~p
zfg(H9Tb&4&fMkPYgJ=f`zKEo1DDe=!FJd<WY*V0Rf~RUUe37~%A!r(r4wYy|Bi9!t
z(HUX((pgsK&m(#*c8Mp5SSF8-4)C1bv&>Xt<opT~)ifDO)V&S_C5#&jVRmJ(<1$tw
zk7rv5nvRTyWZNjM8j<=63A2pVy_T+<Vys<z6YhgQAhS6@x%qc7|Ktrs{`iMT>-PSK
zJX^|tyPwKe&(Qhl7oq<+!rUL9#`*SrI8B%0l!Y5hl6}cuLfHiVWRaj|B7{|h$d8w>
zija<Ap1y$nwR`YI3H?oXAjUf=f8hk-%X>+_Y!k>L&e<vK3)2Xyf)G*>GzCHb@miKa
zk)F*lD2X6RxQj*VCq`+Voy2ams3k*G26GJGxR=2VtA6V82A+rY)BzAhwB0*#T0Z6d
zPZ5foB=Ma0|3U!%B>Y4IFbD`vd=c+QU%;LeaHR@#n>^B%<h`fQ(bq~dAQ()DB7J^~
z>(m5;a+s6pZr+)>0wJA6e&t&b^q)L;*nby-z{f9);!Hn@V=m)F1(d)<ERRFDouG3s
zLbMmNc7~9XLzq8=s0ASSNL|+>^*!%rHnj&qz*7t3{QkioaJ+JXHQhG%ANe7U8^T!h
zITMNTSCN1Z3#$>9Ysld^k=6ubr4|0JU**?Dk;Gt#ufO>>c%S;#f4Au1g<~dD53~>h
z3tejwiu**nq6l>#ccq0Ih4AVq`cNFTD~uotc$UY)Q$<#eTll_;mH@R<BAk(Fe?d1|
zXZR<sqsJy6<5Pz|#k%Y|{^t$<6Y<~4YCZa$F)n=hB2K%?`ENYN6>obv7Z*;j;W?|g
z=Czm8s(6?UpH|i7Z~ycm4j(weyWjVEItCIPe&#%-@3*LKt#I?3HnC}4AF?3g<ePl;
zwRcfGyTZwAh09;GjfKFVY#6Lt*N34-dEW8w@?BvES6+OYxm7*f={$r}GjPNZa=w7$
zw$MW<YUwnO-1$dTQa;^Z`E&XYALIPi8#y=p0urasF_<6cnrw+nxf@7D1ZoL|HN6>n
zlL@B3z09F4GEc1OBoHOk>3L!g9>A9uabG&b4UhEk%~!*Vb{7~Ih6$P~k1md5n$xUl
z?`6k>YY`rpL$C$51l>f`NyZRZmA;DV@0bh^Y~aAhCJ8<HG`-SA#{RgCsScT<WODBV
zb#Cb1!;L38DRkTHeBvZ|sgFaMVU&Bm#Pnb<hP0ZViz@B$1jX(MwxZFZ&YEN=o%*x$
z1Ir7i37z^X^^GrNDacV?E+J_GtFGvv<JK$>e1DYW(Mbl38t#WK<IG<h%-yuau{95~
z(c8k6pK?je>8xruXn)f!q}Fs(d)K>JjQkRgpQi84y<~67f$tG~^4(OUuVHaa;KJ0?
zbS*oaAMWJyFR^*k@*xsUg^xX)M?Lfa*S+j{I987FZyaM|CtRM}MBApF{7^m5y_rjV
zfPQu_?B{{-M%qq3!4LFaj*0_xFE6oS<r0yWLrf2I)9@}HcP3eBPY~<vLF!zKc<3k_
zswY`5METB4h`G5mZs6lb%Os^)Uc1M|b6pP2bTC!Pvar}B5FwFkBbDu-B@2Xla%{ME
z2b*u$L-&RuteQz>vcU3%MHWxZv3y~kmBl=TN(IrGU~TRaYqKlZVnE%OP=XK%KZ<IG
zkYq?F3yhh&I9=I<rGn>+NCg$Kq~Qb*=n%*PuI1vpHt|?MS2jSheOfCPLfyqyM5e?=
zmTi}??+`Uw?Atz0Jmd0!zm==!PoXw_G`q@pC4=U#a3Zyqi^?jbmPxzapx<f|^BtO!
zOhpS3NG_sc;i&?iF5!n&h^N?4xI}9H5|vnj!s;8jS{<b)QY7>CKg9a@+lYMfDWv}O
zKhZP7HUkzX9p+~oPM<Lu9knT~cz6!DQJ=0&B3EA-V(-={Z7CH&5C~kKrT6^+XMCCN
zue=s15&nDOM>tIWl8t05M0#@wfEZDc2C_(l8H8jQS~kJ|Z*dnY_;VGsn>OJ2O^m<(
zHh#lEx^53b=UN&MOptuVW+K-P{6u}zw~s%?yT0|O1b`|_<f0jdGCk}Hb+f4`6P%bp
zDbz935kh;`v+=oC(mmAoFYYt&Jj_QPLs`2Txxb(0g-bYNccb@qV|VN$(b@M40r->f
zzYD;?_p#@eFh(Zunk|CLJi-1ip;bL(*`#J$n0h}Knnh~$8qpxkj&-|`2@qRj1aXz-
zU>}pq-zQ(vsdWzVy4ya8``xb~-|_07+L`=cBQR~O$vk;iq#%prn<gt2gXMCQh_3L`
zYgUtq|K!3m2s|8P4!b#y>y*$UYtW)=5T$3MpaR<lMfq1ReBUVH%^$;EIg6_XxWO#C
z?IMU8h17P=DLq`OEiqP^W4g9TMvL;nHC-gb1IY992%!XmH-{MOM;^HCr>>W}ZSuwk
zzeGK#a=3MltK}S@IPxgk=^0j9Vg6>YlSEMG%_}mOR^~`WbpqL?v8IP@Za}N#aU@!y
zFH**P!A_bte}rqrT|d=1c$SOXu;72)c|Tq|rb}(6Np04obWX+1gBJ0K_Q^=1jJs?C
zpms+PA}V&p!z<eemW^oI2(F9V9ztIoCA>OB;5I3ruTm?;(c47i#RAa?WNz$0ACCWh
zTLnSD17E*~Z~p#g5dDCbXHs|S2!e?32iQ4<=$mtV=}liErv2NcaxjV}`+wtUq=?4J
z`^HF@msxksdKO0(Np~gDV^OT8kK}uZ!%4n)>>Q?M@!T7)XaD{4Sc1v$>NuCJ?Vxek
zLJS4C>n%!_L&*&&IWFqoK7lEQIi9ML+_IV#N21nh@T%|(tw5klsq*splQ^vg<jWXh
zl$ch-P|}FeZf2BjDq|D$2eVA%V>B!cy`u}gHjg3(L|*iVWJ`1S#vE>ajt3TckgOJ3
zJjO<UfOEq#jf}w+GnY6pwaj@<qvMJpc14q{KB@D>+9sVh+RXHIFdGQe6qBj>GxU?-
zUA&lk@3@O=eq%4~hb-(H1g6s(k<W`<2tUlKH{Zq+pIBt)ovUe^Ud6^c@)ZB<4=KND
z6Qh}a3J)cbpK52=AEjNM<ev0)3WFkcrp}DIz!jg}Pvpw08PMW<vpGX_e~E=FESgu!
z%ry(>LYUh-u4h2&Cbk$R{DmLj*L_--y&1JD#Q5SQb4R98HHpFJ^y3!|q$i$a{&px$
zcXHWkmFuEoOkA^#haRm`J5pqaInCDgaZYa=X5gDP(x6IwUW2Ab$A$&uWRy#(Eqqr<
z5%Du@oAAj^o*-_i9PIY^=CMzZNh;iS=gYYJizl!b7YHlU^j~`uBf}mOl`-BEc`iGa
zOQc%+Su6w;oiJy{TL?xINfuF~3ZeEk+9DPv5ezrN7D47jrB0z%C8$@BMTH>fBHWYX
zmaZ8LX@-f&D!w*z1&!$yyr{>Ac8zdyY?@VJhgc*+zAiDnl%mk=B(UT71_YvjDT_1(
zA6FKzd<Rcx5z#87BTd$(D-6e*6wC-S`5tOBIW$MZ7d;A6jU}m0BV^%=8rz0*+?ZY=
zO_jql*Kwx03puSKr#vctkxIiNmXXP%lHjTo$|4ahAm5l}`qDW<)jYkz07GsX)y?B*
zVS2aB5EdGI)!)K3smIv8lE<pS=t`Jq*uuK$L!3T*maVHVAxA4zs}6;7m}cEYF4;uO
z9-`;7C>Z4ZCU_1~;GqOAqM(AP(Jz$f#9~QJL0b<ucUH(=dp+uzdkKH!e&p5vr;ASz
z1k6u39Js&6slyGX<_zkNhp36f(lUd+VfvC`+_Hk<I4mw$)Qy0q;$tQp2K!pP;n-mk
zJpyf?dNtOQ7x3<W1OXAtPGe1$u=Oa0n#5Lhf*-%c3!aHyIEq}K<bU;Kfgm6R0YMNT
ziXev*DB&E!=IuzE`VfvCg3)orXc#-O4%ds4e(P@Zt?mCPvAOGcT$owpzT>C(`29b?
zXgPF8(?m3#wqyoL76^w$0>xsge2L%R@jSLWVe(HNqI&o=ezAfjYRs(a=iJUUOt0%9
zh(!s2-dK#y$pkk}O%q?gj%aTu^(ViHU=)aCSHsFYw$UK`%HRCg1>o=h{_pd?_q~sB
z_$RX#{CA{QtMR6e4SeX;ZzL$!2z(#e_fhIa<oXh-WD-e<h{=GtOCeNI#AXpqX`<^U
zn(pKI9!{VzT@N!_@mQ|5NXj~WnofL!gg4m16~F%@yl;M<pi)A4`)?p<KYdua+q7uj
ze-f4}c%?drN;W^N*erO^se&4~_@a*>$PAfbx~&id8oH{`pN)}CNB%xrzt$f?Ul&7P
z8>i8npg8pe(X@pmODLgU)W|TBlEP|?;+{Eza&Q@G(ga^ZKtRYQk#=sTzH2wXd*4OQ
z&lJG3!D^s*26hk-Q4QX_d4$1aizk}vc&ygO-h|HTs76?piAXYG(IaaeL-H2*q7|@v
z)dnu>+Cntw#hrc{QJ6(p|5n80KRt{d1OfHg2KiG3jJ!cBZ%~=5aN?=MbS$l)nHGv5
zAWANKw|$>#US?)F%W!*(a5%!ka*cs)I!luVo@*jUMS_Hg(-xt-rC{4lE^Tcv|C(EQ
z;i^v%4#F%~ARdN@#{VINeaE9UU7<NqBmjhvj$``RhL3Fo1bzUbh*b$wJ0lS5k{NuS
z3M*BtsRsJ$IFTJ$8q+qVNAkD}#<Tm4s02wJD;~m>Wg_J!+DZelYT-KpuBhN<!UUNB
zSBeqt7ZGNPL<NWR4V{!jO+Nhk-^N=kBfftlr>iHaOwHj}EZUoGNRtVad>z4Q;oh9&
zFF*WghH^s)qWCjgU_IMo`oS5F|HWwpTgDlkK?`|o`|x#q_Y04*?bgd_%XN|nnaHlm
zQ%@H-{GCf|4pd|bM%!(k_ud_JWOAH2Rpr>h5{nZinWjuSB-8t=DRPN8vL`Tl;3(67
z{uGzOFqsID)<x;l+W7<Xn`D#YNPdflmj@ZP3ykLnh^Q6NuA*<yBc7W=Svf#GI><AZ
za%9yN9`Cz@u4FHp>&tNQ0gTzR9DD7@aQe2hYy4h9%@W^DUc>VaFLHo9%lS#R1|sYF
zhv^G7Q51uRZq<lAnqcXM2H~8{s>L+!S%;V}v5=o*OUEE;Eueb7L9jZFRMC0xjwFd_
ziY=dax%fLCQ-6LC|Is5{`HedXezcRtNQL@{j#~2BT>4uYN;_Jtoi=@z{qZQ5!kui*
z?&4x~nfYcB-4jXAwCFqkJ*+F=h>+-^WYnl!JcYP8%gXjHimP?zg9TJoM(_1d`W+JE
z^E~gaDW2K75lh%dTcd-yE#s)?8zj$%=~>&ss*6>W@)))Lbxdx8#-4NZj^!D6vcM*L
znPyAkYwNO1Y)o+FlO2?MedO&XuQ|5D>DiZYapM@}=nNY!Hb~YzhTJmsdKYp-M^HPd
zv{(52fyZbHWB6?vM{gR!2tohqTXD}XbL-55+~gGyODg$=E;`#UC)?49u<LOw##y}A
z!W^$q59RO`4JGi96_s|QPF+;-ohD1YYl&z+g_9G+VqpflQ<%|3`eO}hVmG#-a(t<S
z>pBbk@JtU~W))YiBd1r0D=Q=whmay5NeT)QxH2+6A_AT#(P&1fwZbeHlgw8%TA0+7
zIyJqBDcaaph)B>uC}=}+Lnyw7=GXDGUTRU5y{n#PM|Ocno!yuNn@NNdOkaxOET_l`
zNrWIEpKsD^83>|JtV<@@5y3wDFmAI%D6*EzdmjX`#Qw8aQ<mbqw*3n%)B~oACJiOV
zxUq(cK8hUJC`vamC5<e}h>C}zS;)GB7LkaFI^C{M&UZjlu){hw;07+D=b(8lM7xO8
zatNv|7OOsDvYpF^Y~(<oe8q?9eBFx>VgmPltHi_i=V{bj^oWS8%a}Ep{;*896rxoR
zaBL6T_b_m9@CeHaNmWA;Wdcti(p+Iz<7o;Z2{Ep+P8ma%bqps%Wu-;4TBq2)jan#%
zBZx>qLax!<*iYD9!EL_^H@O*X3Ev11%_Tzq7&`OVZVKDi3EURCJ%i#FaM7?5{iwse
z$n`2}y@}@}aatNuC_u|O6s0l+qlxEQv}}VwkdQ=;_CyDDM__Swf~0NI<`{&GB7yH=
ziy}=)q@=3Mhr<-3A=Wgibk$p61=RH{<#az!_I7apP#bTRO^ygUu59rK!X&C7F(C)Y
z$rvRq%>5;U&%fih|8)T<NfL{Ti?p@<=jZJC&!SeV@$KurLXW#b)*B-vRB5Q~#5xy{
z#5hsaA)+kNs?4JW1?s*>%N4;=2nQiVS3nU1eBVYA9c0Btk^xb{^4d67(a^hnHnzoB
zy6V@c#M7)k_ygu%|36UEX>>&(stR-`q<>_ovF!lI@Nta*v+iPDoF{tZI7eCv_m~dT
zuFaKMg^os<&`Oi`KqVD~i2Ev%0HPj%=2P(kR$4YS)5h~aAVAf^q+%JudWhEa2v*If
zZkEW`CMY)MaYc!qRF18=B)ypgek6g_wF;wu7*nt@ofVYgB8{;!TD?M6t238KGkuv)
zZ*G~aSi*6A9xbfllgHQL*#U3d>GOj10ZuBQDz=E1C+H}hK($-cg4Nh|f~Zi#_7?D^
z5{c9RvB;}2W-7RaIsDX1vCBU8N{hyH9b>79Q84jM5K-{m7PeKyu}k2!P-SQ&lf?V`
z5Gpm=Lf@yuJx?tkknQZEQZZ<_CWD*XnLnMtw<QX;g5-?iIm-x=!(`auxf=&i^cLe+
z1e|`udvT8bD(y*umKD%6|KU37@#}0AiwK5;8;VkQBlv<uC@v9AOGMK$k+ei}!Qt#D
zYDi*0?=}nBXd>l8)DtNR%M$+S0(!BImy059j^HFkie8k4DG~Ufh@eRVwinQ{z_G!z
z10wYneN)Rss|H>!g4?E}bw-ieJ-+{`Pcw4x3AR7~YM$6LkNZCkkP*7b5hAY1#HD~X
z$!5V0akLdivFk*l64yTON;26jnVr3)hO>k-aTH0ztp`Z5j3kQ)vWTdNh_Z;0H&{85
zXXV%m<qKtkqDj<rkW33lFo^YOgyjhSvV|W?;-oqe6cwulM%9DB$JGPI(q-0MlO{G@
zW$B4|Mk4~X?J4%|?L_kmJb2H;XlFMeTOAzRc$8LBr0yiR`lv~IzR28Qf}!9rZ|@(+
zO&c8W-bmNngOqid(in8Q$CwG-PCC)Sk5W6?G4V0VyKmz;^>4DOOQPv)p*4G$r{v4{
zmb#5{s-5S}-pATYk1^V{mm|C0${m&cY$?@weE2qIvwd8(G=c9mnaZj>RcX>-g%8e6
z5^i_-?puag+pqA@Sc|T6(?ouBg!NW~@yJ$Y7rF_pUCmaqJl6JiB&0C6oqr7{_U)(e
zR0gd#N_Adjc-}?Zz7Bm=8}_2YbKe-l|H}QiXP?H6RhatZHB9Fm7ET+?&oA<^n?FXq
z>M{MT?{O^E<Y?1i^Cupo`m%RXC`E}25u$>Rd+-_TVv*+V4NQtAejy-e2GrvX%uOp?
zJ9mt>mcilItfxJHJ=wz@RD0)XKX)GCqQK_$7O|rzP@)R0NGH{Ot4XG&P?l7x&Q)Y)
zPI3HKwsSu0pnh+GHx_=xTh_mUcCV9L#vM9mpgvIJ;P|gIcW#<J9X;HTNg)<v=w23!
zJ}&4s$2aA<Y{zCEDHL%|KEj*hWjbc6j7)lrt3wRF`9_BFhiN@@iu#;^govCS!buLJ
zm@WkpoQ`fp&M8FYDqE)xvRE!-HJYSU3$<&I?*0LaWtT)F&)JI_g3u(>ULesMkkFdw
zMwL-7L~mR~@lD2?S*D6L#x0u*)jCbXMGEOyj*TD$C|Vdfnk1IY(y1&F%GanaX}D$-
zUl;_j6TvT{dU+JDPJoLk2F$7fp>&i@UI&S;KB`8Ay|FW7^e9iwya(6mz){L9Ij6B}
zB_in@YcAUbtwmPOohDeBrnO$9d#}K)#yKvyFJ|nqAyRD@*=v89>3Wux;w+X5&R~cQ
zy(x5~jc}?;OYo?MlbCWG(~i=tKkIL3Spsq-MyjoY?*4W}w?^gIS!xR_v?^6x+ebkn
z9fnlcBNeiU>mK3Iv(_|CYG5}#MuN-uocS(teSO?`O@^s+9<%3cJUr}>z_>iiJWHT>
zi1-8^IL@>Ep)5$qzK(3`T-9`WojZo7SBNKlJR!+SJ<WU#BIYDccOT(3>&PZG;$an~
zF-tIZKMny4>#yZtNTISk&zj|ntc}hSiCE;@ql^#bSWI^^;KbNEW6?RjjF>Orn?Amn
z#ji`4fZJLGvxN{=kW(>MY6foAC+g|Au8)9)Cc7wt1Na01NPd9h`m}6=SuMuFR2n&)
z<_c{Xaj8bsk<fh+(e<c%4bCQ9=GzT6*C$w0Siz7&c=1(yr9XqO2V`82yd<(>dsrSg
zfj~l0$%MoF-KRhBuM0p?6j@qY`fnisKlQ0k@zIZdl%=I5wr<_ZCqMZ~cJJQ(ul}!A
zt8r%UtEh=-E`_%dggpAxS*{RIp)il@Rgpt2oNNyt>E6H(g$6^jd48Am$m11`84HAd
z`}xH0FOhquOkgZw35!Ji5<O{)SlGt*WDF^cl#Mg*Y~ZnLU&f6W9^vji@21HRx+SA1
z0)1JDlrA9GEhNLimnHO|MOSr_^B2eYdO2W^6R^tlkzAj}K*bQEv<XohWDW&3&$tFv
z-^2fLbBnDhM0*NZ^++Y6bjyQu8%cK5=V@z9Beuo~j0HqNK#LEMPIZ!v>3C9@k`<+9
z`-BIRSXqS$vr5hyA>>vGdp?RF;szngZjN=z7`Bt;d#yJ!E6Pj@c_yT3n#nO@*#hNC
z2X-?|NBT5TZ5%03>5^3XyeOSBt4J5Kgjyj2Lm@!I5(NBMi)_D7XGezSa*d_=wOC6&
ziVz{BMi6kYnv?j!5{aP{?pP7Q^_cJJr6dZZN(R;H0>l@1S@IjymI5M~0p{inI);0Q
zr6uMjdnlV>EK{LPSirNZ)Z7SyJBnk?Bg-BeFYCdLmB`<a<C*7tn9`%S5&*srl3k<n
z%tIVLaS=c8kyRBvq@c(GqVKbLZHm{uq#tCRYAHnJV21dXI^h8qS5~RkA_$`n(TN6n
zr$lV4i{qB?>P_rG!}S%yG?8%;!~joGvDFAAr47%M@f-zFQcxobQc5O28xTHRBDUNj
zFFJhf&?kvVCeL}_tGM{3d)YTTMLK+hXxv5DL6M%F0#86dkQ9oG>nR((%r>GFTPnVz
zp$Q-a0fHzYDq)mJ6g8beiHAWDaJ>N64hU>e4Ud@Y5z%}^#mARGmn9TQM-T)=RX~Z!
zIAREIxk^J$FiV&*ufd8W(3{SXYsB!YKAtKOPK8KIvy?8J<%~VS<EdHdF_RDid*+^p
zX{VSM7HNi7h^5+iW#M6V^q#`=dm$n42TQN!cY{A>C9@7OGmL)lE@tJ+NQU}2Hel0v
z{1Fnpm(v#L)Fhw&#QnI@49`?FR#_#gWI41T^Ylx8g*}sx(lL1!uiPS<xs9G&lXK}F
zdi?<wr3gP#da-<$p_|U}vIlgEOBPSJkMq*=k5M(3X?5x>uT2om4YKm_!}PT4=t~C8
z)i-jczeR5NDz;td;2Ry6@Sm<hTm#i3y!9kE)_<Al6HSJ1Tw<%bfO<*9*l;<$@7lxM
zq3;p=%~u(F=?<p%#%LZ|MeE57uS_(lrQ3N*mN*kXgJ6y`{JEz&`xiI!s?HmTxiRd9
zKy9qb)L%V;<I6NRY{rn&i1j8yYXPxRBHfr}gLI5sU{Ff<bXHYrc8Zc3<${x7uA`mH
zCLDAjO={4fyYnn3*8DOn$ERtTv-FfM@ws>ObLad7&T=REy*=E$s-1#pAupY0Ur}Yf
z*um+}r#X{*nCQJGxpJ9xySH+4ypz~+4MFe-#ivoEMO;gy+DbFmYQsy#ksKF)<pRD@
z$4~Vzp1K;_Z)0yFOFABAWbX!Al`;DE|Bx{|!kK22jN@@fkI3PQjg%iD)SM!rx<t|m
z-0k~_g*5!F7W%>omL|J7Ro}yU@eFZ)nTL<ApbI9$8I!&)nNTQ(*L1P!O`3*D)sIrK
z6;_%73k{K)6$Y`3KwV2b+s9zLOuxB6&{)Qfh}dmVDi^S(O6U!Trrl&h>tj5=jvh~=
zx3-KVC}cWKu3Psohs_=yD&E4X>~=QnfXRywvv6vjXsd;^b}!0~TexigQ8v2waeB+U
z+17S9t@CxPN6u1EdlBa+kP<%Km#yWJk>X4_h1V4)G!0k&+IreLLYRJlDYX#8WdzA5
zXedlfIvg8marEpgnQDdW)d2=nmz-2V!ou)9R_LT^cVIVU%s@o*ny9TAQr1Ow4o`y<
zMv}w$S{6^xDTu>d3a(_@SxXQoXp)R3s|bNeAPC5kh%1WNGMK(gw6wtX)+wURCVsq(
z81JH7%TQi$sOxd!)w4|GZot$+)b$1hEzhp{Jv3yOulKJa-&f~~+B|O<n<Zm7j1gnr
ziBUBbA~}e*35fXU)fR{zfhN%C4bkX~(p3quVZtF(D<SxCmSXF<Clz3wYcOnRO!^Cq
zYX*%(mLQSCQ{xOZEw<$s=q}77SS{>KKRw9^S+RvF=QyFp`EGfH!s;l=fiN|(PRd@x
zzHyr!lL|`1z^oOi<IxtLChkliC%e(RIyiB|X1+F)qiX0VNT@+TM6hWKH~FJKc-c=T
z0GF4S$>siSBQF1=`Q|sj$!lNxT0Zlc&#-6D9zOo@kMr$sf18UJFaE3IwpOe0H~YRt
z$S4x`rn$EFIB~s>t28lvms%svxrt4*B+wH}tk%lNu0gR-gy7jwZ_jl>5T0E`8GM<*
zR|&8YXpu<=boYU(2nd0S5o9>A_FW9N#&~4lbsVc~#CKgZTs+T5l11#gMPa#$XI9xn
zo@>+^whxatbqqPej*v=D6gg$IIM}Sx5^HFBlSrgVI?*H-YoG`MZv7f!<`C_Uhp_S>
z+U)nx8#6RKi*s^>yqiUrV_egoV6E;kzdTF5mVY*<VR(Q>b~Wv?PJfrdV0aEENZ>db
z0#CyA1H8b;4+2ENrKR^WkUh<X!V4+0jX;#C2nu%#D;yJ7SnDry+w^`?br0Q6B6t~G
zQKuA9D2H5Pfk|A|5iK3rldx<B!;taC2+?qkP&AI+p2N)men5f0&)_eeMV5U+s){NI
z*m{ERZwiRit2}S1hnTs5?9~xkEA;h!6{BPmXlto9QnanhQLJS+JH8bw09SMn)h3<6
zGAY+Y6zT+40n?RnjDx6(%Z4r8)WQ;99e*)1$|_m~2fx)I@I4S!L^%Qo2(nKgd6;;Z
zflJLTVgxk?68*er^|dV3XYiYl&;@$bD83z`6(}@i5F`)-5m6G6V<JjcMCp(qry%P-
zp+=oprA)}I6BZhHxj23%iY;rHXw)qYJ0dYU{uD><eVps1J#0#^!!t*)rk+7F&ynpo
zM??n03=;%8qO75)8bJ`CX&}o1j;m2CWN4Ue_(GCpS7gl5P<L)26A#fkx_~>ogcJy<
z;RMlamSjdJBD>g*N4_DG)Z=s~Ov*-rrl4aa1QPpXlwnv|P%!UaChNDDuY_s$4dxR`
z!s#@I5m1g9WIBtioU%}gUD!$%LCq5}3n=+T=G_8Ebq{-BFIQA!q?2dq*Pf<LJHz5w
zKa2S`Zrn4;*IL`Trg|5CY8U7B{4%S*^8wtZ%wXFNyf%fAOOG(OZWjyV1^nt+gteQw
zl)RPSj{G%2Y(4jcU(MCc?_jDS&OLSvXYWl6I4h(kOEgRY*O_5^GDN;(Hz#+zfnLF8
z0+q>!&#-yw`y^r)$T)3S*~=jwVS}>5XkElEYecti!?>`3SkdsR-+@S#g^jP|>`E59
zXrg5LF<%uhx~{-&AKrxOJ;YTV=ctTYl)7I?aZ4}Wz9um%MR#L8(cvf2zVdaPs?Gf6
zQDUW494_>*6yL;PvYoDY5>v35K64+ThaO<z&F?1Sc;xbPq?TuhER3U-mXKO4aBLh|
z!A+)+6217!0JHfJ^^(Dw;1G(~B6h=W#NHt$PIgmi8BEMyWT<bN=PVxLr2ZQSSJX+g
zEmM3*r@AQ8?;Rwvp~$Z|HxhSdxZ|+Jw0jPFwZs)$G91dwghqN;Ur%z_d4|4MrnxNj
z3{ts3@=Sq9&7y8)uuE;|@;ZDa0lq@Ld;-TfPb``uNWY9_HN|nW%muT7;lr@o;6>>K
zAw}ox+$>q8PIsuxbXzCoO*wX#EFSDp$rfDFBj=GO#}J(=sklZ*cN^o)7E&yZlgLqv
zZe(?2nyROB@>Bw2qJU;q5PbtLXyJ(#fhr)Y3NckAt$CzFCXrBpDEQ!+c(#S@g6Zox
zfldeqS@w}s5mA43HkPGgi{qmbF<}^0&f%}EFt|I+kyG1|YpdCr*-u~eDIS=;8MC26
zcmNV>k@W<UF0xPm2&EvzH<w;Ux~vm7YHSbw5Fx4(DIO%dt`A#Z&%q-b7*U7ewpG+b
z17obn;PErKxhS>1PV|sK*l}s|Dx{nlGR_LUvQJ!#(ICO8y2^!Gnnk+@Pl_TcK8{|&
z4Hd8@i%=;;rY56D+Q|t?qRu!k?D<XdV<xGv#fjoJq*c4voSG#i)bR+jsI6r@el?TP
zeOQ5l-EfG{71-K3$&fyUYbj7u(J~rEb&#d;2CZlsSF8{zk8-^IDhw}y8aV8B?j`EY
zay+;K!EqVz4zWIc2}{-ans60QW_!`HMe3bX7>0-MW@t5|BsLVut#=8B;>3dlU1gQj
za+A!`GKsl)#ETWORe^rhCKhr)04ES>xjLR7#c70anho$h1T~GTbYanrCqz(UA^f;b
zHR_>wGYkg{s1huy8qehS(^(wDs#FP!5md)U_B>QqMDSJYKtuG~i9`g1xI#<r<wt54
z56BUchCqKaLQg$P%u)Hh;v0W50hmZ6{#75JQmOPai?ja-_Uzfiu3fwM%fI|f0DRx4
zx3`yfz3W~4=5PMyzxdx;t;Rj?`6KqtKT1k)sA?U=6JxmbCM(NPmfSY#Zj`84B}ItY
zIiH|4i%1<}A!Y}=Id#TGGeHSt1Z0FjMnokmiu5TU`HRTnJet~I&9F*mw}n%Oys?^6
zbQc$#-JElFVHpmsrh#KQbm}ITXX~Uio1;yYaaU$dM5JF;m~Pb>HCEWrTjBbRHnmue
za!qA+sm5HvW}vZ(K0A#Uh_sqxP<{x>7)Mt7&>}e`HA_hL2`L5Spn~Z(nQeGnFf|IY
zMiGgIE70%G^YToY!TvOYs<Semq-n(nBoSE<AkYv6kVOxT2Jz@JfdE?0$8jQzP4C0^
zHKO)$g4Piltva6IgCOI%0YTs(;3J9(k~)B+zYGrv4-rw4QA7zfu%5k<07>|<&z&IP
ziYhJ=2p|hCn&6-a;EOU%G@8}~q4IHh2QH$Ei?sYr1inUcLzd}gKTBqof>onvOIVgl
zn-!zWk5cgz`hqE9RH&&YT4{n->muQZ!KyV~6!bLTduls%Glwsyan%^UqF{<Twjf~(
zGNLb_2R?cLf@7kGRo1Us!{Lb$y5c!9dOLv_Q1uE-8{-&u8NqQ$kwFnd7-ADkG*CpD
zm>4Ckq=+a{L|MaBG^}tGMUhDO4T3<zl{5r=>h=_;m%l~3Z=;$nH?CQQd1)5a6$!h~
z(B3<S5@`5hH;q7}(9)^bGnhv1*>-a7BNbkzw>N<riR0QSJXfMp@5XR8p^70qU%(C|
zJW<9DWNg>RGFrH<kEf)FrIHMGI@ElbM{6~j-Bs4UKw^IX5Y_YT2v!(L5HYD>>Z4qr
zYElwanhlX*$L5^6h*AsF7h6Ta(>UV9kSvXjLYk_q6U1Bw{3?mcqh!MO)7dsl-rB~g
zg&gIjZaQu$a@G6^<_Z-`kpgz5pT90`;ilM0t~C}&q;5c5o8#<-1Dp}JFfS^kW*%VY
zd*8->#o^S2^XzNy=lYrZNyNMPUeBAk<=97gbi)Ubo_L7%Vwnv}fnqjCM`|A<zRl*+
zw<%SdoKd%uSw2V76o_wp9#gqp9Ow|aajQe)dk->q?gZBiZa~sa?vln>HS;>=_sC52
zonq4iC+ItTm`kabuypxt%<a2K|6+?*oarYWn&-IM$K&M$vTTz%cQ;&fJ#J<bMlFi2
zddNbA#LyUt_6ux$B2Ub^fP>9aB*WU(*CUkb7z+j5l>+wiG(oFLJ-vqIa4!qVcIF0?
z%njH`a)6dkpj}E5nW`e@XQ5g^ml|ZG7G)uVUV%<=i7vH35J^+-x*AU&;IiOv`ELC>
zviTJhd4OQ^Rn#PteBl6Z?EDr}qk}vX%y6i9koLiD29+&zjJGi@9${(eBC9eYFIsC8
zu>(9$Vo6GKu9@RvK|`6JKz4j)+HOKvw}C4v_tUZX3=vtO8NUW~{T9N}PV~HoQgy*<
z;+QM=k_mxFD-t1*?&iGUa7+vsu8h%T<QdJZW1UdtOO8xl0?)VTZ}~)JSmV!gtFXxU
zr3oC%1_V4`W9#J|OpRGA7j+tPCsnPBhL|F740N+VN^TI5YnX17rlVndJ`qJDA`0lb
zik|5tljtNA4)c&u<MT{l2tK+IV_;=9ciQvp4SkQPVh{P|Wr%W|z!<?(+c1*52$X<i
zc$S^1yU{fVC*o2TRqAdCKX5r{?V)MyB^h)hS%>La{076x0<G#IgIk6<KGw%~LvJT$
zG*~xzigQ{YX9q<FTg%+uIzley(4p2)WS@p0bHUdzqgN8ruVSpFGqX5P&|E-rmI#C@
zu3(@OMli#8u0l-jM$T+N)3ex)iC8~RsC9<A7|`b2%k#Hi;_QVe+uE8;FK8UhypH+U
zRt6(0?2cVvP+q_@L<}<lK^#TVST=Xz2oXAJ3(RG8K5M#Mz9ey1pUo|W0!b7~eXHrH
z3v@Rwk#R0Dp}l~5sGs$<&(R)TpcU$4H2YG#a2rBX#H|H*u7n>*AOr+B1h{~VAAsfA
zSe{8MsM8Yal;kF*aE(^32D*&fP#G@8*yw~=Qx}MMON2x7Xv#8zY+wWy&A?_R@EDa$
zPPtGI23fCfWk6U(7j4AM0_oy65NprSYMF?kc0#?kaZJeaWV1rG>5+CD4EQTt?VLk%
zT2z`oidQ8XX(O8GChu+Fk?L0J1UR_JLck}N-~5vaz>k0Y<0KOQ^1P?7d)@1P7G3rq
zf^FM`!(qPjo$qk_?YIB^_Se1cbyO-9e(-}I{G;DnmW5?mfB(5ws}a2R4kTGZO|GDc
z1xAbk3f-$|)>jihGeanU0mpOk0v%azBNXpP)CN!-kdY7s5z}@tZ5PXRF<lqax2f4J
zjFthONkVi{Xdnb5M3n_LZH<vhm$51y6=4q->Z|zP)GpShMfP_3R4t$JnnGJ5OFA58
zsctb<tRV(P+LL+OVl9%ggX6)hDU;DV=~WU)0hs12-pX-8{t3b%kFf3{2`&KvNGe_c
zcpxC)xiYq`;yOB>E8+(}(P%(CqoIan#0boeR#}>BqJ*{(gg0Spo!Dv)4-Zc?Ky*M9
z&?TF0X_-##G=h*Pl*waOYq+k95D18ZhUaJm0f>SPf)5BlfRD@aA~^n?h-x2R5McNU
zo}dwkB9X98%We>e4iO0yNkWxmTtYZf6hE9}Nz74SxsS~B<75(1vPqLf^eJk_T5MmW
z(Lcz^<!w0CtpuV;Gh9MXSoDTux&)cgW}Qnb71p^a6j!9jSwT`v6#D{(F-k61Bi+_P
zG1|=+4(!3GIViqEAgM^IjwZy=f)FAqt|Vc~0&+~Gr(-+yhEGxn5vI)Xg-a|sU`YW+
zP{O2ur<AZo4_A<g6C)?I5f|Igf-nLeLf|0;0ZB!sQ<Lxm5jPMKkkLf}L68yE1Wlr}
z31{hQ9b&Oir#m)}Yh9vmU;$leqh<B6Tzv@vI*2~5=po1^nr`Ao3ye&hp|kV^{rxg>
zOu+YgknI%Va6r>gnK$>L(1}bH(Qgs>Hd64c)4QfgND>&fi-?CT1&9Jn8ySw3;<SPW
z77Yx+rmBmiV<ED!25o}NmdF5SD<W-nimwY1<`spmu)wwLQId#+6oF8qNz^+)TjXg>
zsh5S?3z$B&j98kbnH=VuS5NRK#U(nuBkaGlj!{!(eP5BTL>gu4ID);IXA&|~j1mvR
zv<+N?^VAPn?zoy$?K|nx_H)fTlUXfAxRNLCD(p}NKD%%gFRp))ySjdxmrN{isrD`Q
ztlr3C>i~yWt>V6IJNdQ4M~N(T<4<j2;i~N%^3%j~bJ*uT!P=vTk=qq=rVExtJ{z#F
zl|m9ts@wN5-`0!wWQwI~jn&1E)Bb`x37jOYrA>^)(|k4i6t-MKks{2*FA!~v@R|!7
z@Z;<0c-t1f?!a}C1lqYYoyP=Pj!ILE(FzQbt@Eg*DYVoO$>AZyp&X~>2Fs6poABfq
zqp#b;l^xw|33rfiBqF|!>}gDvTT~jLS^;YopW#xopV8(ZPF0{HY8ZlzIJrXHo@0~n
z411F&IW)h4CFK_CZWyU@h^STJ?518`xz46sQK=Pn5YO+Y6-_hWy&kJ@och8660ImN
zT77_UsL0*7{T|-n9?tyE!(7$urCRy{75hAN_S1IlFtPnl5nfq9l{Lm9*YWV$cTi7e
z5tSB!wM5tCQ8tfXAgs2Lj-}{K<%r5E)ld!5o~9KMFrqQOs*W&JuW(h>z#QC6Ih|o-
zRUb;kXX(T<%ohsugeCSQw{pwrlRR{36HBc&Rt=Tdy!vta!w&OSme%|V#^M5QsfuU1
zxXAdjju=i7kM|K)lL)?yph^URiQ`z50~ax^B3LyNW`wAt(6Cg>RRP;kxD>mBOG&s%
zI6{|ymPf{moRqW3Jp=4qXfiTz6?5Tr7`}@q6j;})vA!PQhD*$KUEoZ-Moma_*?E&q
zmc^d<0&=LERHDJ*Lk`cxZewxKq||AXUdXcV=n7eJf#Ja>W;DtZ<|Zbb4w_z=^|c9h
zt2Tb=EG@gqwA{|c<SOPuNo+k%SWJ@iblThmX+MJE)QDRL>9h~h&JvmyV5t!rl8#_B
z5j~T*US_CohN%nfq~kM~cEF6)gP&UqeiXbMeYq-aZF%rCTGb9zzkuR+6cmk;lf@~v
zF`bE$n_6Z?R#1XE-NFKv9B^9AqKhh5Y2(EGCKKfWCJX(zUIb(nWSKzl2q%^Z#a8eH
zpCAY!3L42!k(g3pwy}<Rb2VlVMI?qQhCmG?3L=W<A>a~-HZ2S$>{&*F3pC>fHw63W
zvpZQ*Ov<uNO|((PDhaX7CU1%jVjjE<hB1UtIs(=bEjvUY#!=hvBpG!`dfy==dB{qJ
zKul4#RHiF)oL`xSAkF1^0VfDkt$C>4B#I&t3gx)qy_j)r6PI*@uaCUu{|z6&g@pyW
zySq7X-~jvf?fd)f?|=XMdE$vDICSXHKl=R#KlnjD^q~*^qivUVchfykVRkOc)OZd>
zisQ)%R6Rj9p)qT3C7Xy6*9GRAY3jB@!?syy%~H1N#DyfQ(<*)OfI<sqYCgC!DOn;R
z1W5S!o`+$z5L!#LnhU5rLn>Bh>y=T2`W$!}M0G7?XCuo_20`s)u~jE<=19v;G)2Wm
zV$t+iDrGTPhaMj$sYVGr5F1aEsQwV$x<ocvCYO9R#f24aLy5<TYfWO}5}vD}2qvOn
z69nKpB91K)xM5^M&x%6dq~Qrn*qw|Nqx3Z=h*3pwYPhxof`pHTAth-kahhU^?of;2
z<Rr0J9p4Av?LZPEAk~oq8_SGf`Dt9*5PT0QFbR-w31hngYA{YjpFxfo6zXY?uDpP%
zKTLoBCNkj&b*qNySyY@Rg>nm{YETFSin54=LC#+0x$-#Ks7yQxExm^}{fn4Z4@S_<
zL{{Oc+G-{%m!a4Z1TRXLpwT0%!~~Ig;1LQLtVvc8M33VY0o8Qa>eo=kC4A=$e&am-
zgEbu5@lt8Nx4)YiA&U@dL$rNtuYgAbRqZ0A4U<i8A)+Nnx>dq%fpg0z&>Ww*uOI~u
zLQp~R$5H%gq@aW^Brv2cl*DxuM1`W4M^kHbBy@UGS<>MMEnvns&~%TCA0p+*gdCBO
zC!#q%vgZ&85<$>Fah_zMaFGogn#gh+ORcLRybDnVDQprBTi}OqoG7LzB6=;Hz-78p
z#X0+@^rl**+mgts6!XPvi90hS!+Au($23GtOD70ID0&D<3sDdfEEy`I;b5CSBbLv!
zEOAHLrU$sUR^~vdj)YGHg|ys3Lg*soDfmH)O?@fC(HQlnzz;UWiEm!bpe(Vjbe#Uh
zyNK&eTHaQsMs8!qYC~9l;Mv5hgPSRjOmcPdVS00?`E>miR3;O=CiO#tp%kUr$I%L#
zD0pc;Bf@inLwsw~FwZ?OM>P||9qLEFc#eGXcIsx6Ug0P?9c~_+=b)8i<Jw-HE@pY|
ze1XsO-^|M!Di4l628D~LoxSW7=ShdR)1ewXwo2sa%p#Z1jnY$ZQq_mZ551f*BSg4X
z=fP{f!>iAJkZ3K$xmOG9e&RD^&sUifu42>eVJfo|l<t3&{HFU@wZS7f*u?R|blg0|
znVB+&E{!rSKE{I=Kh3Vf0ISc0h`eMMy`3Amsv=?KGEC<BQ1Q@23nOY{#R^R1eWpi~
zXo5y}BFd&*n%I$36d!zm*2`bdvJu9rbdqmM)C_@ufOu$uecm%XDQ+h!O4Ll5X)}uC
z3+PSITLD>Pj@K!F!QV)4AlO!A^Z0&ZBcnL(UJPj?oz2Hsy>W!k9Owr%OTuU{7@8s_
zYg~-R*q&{&JM<8h^z%4Zx)Xb1nu*ebxSXM@KS@%!m7F?_wfq2qX=9{UvGSZ9gq}al
z<W!9#Ba;|Tz-DI^Yww@Nv(qSR+UUAtkcT7v6l)6BqRRD!D!Z1K2pI+Bpoo-JDedkh
zx;TzAf1Zx^)wpZd;>V+iViW7oIQ!2g85s{Sk_E0_yPsWgll;y5xES6>*XSv>t{kMG
zrMYivGn143Z0O3cS{Kk3<}hlPXf{TWT1%*bhb8KmUVsoN;01_&fZ+LvzDFQQXo^T!
z_3?chqdtcn-p+;o-@=T!TwePlYRl(%ys?GJ%{Q}kW|VN?QQxtb?yhBIS)ili4AJFb
z{E-2~x<|Eo0Bx;H*VIEui5#|Rb9^FTY}cpA&8;V}4Q5gzA?GYFs(+bm#O6m!*Kka`
zn#F#NV!T9$m**AD5T{!Y6Z1`Ceu!MFMSH73*!5{iIkdna5)@Dc6JHGQB#EM!Vv0V-
z&2EgUi)NJZ2cul^LY-%3mKcA+U`uj=Ta){F^pMOAosdaX8Of(H25w<pT*Wfla2p;(
zXXuSD6OI`)f*6&R2tmUKrA3k^ff!&5GW9^C8H5M|0nKsnDlKM9NyddvmLnO8>T1IB
z6g$%;Hl~Y&)F#!IOw?Z?sjZ+14SXlSwq#__A|x9~l8x_+G^`NiT8Lt$jj}O7)9u9&
z2k_J^uA0P?69gUzRvq7}gKs0t0-6k(q@YO(s;uG%(6TFZ$={+YIzc$3;spZ7T5G8h
z<?_f`1iQ$5qmN{=4?R>tbn-;~D!ObV$uVqYCl`wvg{2Fu(I#m*K7uV_3Lc8kqUO3Z
zr5;|oeDq%yfTvEK;<C#w`?-$-{%Hl^KV<=ozUNLBrf#Rw%+RoXyue{?&m5*BQ+0B*
zrzGYJ8Y?vg&jnwQ35O$iwukR|c!B@p#UmPZ>CSqDLr^j#jJkl+5HTDPMX`v89${5N
zr-AQG)2iG}XFqgwxA3cF1Z@o`8!yLjJCG%pl9Qn9Ch<faNt6*K4SWfuHAA@e2y*Q{
zw4jBi#z@6x>Bw2Qu?%IY4aM+iix|khfZYm%tKf?guBai&BC>BI5+H~^Zs1}E4J4&S
zxzb4?-;HN0D6)qrIUqHWSws@*=#ow7$7yg>H9!!-b44smq}GyY+93=lML?FejDsBV
zNcZYgYDw-oIm=W-L{i$wMS9uUHAtsaBWz6(mRHc#i-=MkJtL#)D!x37(d?#JNiyHm
zSu!OSYz0dR(I>j}noDS{JgNes(qhyQnAVfLzUyu*GlxwlZr?6uo4ff&J)j&Pr<@!h
zB>IG057~AJEEm}nzyQ^j=q1Y4(F9$J!AdiPTPf2XR588d$i~z34w~3*7%$z={wLRx
z7ow~ryO1NRaAgHqx7n_=5jX32jT$SJDLlK5>CRF$j}i69i3&D;AXD+P)P!!3bzD!S
zL%2XnsuGP4)75)Dw%<*y5u#oP#{pFWO@^=vx(q%(b;~9y7YO_c)1@Zs`fZ}l7>oH)
zwrxveIy&dQUnd@EQtO>2y++5%$FK@AzR{pzmazN^b51)Aa~D?%5wb#!`s^18j5Bn%
zl~7_Dc6>FbD(@xkm&gi7NQjF_)UYg@RwE!V18iU5d_!ThE}{53!&-`Z;IJfGys*EG
zh%E6~$zh}-P}Cz7LK&)|4qCcJPG8}ju_#-`Srl&^E1ahgO(Q0fgaQMr?sK9rz`2DG
zy^A6A_G>BjNet;_F0Xu=lv?4y#GOn@KI<YyV$Ctir4zLEZNe_JD0MYi94qr+dI#;3
z=Ln=4=VBUN%^Jn*8p?u8|AuS8*uzrAWPNOg-|GA<r<Nkbdaoy(KSemci{;&0$oejh
zZLxghEV0sNs#6E3hn`?{B0|%$d2sk@4i8<y#f4e6G&VDQ@)AdOuH)s!6uH7OqeBmH
zRO#S3rCpRSoa4H_M<@mZj3+-pcJ3RbgfqDR^IfD<0$C?dRSO|RE+ZF?P?;`LpP%D@
zUU(PRw-4ce(V^ZhaNiXgOPYtI`SfSvBw}&aryauS7@01Sil|b1VioIV@4#q5-FL7j
zPtp10ml=84J29gwZQ%g7u25TW2sdj)`@`%=PIIa+jX9iUYbHvo(&D=(4kF7J_}zo2
zxaX#u$Um|X`*DqWtb}r9nVnjL^!E;O-RgM`p4v^VEMY6-RFw&u)g26n=DDu_08%92
zt_xRCE-n(%0y;Z)(<OLF)u*tX1>C^LRlA`5O)L*>=5+r8=NHD9SXm+&PSGVtx&HJV
zsftf?dpogf+F8i7b7&;Tb!{zf?Wtlb2IZ#Bfw@79xi+pW70DJSP#g<67s1FZ&|Er-
z*4D#U<t#nt2Jn4_Le(O^tBrE9lNu^c^FdzPc!sWMie>5fxaAI3#~vf9%rH@WF%3IO
z!xb<B7rWJ<Q(hsX*&Leokt`D_&<SfEma;@3S)_vqiUGbXQP<O0L5@UJWo>+((!{s0
zi-$mN!-+hfWUNS9Kgl`kWz2N-(iZa(k3WGIxcGsLFX>eE2+N8@cJ?CSOgEcDUnber
zLAlsue=*0Afw!=bx`~M4vukXLYrQWp*geM~{Ypk!o9P)jOQbEsfOra7kU$KP4>~Ex
z-4x|Co?{|<27y;cGz%msvy$v$q<srB=>Y=O!^Q%9a(=+I^=Xn#5UNEA(<?OUCVpEl
zZS5)-n&(*SO>$%V6C9sj&w!}Yr|hTYNKDu-r8amOYmx?L)g@Gr*l)#XlPdK0jFO8l
z;uk~Qt*)n)8>COuX_Fniiz6r(&f|t{?j4RH#T2eoeKyD~6xU<69A|bZMsdz$I62N`
zy<@Z*GJ<O&cs91_(=;V&rb2*#AdAFO8tqx1M8rf2Ogu}(wgenIpwSYj)@6!jKMj8^
zErtoyIKGxdlt7d`e5pwwR8UwZV~-N4U!rcxIAW55yqe+IB5QI*6eUj8j4@j5pwaBZ
zX&Lxl9Zj_n6`zW4lZ-m-Y@5VWlEh-0F#Ir!%Pj<>0Idr|gd&pstZU9?({ul_02F_m
z-)muEfqnb-apcGmGMUW3qg4C%;inw}{@<z9Y8<)xK?GSw5N$N2LVt9G*``h^oTXqS
zn6IY^0vQpJkgO6FRct?CB?vGgab!KtO3TGFJ#-XgK|;hQt~E*NHR5UoU2J0G(h59O
zJgiC$vFs4@90Y3$t9h7ke2KvUi;$YdR3bdFxP?+)K(TCeKS1#t$bJ#g&4U;v78@WI
zTOl5uCLU_xsY&YQ5E-S09x`!lXw@`~mP*6P;y7t=JzADb)lzA?Axyc0me!3e>I8TM
zxOBuuS(Q6NCOn7a+dqyH6%p{k_YozNdP`$rL1l4S!gi~Gi0eo3h@%Ky7=Dd%kSDL(
zM71)v4ClzE!>EZ6j*~!D160{Vkv(KF070Z;YfP6zv{v$Lb`Rj%Cb13;NsAL`-AIx`
ztr(@bB7)UImIDMC3?FKqjFVf7pek$@zKG|wGgtOl92lmeJ`cydnuHalAc`yv7MV&I
zSdvF0uyF)v)qR9wjQDa2yA~h_9=29vRk*=(#TElW3vH!<XpIxthiUIy!Sh6nWDids
zyaJjwk{}~XVI)b%7d=`m(eS4+&1IAT+LR_?p-D6pC8P$3KQ6a`N)RMbgc7m{zSKw6
zR%zC!z;8h8D(uiYYN(U~fpQ>FZPW<Lv#bf5Y)y%bR|1AQLZtN-8Y`EOm1Ty9lN@nu
zjs<rScRfVw0#^?`K&{zMsosT;jHXG1Ln;9|5{#3J9p|Fe%jbM3RkExbd4g@Vry0nG
z=+9M<QYuC522NU6a;&CNHA^VgGF!w2Hb={J%1tDz2677_;?oN0I6;`OYcs3Gh~Tiw
zuhWnv7F30p=HNA(xGf7o6sSkyjJ0j1!`{HqNIONh!ecZU3sMvWFhWIAsTKU8Tj`tY
z;}tW1O+uKUx2;7zbp^Hj)g<kswB{eDX5^7$H(*x^oFqnB9A!FEz*)%9UKwK|?$eO6
zjAhpm@#}1^yVR{FElZ#?n;`HZCi%Q{aF*W85KFDyxb+|K*}gxZl!%gT+1y+dSUEq%
zXnK*MAi#_dvsRfx@r(S8b2TI{F?ei|$1hvvcZ@f2c6o*AsXryN?@hSpPSRRDju?-U
z?%&AfNIPx*MOs__h|2e`p}OO3<ZpTf?VSzQ)r)ke7cg2WW=nl6`e8hy$%7N`U`;kd
za_MTM@u!IV%I%cR9TcY=7Q~CRa%ZVq%b3OzW#7UOL>ynnFLn@;+YoXxY181=&yR5G
zns*Q%9OC(*1vdF3jHTMix&aH?R%(WX<@!jmCPK7EAQrju?yvC7<*#DGNiw-`l(Q@M
zaa;3GSUP1;QUfkeJVwr+VENbx{c;pZ?x1c*5yWXOAAW*GH^=CBnl?$pm&Or-2A1X1
zP~$9gTuGaH3rZEvXceC7GT0L8WXnpD@y<DJSu;rO$<x#>j#9fZgK^d6sM8)(D+Uvb
z3*ZNI>rvJ&USL?Lkc-I(bql|4<C+eZ2deLp47H)9w&Qy>B<DDOb`ww5HX$ewiF<Se
zAR8jSArV+Up64S=d3uwFFuf29^>v`>Y+myOiz^!_<<}t!E;-%A^#baqgN%>FvoCAD
zAP|ZeL=$<`NR_6aq~T_%x=HHjv>chH9cO!_ia|hg`A2ATk6`E>G;-Il!@ry9N``Og
zDdas@kzUzIS3QD{OE^47n_eO$4$`yuA)*~w#_|mwuJ6EB+Bi0N75UN^vE^mntVOxG
z9`MlQZT#rA0wa}a-aK)hYga-{4!s6X>tnijiJDsATx5*S%^OgPQS8HEtlkLK4c(MI
z9bdNzB|UuECtVG(>m;nNHb|*0@;wO}-65<<gUcERQ0FDAnJn>aK&us{X-JsX5<3%r
zh2-TpI=X{S_p>AuCWUH-5$O(A=_$@?0luSgDN<wGqE2VHMe(Wz2_}hR5N$%b=_1M=
zt+o(qNFw4p%oq~)E(IJKZLoboz|%$Ab0Kcc97i)-EH4KvmSkG4PQ#B-^TRlThK+>l
zc}RYM8VKkJh=3zFbaYqPvZ{eBgJp#Y2@vuOL;`$S$CW~OQUu=@zzd!o4f6%OKtPf~
zjc7<t3(2Tpdm7XJWjtNG72nSg7b>iYUZ5{DjTI!x+pAg0D;UK*k|dz29)UGYdz(*R
ze3V&f4}Fm&3JFT36mzvDlC?wVLY_TKNB(62n8{?g=bn4myLa!;eKhc%J$u-_dpDo_
z<R^h=gFyQF`grF%-}w^-fxLag3#eEEJL5TC*qx-|_p;IqxNovZIS{c#2~YU3x0<Np
zwzt!f%yEs9W6%vDI3l(n;ix(n1&94XnPm(-!NZmWWJMt?N<@8+j=-QNa9AHC>98UM
zEep3+B5chPk`3hG0x}QMGoYb{5(Kh=BTLwF3R{feNeSXX1HsMXH_EsT12@Pa1zEzO
z7LwYaQV}^jIly#kkXm#Ny)zSNhD|e&XvirVnKV+&pjlV2T4CfsLY4#sp3M^o{<G8H
z`2mI}A^1KSze2>V<Aih!bOfi0i-2o3p>+{ebcu>>RDuEv;siD=JR!i+q9pq_vGbbO
zvnf_(c;cJS`XV9{h#G;Q;RY%QBB~HT;9-kkgf!&(BB7Nr8kU6|HyAA_grjNtx)fXm
zT3MNeP=e`8!%P@!SaLl6*!vWot?}?giP*MlnPV;AU%46?fmLcJ+d?Xa8K8JF0Rc5E
zCOwNuCm=3G&{YXhFi3h5vLF(Q2*f&DkUGOmbByOrhzu7B2-aEBU9$wPjhD(WKJ{9H
z@F4T`15_#}(7iaiA43=F$kuUW(IOO931aO?@hYZo5tS5@ibzNZkbRqStBaBO99737
zqU4DSc?>7OX%@*lCR0ulQQAr%hfyOju5C}Divr=eKts|HOXm@bBlPqOM4}GgC|$`D
z^*c}<jpq)XU`OW+_s-u$Ry7Gcm9iUV*^kijeI!3%D(XSR;6<EcNBk_MK<B~QjcBz^
zQ1~Lf)1P5OhetXs;>t3D2*?4V?BNSOfhf{+HDoVEN{AAe9?f!%@gU51yI;q(3r)Ve
z`7+9Kl8;T?%Zauj{!YIZNtRJ$8P#o)oI6Hp<`}Y7#cJ>4wp0&YhKQMbHW_<96lY#d
zvtj9OR+*0=c3p$k%F{5SJfyvatK$z+KR=CJewteFT2jI?Q`IR_nH-J!Nf!EEMB(@s
zxhP6hq+tTDfh(3N>Iqsx4pFSo)?Os=)3jP1@7^J?rxB(aXau22zOj;J8*@CId<}cG
zK0^62UDtNuRo4>VTtpLeYIzm${9$5CCpgl$6G3f9s~bGhIEX&=WeS&niqMKeWc~uP
z+jb(U0o$4af_p#vybII@J6Y`CL*}!ur23}6Au_y%NT*08rqWq&(raJD$wyFX3Nst8
z;I8T4#d1#bt9w7m!9V;2TE9;Gy*E&bW=J%1$dwQUBah@%k(3H0Kg6s)OS$GVeX0X*
ztea$Lge&g*GGoI5=hsHi!Xesw`$!HBQI~aut^%ocgL)xE-{@Li^sVpm!1~u?Cbn{X
z?sH5OCy3;4LY$mOU%5!19pYE7JjLHUIF6^aBXsUXDz<YKPqMpnKfb0gaUsBS8#tbV
zNhhv6#C)ia(O85^DoHpLrCm<2z8OQFo1xh%P!nB3fsF1{C~7TcZn&HsTNAW*21Ijd
zI$e?aBZp~TI7wY-XTBCkDY_K37*p98mwJ{lyPG_(YY#hDdXOJ~6m8-FQn;IVrVFuo
zf<W6&U2CT$Y6z}QQS}K-k-!j0h$@OCA_yX?m?y4ZBCIT6I7yVSK_pQ{BuT9bO*@K7
z8bivV=}oe+2}H@KVDzzAUqi*{Kvw6GwRw_qg`CtNs?|}nIuBX9SrYoW(l>deEnw5J
zFOj%(3~S@t>9x-gX^e1mWr!ouaoT!aB8g5sa}6D(I6HX|y)R8^PGWjo<xDQliNq3D
zbZum3x{GGv0&7aMyd!E6u3XOUi5<kQdjvh%f$7|VcH}WyohBb!eK+y8U976_B)lLq
ze`OW7e?8^781YIQS9WE&etU@1Pt4Q%P=%hrB@)Ur*AJ&s9aQCjR@5hMt8_2u7*&wV
zRdVMRi4Q_F(xkI_ju~b!s!y^`Y+;)(qB?(wgfc}$gZbt*R{RZ2dOfteRc5s+2Vx#6
z`TuM0zQg0Fu7{6*r)=NVu6pmXE%$<Z!`P<xjsXJ>0g@1EAR$0-0-=PMgc1k@LMWjV
zdNDRGxc4gCl8c(v%Szkp%)Ed27bkwHrr0Lj&-2V<>+X~@N2}G*%-nlb`h+9~dpj|k
z!feRRVwY^f7flk;H6l_1P3z_8?f`DPl@xt1lRQo2dNkU)Bo;NNQx$WdqM;ZDl4kth
zbJqKwOP3`Jl59g$Qiw<?gcT1eI&M8onjR(38l-=52iX|`A~A*LP8;EnfyW#m(;mSv
zBrqfrNtJj~A(~LITH~muI6HbQv?p8?WmzfDN|2wXp~^`jQ3yuOXoiX+86;vUnB_FA
zmJIxf9QL+AR~ty^Sd<=$Gn>eAdqJ^awz!CCl|-Yt_=Am%tA6H-3&1O{yprdhdyd@P
zTpAl2DJUpFQIyXtl4@&fzgdO$9ed@KSGe@jOL^jnCm20?G!H)bAg{jqD%I81WM^l8
z;kJIipIMV8a)GmeN_##v5i`#<ZpRyO5m!}=bSt9=r*r!BzVsielkn#e?WsVuw2{`;
zMyM;BO<k#Uw1mm@Nw}gGq_~BMW)PEg%#w_1GQga`OcW)dph{+9W`(SLFPS9`s7@b>
zEly`=h~~K}w!J-g)a_W5J=k0cY)%`pVj`)92}I+lvWiu;p(r+xWOO5mWbUP*D~AnT
z<B6Ia*g`Svfe5l>pyj3!DI7vfb&?1sF(s0?a~<qVx1+hLm{u^4AgTN#dO3|+Hc34J
zl1{o)<!_giQk-rh?vK;6r<a!ZR*=~CCNaxVgu-_8SR6g3Va`v*J+_dr9v~9;BK5Rm
z^#&PIH~>|(qbp8y!$#6%$4DeF86nL0P+~riW9X@7l;QnR`;?>DQwU25LV6UpH$czK
zDQG<b<kS=-S)nCjU?>u)E;EKz$I;hLSFefEUEM^YUV7Y_Z1<eV+LY0F6(>?G%+BCI
z%tnI2Q7dJ-l@*p40jtcwphB+Cz#0d;)gV1h$3g<9k|3nV(M@1=fow9+6A5~~y~JX1
za@(uO@-D!W+X8x!xXs4S4L*`_4J3no^S&9FRRvF0G45OiyV8UfG0-$SnrtPa$QVvA
zWtoU(8sxXslkn^G_CSx%O@}v+?r16*)-KfOUSi=WUOk(VqEX~q9fYkhwniGUg?yCh
z3KH#P<~lLd4(4drv7BS*m*VB>+!uIXEn{cb04f?rqUs8J>A|N&a2QtHh7CoQ&>b>u
z4xJ90#xNzpq+}gq(_f_}p3BSiC*adUWVF4;;EoSSwdq()U^PitO#6n9;s5?pHjqG)
z!E7hf?m^OIcK3wYnK_WmSS87+8DtbCD0sI6|4@m4<!Eea^Aq%W$v1g%xa`>M#iTXL
z^z5+V=<Q`fVHzfek?L4YR%jW`Bag$VkjSXni+fKu51sdOX8vs#4MrQ8d*9%F{aQ|y
z>gZ0Cp!qh_75s$t@qP@>h>}+@6dW1sFr2j8hS1bq&$Q7CD9TyGt&6is?9D_Em>KJo
zxzI6=PFFYCWzVq0Tg)JT4{lo-Db`$S_lzW*(U;v0@XIz_YASBKiY)nPTJjEqE8+|>
z?P0I{Q>xlGkYgP{uPY0$rr=vwLu6nn`9=;VHHpoxAxjcFs(#Bc_Bxj2{S>Xcf${Z^
z@y3W(iECC&CK<aG(p(ABTv1%kFmXwv*RQgtwwB&ND>;r)*t!}?ZCXYkZ!o=CgGeX_
zCWl5^js;Jaieiq_=Fgz5J%`)@35qKXih2W#-L`;+mKcHRS~@&w)Qu`(ca}<TSAamH
zhTbDl7>;tIx{1Gr#?WeHlJxnp`(oJRAxO2*O*<xk8@CK=V{=t2E!~5Vq%@$1a_eR$
z=Xa2nqp@MVhhAj@7E3;g5yodIL}LyN-Hu5zut{;ECWUUNg=SNP+@p#aU@0WJU@m$x
zNaD;9bn64K?XW@I50NVD{_U6@8kv(SNDDcM)CTF8lFvMsmyNBpjHn+)c4G#az9@<j
z2P27`Q0Z|c7#&^@@irXpG}6pHm@GExItCC)D8#J!gv{wAWCgP=f}RKv?v=2)Vx&o(
z*yJeoG=oe_Hwqo>)pdGQ34d+|J)szKqJX59MW^n@ro`x%vXhqHB$95US?$YCxr{C;
z1xb!0%MtRDI+vL~q(p9}seKr>n1^<^#7a5L$d&ivPb(%;KAmGa-oTX9NhITR#sm1Z
z7_uzUcR(>+bq;p5>ojB*Fd%X!Tgwt`G;b$nY2=}<W|kEm3&q7`NV~~ivX@AF6nhKD
z(=%WLe+@oKNt26{Y6md--g9}<{0dPm%Ad#l8IQ$7Yj2EO{#i%=Wj@9QHR4tkPfi0`
zK`+k?9ZeDy*V-_H>txcp3?ddCZ*~MF$BV-(p|@)&OV)FAzMsg5JT^<Ms5J(CBJC)?
z_h{;{keL{d5m}4N6~de7LoAqz;W0?Mbc~3M-fhNkXzVSG^NC4EHYrpVJE%*9s9zgq
zT!WK>h(Sz=GS0J}qCA7%gv4`OQ;F%RsB#Ljl1|c;N>s5BQWSiWgb$UNE+ZK_s-k07
zbj(s5SxVrrN|Y4lP&jZP$zgVEnH^O6GcmkXq}A@g+_V!@tea@mAf8l-B@OhXj-CYB
z&```0W(yd|^h9m61wFI|Q|XLCNYg0JOfaHI!=f5gwd%C`!(`h1^hpbnZZRY2MVO3i
z48ui7Pa17a3du+ar!7ozaVpuiT}0zCtVWQWm0P~N6Uf}TbJ@LnH`iW!EqC5|Cob1#
z&;NPdb=Q5f3hfa1%U}Moe<0{#!-nzj!w)lN%$P6T&hPhAJL6`;xVR&{n>|Vowp0t(
zmW<{CYc^VuMt5-`Iw{CTDvC+R9<IjLnM5xegJ*mtvgtpCb7Ork8{ewMye@=I+jr$K
zf<aV<IQxDWnuj#=nr#h!BgARN4t|nqVw*coqe&)VlOQ2cG)JNQlK?I~fNF{$YhAcq
ztyt|zG-M*GiS|+_ZDrYXxYO|!j$~YGF^*+zM0Yn3r<-8<K<tA?;K*@d&#`0Aw&Bcm
zkW%`e`C)yLB#$p{LHAa1w&`gcjugzpZy_VM&wpknNk%Xl-^HkV4P*=Q==+cy1^drA
z7K;&2CUDvvpE;zE5ssoaccZuLTO_*$IX?qAKLaVtbHF@`pQrPY*+ibcn=Z|XmTe<N
zjbM`!m?aYqvjbVv2>E=hbqwHyH<u7-Ze-3AJ+yhP1k8EJib|?sAzhNmlH=GqW2i}k
z7N?3M$4Yv-341VsC8}f3GEsiC8Mjj>Sf9kdCr+$eM>c`8#DtU^=fT?N_{Y|ld3KY9
zW0X#$q#pwxx}g%+tmv|dm?B{}`!QlMx{@ZUl1}{QbaE{jXx=Omy%x-B5RWs090NHn
z;m!+Cl(!SJEkQ)Jv3sYRfZs+em_@Oq;rDJJ8VjNsIx?Wj67JL#(lb(t62a<d<FSe5
z^cJ|8Rqa6Wr}IGbRkTG?v8RQ|DCs8D+mG@(C(eXSNKMj^8lov9NTI{Vu<i_0uSzRP
z>Z3klksw1nn>aWBW18I~kdzREY#UHZ@@UAgvfUhHW3-(nH1v>xsU?hScPF+Dt(faW
z<V18%$jzc4Kb_uSJxMK2NG)dDC<h}_%SqWQV=fL57`YdpB@M5q54j;ftMf+Eg`4r~
z-y_x)Bd|D3zown^7K|otJ&vqI5Qzi@$ptLTok7Lk0A4m=+PxRA`6Q%h1CfM<PFFQ~
z4PBU1#?qj*vpKi{SJoujGrdf94WuCM#I1U0?9yoH@==;Dk(*{mjcLdc2a9_5vb(j3
z0(URdhSZRqb2K$|8U^8YLMeUNSacm_j@?ia=Hp-x(@r0eE$f+hZXvx(%Na2^h->?c
z?9LoP*gKxZArJi{Sx9ypNi?h(>j|Y=SQg8~r1)tG)X{gz{hX0$V#|ozu`GKTXEMwO
zgMLjQsiA5LO2UkuFd>_**i&s}<X9;vu^^>v;_cdpxp3rV<Yr96_s)Dm8#a>rqcdqU
z_hZwhBt0ELtY$B6TRY}>50REEg3TdfQHi81lT-}iC^%vP`h;u9jWiRprlMGEWIMx*
z&#33)&I)?GVf26>R0%o7iDVck-ge|f98X#oLkB4QY1cS<3=5OJ@6g}wXGm@cQ<{k<
zyG~$Uyp$r7lhSZ0a@<UMs)KC34ZE@(#b`kH$IxSTWUMGg5<S{YOj77{mEz2-Bu!T^
z2X<nKHIgt%_$>KIaslo{94Vfl$C?Kg2QCTB2?GTg#bv>qYawn@Xx*jJ=~M}aqUa8l
z)WU3rbyOjR_R{Qar_|U@nk~k5$AvWd($N(!QdmMaB-%4HEE!(nRttJY9+ScbO>u=6
zVm5lrRy_7p9LW$F@ecB2AA@Yoq?>|-qE^%x5RH;4MX;J6Y?H_~x^X4LgiQ|GoCT~Y
znMQ%lkFBSPwC);+YP5F^rKnrQrX}!pJx|EDi`B=?CYo-eq;?g9ntkNtb|N`-w(W`1
z9O)&{|K}9+P9QPFLH^nrTx0XeT|b*z^F`Q49D~#4M}O}TjI4pI(3_~QvJ*?qrgdyJ
z=bmyZANpRU=(#w<N=9<bJwF23ME%EJ_I%JuMsE-`OQy@QgW^C3olz%pcY>~}5Xnd!
z$tja?L&ycX-Ha*KNn=(%Tdf{0PVFG8ei!eA(izw8qo~rt{0UV&v-Kl>+gZxMwFy$w
zTj}X>;caR{)kB!FTvYjs>Fw-Cx1>^^9l%@|Cnep2PqxvyIZjTaLar7h6+b~W%H-6I
zl;tJSED|s6ET=YEN|GdTNe5L$H7Tg7gxMscn#?F>J0^<@lf{NBGY@xm0Vz3!c=8Id
zJI&;#b&)h}Ce*xx?68EP$e@BV5=V<m^qO?`6uQaD?!%z6iO2>J4`D3-6I%TWq>@VH
ztbDMiqNC822+^j*ai;bqZ~H2`n$~dj&L(zj3~{0(n-kO0DX}~7D(N(8*_e`1hDuur
zM7%V5t)wMV@EA@S{TcM`v0}r-Q3LIGbvGkd-1FrH;J?k9HH(KIe)w|>!2e}_zn|a#
z@^X@yHr59^xXwL{6HHm?sRn^zcFYB3I6Xs1^mGtwt3zsTK@O#0Kk-z|nO{77&X+L^
zgVo-xJYMr6Zda6|R2jEPCLY&GBn+ZRgnK2X&a20>T*q(DB|fr{6eSa9)Q&j@a#TYL
z#YlRCxJDJ=DO-p&$3Px=H<Bgo;A8S`LEn5on4Cz(r(ra_4dGU#qEnDc&qcDNexq~#
zCgQD)G@m;hDICB+LN`D&40Jt7RD<By;~0NR|9vAWXOto34uZ0Y=(@z-mL$9D5^UI%
zB<zQ=Lu{n05L_N4(Vj$0QOGP*u*y2gkb!KHa1^Sfl$mgqo3NyPdQRM$-de`JbRp*~
zHMrdy!6~W8N)lO((A%9L8A;NXFtbbbke!!{D@#GP_2Q8uSj|aHNtO4SPoXWI%h8_2
zL?tVAtrcW9?xjH6MSj69Ean)Yu2gg_jBfQ4Q?qF6wNR?)SR5uaheW$uN7aL*hxYQ1
zQ-;%_CAqsbh9gx&xn?o3O|Q^VvzAwOT+Y(XZX`W|!yd(Ej$(;fN%3cpW>|<IQ5}yG
zkP}!_tmIcXnR1+mv7_x|wm*Y3{|`vLX&57>?7PU>Ru7RbB*h0(0Q3MD2~ceN-g}mG
z8vHU({Ao2OgiZ7vSiqL9c5J2q<%&*CjzXbzBEdc-INSz_(T!}*E+rldGk*076ki;_
zoJICFFM8!*7M(Ypu7B;u{@gk|BXT(@(af4jeJTF1gSO@^Z0v#2_I!NSlPF5q@j6p6
z+MmZ4Y@uDAPD$n@5(W9ZVS9%YXAR@kwa<d)r=P0;-#U%sGL9zNonYIpbcPu)&zzvs
z-AJY<g_ey0em|&*j(8URJbQR+sSA(vJ}D{b%ugPJp&8f`8u3&Er)vam8x)N0p>_2V
zPPyu5NKd`Q8=;vHC?S$;qsp=#ziB0-^Aa?*`$)tKXbX)%GUcL$8tK>bGDl~|c)8z1
z&R_W!wi(ys8*w2mdIn)LNQ#a>6ri)Nm%z>_ZaI$Pw9zd)@JDuHG1)0_mm)_3IF`SP
zBFC_wd>jTTbTrBs35^14Fa4><HrPyE#bjPu*8$Oe&$3425{Wn@qXxE+pONw1oF7@r
z({=p_Cv`eg4IIV!r2BhG-MyV)JU~x$D+QrAKRu(273PWfK3Ya$U?-{WBo(<4>eO7k
zW-}{$FCyFRAnl}nIEH|~HG=<DgWlF4dR!(;*O3!D$<A)Uu7*%F6Ox{bS+QcWLChCK
z>j|Ob1am&RDTSbB5Ydwa4V7+>mAqjx?RtVeVHh~dMfoU$o-QA;r$DzP(PT3&EuF%W
zAw)w~wzYLo-yC3|6l9#Top4SeJ@qvVOe`R#JMo!HNSHx&TL}@S+Y04LC%a;1-c5$+
zR5f}A7-S5wv!!Djlgfwl)akz<x%dVA^P7o!<J3e<tTGhR3N%LKd$C9oSuHZQy)n8%
zy(GK+c-%T^N{rTkO0RB0_gHXcD>$<if`)_6WHCLReaPNb4|UIAPcxHS=|)#g>}XLi
zce{voSF`S@lX!nxHwkMmXRN)Dq81BBE6=jbqqFA9{tRdvz}SB-=84iKUX`~p)>X+>
zyU)SgX2($?(HXI$Bnpuw2b#BqMB@(7bgVWFlMbpmfuhF1VJDiE!RB5&*^xB-r}d?5
zR64!kB;H_x-cW)Le~_-0PI9XEFjL<}uV$h<r-X8=g)J2>S{K&g9%@D%Tt%NJ!Ic<B
zbE6kYd7Z)Ky_l6C-OWLgh8;(LJ8@4sYpwlQzsp5@M*^qcAVqDVkGUI9UXsE@EgAMC
zCKs&m6|yJ)RQeq~k@SLM?4ER7CY6-V8WIxpre+~oQ?S`>Se0IkSQ}a*iefQgaiw5Q
z@u1q>s5TeTV1SOg7W8-omnBS)Ac0<;9Iq93MLw1h!#{sa<&N#J`y=S72Y)kY@qO)D
z9MZ~R)K4I1Fk8G^IRB0F@HP7=Bo8f+q%as@8Wx7gW_pYSHBy37El7b9WoN1tTa!Xb
zD2<I475^?LW90%SuYT#P7l1!xe!rhfe{(6L)HJRx?u%TWPBO0uQ+g^!0^;5d^oWMs
zvlrE;pk$ZgIQCd1`O9Rz1yoy2^gRlNBE{X^i@UoQm*Vd3ZYfUi1ot9^;_lYs?ykk%
z-Cw@nU)Fo;t(C0U+{u~DnRE9&bFz1}ULZ+?Df-VOo<Ka;f+B_RBKgnhh0x&gbMiXD
z=;Q@7{ze4;PJEg|;^8B4h*X=GaE#C^uN*&Cw=eN}7Q3E^%vTW-hF{xRc}w163e-`)
zol*iTY@W`8+!jJbxRmnn51sO`9s-L}wGhXNQA#&34t&Y!6y&!*O7XcLN}ju88z^^c
zFwVzDkq@!Zl!2pOh8kYN%R;W}a8|V^AyG=327fKfmIB=chJx)dhl^r!q2{rrw6JXC
zIe}pzUyu4Kzg$5t`;1}A1300}bF?E`fZQG~ahqb}cjh^F>{rim_=0(|l^w9swS~@s
zX<sK5?>#K1R!pa+QApMWf=N-@F-_I`Q3sSJN<3zyu#=8{xX)vm-l7G?HgtaJv5F-o
zq0)wShm)CsRwJVRp6G#`^?BH-mo1dkVe8kRmPQSw+$Qw$+%ZNf@10BZIIz$e%9;yn
zzB2!a1N<xN=eqd!1#)ETuWvaVF(r3}#nqqfrFME+i4IYdHQt8_!JW{QagH5HQEZ!^
z&7<oO(@}!z{4qzAM6C{l$$oN)Mp_X?4(dv@v_SEverqd<jq?+3r#(0O^AnTQ2tam_
zKqkGK>Bqt2&nIZ~<7v!jqnu!1;7Lne3A3cwdX`khG$cTH^@}pqY8}w}^(j{82Kvo_
zkUybwG(xF7suMgS`<|vo^vUAB`$u%0`Q?K5_AL+R{0$uIJZcfMJv&9WviFP>o8FIk
zqu}I9kUn9Aa5=uqnf>iVAffpl{4MuM2U+Rv+P(Hu%|96jTA(J9&e<1edCDkpgVd=c
zjyAGg)lY_@zpF6RQG{%t__A#+(j|)Kn0vq{`QFF$UQI+?j};zAEMP)>>KZ|=8FdS4
z1{sNj#Hgnlj~D(fcQmY{-JI8>bU0t#mAWwZLM&4al3a|>4r;t=ojyp?{sm*{!dTWa
zgk-PB{LeP)OOT?dq=j*ZK=egRhl8s={OrH<=RZ-r>2Va6f*ELnX+-1uRY6(mwej=?
z+*(o<U1a$>tWV}+#DVhczI)1EU5!bGWZH#ku)|r$v?X~sx(Qq5*Hc{s-x~Vm=_}9?
z6%N~!rDCvR`iB=RD`*)bD1+r`qhz$@sD8>XRq~t?aNx+U60lLndFTBeG_23TSV6@+
zI!ex1z|`FKxP!Y2=gO?znx__^CWxewO8o_2US<044|Ud2nr`f%rO90rR+GR}OlxwY
zu#{{=8WG$tjZ(b)=6-|)-r3bPshIKT)QoSfvwzEJo|qa0e9c~7T28&RQqib{%YSS?
zq^Y{xDXPQa^(?4NHC5*~b4D#xqOYWeE;@*7!%%Nm`fw%`RJOykw&osZ)3-;KuQiq=
zP0=DvqIzAcZO$9iti~=vR}MZ{zy7;g(iFt)4|(<`P>Bmwo1Go<@}%<ZJS+<@nvWwq
z%y+j&wAEl<iZ2bTa4^ep^;)Y<vZ3x-XwtH4E9_Hu{M{C>%gJ^E$J0x0jKa3j6q;xt
zm)RRW>GVqwn^JR8evarb_MOH)7+C6iip*6w*an(9yj;j%(Z^RM{6$%bhvh2K38${!
zuZoR{-(o?co5Fqz8&O52`&0MZU(q|#uMzQ7fN!E>NB1g$UUd4aQO;{&x!bgfxzg0c
zy{X%OQqILyXn~QR`Xnj9(+EHvWSH==5aev#Rw+Gm*z(ny@Z(w(rhcKHAL4HlPm_^l
zaM!^J8@6o&gUmO+CTDp|UEV~W<0Yy{y|_bX;J2vd>-=c;4T;n`n8UbOh56x*pjlhn
z&8AK$>BYBBxC@|OzrF^EmRlM3v?L9L4l7Y+N(yBJZ-b|(#K*4e=6<8}gJL{;q%0B+
zY6k4XGTC3-|8&Dsslo>fM7<=s(NdtaLCdp~Ej$KA?Q;kAVF~8t0~TPlnyPv+5wK2e
z4_;kx!`DUh=IHs0nW6=7h?f%K?#%NIRC1Olr6sE^T(<CQ(x-WyBwsAJWrkw%D|({l
z3yxljb<~+%^~T8~DLs4zuLhGGcoi$$mu(s4=+?{JoFu_lS|kjeFb_wp`SZL5yxl-O
z4=y)-Vf8IFw$}ja{@d0AGwOnxx4_sOB+v+5@4wkZ#U_}AX~8nKW3QfwUviF(szL}y
zVWXhyk^3{r#r$$Cy-aq(<Da&y*eNx(^I9vUf!QI%pM?h}=ui?_b?GN;28KwYFCITd
zds)tk{0Sb!kvR6oR^h{ZR1&EuW^qdI#w`6NW9vx8S){hpcpbHw0MWH?P~8%mCtnnZ
z*V0Z_x`&JC?1sw|O3BSeQmY=KdpgvTK~WS-P#jWMEGzh@@pk&<ET4TvDtGnU$2Aiv
zudsq^O9o@aJFLCEh;XH3={+N?R%Ho=J5kciL7kxcSL=l4E4k`V7h^l87RjCij$Aaz
zLIiJ9>H!rt*(&xw!?8LBF&c;DPWL(}Ms<<{3GdzwW(=S)Yh`$<R$^)3Xp?eO6?<tJ
zk<-0|)`^TwRm&8U81XL7$8V<tDq40CJLGvmi4os<=;hcC59B$fNNB#tO_kD>svN_<
zVYCtH>*{tAX^`V&O~w;WUrDtMqs~o(G9*=eq5E-4ld(&-hcy2X{@o<(Z>ErI;Ew3G
zG7WHIePdc@A{7Q6>;uF$tjMG@W6#EdEJ#Jaob5C}`n=10;dyYIVGa7$U5vv72;|P3
zRr(eoRm#|>G(sMfS04)4CyfKADHFuCFh*=8q?ew!&DINkmQ})qB+agODw7A*L0-eL
z?Vagq#>?S=TpTLW0X&;O+o<YZn#pU~<a*`bd?ves7ad_JEtC|01zdWp@ZQ$>Pa8Ec
z+tVzWn`kjhF<A+$9m%<UvCSliVZv&pi{itQIzyBI;&ai-9kCD99VQm;Fe^-TmxC~v
z8(Ze7ooIlkT=|*XkBFv6SKHdul(wYm8a*wIP6c&D_U&;dawRKtJF&17xC4pQ>cXUB
zy0+=p^~<KIPuev|48mz+>7O+c@?KqH3j<8YNI4z5v-<nWaE7vYf9@xn6j{$+UVn1%
zJ+e?C?x?Pp_>-W?j~=*Y@p^GyY#l_hVcNgjz-2ZuGEh@OdC*`k<jKlR0(Z^5IKw%p
z(tUEn{=HLSCEH*0Ci;5~P2WOE({ycqQqaL&{&pWRc%H-~5T9b_nj;{GVr8Lm_6~$s
zNK!$igq^1=b>2eEC2i)fot{{{6-O<<z@x_ROu?{$ejgIdH^~>R<3$)eK>i*9)uc#d
z8;{WW5G41LH@sL3UdEd9Oq!I3!QU2T9@Ol~$RivzoGIOtq9QKNYd%)FyJU_JmXhE-
zM8R)>MFEGyq(2Y2^F5=&lM}>l8Loy=D=d9kOIK(5&4N@XEe)nd?iI7QqwMl!{ANTt
z491k`La!_PnW^-f)^oGl3d>KEN@rcZq7uG+B_<Qugg^wlvF4u!|7#O0miT+u+r_Kr
zxcOr*G%>DV={;9nw(c&!JHC|<{`6ev;G%?mRa~YB12)sfKq)U^nD0lA2n1%PRd?nh
zv9v(d4<f3gQ%whxUW7yuF=Ryh&f(8>to4$Vxxl`dT)YUiy{Sd~LfQG9%`kSRBOT~X
z0<KWa)*D-Xnw`QF?r6WWd|vEj$SuVN$73K%l80f$6(AqSaQGstA9s=INf;g~od0b;
zkemy{(l3dys;#Ln_z^ZM6)h_6=MJkuE>qqADc*|M4Xdhyb2=&GFkWD;2xVC}mg}lS
zZlZc)baRS(sS%;@*l?&qjL-{JeWU~c7pnuC+6}C|cAVmhy%ic_k{F?fiX<XtFmVrI
zg%y0LxdApWcbXHCYQR@*E9$j#>S7=L>tI4`{w~4jvZJ7fz&GQwH^xz?;5KaBl4<Ln
zhH)jK?8Q>n->2pMx!F&9%X3gI($Z~J7S|yew0ZQ;_|1;sYWnLCGu>{=aJmm3Nj~!S
z(&72WxSFWbpSx&aE;2lrH=I~{peX%vg~}%o(>GO7F<PP-_m7J{!<eqh@8TcV?&TTn
zzcMc~{me|UBKYH89q87#7^eg7VihNfwdb!G5V?lqy9eW#`H&64QKbSwG!k0kAy~7a
zOUj}-D`Vz5?<)d&L;}k;x2maG(k~$@hi*;gQdup};nJtC^LvU4-<RBn-(agUrA~_E
z`v&qx7gV9^n6Q8$tmGKTBh=i8x*%0-%gun9vXJl7HAg5OgIZ<^Qf%8+9PaRHYx{KO
zFQ~~<pBgLB6?_rplY;qYgUxk#77Q3IS9w$$?3fkmk)9r(KKr=E40YZIVDkHVFd2{L
zX4(-hIu?F3`SqL=JK@{XwphYnq(`Sa92eKjjSZHzW}B@lbWblovOJR5j$Tl49h0`r
z<AZFFid_U3d{`r>YulL<xT_DQTMhg3=B4B%aUBEoRq4DytEy4$#i9`v|6;_1(En2Q
zvxCJkYuUbyg<woi6(FiIr_Tx(C0l}Kc|!;8*+8k(1V=nFIqBcFV3A_%iF9k4KoOlm
z>h`C*UMoYq419H(Le~6CS<A!EI?S&8f7zb``KC1_<P~XJ?HGr{8K>VMSx!ZSyMoWJ
zeMxF&!w7Z-k?~<YM*0G|wK%WqNinlKR(&-T6|1Ym@u^Pt9&;u<^2qen7S??+W;3n7
z-Ovy2N{gxol^#pI5xbiZ9!^J9*9nL5@+3MhzZDg5tmFpe9G=TWUvwfao60^{$7lI*
z$zR-L$$Le(SjbVg_txCe_|=l%5lQ>R<jvL7{cC>+GH6~`I{%zv{78@(OI_;giC5{&
zlW6HVm5dM~P1~tL=$7;Cxkd9^HIs}wDibBQb5!3;`4k@OpqMx*C){j9{_nlK_gCQe
z`RVJMW<*+I`V4V{LWSYCrz<%g&aEo)zg}dc3oNEjFleTB&OcP4bQKB;OxShhsm=Rv
z;#{>2|CXW&J(jlPe&AjpVx1s^ZU^OH%?_t`0Y=GCy<&*o=3g3q>Ixs?(zV(3t5%SY
z;=|FqVMeaSB_o)V3Zeh{`A?x_`mKrP7FM{Hw1b^h_=;43lEmR+c|hwzt8SdFm0#kc
ziS4aAkM+x+>Yj^-9k2E)Pmh07C?4Hp>j$zAFKS3gs*EFOPrSO1K^(}TzZ?~OJO&GW
z#!3yoKWS*{?#-{H=`1$J+xpJ7{N6UZKJ|rfHV1G9w=SADut=(D)ZY5ZwFrCQ+)@0C
zHM_7S@9YYuH&T}|2+O_w*;FaRV@;vbhQZ)`$tzgB@HJMcIy6;`&<__o_Az@x1bV3v
zwW&HRUdF|by!jIqx3zKgzZ$af#oqhPPI>YfrJvSx@ga&cab{NV%~wguS5kw!Tf?rP
z^M^u*Wr=n|YVM*?nn*M2A8j2%@7TaPg&PWe&wHyTP7TKW-@kK$klY{B9BD##Ox5Z8
z$eL82)-GJ{Sgl?v)*E)=j*Rxmf3amH1*IrlloKJ|Q|nHZ)>Zxc9$$+l#$2ziK+-7a
z%|4$ca}dpEsmFjM1CXoZiV6Dr6^__jSei&gW_>11m!LPZ2|IU{1iC$zrgUdvJ6SJ=
zf#Ydt+F!0%*B0fa<#Ms`_j*&RO6vJPVj5-j`>nPoakqHE3{|cHC4fHxO)j<LU)<x&
z`>CZ?a55q<N0TXw^}Xj->l3M#BGF*(YS2i(<W1?QK=|)YC~2^&MIsFlJ4Ufhl470K
zoO@XF!f~(mV8cY^PI+X+)5}(2*xSne?)MFY603y52v^0L<oN42>?;L!dF&QiVzJbr
z_5F3SO2K%N$ulcJ+4YH>+9O)ed$z@w>OrJ2z99!iN1n~f1yy6bQV5-4XRt~ux&&>f
zw~{2;@}6yaC7jEj=BmvaXlv+^hAPQxwlx0<B6V9cMDSRM^5~aZD61zIrsxpFo7Kkc
z<d!3ksYbHc&u$0)O2+DBmI)B@8dq#@4gLuiVJA^5Z($|CFrrw<L4)_f66!NWUTHw{
zL65X7sl-&aGO7?`SCjF5f>>SLB2M|lPn4i84D^{fDX9X{8$-bkd3@4D-It~J%Z%>2
z(P&46qo)5V!#DYzmhE?9?agq{BRlHmob>*&K}Y!w+j$_3M-@Sl$@y&B_sOnrPSt5m
zr$T-)U)WnK9ggiNyBpGZ%2BN{h(;r3Wb1zV`%n4%O$7!q?F<&Qa2|DTVT=`ibv1Ms
z0LorSXK;~t9?Rdd=!mcGu&Ui(I<p-F`C&$GXqU^)d75m#Ay;PkgCY$iwgO8i^*u6K
zTY)-j^4cz3{G2js0lv_6M>k}?h*hVQH5EvUPfvVba(vS6rfw&-Mx2@cE>G41gey74
zUOT_roRotk4Ttu^)2(u&)nA_qUBX0`l~0u1fkTAxKz{7CfUo<+lW9Suwm{gs(X{&a
zVcB64fove}$Fu$miQ}Pwo;y<8WF#qq32X>{CR|&vg*rPLN$fQZRSdB*5$38d!!?Wh
zT65H=%km{-sCVr;*sZLUjryF(X5m<-VS||i%mIt|rvWl`y%(*J>g?EDWV3~{bk|^H
z5%;K0r<5-bsujW<_!PT{qOwQsBh4N>FZh3zW0{>LMzxAUwp4kbIbMR!eF@f?RqNr7
zn|@RyIk3=^C~_T{t)3oSVe6Laa;6!5w>0xZWaWE}y-uxTD-7rGCj^PH^1H^V!Hf)j
zX}J0E{h-%`?n)8KOIO_9$<!k&hf`8{hX0G>Gt{g8#!ul?YDtxnN_v>HaN8DnOA{M5
z|H-4jTtj1YWM@`~5Q5eM+HWrrz<`d7&WO0yx%}AQ`Rd+<)yNc{hfCLbu9i*ejg*l=
zoG*n38Hj;UTUE8YLyQcgFU-Hrx5ji0htA^#p40MTMm?~7L<X9QeniJaPS;c>4L2XS
zUO4Ce>Si4YlNYc1W)H$WKCHE>dnpF9pP4079Mo`|?!Rkq()}tU)tL7pOycGv-a|(7
z0piAz6C{AOMH6t+@_H}mlCg$z<%As3t)zR3<Zh)ryc!-KUFHSKnw>2YasRc<sLL3;
zQ3N6p<NGDg>*wuUg-=dlL>JPde&ZY|9b+o#0m<suM3x;}X17*mG^;RK_tYQ_DKJY$
z%W<8@*7@oR3wk%qw3+kYPY`lQF!O!=(pqSo7(U^u2o`Y34T2l}xI$o{Q#6;jySYs2
zrbttkGIk@luDzff{sPHqDlW|8=u1jGB-xQFX8PhsJFI`a%S(A`buCN`EUw5ODREr(
zcwDn=jPBp}bIl17(Bw!GW=OpWbXDP>RZ<A}y=vMD9^HFzZ2fjqCgx7B`(Ol1bRzNu
zO^s(h2wr-9W_!WxTNijoR9)LtlJ1JEGvH<L;*9HpI>~I)X>ZQaQ7_?}m)DIT%33x_
zs7|RgjPvm92R7-bCE-SBT1=O4<xI#WXU3DRcxiLy8#8ztLzY6Sm687o^Ma-}$Wa^r
zRME0U7=@0*&F-sPCOkhk4h=KPuqj=g3;PvHR;{uyVW1~ftpIB-e6@_;JE=@H-fRjl
zrlVcS)dGCY9V^`lxV|P8=l$S-g|PplaP-h7D#?4&d0ON*4gKC0-`C(KTan^fR;!0e
zV=;z{ge^j`1^En%yzHk^i7DRhI2)xO6?w^pbjWsO4q_bg$?qKqr6ojxCoGtwO(t{A
zKMKgv=p}Qwur1|8soPT~&G6w!oSg<g1{25&lE%I>`0jpkz~SG#-I0G3jeEC>UjO`G
z#zYF5J|GX@FQl(Hl1<`nsPrvS1Fq2d1)}O0+#jF2_lN6U*}{4&?fm3qFflB(62EaY
z-yN^Wf+|HRtYBKMc=G)pJe!2b@69ib`UssLsM9Xk^>)Siok^Z|K?6FRe=vH@>!xX*
zK;JVo(~{&kdYrva`)%(M?dmYTZ=WhQaNPIR<LfuZgg{uU`1u>o0<u_?O#dZw9xX4+
zJUMEEcwR-DTQP&F6;#&6{_Gd>knXk^$IGDk{MIL?HMAdCGE{M=A8XPH>zR!q@N%V1
zsAx}{8&_cG%?0{D0Hw@L>(u?OEHCy$5fyy4Isl3H+s15;d6VYz-4@=I@@msE*$N2-
zg+*x-ok4STdfyb4$0qp7aWZ5-0&q&hd#4sZGS0iZ`q!wDzi@%P9YklwsZ@~?tPJ&7
z0DkW<yNjX{6EQQ3Rc=~k60@z{zi!g%bwHdT9NQGd^E7!sCpg1%N(q@CZTIU-K=#>u
zSG}OGO&Tha-zFb#A9~p2Wb_eUn(NzbQMgHzPLJckSi{@No+uT>A5`}~-@Ukb(2-?b
z+dbg+pMec$|0>baOpoXb`?`VIe?y;KkBu@J2Q+Z6%v!JEyx#9+`OY8VB}LjWh1-c|
z=gIP!J3qC4e3v7j62*zJ>N|>a?k8G>{UPsV3f5p7b{cd0f=|oCTvdE5PNW_gmoLit
zSET>n)*jNOER}(f9a9M^VaQRpQ>2WUtH`qY_?qv0!$s7VoqVrVlPW|3tZ`6r0E+I7
zbwXk|@$eL-zWi6(a}yNvx~XDWhEESUdVC=fT$>ZRf?e3Q{C1m+!6NWbeoQN6O@fFv
zGD77BV@{H<64Ud9=*mKH=p;*qDfOqFHPUh^!<zqyt|IGk<SULqDFF}`lz@jB^Z-*-
zB<1E!Jh=3(BV$qMtP^{5te<%O1<`R$d9dC&@$?Ghx*^{ZsfF2gM(79QRS~EX9u;p5
z)u(kvq1sJ4db9}gyMskmvYvHKFdJ8Q%?tXnJ}P062bR8<&yXt%dx-0lx|d-`k)vst
zR|s%tZk43cF>^$ZF(1+blL#EM_p*_R5-&eJi9WPd&E8xo>ya5oYp#Y$r?8>8CA~$u
z*X)zL%Hj0jy;Nk%VE@RI#QxFq05ZkL@5-?mN1FC;rdoDmE67PtcqRewWud5eOw~T>
z{q*9O*|Ae)mc!Bb>G28tG%I}Z&fH<ni_#594kIocT9Kh%kQj<eLjFoGpA*(UVOB}f
zUp=GGj$qsxey2_XEi67qwnsPkk-SUvv3qDJ?bGZ)YlCD;ARLSc@J(LF+l*b@H=VHu
zyw15wR<dhlcY+dEBxQM!`D)V<>z`*kSSBWXG0cK;e1yb34Pj&w!m-PV+BGQq?=hV8
z5lV~ER(m`fq_bT1V|zeaa#v8m!a6)q{gq1J=~2UZ4Y-Dy-Gf9j8be-6ZU`gW3kx+e
zr|Ng#&k^;CgSB8#uK0GY{qL`;h)kP*H%wEq-LLy~>}f7vbR6z4chAtUk_(gV&xkd^
zBOT@}md9A$Hv_h5H5I%vy5A@=im^5M@${V$xItlKOf_#MHxnO#xP`}$6=Y-spi|Ip
zU`%77a-YUFwWwgk_?G!qynx8^O2oohp}RD%pDZE{@K-E>+Hm4MNsBBRH4RHIYmmwf
z>m=pPJ1@h!3*JDn<&gV5<(-36wLgyKTCefD5eFBhOk&tMUH%L3M1+efWRMFzD^pVc
zd*V~~5>V8X98aJ9mmF80U@2m=s^&i{2Va6|xI;%dN(D?^8Xh-=3L9pO%*A_jvh1H-
z6`||vXO9x5W3*VfNzZ^7#P6v`cj1UK1uYI*aA~+46&+F2Z{J)6MLyoL=eSa}&UUXJ
zaNYL93R_G@blw|nVN{rmd$KtvOy%AeFX+)X)#98dLgl`Rl&u5%34@zZh9n2YsH3OX
z!Zuc=doHL5;xH!<6$ZvKhH|m}a6N;UW7oRSOQi=j^`e`akrY5U4C6|Jbj<i_qUTBR
zl*I@C)`?}W;cE#E`PPFJc~EG2gMC#IuYb4|br?{xI*YmK)r{kZTWEcBU*w6mY(zd3
z68hntk!!6-Wy6+pqLgd=Rig#DULYsOO1==>Nm73K6H5L?Z0lu$4LMd!7)*sGUrW59
z(<5B-f)(4g_cJ|lgjW0tLJv@KK(Oh4=ZyGUYlfqOuLxmd$|%z)Ajyz`<qOv5TOW@N
zA%*^2P)zlBOo99uJ}-=ZTev6MnAJ*$QEUsz;-uBgN5n}@%ld7=Bcea4Z!mayF_C@0
zJ}>Ze1J~kgvWcQ!B1|Teofy-4O&C>L_;O_IxU>A}Z1utH#+oC)jf_fQCQ+ez8YF_C
z;>`+LP+3~um8mP@u!sr``lV%7UUn3(>)YOz7{w{h^b5pUEfnsf1y|kqgiDuZS^qER
z^U^k?ZlVooRqepE<%?WU9los?ynmX<HKU41y|QplQt=zC?W&dp(ZWsnrl=zIPfqUj
z!D&2WDg9|Nfgn%eK&SRN{WQ_RJ(}M1T#YEV9^~D3_>Zv?P!v}839X`NTdGtLhWjGR
zj<Lc)p)Fxa9KPgz@!jkGFo~Qgk!%V#czR_h$|rqf=PQVc7L)e_6rn#^@=*z(pkoGJ
z-7@igi0^_9@+Spxe2+&rSMUoWOjY0X;2X)j@@?TJBp90{kUS$2;+Xw`rKZ%?5uJZS
z=A9``=WR&VBvquNkV}#rw7)D@VH4vb$s1CY9@(@hOUxd|g)Psmg;6TR4lz<rW=hbb
zTRJL{1j{AoTZStV%;eR+jj}^@yqeB-<19}~?Jq25{&Zz?yHX#K((!g&eSIQD^Uikp
zV)gy)I_Vj+ZBpf-8W5Vfh(={IaJO@W@4hKMG9pn`AyxHTtWHqWef9o?bl{RZ>F%F{
z1VHb{(U_V?_d3wO0IPt4kW3%Qy&Un?ehKM@P1|Cd&l26u78?8}3Xr01;=u~^6kZ@G
zWJBSrk<_Uv&gw)9lyG_SvXJi8%8e`JBU{drs<orf?`)YMOE~MB-p+WwNT-KF3!#Vl
zywz?h6`<OVY<?kt;3;W`p}r+YkB{mHK8#4=5`N|IC+a}1O0NBmYtp$-x?uRIV0R)y
z&Y0Pw#U1rkGJ08xa$goG<7!V^=gD}Kp~2wii+UgQaipmc_}=IdW_sOj9MCwdO=fyE
zSytm2UK8t4S6`A9LzWjZ9%uqh@<6-v7O7_tYOt$RIiM3r7dD&78bCr|vQdpd=TPCq
zmqC)yuswEa`6tm5o6)g|q!2y#752tRzaPwtXZkC}&@D`stTk!;dydfcNxQFE56d-e
zb`<+I2d0V;R4$2Bp|ntP+VDLoaPxha<ryzUt-CUM(76TUV#SVS=nLmL9q%+wRLxy=
z0^4zD!qb~9;MY`6j|x1V36Tia^3~C5SKdn?2Qntw=6G&_I;mq>NojcwmaNilh5X=*
z?&bhY_Y0CBua9dMHC#N3d7w8%;n~-TVacQNzN6M>5v_FqXGyLn55a+9`1_>=f&zW_
zdQ{huliX3Lf!D_04$m$Q=KR@4VX0L=(KDh?eK3R!(pqk^zY;k)K5K6*zJ$_aCe#;H
zrAoJ#Eziw`joMj$lO~HkEj|5hZ|ZqRT5v^;1*he*9|pP|o-7u`-c4F>_i-3DI~UmV
z7)VJCEI+X8GxND<LE>(X>We4OU1gPFe)XVB{J`}&{|r_dm+GZ*$zzAI&&Zm}!!voi
zk_tKLm9rwCS?@cST>!C9$h%DI%}f%;9W4D#uYWN7#YyQ($y(JfXS2jg5@WH-JEzmY
zJhTy+y8U8<1;(JdYZ13F7K$I*rlqteR2vu9bccFDq^c$H#;!ZNe0P18r1)PEQvC6p
zAOgD6-}FKtwv$Mlo61sC_2Ka=@u0Hh;>jpJS3YcIesHoqK)IJ}zjnS8@jx&J!A~>0
zwI4ebxgTqh{n!h1Te9=mpCBg~IQMQYb<b6EHe;;eG08fV88DYNfb9^&eo>;&-sla=
zO%wNY#tV&Spzb}RR>u=hIHC6n56SQ?LSErj02{r*4m|Tt5tGJdV^YtL#2+L%_;p8(
zy}PQ@g_Ulm|699hF3^M*M-|tFo>5DyWt>UF%X>}_ztMKTmmYMvy`p;T-|OCP6Cck`
zUJmnknx)?GP1v0Xm+KF;A;=wGCwgnChj+X2tzT+&f#yD0tUV~T=4bDf8os$n^sca8
zC258z;JR(BaO5?M1ObuYl3f;-yZf?*|0%d9&Vd~u@<TlHnzjC8)GVS~Okb~KY)%gM
z5&(X=6P~NKWoV#0%zjQLnS1>h0tc`Sp<sB-tlpCQUuWNgC%V?Ex#)ulylLZZOx*71
zfCHYyz{9L_ncVB1hxalS6~4ZZOuPL>2xrO3FJmvBK#uy~PR@mYPx_%|PQ4=b@Z9#o
z<oTF3m1@lo1-kgrLW;l+-_^3cPD>I7g$gF2`FW6GK8#7><tg`$%h@R9^_<cbCe|Um
z5;;?$NVUeopJ}W&FNBygi;j=OcXRaPiBIw$b}Fd_VOnD9YH2M`@#19MGY}me`(CC|
zKiLzqdE_Jm0~uPJzTOA5hAr|;`%Y4h@vt_5eEBA_qe?ZA^SpioKV6bXeNsh7&0E^g
zBD5Bja+?y<EXkR{lG%B=>80=Q_o$d1dcNXf;wP1G2FN*V2_b7kUs=HI7e1?9X1Sv-
zX`d-Q%rv;7CE*F(r6iD@$zN`z=*u<nuwRC~H#9w!ZqD|n=RH{elb6oZZLwjj3SEIK
zU<iG>%*O~5>{V<nPCKkh&}l0QQ?Ra-Ch=gAxuUkQ3*{#J(-33&$A?<JptCcEvAQMn
zlRtr0ecZ93;NgM8c30P^n)L)lt0N~64X?n+i=<D~)SWsU-X7<=?s{msElIprR?YKe
z{C0BeXW65LOi@G>bKc-?LfX%LtDDoTgsZKN68?{LPCn;>3%0<4C7aH_P?KZ+G4bJK
zZo$KfM;9L<qg&M2@z+b6q83l>qxs_sd~5QSz$6o8UaEyt+V=W5;X&h}`FkZzmF~;~
zQQf~e$4+a20K7um&jUB2GK4-XGrkXnlcFfTGf8srf~V6M5a?njuu^(*UI6eyl`gd%
z+MFI!&7-?qL!$Q5G|%y40_GTD>f6=Eo+rE|*A8Vk`CVj%>Ln(efMf2Ru~v6}y==|z
zz90EO>frMuaSLvTd$<bF8#&;GZB;$*B$#x0vTeUKbu#1Ydi4O=wlcLEihy!>Ed$AF
z9(VW-(l1r$$B1zg`kOR$uB=CCD1E-~7Syx6-Dk`J!Ua%52nA5sVZG(=siNSZ2}Fm$
zN1SL@zTnp+TFfU4hG2k@%Fuz>k*yR1%b?p#>C)Gjnq-TDHnae8(d85C*;|F-?g#B%
zQo;M5@nmSU8UA}(1(k6{cM25F-$?z-{B2iO#%p;|3(b0hKgZ_VI{+M57|-oX+ybzU
zk|Zjgr{cf%^Iz1?*5D@ayS&*Thy<bPdG!v9N{>{Nqa$D67_Sdh+*qSKO#5!DI8)rs
z-7FnSFIfRX?2kyOH>!I%4y12WtrI(HY6p9>Gxcs0M7CBoHx$kq>*bCX(H@q&3$7Bp
z&F&gGF8>bV2mIBQGFN+lI%W0szN3uK3S!WZA(53<qe0@W+`s#EgDBl=!0mv%qs`p!
zHb_iKD0I^!vEgfqxFE)g=!>^35~@+v9_5|d^=H^npf+U`!6*Qw<bkQczNhr{7f;{Y
zHEQ;v$dBZV@b}wNIsaqO0hh^~5L_8n>*k*Eg%U+Tsn57FB@!;iW*rI*6$wpsvPEFx
zQiO_X{g)bLemD(ZQafo8J8@bt<qiNqclB(<QAHY;Ph@kqPR+wr@Vz-$TACzVB|w97
z*ahq&PP(;#02+X@fm^mtP4YBjsPi>;wwGK)?5d4Em*q7f%TgIQO#)S#(U$cpVgG;^
z$NmxG;?uv{_WNTmFj>?WZIrbo9J;$LHnvuh&5XV02G=BqkCbNqCj4c|cmAwlo{Qaf
zTC{87Y`{X(dK?C&!ST|}Q%WB84ZluYd*){eGje9UA&9*nB^lv2i{P^LZk_*Mt#3%H
z>6h)JSJ;3nMMfDFqK*gH-(Rx>a4_co&Ud$^=;Gy0?z)=$UWGp~wSADXFjwr*j85{Y
z`K19d(*f7^7K4~`+2$Z3zw~A|f&`Hp!Ws6Y*4;wy<s9(vcLg3b&!@eHDg$XGWrM+-
z{>yq5>Q3^%<rg1uygU~L<#b}Hf(gT+38p?yG*r0VJ@waW6_rO6__2vOET-S8`xmw?
z#rDObCy9CsXf9lxX5@SAs|$>Lg(b^H`q=BhgJY79hF<vYdHLz_Il=ea%W@~Fl#_m_
z-=6cUTM>O%y1O2lgSuJ4j*e2Ix-uS5--t`{LM%`Dz>Un*Ud@S1vl4FFoW;=nd=t50
z56dKc@hpGYYY%?}9_Hf@Gmj7PGyMK#{EBSrFiYC;&@C%;Nb$0PRf8(z1~2=bkMa4R
zIQr+G<itU7-GK;`wOF+%=Yw@fPNsd?M6PI$c4*VhUDwe5R-!#opC`>GKei*cyJK^?
zZ1grptGopey`^0CZ2Ce8h2s!0%Yu{3u#h7Yv4Ls_-`RGPF?ZuD@fq_Z1m1b&s$c*Z
zgnpQmA_yL0E}Ldt4w1|!AeLv6>5g}Uhm%d04T2K(w?lcU9t<O4Zzd}Op4&He>v^H*
zg8R?CeJ_Z-wPV4%*!!l4Jhc|*LSIHkGwOD}@8AD+AoKXr--SxsQ1Oe`N!6UeG@%g<
z@&{|GS!tuxj0TS=MnXD|?^hmtNoVQ!Gjw9PtMR0snEESYwFk<U`Off95x_2_v|4*v
z?vW$w>1Hbw-<=U1p4$MHiZP1TX9yAbBN9->imEyYO@3UWZ42f$VN!zh21<RTc@<IO
z@fo?7yz5u$C6U6kUr*So@a`BtqI>?q&-+5(w?{JHm_s9yHGYeaAi}z{n*&@tRADtJ
zQdl*pFFjjnhv$})INimQ?r7*}(mL!nUIXueJn=oOxfDO`?{K{)T7oIuKjQ11hntBs
zbP7%L@$AchYtsz$#%z|U)2m^%hbk|{9WTycWFB6=`a}cWe`BAtc{~<OJABY)ZZoI{
zjQj4I*Z(pMDjyV?m*mr#X&R~zSe@9UX2H4mo^j48wx=*C*(cV2l2Z9V5vC9vmdfTm
zc#Z#7B5rxdVPqHYzMb>Hb_Q1Xo#hU}gt$|c47Z)vbPYOnI_v=EcNC)ZExR3<yqFe7
zk`h6b`d)FZps%`mbhf=QPpj?K?!_u}Muxq`E#f18M34{dC`G)`r3bTn{+KIMcx>YE
zT>#)aZAAuT0TL@+pM907WO_%@AE?mU-u2&%5H?BI$$CB}f8BP}!A~;qx3Hw&{^|sx
zDAC<k(@5bu^$Zb2ow|a9&UC1C4Yq`5Ap0)=gCOFO-z`rL{q_RCk#&Wt8gkkP`SD^I
zb>Jzq9dIsQ7<2(M?avFgSCEEVPfsO@PMiNA__32dvF}<W3f*|GUH{p{*IZ73gb1{=
zRh#ZTe52Hfe+BZU5=5Cg0#D89qP}U-#Y!DH+_|)}ELt(Zsnmqwqq04GKi@8@AIo?H
z_-ygXGh4{U4=lAs!4A|6EUac0ws5)a?}{@i5zAJ=HDu=F284umPc>aBkN)mQi#X)V
z05*kYEp|US{)GrXtpxmDCG!}$)?+kSfTzGc5vhzD?eu0VqV0*+uKPtOG}d(52lmra
zGst3Z6pNf#3v@=}vC)X2uZ*vYW-4gP)l}LGVxo=J39*nA1g_wM{q=y(%b}hlE+MNZ
z6`}Q)*}R7?k*ooz|HlDAg}xI>={I%59hY2wJo7bM`=S~y&)DjbcfFh~XjTthf1UJ2
zjmE3^ClmMBXD@!icQ;RF5&-#L->i^3u?F(`%}+jY@o>8@R(AJwY>U5E3lHRsYdn^^
zQ%GyChx*R++r-%eMSbbO>hU6HToNf%I!{~vb0Y8X#VwVGcm@;pfDgv^vqt1BzUbMB
zZUoys%!W4MIW8~sdwBLeoS#o^2%etcC^}Vaoci(jObxja>9m^LcR~KPKjYC-Uj=0o
z_NKdB6}8_%hoTp<rT8JXJ(`#|Rg$(}C_lF)Rt3VmB`JXDUU3+Hy}Fcqe~fO(ML6qz
zfgLRRq}i)rF-@B&R+p|C<Ia|HP>^~+QSxiX^?^fug7k;G+tn7T{^O_rgG#6(^KDPt
zZmqsJy%5~L<46hmUpg&`U+m}HI&8>OqD!!6iHA63iEo|S*Q5Zt0TcvnaMf#(7><&J
z0-*4}0lB_M-$`3;crCiTpn*TaOZ;Woo%$trUjtE=aRR5?coLVMg}xn_+$!0t4Ja1Z
zPnzt%pRro721U-jhcY}av+6!BifS0N$4vNurExz~^#b`peY49kG=d3g2a{&Ew;DCA
z2K2Z{NMtQ!o5mNtx&{NAJHCn^NBss{SClDeGz375k6oqH#Z8rf<?-MCFg0E*GpCmL
zCsnefA9&Q>o4q;8TjT_p$`6J1(^QBY&cu-x&)r5{@;N$6c%Zw=uvDHz*IvE~n68$>
zB$vnk1J>i2fbmXV#-4(Kc>t*Xr=utBq<n<Vn>38o?<()(+QbnE-GLFNf4WKkTslb#
zJo$MIs<*tIi@KbsuvlFRru{|quJb-2EHm=W+Hk+ver044JJt(c=z#KEs>Cl(1sPnv
zf1D|llz8z@KN~jq*45<r@WdAmOn2CE3yM4=cpH&QPVm79XY?)3NT`@o{k>yk<DL5l
zeA3b40nWFDioTr%ecdCk@Ppq8V?<o{M2v4YrmQ_up7TOkV3o=Y5Q(V$<h#}@mpjs%
zCACF_7+?_dQAx5Cae!HQ47L7ehL>bj%~vPVDrSOo6YKx_!6ZNw?eSxCL+Ls6KYw`c
zd_}L@16Z%IOD_H^&0<exDMEUWRpE4<CGqB<VV#IQ_Z@0xqJCW6(Me+mF7o^-+M#0)
zj1AFu>f_oiR@sxkd9ist^SpJ?RY`zbuZ1<8k3Ib+t#YW-wkn6>tA>ME+49M}Pl_}M
zfV5{G!EvzF&Q4c&ImgN#bPM0(J<;d4cQGZ9EBl=h)D%$Xtd+(tJ+wnA@$KzeS2m2w
zxMNzjjw;O41-DKbdH*$#`hQ=Z^Ko!b`eJHm3B;SiAZpK}Z?q-ZNOD5?E*eMJ-%j-s
zZ#7Rw!EV*&neXx^P5=<r6CV%CKg?bjA1+Vwow64@#2%lwbUqrwz7q*N9^SRuyu-!k
zXpQaadYf?op1;O{6v3x<bjuqO1(gJwRV0tcUP%I89Q<^-(uU@O51Z_fhTQ&-%Z}Ra
z=bx=l+bN&M&RoWj3y?O&Mn)t@mcldri36^QD_)@D&trt{5Q{XYDa6p@vH$N3BtceU
z=M9EM%;%S%T}$u}z3SPK9#JLh0&}qwotL-c_*Ak~D(x6Q?nxMRy%uTGV<Oydqd>p)
z-{a4kvp|}R!iK^Dk4w%vjm0_19bL%yB0r#e;nn$zFw57UGX|%);`VORu3n8l<OA)I
z26Nqoc-JmD6+d{x(;!89m;Um_yXeNZgvSlUa|KwY<Nh_<O7wE%#<x7`D~Xb+c;e_?
z+5bD|CeAm5&u!1X@eVU{Br1K(>u9_>*qwj!#@kYFjUbxlrOwBWwVEIz^<S|hdF>vw
zgbZzaK#Id=P0lg%ycCsM1rOt})b@|J$X*P;2833a=+?X9lOZ{km&w}IldbW{srVe}
z-DzV}5oc<<Eo=*8<hRb3L_c22H#-<``((Z%kQ~7{`2X61Nf2W^p!4w+qKi)PD@BYl
z`l`8<I#BsNBarmXs3Qd>bkJqnGeOlzFT@m|x;zh-IbPt>S`OS%%@#|?mZ3xqmd9n)
z|10QzfDzaK_>^GH?lAQSCLu%d&(30D-Zf{Bdr-vDt#~?IcK9i2$ouW*8f)%rlnbg9
z;y@oTB|;A#=Kltl2(pyDZ2!VHO&`lZL9f{0e#Azk>CJZdk@!J;Pw2D7*e&PJv!!u<
ze5S|jx0Upg=Q{C(8=;PuDs1`=4Gm3K_mO1NYbz7Uh&z0DVdldlkEg9halB+b^cB>%
zJ#W8vIBOMOP<)=vh5Q8^^n$t0D0gQ`Mfx((VYkYkD>C<^{A`N5x^hQZyR&Cz)E#(;
z_V)J1a)q;ego6GEfT;uRbQ|sFp<n#Y8W(?8RP@<3a`;@Dh&=ual?)UJAxGF0kO!L#
zoXM#R4BRZ5;tM1zNq?p9`TdN*zaY6!QhkH8`H8f9kC+%$uzb<kLcS8%I*)7ge!}`R
zDEcwH5|`C_Jd+{xu^8F<x=oO0{Q8}_HwqFYZ}3N;1Q#?&Wv*{~eGWeTUXIXIj}GVw
zjO0TKArH`y)dZX$AKQ5t9sucbe-;#kl$Cw0YT5oGk&o`aKgMseo*??39t`v0o<%7v
z9Qg5}U7_<gmVmS6VZ)z)FImIqsvnPkCzf-m#uO$L4w!2T>9botI@)z!QV#6{VP}3d
zaiSaV=<x+4I3WRehnvgV91NJqq5cp`nhomyH0=8N?&#@^13XhP5jmEXYhukf@qGEB
z^TY#EMFMk%I4%g14<FvJgphd3<vQ%nUclXy3|eBtZVh?$ZGL*+A^R9I{&?1gFfs)P
zYC|a~C@i<QQuRilyo@<ch<*e>2655(u<_nhYd*-~u*60Rc)hCjFmOfEK@X$K0V$fi
zUI`Up%qGTv@N0I*)b27M%aZNJ?4!SrPJ#krYTw;(z{9NoLE$Aiv(-YmI)Y!9Qo9w?
za@WC&FtOt|Q+UD(nipahv0E+v7+_LKV?M0=u>AEHArH2h3>A{&SzOpHa+0g&AEGgn
z2UN_=XBuZEIbMXiy1I(ld>{zp#=(z8ttx}z+oM@D8^QO-9o<&9y#rD@+?cJ07c?DM
zarAf#u$@HP)#upn7p4_HC|^~iM_427N$|fT)x4dWHmFj7+GPtPS00?{1Y>GqpJ0mr
zF6O^Hpc}iw0L!|6`Zt5uZV0ac;}ZVPs9UK#77u*c-po?pBBt<+pf<2=jwB}7sd6p{
zdwuR9vxX(>0o~&N;6&=Xi&52fT=wRuT#^J&>hl9a4-)sV3CIIt(YXx}SQD$lHZ?Ya
za&iLybk)_@+uGZ|teLO-Uv##tpT8-Xnr<}%B>r<|j$t#|wk_RQUqJ5?A6a}m*)Wa_
zz??@afbaYr%J&a)h&C#9?fn@{bEB2Xu^`q>Sftu@ytut##N13=gRo)|ckmgwz1A>@
z&L-$q8t;eDC%Y5S=r>S&7lA`*<Wa?E@yB9Rd1#+e=H>va!MG2jvhs4YrQ+7s3@l~7
zVE0MkG{&mO$&OqC0)jQ4oj8cgMyM6axNZhMxI$d^W>7S!zFP|Lc4EA9^K{SZ|8V{$
z^MVB{&Zk+F>`=r=`seXdJQnXfq!193U1cKV&kUwE6~5r*duK~qau=n$eL<QET!(jJ
zl^?Q&QNv8>GYW`rvFLq@Y*vGh>qlrVU~NNZcnSEu5u2<ZoSX~yrXr|l&4|#`yp`zj
z>8YPJ=&xm(;eGf?a!ShC2S7mqX^_|*d1o-;z!~tensyEtOJ^U;69s%M@<R$Znw!aL
zl>Pk$A<y&L(PH{T`puqZ%n?J#iGfA06qkkk`0gJ+Zm-HslEr*jpRe&ibOurCY?y;&
z3+R9?WQlGO0?R*Aa((O)L9q*Zu@kh3*kkop=KNb`$il#`Gt=1Ogv74^VC_GKC>oH1
z|G!7?E-q4t?>R&kL5+=#QFC(MFjlUvt&On{68EaflJtwdU!m<*vvtlED`gFhkFS5+
zwYcu+)R;go8Ux<mo1ShCIGxs7LgNh~aq&fB<OuCRG>rYiiF!~>#~|iv#la&9tJH>#
zZ!MkG5AD|_2XZfPHziT;RnFQdm}^UsdbKN_((i;0KkHn)tOecnItJf)4Pjhq2*+10
z$q6RrMu8Foc1zA%3I%2sVpKAN20aUl)kHSGhnLqm;A~U-A~*0}cg%{jHxdp0UmWko
zzoU}8{nC>6S*)|Rld7G=!i4=`c+!8nNh<q$X~tITZJx$Qb_L`JJr5Zc?!BcCW);tZ
zis{h}mMjCK-C-C9<np)(FKXaD{8~qRetCT2L6?e99>JEEpU#0$6&XXbM&YR>hZh^4
z#>a=u<7L%%RQc{*@*w?fhESD3Ws3qtAf%~Q59jOH*x1CED}V$o_eDeR>8Yt7Wo4RL
zTGu0t)h-kK2d99**T<`l$L*N4pqH~XzmrNxScq)i@KcC|rbp;O3!!F|+o|sRZ5Y2*
zDeJaiHpeX8c1$Lx`$F0bdUrPLWh1YFFLXqFo+trDzG5=@;v<puunCe=Q{9OYmY!j?
zJg)b8t3#G~dHka*6dE2o>Q8cn52RQzcqRaH=W(FT4Ta$ow%g`#UT2l*pL;a6vV)$e
z7`Ba9n3>=8AR?nstak*0Ks47|NEbwX27mr1*GB%z%6^<`67WbAE3CxkfT=$1G6hbI
zmEeE_()WFmv&3Sni!>4PhPn2AAU_L$u7mF#V(fY)hd3@sq`a8FzzG_13PRXKDfQr(
z0e1I3K04h#3*ftA?B2<8tco@Muv_QtUyJZ&H|qHOR0j{j-T2aL)${KL)%y`*#VDl6
z3L)fDQcd8qZCOOeWl$_mwaKHv{rY_hPEkVuGV&C7=-?gGb_2!bx;K&gpNlLrLXWo?
zBt=M$AWFSAn}|$edqnnAg+EzwfSwpF6FHdWPzTs>kC=W1r_;Z~8gkkF?SD1q!Wlf*
z_apil#4t1C|97$B!uL<~&Q=GWIJhf76k>@p5VE%byA?U2f!rHyy43&Dr7ZQ=Lb!t+
zF~miV7~J~fvp9O#1+>~LVh>sbWWQ7#9TM7uO#a7ya>x*1sB)oSi9blmRxcjN_T?ZS
zLT+7MfJKfE;fF|iC{bB*bf}*-HJ5C%ln4;(LoUZZe}Z0f;w3K*c`<<0(9Fz)jP6Nb
z_EH2eL;kJO(<5<zzRp-Y`;sYz+D!oJc2?fK%);V--T&`pFB<~vr`^3hiqV(ccPwov
z(MYDz|2*@Y?VYZus3?kT$ypB49OLQbzvld)-v5q1d3i|b24Llg{V&`8Kej_^76i>}
zb<&0Xd2nO)Tq3VKY1|&iqh15uDI+(thqid>+#b*VUx)VLi2ct1!^rR<IjaALL;m{b
zzulSt`rd+vRQ&WbkDT1OO-ti}z~GR<ovrIpRyus-pe-IqY}`!eu>8Wnz#s>fa(2GR
zN4!V4f-Gotb@h;WJ4;B^tkA9BM_L5@{}C4U5$MR|y4i7+XF}w~;oG-wiPS)NvVcp7
z8a%9EI<d&pZjxdq7jSM)Q(Z$NLnQDyt;-sKfJz(b+;Ig*B^%$jbM?=K51+>Ye^T`0
zl_K_j$h{^n^y4049F;t#b++q(H_^Wja>$T2%VJpCq8wM7*a7bW8~zu<sZ6>(DcVL)
z;s0r6D)Vi@I(6PHNMi4Sb|CL=4G=k7KxCaAmTH3YB_rKluLftQr>`<js&#5Z2so`=
zp7zq}U3X+A_;!&0yO))fp}OwMMud(V^AQ(URK&iVw<lz0XG;>FK?dmF;&WvNVe0x@
zARVLA>P8bD9!~7N=E}v(OSV0fKn$PN+t9$})PBbEAMQwH)=%fQ$E~*--!4oL5$FSv
z5uow_KD3ODCzW{D`-<d~P}Pb)%#p<(Qyn(D)}dk>?HA9TUm#>)DDvRg{r!E`^`Pkj
zX*iSH+uMLhHBw!f1X4$Xz`OaE?gg&#q0v#!a|rmFH2CPanc!50{K7CR1F;0=2A=cZ
zH*K?J%R<LD0gNmxJnyduqJYThK+%9CV!{Yh>LmHzJvV|$k(X0%oNbJYto<oAWb?<%
zt%0-V&3D5v@4gp-Ck5K1fyb+zxRPAIk^eY2<7QPv-_WI=yQK}FvAeh#wW}Z##^$y=
z^yWBQq9U7Wsa0(hh)*TR(ZA!mP;ER339b*#!*yej$Nx~5wNt&@-U!SBJRbyxiF&_%
zSQ^s-dV;&+h$DJUF@dnQwziw!(`6f+GbMZ3{yWuib8{=^3O%(W-$mVe-gqD6c!N_?
z`XT3&Ao`xyJnH>VxLw?ij*b?VmLyZfWnUr3H#9bq6#tGlFf=r@$&~T(x`#enUS8JJ
z)&}hJKw9RtzN4{s|DSJtKi2N1WM#e30HnXF2CNf52Z&tX+yMK{=%ahg6NCq92T5NH
zBmMiH1fKMp90(xFcbm%%wzCvbmw>dEPxJw$`cAE%<-uJp7~L+Pw;~U^Ue0$Q#_f;u
zZbB|QNY7omv<+DBvUnWL&Q==N0w31@!$?d<9gi-No_$ELpT@HJlj!mSz_GEhy(AM4
zng7$L@#{98f!DI7af`C9F2R3j#LtE|Lvj1guOH?ikAjK{Mq16r*;({wXJ_Y|`%Owx
zlDq232P<T@uuyN6-2R`!t}U#oD+{A^gbG4&Y7K;oib&fL!_C~d=_pc0g))JW79}VK
z7(fz&ki-%Yv|yPKs#If&DZ__~sN8}Y2-uLO1EnY_QcWy0fDsUa0SjV6AZONr>C3z{
zuP51ie|xX>U)DKig_zvytZ$nR4mKMSi)<Z#J5t2iYm$<_q6te%)>;&;!*=pr0#IKe
z^rijCa@0GFC(KHcm9CRI9qIMYlsA$IsohkYHkv}&!{HcN*g3>H^G_ce{w@>>fk*R3
zj^QgD2^r2X`E9B!54mTvamQX&Hbh(&MmhY$aeM`7@<uhBo!pE+qWT2RP}^AwKB2P|
z%j#ILm>pLlgRc<*SG4%H)q<4Nj+jlYy85=u0WAG0<)Zl=Zrt>qBPuw8q0n<-cOd;}
zG><q*1`Sk@Nzfk=P@2dm6&<X=N5#gn-&Y`c0fYBHK8tvHUSSma<Qf=>uO}aOifKJO
zfEEli(^Dg-D3tQP25Ja;#We6~TwG}>mf#c_Y`nS(v;Wd|AAH7O%1IW>jZYz7jn6aE
z6vvt{%D`D(6W5fZ1=Zjm=vvnI<Vg~y=qMalf6M5lxcLTIu93MXCMFT|5W1bbr_IUO
zZROo+X|`^J{JCN>VRqxc{=-8j!V)t4nORw-6&ccQbxUS-Q<|z?k-fI~SNYfsgp1#U
zq~=!(x&~}rU7bm=YZId-Vx%!Z?W_T5-Pz8W<pq5<j~S5A31bh0i8pSh1_FQ<>)y4y
z1zC+m&aF0|LLY*@1^>`k3Mht&sOkSGJlrSg;n&$6xFV^PZ0Y@;*Qa-6Cjk1^%+!v$
zA%?E1kOIZ<`7l?Xl9CeJ=BMdA*Pvfw!7-av{NRNY?W6s;poFDERPN&!1CoZL_=?g3
zODm^o8DiedH~hf#Hk#g;rV%Q9_r)GJgTwO#X6)g^i$c;BSZS60qBYZ-)c*3`01u)~
zk$TsuwzjqtbSn>1*66*L`<$p&%8_mGs#O>$QsQ%g%L-4QRqPA21fj7))NB8UyO#OP
zI>Z}pHZOCfp}+xddZ9o6&Yt&w+|T%ON86MyfI3f+vncdSW-5c;<X+3hwG6LzWe*oj
z6Ssg2pnrb=1d}xqdf_TAmkYZ!$WW}q6cu!7N&dT+1P?0+e%X`JPEJk?vWP0pi;3A#
z?iqQ#zTQqUz_s22PT8~~d5~*$bte#n${F3DZ_(PNrl!tINTS|`Xg2py-lEp6`sRn=
z^bLnJNk89+LbDtN@}Z;0LEluKi|as_;Nj_+j6BO}JHK_}G`^<aSR2<txqe{e>$Lh2
z2o%qqJ1<U6rGJzATR7NmAeHY%nNd+ua%k4Y?q~wqBEI_m&zWQqv_|&J8ap7BN`ndb
zgZ=EK*D5r<?Njonnz~-}*VzB#7CH_{;wzT%A#jBQ3@GC;-`Z`c+>Gx3S-QMg8N7er
zzBOr2ZZFSX6SDLH^l9D!1}YiMKgxJ0fH8=+yXbTrr6z&~>~T9z!f(wQf27g$a>hk(
zTD#O@noV$J*?IRcJslF+<@Yw20PPP%0fO#wPq)TjU-VUf(wwxeDR!!j#DU{rt*A~f
z4Ef~ylA*i+?!w%NN@m^(i{|lc(Zb2X+=Rk~HMpC_A^<e68ph=tZNQ4a`t(&|@r4mZ
z@$6iGWOGX2mK^<{QP`D|lCmr6U9ng^FWHI5KVuMyP*y=L4XpX_XD{zsr3(atut3+4
z;rV-@T+^2$%kZA9qwjG9*$}!pC`cqfV>M0h>Fr(f@9JtxwMv)>tZb_M;3QcDz__|G
zS^14JaNpMT@?%ZTKShnI6U(l(v|JX8eZe(#+u+(8kq@=9r|J09k#}thXA~YQn_SR+
zoIIQse!(uq#Ok}QBU{K5zNAD3T?B}8X`K4yu8tyMAYSh7XBfl-fv!VCW6V~x2!y*o
zx4yNtbuhEb#ny%Vl}4jk(y{NyTlo6<$u4GXfOw2tR@KGwa}Mt6dnd3S9v;!r(aw!T
zXTEYU35Ku$v9WYICng3|7#Ru=A+U{AP*(fgW}`m;{>_^ug@vnqeSN=eo&_Ih3jN<`
zj}K8xRXQ5L{p}-dmmuY5`oi3N(w=PhKL{WXvpf16d#mS?*TB#`Xfm{;Y4bn(w?W>p
z^{wMSWsCBb7G6@5Cmvlxqi4uSdb@CDX(ikgn{c?Y(H;RjPuk_eaz0~aKL+96rG2%j
zrxNLd)Ilz9jAtK3RIX*k1P%L4Ev4p>EI%J=O_}khCOp>IIa}}YcN(peXr7foO`=yB
z4sO8S=bbyK<@{*t`YK?ncCdjwEJ43th3Kfrj}`Q9y8&bEcAtdwqn`T<>RE=|0rAi%
zva#Zs>D$V`2!l#Z0RL|=7#4W&cliwR=MRBr8Ovr7i-{(K!xs;?^DW>L9vZQ?{;vsz
F{{^Y!WDo!V

literal 168877
zcmdRURa6{Z&@BOiySux)dvJFN?vUW_gy8P3!6kTb4eqYN8Qk56xx@GW>%QN|`_OA<
z_4M>PUA1fPT{RP_sw{(yK!5-N0f8(hE2$0v0r>+0;?o@*4ERiST8=IFh2Kp|*G<FG
z%FWZ%#S%iv)XmAx(ap}*jLgH*#nsl)fs=)gg`J7a#?8&iRe+V%{{LRU;^<<{I`<n>
z2z(QGCs{pL2nbZukK<FhXqhd<CkO~RNpVfDoU;wj93pq%)AjPg`MyW(^7=kY+g+X*
z28O`TU${~wk#rAXpU(;+jMeJiuo$J#KBfK;EB^%}0e38%e%fVUt0B@ON->Kkrpd-|
z>nHS(cy?xOwaMAR`?{$@C<jOG#7Be@-oNA2X+IJ!2=Va_d}6pKJsCpae?OSygD?2s
z(`zyRU!0C>$&L5hqs(#YgAW&sS>`hBgVz47>)hJ!HLsY#78K3e{Y3ipFxvQyA{vL;
z=R2eeACWTTkrUshLCd-eViHx?f%*BrCfKoVqqcF@p0@;h(bu!a9M4Vfg@uKJQ-NQq
z5mM1O&i9KtoLpRYVY{bCN89N=Z`3-5?u+8%#*A^NH60fT_HP%SJ?0ndZLJ#)V`F2j
zcXJB(#Kb_@=@h`d--$-P+3msPdLRfGE{GKl2u$*6g#t$&lwH&P@{NFy5LIt;ecf;7
z7E_ro2$8k(D#0b0MoHl4S*PbktETOMAS)}Y^=UWS_S-j#{OQ}9an{?eOaFL%$F5ZW
z*9YK6Yrs`7>CDQ?2>URR>&W+7obeofR}`Q3`TX~kkI)c#t~>jIUbo6xTGC11wqbu8
z_vGOk`=Ph20X@x~-uzQjQ*#1djtv5V_c<Q_Y{LbKh66Lfam)Bv!7=c4&F?zeSg6i#
ze=Ie}`ydmJ9L3!2>b^EG*U=9^2+N!;<jv9HaV}t^XKYMr{M3i5+w={4)h_Mez{;Wf
z+3H|AAH+JmP4xpM9Kh^+GfLa@D|(?=F4=4Ab@Q>^@}m8e<>MKr1TTdGZnL)vPG7`p
zx19Qs*TF}ir*W96(=f4T=eP4+!pIU`CYMDmoqD@f4ieupb}BhYlk45V9G{blw_V(x
zZ2&3gX)Ct>dgvp2IldQde_C4R7Z%)F`<>s?ojW%C4h6S%zL374QBzZg3+8-L%;t$5
zCJlV+b=4B)qmCXlW72B~F^}U9)2h-|)7Bo^?DF0EWA2>wgBWEvu(LMczA7ax?WW2Y
zc#^P(N`{4S4UPfu(&4b}Fwfl0Ed>xS`p!MR=fZ#U{8rW7Y`?~{d(C(0v)q9~6$rto
z{k!+_@wQ_NcyURJ<n(&p(&)4!(P_jA-V2j{bBqkB|D6`Vu+@p&p(VStl*XasygAs2
zl$7)^im}FIC<gxt81VBi8Ew8FM>emcNcp;kif|~E+`9kchTp0FR$+59PRrV)^DwcD
zzW$oHWxU9XO{q%$R2;D&-$91?l}{HK%~ye-$H4Fb9XhP1f6Lv{uCAOc>Cx@&0wSR2
zX$?9oqsJ%Y{%yjoCm3dCW-yKmXXzBuS@!FPNd(K+887F-OFg!)x$+rJUJsM1SXxqV
zy+5>|deYU(YiThsGNKB}D=47)00p<6QQY0#*ZpoMnG9MJhK8h-g{~!Olyja+&$i?s
zz_HY)NR(w05b&8Xx3fD-aC!E7PjD$JD#D7Ef_OMv?aveT<pacUUcCZA>Wb5%AfY5G
z;<?|iQTh&TpYx}~hXJN13l(n<Ej_|V_c|Da@x!ho?IiKxv4p&4YY(SGSFw(M!H6ua
z5K8l{FDF&cL%iMMhK9sdI<+F@2KxGhhdHh&v^h?YAMm52r{CF)X0>{KIENhrqovVh
zUmi>ze;<25{vwZU)AjDB+G(uD%7K9(^4D%KR9hc6ecN`U7+Y_~81*_lm@oY=eNpLg
zqX)f)1vmfx)@yv)eC(F_{{1w_s$6HKdD6Blcj$iEc)Fr2Z!A9Gj&h0*faK7+1G9Nw
z<Jon=?^W`AnqeNdGc5YfZu~NrUS3;k-5-Vwn~E4Jp_s#$$o+k(^WuRhPN#?tVcE!+
zS@dN#{^<PNU*XaHylHv&@zwZoc4NbTM!@&+qNKe&3k;l1@MDqOyZ|4!rr(}#`5)I^
z=~-E=r*il|O2q5-Ck|Kuu4&qz53)aBRidVkyQ{7)Gr&d&UUq80kq>}#Obg)*h~*{u
zQ)9noW?`{c5N?WBOSlHUs|b3mwDEn@U^H$tp<}1oy62YvZkZ^sB16Q#9b!Nw;3gT$
zQd(L%gi3CAPJva}X2Y<<gE+$1&Fzl+vB&e$h<v<(?{<PS)KV{;Xqu6LfB>2-4@@Ue
z<6+_9q2v1)`M@)4RHpI6+i<(GqM|RY1}q<}ORD>@m#l&yrkKegg@q6bH692iJ2)}B
zjrRNAhW+t$M6q>`HG9}JY=qBhdV2IzBClsq;~zu<r<XR^I4$Bk^X}MwO!FxM97`fM
zAzVYZ*`UKlt4WMYFdZ1*3IUriRfN>Qci%@&b>}m3o|VFloL3Pw1P23MhKPI<^!|uQ
z9`cd*LH)#+nAq6JF5k!Q3qWnH3aap3LhI{A$Kb(a_FzA%C{vu!jjWonF>BK3UJwUM
zy28gJ?5FBPArtaMd^}y>xkoe@#rsN;tH)3u5`+P|1Oa=#z_`#wxyZJGm(7j$KQj+!
z%4au+ff%*G*iQJ@BS|5yr?)CTZsc=ZvV88z$HViG1+;!|PCEu(28x1p1yEU4vkOM?
z5a3$%>(?>w!`$KOmd&vgdX0~8AD^BAz{JRxRceX{(`Il1&IK6cc54S<9%E?mbAp;M
z=B0;H%oRv2iW4~Ly=`dVpi#+F^!0rWvSdj=?FBK9Q;@_19$zzsyl=>xY$4JOTt>x}
zj%w|Cy1H_Y=gUZSFCJe}PY^3k1rTvrglx9JkVDldRs7Y|bYFlzGfd*k1fe4GOcjmG
z8nAeah7!Ko?JxL&*OHQbt?|yn;^Gi+>2^Edhl8c^gP~W<<M+X&=QaL-9w`|iN#WS~
zHVWpwZ4jsRl*MeJ6c-nl)8mGx>v2gs<m>m<!|D9#re!0<Gtz_)&UFAMo2C7zFp%G>
z41NV{b*OPz3`W3=6*vP}l-^ugS|U-ucml+i6&6DN5F>*S6UY^@5$@TVHjft``Zx~3
zh0jZr?iE}Fax*+MCw;}c_R2{&4tVap`N(08%NV_Z^C0#|d0LLAv6~MeDGT2(Ksk4%
zfyJ17oI|5b8QAe!TU#q?p(iH?U$1-C>$=w5wi8BZV{7|&-$m`~S9v`>eEnuS@<iFU
z4g2mSB+xyNDaiMx1^#&J!uN8s%WkVXx1pgSn532p*x%n@>uslF?9UC}hFmhu$AbS+
z6L@hQX2uXcDx7ct>4zjL3mj9`bl!}8G19L$`wRw#`ODq$I#?1Q{B{tHx0id~?}Iol
z13|BCU@(7rnsf~4|M?j)gZn#9{_})2O3Jf!)(_BEJ|e5RVma9R(dx=dfxWNnmSZW)
z8&jfv6`$O|j%D_%zJ3r8itRnCvJw^szH|0nc-H1F!Q$|KVR7-(E3AGe1r~zymj4GW
zDOp?7A|oS%(^cnnZ3cElaN+%qUaz%>i{BJ>wxJ*XeXreTG=4_-Z%YSR-@&OKX_zPz
zxv$VUkA9MFewH3zZJvz5=X`nx^Kqr6F~4W6)oO#~*;-3Hxa#7;l9^)sev|%T6xQA5
zmHf7$Ncqa`m~aG(T|4`)<J-Y}ogwVYlT523V)Ja@vLQ`{L7qHXXYv<vivN&kO89Xd
zDp04?_GSQ6<tjP<EhJaa(*?Zs>pn!*f=UKlBQJ7Pktebbo@jf!8Rx(3yfxwtJ2^R7
z_G8XfZgkudVQJm|2{oR^q}O+`(Sgd)Vm(a)rnUD-PA59r{|VPeDJdu*GV0Xq4G}sH
z9Nq%w*S^`?@5c#VkR{5ZA%wm=JnLi$ftoAuAC^nI)QcYEnRiyL^MUPa*?i6v&GwDv
z!zfnMdBAwm-mNEa!B2xdUjK&`2~HaZT(=0>W`QpQJA#8&K-_EDw<C%~IB<c&e;mhd
zSzwI(XHpWN>xznk^%||Z^h^aeORXj{{`zjc8U;M{lal;-3nO&kV_Ws|^yJ;x*qF!{
z&3}0CFssKqU8*)8O`--nfjqBW_@x>{--2v8o@~p_PVZjPO=!PCY#pbQin6(x8L_}X
zQRCNt%c@wRw_w2*%Tx(`nP)QU%=lj0m3BKN81H_%bbXr-%E<@49fD4dA#!L;z$#?C
zeQFF604u+N$Eqb>nDfY~;~%}p5z2T;IA_&lmfn$(5pqk73M}4DFG?_5z_Q%b?vF9n
z4sa=n0FPCA9NIXi_@MOC+Q2H0TJg)bX!vRwON!s33+(*DySuvsz4SrlAFG4k>ky}A
zjPH+FaMZS4Y{kJmz5=;;c}Y3^6)6%;wz~amSJP*9o@Cz6w>FYhL`Ji?zk6K|;;wdj
zb5>VZ!-@o3=QzWB<PeNQ;ln&%mb#v$*M@Nx^Z8OGyMKQog?%5cM!^D@A5{Xj*x(T4
zk0#T)Zh9Yr6%*_d&c#J}aG7*_yB;^kb3Hdl?~do&z<6)H9wIb$-+LGB|F5<jBf++l
zn4?PgET8MSmiB(5(Hga7E8vxUpMik^Wxe)M_|hA7t=S&1w)M^f&JAGWGJrQWHr9dz
zAIy70;2X=4p*?kA7PA<(r`T|ff$eC3Ngd=FX<Y-D@WC9Vd2)J+kB9d`1l-_6hbs#C
zZ@4elgE<q2`D;jJ<!^(wq>q|%1gj^LZr!%~<JS86M0)of^@l$Piv!)1z$udf3odKd
z9me9~BIwG`5^QU?PpWDUk`!1>!B!ls%Bg}Et$-~K+ndk02E7}eTa)|g##0|bO`=w)
zV~PfQ0%tIJ--5H;dGI5rLZi&(ZdQiVaZ?D4+|%XSLvV<J<iSBCfp5+sXdi8f<MTD&
zJGfOFXAWn|W;5**7v)GArJA+D0{h)krEHWe(c5*`>3y&Wnt`eF?MOxxavNL>fRB?O
z>^*Cfva@5#G+tO)c|sa@89RmFZZ;Uza?!o*IHqd`?tz~gm$PAD(0I4}Zi5<XbsU~=
z_QUO7!Hx|BY!&0mD=RUwN+V6!=)jE(YxhG_ZDdeT5HHpit;jX}>_^+y01lewNBddW
z(4cOUMbo!a$9Fw|ISBR@&Lc0VLRUX@Tb+KvK|}VP-bYc!@kxA`cF+v}3%Gq?KA6a)
zG+;>w8&UM}bXMGW;fIx=WkLc1BloNnu)863GrD>1d^)ohWvr~M3>gNXE2J@@gImNt
z@_nOBn1eju3w|44Vq)U(PTG&}g8?aMu?03ci8eMid^URZx>#G!Q=S8VZ0Avk#yh=l
z2Y9=$krQR9Pz3UN@?Z|Kx86$s+g*5nAK*G-X-WIK+R<MDD|#@v83eYd3QUIWcZ<ru
z`mb5R#%#AZSs4Q??dTtY(fwmHE3QGo&BGJ*QS=4w4n05*_U}tf9}2}D`0fWrR&$`|
ziX(wsM8Dq`p^r%OesgpzYiddbBi;E!nJ%1&YE7M-KAMDp$Br$2?jPXpp!dHfVQng0
z^v(3&zkeug_Za}uVcec4DeYRL$#(Zs6i+&oVGz}S6#FsG@XB_U{v`PSFu>qMzw7C3
zwtsnjg@=Zmnj9nkZz%Gn4@WLrqOPf<LpcsIFw9Gact-?ZV*D6(_}}MzM2@L>c_iPy
ze+N~#=R#i@qrpM{06L1X;R#L5{?A~=OHh_38LWiFBVXR}l_8&4y-HSj@sI@mccu~-
zSQS|En#l<_@ZaDi9AH26@vPv9z=Y}pe{-y1JabGxaTGXEsQVxNa{slc1YCB_Uf13v
zdZj<@Y+~o3Q}~_}-}@K-|L*vPS|^#<b)D^8Wyu9SO|_dB#L$L6+2vL+!Dk-ME&=|2
z{(u|=sDHqW{iDrh8W&jq#YYqea!RXP$^AEmSX8yb=OP^753`>~4Qo`3m^0<%z|8L&
zVeOT)<%H;YLx_NdV!i<0pJ)&#!jou-*wxjPmfz8z@nhT5ohMJCVb;qx`1@Zt)=9SE
z0LKh`sKKgkdk~ME>3r^njI{^reICP`-SDMwqG^Az{TaHZoRs@oIf*!nYM<Ed*Y>_o
zStShLig5zSfg$t!*#al1j~~11AE@{w6vJeCiwWS_oP8iE4YZ(Pw8|ap?S+_4L#rY+
zo=h3aH1OzOjTz3hA`Ay$TP^KnJ_`LkaC8uZ1CM>4TQDTp5-xXEXT#Yg6N}_k`nZg&
z%#OOaUJf}0{h$$xWY7`M$-i654j>d;km?yDj?ZiGfAwJ%HX~*nkP{l}7aGKb+cY|y
z*>O6fjci%NzEet3q=65Wpu&g@{6^AC+WDl>eSiNQ-@6r;Y6eQ6Nk&JFz%B7;eCA;t
zBFz-wa+(9$<OFxvHKr09#Vy;i;DD2``d@rr*dSz2lCtZkVPlW@&2WS*UMcE?l^3}m
zE;!H<g7y>n`f%1Vcd3_&OOMuQMXs|h7yhp+L_{=s9*$>&u0S+LMcyz1Duzm2ou;vb
z%NxJNm$K$#&AgOLlgd9SEVd~;4^HUmg#ySD;9*5<AU6nt_S0MXTce{`phw2E|Ml(q
zGhpqiDJ<h@)Ru|Qm*OIVFrR9c>_KNDi$B4q!LG{^))QpLIQVn$G2qIcrRT2Eagm%K
z?D*Q>XQoyt^&>q|XPjm!5c(M!7&wm`MlBvuW?caQ#pgk(aKVX|fu#W-gNAImpks)Y
zKC{Co)Jy{x{>rmoDrcs_UK!@ah}R0Hd2%3lb`eQ;8p$N03svOiCT!!Hyq5#d8!k_E
zW+e*B3aSWKB3hCIO0d&(T*yv@5D<NSpVUU}8L24Cm-Ya{E#@1`pTEY7&ruEC<8iwL
z<v>8e6*FGZR8^ojm`%|hIz3R&KkY0VZTFM5{)`juH}KqWcU*f{iEAmd(EpkDDoA(n
zPifTFRnC1-)^qSmXQ}b>f#>VyR+P~JZC4vC=r^d^*X>fy9*QsF?Gut!e({7Wbi>}R
z<tzNl>ZIM2*@A3C2~Y&7Lrh^%O>_BA!3e@DM+e>*ZNl$>uy*6^l`urT{Ac99vuYlx
zt5kl`aOeUC;ovs!eKLojH}J1$R?uOLP!p{pO><5BOSW>M*=Qe>Tn@BfwF5nMR<=t~
zN_tq{r-H8m_<BF=zO6)!j_Lb6UFeW(e+a%YxP9Lm>v!dQH`nz}=1vz;q7xe1-o&F7
zc@wA7vvN{`&92o~DrgQGv&1adGm?K@zIe^A{Cqan%>EV6!oh1a=v3;jVjZ_LW_Iv>
zOns<RC8UZA<YtPzWp}<vdiHPaU^4>Q=Ez@!#S-*XjzO8nY6Q}jLZM7~s+7cuLhm~P
zL+;t$u{spryZikHKzQWP9yJk}Bc?RBEBsJ8?r_yi+i$WSZ__T{AVAS~hcX$UOaOjh
zDIur@$CR5pnE<7bfn~itL}zJr(I}XKt57{rv-?x6CRveUkx;S>4g!m7&NNZAiD73(
zRZV*oxD$<{R!DmT<_Z#l_IZpOgZ^PEth!AicDe$s6ZU``R1E1{7~S`NO92M~59<OU
zJv)4NHxLy{8_-su$2cc$wxd!^;o7<UQ!BMS8}K}$?M(V&y4EV~NT!umjl)cx*N21p
zLLR|`ps6nQJP5%`(puw^-jXlbk}a1!opp|HMaJ@lzu^Ll@-NY+X$&E388%_f;mW!E
zf*~cC7XNgoRW+~5c<H3net!ZK)0k2@`!kBR?&!0cPa(_+7VxW8MKJ5-<fussB`c(5
zd`U239u-~$3Xz@W0zqxa%IZf>Z<!iUPpnTe99QFc?+86Y$6pN?Y0#cW+MX7_a*amo
z+-N9sr&i*o7psPm{VW)mKyN^1Sm<gk!OF^|%vwYKVZWO5G8)d_<ig|dFN#SpxQ!Up
z;d60G)hsN1NF2{`sZXon`ZDol431nEv@a9ss8n}mO*{9VnyUD`KL~m^0m<?3blufu
z8@kn@!be6)@JBAd(aKDhYBHFc2jG(8Kk-~X5=VNfmL<>+FLinemvDX8gOn!i&{rh5
zmzyw~3bNOKW}iEMG+X`Yv4tT$)cC{zDBd5YC(a*<fwxY$&FUn(C`pFIMV<P^_e2py
zpI+dD0{W3PQS&J*pe1fSk9?s#f4dU~@|NIAsX{^>6p-|7KWgtGmd$5NdQRVmp1(Bp
z#`T~m^#z1HD@f#sTn2O1GxASAPfVTq4VNeq4bpIPYeHRu9%DQ0u?Jh+v<ObTw+^i#
zWa1tE*ZuF_DJ{xVXDsgVWf89Uc~Kx7cu<1|cB*^^;rmXVB@;Pv!-lUjkbo5BsLpRU
zuw-%=uHAl2fjRf)cQ<4{mI(_(ERe1Q?~~{t01}eJ?l9Nf2vw;Q*KiVDOg&{=<mXw+
zw)yVlg8_+)WBuW>*!Th@EBcUziSJorBFo|w&s_SFVX6Qwiw&WKw^ivd#pPh#)lYu0
z)`g!>A|bMc`|lnkELYKyB-_2}fhY%mj3lcC@ROB!bgGz`+CuI&1>q;3223m1IWhUA
zwH-{(cI>^f#>%}OCEhr{fhz3jNr*vr1aI@->yV>YPICVkKEqN;6&~D}!%e(zov@xb
zb*d>NZ})7+T5L;IjWj2o6Y<;A57~)cJTl8@(QLbi!>6aJl_^Wg!A5QmlCou%>q5g)
zjOekNXc)DJ)1UPU5<rt*;rm{#09TSG=PrdOi;rDDhFqX7*bAq(>@(mZi@N_8q;;SW
zt;j3<pCq7Yj`aIV+?g63e+`ZvNP&4Kco>*vOKK>;xQp<w=T4^d?Ifum`-QMM3bwrT
zKx~&M<<i>MPw?xn)N4Bw{jqxfjx>G`eCl^}O<`qkX9^Z!$#M&dcU56~D^lZ&p3IY7
zw^Dh|3I)4jmR03+PoA){AP&Q#K6#D2qXE%NXb-9zw+A;2`qi-WheUZ)C&gP!Ar@d1
z3;j6t+%Q_MN<r(mlNJ+|`9l)Z+2687bQh(7@u|?viP`(WD!RKtdO=r~S<Eu>4(<?p
zjfg|`B=4w5QBXFMi4_7Kez2W!m|bAjx>#7B?kBxv)h>ao<=7L?U$DZGhiMwln$+Ds
zqDfS0c#1Q(K$&_(8sz*y*qW@Qma|r(INoed<O$OU>CGQY#ys_&?vSrj&M7KHLEleY
z#2_%**9P5yns<`;5DjLHtz)GOBw`XTuKa)H=Dt~ca%jx|QQw2F+c0O)aiizp=kwz*
z&{ueV`fZ^HkU$(4NXY1TeI^y3e6sR4XZ%3Tca;Mo>|#Bb-KbaVoU*wc7ZgKhY0dpB
z)o10g!~U$x67$mQ$^Y#2rYj|%JH2-uwEnf%H0%kJ(OZ;MQo>B7Gud5OSTdGM#5bo9
zy4048GT9v;%MCewX)MA(V(MQYEcquSdEkUQuc~Nsy4a%!8Dz;~$OiS%GuKTo4APpJ
zYHhJdH*B>tx&LJJ%KWmpmK&NHUeR*CdB8EcU4r&(K74%+jl?SnCHF7%T3<-<uFzj+
zjhZiUG-p{irFpRA&_#j&CVH#C!{xXA=wwd*$17cFPE=*`lWK?Ix&U^AY!qt<*#*k`
zEGPC%?RxR)nj0EU5pK8QMqP1l1i5T9-eLsRdIW`P6xG@}R6*5{91>F^g|)i)WQ731
zu-^^1)&E4Jqkda&t_Hl|y<Z`UYxy}3{bpR?`UUqPmj}Yd9r&(1-W*~EJ%hoGbxzjs
zi-J;(9(E+IZFCjG;mcoYT>9nRn6Y{Ijt*yBOsqWtH)C2KE5;I%V9ial1HF7JHvkny
zqYD3o%&AkSx4`9UIP+k{Q^7$JFgREG^0HthzvO|lF@Y*_j*~#HM@V8CIXh7^GYeJ8
z5|~c<x0&fgB!K9(<_$_C0GO|bNQd@&50xv1b^i-7Dto`nEL|9#PGd0zhLjY!=$RBV
zp^4hF-qAN=!QUHha<6bU{*s!6Qb{u!PXACy|Mh;ws2sqoiM+!V;(DOT(C|uQpWK_3
z$IUDs>rBWGc~g_;5t8js79G}TOE?c@OXZgOh6#T$D%#5_7x}Ftw@fO`Gc?WVOgHW-
zh4T|!J54?910ofcL=CUC`itE#+?t3tYDHm4g)iM1LD6mm%oxrBdIs8GS%R2Owt*|e
z{ymsRuPT2<T{Y!nbZoCNVMi}ft7h5hN<+7rb?HuXX#L{jR#(<UeoL;vLqC@_fz{{t
zY<gi!8tg+>2@ihb_&AXL6zv<cRqUn8d%`FFcrH3sM9Zgr{#GhpmcjUh0_7Am6OiPL
zgIocb4cCwwQV^Ae-zX%GWky;YPf}l+{uMpFNucn~)5T#f^vtzrKg(CQH&fKX9daup
zcc!FDws$YoV`g(M1Mc{~)<_&xRkzIEHy6m;@zEygBT(QPoJwUe&{NPR;1bDz+cfD^
z5PmA(sTK7Yf*e|K4r-n24lY|pD~@~=e~zvzZQH0KM6o{Svp<6EXz>Q`6mB6YMd8cn
zKD5&6sHTPf$bp^9D#hk6;gM(d=1~%l)-k70_q0VND;GP#XWbb4SnIj85zM&Ekd6(v
zO#a=;@2%TUh);kE`<$hFs@q)=f#K5?^_?=4RX=k#Udsw`rtgUQU#oO;|4Ero&rek7
z$59+BA_V@}xX!0kK=|apE9y@YqZ!1FyP<5iM&@okX?F4X7G9;gSC#-tlvj3`c*COI
zbGzb7wYl|YMSfOL%h+qy+UX^M^*xln_i<)dYo|a-s`wZ~aEdl`MI|!lYlJkxbe<ew
zm2))S%BIJfvwovvma@d|?VrzGg7Pizrc%In!nLhOM0u55slg6hiqom(VnAT>?Px$%
z*IaLnY<Vz3IRQ%>0RoT9CdDrl%)8XxM0YB^zRw9z{Pq~>!jkLsZj_<N+Rmf!kb~)~
z#-6I;BRSA+=UYlM$0KJ?TeJ7WC{f4aWAYY-WfNreRzIFJfLsCopMq6}kGra%+7b#~
zyhD!O(2^J^$2q=fTK7d(pS|x3WNirsXT_5!41=w2yd1=El&#30`xdgcYwS~g4Hr)R
z%_%4E2<H~uY1tTj=am|2I{aMOekbNf_gE9gBCjqCW^~dLk>uGuX$IJEHb48b%15+H
z{w%!<c@M1D)ql@|4d(DhIc->@Q>LlqHlK2T(kD*ZL>S)taXXVD(r8^_0{IFzSe^ae
zsFl}CFqpf00SZ=Z>b^J?3l60Y?fC+aL>}(H_cTTWy4PJ8O4{>Bcg9zULHzFT^KeI)
z?>o0MuPY=x2KQv#^At>5{@7My1)zE(58x3$Sl-R_u#-i(J{xaT#V=q>u&uL?CHMFz
zDph&1FYq9RMN%=j8IrTg#Zat-^)67|L`i;iZL}EF6!BlogjVoZ1YViZbo=rU)_4>B
zT3g6(jA&kaP{$kR+zDn(kbYf#-!xYBc(EJXYC_X{ozBKNJRid0!I%pQl5;le?7dYq
z!@#uVpO^(cI%D*<tjHx|3l$58u-S$DBC8<7wn$+|{IWNLP$JuGLJM5bOjX^vp}1em
z7}4z$!{$$tl$9eV7|$D|vl(d!Wf6ee>p(rT<`SBJeiD4AT`8T+({CwID?UyhPTJ%e
z8W}?&s5Kh7FupTKjaRMuJ?yW^2_Rgv^<`7BXh!wa75{!oZLLf;pFS{w-^%bswq3s4
zn#j{|uZ|=g?Pt7WNBBy_M1v~S<Q!V{pZaBH&Z=!Q>3_qr4mkE<h=C2^7jwdXRyXzQ
zf^*{k#x%~gT8qqC)6Z`;N{}0W$?xo6sdMo{H++7ppt%1+qY=hLlI4a{qKB%sA+=C~
ziF_jIM%?oIO0_k2qM7F3l9xAsLwW@@NgC=!$#2yHK^KC3V(}VoAO2=Lj!;U=A%U=r
zo}yfpj?<^HJkjg<<HMp62bxe;^T(s<h^Wud{+Q0*6m(JV?T2KdSvw`H)e=-3ieC-n
zj_xdf1CLzc6jc2sm~TOj=us-v+!+?X9aA3C9}|xh63*h2k5m$fl+g*56Y!Lhneq0t
zA`7=l?Tp|N<MRgBy_2uLA+$-xP3VT*>4shB;X&C`{&74ry?WH=cih(=vrfCIXZ>xm
z)2SWz_HG;V`_dH9LSogI$(ivm73#JzKef$i%Mh<0rWMn8TWI`C8YmfOPwjWN2Nj&S
z*)SbNJ>pq5avqs{DF=Ff1x%xkOY1@omi>a}UicBWyR7;}ATN#W>s??GDnMb$>Scfo
zKot@FDTFIRF_EARK}t4;JxZ)FN+2)wp)Q(cle}6CgX6J`M->al`t#v0dF9>ruQ}pm
zpr5>R@EUpt!vQ={KYaSI?rbl6^K*k3jpb(ON(RcGZhxSP!6_r9VU9A6^m26&n<7|9
zNu(!neMKcRhuog?X*~)Ry&j(8gIHS@o?iGY)4dq(_XDjjQ+4q=?Woh5G`puGDoh}=
zg4a;-aPhPPG$+x#v7#`D6!g-UoML=Sl9B{$`VyM)chmUM+=?knMH}z6C)Mr}dDd%I
zv(%tFVIhn~nsh}GprayaH@v|8Z}R!kP_EFGR^!dVhZ8<+X~}g7y^NEYBl&#ev-B`y
zLW)}7j!fMjq3V+1>!%|WKkYmhyBPN9Fh6E$W|E)DDzvP=M@oaLMlaZTD<Z`=tI)2W
zJ8Aui<YrMKO_hGfuf2Mjzz63Z^U&=3=PW0ej(KIh(ilq`u<k$^PVX*parqPUpguNE
z9$IT_@XlkTGI_o63K?<7|C1s$6)z9+^GMm8q8({_jVO0zkJe+VihzEC<WA9H<+A}1
z2d<B8Zv8HM9*D%^aZ5ts0WjRpc$sqc+XuUK&xl_Rk=V`C7+})qV$x`0O5EGp87@!d
z5esW_rxlJOs0hywor%SHD*vX!xC^Etm-|sj1}pqZix9YfLnTKBJvhrn*o=I=dw}ke
zHkqN)zftZw7>mp9d?0BzZ}wQbG<$o+QX1gJzBtUo`LqX->)BG|h1JJw^v5s8OrKS|
z^hclv@uplVxNW}XO8xa@0J=NuAH$<sMoBafRdi<S=;1EkjQ3Q>^Yn*UEg`ezNMazb
z;26R180uBT*BzzM{?{9WJ8}_c9)qh2N$`G*?l)iLRhB|F>UiGt4~M7W?qE{pwfG)#
z?L1deyN~LKjAE>O`ZM0B<2HR@lFKsERKgS)m4t=d%pgy5#NiSBfo=SvOQ$D`k>26X
zoi+;+v+1vvW2NYG(NOSUl+E`G{5CcE*&_W>(@a*?bra8y3+r$ROM!*vm+=*7B~cQg
z1^ECWi6L6(rYwnSSqenN9$5@0S~|qDzko5Kl?QqiV8WDJ9%5FJ0jO+|&Ge*azm>E;
z&#LKO$Y}I7eGl6v<)l?i_;d>+7|;adr9JFx&~snEgbU$ReBDzUAc;fgtBCXujNyFV
z5JBkiPiUx`rp@-;VV+kt41Au8v{#r1mZ_EITw0EMd(O~uDF+^#!;!DN=jC(m>);l7
z83Psmk>D5B-8fJw$)JQMN>I!0U=%0OxqJbf=BbcFQ?@k~$9VXCB@U?mRQnZ5;-GsH
z^(xppK$6D#Itczg<Rtwzp(!k_b4XVDaJ2e+Vw8B=Lf&BK;QR{uNvSX0xYVYniM9Fy
zj9ng!Na%t+n^Y|z=md?kAG@>m8$w>3H5#FVOqS=TKK<C|z1VV=Pu=Rp6=f0|5>$Go
zGCnE!ZjODmBNmhFZ<SM8*se!DSCn{`t}85?(+aaqnlIMuIV@KfL5CGgcV>#Z6EjYz
zMQP#0vG`LJc~Z|~wJwH0ND<B*EQJ0J`uj!GQJ9VWTtx;DUPCciNI~r>eP1HZ+h3sT
z<2i70JjVXSd@f4PZR3eb&Xbe6ET#VXS9*OcQHfH(&r}w!S}7|pti^K*)^$5?+aG4q
zX10d#`y6jB0J_hK`wNYwE@!^VVzrE4)Qv>1(Im)_d;=k=!T-6m@%6#=^nZ^Z=-7>U
z)znsWY20hge8N?d$kUz7TjS+u=uWpKHI`p&ph2jI1Y{54ZSl#QSrc`bY~SF~4Kh*W
zN>gc=WXe{?5WpAcq!%npJ1<H(YlVxep{0qfn1OoI3fNMp>jOgWF7T}WN~4@?YbUxr
zFJkhLtNIhvL?8<9_UQon^-qWO0sR`s;@Th=k_pMgi8$vuLYa{ZCDqr+OfLdZ8`Vw|
z))|FL3GbDv3-bA(h=_5(Cz<ENHy}1BPPrpp@b_9~X=?`6!S=MJ9JWXD?Lu8OUAYR*
z%Gp>$Z&wbyIx+uR=|q*Q;{i1fmWKxJaj~TOH7<<?W9f~g2P?eb^xzJ)qVsa0Liju1
zi{l>EkMPy4?oVxYi5vPa_-D~YrwA-9LvtPR5MtgKXPZQS0k{R(O(_Go=&A(p*`@}4
zQlWd)5pgnbCyL1k8@<%4DgS`wc&&JUzpzHx?cT@EC9V!6e&=;so1<aL*h1Rs#$6Bh
zNN5fjjPrx#6q<A#V{cj8cw1_ZuUd#Fxrx5?xHUQ{`Ibf>y_w?A|K7*t0{+v2-+SdU
z)4X+z)9Vw1cA4=mpyaTg!fm0abE`FRKWL}=w~CwVWU&T(dF@tbN+aUggy+n6q<IaZ
z!fCvN{ddEO8Cn<MgbHv2=)O5WH1wUcxNY&vp!aa%=_vckFHS%|HI>5~<ppZ)=#VH*
z9g?`igvH-*#_}v+`a$dD)<yC4x=WOxkFNi77gM`CLH%m>mB`YMExY2EzToM|5zFJ&
zV?iW4zqCV2sfnAf%Gu5c%opmC6k!`%(Xs>1fp-XdvUdqy$c$3HH=eDF3_^LwBSU<n
zX0X1}yw}yKsOs8ty(QeqYC>8<CyapWjb#@%FNA0UWlNhGNfJYO8S)`cV9QMQrn1(C
zT1c>#W;-K3GtG#_4yQc4VMBV^9hR^eWAYzU7Sh!(44UDAJ0)DJ2-t$l+aediHk)h|
zv#^4sWNY`3*-F9gf4_O8YR+m3=gyB=v9&!~4mA7L$Gr<3KED41W#8d9+hKItbWKDZ
zH@4MM4jtFuOWykLVIe9MN77*ZDU300zK#){HrZD%9*a!TR+Q1fcJU=CI^v<vbf<Uu
zgEK!d-}ES+^>w=V`@Y8u$<}y^=d{HmHsk1Ymh$11!`zoOwI-?(W@PB9ari||jB<uD
z`*E`GmwF13iG}~{&3x=$lJ(ks%|ptTTn=ETOOHqRCG`msE%8nNy=E&s(u`chCSS_;
zZ~0ZrWyR3FdyC~k%VK<uj3)l#|NFiF7RxO*NIpA0pD$8dp<j8wE;yiF0MR0eCRxOb
zYIc>|tLkCPSa;>;x>%Z7LqsM!`#g-*(10v1`|vzoFni1|z5`jL?@XWjq*s0vo2&^m
zR~Nn*co9N*(ZbCBB&d}6Y-$=)Jn~30>OoBxgU!bI3c#s#qicbN^9}T*kdi)fu+x&c
z@kvmScq-LK%QBFtqn50r4jI9_dpAM6C?!k9RTi<?oCq9hpYXVd6rE~KHERoGp@qc-
zq#F9wy?zZa1Zf%E5GvG3vP7<SlbBy>L>LfN2}SA6_kMfCk?$fWNY$Q0QoYa{ddL}C
z`h_Q=CO*|Lst>TB5*I@$C`zE)o56}rSW~f8-Dy5M*9>p4X%Np8PW(gN*o6n12)GDi
zydDAh*`Eg@(0&q{0RKdvT$y%Tk7^`k#}}MBN`ZZ|r=b^urkgfd+3t(q<XIS}mFV4$
zsG@+Gn)tY#R(UO(s+oa3GNP#<(pjFOheO@0l$sQ_hZdDed&FM;X!oj+99H){(w)7U
zsnlq?YDXd3fo&^sN`CE*1N$_z%{rpX->vG5e%l$I_AFx|73WAGx{LU4KcqNV)XBUs
zoyC{8hp~I)HT704L|%aOi!w52*SFQJbHY8o6#Hx{^Vf*@^G|Yp%}5NVIDmUCB09>D
z?UFMThxlp=sW35BniGU8MG(uoZlEyvK555>7LTy3@pNNMwl@r-T$HS)kHYLdM2n@&
z^G?iTVW+f4Jlapx$AEC#3+a=4`EN}KOKx@+z+M!i5r_RM4Hm%9G|%pX?&_a|P%;}5
zi&UXQw+HO+vN0K&Qxhtw=&u*TZaOTKsgLZJ4G2F|3DW4ju7`u^+6VgLwF_UdT!KG0
zg9^gEmzDSauC{DndpZp~Zc16nCp|=8mK`jWXg<e_XCRyg`V-gCl1SB{?4q`L2_enT
z{cKPS+9>?-{f3LcdXh3>9)9zYsKzrd(qkeLc9(eCv4rxLOt2GOKvqKwsSqpr_f~sm
zxUpAc{G?E5GFCM1B0;nDg9$B<i}oZ&CDib(lV?JX+PIh;YoPo_zYR+?Yqohgz&k4o
zXIFc?Vp91K+7>04C6?S&gRWAME=J87xo&o=FM@G0vh#=W={{{Yw6Hc#fAixZ?3v?p
z4gkeD=l~Gm7iGg9tuyPiNct&SB%;{HZ6D@oqUN;C^}xNe^?Od4&!fxI?$_ox*<u*q
ziWE%QJP{XlqJGCBq-Wif*qwimL=~TnE!b9LlbVknap0w2D@dE+aD`gG#t%Kf;sy95
zB!&YfUT@%qJm=zVSecWER^=D(2;yEQ2DwO@uEfqyx~)B(Z?Sty_>Xq~sN~2V9UW&>
zj_HV8>o=d-1Hwf?5bs`LQ!++{p658ykM5?p%$i!1s#<Ynr8!-n|B68E$>QzYnx8mu
zgbE$o#ogFMxNh;so8z=>t7FIL21z((&7SwK`vK*nfb>Jc4m69Y&Sy#VnoBSVjm|C`
zP)O%Q<hg8gd(2dZgT};UeB?g~+<ti(js)OF>BwBSIm-kek+5PxAK2vWnxy%u5R5Vd
zzF!w<*}!%DNTpX-)WyQY3C)mmSRv!IGsU$FVOBMyF$(;Yo+q<RMKvB$7+J?;hZyrG
z)E>@G{|6e}d>=zbh7=SQzK}x*?GFRP(G*rz={rljXMjkhC?7KD_gvsn`&E><c?{z#
zh;*y+oo(^!s(7t%f>#`gc?4>D9x&?^alZH8BZc;|Rfu76!Ei!$ycw5faQmtE@1S!e
z?x(90+fMw*PyPbFXWA}(1F_i*=}}wzgZs{$HZ=$IO}#ec1Iv}0a+zm4CBFie;yhGK
zW#s6*)v;!&f{b}>J+vDBZcg&}@_H@@zHj*;YANW(=+loaTxB;a{V%~N&=`!|l^z$*
zd*4+4R7krX!AMgWbg4R<*O~9<BnziIyHPvBFR(hXe0pOJY5a6IK!(9V9dyj~tPih`
zV_7O^Ylhlj{{!uaLN3%d!G<lmP<EZWGn7$~bmswIDd(&9&&xE?f(4*ugTDUCI*I-u
z=W(oG*9`|`R6OdV!7%GdPl!qY;MNMrO%A=q8#pRA=0d=XO4)`xn~HJMFv#MK*b$5O
zh~%kSc^WbaacEV#-DD|XAeH5caGO0fKw2Kqs0;*gjWf(`-E)N{l4ChgVC9BXwzJ1F
z8QNFbWck4)b%J!>XnlLaOGih7Agg^St?6jd6Z`zwy@l&F6Z01hLM?G^RNis)=4_C<
z3HAPoKAb-Pom}5|z*}a0$Ey6DG#y)Cb&f7Fw>+LBOG%reRJut>@tgkXoXNgxx_%UU
zmr}zB2niC~<!_II^80gU5Q1jVvV$Xi!(L<jMsGA>2MDg}8N6>49hAGT-PCcPge9e(
zU6T7!9fOml_#4ma#QGGk^#-M#GCI@6mh;=Dm7hO>Tx#77kB{Ua0^ONWuEoQkB^MKX
z!!2!B3Nymo?VIbLjn>qnscMR=xVD(?^>8ji7(~>a=l$ChX$i?Rro+U8ZzPySZzjiw
zt*)=a>+QE9-5T{F^-6?SXB$74PfH8iVpPLJQ|Jm<YAgzbrY}m>Vfq{45J^X*hFqlr
zu7|^~<Ue&Usw*i;SXq1X2c8%y>2hZh3&lNLM@oLyj3#07g{9-!Ik7t6$?xU<B3OaX
zA5<+k6tU*ZU$!*qG>OL=>sXSZrklZ9_P4xvoHu^ARjJ^JhBY;z#of*~u#a|>Y`j2$
zM%=W35hf`OmOtF;;0nhK>9aYLkPm`J85iX!hUbImgsgLpilP^);H%ksPkr!U^tvJ<
z&ux|cTE(dK-%GP9Pi~1&C0kKr+rXb@-C|CIp4YnGG1q)MM&c}M%ATpp&4Eyug0!>G
zCRqT-XEe{L_NbZxX{(+~Vxq@=RP^8P<MA0Q2P^@%nQL+-hz4)xx8+7WsbF&PXT874
zy%ZU-=*e!ho{~tkSSW}q;}0pL4r!r|A#k3Z6&aWm4NURcLc7iOKU?bz)qLdpRv3}R
zIctxs2Y01u0$Zkzq}YqCnaNT8lTz8X@LK@dWbM_8<I>dva#dmj&qh{(i$?}(UI3)H
z#xNeM$szOa-$A(}3B-8RqIm;6N+Gr;ggAvZX4r~RQo&}keQb{^Pw~)|HH96TTrJ(8
z9p@l>Q!7`zHps!kSW84ZJu*$~!7}nTZUZ$@p8*9Au4qdHJ96?i!&U}~1*Yl}Gi7XT
zWm5~+sFfP5wr;*}ETL;-1&3yA9E#+I1vXV9$lQuAbJrG2F}s!bYTi4>4A4<we;dE^
z&d+j+`FfJ-dtRD3+5J#tQIMk>xuHC8dABXQK2Ow#i+y_PUFXcy=?Ubxy7v32BJ3$_
z%|+7BaQ?Yl?f&nVq%RQUb}@@Rl9gGqaSnD&VGL!QHZf}2Gsj7fzi?qPngzq{)9M(x
zGV2zGTF(mmTQbPkhDs3M@Q%Vlzh&8YplEThQHc{|{?7TeRIOIhF)C+yhxfCP4Zf0P
zcML8JyO0%?zG9?f%zB>SMq|gLtHjWX=kVdCYiF%KWU@m+d2fODmnBRN^i`b#O>(F2
z4X$mZHULu~iSY+9{qWt3S`4HM`!wmG4xZ`*WI<_J()xNdn-T$yk%YTIjGexX6-hz{
z2Z-yNaIjZ9w|s{WTP!pI4fa<UL!1!~J7>?U>$q2MV@rO~3~g8=(x46<^0o)w$$Ome
zr<ZM3-Glu8S9xWT8O2uvAI|t<qwTE9ak)rmBeXy&S$d^8yD^)mjz9=heU)S^`Z#U|
z{Hf}}ne3He0Y$;+;Rm)H5_1&f2)hvUlKcnx<j>t28KX=Af^TRg{r(e(lO>f05m2M!
zTgjZ^vRIxPyIFAx{GF71pj;SV<6ZzWB^LjmRS}-%Y%>vMsY!~5y^iOJ6;E%+!Rz0u
zag=1hl4e#$mz-6QZ8sWUJc2nQ_q(UbDu0;kcN-LANQuJ~SkbBD*l|71y3l;)XQnTP
zDmNEhuY5%wEX;p7hHmwSZt#b0^qOPtUFRD(S2ns3dKd@R4?M3d98hnCFw5sDsH(Y0
zFP>3&dHt}lL#Jz=MHahVYBK!)22C#wchp)xE_rlw9CE}}inP|wJdiq=JWfut14F)X
z1>&3AJJ9%9F+drEh==y{ycoVGBt%TyqN~1+2)|K94TrN)ML9?Nty{f{QDQejDS{^4
zc>Jmer^~cwJ$?=qp2q!cvL|%W`Vq9I4XE%Z0Sw>}Y`Sx!qFh*NEfY9=efaG2kEHLk
z)~dI8<!ykMe~oyM^O7QOwH|(X{xSLb2%2WHWGB=fiPSKdHA5U<rB1pA5Y#z#Ye?AY
zbl}2rGrEvT-N|Q5b0~6asT>uMCE<dh2LDZ1;Is)=O<uaq<6)RC{ac%-Rv2-v$v9=m
zJ(4%2l8Euo<tU69?n04Jgh#g2gRev1`XrNl@$UD$R`RV3DTYl*3jg8Vu9L^LOci~z
z!${gSHJBe6p3}@MO2Go)CCRVj4&lgkR&a@oL$<_>*ETG6#fMfmR@m8?7=(&eugZB&
zlBxS6QR^r?JE7H5)sJsYJHXI?#SvZi5&e67s4np6BEad3Kk~>n&l%fo&&a-%Ubmlz
z%p^cNc-h^6NX{j4cQ*{4dr8c*$Y=}eRuIMeJ*5jZHRW@%2*eG^B4^qI$V~iwa$b%8
z4ZVFf6>)p8<MPF#&;Q(lI|>lL@xq^Cc)NQvJn9?o8<T$Fi6I--q#$QC>QN3tx_+Yr
z48c*Dm|4rndS23q&O|e}k+a3hI?<PWg%5~VZe37NR=7QzI)q#KxnL6|o-a9B(d2i5
zcscaFgKj_(0RS_YAs(<o*2Ws0Sud9AoO(JUjx3iho`{BlrOuPNDb&^t-S!Jwn;~?>
zvd&eHO6#u%4wWwEkj`<x;jT>lld8W!WQfUf9v7jf8>R|%#1m!8=dr5}_jSCHXRg&C
zblI3f0zJ1{`MUZXF<Xe1N=n7dH`%blmKcepLausT&*tbeuTO(TXnGvEbC{)S9uJZ}
zui<UGS)>~32>#cGaNNV}i0KVxqsMfW@%nkK*{SiuQ(lfRrZx*H=@^x_zZRc#>)q%B
ziF}eANuQk^wr<JFG1RLkP)|gnEf4Ac!Bc5k$bIR&BWwPal>8#AJzb>1U9NSyviwd|
zC54fUrEo_;0E4)2C#*syEIG6<@z9EX!Lc`I&UVJYq-Cia$H@|_fen{9|AIf$=~ld}
zm`-D!#Q~H~bFmE(#VFPxk<{VfQV*7S$~dZ~QTmy}l(CmLY0^DXpK3Wl=k59;i-IE^
zNl0HQY-u3s2P<WI)pmmjM<4L+c*FxCV(d&_Sv-?USoGJ`W;uzsPYwdL(Sl?2ne&}g
zNg=-Y$YaMv4jM>s<PF1FgcMu0!tTOZG^FuEY;?I`u#{u-L8y<-204EWx&sSM7Bb5c
zwWd%~SG`=_=(wmZQ2pquPTH2`@@@3p?Qfghp-Byf*`g9Jkyq-JrDKS*krvnU8D;|w
zZ~oYtFW=W{NZzQEJH`DrMdDJXdebcbO~&qp!_Z&CW6IJ!b(;1e#*r1BoQ)2x<l@tw
zHLh%XCp{i~$FKW$%yfdaA;pj(mRWA0Q<H2{D#n#Rtj{u!(G@}(QL8~I6CuYSBdc&6
zRd!6eIx%WR+=LnT7syNc(sk{SBptRoD@WHLF)Lq3`_9PFC4<g-R%|nPb&5&nJULLy
zP1Y4jIrW~LA)R*NA3wwQ9HXN&7K-N9BrIz=iEfbDnrbuCpYBiksTb#Gr>*)QrnmN~
z(zkET@mo?~RxvQt5jqOg)nX`OnAhhW&^=Nc3T@F<JbMQ6Jw#;e_h&7TP#^QIg1$Vg
zWyjs_l!1EPhjRv0T0n7_*tx1D;Q`)o3OAhJtoS*cpy!1epGW3-o&3%zSnLcx^_Jtw
zNKiQ9`88cyBRP=n5F)Z#2Ry%vEBMEIHXKj}ZkIcfemPUo9~u5m4>}@x31}eD^3(`;
zH)DuLri?{OXul=rNTfKCYaGRbt;l~u;o1QA-geeeup)Kg`?nr!cA+yk(s-?maqMip
z4e@kT@2#mpaTMq2(q4z*qNDa5fxYv<pO-|}&fTCpTram%?Ks91H0H{faD6@Qb-7@;
z`EB?)UG<-}d;<%clLKy<H=i<xC2-;w+sf}?`KxueiAf^OigT3S*`~d$ZWYTEyO!jG
zEin6f_X)Sdnp$?`(sq)nBIqWe|1hZM3CRV<e7>kqWYDJg4l{o6l&RaE?(0zlm=y-D
z47!X_j7NIOSFoV6d%8rd-V^xDS-Ba<HE#g^?1!)F&xs4&LAt&gOiVYSIh0eb3#AiR
zs6Tj&+dvlnn6^~YYRc?l6`d?rgIlGstq>E_nw=za=_b`0Dehz*fNa_Wa(HVDvbxPs
zHL$R`2jiOu7W$u{AMJB{?Wz4X!>tj|X5N}KT^{y+ey?8eEpvHqXT>PbmSvxnE(IDH
z%vG$v>}(|^zUBA~Btn-;Uuo?n3^(5tZJq6gUL##***hKNXy5oCd#fq4?2~iaB*w1}
zB*SzS@u(RNj^QTmf2w4Fl})A6<wrA7t%qCIWUsH!{CC5ksZ{E17J)x6f90h)M`?cM
zXTr_86~LM+o-1=>^z+!K)Q2GhH&aps$NKvkOl2xr<h3b+18brae>HM-$QL!$eIRP>
z&t3H^NzG0*Y`q`&yzJ6Sb#?~S1n=-HknRHA48$s$U+zcg@_<mnb{ZzQ_84Dai1l4M
zTie5l*97sDkW49e5L4APNXav!I0b~{*^MQaH=uv2oqVg*<<qd1&Q<EH6?-g&Hiv>)
zokg;6Jz{}x(UfHPIwB$N;+=qCMDdHuLxs0S9#wcetF6jk*vBa)jXprcX@{Sz@3)@=
zaiEt2_m_%*uYJ^tNK!}E316#Y{3(OaE|`)CxY5Hx&Tyd1+HHi}f}Ht><Gf&#85Bln
zI@CfY`jTL#rljfQ4qCMlIH+Eost8sPSTIw54Bm{ul_5#OA)lLlZ%sWMJDjbIb(NP9
z^`@3z;!1Q8_8NeLOD-%fY(J?_q5DiNpUyZYR+oxm4$(+w<IKJNrJpXwR5qZYK?wm-
zLHj5bh7NHAFG}wJ0Es|$zgSbK@&$2uOBgpS&Zw`V)b;A!l?Jn;L|tJt<+W$e+nC(N
zSNHyew8&xUg6k)KnuWe;2bH-$@eKFJpP{NagO2PtC90RNx4e_6{>HlN2+JnEd5GRS
zUts3-XFCbt;gU=yx%BuaDJczM7KR|(kCYxn%Oz0_5O$H29A{nC3k>^4@D}|<<3}+p
z3=&;i$ff%!R~u+{&tig9L!G_97OzUy2}uf)Bw-4R4dxymDLzZPIl^U&j^jI59gS;u
z3`y3JPdWu{+ETJ2&xbp|$&aLC30e}EIYcqXuFN{f@5AtTF#I~5s);8s0ef7fp;srI
zPT~;*$Rb9+B9YChG-PZNE`eM25=!c<DY00)a4IvS2~1JL!tgOnRQG>*cNYiwb=R-C
zm|2uJF6ZU3o2hWu;0r9~H`cG2qIi*{TGCREl2jv)k3Glb`DUtXm*DePA%x&(+yB6$
zJ!_d3naHNm-RQEy#9)fkn=aspip40hf)F-oql;K!3mKz_){+k+{S)&$txt4Oru%8|
zM9GLO&)LtjfsHiM#Jl9P4kTSqr#G-6yNi#Oo%_0@#)ifRY42}iR`Xn3nw!LUmhq7k
z!+mjD=hP7?{m1&??P`03Rq<}}lFAq7UVI=P%NC5JEi_e-D#jV>euCc@b!HX!_aT)e
zkR=I4l8|Lc>p2WHLBDqxMJ_PgUrUX*mUiVu0=Wvlw)!^iJLP%;N&}sHAK<P`hVN`z
z$89GagCV=Abl1@6ZJ<Q=<Cay{=GyrFp4AKurTI{EBR|=GCsWKgOX`jzT;IU@!Zzl(
zO1XE-22QA*!?~>=;yHUgFWMXN<0C_s7HI-KV+p3H6ZrA-ck#W&pQb(@Wz~tlV(~Rc
zlXzeQM!F8qJEqY6z+P%x{WSgTd~`CTfBO(QV+`vZtyD}|hN`;B=f>&lTuoimiRiBV
z7r@@<le~0&KdtY1h_PQ!CoH|huFWRPFY@BCpX0$zL8cXIiG0+>*9%+Opo|i4%iwDd
z5%mg`$`Xc41l8^Wrxj-MNcRB2KrN$ElJszqd^`)eEI~8L$BZn(7i6@woSJ|e7X|u~
zMSATFo8>U=mLG{CfsmVmRl#VsjDYNe>~;hehAW1kfS&hIESSi;pJL546i+FJ1xR_S
zy#>zJU*^<vKFw2YFY>~M&6H;+QCpmbMwk%=lEFNaX8Ji{MgysB+ZkWKk4H;0xEplh
z!<)#A?`4610>?(?63V!U?HeMKg^a6`aeob4o5s1P?{PlbA7XyIhooBI$@1BRiy4;2
zHxQC!imrNIs+rD1C0$IIa0Zo<!ce@MiQ_{Y-!+2amWdw~B%@4b^Q8|Gw|8PBN@(#<
zLb^1^@ih{mldnMXMHu|aANlzYpQE9vl~d2DC%=6s#RSA$)%;@P2tmci@zdrI4*HQ@
zGTv$z-WnaD%8d0Gtbd}PM5aLbBAY)9{eiL?!NArC49&qUd`zvB(eehxjD=xon6d{U
zyD7>treY!aY#JuJnX|BjMN6XeKCzk?e|9G|M=xZRDDu?Hon(_Tx};K{mWUcU)22=!
zGnip?&oD~C!XI`M52dN7E~O>VfG;0FLB(I|qkL8=RSV0BG)GYXd>0WR1cj_kE@hKV
zS>%!y1MLMmx8xb>9jC8j3+cgL+(JSrO1NYj+bU8l7D3o3nuZk)K#3o}A4ERIXflsK
z5XKd5LGgr{+M?5x+sTA#L1^AoGBKNh9YgeOP18T_XLKY*X1o_yCQZOrD03;e#3(x=
z2AM(!`DB5#FF<IK#LyxgB|pH`^BX9yUcr!&;j#2H%nG?t21j_Yzn>dQe0U|5%(?{W
zO%_I6M>aIT!d8mt!2)GXF6Ompyw_LG`=wG^BSp+&J1wCWj_@_IDe9u8t&e4$TX~>l
zA<?>{nU@<yPe_QNG+Ub{a~j(*t7{mk_M>#J;)$xMe6;*@lvoEn1JARy`ym#N6-kOx
z_Dnm1UGqFd<S-}7%ZX+B$aZaJxU7zmR01iXQB*Wu9POi4t;Nhl2^Yi2ZX2!KWJom`
zvc}k5?4Zu=Vnuli%OaCl+xId*+wli%VRL5FF<jDm8lJxy5VvyZN$whWl<M+wbVbFJ
za*;ICTs!IG=zldZ#;`3uwBt6~t-bts(xup@n{TzP;$2nqIkRHcU#|IilT=5FbbE@#
z?lF?<Ix)NYF=BBnVSz{H#LZuE62QYHnN0He=69n?3aS#oBbVT}y{M8GLsiJ>5~iwx
z<Utl*hCMNMg~!MU34h!o-L;dp#2PYo0<YwwUap};4ik`cWDExEG4_}}<R~yltL3ur
z5`1NGtbm5QsgbJIDq7TW!lg1BCdQaKI80#T$ymCVF>{>0+&;X*!mU&gHwP%>v-mPO
zD#r^bsvs3Ep+D?p*gus4s|By7QfX$X=<KGZeGpSq*w-9k%Jw$KDn__*!D(DO?JPpt
z{tvzof-Bpv<AVGIT51<z=SL8}S~jF^rowj=JG@0KDUBxe(j*<t6Vl@}W@hn7=gWLV
z)Fag`;1kc^Kv}qgh6$}qbystCa4tK?e?f1$mKTTm*_Z6)w<mn-pb^Kz*%v5S<J1NI
zGN2%57hZQ{SJFuGe{CzNPmd75CMOwq{Q{5b;ty?Yq}&;%EuP3{v`_I!{6*GhcXEt>
zKKH~Q=UY`DrdF@OFby7m>0vhRS<m*4t>kk>w7v#%n>`d#StJVrs*4(2lo<*|+a~8x
zDW6@((H~gCoRg-!X2;_l<L&%-^BwFR*~tgzUc%nk7z1&gnSrBOH;^HoFXC50w`JU>
zgdYoCNC?S=OO*)dG69#2B^SvWDRfiALc)^4#6p)9P)z)?m$q0pVLe1XnPM<DjNcce
zJD+BDK&9I3Am9q}L~s^kT0b#mnBMW{=^I%?2{PGYl(1sql1Ayu$t<Z3(WVSg7o9+L
z#SEV8>*DiAOhokrnB+T&Me=N1`2uz}$-3|`e>5Iu=io3mm0ih){`3tl`dSOKKDv<n
z<C`#Y4M@`)>DroLcG(shZ~Xwqmc1nIdxYFcwYY0fAT<<Vyhjl0gHRRJOwW+BR#B@@
zMrrTD+PRIVAFroQZ^JclGKEBzeb0<hQR3t2<!d?XqgOKYp1XLtzJsC386NIVk(IM#
z%sknA3SILeQ;IU?!L4~|npwt6_7-Xsm3fgll(?p%q>D(qcF{R7NFkNRD{QP%9TBO<
zA8;dUI!9UsCaD3Q(2w9HX%g|#`x%bihui02=8RcX1cJyTRTvq8%hgV?*v0+5FXMB!
zvV7(d9KCP>1HI$)Y>uPY)2XxqAX$v4qevAa9Dmd#nkvibiw&~9cZ9x|hFFpc(&Min
z>`pT~yOW$pCh1oh)&x6>akdvm>6Y?zyChUep*}O0$%#2!ICd8$BF5uoDo@Tb`KIq0
zik%W#rN)MQo_%BcI3oEN(|R}HvQ)N}O<_~(#gv8vY_^B!a(D9{a}Sdr&9my()rd(h
za*3HtDs7>)rilA2owT-tiETN$A8+86&0{QRZl#g{L`u=>s~9%2tbFkWD#KwG%$-7I
zX*t;u6C-1TwEtR@c8&8$#}<adJ7_CxAY|21J$^2(T$K9q0M!v6!JtO<Bo~1a6}L~u
z?FBtKfI84dYTG_KM*?)xL~pu;Tuw%q`}<A$BN8>P^;mlzruF1yEd9j0S>Lsp|M$D!
z(YvdNzq<rABM`cZ9Cnj2ijc90;zM&OWb6#8D&x`I)ahjei#m3?fG}-ri~W5xWffV`
zkTneyg?wg|TzVV<8168Z+e6AuQLwUDb{<={@Oo`ZT!P_o8&@8pijH5_@s<P`4waHt
zK~4-3v@^8$WU@**qo$vXwf|b^BTK@}GnC2T(KX5xKjv@(S0+KdWie!RVHeu4yd|`k
zR}qNCP>Tt?B1@?!OQFJM{bG|HO$L5Xl+mIfk@s<IF-1xw*hU`P5-5s7d7uQj7{F^q
zQB^nXTZi$ExUh19oOc*0GK^MP&Jk1RQe7#ta`a^`anIz^yurHa3n`7K7_ovV`4|&N
zxARbQn4{ZAc)C2uM4t|lpIy;9jy1QkHyGkMf0UTikKZUzr+c}`7^8OUFj{Vej^?>M
z+1QLKD)A=V=>2(&z$69|c{&PRjONnxm}A7`43^Mo(4s6<TZm{L#!J#<z2NfZ*pcg|
zec)*fGs9U^PUEwU$Ma~{8gAZoKgZQB<nn3f5Y&Bqx8qiNiUU|>21A87%gUxxCPfI0
zN4T}`ettCdi&VKv88K3PX!{*Z3`G$hgALiee6{>6mUyS~)2*wC-Li-1Gbu_e4?ZD-
zk;l&EF(nIEi4T_xT$+qj-iRp$IpLlYoCNS+@&Eqc|Kq#g{Vs!pgUp&Wiy!^yM=V^p
z@C~h-OeXnd%l8O{OUUXfwoAiO1O^~UE^OP4gbQ2N$-5-vqKPk_Bq(Pgm}gfqN$1cA
z1Nja{j4tv<4=ItsLg1FXR4S!3sWnUqHqsgj5S=bFZRuPplu-(u`{?N#XV;!SVk6^J
zmv~U7`B~p$V?^9ER7Y4)QHoy;k+w}#A@HRt&@&P)x=?dDtgOJ!*(jMTS}ubtYhcO>
zF;9TF+k>sD1kl-766EN?I7ayx_so0`^IGOI&o8sC=Z}<+bs)LIjJiu0RsB>J#t9Zv
z7<PiJ)k=T5iiFuhG44km56~Rj!sP545=w*zgL4qA9*UJIUQ)J`l(H-hkFp>#liA8L
ze)!l=d1UX?NSey2t;gaE1W`R2)8ulRTyY|<sc2G!=SDYRW@QG0G9|7c6MWT_xx;9Z
zMJ|wHccz_(dv<ZWB=M5V!mUN{D_*w6(>%5BaV~8+8CNmQ<Na$mVbTQRp$K2D`7{YD
zLyiJp>iY>3cez-<dNrpUc`DOu7qI!EF`l{SMUu%R0nI~eUZ=Dufi1|{201Z~jE=7O
zQ6&XgfCA{Heop++nY5g=zXSE!!L3}k;by9RWt<kQ!{m5YuX7{CH85>7TSXTNijYwN
zq1ec(Mcy5wKA5L<LODsHuxl(&cPdN4uyLs-VM!-c@FC}QgsD<6ZB$9cv@8rek7;EP
znD`Y1ghfFV$Ow~^Fe%yv@{%A&7DF0EC`lAo4y~j}Dk|tn?c}6IB|I_KOZT<`qJx99
zPO9Un;s~l3#_tdEfmw?vubj>?zLS{n*yG6V0O%gX+*9~!?q+&peH?do6y|wo-ID`(
zGUL@%#B(-FBQI0)or}mlxtZ~eeQa_ajVn-2uw38@TA0}+>5ZExAKySUv4>(&rQj~X
zTN$Esf=paWv+jvwnNXvV9ZZoO?PAy-qkMtNWLKUC+xC$dmZ;NIcBsAFS24<pWoOYo
z;$!zq+X#CtjA)9Ev7Hob11VgBtErTx2@#I(ig8M@nHQ^$W>lSuEyh^1@wW``>!#o3
zW55oxgGLgDO(xfcly9dX3aD;{*4kFQt|~N9!nC^CymOYDs%V}->tyaKyg+-r8~vqW
z9(?Xu%zT9R)-2_$lg}kIsT5y@#<syRe)+;~p4dHvX-Nd-5iSh4d8blJd8G?0y@&Sh
z9Xzh(C|`6LiaM3{VUuh@peYg)%2g&-s8pAzRFx<M#@Z2gevh67ALQ}DIpoJo#?t+a
z)otY4r=NzEG)eUpiFX$n7%DQ7vxvAlsp`6o3F&sm!;K6~JB!Ec5Za$sQe3~5=E_#a
zhdnd}s;HLt(6q1zpT}lsXcBw2mvYZYo&^;%i3Z&S%T0oTVRje%Jl!56R4QmK4RKUW
z1ui#u%QZ4uh8H_t=7pX<HjOkfYqrLo<QNnB&c_(iX=w7Y;Mg$DbA8lJaigfO-<Me!
z2G;h?nCqU$*teH4R~_x)d93R$rDK;tF=gQ$--KuAab$NCPu)pWgv0pd48k@^8aejG
zMu{ckWDOG`X`pzJb&0YP3AabWloSd@8N-lJbp=@zP;C?0w!tW38x~kHIW<Z~@>9qU
zf*FUfi*SX?f>4UZ<pz^aSb}uK(d--ZP%H|vu{awZc#f^l?_j(uMnu)A3x{w;gS1&X
zMb###sd!cJ$`&p&Ls1P7!cQRvLv8J(^GOE08h&$#nnVXtxdxv)0aeX0ZrKdX%n*{|
zw0HQ43lFkhpsvtHAU8_Kv=A>G8Ktzmn#OQ5_E0~#qbR{jTI?7T)IMD0AtFYKr?<9I
z6VRBg1^K+<C%Y$0dh-ZE%3*{D2?Q;shoZbcn8n|C2}9n=*tIDZuiMSuf}5(Eb5L?7
zYB7y(d;_l39&-9*3Q8#^I+kry#6=blS;@<=R6<VjP?RJr6ckZFB}YOHVaW=%urY)I
zvW+HG1TvB>ql*1M$j4kU_6560Yc^B$a>^wSBknAZ=YPYrnsPkRiPXB?v}HQ@)r|L{
z%L)&6J;x8X+=(lqQCk<q6;&7+%W-S{H_#-NN3CaAXK&(^!ts1;=XHdF6%5D2oL)VH
zQ^GT;81u37@lC9K_<1Jo_M@2!?d7BReS*@AMXcPSZpmEM+M~?wXdu*U6RL?&Rv}P2
z+pxxyG_CxMlK}p+?z-zPF1+wUZo26v7A;!DjW^!NJ@?$h?%lg7FE9VQ>nD>*KJdO9
z@lEs688jFX0rIk+tdXZmvRM&mW{L>nA1{#Hl_1+|U}qHyvX8XvBN@=>Z`?`$?lBtL
zw-6b8>cC7dvg)O*{#1N<39Dcu#Qy0W6hM_^WW^@nH)v_@#XBd-OXC*W_5!1QS$qv)
zY9}aYYJr?>Q>8|zvn5oKLz2OEx#@Gu1Vb8TNFi6|r5Fp)<M*LV_A{X`PRtXfE6|Fb
zQ<&AhlT2=$$z5Afm2nFG0P(UaGSwA4U$GnuHxrXx)MN&bZ5zpuF-;e}sX645O?Yhs
zO=PIfKF^-wOtu$h5VUeM(Lqj)Fs4;gP*qZ1=&9=FncNQ<$ZnuvdINLRJgz+>v}Psd
zr8RsRldPF%DAGirYAK$4Bd(N(vdng5xj<1@DJT}UBB2VKL@2`UsTFv%Axg%^@t6h~
zRmYVdBat5>;;F*aLcCZyg%|8Wb`C$mrzXuNU|Mvm607#S%)pwhgj(yFUUf2=n<U0}
z^kEB`M!kgD$s9#Vkn*I-SUpJDK|Dgn>n_8x3<`w=!nTnm7qS#0FIC`Ig7|a~y^AC4
zINoAu$=P(ay9pHhgjEe&vB`R}_yQJtjZH*KWL8X{PNh$<t35?u&c%koaT?PNxUvEl
zDvD&_mJHmojj$yQ#m3OU&~0qBz>u6_Z)`0)M<2sqGm)8-j^NCpJ{}~<Mybf8=yV!$
zA#%f6;)x8ir7&5a56kN&;!zk&84RVufC8#XpVCcZbAd76F7lGic*niGxOWp5tT>wT
z=mdVe_Gaore!k{DmPB)ucypAxA&V(%`q}Y#fSxCcsI&YuY|7v+n@Ml9iRxp$RP0(s
z$DC?vH<)DP3OWK+q!KQ2@hq~LAuI+d%kM%D$c&U9Ma(W`;h9nDCaY|DVh^#sVU|q3
zm!b7#5E~<J%_ZI6N9VvMW-gk`d9%Jr>)LugwRHm43>{Su;~ueCWyTq4^`XsJO1Bgs
zpSKw+6fs9)WQMj-9N$5Wou@2Nhg^9I2_0mYj~b~Qzo&t^vFDlHe;+?@uEw|TcXVgR
z2v;_8#H8an+iHT0#ct06s?;sWu2I&F<#=(ZNYMvllgC*;X+GyC-$|~$56gar+tM%a
zd|#58EerX{r@oB(SN)F6@icoL-NeAYA)b&d=BD=&$HuqpI8Hxy5$XImH$46mb`I?3
zN9X?^b&*;MhM;rAq<zSsKW0(B^&ut>tl<xnKSj|~LRE=EsZSw3q_TC_FcVyUno3Kk
zs)e#@D60aO+v35OlI$JG(VJb%(Oqk(UcZBloBNp9IDyPiE4`9MeW;1X$^qO`fy6Ny
z$+btrj_0{Qmf)hLCQV)gydkt`B`Y@$(;d&@u1ldSHXoT^OQEusNBY}Yz4K+NJyA;Z
zg{;}9Fiq7N9hyxt=cT4J#%1&R@%ts@Xb3qP-2ZPRh+Gl?RoQ=c5Lp6QMhHQ%FGX(m
z7=_Mp%z-$h)2R7jlw2=Lz8^`pvCErDS59H4RLQo^aR%2sjG0Q4uRMxuppk^6p<)0g
zC0-w1NuiKV5>Jhi$i=XXEV`M;s|eh(j2jh~%R@$}WDS97+t^shijAz;s38T}RpbQ!
z7{~ha7-f^$S2>w2$sBukc2F4XCTJ&_GHV_c)m3QaRcO`K7@iWIyz@EQo?nM*nl$Jd
z6#);nCSl_xpG;Czyrj$wS<50<C=d^ODKO5$;Vo26K9!2nERDHl+PWm{v2MyjMY`ij
zwuS>deWcD2HG=FTJrpw%)y;y~aDqr*2ddAeFujbrRv!!Uo!Ap<sEn1<T^lB!&eK<r
z$Q4|unKW}OlRqgL?kn?hRzo=z!zzFH(=Li~KP_b$Jb`k05^XG2N_byj3i<M*kUdSL
z(>c;|fVdnaF8he7MdqfSCM5E#@g7G^4I#uh)pX-xoC$`4X&da&vW()P%&w$Pgs8Og
zbSWMRib|E+jUqu78@HCi?;a=MQ|NW4*qm;_H833von)|+r@YS*rHuLdTn2zqcY!Kz
zk<CUMs-EM^b<1dL8{+PDFETWi=BUc~>>D4WB3DNuZeZkWY!i$^7Bip0F6J<b1xl<U
z_1QeN`5YdhpsIexd{O!WQKn})C^wQMLo?7kB`A_0E1Otqk(Oc?Au)_*n;2RdX{DT;
z>fw~fPjnK%f7YT!i&(H=0YConj{&f4o4UF>KK}8K^TjWI@$asmOeXo_r&pn;R4U^m
zR3zh+XAJ_12TjvJmB>m4DROvZLD~(5Y9sPCT1>{BR8S2WNeH&bo?<Aw5BSU5v9RWS
zcr`z^q)@P>{Y{E?kx?tdn3+el1m!}-B@{GS!tb}3(3r$u*1@*UG2*cTt<3=@O%AXj
zY_p}j5?AO*T5=NV&?x2UJk?nnIW>e**nh#0O=JIjgPM)(F)0K!Qe|O$-Y7jKHch=2
z?nob9N|4aFN#*DermWH%ox;}Wa{AnpFycD3V;Z_$q~DSW#bX3gpr8>UjVv1&s*EKm
zctspV<QUSzjF=S&GYaUqq;VSTCo#PihKQgWDlW@Hv(gC5CTW*oS~@<vK+qgRr$Fw{
ze;5g+lC&De(iD8|ZYF6@v$t{rqm{K#t<qU&V|!)?@0h$4TeZk%;w;<q61P_@BrWnh
z+jk$!bJN+rW+M@03a(Tu!#jG=Vxw3x%-4fVOqk?lm4rHolH5+zT}8;>iYq(=+$E?I
z$k<2-Bm_k>PAb#Q;P4CN3JLPm;8DsbRlURmWxUkb#7Mw{Z3`4jLizJOR;2w?e4!wt
z$toVrO~|bi^=j1k1rvN}ikeDJ=matvBBP)gGLn!Ee3T^iPYq<t5{9B-t1b#aPLeT&
zjDbxNi<Fik;YwqMEZPb^Sh|aPUj+?%2{oPou3{Qdl*rnClBk%njZhU*N}ir<53Qa6
zYO;rROQo`|nqoW&xg0&ZMZ{fB)6;t?S+@s0P)R5pAk@E&V(ARp>!wi^OjFza96iy6
zgzSB6wOU9TE}Fsv%nNVA%%<tz)k{ypPg;rKjrvKA=4hT)Pa)7k*NB(q@=>Nlwy|?~
zDNRjV*}b!c>0k1(?W5yZsh5#TM|n(1aj*Lc=0>mJ9qkF$w1BzhX->(T6k|y|<rS=}
zpT=%Ef+>Ztr68ImD6z5(;UQyYu&p$bkP(=e<gr8%TPYGX^HeK2lJ#?FiB2Gt+fAvQ
z#F%mdx=1iIxQ}g>E*46qNQG|fTo-z}g5Cjzy(7CgyVc}FA3Yy=;xZ&jVqfoGF8J2v
z1OtuSb?Mhp`cfEuF(i+UcTp2sxtG+fzvO=1%k6m>O{NIBTWPJR;hodVsShXk?A>4B
zgUc@B?0Ki}|1cEtaOd?9sel#l2U($L3I<{ped8v5;}-iyvOKn<gIdu*lO7@BQYiIE
z=#qrn1$oP2=L?ULeCihrHiwz^jwA5jG)$MTz>?+#Xn64L*vxqAiRhgPw9Ml?79Zq-
zlb0d<C5%o`X)SEz(ak-iJT*inn(Wxv!8O-?g|^%{pTF@loK$@RE$R_GxlSgTmdM*h
z%wmvGaDcC$zK@cH3t;kmgyO=EC9%hn*yD-)|He`X%fiZ-6vj=8V+D+Yg%%2+R)-PQ
zUN*{YJUFnHQ3Eu~k7oLC86FyAIqEZ6Cc1o-*#b2eClgE1*4am2EKRClQ<U8pfeI47
zC}v5NNYgY-EkL#)lT26)j>Z@-8VDhyN#L?_s7e->UcjprQOTmn&>FHic5Vf21;P4f
zHj~-afn`aUdH`P_K&?NI6!O#IuEyB%GD@+4f7T+Jjy?sSZ80~okx*?7n{pGl|DNX<
z9Eo882ytLaAR$0R{pfWP{;e-CQSvZ+<OkT9kvQHrk2<r1mazfa2f!L`rzC7+r-xaq
zx!KrUNp8AMxz&z%Do)sCamvy(ovA1tZF%yUJZ_PrCZEI~vXNW?#<1y$k1@?Gl2CnU
zwWTbJ%1lg*Fbd>Ufk&A9a@d6~;8ahVprYVaRPK_->2<4|9hpFd*F!=LQVg^(pw!Z?
z``H;Bp*h>e<V2i}fe9F96<dowJjDWr02Q4j*v!XbR5E$Q&a=;@@Gdn=m*(YZc^o$a
zpQPZmy_8txR2UjF@=0>iWMo|QV~`Pkgc)S0kY;D5A30-C7WYsZ*KnCKvXLj8>?V}%
z!<`>T5*8+cB7!0|CITDKk<gLQ*nd5jktkr35*8T*)}L#8TtX0#1bNMe;w>ZN2@%tS
zEOcj>EA^ve(V>*F*HuMQa$zVE9zBmoR=DbccQ^^)KciSI;`Ms@{qKLz8E2evVEIKC
zT|_({=f3;y`@7pnCX;NLdmWmt;qtoBG*Gkx0s~7@u_O&u(vWQ#p=e-(B@`@M#R4p0
zBZ&g4uxRVs%=+%<0g#Z;H7`fczKV<#p&;qll8r1$m{yU#e4Orl3@n3)Z4uAMu#6(r
zDELepFA`oA0u>roO@W@_HY{6E**cZb)EQ(-ql|^}Y|{2nH&W!>JqgD1QG5mnSwcp}
zCBS9nQOz{idGfl6#~wnmGiatoyi{VmZVIa!K0?7xQ!%)kCBwU@$_&uyJ&w)l(fHyf
zmH8oj6fiY~fpChQt}LbbI037OPnOUu1%E-MvS5+4Ybi=z%FP$?6?Y=?IfN}CEEUuA
zB8n=q1;Pf)mN0~ZiHo9eVM_X+=Y!IS$t8@dQHrt$m&=QAm7}>-@&T2$hz}!ZQ5N+e
zDOoc4QOrVy{CF0tZ-};0H-%h+h~g(=DRlMkq>vcKD-@Q<<%F_Hin4}VPca@}Lse)N
zWi`iv%a1KXUXxJNJRT{DZsgF7JhE*eY><RN#l|S4*gdqJq2v%rQHiG1P_6mUv=YX`
z6W9|hA+Ng$>Mne470oS>l??ToK$dNWih{8sj1(*~ri}@xs)oxi6RFHHZ)S>yx){2d
zCN<Q<)w_3adUY#OHp=cqBXXgf`l1V8QNlwWT?SJ($pQ&ekTYDUW(c?NBM=xANJ=B*
zqzr~+VNpPqa=7gRAxWb~)+tlmL=-=o;>T;H=pjl{3L|B6Xgl^G_4cB>Bb0aq?%WW<
z9VQu>LVx2lCXB5{wbJa>TFB>R0;MwbRl`g!JjLc+7QO8T(LjOv>0v6S1TozznWBy>
zFKFMGpsOR#+|~?cu#uNXj^vordl(p5MtV3+ai|}?G>-LzV6FNzGedO{+)PJzf?|J)
zls`az-ZAVnR5G@YV+Zz9-M5(x0(-(VW>2Uhtjpw8ogPi5R|FYU{B$WcV+dSU2sP_M
z6m2Zaq$V{)7M&rXf(?>wgKgsTdI&{I@d1M&iKr;UC0r<88KK$a@;UZ(t|Ob=!;ER?
zGNUF+gR4M2qx^Wsci5B9^UxQ5OwH7${da#zB{6?{3(5(nAU8GBpGfkxhaaJBq>GT2
z;rQ0~u%SDLX<Lk@Hc+B;^Yh8m@x8nnPPrJS9elSQAq0uMNnb2aZ#>W1p-%4Ydw_h_
z<iz0nP+~O%WF2?g26B(wM7pjCanyS#F@u!fb_aQ6>ZUJ+(F7r7fJ`omSJO~ZPxDYR
z#p&-qp0%^nc=A4~UiR|B=5gY~8LGq0jODXT4408Na*W#JOrFt7X`PQpHf~@z8$-lu
zh?aTz<QFC}drkyK`e6H7*tLFt=el=Zf?YG2(LH&#KbN3q^C(KzW>hNDr5MB|7rF?b
z7#2ZE$0f^nT{>xLl!7OY>@5(9xT&oO(Og@F&!h5G`%^r#?<vkVf&^STKk^%_nD<V$
z3=Xhz%QGCA3sc@RNMP3{28Rc!)*2{P0tf}Hsv!OfKaU!{s3OYV;WV-gW+6?P<{>J3
z@K^%7yB|Gol8;QlYF&stsRUISz*W>4OS;MHE?PWU7AX>{C}L#|)~(+_YTrIImm728
z$;2lwAsqH`#EdfLxA>{pyOOlO!1Lw+@pVv<sN(s(-Q=Hp4t4G+?3g%<jzkYl^+A;J
z0p4jYA)1X)I^0FFKSpAFkZ2Tq>3*J+0<?uZw3SYv;4M<tu>)5s$BfBEj+_{yr?Qfz
zgX6rEktvMk*k=amH$7-V##A)WRH}=ERCjKt(rvMLP9>r0I*M``ZcF37!5j|^juD+W
ziI?N+xWHCfT*&Z<o@bTMz+W?o23HLeiv^~ed1{Jd*raJN(ipmjJ~M@zBDIxugiES0
zvpGgmX*y#uM8O~^2S|8ku}O*Yj7ZaED!A<+KFd#)@UhsC30WS7><Fr5(P`_9TW%~9
z^pt^=H;@V@-l9n`pCsJ>ESj0e!X}NyxGYGze7HPOLZ}3Vg4f=Emlh!jY(+sxGPWXv
zBq3CVyf;ib7$6t2sLt)9zHf+qYJhHJM$*HmxdMIzN|5o&3OPkZae2wR%SgJT7-|sR
z<w91#BE!v3p5!Ee|BU|rerjrJc>ek4Ir7NAOicUv&wrk$pMIJbUwrY9bqa+7g+k%L
z^JFqf*L!cH7!H#NMH#PZWOvj}hd0YawMcFMRsxA(T-g+X#5e&%pxZK<EzppWbQO=C
z!!7FwTO}*PY_(^x&8(x{(ok~}wq+x*Fl|9WN|O>J*q$Ns?gS;aL@*YnkQBIVg-Rij
z&yM3orqWc9i#fuwgj)f(t4Koh5jO@fWQ)@JdM20EP~(@_8Z9LsolY_7LNRP)O~O`X
zOaxg&C1_hrFLa<~$Jwow@towvn{TJ3FhX5%7(?;W>20OYI~R+IG#F{7i0x>$kHI=G
z*?N<}$a?4)Br9yTd;Fvg51xWb#MCJ<1ZDXYHQ5+)(Z&!Sgm58*hCn7K0_21r%TN%8
zfn*gB2qdxpmIsoskpw7;j;w09R0EHiMU(Ov_=r)>7-ht96GJ5}K~AzLNc$&V)l><O
zBB7W?lG!oFGQ*_vW4H?$B8Fh9?Lsw+NV-l)OVbm75l^U|%7tg6dpx*|BED=4-N<4}
zE|T6FQl2U_l9Uy<QdZoC+Zy}x=q`b6<w=@Bk~tq81LJg$bdt0pD9Qxtv>-0UkLsyL
z@q|HhV`(~u<|3zPh*xI%l?6h#kUch1AWey!qgSYO=2S+rkg)`Lz?8wQDYz90MN=?T
z2|=D=tAM7+_}u|qib9DjsI(PIZJnU4;E@!v|DV144zr^y8$bS?dV1U5TQ<q2_X>ni
zLy_J^I)d0<MSMX}0TDr7RDK|eB2ADY(t8Pk5E9aR*(96oy_{aB{r-qXBRvojU_RG%
zuDy27%$$3k**)hzPt|o0OeD!dLPRoUB+Ed=K(TUImWCnv(FB>Kl_h1Q(e)gTjDWvm
z5UHmV3<H<TLr_fY9N6TqVuh!Qh~%bH4>Q+X%WAcnxKl*-$0_o4GCjSX&D%Z1Vj{z9
zva}q08r{zE1W8e@_7e!jD5_OiUAdKDI7Z#O9+tdq(c75Cb<iP1b_AF@MWi(+kY18u
z<?!_!zA(jL=Zom>2>z<EJRJygQbj(cixvJ@QB7Pf#aU$F8y2Hh$#8IEKjP}Gtm$Yc
zSyqElF^6o%!pLPn)2Vk`j4W`|?5m=~TZp1q<VjHGlo_@4PP&HArewykh%SZxt|aT<
zeuK@OL$v7yhz1mvmvGo2Rm>Udr_^C$3?|TeqO9%g<N7z>K+SK!TRe@*yaE){MSEW}
zo4Ob9%gc`CYoiM>o_G}b<TDV8cV8NCNlPnNzwkUmi6(A6{tV^>%NTm$5hB~x@>jEr
zrrM+N_;z0f;$I&D0hdB~&_Q|7NvYpSXC%cxHf&~PXEXjp4+p-y1edph!U^Xx*<VJn
z*U6?AUZy)7Wz#7KaOlD=RF6Vo(^ljWwdA_j@KnNJ#9`ki+m*)BayUXF+cMkGa~&La
zRz43t_bR_Q&&6L}TttaHlG8@~m{rTVxw|QitQX<+!uiKkGGSsqvPZ(mnwVJ=BWt0j
zO}e+n32zIN)D#9CGHphR6fXR72t|}hm<hVA9%4!YIUv)g_md)q;!JWx&5?MeAmMn1
zzF3T*c#>FBBdh5YsD(Ha8ojzf)ZAGg@01lpEL^e*rio|@xC8@-m1Qu~gCH7|<<+2v
z<5-D7#CRWKyccJ>A5m5?R5vL}Mw4X>$-*owz*XqNDP~FN61pW(LLZXcLAPTF0|&Y#
zVmc%$Mhqty>tniAiBGCzeMg#gFFcI1znkEg8Mvn(Pm3-QwnV}rh=V=oEi3SMHBuZ6
z<GS!_mRl=GB-b*@%%iw)7_ag!5wn3OlZCVn9*?WDpG4;lVzEI2L6wl+N~_DwCOyX1
zX(~SH5d5wL9j`1!&lw1cgk0i-@&M6b02ewQBa144Vw#ACMn_zvH>TrCC795^jdCr@
zr0EBe9d;P+NF}r-dud$vAc6WBgsmOq5>0&FRm$N5>v&g5@u=9%psbPbxhN{GW3n=f
zLcNqzVqUfuPoyPm5szw^`p(Y+(b91UI{Au7$g&7&X;i}?A*diJqy&>eO{ZT|=oD1K
zmWCpwDRAnH($XlsDv^vzCMDs^fm<?BdRL)F+Sw-NXm?2D`2&=Oe0UWLkC-9tHQDGM
zWV@q}tiyvqDW#qfl={jExcs=h4l3L_vJfS#>r}qfg1f1gNM0T5hZVEAB1(Rwi*q*g
zk<zlf<Z_T~kC9I0NJ&m4e;y7jJi3KL*KuW%xJ?Zc2RC&7(oO*P#GWL8*IjoV*I$4A
zZrk3RcLnvsM?xk-+!D|vFHT(~mC2B^Ohie-k_1c%G{qpRnwV;ifElGCIe^=UVkkK_
zdq=Xv7eaM46BKhi*n1e+{sz1$fk<o+Gp7*}RXn<bY)-~7LBK>1Oe`@=TIgjk-i)5i
zQZ57tWOFzzje0pqG7&>E4Du8SRWNWka-_1YB-8!G^(2BQ<MS5c&ac1`C`OUo$T*NC
z6;TvX&=B<)nrNX)1|eBTQbe+{k3prJKDhu@>!B#Omb_dmZc8L81xZU@G~Gu!=SIp(
z__Zu<^Ir+{&iZc)2@?ea1s#=~<s_$rq3H;E3Q<d8nmVQ+k`p~-BsV!hMYk-n0%(?i
zX^CK&sAdM$Oye?BxXd&X28aTJ?7%5Y7>b)TKH`>2$}&iq1}RG?X=)_&ETW#n$fXeU
z4EdHqo+%<?BDn=Zu5S91Tai?e*$or$OCC%C1doL1lChi)KtjyMaL2YIW(KijCzi{B
z>2_c_L3DXhNg?Vf1T%*&I9VgOX&mUn-PlP-v&2v;gdz{4#*vQ;2}uxfC^C}l0@;Ho
zD*qfwEMi&zY+x2tEI~#PMMP0V6a@rX0jGlDkclf6L!yOY2xx|Yg^b9~fhhuD2%ro9
zY?6=-bXg!Hnq&ool$j+-a_1;CK}ErV6BmjlVWQ&5X%yxJLb`-29>p4J!^lK&s45=C
zz%pa>%MRK+d5CV6JSj&ZY24@}P+6-~5-~+`sT5K&ffA2m$P%%F0tQ2+Xr+EeO&(&@
zs5q5soZLVGJ$=JTqzX{YED{;QN*=l-A!agY4?m7_)F~u4=@eHb$!(vHzGf{kp@n*R
zHt9)IDGc}XP`*HaOkso$C#Tw(a+F1$m`1Z)tjP}N`K<=qI|nHZ6fmy!HF`5$44iN}
zZvR9EJsU8G;wYOeya}C|c>*(Q{kUdK=O5Xvj8h7jJpTc*lTHO^2uU=MQ~^0Rh->?k
zbjUS4wnJoTypW*36o<pZ_^}~Q|9S(Vd^ba#26sRF9IG~N=7@3U($;TL5_BOM8P+y-
zlPBj>TUWq{kuD1JEW}tZVqy?0r(yo{(KR?kbg&Pn%T3wjxybotB(f=9*)*U2OgE*4
zc}yJEz@++-xLpdeVK5ZwV?*N>np@gQhqDB=5Fs;2WYc1LnpUD7ax#O(BghtY(45`Q
z*e4xS3}%>oc0GeHXbh^=lttDfRd~pS+juULrFhcW82K8d!zz%{A_MEz)7jn10b}Oy
zhpl&WaOK%#v_3K@WOR$(fduIsh|VFtGq;anCmleMIt(eQV5Ce0RiL}qV(og3!G7>K
zWuhsAa4L>N=tpp`re#=|*TXM^n&F2BU&yy-or^<p&>HUMhp$|XJ3E}VRtF=!BN*Wb
zASB}GkqA;Uf|N_+GP8t)EIrQ2q#Yx1$tscn2`fujPvDW#)Q|(yq*2JD*>sUJ(!^66
z>58@ybmmiAP=TV#WYY<fu`Xm$CLuU6L=~@Kl0_qEDvV^1(d@vZbhATt(dQXO*jI^&
zOfs89(?nz~OLN}}RCgXlm50%#x$vsh<oi^z=@xkH5xlEb;0`!2GHJ}LM%L?~ctRCN
zpLHHf%5&WNx2HIu{9x8@c!ZgC*P#e1BZL5Nc$P6uU(BJIAlnDd!Lu<<vVRA$L_ftL
z0W&v*sKAz_NpMm=Ypbf+rkPB4bmNLdShd|G(-B29O}s$|!Kwnhbp?oJb(FZAIJGhg
zViNAyW?t&v!TRtJbxlj~6%{f3jMFIf$wUXkJTU)dN`hW$y>7%<5BZK#Cgw~^V@;&R
zLbkY$U`Pt0nPFl=jHoq$Vs)`x>Y`t2CM{<OIXzVRDoGo8q|;U8GNqV$A%gBlH6dte
z6bWgnB#j1lfFKHrWzn6qXdQBpvkdy<IT}ov5@(K7qJzGswP?m5onkvBZV|;11VkKW
z7Fo|?7$%uq3e(6Ti3)CaF^aE<wAV=-2O<KpB_f*^MHvfs&S1GG!4h!`LN-iQPUTQa
z@rVvmfdYyhVZ36BpuYrN46tUPpC#QoF+)aC1RO4rSSU!R-%r$(S^ug%2xO1!NfYq<
z)c|IHatkhBF-cto-9g55V_Gf*(Z$XW>3=N;q+psVIxaLzL9-NeNk&ke2ol8HIlQ>Y
zW_8T8j>j}fDgrxHf!?%2I4d!j%n(b3!O|#q`Ed&(v1FE1Mn|$hvP@)CB%SMJD83y*
zNRXEUmnJdXS3^+Oh()^biz<FWLc|0`MslhcR+Mb210x&3urv%)CnuQX1Rcw=5CjoZ
z5XfPWBL|j_0}H>yO{phHu{TJ8CxjxaWG&Ei89{eonNBj6i=^cyY`KVA1}?c5RU9NC
z<meSL7@C34fRN<GZ8=DqGP#_Ji4RToU<xWZK_qQu5%mliGe=eg$uvPrBN!<xA&Y<s
zhJc`pNQQ`HfMN+aEDOc5kpB6nZUQD2x&;P1yUHo>&%PQUiY6}EB+p^s^+wnd-j3`N
z89jLfo(dmEo<M)8n<8&MVcm}>D-!D5LZEdsqLo8&TdbWhhc>5(fr$eca(QV97DKv&
z%hosJP}<2UDjC_yP&9$1>1>I_>22)BS|c+Qaib~K=z%<fs+(d{q(~Q$Es2~VVgZt9
zA_)S5DI#GZ2_Q)#f-GaIKC(g~SWaY7KvraQStX^o&=eO*mqlwRMa+?)LWxl?#}TR<
zh#Mx`IyTVK7eT~@-&sth;bTa4lTBN=QZkAz6F{agXX1`W(FV2>Pc)M?2g#ZPh-g@n
z0FsEJI8hWAh9DBtHPTuJ&B$VzCW2vNS{9Nh;dIIPJm3nd^b`)G(<;J~)<~wjq_a*;
zQ^1hGa!Dwq5@V`+sc=M5it2D@Q{<8YeY%4k8zU%7-z6O~QF29WE{{>H4rhAaW#l)m
zVoP>A&E<7Wawu$?Q;SQkVASHp^mqfT_2rY>)(Bdf;WMUk=+PsIm2X7t6Un>dO;#^^
z65p&dhz^@YTujg@cF<?`;2Tts+YFRgm=h1p=fvy2g%yjCzVRAdKf4Jr82a~{h-t#x
z&tNWnl>u!SPZ^VVc|#9QD-TomQIQwq*n@^qTH~N6-OTNe-p@@x_#rI=7SFx139mlH
zqVCr?IIo%_Yc_*9KO;&s#@9;(LMno)AgB%mhf2=r<mazHO*kttXV^%N8#|hy!$qni
zOXucp!p#wkxQ=NFWCa01bfUW4xV%18mz(%d6FXk|H5DVK(J*#8TC5E*F@T|otXbKQ
zD+$44#xk(MO<Gs*I<u4yEu>$~=dFQ$TIY>t$EcME&Q20$8-ewu1e!|8&FsRvuAU0L
zj-jN=Fn1lItg<FDfFY$hynGS`o^m8BOTIZo6bF5R7t@e1bdijtlXNEN(1(aCDJ)Nl
zfJY{23e3`*IVHUqK~!i`YFH;#vR$diPy$F=oat5{<I<Zb&o+}GKvbzglM2zqLZWgZ
zescr)#tz;gK$Y1?RjwV$vdAeFIB?(;U9?K&yekZ&SI%RY-bjtMg>r2>9y3Ru803xk
zHr^gu!90H*vkDJmwPONqeTY$7Bjsj48d=&corQwJ0%snY5yKa6W-!r;Wyxd>2}AMY
zbkz}XkHznqg{stGWLs$Nd4@u71rv*oKvoM$<0Pq@7&(Jj$12>RVL1H7$YvIm44sK(
zZ0?`WxQdHewe?4gt-Bqcvz#JHq1=+Fwi3j}G>Z8=y?G+x_(*2H>?9fPCZ6n}%xfTd
z(_~{gqJ}|J%0xY^9!b=AJz0&A(<l##j8*%geH-naS^9@EWOWO-L*<CN07q0SI7<U$
zJOW#@?F_^#c;@YuR1GxZJ$xRzT1}Z8;O*^e2wE;q$e%&XNHZV|QsPfhFZSc_TL)U4
z#==S#IiX1kGS!-ZGgpM6g^+a>Oc4PQSrky+0)CH3z%Ai(i%6*<6myVtwaSV$_w!cw
zLIyLFs4&mQnWqxz^)MyvpwOYSIk=R>!e&Cr4kBg;m81QPDsDh)4j^k5hNO^lIME$W
z9Eyk~sPtgbX@wa|Hsg%<<IJRyEFD7x3!NM$IT_pmCxwCspO#0VDdLtyy2L?N=mSIy
zi;&<XUslnRePnZKM2C!{NG0YM*kXARv&E?K0*tf+EvNHh+wbfIa8J#cF@x#Tr*p?0
zcK|yFfmBsh@!ju!_hSzNdF<DXSi%6N-a&z!WxUvfLomt8Av7t3MF7<V0Ru}ka0%^n
zx=UE&sUxf8k)P_tEj#f<4gBdKDNUw7KZYQs(IXDR88@O8M9PVnl0d5l8{=vE2clTX
z6oR4QcDpI^2gqc$kr+%N>Jq9YqNGex@g8JVMAXBO2;+1Gsd3ceh(#cmz$vN(L<yH+
zAXqxOD3MVWa*Bc^tGGl7Kj5}ZBqM`pq>(Ib=h~WBXnKl7Ziqx~h*)j_uqbfX5^~jH
z${x}Jq?H`1OGFbibVJ9`O$5t@EO;>m7g<X|6C{!jnVd^Rm4{Fxjig)GV(L0rJCim|
z5YR*k0RvsnfF)rHJ`DVrf*(_Kfhb^MVTmS|XkmyZ8ajq(A`2$6U|~rX9+yb5&q<La
zl9!Pv@mN$BC2*?|Qc9LiLu5mH9I41d?L036t<(qe35W6+XqZP?vx)Y`>y+&nL<3SK
zd4%K?VxfmOYpPh5F_8-Lv8u9Yx<cW~W+t{r873IKR2k*&(ve(fDa;Dz_+25iq&K4W
zwo{awKz-Iv&!*M*-p)d+14Agl^p+qLs6;FWCGId|3z7_4A=YRiEYrdd6k6a-rST_4
z98n*#F5!|a98Qt2Ge}%0KsDVcCaAK2tcV~>=%R#<h=GiOgf56X*IgAXL_oC6oe8p@
zA`@#S65T-})j>uZLcqYKILUVe@c0WE3RSb&?WJ9alheY~<kI9vK{hP}$pSHlC~G)n
z1KACI1#aFpWnwWfa%o(mfmB#VMU@*PuMf4yhcB69gxEuWwt$Y_VuZmgM#jPd4ADYY
zL@ZT7R3+q~2cKn<YfiC!L_Ndf6>N9+F?Xm4PokOpSP$9Rhf|!0&{`B=$>;&<YEn$S
zaS7|jjOO$o9Y#%UDP1kFX-OX|URg>k93zs;Q6<I6?^uAD=U~oF*AghNAf3|L*5A#F
zj;+XDK3e8ClZ_`CJ7W@4Cx)oo{1pCgUQIeCl8QhwY>^D_oaEIT-AG}2B?U8UX&y10
z-{1Q-6B_Di*<mtqLOy4mR!2uqH$VO5o!nNPqfCyo)-!^e`x;o=vzlqOP2BmTyI8+P
z;MIjm0FF7-%hYiWMDd?B?3TqfPyZfAdjaL`)p&C%xk8g{iGfui;K-A4DKffg5zl2w
zWV5(idU5>aDKdj$4m<rM$|sCMEGa}NF2L})c;dT{p|r(VeBfB>);cIOd&#dT!@vAx
zHVPruC);TJ`r#NJA1O-!ROFrn!s_ifhEK=p7$Tc(!zk?_FF1!pcaliFnZn`$epG)L
zUPR(KXh}QRk#>^Ob@GKUC0>zchnu&OX(SaqK@mfhK#<Ud43kTSfuRyj8%SoB+SCpj
zlG~_CZo;i6kwp*P&hhlRMx%?xB+1bzCTUXRGz(39dvG}!GW=E5IeWx68DlsJMq`vE
z+Gy6JtWiyJBnYH?$=AB@X8Krb<=86bBm2gn`^U0P@{q}e$Y~<kzWHcf&vRsc10|}T
zm8M9O;YPttNc9no?_e;t39qY~!r&3)`DY`E9wf_wZbXS>HWAIPVIcepCHdvJibv9v
zXr)Z?v#q-e&C>9dlyh3Z!Lq^t&4NhCm5<QTg1b+mx33GoryezLJY6k+!QoN)>rvmt
zqYO|JUrmRnpYQYu925RI;}c%0vQM$pRY6laz^nxl$xN7VE=Hc#PkCVgGuBCusW6a;
zqv<;3A(^sb7a5O(9r)=o10=E{nz?gb<5Vh2e^)DpBvW<ZiPV;iK+ftov;=N5%iB%!
z32b<p$x}|DYR+*ChIAg;@DeS(oeZCH1mSE81Ca#Lcn(Q&Qt6a9BfOP~@qUVOVGK(k
ziOf)-kXWIg0X0jjm0(a&NIL_hB*<ABzC@e`ub**;9K{G%K7Gq2mb|Vp6z!oUAu=5|
zWs*R|v4+>XS5e*6gaZTD@Iq<|#^Q*&aYXx(i-yQ|<&bb<h$4n4W5_PtMgTRZAsAp;
zDmq>?(S<I`WMzr8>>w^lD7r><vJ00HN0MWRdA*n=B4%I~(eP|Uzs6QqhSkxP>}c6Q
zqO6?angXn$PSP8;AVrfXSsf#h#7d>WG<l?Zo1FmesmC6BjPuSrk3aqCPfVXao!f4^
zjlci>?`+w!h2rAkk32pWi}B<wTX4Ga$;vJqMuu2nh@ex2ToNObB9}>`89KTtkimz`
zQV5u7{ALo5nI$f}84?_%MK`7(;=&>?D<E0|2|*$vC?qTy9Ti!SFhvVp)rmTjY&C~y
z863jwG?4~$#AFUZ6ma?76nLFDGa|Z{B^7BW)!mMaLY^8xi?(7qBm`do(Nb|I()bcF
z6w5*sRlJsn+Z1q{CJxg;Fbyor#Iy`7%$*}jEelH!F#k2&Ob`)78A}pLYHg%5P3WS9
z7O2AvRFQR+kX0OHMFB&#5ETQzDw2muAQnL!XeZOV11&p<<?taF)?xX|h{qCSaycx`
zL^lOexg1$642MY4pCwoYH5E`4=|WAq@JenZmkbp#;$FylG~P<2`R!5H;`De3XWI#M
zbdmtJKuNz{yNOI=6WLS-BNSxFa?#V5!xUxm%k!ypCa6=o@lTk7Fl8Rk4s2rnj%T@A
zABkh>JH$e6wpQgaPAS6I-$S!UAwTV<U6L6r^iWuqqA1~}AX13wg0yP~j%+`-)z`8>
z>ZK$zh%*hcmEx>uEh7yF0bdz8IZdA`z<|j{Uj_HQ@g%3Zj%Mwjo<&dSXwE7I3ls+2
zF0z)J+Bz4m5ru5ZY@uf;Ou))RHav_hDQ8~3hk->)k((8Ki6E*W;}CW><7ZTZxGDi&
zMAL<UiXn+uqJ(5x7?~KER4<uyAK6?#rkO<$MBK6uzY-wm@}atYbO&8*tZ))774Y}A
zptd_PyDZGCNJ_AXi3U+o$CNCPEhJS!RwX1=+&NY*C86a^a+-!ALQYZ0s1nIM7p{qQ
z%o;zD3lFcSu`kTa%hwZ(Z|8tuFD?0F(2+4)!*py^Ne$$IV3KsnY_<le>S`sBwAflV
zj<Ew}B&=4B%PYs*)`?kPPhEWp)`lkL%Td-3^e}JCSZa4{r|+P{Shs8iJGN~@P+W|g
zH3rwTBu&mOoK<iXnZ773e|eg1TUMZ#Poiq}DU_E_#^H1$N+8LQjkL4u)u-5zQK$$8
zF+5d>`9)OKx)?pd%ed)Y3QBfP)N6HYhd*D3<qV>aoXCS4Ox|h9a>Rr>-d+du0-G6?
zdYh~J3%LC^KclR+X6NcTFRtZxPp+ldy^O#8^hzp=s~8wEcws?;)f=)*9p_+ftxRrR
zl5}T|wT>-pE8W4jkN-MDsWgdfmRNRY!k5TqQ6-78jv)#bu4BRLZ%}sf;fN<4&irlL
zX&M})A{gMHyfPxUuAtiO!*JB#tFL6>%?%{g0Lst~B9T^lT`3;DD8`|aD!JppD;Wrz
z{Nd@<EVykE{t+|D`r~Zh`T~LcIXHC}vLj7@xE)7L5iXxXK$aMZ2altN9`9yq%4-?J
z1lDdDU|m>ahBCxAobAZ6i?CEkQYs-UxG|9su}}mHMKCduF$K^q4G|rOs37P%q9l=(
zAt4!9LJmdL(eyauq8pG@F9~NEf|bK^WN0m&Lr_@DVk=39a|E?=J!#V*D#Zz8B(g}P
z1s^3^id^_bmh`_tYkF|!YCKjB%i7uBHxkZ}5i9YyYjG<Dn5LU}&cNlap(Hels2FBa
zz{D$wR0<Xo{k;^M&15|y*60&h(7J&?J$X0La2Mm}p2ni~HH>yUm{=5`XGfaOltO1N
zhuc|5?@%A6N9B<5`IM<~T81o|+qPgv`dRnw>xc|3z)1EHs~yKB+jn5f2l2J(c_=A`
zqBkcny=5s~QUPlQ##6PtiKwU&^@68!HMRLUf`&{g6(=maXi7^&Q)xsD@{5BEFZWRt
zkZ~6WF`Pc4Jz&PdY}m1x*IIk<Ib9r9Rf4~|9BIO68r?;#-`+v$h2K%8TGU^1HNom~
zw(VHO(p7J9=BXEvNxA9mH|ZHj(LFRkJkyWUJAmr$rY58@EvwMb*hZeqiAxbt%`AeM
zMbJ}NnG}|(V))7!2-dQutAKSqW%Ot|y?T~uipWUA%X-%eR&_3<uA>cK#!sbhJhfBC
zvd-wFZm^pg-6B|E5UCl&tk4KrI)Su-H>n|}HO#bzDF(<o>xt%ukuv?LW(se*9U&9P
z)D;X%0Zd$l14N2tx`naClQn2L2dj-GEESdzEDKOo7vPW{=s0vb*_@w+Yu2%CT^E)H
znwBD+h#@HsJb@shB(wIR2ln3t&@c=n>60(l^?CaJ?|;8*BIt<|CvyAkw=-kLjE_E$
zoeAKY#W(VpG=gt;`)~$k5|8@GCCz{D^skBitetrhK-P#Oq@w7OlZ2ARuXsQZi5f9X
zL!`aPB<ArU=nfPeoH{6Sj%2`Mz@rm%Nff#T8vK67hVt+_L=st@hc|EK{^eUquW=)G
ziHJ!P!4h#uDvB;4r&Hu2J20#aqRWM>X{ebLaxR5onW#=bvMHb%IaE`_rCK=Tozt20
z8WA)Dg6<HSQ$TZSsJexcvruyuat@TVg(GF+v;<@cOe2e-^`RS43^R@>S}3XmkG~L8
z$dbz?up|-H7eomZp^G8HX_>xMn!#)a!?bqxbreNB1py|`9m$!O&Lywbk7gN!(^1ZS
z`Eq{Ma17(>k0sB&bA91lGDUym4%#*@<B!Xp<)pHM2;w4_N~5JS$f}C!b>r~5QJfBx
z!Cw4UmSV4j7#)I4X6G$44Xp0%h>8<YH0hGkY|7VYa0V$hOf*-FTc&uKG5caXPrbxT
zM0mC&&XLY4Zp_WY74*}cSwLX(LRJ))uz6fLm5PNw<0Y?GCoFYQk_(b>`_YQrRC?+u
zR%YTz8X&8P!BQfL2tT~@+q~u2$Qk*kGIZ<PICn%zI0`Y85~4nfu*bsTEygDYak>>$
ze~f4@PIG*aK_$u$PCN~vZw&?O-=#L@CLJ1wtksj)8pTLtKsU&x<3zIEM6%szW)7$1
zB<Ko|?+#EL3?LLMSfkvyDtvI@Npv(1(z>~erbU}bZ0ko!SqP$t5pv)jT}a9J63Ryx
z;w^NONyHf#*iIso#FPq%r*lMOF<Lvj=^5w)b&y~vMNwWMn|H*K`wLOqd^nN{f*_%L
zoJeK)95&U#(H9@XQ`_EU^){76E{!g^NGmyHr-Ljy$(0)jv<<^)RZ`Zvj<k|vdwra5
z)m}(p*d%YLnRr(>ZBu5kZ1d~PHhhdaZ8G;Qn~!t(5Z;_d<w-|y=H)Y}sPU4}Q=GZ>
zD*iU|7W&t#G_SDG(>hh_9${^GGhKacWU3~k1cDrK_G~5{IvPO`und#lhv)N;=eN+@
z+`-v5pGUBwnl0-SG;W9!8Pf0t6h@8rGHRTc%Jv0FT}@cA2;Kb&{%?bmB2}ZTYz%9K
zdQLsHgxl`9hug0IA1car&Qbd2nl)T???Mu3iJyOc9H$>LhfKdl@4^@z%M-L{0z2F)
zRTEsyoaExouIE_Yv4z`Cy#lB5?^Sbhs~gF@u!M+5=H+LeXWmW!OZBYDXqrVbWs*!=
ztXtK>qMtvB>?))<B4K`G0-?X{Am{cYxLWAnx`jTEgf;JYQbm<4>E4b{Pm|Z@BC}%y
zCtp5~C)1D7@^G5M+EKWsZ)4+v?TDI}qtDH8NcnIi1iDq7GGCIW0Uy!DI<GYci5Mbs
zsGa;_A~hKgL%o$8PKarGj5@O$MbOcdAbtKCwgd|B$tI;k&?*_E9VupypGh*5;Zf^l
z{<`^jDl6x3bTUg>cY>*dTd3{#(or*+mYN9&?jCYVhPIf(@!KCHAqO~BwK#3W4@gTA
zrar_Gxg8X$DPHi8B&>z`M!QP=0Y}rH71-MRDjgYv9nm0Fku{7-Zs8y0|AXo6XI;1n
zuP=!=G{|UQ4Hr}$OM4{FtLrvm40<TccT?kXlBw+^9qeYx!e$K7i{US)Ls9wV>J_xS
z^>^~Cr%+QpkFM^gD7VrCt1sk0-$bIZ7*R>3Iktg~;pMnw527BXbMq@)dGfQ!1p*#t
z4@LP6+_C-@qUmDBheqNMT@(f_f<;M|8cVq1MG<#gW@E=eSex3>vnF9z0m*C!fouo<
z5jEti4wS(#Vmyo%i_jO3)0NT4BH;=aA(Ye-br)deyBIe;#MF5qUV8X7UVG$S8phW%
z4vR89MR8pop#z3<|2vy#edb9<9yF8jmwbm!Egd}i^do%z<P$jQsA=Sfr1xDL9l#0?
zVXj_*+1!LB3J8^T2t}1>E0@te;NkV<MYQy&3|a;$cb3`30-klP^rSY@Yi`1$n54pf
zeCcxPU3qL6J;cFkjN%<$LJfJ8|NKmxQ--6*TgXMWVx+n;vf+OYg0qk;6)_q|Y8yh@
z5hk~Nh;-Z}trTNO!!RktkVE7gWn^(7x@8;%E@Js<q+&Pblq4<XJJ`{*nz9F1v7~T-
zey@S-lnF?cgsePD)oP~J9Y|h%9xJVlbZHsXXc_-Id_P_Zq@<*T^Upt@3opEo5hF(I
zt(VznVzC$xKf9IL!n<hx2+l*!W`w&M<pY-c0x<OyU8}DqukKu)^|#TM4HF*lAa><3
zJ^?9fI8NNSRFRYr2O)y#%%K((GrhQwYLDv!{}Fb39m{0%P?-6fds)3Sfjg^WqzrON
zomgjrcyl|VmOyogc)Sj*5|e@g2MwVTOfyGcZ=7saM-&7CH7+&|+rl>|AHxmX{>(3D
ze4Cji<38|pFMsMb!t)b&HoJ(l4<MNqiXx(0I<jctMZ-{CWE2+}%Oq>+WON-Zox^F0
zs17Ioq7ZfC9n3nijwuIB#2+k05dZyUBAx7~t8F1+S3W;m{|}x#`qo`*Gp6+n+oJ9K
zZR<-64^(pT=#xI-o&7f}mnQf6T`058L{MD3v+j8w^=zjx*TJZG9*6E&N_kEvSWrXb
zs64z`KfiT$vN0avyuJi;2ID+Dtd<$Fk5VlIh*S$6)_Y`jc-(ZUL)0*W9hocxxd;x?
z!C2ogiq(7?lPxr-J6W0Cgll60=eh{LIO_)HG#tz&7o0=Ik}zq(gB7a8)ZOG1gKV{o
zyRwKa=^jelg$%XzqYY}57gSP`UxtW)6%Awc^+2p2ArnSO41vc7`ITt6(H&m&R0czG
zph+@DPDjsbSh|igm&29S@K_=aOTeG+X8d%KSwA@k|L~C?T9(;NnC|w)sH%_R^63bo
zOzZYHShsC}rR$@t-nf}~wu5$Q1K*f3k#*rdmNmO5=qaOoFoY2{5H$-^l@QAmr12u5
ziA5Yc=13lDd5blxHz4+oz++lyojWM@<}<o8L*A$<sHOD`uI*=RYcJVUGwa8dAp}Zc
zOFN!u2gMEJSaabfMnsZ~e$8U(w@Pv6ib?g0%pN#`LLo?5wMJe@!-!~@x`FW8i^R$U
zEPmrDst!DWL3b(J*0plXg$FbJ=<x`GK<3R=47|ROCpJdu$*bp_?;gzPNfiJ@BN~nC
z6Kq}|r+Hfnk4IwW!Ff!X9mMUCczt0bk36-CD=s^d`yObbuu$aP^-uHvZutJLB=E(h
zi+J*tr8rybI6$dp;`kCu=L89ib|HuYx?!<#YmRqUrP<o7k+KHaI<%QX8zxd6@G^e=
zo0tv<??ke6zxoW?@z)^uca9QPWC4#`M2+?nfB0qcLt_!THnF2-DpUKzIGpXc=Y&}O
z+*Twt%kZ;C^JiC#&fa{=J3_=$8e-oH!qrR3M)UE+rs1B{$Dq0uV{<9BBN_-DP|n)k
zbsSSSg={uTYjckFwk*-4h~<mnF4LLmSCAtH??gi&SR7H+kLd5=l|(l)ox_=)8^)YO
zicn-bzHF3qFu*gORwg_0STXKsRyv)mO>Jj_na{|UGzTUIsYxs+rRU*J=d*g`NP?md
zO;(79^1ze9pJ~R^+Q_rnEnFt5#3rA|pGh(+>!U2ShGo*hcukYx14FC`dg#o{QSItR
zmMlg^41#T)NZB4<YdD($Er*cvkx6=K9fH1O2A@kO;7{Q4WhpAKILhti#-)E_?&u>J
z(KCf)(f~(<$&puhUGvi<HISm3vOt=*-?^S>qMxw^C9K0sYkVti)k$%vgr0OiX=!Iy
zol*)3Z`(%6l=BG`)ZrCe<O`+vOc!1YCKgo@aLNSy5&^%&{n;0h2J;yo7pQ0%q^Pf-
z=8oA&O|2xtIuS=XJ&KbeqX{)J2&x-Lc@^&JN`j?coXId|Pbb~2jkGs+V&yc37l!cH
zk0PQu=$BNiQiTNzU#4Jq376b-Ca*oS9b;V!Gh9i6T7q}CY^JqiGlyP&9uqD;g+KoF
z88&Te;YZ&(i*XHgANhW5q|$79auxF*-A;RJj!b3{-Rj3F58_UQai>6(928W+%u!BO
z$7@-<Fh;H9p+FUBINYGHOD2_u5q~@n@AwaYO;g)Bh*FT=y9{Y}a)8^{Kf?OK?c5w6
zMQR|<x|tPRJoPL9GDeDJLkn@sUaC?7g3r8;e8xHS`y=R?7FtuwNE0TbWJx)KWJQ?*
zp@?A&CyxR$sSFkQGxy&F@P-?1;DHAopt-r3*|TSJ(M1<=`st_RcDwi1OMb3mu^3Oh
z`4BTQ5w^M~kxPe2xn+7nehk$D#Ujt6Q0R2vmla~^FlDXJ@h&6jv5IkKo#bmioMM(z
zM?a(M#$tFCmUXuwrs6minUPi1j4mud{1{2!o{C4)Y;El17fT=DvZ|A*8&*tZT>&n)
z3cwFLf5&$VPGgv(f@n6uWea~ri7TH2N+&X<a1_<PQUpODYvj1(&0lh0=|sLc`s9C?
zQ#i%)1&u6!V>8><v=Z%$fFz)(DvC=*aXN6g9n?>#V)l`v89%)mx5t5HnIz+#Bw`(;
zlD!Cmh{s!sVQA#C5z49$Mo~Px+Wsy#ueuMv;=#niDXG*4DjA<YoHOc={8$O|hp|#I
za&O#?GWP;RZyo?cW|-GIA7J#B9wO;5FBcB*HLI4%F_mopW=t8{>Z@oRU&F#^CoSm&
zXNG1V^>wgaGjQjR<h;CNX%d=w-ki_(<O?VeLZpo>8xz~<$qv%ssbM~gd0}uV&s6@F
zXfn#(&-|Vx8{T2o0Y}mswD@LrHt*i|G#x9}lh!44wHRFpVy1MWnHVLdB~*{9C0LV>
zo(?mxc>}Q>+t9N)1b-oh62KB%kj@~Q7G9@}+ohsNGNNuk&cMj*oX}d5L<;H(C>!Ia
zw9cUPoNr+)e-f#51XA6UPw@BFMqk%*EX$;@bTWa^u$|>>S*+f$m7o3QPFA%orTp+R
zqQzd~n_5ZstH_p*(%=|MqlM&}qBtU1glG~=H!viboI@t(QqZg+3PK^O#uXD2qLjUv
zAy(zYd$^B+=K`p0VKP#hz@g<Fd&yk#l>%C>TS=mz7D1K~`dg8jS0Nm9G?GWb>yxk?
zBAQDiBa5VTP@Mt+kA?5$7m&w{Wc}tfY=8Srs>jcx*XgIFr=4Riox=eqPbT-;a<nJ!
zC3*G*Jo4HA;eiAfUVbPw!*^e8C^Dq6bYYkki^B+_!1M!y6jbZnde?kz_}`=1u_Mbv
zk2W%tSk9f7UQBkIPNq+zBi&1*(!^4IGi`~nT>FiKIDFFkuVfUB8?^QfasMNCb6%H(
zaOgaizxX0zF3GXK`6&g3&RzWnP19oWJzIF=moFk$PR84{g7O2WQP9<o>Q17ZJ(h>A
zf1Z+Tj7i7Wqn~p)TVKi1+8m)P?`5{Uu?@{tfG=-0h52cQ99v17VSJI%%sX->GiKD&
z*cRitwL93<(TglvSdJ7Kzk#D5$HAdI2BI3>DHDHwoI}Ps7!(FrwE9UBVjh1!<Rsb?
zH6#-%fyhR(Ln3v#LcFo9RK{9yr$r<rqMibJf(>}n9puNhlh6dZf+cj6jAZ4o2C5_j
zw~!%iSxiwJczXwM^}WeMg$iovcxKiNBfQ{Ric}ABaXDK?&!H$?fwCz^GHtNY>m_8$
zxG<@fcHnQ{NZ8PMwDtrv(IB9zq)h?M5D^6nK}ym(&`n3TfJ4utSSlw^^^xa_vMs)m
zQb!#_87H}%MU5(PguDT-H9&<F#U)6{D6DAP#P2({V>I}=?8x)E_SNfY?+}<!J%gf>
z3K|zK!0Y#O;PK~h$?&=818rn_*YTiZHCtL5dGwek2+M;kO>bd&-vFtI12tOA5qg#(
z(NEM@$gsX<4&J;P@vt-5^r%MvyUk=w2Lo~uaaF?M%uyr{;!5=*X5y3{Qp=d{&cYGe
z`T3sci}TEP9)s3?rX4bz!lS3rvnfgQ;y#{T{1y>Y<3~r&CE#{3sGBs$G@{8QA#;H6
zy4OfW+sQ92Ca<B6b=frG@&f+ns!J&j`Utmn(zmUh_KhvHt!txaeJja<B&H6!<RtCM
z$H-TyD=wxoTY*c@!&O?usPik(hQ(R<)Cv~fwuJl?)CB{SOA51&&L^!Yhy{M?esL0l
z^uZN5pF|`Z=dO+aAhe@{3kL&;^&=1uoQvStSz(dr+J^DOV{ATl3_>tOzFI^_x`hVc
zcuJfV^y}MMt38Qj=5{qGVu5KI%nMw%|0aO{^5&awa^HRT@x&8PAW0IZpME+QUwrY$
zZff0M#bPm<{(d71C!B!nNK>r$P#tb3o~<UUl#^2Oi0djD3k+SOARERESXlX4`h!Vk
z%9Z4#4%FT@2E|$QCk&jHLCED|Mtwa2ulIAko|j`wcslwPnxzBa5uJo2KPDzOlzwa1
zewJmierP+Z`Zu$pZxb!??wxaPX(=wB@C}ZxK47oJXPP>xcsHh{;|tX6me>uXBLp2@
zWKsT*Gkl8Ij`g9v{SfNh3o$x2Vl*v7EUcxYp`I6<D>=ZN&VuMFR;3#`(lL%{Lk4|T
zoEBq{dUqYw?lMwh3@NTrJM1`?q}KDm&<j+kMI0NN%@e}&oF*U3Byr5H*W7CC;G6Bg
z;-S(TsdW6iPij0B=P%Fxf!kmEBR@Xr$GAn6EiD^q-_nS4TMS=I4yWSAlq5>zJhWsE
zEu|s50(i@Z;VrF2RUHTjNRo)d>p=B7P(2P*#X>bR_)3F#%R+c73h<WaqyF>Dz`q!6
z>(Ev_gH$~cWy*1%xI8V(#4vKm|E#tBZ!f;}HW&Z==XmmDsxF>IgHz+hx1VRQ$BC5A
zLvn;LQz<N2K=Oz1Szab)%IJA>J;knksw&E8j&(9NuO3Af(bx9lA6rb_%whEWwGXeJ
zBslh9@=hzIX1tp`JxTBVo2j^BGU2pD>+@SlJ@yvOQ;))OIB~c|@=6s#B?@^Z3b~BQ
zK&QrFTbjznFVR~#f=F>WX6H*pH!Pxl*5P#a2WZ^h%&Y^aa8OAC_lAdY{rN!#A}Q|q
z&3xP*2N(SC5b_GW|4}X$M#duAlVj;yL%h9Uh@cymcdg>ghA~w83%G5?I?~br58iP$
z?h*w-5ctjG52DHn@%RoFZ4OXdaRAqxIg+w`*Y4$Rm}H)P8@;uMd(&HJ`s<6F{?jWs
z@a)rey?*n$G)te3(Ea)rA}uTFI6>vuO$vUafU4R7dXqI2A6voQzkP}^WhNDg2)`{Z
zM30seE`1xbD1mS5IE;Z1`cx;|`W7G!#wl#5Lh7i(QCCRR^pG<Q3{MzC>A@7zWF&!d
ze~8hc3Rc9nVETqQYg&k-OLF)<lUPU_+2%f;+T6&Dpr2)JYdNCsShmJGXo>XT790$7
zmT-hpK+ZdgrBVqc(MHbRv5Y{{BpLAX^zb9t9;)Qk=6m_`++UF!3=>JG8B<$FztYTO
z121#P>LwD7Lh_;|I4fkH7}mu+=Okt=e-Wj>pT3%taO6sG`|=4+9m}@JUwEv)fEfer
z6nAfAD9>WYq{A3(9!XM@=u8i?H4!0g7<eRwj%=K`p;4w3Qs?rqc;IEa!!fK>F+=Gz
zZg+-~(Gm>><&>v_C<6+T%cMzeq0sN5Q`4|wl|&5#b$crt7ClDTks?u%r7ks&Sa&Nk
z=Y5l+(kf&@K{cV&(a&35FA*Nt#PJg^r#aM1A}dlU7cfq&;oa^ilXFP~Ax)!qJYTCU
zXH>wu+k5QLhB#}kT~DezjF=Zd6I|$miY1EVG!rY{gW0tm$?L^Eax~7Mk6?`h-O<g4
zrxr6dAX9b7NXjlfn4BPU<0XG*?OW?O;^I>{_nZclRE}(SlCF(IbZi(Rwj)X|*-t#(
ziJ0n!R1fKF96?l()qEsJ38J$cLn#MWF*syYmyRk5NT!I8kx2*|t@)kwlysoWIs8cr
zc}bR`-URhdCu4oZh=Rdk51m5yLrd|DE~D(?IiL9b?BlX53v0t#jCbBb961_c*l>&&
zo<TnQd<1`hw2`7e+fAvn5=B%$^jxu6j6fi;|0jU|l1L<Y^wCGT|Ni?~ym&FAMvda4
zi!S2w%P;@DLikL@VljSt^95Xf`JdU6$+2y42rHK)L@V`13n4wWb9xq0L_sH>cN{HR
z3o*fuPxD|I8X=>Zc54JqcOH|<N+}BkQRKao#C%doGfii%pDMK&r}*9~?*EiCG~!y4
zd}r|U32q-S2ink<J%KcA8q%=o2=aUXL3PXEt;8yxjV|P1_XLjdOvBQ1=z1DM&)^GG
zA^k_vvo5`zJNh4EtZNvCKTfe!$eGgdWXW=F|J58V&*h@L6W%wTg>B2Z`I-OY+mpY}
zsOmA)l-BL)b9>^8mvhgdKi{kO!;JMK`0^2i&*q!*e@kZ5G<^F=geHajk_z0D$~kOe
z11q*YPh)Qf9z~(3WE4uK40Fv8o0~T>ZAKOM|Kbi#dg%%tKH^3SoIxzp!qiP3z2G5c
zTr`XJyE+LEgsGWZNh+R4vLQ&<wk%3CMMYaXLUn-P$@LV;5r+Qw5~J=u4>|b3trnK1
z(|_G#sE1Fc-&aNR+87(3c$(;j*YS^>P0CwBXKM#j0x+}CK%aOniVQ8ieLTNxC3Pjm
z95HD;s-gfOIYbn{gyNS_^JQA2IbMEafQ`+a9D7<J=bSyB%YO7IkwG7~-+CBDg)S`1
z;)*~0j@hFpkj-@P%sWd7=3j*0qjJ%aH8fQE&|7;*{p}TUBP*Ey?2EYbLsWe0c&=Y?
zA4<l9XWMYx-IaJ;S%TYR^rzNv)M+!|`52<mL-EfJrv1JsiC~!dZ!N<$c92sy7W3+y
zQ#s*+da8#zc>bk!=0CduS&MSYl_R<Rk;fQn*D;1oAhs@yR^!Af>?TkUq1f-k>+lkD
zc(`QJp`2DXo~xJr9+%|c>Zup<&DI;y;~JBF^&Fm;Wkvsb{;+We7fn5!gM;&UE8a??
zX%R<;CQ@I07>{<ZMjH^x6GcWUTac_Ae^Ff=YlbNAX+llJxvw^#uqEJ525Icu$oEE_
ziL=~dYpk8u`<HM`YnZY?H8&(%n0df3&TgzFI3Ob{eTZT$E{B4@`yWUn=AutHmgcTI
zsOs`zY+b-MRp8-@Lc(<uxxM5P-2d?bZdn%3_O9hG?MoQvE=R>rPeveS<nV}2RKaA2
zzKYr9^*p=mDUPi=6-{u0qHt36a6))^w0%9{lu4!PMYodV07Es2u$8~Q`X?It1{n&b
z89RCgM~wUlZ$;7sr2wXxVP)%mc&sc})ErAn3Stt#Fht_Ij$vs8g*b&`FK>Hm`1$C$
zAKc&0wCH(jkfF5$#I}Y>btOQQ5c7Npp%CdLWP18ZZQX<*3OL41LeDv{q6s>imr_{l
zWRx>S!LgGmJ!d*g7p~`yA3sjPxS5oek7PuiN`+Ix5jQ|Hari}?R+3EH5d9I2%^4TH
zITbf?O5`ZzN}NDCj${}Jf`Ft5$Sx7pE#e9&sBRfS04-zi#>y^U+A&C_!^4b2N1`<9
zcx${Ic<0yH{=-Kp{`w5^=Z*bL-@`tLWtv#)*I=$+i*({?2zyZ3^My+Q|I-UEyui8V
zo=YSW!7z+{5yGbyi^aI?7pHRBkAKXpqC=1bnMf|j>i!`%L_5i)V>B4usDembsV1pM
zaGGh{Ru-p_1<@o>K8wjE4SThT*S3GNEQ^=oOZeN+OH2w4Bjt*a(@eGv_VY;PjffwT
zVEugAA6ebsh*xnjv0x;V3r8Uc@IuSm{O-UjKF6!rI}+IxQ*S?u%#L=vLn=YvXa+L^
z`93#8i4-L+H=W_tI08v-|Nd<pJZ=u>zi}-WjXIGzWs`S1mzL3Z^n!;dEi5B{cnzC>
z|2k8yIsr3fG3q;&z|MOSeyxLnXLe9>egmSKqxCnhFzPSoBdQ<##mvlV^j>j4g+DzF
zxi|=bq3f)E<P}yv@D!HpA?g~&_Lc3F51UBYqyrE|8OyS0>uh1mwhauc89`n3a1@7x
z!zJKwi}><nd_jwJ#~OCL{U#gUUWcSOsUPWO)3#<Lf>c%d2>NAIubaim9_F2PGVb94
z{`mZzT=9+H^ZNX58kR4iRLNl02HCb~IY-}oCB<V#vFV*8t6q;G3NZFy4?A8Tpslfq
zSmP>Yl#C?j=%k}JNB8&VQTSpbJzKWYl}@78P37yYD|l(vOj?RVMB9=`vPjUGW~gZg
zgAFc3%SpO*6~`TWDvfKKxcnz`@OV{BEDXy+H%%-oCKp!Vkp5k^_icWbXPVz6XK8Fm
zHxUy2#Eb;xY7xIZ<XbFrKaDf)r&=6EzA}zmw*Q$UGfrx~HB75Jk&QhO2KqY4)0a`C
zwb5IA97V-b=<irZ*``-%ts27)+0E@e57U|Krz9`P!L9<%?N@1^TFn3J+Cpu96~7z)
z6Fl(&2G-t#>6$>{*rQOLehf21a_P;8+up>;tD`#*qJ3lqTME($J(F2H(8=a>H)CDp
zOz~AQ%u~oedR8;ZSHZWc=HQeRG*d$Wno>!A+qRs}82AMzl4X+BlB{Tdoa07)lYk}S
zGn^QLh$M^jSp8%@gM<nbT<!llnx!%3iBq|0*7sN@ZsH980i?t0xoyQC@jLSg2M-_+
zUX0&86Eko$f)1w&TUjU65HJU*loC{VLWF`<{Iq*Hw~s#$ul(U(_WxThlBI7+FYV8?
zB6}6;&aNkKVm<?Fds+NH&mmQffj}vaa)p+6*VDUhGoy-&C`k1ojhjluA@Ruk7jOhZ
zoOQ<6h$~Jub!W)s1oQ~#VGyt=_88QpW8|meh;9|f<T45lDW-U=2T!5$zOh9%_Vf3v
zpX04nn+SNl4A1v-#19Xr@w$an9XFCuXOE`&x@W1m=4<#SR(_)E-q*fx31BLf;_rX|
zJNMmpABz?(V%V@@TzKJyA8XFN{ZT9y<K7p~;%i6TN|)Kn^t^*{O8;(h(JYO}^aqJY
zyD9H0#36?<6%|)r5%s>QlnV7o!u~x<+V=TLn_2D}c#_qbEex4a{#f=CD%FpkjtC&0
zOR{>PkyZU$*f6x6Yo}d8rMF}+NBsG)EQ|X$J<D(2{3~Wt5BfkaW5*m!OY3?vxfK6*
z>8%_)?I-~LwDAeT*%((%zTkb&rDZf8JncRTd<9g`tYphSI%zn5GTst}Vc+=ovT8;`
zqwAhc=tEgN<76W5Y-RXw&-l>(q+0s`gTHx(;#<#0kaz#T9&Bo5+1-!QwrDwKPn1^2
zFh-tq2*+M}1Vxp3XgQsyA6(9oH@5QiZ_Xkpq-kHifu=VWlN^fUA2tzp?QF6_1uIwf
zA{kCRA&J)9Qbvp&k1J2+l5?tPS+<h@ck6GN?8w8+X6b9%MwPpe;FR$+%6YUHeuVNF
zC~Xepw1`>@&IW<R)(j;ZM5r4;dHG!qnlX%Vw;aa8@4Z07FX!;b-`tHk-%B>+=YX^3
zFnr-_Y)?8_IAscxClxSthM)T$d5%>tw{XO_Cvo`X>D=<WKXck~C-CMw&D?tJiFn)}
z-lX+@HfNgoP2b<R*mpe7_bnu5BpK3Tv{*aP^$fD1a%BEwN<1~FIh`3P8AW!{m+GKf
z@==~Gry}<@iQ=O%1I29ZT*uhfWvD@&{OR9Du|lj~a2xH3PJZJYAc97Xr<mgo8O`)|
zo!Y2EaO8!g(nIw1t{`P}lkp9a4tj_<1S(p54CKoU<;k4HsW{kKyWgWnxxV*lW-B8Q
zG?BUaBdPe0+IZ8lcrme-mlNx`FnAD?T{WzU4)9ukBa6asFj1%>l1)-jQ;Tkz=-zI8
z?kp3eQ9Rc5CO<Abm$aGToFzX+&zPJ$^*E09&t|H7)UMZfr{fj=_nn{N2#)84!~cj&
zQdk!0=E;^N)EG%-RZL-gQ3IM~a>bS>I6Qw8#}|+P#P{ewC0gU`cz8R}O<^jItETM8
za#mdPBHo%jd{ZXUydXxTBTVbsw<#V|OMc%VdMr!d*qN-_w4C<VM(QUVz{rskaeG9H
zgA&$24lQ9)I>|%L!G1z@4ze9dhF)$Zv33y8*gPENUM$_*^@t25c=7SYtZ8l|pgO53
z4l?b`Db!D^<Lz%e&iE@1!WADR-PBLrFHS@)^nI%9-WR?w3E<+zi@EpSdwKlv$I*42
zQ%^mWi!Qo|Idk@2Tl?oB7K?G(1yi{5Pq$DIIG8n&B}@(;fL{sjwqK9g%~Jh!@`koB
zD)c=H9AAzPX4~G;p6jJ8*TVtc3Hv&f{YosC;QHlv)70CF(j4W)>Bn;Ntgq3L=%X#s
z!?s8puXilv@AH2Bp|z&DbdJ9razA=V$Jr8xVUwsEUQPKyA*xR*+%3sVZ;#S($2u%)
z07sRJ>MM@=&=?c1ts%Fyi@fg~^S;mPxg48+c0C<ycd)%VN?%&Tk`#s?I04nl5bqtN
zqdkV{E8vKWj$-PmhvF&7+wC0LoX&Ut_i>J%JcC8g#z;jIRFxIe-<M`&Lx8*@lPzmr
z=dfUqY(*_kZC^u3uBIy3fN4O*NGFr$`3RKDM20k0|DhMJN2ai_jhC*Q&#C`Ai|X$k
z&eH#Vo@JSCmTof1-`GXztOkT(CCpm03@s-!@(<r2m#1;(Gk>RL;{bt<QttfQC0K&R
zx32s@CXAX!Pk)vhfATd{WzWCpz8ZU%g~>JCP;%+6dt+hoxb-NVMmL%<NS^7ym9C>J
znPsdP<Y{dqw^#iH$r4%Lx(=!PIS@4b!{<>|Fq`m}C(*aPjb>z7GfXB|?ZhSToJ?Le
zENZs56Y<G37n?XO8J{j7S|Uz)IDu#$azeutU`<gkBk~SlGE?6ZcgEDXdEj|Qs3nYW
zl+c{(r&$}ISC3*@7Sr8zoa&#3{9ly->*L$GX6qfu{W8}~xfp-GlUkt?S=d=i8rEa{
zZ`U344E532*vg6%AHwhW;3mYkhPH7}`#an*`V0b!i=1g-Vc`&E5_*>JZF-Ee%BFH;
z!RS4{NB_;p=(IoEO4~CnjQ`nWx)(Omx3rbnx1EUOR_Wc4<c*u(pnH7>4HL!_8fe4}
zC+HI#Jm1xV?(lHJQ719_kW#AW_&>0Q&$29%>j%+>vh)u`Sn=)_mcO})OeBL#7pQG0
z<;W`zqjq*Jn{Hc5<2}omdewoXUtdG<*)u6PZo;P?B)G5a_X*%Fx7@;g_uWThV<Xe1
zP2-}AF5;}S&cf&W;$_?K=U+EqeeWIAg-%8ggDe|*i(+RvmSv$^8oH&SnHnjrkt$~i
zb%9UbVcur5{oDG%?Oeb7PiUr&Q*u!5EuzX>LZ!EuBPwU$S3kNxP5-h!x?bzRJ3(dj
z|Gh;^*g!F5L<E$8gtJ&ekavE-_zHbEGa}~7W~xsZ!{}?~Av->}Ie6ffr*I!Q3is@W
z_kG?n3{uzp5b4m<$gOE5dCUR4dhcsAH$`#g1(-0Wfug!%o_KI24dcuB`eg?p|5pMP
zj;8qD)lYEC&yVLXcQ2xKosS7sZq_w+aALKIr>2Da*RSK;Q;ufDh$5a@@c^q^-{!U-
z-i6P-^ZmDHZIY#T_AvRvLi!(jody5c!1+&{jWVK&$F6ym);G42ol!{g)y;UuG%)6v
z1`ge{0`<UgbhdSKw|6Uo0LL{P&KrMg<QI3HK_Z>v`#-yl>auYJ`~j}|-r>7O6@MCk
z82AU8rStuQGj>Y?SF@6()?!r4MbaD~W%l!GmxNyqGRo^D=#3zYP^gz7=Z2{0?8KYW
zSXtm>qv1zX^0~6`807Q-dZHCQ*@h75!mOT(;;Td!JoJeXw#nV3C4nqia%8Yf6HiXz
zDCa5Uk^g~lTb9K$@ztcvEVXJOwQ3<nlK&&S{A^3M@!j<|lj_Ox>euevHO1AxJm0sF
z|6Bc6E~`6@Gl$Rn$nsko>)=;SFLV3o(<yfBOcn-n3BI%OF)pt?jOoFek37eo$n>RI
z^|R#^&M3my;AHL1Z!rDW#}XQ~vt^@eeJ9WV?=y@zYyxABAA{S<5?!*5m+xD|lEyB4
zvP4;dkKx0M88M~;e@OtPB1AUeqA!|a$I3Q3)^yOdt_w4*V~Ha9^+ilNdJMD9nt~b5
zu=eJK46N*?U_v<+BUP-SIJLhx5w+lpormoA31DGiA>a7MH@N7cix@lhy`3xj`}=wQ
z_18J;th4r32z%APZoojejb8IfMuonIVVMl%dXNMeMNp7M1zAvNi9W!v;5Sgj&v#_6
z&1QRlOTP6s6Rw@Ynwwu`#CcN*_bUu+OB3CgM(fNX<UlTVAQgi~oOJ&H;n&_J?RMcA
zRmiN%W;6202E_lG_w)Vw1O7Lot%dA8cOswp9Wsx<f%ki-A%=V;qiNPI+`_8)8|iBs
z#1JL=BO3p6^T~{vTD{vjT3Y(~>9tSt>&bas@zU#j{h(7=-c?3dIK|YtevUmc$oKB}
zHCLZ~5z`ySvSh;|ZoL2JOc_3tah)d+v`U!$-F#MD{4}c@o0)Ly={)xAcKX`8nbX#W
z`=psHzwd1(9z2t?e?FDe@1Ljl)bVV+>Pg-`yO8gm{&mvb7WdpbpX>j42A%zVTz%8s
zgaQrBnK6R%&Y1q0-7Cwo_-ptD)}*&_W9enM#oZI47Mgipdx>YdRx>3~L7vy3C#BGr
zbm9>e#(Ml%hL4W4j;QB2GLc|-VgRq~1q38#KC-6_$y0_JsDIyi-9B%v>2A(gd?iv`
zVn+E`B)3G5K0wyY;=@C4SD5FHx$R@uU^S)sxoXQ({JP;}6hY+j&Hvzr5y#W8m%EBs
zmPONFx6-$$mxk{*u<?$!kUc6Bt~?ZXi4QHKvHH=KG`+cvbTm!bgmUWVj-YCKH9OX{
z@#cd|+4gP|>7F=2UD&xW0z21kS49DbB;xis2$uSB7y6Jr4n&vA(7ImCNS1<92f-2*
zwb)O=vE#`<>hl@svA6B_381EFD2l=_e({U<eZHxwi6@_Yl6XA6w?f#f{__T;<@M-h
zl5+2nyX|9IIvt4@F{})={?qqSq&A!FzlApp(fsgsM*VO!?_Bl-hdqAoZXc#b)}(7e
znErR8q`I>Rs)(aVLVM;Ja^5O7YbLRwE`}Z4z=7YJMbYTMuH&_~eg=R0?ECfy{Fm(C
zA42eY5y#Ia`Il!=#?+!t9fef0b6!o$vgp{>%RA4m=7qm5#^IDX^tcHeIJ$sPM;BHq
z!=_L^_iYYy<>iNQ-EZ&V{@-2ArZsW?@Y@|kVp$G7DxdjnPjK3?GdTI6Lm1qi;+0=+
zqqlk$Yho{R<dP$3?CxZ9eH~`;0AD+~8s(t`O+yB~ZA~0M_W<TzF`BmDKFMuW15Dnk
za?tUIGV;uWc=7M6SUkUxpWJ#9D>iQ7cYk^Yhf>9r-#whk<M&R7`X$Nr+&S<#H<f;8
zxBjt<5^K3@@Chz2Ig_+wfN@O3&(06UE-lRK$xT$qA*Q-&@&B`*wq;rSee+*Wc7R*A
zK1e#1r7t!_BAcSbRX}%Yfd8BQ1IFdof5P*{`2ME90~Wt+IF$-lXzv96KB8MAti66E
zl_%8Tsa9D3yM^S9En&>}4@C9vOz2J1q<dW#+umrTV`V!|Swcw}7`+KFKyZ6-dA+Er
z3Z@8_fFO$qx(?|yWKxjHAmp-mssdD<Gl}5rI@F>)OOW<w`+WlVFOw!s+U<A4FlcXY
zCl-tG%U}MIpZw$}dpm@^;y-VI&*!5td>7UJlX1yA-<T4)7Fy#^QS6>Wf$QT>lxwru
zJ|D||xR_Dj8%x`Z>v0x(7<R_Q58O8w(HLBlp#RNI;!nMTcf@!~zCDKZZ@04U$(6{8
zkI84wVccnD1gab)URjOS(nsjh_iv)J41@Gfe~9x3S0fY@p>J&?w_*!MOE*$k0m_sH
z&@}YsZuHh3-rO|Av#SRwD^Lm57IEqo$5J`6lvfsP=Iy0BsH@qT&|GlFu>fpX8{xit
zni%NT$R%TpNCznL`53AcFw87vE4DHaYbO8uqnUTYWR@+>viz|PjBIXUYbL^BBc@Vx
zicH_5Z?NddV!nCk2_$~KfZ=~RkGp>L8mdF);vXNzW6#d#@6W8FFu#hMe|kLmA<y2p
zRl9WLdihEBAGoaG6lS=`aOc23=+yeSuH+J2A2D6kmqBl8kgntalL|k4<(&_bGIE%f
z^@&IOein?ZLEBT!v_IEM-jo77RTA4CT25$e31-$H7fqwZvsk8uku#8F6;bja3NAw9
z3n@9c6nB{i*(0O)6hy}dFA?`;_k~FS-;b{A{NM*aAQFl2&_fUHix57w|GoiPV~D2c
z-xwLXl#clG<jg2F{?qJcUz=?|72gqK^X(g$a?5nyIP)RK{csK?2YvLCQ(gBjW@zOg
zne7hLQH2cq;V61rJ9*{WS5cG#3aiIcdvHDlD_^AWe~w0}DtzDb811cO|9m^HU);KT
z?PF&@xmAq_P8GSf45_jh!J#nJpWv52c!Hx(8q4OlHj+){IQf5$<ki(}I8>Q8m%PRe
z|NBj<D|R;PrNcUl?(AgK(g<ta?PRN3Ic?l962EVyM@vz4<uMG!P1bD~;@HE>82ZWM
zw5S&2#x&4stz)#VG5U9xQC?a~<M$pWc=k+gyL$<T9Y2l(=8fd%x7^F7tr?CycoN^e
za1PREw0govNt;=&>HY&9xjs$}9>(dR!#|hTwS6`$%c5^_FFXFW4ap(lZ*Zf<b+Q8*
znf@$TAgL0Cvx+D^v>Z>R{Tce-zR(FE!1nFi89#nJsZ?rTh487o-wo(VzC}-JAyvNP
z$a7BIw*lI0wvV*(C(EciyB=??m!(%cM__mXV}EcE!iTKsZCMtZFSw7ItB<AY!8T$o
zIjAjR<R#^_t#4w{?-x?iFbt1gOhMy22<M$f?O{Q@MeiNWnEl7!5L|B5V?W-S)v08b
z8-MTwN1QZ)QDcjF;{Ux$B9fvz<Ym^JI-Y<1Retw_AJO!3l>RMgCY@JE*%U7wok{M!
zeLnu@+v(E6G#?dU%9!CCFmV)$C&q%a9!E%v^c|)!yRC$2(^RT{{&fUdBD!=3J04if
z{X-hxzGfb#GspLTdM^&8gscDOXl75V-Q)7#Q<h~BHsa*TU%uwOuaZPdoW3Q!cq%-2
zYkas$-H7t%^F`u|><ga&&YwS@?|=XMY}~kUUxo0gyx$G5EDH-AQF#Ah>o%Kh|B~uX
zvG)3v%)09!EX!i+{mbckV>`2NKXKQ(rtc@y5vJ+N#~J<Ciy3&Xh47+Y;%Wizawm1)
zC}z`3>sbERWehKIQaOGUtwR-L!aC*Cyp&GzP|)B+QpBB2!8crmJo{jjBaZ!8O<KBU
zaO>62F?>u3r<^~Nrj;GsedQB`dnHCyO~g|!a?Cf!Q#RGJvp-=bL-fA;c>1m+u2JQj
z{>Yj1MTVHaY8eYwF30tFmWcyyPF?(6R$lxT4HHw8+;BRAC}J5V@67uhFBXRQ(f>P*
z2cCMJ$DY~1$;Zs#2j4st$A^rFw%KfZ#}_66y#4mu-?Oc^x0ieGy_e&TJ8riT!r%Y?
z_xE-<pPA3%2H0%2eQ)hAS5bCk1%=a#02o};$%>!7%#`crQ82mU1CQ(Z+q>xT3>Dv+
zOXRIi248H$cYFgo{@zFFA$gP^6=LOs@3Q>YFEjI}$1>rJY4og3)3YYYKw}2eu*j=(
zQZ&Yay6RPwXe<72Uy8FNfGF=w1dW_YHer&B8{`rO$v%x}dyYtZhL_%4ie*|HK7BeB
z)4go(-ORnedlqG+%&mX;K2_z#^gjLqi+=Mu?L%cuIp+Z8{CwwH-C9;-;gc(P{k}zv
z+iq~|a~IO_L=(pPt&IEI*$C>+l}etz-~r;X42RrtDi>b<XJpC4AAkJ~YAQc?`V*VY
zws(DD62RKpkJmgP2m(8H?AXiEe0J;v&}RE`$PQ&#`n`9U{pUHzo}IP#*+`mqfA|df
z6U!O>-2)Kcr+=GeS!}-WK5DM{8t(ccV#|B!eRvzS*H5QwL6q({h8TWP8S+pY%m4BY
zJHiH2zA=rl$B#qxI4}*1aC4Tv4Jpz?I_Vufq*iZ6FB^&F2>>7|BC1cs;gwLm67E8o
zK&68~g^H(0;pqpLv29ZiKl;^iNRr5^Rn6Rd*<X=+1{h^Y1oM1U*B`>cznV#4gq!F<
zoR{uf$cA^eF?-$wT#vU?^tD<l52<7MrSm!X^;41kZc@oCzx&}6%-YgU%cV29{oXhE
z_62kJ=Gh;-R;<lt`+R(162LDjI{~!WzC8Mu^|AT(4NUvZOkBk~n|>|JV%vi&X?uPX
zGym^6yw&fWHY3{^X8VsHXY_*?BS<2N^@DW%c_Vc<%)k^S8vophrCAgXy^a6kL)o~b
zoy{+8#Nl-??xcx~JfdN@iKVSnlFXgIK?voe95@#|UIdQ^Lv}LI9wXcuCf*q))-g!D
zD?+?4PH#tq=unEf0s%=+6EOugnG(Lz0;;GWSr{jq&EfQ@n1;#G7tCS&%n@w)-U2#%
z+BxiRXRzqlCm8>mL&=*}NmpB#TdsVX<E<P|WRh$Y6FhY1x2Y&C_`Gh1&1U-$b^^GM
z*$JS{_T>_9im~da%b9rH6apiIySB%g2U+&x=czqqJauPId`}Hn&%^IxB(juWaxeg?
zZ4o+dTT9Kg(@~3DL^dbccKa3z;w!1X|6)X0B-RsS{gZ3h`uY~!c^-Tveq@J?;!;pt
z3PNWq(XH+Dcc##@I+CT6=Qjxj!0VUr<-70|xbPNwk@G?<>TvMZ+6349{tRS?i#L9~
ziIs1+&^x`8-`;Qu0Lf?yZ_tCKn>1a$gyzj#nfj}v=(*`-G8Oeqy5%5NyxqhDzkiF$
zVke%3o7jFrIk)`un<$Fi*Ux6#U)TxYK4vF?Hrtm^W+21z%a<_X(oqy2@b6U;Ox<9^
zZEq9a+{?`09FHUD+Vz}enru4fFAV?fnW)7(-wQJB3EFO2NzKovp_aI@42#yQo+I3?
zQh4@MN)O9JQg=2hC;H-~!YQ<jhMv~Y(i(bJ$6pqpaCjk#OZ~{WEz{!FzpUlCzpdb`
ziL<Fbx)^bi%sJn=hjF9xxa}9`@7&L_XuWYIaXpUZ6(|aKv3aeJ10S8oL-#CZ{%e~s
z%Um3_bPLYQ590LmzV;cGuFYoqEZ7O)K4vF?Hrtnzk<nT4<E0eODW&GL-RA}DU)jN`
z>tE%-Kb(xGBDiaNVnZigcQ0hb|NHmSmf5Z(t-oAB^-rhbDDz<Dbh`iN9<)P_rDt)9
z;Ajt3Cl=x=`sf7jJuzlYQe9b6omqy~C5SdA$)Dh(Hx%XhXIJv`-=But;~=N$oOHo$
z<cC7sed~D)+_wc&vDp0F3Z@=kMcdL0;(@i?^za*GM3{MW1<{w5a>C?^%(&r<JuX9=
z&9?X03E)0vCxABFmzQN)Z1}&m=n0MS*Gxuo{(DKcc*_urzyCDTesv6aWB*-C*mTX4
z6dX5^z|4Oqjk%r_Ex%Y!_0>~wRCvj(X(sXVD)O&9nW41_+Me#mGAulmPSlW$Ghac?
zQ*eZ2^pr`aKS!od+xfFUhZZ*g5FH}!QWbZ(lfXzffd==krs;LdTDj*p^EvU{>C8E5
zG?ry?#-+C~uD65=r-yJ$D^jhS;i)X`gC#txwK4Ck@vLcI#kA2QIOvsr#yxT=qCLfn
z&9+~%6Tp4UP5^DTFTd^uU2OZyW+q-g6@PtT*Y?a{l0}#PgE8Mfh|)Pb6FxnXV#}p}
zWz65cx!W4Rx!x2l*Dt5)s>wL3d<_2P8Qcer#x;HT&gWw~ncf`PA?=?Jom^N$c1t)4
z6`X}Ct|Ap@fr9M&c*|d<l3AX6cqNPHH*(}j;~6z1vE+?4tjM)c-Y?*g1%y}?UG)Oi
zxE#?;jH|zYF4C)85giJ}XHNf&OVVbueOBxQa38Z1K%4EWA>Er|)z!-=KdOrAQ)_o6
zV0tRYJKuSds;`Zv_LT7e^gOZ@GnJ$4qJwrjN3K6j%XQ1B`tc;xA_u)!+)weX=OeoJ
z?wYKbc$P=M^*qbEdYCx34*kJZw1!~V_<F>I!K%7$PCx!o=FXagk;<{@yn7h?$R)ca
zur`}*|6(VA`<R^o+H7APmSM8_&W$8n5=^>b>aO_$O~Yi_l`r6{4l(9?2V$8f8_&L*
z5qEqYwZOOAIkdqH&DSlX^ukfdT7=Zwo5=ss341MOJ({KE`qaJUTU1fsHjJPGihzQI
zk^<5p-J^g?BcjqJE!{Z`3eq7UT?z`)B^?9OEgeIr<j?~Q%sgwZ>%O1k{qXz)?;OG*
zGqcxTd#zub=ecT)GTk7=)A9*_7K&(mkfe&5p}lv()2T&<kfi}T*N-?rpNrex;y9ZL
zYNCn<&U7praoJ|%G-L_*)y-%3Xs@oE$I^|umQ@xWk2ksAan-z+asV@K>)zslUp&Vv
zD3uPLNHg*qlKAS!-sUfphJgvk{);PfkxUU8@MW7<)la8~cqdgjMzMLB&_=<0lJJGO
zHYP@!^~|Qkf{}@ro5RAfV4^9+<I*Us%d&FU7?*Ovtv~)r=}^V22`3si2ki$ln{05s
zSSd|baeDJ4qWR?dp5{-Ya0R>PeZJ92vw~G({ZF?w;(x^LXBl_&TW9I|y-?2E0NcF6
zDuYwE^Hvz{{@9EiCuy#aH8q2FyXFc0w)}Ev#^othvO;#71Kw}6)@F$=C<FZuo<FEj
zMAq`^;HfCagWj;zb7w~OGM#fQQ!rC(2pTlvNH2$QG-?$bK+*As;#(}x1;Tu2d)%(c
zdo~~En~khU)C05<U6{DYfqIQ?Ake&R_`9h#Y#q|vF=bZ3S-V9kdg*g#rDO&wxNTq@
zIhN?~$@PWbmbjfLf;v#9a{)a0X}|+F0dz^Aj{AU1Tru$$KV29T(VPB<VL2^rQrIJs
zHqu|;v76(R8PaRep}Uer_%DAZl`zW4<*qylhxy|xcb}J=fe}qR-%qX7dP*WMI3%Go
zY}CR#%6mTZGlRKVGF?T58|2~^R5FepOMIvu(Nx-RSErNtXBbnD-K>Gr`|ru{&nb7F
zF^Q%PRPa>K*2SvAg2NzLkxaXGI$;isCOu@CkAJYIT#Q*LGFGI9<fk0ZUEIp=K#)IH
z{kizVr!oHaf*A8C*i#@0byt5rWFo0kbB)bS@!a<mX*|+j5y80r4eKe5Y3quOFxNdS
zuJI(jJlnvd3Q$Eb@xuKwgCSWc+QjeyOGMg^X3Kxwp&Dl6oBMfCdnUzWyT~w*yJCsb
zG2M^xIm=Os%VY|pcl2?=<3FBF!Q%p9=B`x32gX|EI!xa8FGnNx)p+H2J>VO3mM?P7
zQI2Jsdlqz;Eh%SKq+R{AJeUbYWSyV%_j2!sUHA!M%qvWBo!0|p)aA0hC}Lx)vKzAV
z*aT-3ByTca1r|<q#HmmV?uu19QPnvG&C;Fs{%jQ7efJK#eE%_Kr<=^)(p`-q*v~NZ
zqw!T>Zv<(VNd6uH>PjQgCQi31u$4Wrd^6!)BTKl%;Q(@(<Bq8=Rbh#)`kd|wQVA26
zR{xZIXLZODeXGJ24|1d7CUAqRnyFKcLRj@DC9zB2wJ%czR1=pwZ0)^rmYBWk=1GU&
zHw3hFZ^BSKohEd{Yftleo|bTd-*_$mBC=60JY+AjX%2*&XxXpkbaUq~MGiZ!q`o8k
zx^9}+^zTPJm_L$C<8RKIv5o1{O+jUD03*coIpEKC{l^8HvQ%NIYY?BL*rcdj>vvD^
zq85B<EVcxyAyr{EV)XLXZw|U7lTy0Bxs!aWA_M>MnWzcBL<Dv}zZN`0Q3T($=ZdCl
z4ZWSmqKwU){l1$*byNFP=-?tBneQFRXY+nP;m(+04eD_=j-7;n&1%d%@U4O4hh|Rb
zI(IaDrPqBnPAp<R6Jp)GM_b?^{&`Isu4w({t{F_6Q0Zz_#u-p&+g6Y2%T2?}lN*ue
z^B-$fJdEAVO)S8o$HtTtPliyA2&9Dn=(MNMGRi7v)mwJl9q{9!tfqUR10d4mnJ4u}
zBCLdJE3!HpM3;UMEfsJpAm-azQ5hd$Ud%@tXl{Z+N!bf?ta-}g;vt9C6D@{sFkLCa
z%LB^XIj>{iICy4F{nRnSUA4h|!Z!{Q@I6UvF-y~m9VUv<PBtVs<D3!+08(ZS5MWmf
z)09v@XwZS0c6G<4k>?1u&~ODy0l==BBOf@u_I4xqUd|?d<f+m7TOn~zEbX7y&scNq
z$cnl)8s}DF%F-2?(ggb6vOR6vSAkq+e2j3!YsZG=;X9(~Csr>YPRw!Wrj4>`J1}}e
z?Dd~aHgM`(B{QcwX`Ate@z;A2wqIw1-y1Twjpx-DMnwNStnVTDNzQiH*q-4aQQ#BD
zE1zxw&|P6Qf@jSe)jScWR{A#Qz7%FK>5q+JHyCMN;^6M)<DVOYm?HjRkTKPFY)oWZ
zaA%0(re~#!*uHw3pvZcd37wglsokmQ!yWc!RGNg_dnnDJo>&+2nko#qbXS3TQHSp8
z`#wg|d;Jc1i)UdCFBYiO3x7Dxz$e#5L;}5z$oCHM!Z!lhzuXKJ>zZ=v)B9v5N9ToQ
z4(%mG?K~NgxX98QNDkpYx8v&t^)Q8UR%RIRb=l-)bQbAW)^23_&L1_J($M+tlz;vD
zwan|_eSJfN1Zvh*lk&6i)s{Az>3!P3>DyPr4c9e(CXGXsD-Y7hgf=@IS;CQOQwq-?
z31sif58a=;_x(U4ja=blIV3ZnbT7yDT0PQGVY9B1{Qf2js%qNK*ui+~@gf=t&te4f
z7c&2v-{#Mxvzf`}7uwp?9UW46?`yY98fp)Fxi^u>mv14L4^i+bwHA=&HFSb|3Q8fW
z>RQPz$gp3nF$>g=*1Jr=XlXl21rPOe_TQmpFPNC-#=4?yvrGY>LfB#eByc+ASd{r~
z-gB=r>R}D{IYF|RBRJwRGU}n&URyWtUG0xdVX7C~DdHndJm>59KGY}srVAZfhDz0Q
zm7kw)@PFIQx9kLmeQ=7YVW)bsVtXsD*fn0k`fNN7ttzJj_-!cmUv6%0PV=4<cwEho
zjvjsNvZ&OpnBFN_Fe{&$CkF8dx*0~AQlCZN)*@v4&o?h*7iHgC(PFs#Sb!_kQ751~
zm-&L~WU<@xwZH29%H}6@oA60O3=vonan;NI>oTj&`RfhTU<Xhc_|y4S@x8|1Y9DMH
zV=v@U(~aIjckUn!_x@G7jH-z_gJCFS)e*w3x-@Zd$L9iD{wdYl`>Z5A)I#@1gO);#
z0#PYrJLJ*Rt2!3)aT#RgBoz5bI!Bp^LEus-au!r{7{}&uC#t8zFz1Z*8isRS`r=Js
zJ-9_*;%+sNKs+a18CTgM=fp|I{^z(Sq)A9fV626M$N>GCYTMkI*vDW#)<n(Zn^D^*
z4gP&)(8J^p(d*Bv+C9I`g58fAVtNfM$>I=*pto<|=H$8D*K}r_#2Mj1=flnI?VMk~
zhyo^!eDA;)hW-ubK=#E$+CH|KYNUSvQBF#^ISEWxc;6?+_-!d>gNbl1tH;~*%2^L~
z1!e#@{M|!=KAB%pks$g}TpT50JMnj7BG{A$lpYNJ_@c;)Cw|z?LM!7VypiroYCBo7
zmY{94ln1%uTsR-}+_?_m8+7k-)HeUTryLh?RxehvF8q9?+p7B*bM`vpW1)jXOmevT
zAN@?fxqf*xv;h`LdJUc4xJ@PCxo3c<r>|cJ{MhSgK<vOvI^A>Ld)Du0Aj|rZweJHO
zaGkEQ$mw6eMIz5&R!baY(B&20(I2Q`i(^PtY60T_i@?!}dqg?#6Q0x8PXCj|hxBsY
zzt}^3A}_E~ceHoAkf-<bCsYBRVn+Td|C%Xu`&l)+Z}oI@(az6BI}kWkI(0LKLZzAq
zCy<a&uot|T{Hn9Z+RSLfhFvRNs=9fa{DHY+nYvrk8z!raL(h7Sc5=Ew;-(J!zp>Ze
z@rkQsPgF*GVhy?Rc=+AE#b5pM<TnKAP4ULwLo$Q!0r<7dpm}-M>Nlt=mB*cLxc*lP
zD~NP_Ez+zs-ZJ<Az5}6vynNoxFpV2=xR29Afc@e<BX@eYzPl{|951Oo$pzOY0K9>}
z2rEJQ{tR=^`aO9aq&9$}PQA~y=MQXxodMCyBacC*myH{d4*vJs8@voL6hzlg|LOQr
z?&q1LJ~lKoJoA%nkUwSLFBSQUKp=L9M;YS{Eqy!rYGllk5SitD_Cr%^r#-rf&!rji
zii$`yXDjFZJnk&!fwN2Q-@lKRjO6EmFF0Z=VR9ZRyR;3nr;&yZ|9d%mWu6EO3m_io
z8c;P$ba?rHU@xe8btw&aIOrZ7DIu_0UeXXV<B-G8rb*NPbIWS09T$X<N8RqjQzr8N
zJ}tQ9KR5+f)-HD^;C#3;E2o>^{};vozuvB%ymRM{^XatJ3JOhpGtj_o_&MvnFfy6-
zAs9x;bz`stiDDtbk5ybfBKBac2MHuUKfiU;P0*~9B#~GD^g9}YIa?7H7G89dq!n|Z
z<8MA&-k{vXti^vtfWRoR_Eqawe*QD^>kbXO)kFM$ulm_JYZ{QvX@R7Yp|3a;I4GC*
z+sLrp@FD&}jn@tuvgfQ?dFpI5B+Cb0$>PqB$YjqJH)wV-EAh?ntG=8V*>EPJbg$(w
zU$K@_CeS{+?p9e)(T8FVt5uUmE9V<oR!e_A8@TkaG5V;2*^Iw(qL;S{OEKx$vo#F9
zJ5TuFmo6nur+V*-^*VxxDR40x3WXvYuwZ5tZlE1E`mWRDBf_5P^$7R#P}J@$on@g$
z)~4>~YtF5$t=jYTG)_*=^YolKnBRztFYrg)b-4VhlF0MDq9P6~^N$-G92}B3gl@+t
z>Khp`Od7b}0Uw&q)w>%wwcfz}G=fBw<+_TVVCSuY+1S`Dg>#oIehVbMNPlz{UT#<2
zWDTaYP?_)=H~URiCmH$l+`HbowX<{Cy+X~SV{+}CINf}N=AQ3po<>dcQ3i77Vordh
zu&AiNels_1-V-~j0hyCLoig)8h=P9F9#P?+D|Fs-1W$35x3%?Q+Y^qSGm3P;p4jvP
zQlT>G-nVh2OD4VFGJne%er(eR-n1S0p){cZyBKY{JMV9+(W^G;ZhN{jJz<PFq~2~k
z8mv?oUkVyx9x0^)CReS^t6LFdBG5gSujOekb-CYm_j&A3l_Zb}PZ{eBq7%5aUCx$5
zkTZ|NAB8abi-XqiUNB4K(XBvW@Q&68&@ET+$kQLQc3En;b{1A+;pcaB{9Lzi{(H?*
zm+EL^D6hOcR>F0CXW$iz+gHy4e%8Uy!NrAJ|8gPy=TbQi<&Ia)Uz3^15FQ@xfq2{}
z=<V%&e0;o<^XrtKfPjD|_?ffwfde8UB4WD2q7Th53KD8F8kW%OrqMfaI{g&^;<b{l
z?zC@nkYCEKP2KYx&ECGg9?MF_xOPU&K4G-@a%dC%p1+w!ul;cL^I6v+84&!}T|@T^
z`$~Wr#uk>;-+D$adu$3LLf9G0iY@pF#mHW8XvmyUs^_^Hhg2>co%`YP#adsI>q?ZE
z%lTT;5m+3#w_SFsf8dqwIw%o>^NUZPK0)aRlTr-{tPw1bi{Th??Bx-}Evvp>QdwDf
zesoxS(mgmhxOpUFAFK83*|j*<VFaQ9aXLRgPsWoI7Z<1T8=Ewo`892KGyzduGv7NP
zw$Q&_3LiW>SV37Pqcdc9#WX4NOG^n&mfOSZ<{MK0APlQ>-Pjv&LOsm-J)4@EY7Gps
zb|o57H6W~JVzsRaW>~ca-$67ygFOcjx?1M7j*g<dd|Qa@o3|DdMY;-)?!GHAsN0?r
zoA)9Z6;63#)+yWg=_;h4Ks811^ZC&Ra>g?CG3Z1q@MWZLKWGIH1mhxb*#Fz_zD5o;
zvo5#AW}OK5;g^RFP#-v#Y$051R2X!DFH8H?2ym3(;F}Yr#zO$zddNgWFkYk*tK^_W
zc?*lR4O&bRqM70Id-S2y)~}o*rTE9XDoK1*RJ?lTcNk@7C4rB6$Se#Gn?}(|jOf+7
zZI;;2&CN}0jTaV!R!86$eZEbtSEyZDeUp$7)xoyo4m$7Gnv-}DfRqa}zir~(d)Sh6
zT220LZElwH^i>Q>Y|w2N6qd|XVWp6bW<3>lb3WU}6YB$M#kQqQ6R#;d^x*zi&GkXh
zWe@~J)2iN;8rc^cHO+AG@>Z49F5j{}*&3gywnv<fv+YoTW_M^lw^VuicAF7<7BW6J
z*R*{%rVI5ypZT8@8taxeUlfdwjhWle{O+kgnb7CeO~h5**Vyon?156>E_^yC07d$r
zkQf*kIH7BmVd33m)Q3drQ-g@(z(_YRFaRP7h*Xo+xGLh$AJrn8(X!avXX&%fUG(qX
zzD@X9P#^-maNC~qT$nqVZ6##1%K%8DVHb;nW9J?`c^`!Pf@MF=_GfA%5EthmesM17
z$%PphgcQW-A;>;-C;qFxyZZ?`5rOO8bHe5rXq-#Kda7;F#f4AbrkmdPSKXik6Hor-
z#OwwBLN#ezU{14u-iIUyttyN9@bZ5Xx2zcom)rlJS@Hj0Z=aUqQ195-*iN+?`Sp^9
zy?W@qp`=z2hX6~Pn3#al_vVQLkk=Va-%#3i*598Yl>{8pKih1tew(kLpr9N006Rz8
zu8=uykifqL?41EN9&d=Gd4gYqh(hdI9{(Hm+mKqoWf-(%<JCMaV(r1P7$|)wx*jyX
zI57WTB_%gogw?>?{y691;^qcGGLl{@5k&MPbHNmpOqUF5w(XZ@j+0~t2_ptO-GFpz
z2=`f9Sr|W^Y05BijdLCGWoEvCA4HxS5b){SC$IZF-zE$3QS;h-lb;NWh^Sf$IUYTF
zzS+de`~&5pr|#HL^LFEk<z5)E+K*r8BWd(fx^AWA0N2h@Uw>*!m>(9s0O1)j^qlJ`
zcw6|ZwDjeq`-6uMapZ6sI7XU}KlTG(^VxgV(bdj}j(!b=uiu>(jMX&YTUc1|1Iyi8
z0clA7?OVRaeL2ga%qX6|otdf#-1zCNQ`;Rk4-W<sruh#Y@9(~aTEU_&|Gk7{gY+B$
z5Xx>zFSDrqOgl)`e?TDj6exbhvHzV68Vc}5Y9C)iB*>A#Uk5}c4cfq4y=E~o!K_Mz
zM+;snQ3f8<7Pw&Tw=R^mw3(N+4l?(*R~$|N@H6z+xNpA$TbN{BjOG0*Dl&I+`jQ2f
zSMwOuei<*+7V<sasX3m->H@dqtN-_?`D)kE6=VTMm(t$ed1nQXeWXU3p=bpra&mxy
z?q6M9h1l2dsQ9587Ve`_NLYu9OWo|kPg!b1w^$l62k_sbnvvtp(T>BlK5U7FULqSw
zo0q(Wfpf?G?7BML+7e%Z0RfVOoysAGMAVFJ>HPpNkc7!{@87zisj11VF17nx{?G_4
z@OVT{6sqv(AiRr_j*haRAY6sN>G)1YS41MeF<-7m7RHlvJHzDsa1A!<di3WuKhaa^
zi+?#Vta3ua6@5ZOKwt0t_h!sVY5dSe9e_vqg@saf4Fv_bdI*b%(5p6_Ek^)o`MajZ
zbt^yb-mTBI`+sg<^8(wxcn|r`%e%S?)t8KpjkUwEXt)*+6&W|040c8!WZB=ceS*W8
zzza%PCJq#lcn-6*v0Ca9pPj^21!&AW!tdj9@E2)Z>WE`K=ocDt>bS4{>h0U-!VlH}
z=;;tvd!0{-69mFK-nYMhB8xpAVhIxeK{DxHhXK?a3}^#UBsKK`U(@mHxSrKkX<lAl
zyM^WqFfs0)Qrs8T%`d2WP(l{wIM3$82f0aiAgAC&h2ZUa!Xr0#cV?w~3zzF+xWa7g
z?VnG&gK_F>Eg)DzL9<0KAi*rEa+6kk9QI`~Dup+9vZp)!VJ=o+hzVg+Nu*0efdd4@
z@T5HVq?1q2R$_!iMLWA7m;?Dk|7D6SrmUeO++X)&j13K=Kw$~WO&<)e;T#xrj5-J9
zBRW#oG0m6s2hyH9Q>_PGj4=zyyzk#Xmcp*KL+r%V;`#lSZuf&p7mBQMOyrBnX3<OF
zOAyutl~S~t*qqybJ)`@WW|4l)-j_yxSrh=m>FyJ{*8`t{kaM<U1&LS@4_Srs4h{5q
z^P+q(m*?#(&U?V`w0TR5c6N^k_Zm34(bOJbcZcDLiO%fj5k`~#)%KMi#<>79=oEvW
zt6lm-@H}Uo2|vqyjDhZ$y?OIyA5hyPup4RC{JhZ~z!-sO$njr!oI|OmiADj5Cc3=*
ziR|%rGB7p$te|VY87kF9=Ss5VlnnUDk#%Y(PU8aEsw-YY)_bZBEOuTSo0xFft(vT`
z9C+YRzxg<Om}5u=h0At+Yuv_50K!t>=G7)YF}sPg1hPF}pbWY6@z(su<GD*}KMfA5
z`|k%bmN~Dy$b_Ei3ahPLY?p3;W!3C7B!|Y>6JtCOyYUF?^^-ue8yhnMJkAM<mj;2#
z0D3Y`LPFvM1QN#AlWC64DX;U}UqUW4-3-|oVvgdoE`xA)06`{61G=U4Rhg~YZu-wm
zm2KVPr`txSk|!r8<uI&2fDNdENlFtZC-Q*a-rhhPKxnR;w0^n~vYG*b$yV@Gg1XIv
z$i`T~o1hGYYLMX#U{@#Rg0%07bPfu-;A@HcwX1O|$-tzwjiDmL)?a}Tb=X2cM(2{*
zV;%=uE2VNsHVxH`YP#I>gs=2+mzuBlr=+{|a^itf{4Ykc4#8(JF@CEo=9Rksr<Gad
zpd&M37;o@3*Y0x1hF#H$X&&6O16MmKg=OH%i;gB0R+CB|a;C#EDqsR<>tgU8TwJYb
zKH&wT#rag1tcSpYt+zw;>dEZ3_t82o9yM>d^K$#@H_fSi0l_>(C2tg;+$zI;!W0qL
z^Mi(#R^p74@)lu@At0mp<l2Vr<EH2);e`m0IwhHv;{NUJ$tH_h4bo|9YqP)3A8Y*`
z!r-Hb7vg@6U^&&cMB)q$zz>@=LkyV52uYq;Sm2lY{zV+nA+p>#Ae!Kl7rrZ&{Bhgu
zV7Wssj@5bEB8gtL(q3O!RFq+a9(6pbar^1zmNs1Shb)c~nQrn=-ni`G_t(6Rf34hV
zC{uo<w0?{0J4bJ8$q6u>YoSi!Ji#F$WIev?DOMP@xy%^p!%)2TCe%DS^)L%?Rp6%)
z=7Qb=yA)YxL9Zy+LeC2e3fcizh3Q<Z_Qc;{!n;dyvjc`j!ESds8y!sLzflg7V=lKI
zegqcXkxieD_}2KHyIc!3zFejz93^QZud1qA#<@(gCF0a{ZllNiH89Xn6~4MvlbMLg
zrtIwHFMB%x8=}i>QOmAaTwD$L3Zjg`6By<)5Dw4WSTAh|Fdk~cfTYOfC%a(VtN-rQ
zgVXa`QbH4fg&-~7r`APNM6}eNI0yx#{{Clej0}kzKY1DW56}GwVS^h-k<rl=K>G|L
zC)AI>dGqGfZyO4bmhJ+bzyt%>o*+P}+C`Ns;?g+p22n*dSzyV;$Iy@-fYED1(ntNR
zM?S+Lkjo|c`lr;qdO_r$K+JC=9Ho423e4Wk&5cgA0nCU3X{pGdE^c^uI4}zk2?~;%
zWZUY}aZ-D=fo9PX!8$x1inKVM9=)<Zrlmn2hXu{@y`W(0%WrF8Wk*M(sbO5HrJWr~
zfDX@Tfj9gxp>)5SC1!uT)IY&m*hioVoNIsJ6<r%Mxh?a45`&{k1Z2`JG5*Iax#}6p
z<vP+u5yz!6fX@P-C;`3RXoO@&V0^yF3(!da7$06aD05o+BfpoC%|W=mThAA!fRCuw
z1zG^m4a9fOHUN5Np4<e1_nP>ReriJi9YQYs`=4}O&Sj=ex|RZ!v*UfN-1q$gZ;(Uz
z*7z1HDm($0xc-zcNy-iZLY<;$nuWFXzcM~q@qLHI*m_$Oa$$(NdH=>9Sc2U)@2Q+O
zibuGSlP2!GY>L*%ls*rIeKQso6qNh^%H(jhC&WHY(w(bhdt`L94FCnQTrn{*#yDih
zx1*m(k>+H~h$M2ZA<0cr4M6t0+k(>4mlY>|HnjTHb`m_leCq@|V;EsNncSs~aW5IX
zg8)Su0fAnLJ)`{wwL#0sPZi^nvldgN2&M|*2+zP`kl6J$06k5gH4SaF2@kOBX>%oz
z5}z6W_BvP&gk%8_tePQtKfuxdD2-n~<n+`dU{bit*vxFj^qDCSm6Tn5w!ULif+KWW
zA0WBgeHEm+jGGUzCqjqs1<odi%0MUW7<Ilcha+5%eD+QvP*u{mYIib<=<pJO**<@C
z7w9w5;u?qu<gmNDJH4~9;biQZ{6iFdm+4w>0_#2ElEy>jT-6ki48N6@#^8|PmuF;-
zY+$cq*9(<Ewn_K=l9F|8_{I2L6s+#s-cN%`3vi(y<|qrYd<rNf{UJIQzaU>LufiAQ
zu-AZ;W$;?Ow%2&1?th%ac<`Cu?;{{qrxr1Wnwr<>7}^`h+Q=aNgpjjm0BQ;QU#>7R
zRyUQDkajuKFfhonetV)850c&1_O@}goj5sNhSMKnT-@>Lz}r9ZszaZT_@Z!Aut7bO
zD+eVbhM;?{Z?v^@IBtP+OXpfmj!qKKmCuc~qNK%2H;mZhl`j3Uce7G}35C1h>AX87
zb)T`xI~dKvd<Bsv6Lenl_ljzVx!z0}-&(*Q$!HZ1fb@nlhx6;Gy*XbU+6GUge}@@3
z*k}obj!AZ$EHUh^@YCs=Unr=mO2AnFkaU{27^jnLKLfbKmel9G9LC=Ky&eR{K`Ep(
z?gxN%5Z~89y#+xYIx#iO<xdr~xaDLLhh))h@ZiPq7Mz2?0r-s(pInXzWCIBFhPuqj
zSl}jq<34`LHiKyLvSN70a_huG(&)_0trkEAtZi+5#|4cCz~xepRg+tA(@5p_Z~*-%
zxX)jtbfZopZqlbzN=k~Xx&&B*R>HzH9&X=|i^~lNKt&sIDtx9mKiVywfS$ePua0hX
zV`RR*aJA=2)}yVh-IXrk`kyu-CSmYDTM8V_Y#e!_F1g8ygFEti>><IywY${_ooYMU
zC8sly$@7FpR1>npnXVb=Pz==r)w}Y!qQuwnU#4%ZHX)(>KuA~z>{;4QpDW={^{#et
zR|N8~se9!>z<x$Jh&;s29#aL>3?Q`t^i55QsCL~@$JvOUo*s^q8;QP>SPG&D?OMSx
znUEg~;P=^;KMt@5+PvJF+1c7!9)8IvV@G*lEVcO~p6Iijf#;liNb!q9pUhTj`b}K}
z(A1z3{&N;hMxb%dZGnY2PL(Z%j-G!_XaXD^4+q*GtEYF{*UWXI=TWkcH8TC2*vOf$
zXJll|dLZn(D=t%Wtx`bW6&Dx#0XXmzxQvr{KTZ&6=j+BHwNZ7cC@_BG43rTt0zx_n
z^Z4O;&v;A4_~ITJ<Wit7k#}W<5erg?3(&jX({!31wKm=DOXA-E(0mPGdNZJLrn`+O
z0aQ2N<XZ>A{TYBJeIT;krc0(;!|fD_E6d*A9+<uBA7b|Xx*=$^FW7J!=$jchw*V;t
zkdEnkcWxkPBL8h|Nt(|jut<O=`BhwOu{rV+<i#@3wm5j_1iXRXFXm`1-FrP{)_u~D
zh?%rH2n?wK<nmlFWz{tcJ!|TEUR7Pq;1@HradZGueyoPyGDYKt4AOMG;H~u4@#y7Y
z5_}bB+y`Eli~d4ZgE$h>pCS~Z!-IQ<^XVb~U<+M8pw~b<e1h9dapLU0Blgsh4j^ru
z@C#UosN=lq_g9M(`i{_!E9?y5kb}USedmEOx`H|mPfz#6z%I>l)zVH2h9)1L_++NR
zPxX)|7bn|FtoLxWcigH2y=dxq)v{7iQ88(@&<tHRV?-wdFQG6h)dm9=Pb_*Valj@_
zElrd@4h3Y=dmo=JhOX^QmCNJg^G7r!;k~`e2eC1J3P1zY#ajkaq%12E^e!jJd|YmZ
z)Sz=HaA(uR)ZQb4iQI`Km$REHdsd`Zr3@GX2oN2BOYmoc-jF|R6u;A7@4ii{1P5Bf
zb*2|DUKovf&$*4Ny$7V>&&E;MD-Kr6!E{a>|6;6g>0Mm>CcgW76o~)#T9~zbL2h+E
z8P|@et`=Q7@KUg__^DH29)?4boT{Uga+em8agKf~4@2m&KnI`%XXq6D`t^&vz9eE|
z;@tr-3H2YNn{9`fsyh!w0W}4^L^x_BJ<$gRBs-hMD6l7<{dP<j3jm`Xo}fSEbFI7&
z>iKlao`SvrSOEwR)F41MPXRrqaN_7WK=m=W`|qFo;eZ>6o8e$gbds<JKC8?GyPB;n
z;cf;vBGh@Mlh|;wW46w<1FS;z)M?hP-vb{v%^n>rA01B`^|>BRj<z&T_(E~gK=mIL
zK<{H&+ZX-@8@~gu)8JyA@=rh%16dP;+$~X_UifHA^ZWO2C)_Y>K41&GCF;7<++1)1
z9o*MN&wI6-|LoQ*_&Z%>RKV<T0&{9Ey(pt8C|9%YMp@B+UpvOC|KC6QA?A2z02&>X
zcs50VyRj-Q<A4@3;xjoQhsNJPI?5XA3IiBws?jn`;S+9eZosYqf5v6<G+F%O|1CFT
zkx>w@f8(e>QwAMs`widkYTJ0jcLB`+C~6EYw10dW@V4+By<o^VPzSrg+6Zr;Hq?P|
z<^@>)89<sB?=s|c|NELotTSThpDM-SM&)tpQ~*IS43MGAF4!eu*42*HM}qD2iLo&!
zz|)*C=Npy4iGf3O;;c;l(*@u)PN2{c1Oi>4!U0B#|MR+HLFc6r)mK)=x3;#*Cwhh}
zJmS&&9SWouS6mT3Cm*th|1k?K;xIW#Y)-_vlYiU|FVJY>&vI+e;eCL4f!F*!IU+!G
zKxIOTuP}O7qc;Ko+rm*mx;P^(EmtSR;^HE6L>|Gf0%d6iNb-gvNn49RWFQ=Ma`FVg
zUby!7|CH2gRGFEXIr;m+SnMSz#W5EbG;s)_>=?WcM?A;_<mW%HQr7sMzhh&^1uE*z
zaj<&4vg&Fo@iIK9q2XNX@%Qh{I0_~(WXvD!fDjE+SYE`ubO8=?lrrSEzKG<X4{#DU
zAO#Wqzx99ZxO!3v>(*>3HNQMN0POe>XsryYeddBih7G5SkG3MH`5z}Jm-}B`1bX8J
z#Q@9!LmK@0)g{}6flV%dwcnkV_EgaubU_;mHUDF(m-5wk>n;+YPd)chfb#(HOaY8`
z0v!@JLgcrpV*DNqCPXqqGO;Kuh7q(K;mcbZ8IlP&-if1>muFp&&I%sc^BxTs&=*NB
z@sbh}ns_E%ye^u=0?51TmDjR~-!KY=P0d=Gzx8e?)W+R6^-5ly;0Wv-=>#@BU`+JK
zZ59j+f+=Vb(7dJGG>1pvG3=%Vaq#Pj&B%{HZ;G(%xD{)4V3UMcixk|L3KEL+y&l*)
zX%M6OSf2GBbB217K0#kE=7wGEAt_hP1C67)+hw;O=h#Zo_<tblQ9~1}gH3#?7oxUM
zjdSBX+}vn(6e<*gVJ2w#A6!*xhD92g9G{b}L$8`%&dToZlY01XU$ca5+Hq0+Zmde+
z1{WnA{^uf`I0j5gc{Ah64dWuxHG6Q7G@w=E^5EcnMF*R*K%S}7_M2OS)AKg2J<Jja
zT55(JBQ#uV4(R@5T_@Ii`|1nPtt6j~rwlQ>ueCni%8$K??NN{hQ_hu>60Rc31)m$8
z9Xsl{Y=^{FX_Njt_6q0_GnNC#>v$c`K}=db2ieEo9fhO60{>{D$85g1hRr#%IC#?h
zwl?C2WH>ojw!pQHgGXz*k35rK*(nTabZXIrtV^zDIGmb0vf8>g&AsIZ&%zwEc&>37
zu4^n#U~IoCvdf}$k9ULLd?`k@<pO)gE8}VJ6>qDH>#+;m6SNM!VAyC#K|9$cwChly
z3H5rC{KQkJ_Ue}3Va%3KE_V(a%G5r8qRd&ykhgAEQG-AGfb@Lg;=8b?#R2YCwh<De
z>3w{?AhEh>4@#is9DOy{MeFau{}6kmZh-Kn`0$^ASi=bp-Xy>zCJ8Y1*{x)kJp5Jk
zH#TDQ8nKnI1}1T169bnjy9LwzppNpEIA5+j|I1d)vmbe|92NKFSK8@Y^OLF=9X@Vu
zUuY1ywEv8!1STfSr_C1XIfs#+tAPytc_<rNnk#Jr!rx95xYaq~tFqf(=48eTQ0|49
zquXD-2uecZoR<~k1@lA1{<@AA6Lnc!X6O9Mko=spF<`oI5#@%Q9gv6DrggzK_lpbX
z2lD$Yzs(Sw-IC(0Dph#hWPOBrIIT^PN#s(txhp$YQ2~3fNq?naHO6@F@_seyFYM~-
z?D3?gX9s6@=H%)98JBsvY@r8Udw~#((<&=4M{PUp?Jmgw6_Y<^@y~8H>Rp%JMpaIw
z%v}3G#4AkuDt3)FK$U~8t%2>?Bz!@!Eqo;f+v6zcSs%pO`ZfFMgD{FRHT+Ge-+6=a
z#;{e^DxtP<=Z%Pwe}h@<tsaJB{i3X<1WY2CpIk;{9OrI;o?)-PDuiXbICG2iv1@J7
z<s$WA3KNuD5Z4EFcQPU`4{1{|3)9yvMd0g#18%V!vS(VBhQ5yvBub%hTs4!ph6v6?
zeXAaRySjY39k64oa4><-tN5BkDb6WG@T;sl;c&u{j&nz8Y*6P{=bY{e6XlmTh*CHY
z{aLU7xqmqcCe@T%Wi6j?Q~%YoWxnRpe7i%H&PDa)-ZroJ5okSsjr0SV=;oy>5`W~i
zoi`tYvEp|Ye!z?P9il9!VFUF4qMUJctte^Ab%`pc8!~XBh=5_3FYlC#6<&ZajBUp-
zTr=?|@78bOOQxCQ%RWomd$cXK9ecub;983R{o1_@0!`^A&3kBDrv?_q<rcI*17bB-
zXpm_Sby#KW&YbdXm(abImQ(1)?4dmmH`<r$IPY(voZA(e|Ccn3*j@~SU~Xj$ct@Lk
z5|Xr-B@-<}jS2X3nmPHV+UTzN5*few?n}px!H1>I@*qo2r+uT7Xbdwzbnw>I_UJj?
zuoT2oto0^9r+ED7Y6>Zs<q2Z>h-W46)Z9^~VEgqh)!oyN$6Kuoaz+_3{29F&wuGE}
zm9cbRzO<e&uRWIQxpB~G^oF0CTk0D&MnAOX?cH>QoRdQz_j**8WYWY#h};l(+@o1g
z8~<O$!JFEdy)!C~&ujM<zIWnsRH+7NnY8X*?{ZJ5kb{?G_)in}voe?$wGLIPY{tiu
zyDpq$M=KQjNHQihrvu`LHrL~tcoo)9zl)O|2AD)UGPC*KVPB|C6UoXXrL$&kKgcE_
zy1r)fxVIO>aFbzPy^65_e$gyH@_GAkED4#1{p=upjm)P#gyA$h1o|7g<reJVN6xOr
z>T$TEE%V}}JigmKs$vt4e7~nX=v}G)6X&O)z1J4?TTkW4YWI8$mP7aM;!zsY86+)#
zQObWPpe(NTAeWcLf^D`)^|18?R}MN1!D8L}(KAx?bnWgHX&kZj(<<Tsg>(18iVCsb
z-UO#xH$S*v*RVe}sW+RMMGqT~{QjMAgx!Bq)c7%$Q&X9m^Jlm;1`b<IE>wSffUqhX
zy-_fze_7C#y5GuXhk<zxV~(t>o6M)vyx!qjFocURz)@5?cxRP>*Im4Y=&~;F-If@!
zg-AiZ*_&R1FVK;;p30_BhTE!1dKUsOxOz-h27>WkvC-xqZyesa)`Xw!coGJNTwEXc
zc@fI?{9KP)A<az~d5&=!9_UBcSg1-usqiwtQEU8FDU(#iVr2*ExLXn<`~!Dq6ybU?
zV9E8evY=06xRaJpYv-*$@dXF%O+>)DB*cRQE#H)FKa4Tk^ZX@gDcx#w|6dhGOd4f^
zGed4pQ0>Rm-CkdI9{sxJ)G8!>tq&2H_AvMF6$gb?QH#5wFri+j`DMwoa)gQ4q89zu
zG8J<jVFrn(JLJ|=SH%^6*aKFBzIKtP6APK6z%8ssjzaDPy&)QWNcJ?Bzh{oIK4As!
z^*Ab`lQC}c0dE-+3jgWoNv-SpwLp>1aD?*>;j3(_xF2yeibC}$i5I?FQ?}PL!$0UP
zcuG<X8iWFL<(`mQnKtdRD|0=Ko2CvPKVouCDc1V@%q}}(EBeg<F8GN3pu=kplSW$@
z)Lh@e|6@HJ|K(R(!;a8uRzvLT_fqe9?ricr{u}nE;rPW@2(}My%~?cSv@!PY-L2r(
zi*ohckoU8mc0xa|0<IT0@>j$?H*Y0=>9zKA3#50WFk30}nqz@;*!+!_?r49ETgPs?
zf7^{Wsznm4$bEVQ&E=ui@v4Uz7nKU~lB0Y&-YMdf)lfsig*6?vUqD2rNde;W=plB)
zAv}yEG2ODO2G*Wi3Z+IKEA^kFZYO(f4J%lVWosP&b?b4#+bQZ99FlqN(M1zQt-)VI
zln5-sFyZAjc-XA`3zS6w9?`>&giz6RMH@E?`3yJ#lU?m^HXh0|mF-Mc&CSzz`rrjO
zhviLker-{;yv~W1*p{18h+y=xut3VOzNZTagF!Dc=OXr|+BMQ5-U?4&#6I+zyrC8L
z0z1;UM`<q#M~nJkHkf_dC5di|L$_=4jU)+q|Gg}|<+PI}`=?UA$!%dlY2%a!0oi9c
zri~KLfCnl52&?bN6WWYZ`K!XW&3Azh2`e_=MPk}1sIifTuqg#oo{$HJ0xQAyr*tFe
zv%K%+S;Lo(xHZsv08wPS++Nf#2-O?gkKQ9tBQMeGozL9fHxEvxswbx-2#R?6;@+qA
zk9jsxx!xQNVc4B>Hmi23!xBk)W@S2Sk}srwJLF!yt;V|3562I3x~#>aqHzUfoAHo5
z3m=i@b*_<xD;WpD5aE*85@VF6%gZwM`+qC7blp}${(drAd>Sy0`AeFK#jK1m&i$FM
znxhkQe>CiwHQ1to%v;)#=m+OazD8V39kq4+q7zGdjzud4DOO%d)jX-s&8SN9PpG2M
ze<kOBw*0Ihcl>U_apj&2N?^s8ojjc!I({^DKE{xFG5+9CH^Od)H9`1^GGF)}^VDqU
z@&S3_>FD2kxu$YK&$&|%y!v3In772tPT<tT{2&36**Evfp)5aM95f>3yAOJ68p16c
zKOHJFIkps*Tz6SgskbxONBt)6eS?p0kmB`$6q*wgFK{}%t_wCj;9QYE0u%L~xU+0;
z4iqghqo3>z6>Y3`OE-_#23-`0c=_QgT^uDFGe4aPW)OK6r|Ey*sZR`|^nGIHGqXM`
z-Kqn<ii|cAze7S*=yG9qJz+pI!b9LVgYY1g6Q7%lwmZZ|)=Kt-ec)*=UjuUP&uxf*
zcxMNN&T-GmK?ecr%uBERc=%FsA{CcxbwD$6L1nep=8d73NxP$sc-wqhruk}}hxA=W
zy>=C3)5E(T?y)327AOy!SxH(fkbUj@!r7=>vmmL=j0;mh9_#G<NX>b<`0X3D!W_6+
zvN2|3j#X&U_Cv0P@{N_p!8YmSok(q^V>a*Q39EejLeouj(rXT7w>{<ku_pQ=anDEG
zLm5HYiBiFsgxVCI{8GO=w`|^UhoozK%4PnL>dbb>d(!7ef#h!$+31a5&)2l?&NKI_
zv^EVG?cSWl%<lTFqNz<2Ng8v=Rfn!ovN9#wby&T)D<|-7s!!4Mwr=dx7abAQ@sC7F
z$6Z1-#<P0r%0HjA7vr^WJ=0_hA{Xxz@W`ju&=P6ppNpEU{>R&N6L=rbO(ddwkbl0-
zxe&{!AJY_GZ@Zu|9<D2XBf=1S!gG$1UCr1XGw|iv!^+6pEMI>N+r^h;nCqxChJ88U
z&UG5=O3Vpq4EfryrfsX_@bH_vYVO7DK3dEgg?P#%waI2eU38y*L$s-B<m$g>Gx~gc
z=o`KVFHz8;Clwx2al7~IO4w&bqj%Oxe3}>~zAcOMy?)A`z%f!+N8RRj@GjU!w*K=$
zSM_k2wX}%P!&lOTdMJagpUHyLn06xu^t7v&w4|#>X2<UY3NK8GY-W9Fpb%f?V1-s!
z6810lwt%Sp<D(|VyLMsU-n45b7C+4tB~%)9Ql^SF&H3Dvj9Q3rM-PZUr?5Fty3W^3
z#6|@eD3-q%gl=4u*OsWPJ%Me$JFwbdNG9$4Tpuf;2xF-DUdL6bBBV(BP;o}8{K+qE
z>BuB5oA`qK{oMRRcTKI6WvS16n7^W|n{36<*jw*m54?pmYKnHUW`w$+pV!IwyXMEA
zRoF(J!!LyE=7>G8s7fztZ_cY_@9eDPXI`CdGq5uvwMVU6a-sizzeqH!yX82Bt*}_Q
zS~3>cKAyHld1|4@6U;N`TL0}9(qiW#hPgh4tlpQ~A8UZM{D(#G;kQi9UlpA%4=ENe
zsCValr~0FMIYoQ+u75c%=`wEFB(ttd{rltW_)R(%ghY5kKQj-7DT3+g>-(&RFKz5Q
zA&&Px2GhLA?;gzajNcO?4r=?&Ys*UDc5HdRxIraw^=n3KP470dK<2#io>&Y^6D!dR
z%`a_$6z47L*WoF7+v>AChcQ|+{3s}>Ij(gSSrRvgxd?e!5nh84d(OLf$lAa9r?gB%
zI1#Vyc84X_s`oy(wfJsJ`}*J@Z!+ZaX2+*bf*Txi)W9I_c}r=m8NZXj^Gj<=eE6zd
z^?4}4M|~zCg1^6L;`gU2zr1=D_mpV;tL5vY1=13gCN84hdvUDamDy4Wr0||Wd8a%c
z^zHntn84fQCwQ?s<E*f^<EJv%0D2?JR%aHn$rTMpQ|w^=k)>ShQ`26Y7`?V741;~k
z#AwVZ{fne}e1*Cp?Q`hK5ncGmnkq$?^A`rgZd6s(-<^0i(BQaORN54>6C?KO92w#K
zxfR2InYfOHl3_O0LRK~G{#h<)WWHaz!zj)=*MENsgLpZ0QRzGEsb?PbOkwnTdO=E%
zmD*1Sz4Uq;=dHXB;<sqh2^FGe70{r)F3(ZS_Qn%L$loi5EsfN{<35cRt%s&_GHG7x
z)DNHByOm1EYW2+8B{Bwv6wgj*)|Q4aU(cbZtrv?dgS82q|7fMfR(?^mUo2}}Pb3wD
zoU>$Z@?M9O-ILf)qS7**u1&%3Ae_|naS_5)CN4>BI+9%<$nH5p*{!x3%eJnru)D1P
zEF`)?S{&cKW^yIjep>v>kYJPYHIyK|_LkBpCU>PdUV<fu6}zEwmdL9xcgnMMgK??O
zR$FLuh5Z%a(v(Q!!RaSFMzzb6L3tBT*0k6eyiR_-X}{bWuhoiqgl*URZKFjD-IrVK
zUZ4v4dSwrgG-9V}Hoy_PEZOX~0$Un-%2fFJ)^AOjotKYEUUMr75<PqSJ?4ft<Gr~t
zjsb-+0{*$+D&~SlD4y3Ci4l|^uT|hIkZ}2>dCH<E<Fho+S$*dj3k#(9PmFB6;~B#r
z;d~jC-=o`9%_V&O!w?7aqbk&2IuVWxH~iBV@mpG*E5=l&M>dlbS(6H**yfm*3$6qX
zfBO!R#!m<OZ@R#JD1(^JFciioG*{aV-g^(poF`)V%#WpPU%i+8gUnDyjl;7KWnNN1
z%rMO7la~ly)vK8JP}O2c^1E(I@5PXq@{5w<Z)ZBv*0DVHc^(Df?`Ot%GUP8;Eu`z*
zlkeD`E}eM)`bDaxOaDDvQq^5Po%X1cf@telwjri?0qj<4g<1|fOM%U$jPa#}GgD5?
zR(;%!@ertOQuL>Mq$aC=_D`59U4(w}HI0pi&}^pV519cS?VDXxZ>oc=Gqu%@E|vSC
zfzlVnCp_Z5_`F92<kf*RN=rrapI*~GK8_uI#btCJlgN>>iu4H{SxMW^s-j#d$T8Al
z`d7~<l{M2BC<YlEq~DEXypu_VcMT6uN#WU>33G|9$hyc9T1%%BrcRQwwg<me`ojwR
zEZ4mL^ij1PrzjTqnEW_SR13|^daCDrYh;zP)TbXt>F~I3%BqC*uod-a4^F=uuU(1U
zgLae2KATlywp3^LIYDdwff2`jCf~U{m0z6+Nr7FVUrBFe1-4)nWHtzNbmMo5;q5gp
zH$J)!a=|6{sc?j$a?*$3#l5yhl;LgK9R%6aZvyw{xW1>cD5OjLEBP4N_k(~J$<h7W
z$MTWVEd~jVDvWflP$<{Kc6loP)8y`33K~)oz5G{{5_GUiT(G8pHYJ*~fHsb#PkS<=
z`@++6QBU+BY=wwVHoB3yy9oAi|MJFIhOcbvrjYST%t+@EEC3?)0voDscWCz*W<i^&
z$4EAa_583Bb^LqWl=MgbtEHd@eyoaN5R><~22nFsL0X8t@xxpe`n1hjHY!KfgYMkw
zH2$*VaW-S}z(2;U=Z^W=dld<UN0uIB6;}^YE3hG+O!yV^Y4Ln`ib`x{)7bc}#-Cvd
zE8a8VZ>O61g40cd8(OWV-*jC@N;xq2Jg02?9LL6yO1fztUCxVsB}jW|%J^0YVJ&0I
z5U5c#3PUo`Y1~!wY`M=7`+(|d(PjDegR^Nk<j?#|pJBF-{MiC0X9xWTBC)B}9QS#d
zDb-r5=<dOEy8by%E@n;OJ!6z&*nB>0o-3j&ARuQ%yl7LLci0p`+z+!y($+tZKaOE+
z)oHq4_46in^W~DEIIYl{iIx2^7ug4e=W(nzPe~6?$Sy-$6>niRnPuHD5<D5Q)L^2`
z0;HGG|A10sq2{h*Nqe~vTV~-=#deP=6;H+=5#vjNVa0#^sOmRzmzzc$tFeR94>^xx
z=Kip$#+MHnC|P&BpE~Br95PU;XV<{8m*!b2r%!o8<kuVEZBP&TnMfb}+ii+rS7pa`
z$>LefzG9>PeL{3sqh#N^2twa4JtaSzkBH6dX9a`cW)3r|$6G@=Z?LYO-{BNrfyg+$
zU3ZPzxa?EakPK-+4Xaj$YwPD)88SS$%u|Kc1M=3FY!q*aLvxhmgQWGzJWiCKn$fL7
zu=2I1^=Y91b<U?#;KqlY<IG6>_SzIjW8Ry$QH?o;CiY<i7r*8cG1JuT9dR6REhqU$
zA78kWT%L*sSv=X5g7{4fekPX|Sy3)9e|XiuV&lC)8Dvwjven>>R(9+EV7ZyVUbzB6
zuKvq1iYz_->zO&L`mwdIxoc{eJ^NkI-%k%xji2BC5TyU-`nJ(X>T><8ck7V&7Dd;S
zz2vak8xiG<#ck@89FZik+_{?>v?hHk+y54(pKt3V&vy&Fj+d9c*V=Gm-MI8<`V(VL
zdB|)nbTwEccQ2#!x>&!*t^`joQ9bi=Nk}N<>A*4ZZw9ffg0KO_dqH`TT?id{^q_1e
z>^=Kjjr%e!Rc*aWKb>6P28Za|zx74YJBBge#??(XWBBDu?(C-_9kXFbqC4e}diI`K
zW(j9lSPkWz<wgBqoL0W<zwxGd!`gh|W9;alV)!1n|DO_O{@ebC*9!D=C{d(>KIjjJ
zY4t>EcUEkPvd26Aet54~@A2*a;Qg;NLO-$?zD>ynmmLy~J{1+T{^?ICb*&=kuOE?a
zo8}6Qo(R<JRvqy;Pvha6E$RuA)d=Z}7OmOCrkA0?jRwah@2I%tX`q}8JH&!h@oUh@
ztgaJJcuNi((UL7O?zhw55jlD(kl0SEBrr8TsOUp;RDlBXFQ5EN-5Bt$#a{9>)ACyX
zaaY2iu#2`OLDUmWBD`{X)n5krF^P)uUt7XI>l98d-icm3U@xx_{Os_o_2gBZaPS@{
zQ<f8h(vy!-+E<ynlj+aK<EkNqAGLEbJ&AjNPwVW`|7bqt#kXp{o#!w3&JiDKaQ~uK
zd91q+&Z2*M(X@i!V!(&ej%Pd))81ih1$Jwe)0Xb@=Z#<r>$uJSRbADPqsVKEyn|34
zqNktAzF5C~u&+EGR5kbOb!L)3`<q~<Z-KH<zLh=05T2wwdk*x5)z172l$ETidepLQ
zTKn0ML0HZAgD=u@L@(g3cN7H^vYKxy#Z8@`YiPM2+PujuI}BZ07e(f6H*SYkdF5jk
z4{GD&CWlb5+xB^ze{>bL|F}_czq*nvPU4YYy%V(i=yMZ|Qec&_|21!?FI07eE9pXI
zhoaM0y7i2k%%dsa-}|JmEf~G9dryKVq`iDv3F|-P&r*kJvm>&+KE6j2-Dmq;|Ag#X
zR}4k416ynJBGY#}nkpaC{5yg|vZ9&Ln4c-|iqFddJ?n%sPa-688&Mn=g=sdrSJI|K
z06IeURjs6U&F=SGFn_k^+$pEzko>T#`YAp-yMizH%1>&%ud93?JXZ9Ppx~G6tJvLR
zKQ!|_?|4l(p`n`A`0(?`lJqM-@>LBaKgQnSY+t`pr6g7+Al~9L8k{YhcUPpgUkX$E
z;m~;7QY3D+BBI$HI;K|IqD|kmLem{6Q~Obmr!OSFcV+#^M2cwinK-^V?exa8e4?fN
zh;Knx$!0g-X?}9LkvYTV78BIPO=Ad;l6y(^q%`Wig%e$xru!59MiDy>59ir85wCUj
z?L4V(biHpKj?i&lJ_yZVIlel*o2WMYO76a$3Z+*rG;&GlX2ULJTWVi<l#0agz7{wW
zeB%QvL+Urz<Mz6ASu@&rTRl=JhVG$~_tg<+J=()`?v%ob?h9EzlI!g|mba748krvj
zZ83$3&aCPv0S6?}w3L5TD*X#JGBY&^LYrRmaL>yJF=k9$wg=iC-^Z^n)q2Jw(##fL
z!rPTBhO1~QUM_Zu{CTU3|B>!zz4vd_@9ZGC{`ym%Hyy128*(5qc(0FGBTuB1{8vI0
zJ18&0tX>_zHQQlqQ=%rvf7GRxbIQVgskWhYN{tM~D+5EX8vcjz(%`hWugX8cgdU7a
zr*pd4>r1Jb?WSub+ZFJJ4E<7!bRn_<ZQ`T9#8wD%THH_y_!J`<6Qx~6IxV~H3t_6?
zxAqfSziI-aF3Dm`09#?eDsi*Vdd=T%Ua`NJf$e>M>EN(QKiY-bMD2daY1_7wAZJ0z
z1(*8wmQGZ9>ns8r@Zc7GoJQ>@-Y!^R_@%70n9*l_@?*c#YZtzmrh^)gkB(cEw;;_K
zu_9<%N!uIqd)L(hbw5!Qe4%)J-ijZqJ07$?VH!>Hg;8j#o<H(OZ-0{?Re6u*1k9C1
zA66Y`0uAV0W4?He_=gz&IK@`EU%)ojhw$FVO76dX=iE;i{Y;q?V7s(h{>B*8^oC#+
zja8siZQ&m2hlc1JVQ&K6$(PMygYEA!Ts4R&5T$W5yIsD$1|G-4ng@#Py3C_220l$}
z>8X#{vzj6czQ}Lo6K>YpimWFGB6OZvPe_{&3EOciY=083R4-t1AQ|!Qt2~x%e%R-p
zZ}|6Vd0zZ#wECyk14^z>J9mEV^lyGuNUjc0m8M!gb5+l+HKn-7fjmD*=1{SUJD!Yt
zP$>7HTT|%w$8ab7ybq76A>nDX3Y0>MsX;~Diq~U*6Mf8Co|0!t4$Mhby3Mk*oGKb8
z7Afc;`Tar0Vz<xl?=qCLw<LGO$6sog%EKV?KPfHyEzd9fKSWVJw|PK}bY>m6OOhW#
zY%lptNU4>l93e~-`L@EhvPUN>GUb$9?cW<3qp^VCAALU>Z#?Q17|89Jb&7UwC9xrq
zZvH<2!azO00;T2<lc%(zy!72f$A;#qFl`C6%m7(Nl8*e3ba${1`&T!C=0UsQBS@9i
z2cApEf#fLeU_b8j&mcyJ&_4Vrq>9(xwQ4-E9b-*9#f}|#hSs5b6}a$osN-r#{_l?&
zZBJ1%K0qkG6=64E6m*6=M{tBm?S;qVKW7z%-UOu|-io!~i|&<CXEfo7by3*aPGYzL
zC94sv2%;)BUbbTxb(lsNZG0{GT+EG65t_f4;1@oDTvv?{g1)cagY4C)|MaP^`CQ5l
zmszu&$l@7qZveP-=~9FceCku5qNb+iu;%OK%a^~A;@{E!)(AY4NO1A=2^6v!045d=
z-7W(Y|NOHGv;-uiKi{V4q9rVP^qDta`LZ$&1bl9~7k6|IPO<}B8x#+?4r=33D7CYY
z<TtiLgm6sUbT6WmLKKs@#U!FIhLjmZ3fCjYCm>f&f^Y+}B=OSbZgXsmZRekkl^A2%
zEx#i)bJlA<ZsO<P#n`oz=+Pe~x%GKQpL>L+#g}1^mJq1eb&U+I?WAVpkMtOEn7aVa
zt`UYkyU@mknDFU;<JbRrCzBF67R{7U!wpDPb&NDM@WeH%i7$xr-d~)BTrf#JyPwQY
zS7YS+ss4{Mh^?CW=j$uz+O(TzfAt`Pe@qj!YKXPO3D<@Qhqki*k2^6Y)^hPr|DDQ~
zN`CmG>-gh$?&2JE5i=DF^*vK~;juoBX%r|a2jMm8j69D#JVa}gLQP#g-FBQEeU&g~
z(~ue^sAX_{Su{Dr)}E7a@{J5dhIrhcq^hExY5NypX#pzFYN0m2fzf9kB{x#Uloezv
z%!EROlBbeFO+C>X8Kq~CVpkF;)<VUiI`S_(K)zH@DSk46<_I|{OV9RBYV$ozF`p#r
zGwBa5#AXh-G6kuCFWAXMcQwz{%wV;e!alB_RkKgw)H$b79XSy6B=7B^w098y5|z@R
zAlVtBkO~u@6QE|Xil=uy))Nn7@7Y74Cr7%kKvD7%s;WZAz}97o-aH;XggNM=XjQPe
zpfamsAC<!c2)&woY$2P*##n3FjOG0V3IRMt4cr6Ma}@$5w1yJf?HpODfVUyf{}a8W
z;$fyOnZ=~NyRrQ)X2PL!FiK{ifEF6#x#oG)uRMtpm(QjyEW_se5nG;s{!UP2h(!;4
zq7~!<6%5-lHQR>p6kW6nKZ-oA^(Ftm*f7!q1MSe?4!IPr8p2+^4td#$sAs$n>92Zy
zjDpMF%?53=bmWpr@fS}cEC(twNcY~1K5-JB>%N7os-&;^3Av~C;qwg>Y#PR>UP&SS
zG^1NJqVZ~a<p%5llgdyC+wWzkWiY*I4|K$-o!5le(}^$Ig)J-e?s6%bIyp}ZTFGQm
zYX{Pq??YR#7(MPs3=K1O>8H^`wL~sF9qrtcK~?Gd#=S_YLc?cH`&++O{w293gUnOw
zNZj;$@}2$6+Hm{Z8vq7_LDsKd&*aII-$*h4kTRJJRgpL&>BK*ESNFdn({{<094dnU
zeA7Sx2)l%}=K<VwFLJaQrE(H-Y&?>BV9i@$7O?xC#~$2*9Bx2sUWy!geRIMIBa7Af
zBu=serD7tIFNW-kAticX)1A;X4^c=UvO|y?MoM-eSp|e5LAZ*(-6}o5Uqjt7lNk5)
z8&N9$98{GGxMPFJwd0T!<;cet0`tKgB!2oMO2rJ`S)ZVP?YF5p^&H|SAJ5oh?a0sU
zLbf_6v=6giZlN|5#RwMY+V&jtubjoLw<bAvl8unZQ{T{n)3b&3*(rn<wK4Of(|P)i
zHSAv9&N-hvjdfq%z>2G9z{A@pb?+i^-Z5-^avdETb~0}EB$k}Fik3N($#!R1cja$L
z>>i*m6F`+^s-wLebJRLUyZaH2AX@1l`z!`~9X$CahGV_>dYee=Re041)lMDulo*ew
z{XDjF0zs#Wnv#TSmCz&4;*+xkdyYb?&a$HFLB`C9bnRbCG-qKr688r0V#@I&Or7%{
zlEtIhvo}nn(8rSfyYVV6LtYuP)Pm_w#IWKhauL-TLFwI!D5P<avE@8ksfU7Z4w~$t
zQQbm75qN@aY?c-=Qqe(XRtJLvqg3aMoH>-@Ip-XTZi>vH2j{3BI%jQTAUDjE&|E(2
zyBu%EOCef`5E8*=m6~IGgjzJr?tZNAei<{`iZQ6;>+2?OS?t=^jyJytp~3E%%`7c7
z;dKI(Jave$NwaqcWKy`U#(*40PL2>3SzI}cB$p6Q2^Rq>Xo^BnxR^yqSu%qKm3m#F
zCRAde;3rm7#1}N_O-l47C5j#|<0UVp8MAnNug+1KcE&emcv1<`?u+xu^B17DP2kB=
zmd!nzi1hAd#&CwV;XKh18`IS3h{TvaAxX7AjI4!0(m_@ayx?8c40RKrz7+yd80bLs
z?!tNIDcrt6lsVHGoBe)XXm8`0CzAAzX3;!?e8OQtG{Xmu8$jQF59)9?*@^S1{?>O<
z44cA@4`bYaKWfzo{-ehsU+_tKKKTjS*GnX7<FwB6(rW2=j%`Jq(uDI+7sd7nyJHdd
zJn$rw10Jf5nUAc>1PA_vW%<YyYbos84!9sgeKf&nshU(Vj^${eXw*Bq&=nnDT|N4W
z`Gi)?rSHxi;P=z;nNz^FkbLi~UWa!IAq2^L9%byV2XQk6ymAn2>d}PfYlPnYuD3S;
zJpTCO`LF-_FHSu1)u%!DXOqcf_~p0@IPDvsCcb1Y#qJD+_B3|JK(7zttqUCduU6qL
z50C#dVOgN6@2Kk`T!A%M#OThFYtOQyJ%i*5M(0%U?lYRv-r@;q-z-81oc{G#-Or%4
zu0*Yw{_6Qt`{{h)DH?(~JS~e+YGxwIM-IFI+}to$$D@c+25tOu<jTnh<_{|*5l{aB
zG(XbPOOf<Hf8lpO3y)m`3qOY2d^G7le2snIyA7}8P}AxqpqCCTlkM?=uL?Qbgsl5<
zyLX{YnvJJ*DpD~EW(g`A5VOu8_v^i+2QBvIhw$wD29+nii;7dvWz)ZXj9$-2@df-$
z@(fcajW9YIV^~B;Rm8}yyNURm4-@gm@Ow?fSUZ)q5%!IlG@U+)*p5fI<<UDRIVQ3K
zcF87UOrj}tG_tHw-RMORSor)F!T-IO@$;wt<vF(v#N8j`k+t<~+ELAMC(I_c_8S;u
zo&0v^RGx0z!&l!mmB*e;5gRv-ZO_kURX9a7rPG^?k#@%zu5N>Z%Mz(biV!)a3RNkQ
z^Ni46nI~1T5G|wQDP{=e`>_?ll<>pM3_QZ^r3n-VJj@xI#q)Y6T9t;##F$@<5m#iA
zO-pdpMpAhd!<DhZCbBn;$H^jcX{^K;T5$+1S0wC|h}r%4tpSAaP+8H)h%|vA|9Biv
zC6?nws6nEU5)%_Qu`~85e8y9#ZV|`wVAu*izaO<Gg3wg@v%S3F-N?D~&!AbZr?@|Z
zoiXv6T|^3xu{A%N$;t>K*F#_LHq26*P*4yEDmX?F#}o)DhOWx!x=gTcAqC%DwkGP>
z=IvmSyPuZgAWpG}>_|AShoomIn=P5_NP?2LKtnW2)b&vzcQdnY2PH`*9rCcp3Ghs*
ziGgk7a7#9FO@{Y;eiD169!~oCT6(jic*8R5N5<0<fZA~hvIU#=V2s$x<Ji4tF}1^;
zEXqGj!SC|NNpYeTN#p^A(cLYi0!7Z8?jz74Vdo3XI@+dcW-HW8MO2JGFgdpGz$_1z
zAz1UPZanw>fJU($bcz0&6REDAO04G|q(X{BrbMtXge8X<sXrM#QotG7O;Dds*xill
zbm2Mc{m93!WbcI^WnWL6@#lq@piKuG@Re{ohHy$Mg~~btp)BkPAUA029o)&@XAJ5m
z)iVF2Dm=N(NOf(9$;+X-0>_as`UVld`w7MP1o9;vYj6bDv`_~2BWE%QsRl7)5)&4v
z^godVM^LxOgS_$-<i#sq|96_>;$(|BIRiIe!pR#rxf0$#4?g)vW{o81{?BjXn>>MN
z<3#LzDdhPR3GBNcN96E)>VMwe0I<Eioy#t}jQ79){mhs#1MROS&YU&twRhS4qse44
z{C?aQ8CT`UCzlAXm`AKRgtNULJFnuHGOi^Z_;NBFWUqpMW);$+T5j99h2L&mgQN*u
z;ZiX26bc0_(`Mm<as2Mv-$hkl{*UZy;pR)2Te~o}^x$3Gif2kQl6K_oyyA$>z+**1
z<25Re(vc*IQg4>Tv;7CYh#P_jKYwd5D;$UXqmME6>^h=RAK@iO!@LErYqC{QDnK!d
z6svjN$3JqN1gQsmu?7ohwSJ0KUcU4~AD1sqFiy*|``I`h!$Df#GoCq<qX@f%q<UYy
z;5UJA1ZLXBNH`b?m(rMnop-4{#)q%w)w^lkOh4w%KOo0j(I%XLz`}KksGf===I`y#
zaPx20@$B#0iDq>29*bFvyj-{<LEFs9Xw6GOI#8~Y>BCKIM`ZRQ=@n?xK7bM%f1ut%
z!1j9)yB|hc`Z1*1X$KBaO2flfgAlk&K90HX4myAKC}!G2EMTCe_v5rxqD-j3tPT+F
z-v?4P{t*+iGRj~}6Jo@o@`(+2!c#z-f-^dZSJ{sXj3m7{Lum|2!Wi60#%)HpS#T`s
zt7hPxFquMo6-7lyo;{82kKF;S=in$YY9oTi(RDbHCTwprc{j<>*ciH-U~0IR-xWdx
z2NY@&0mdqZ*p}VR_(?JRsR8Ee^U!i73{jvkKS0yjOQ@eWo#O95&CP$B!{lQpva<PZ
z<n@oUCNP2TJej6x=TS_puON}m(^fkJk(!7kTcq<j^xPhbS`@`dF)-mw93jwMnQ8Q)
z2%DYK6jVt;S7ba05JmD{2Q3(+s%1Zl(@i?(VX6HSI>%0ASMC%d$u3;8h#fL$(qOP*
zK0`?Z$x)H~yYMM~gj0oKLLn<~fsivmQ|Sf5W-k!O7LE92mzdtm&VdA$<=`qc2+4;d
zLBT7rG`5u<GmNLW8PmTA;YN{N2g$a<Euu+zB)bbO?k6{?l{=kIx_t$v)ttgH!%3Rb
zLllP_sVUq|CY!*~RDw}2YK6{yY6GL`7EV_3w3wZ^g-$fpLQ`dgqm#EL;14Z9wmLAJ
zI`ZyhgzmxXHIU6ga)Bg~LJ4!qa<+ACB+Gs#MUqTc4Yu2U#tL!f1q*B+t)`1<xI&^N
zY%&R*d{QPIH8|(EeijEj{MhTEx}%fUu>`wEqnOcSsh=Dm)3u#R(LHocli0Ro5=&c_
zacp!J&XCE@=hCcwrjI@Qh8fMOWWzEuCU}Vso7iJHY8q0^tl391Lxd`I_7s<~WxIsO
z>0?r8h{j-%fHi_%%pnOd9ShfyNE$wpzGK*zuBWdr%rWC_YO8k<mp34au-92Y^s5(<
zzT`jX%+|8xQj3aNAE2ODQFu<p>Mo##3Iwd}C?oyYu7WKhs4mF5hB`S#@AedlULP&3
z0V-m<5YY*^G=MB2PaKalWjxM3H=`^$4)ugn5w45a^*p)X-cItqjTCYL(yhlZ^M;R-
z`o-gj&K{~8M^Qo^qzgZcT-Wf*-(@9>^b<Qs-oFuRID=XlLJ8<70WWeuM+xW@cJyJ5
zW{ICMpOHB;xqXcwQ*b$Pp3bTTI;!&bYk+WzCZ(<sN*zO#+J~{y1ysKW+2=v_>qs6I
zBpIzDfUIlCJ`GvdkTmtc<mV;pz{ju<hJ~ak<Th_2{m2tkzwca>Jqg@+Bhi@!<aJLX
z&6`GH`~*U?j(d9pz%^^uaKQx^(ACxTmqI1!UuF=<lNZcm@%dLU{JetmWEP{CWz^fp
zgvC+n>vTpth8XTlkWU&o-Uvh4I-;TmIiMn|5(7#<TYY=zt{z}~wU;HOIx+(`X)DC>
zCogB}oS8_`F!HokBwc^S`Uu0KaQ|A&%^f(yDV#jmRs^amargHllLo&Br@j%VaXghv
z;utBF!PPF3Pp9%|4?}l%l6$@zpPnOFuYi`s^+I6wVvM9isV|2$T0}U4$if<`PZ>{O
zQtVX&LTkr15_jHBcc6mi`Y62x3BP4A*%(F|KLKgku}HDM%w;HqfI{}bb7U3}9a|84
zpF+y+14$rk8>y-lCLfDbKLcXTuh=SeBu>_1?2ZlsbN%=#x6!_74UasTV{l{&d8-=B
zQdu}<52wz26gQEe-OBNFGRKlBZ8SF@Ma{TVQL5%5sjoi0f!SXqc~>vk0{^@i{@GEK
z@M{ZvT}#k?PmbhP6JM=@9#_!gG9IM_BV!D0_o3kssd2EA1#H&<1@vV>d<%o9nSP|6
zP2jr7;}>Ds{frIn<Bne>=xNU*y9SagBMF(JRUm6XGCYoOs)`AvN?M~nP{t5>g=9)6
zS(3;FvrM12i}TJIMb<0^^AURODfBs$k?kyTcNbL=nRw$g<eg74;%gy2>0D}JK58Nw
zm4i<rKl3%*#h;*5*h0=2W%u>Z5~;9>3=ENPn}Ykrub?Ov&Ym?iKDhzUNS0jAPk*Wv
zE7?S)*#TybzVrw&(M3}PY`Kz*9>-@6<53H!n$1`$h&48ZQyj($OeeX27Znv1c(e)N
zD2z6qNI*9U84BCYFuuBRG$!`(C(jgyQ%_OZ{(I_bmrzqVhmHN~nW<LO;`7p;oPvm}
z_}n0}tKtffR6(Fpr<Oe!LmecodMv-rK=KB9h7(L(ps}<qgLme9?iw|Cc>Ok>^0>Uu
zIF3nsk3o-Dup{H*@z$`{>_Qt7)YVL7Uh-M`GlHV4vZ>Zf??jtWy~^VK<C&c3;TOqY
zP^_9kI53yFg@pth4Ua1!2`}Q$L&#*c$bzbGgCck#|Nn>#by73*C|xzjk<+7?;&FV{
zdl>UiBID#~)(n*XX;dVKh^9ATp_3F1l-v;8y+Z_RB#!q~b9col*gGDiI=h30x_XqJ
zT^M$dS>BEGr^eXpj;ANQoJl9lXVJ&1aq=?h?I!xeHUoK`gr!5FL?HV#TJZs7dRf>K
zA)D36Bu5A+Ndnbj0$z)fT+66Bk&GL}W7{YRlSC3E+rlrG2$8{%T)gs58f$GNOcLoP
z9BCqsua07HDxru%m46>$Uk^y&SVhdd2iH+Z6kB+H>=?T2G=20jl<8sFv^>X)5uUZf
zY&Gg=NgC7?94c)Y6{wCSC<ef2YoM#MhY4nqc&3k%(1`oe`1As{P_QHqw&cUMbZpm)
zt0>5-gRD9PwLFR{C`w+kj+dZq5^@VzLZM`7xQc=)>3B7hu$jO$Yyz=rRF9ASxghz1
zOnoGStfUDsisJPm0#&3v6DTPvPj!x?Dy1-68zk>dqZSg}Jv<rdoCew^PiJaZkg!z5
z33SnJ<=8VErBCsb&zA5?E_H=IW)oqYqYw}&a-m^-<GpO^m`KltK~6cL8|m1y@y=O_
z+|!5B(S_W-ACcIDt=f!6n<z$FDY_L@JEN!%{Dx$&0o5~!HdW#Vg6O)0ni)YVq>(4o
zGWxEQP-aagsB4708Xnsv{m51lf82<hD-m8kjo7Jk&>Ie&1J`vNh8|moF_va5KAsou
z>7ix!cA6(esK59ao^k7WbfdwE^K?#{e|R7$gdo$OB2XPdeVGOm;ksm=-o@x|*I=g#
zNFJ4p6l5$bA>~|3J`e42AB{PKs^JWNS)h3&+*}F0){nm>h*qJ4?I7zave$#8Ysk8a
zn%+(JiO0bkLT{Ra-Ic{e$L{GtpyE4v3ch>}IUlC-mzTc10pPT0)0jGSDxd%S=Z`oD
zWZbxMZ>0Elv`i+$&li7`)5piDsO?0rv`88fJ0FtC^c%<lFV&M935QxK79u#Zf^bS;
z<WY<QisKRs`%!SQO%GYaPp_l1TJp2kKSDrcsEfF)nq9|yw}Af>7a%v)9kDKE*C-=b
z-b$%qHd3?}Y1Bc9YZ#*zt^-O)MU8uK267l$iDKUfY9fQ;b@0V4=pRAK7tw12Xmv4i
zBNBz760%-Ik_BRD1Xb}syaBhO1tVOClQJmvjbUf<s9`^PO^nFV^~9IPiOdP%6ox78
zUWfGTCQ7D+Ti1+MSHqAuh8GJrF@l!O5;qIz{re%PqfDs$^E3!RF%Owxu!q4N!;Ori
z7@mq_2;9mjT4Fz*(N0`Z#KFKh^~*%Zz4E)Lw&`FNY|Oqq*~j{E=8y2~y?^5V9mkSD
zXJVtp`IV2*tZXFhDy->k;=a9$$#|aQl;D1rJ8?EM$o;+nx+>C4t_;x-j`5!t+(@*3
z;bF(KhDs#v?7<z)5)2I^d%(!~F|s~f$%A)l6#u*!o+clXDj)c~<O?aW#h~l=IqHvf
ziPZF?N>SY1-8h3uvWX!1F&WvL#}+OlW&`F#o9MYk0!9Yyp)~H+5N@@JShyeR6XZ-E
zfBL<}-t~DdS~SSyIbPbs8U<4LwvX`Z?=7XNU^AMVfGs)Lo(x4P3jQ?V83o+t@fd?4
zw00L?LPt|HhGv^ou4tsGK7eq&42((a8%Sa2_S06}%NRinJa|->=6I6n;squKJF%y=
z;!#{W3QbJD{^!^=b)=*?QdJe|xbf5u_MzrwM$&C;9hl9?NQ!!A1M}izbd8KMn0J_5
z?<MTl3Hc|J&a3!yzrr$#47hR9{xgYH&SXmHZh~$f8AByIs9>6YhI&?08L2^t1YWP7
z(PAYX(c@X!+Dtl^XY*K+XgG>$SL2#~AcEuy6f=)hGH7ky%Rp%c2@#+}-@-^RM@St<
zBxPdvLStnm)8Yw=eLLyQSD~9Vcx%J7HGZ3(^ilNpjl=NC^aX9gu7wh}SZ!sgTjR&5
z3iE>1#q!vBNI@^1vV$_1;W+yt1`M113tLfkW=K{}W8u;cjvoIw>b*1Au8-2$yNXQf
zoz#tMqi^*T0)v(0>L9B+)Fon6l`Ljf-c7Z4JAHemFt(@-vDu*CGlUb>nUI};&#J<9
z3y^;TwYY~A)r_hQ^hOM})pw)Jtmbn6+0^W5XUmEYAiN$HEtPrZ?w#!V!HrCeBxoCX
zl9UstC$|90tznC7V2Tp;a+Ky;nFUi8QfhNqd-rCl<GWCYdkGawR0K6z8&&!S^Ela^
zRK_J#-A`X>61`?Cwj&cZO;n*#QmV<Q&G-Xesx*mF)x&l-#Bu3c2+3)NhX)wZLmXW{
zKs1yCZv;sRQq22EjD_eMZKN(}QCF8kRZEnz2`ty9Act{<hA5>_oFb;<A!)=225o98
zVDCtT?qUU|<iRy8yoSM&7K435wUpcdLH`hq!7ccdB3ZMMb=j3@Mg?BCfJaKA%40Ou
zZKSTE9YwJ)oDd`VCLB{Esw7c$7c<~eQoI!02;GGVxG9HdW+#f@ha9b^!f*4uIiH?P
z6BU+CH8v65$K;BBG%3plOQTjiNVU0}K{LqzsbA+x=@EJdi{x^BXcH@`RZBdcJBdj(
zP24-Uja}IUG1aC)<fty?2o#FAj)aAT1IV(CDa+Ic>R8x3f$ma@Co_GdDq7L<Dwj`s
zmiszplFE7s*+n$Vpdnzev@u7}GfY=-30nOG+V_kxF568-awF-aV7O^6UBvLqHqV?m
zmAa_G1)bYbJ4}Yv5HE~tM(s!v9Luw3at+y~lep;Q`OK(05cp;H4U*m7O?GEDBagp8
zzN-%_u9L3_VEbLX*$n6)nt}vVK7vBWzO0VnwlG6OLDUT7l0Is>GWa(b80`{@-^DFS
z2t^?>AxQm#5W%)~0s#x-L6gG93?tKHY|DD7>Cmwi4`y4K>9gwbJ+~X9J4sLqVoa`P
z&GD@~J6Ir@H(5EOns)_M+~)^LuOEVl!o+`HNN{2dbNeRjo4-h5%p!373bfHAZn21z
z?Libw9La}NDuOLhw1T9QF#f(<-rfK(5D2h&^Jd!G+TKVp|By1744dbFg3ewSk0(pC
z(qY;pm8$A2#j#rQBQc8EB)QDcpVtGHkYpKI^C9bgRDYOJQ)6&o7}GzCL~RRkpTR`i
zKr>}_Nj5ht{p6J}lf5;3B+@~2<#MKcbS1KUpp`Yf+hX|tHle-n1oByD;%?0&Bnj7}
zlCc7~ejROKAC3)@VWQb4AR)Uha&-i&X8^C0M-S^bst3zfunJjh%Rs4bKvu#8+$74l
z0NuVUJ^%N8!g+(*=s1e9irH4hxD#e!=2{qdJcm4%z!%q00wENy2cO%Cv(QU%b}Q+E
z!`7We*0oDmx<Y+}my-hfnD5zz8}j2%jiA~YoR|ky45Jh?NJSf~vXxxyDA+ebzRzU4
z)68s7H-25vFBBesrkB#*JPT%9^c?+uf+ww_B6grPP?jYW39NL9y}#bY$i^WwB;2e)
z*6m@q--A+e@ku6gruA{uGKVL_bJ={44`oP2Q*%T^g46u%6oic$7(vz&1UzY?Dino-
z<tjW~QkXw&7WH$_#SK@X?(RkHHxW4#UC)sWDLk4lusfy`YO3Val1kHP4mo90N(B*`
zhCW$A_9swA_TdhWknAeq=J(>Uci_`3JRS#2$QTnAQuLgUnAeZoG=fJ+Xs&~I&`)W1
zGXq0YQCkvtPZ>n7ir{G<#NIH4k?kgHMtW#m-plNUE!;M@3B5bPgok$HUl(GcHiY8p
z<co14!9EI>pIu`!*qRteE)vAZcrgnaZcrlHoIq*R=-X9GETvHCRcU(f9xBc<QDqm&
zC^B`&R-TyILc%|tXemZ~G(qsWN7*PZWmjoD)kAwYyYK&~D)yno0)+Gu4nc};n2hBo
zXL^zC6q-GZPj!j-eB^~fiYPUXMp0GCN_B*jUW`HpJKv4vB#8zkOlbnU-1lMBX;^z+
zpw6FUX43#3DN8yxp8kEk*rg(t)QA*!2^)LR<vi{FHd-o9W?$06F&gR3Z6@WZAsTI_
zA?HUc7<8&KPHl<vtJ~=fo<zp)WAB0o*wVg_zIELMRRw>lj+$XFXEshGTo`4GZznT-
zLrB_GMnWst5O|mu`W|N7#vGY=J-*22@Ox`ny?+C<N+GJMSJL5T$(SydSI}Q4QK5Bk
z-i8fqomGcxA4jC4gWa_%a>F<#4#${X+(TYAc*gZoGpdkM@}zu&<mtrr^>eC!236@c
zQku%7(j8RQ@8N;IPauhUYO^C4T8{nEA%r=~oYB1u1nS6#C!_d$bk?k=FwMu(6E0^~
zXAb+}7uYaoF~#CAiZqI+I7npslgN9wBJw_ZijDLv7>Bo_k(P&hkaK>V=nN`qCgG6<
zZvG+k^uu`lRcMi!$PLXjRt!S#YK)ORc+@<$8(}0jnS$ZN7B;TPft^H15?K)=FVzzA
z#n^9+(rNb7BIlV!o>ECh*g3-0L0YD27>1yCw~eqz(KQRl7p6L>6Y*<k9zVHsi9)Uj
zP7&93P-Kmg6T(!YnBEWtDNS54k+oXd&E;tNFmY{&M@DBdX6UGrmpV1bnN@d^&uphF
zKY?}mRp^S&lyDdGqTBK72BxGS=>~o+$DkD;X$OhB4q>N&RkA3S9Ezq7$Fh+e8x?_~
zI|L&cA{Al0s)h?B-8wo-GbyF(ajg)xw*p5CqpN$VR|mO&bQO}T;W~gYnCHKp+1!Y2
zM%X$ulLre+$!ZbKn5=MA<Vl|Foxz})Ma}HS@rOv75eBUgb}WV!50FW?I9UV5F!2fl
zKPB39nPVF&h=*i$5A@SN)Qd;SbLz249$yzCBkSb+VKUwrQ$sT2B!?NkeT)=?q*8UP
zt)573Fv*$W%}9fJ#+v6~mm-861LMCwgceh&yyYeen{!C<2#!Z%-PCzJELCDjCartc
zGi}di8nVN9R0-E|kbPeC3H6LsE9Bi8+Ux>_t=q7TB4)%-N>(w`C1ihuc(f7!5ai4n
zY%2-^Tvf*M=~$rvR=`JYnvYOp2hHX%$|eJ`J43;g*f%9W&oY;jHiU510z+~?qdQzG
zJ1u0>q9n_hih_zwjW<qRxR#OB2#G=pWN<wZoInFks2<@_sV{6}YV*_hA{P6^$pq_;
zqu$el>vxD5FVNRB1yZ9Zl1X1F!LUf+cT<GIE=%tH)7u*WzUy7@;^K=h=A3iRc_YQV
zZGQN}AM%ZFe1pNkL1xdM&G*0meHJb}yd~#IGMNme(^lc}2uw4ERcxYYdl(o?(=fi5
zNJW9pZBZ<{7FE+J76rBiDmEU~LKayhse~4&1r%@{3?ghN%3e=_iP0+NiV&vl@FzXV
zrcj!X#4Av8DmyDyFwPCrlw6Nbq{vKOMP*k%Qe*%jkKr5ML!j7>Y$dU62T4{a8Zj)l
z8pRVpQ&qgWpr|*pYsQIe83|JR!Zoy(9w%Pm;+3*!N(otVD3uiY2WJzjKLyuYPoERU
z&Lxq|0V;6OZIguIAtwak`Z!KTLC&U#$~)0KX@nNS)>KA3;Pn-$4Q6rY$JwDyU|X_*
z-MJbJ*Tdra6c<)(B0RJYGQHTN30%uT(`+0~#Ssz;4j|ZJO=s=CnOOT}sF3khRZ$u;
z373ilWtV~+fQCB6l4T@1)8vOnh_^`eJoX%8g)}As>XhlkwJ;(WLnt9+p@0y0u$dM8
zHRF9x;kq6oauOk%IHrPS#27GIaFq!4p)9gu<0vNK$_(2_qxh``Cf5$4>RBvXrX&k;
zD)i(Gh7)-tr;(^=<+(yP4=O|W;vr^*f}G@pm}11RT#f9|(}dh^ynYkEN1*z=$i8ZX
zsKGW;h*Bq#okLQ+h*%TD<KKg$*P_}ss&J4^foD)9D@AY`Gb9@~apzqHrYy2Jg$ha|
zGZ<A;SUq>r=8lofjbkW1olJfr`uMesS9UO#RERqUVRaafCxwJdPkJVIl}^A=JdliG
zD3A#a5-pA=RB-XS8bL*-dZNvg8G9)-&t!0H63GrfB3~q|?WLx=lX1m|2#;<6S)!x_
z87{P9q;ovveIKKd7Mwwu(AXpRGposXS~#U`B01a7&b-Q*wQKOH7F&v~%#!yJ@}_W9
z1CN`>viu;TNZ80y4oSEOSKtVNA!}GAFRJVi@Ppz}$U8Z*8HL<vo=nO{I1-YZ!vPdU
zA@5dVC{d`KjFp*=BI$J1JxS3`kg@z!h-&IQGFf#xbE}S~V2#irXV@uRhPLm))I6LN
z_n})R$41tW@Ok*%ju12KNyrncFoGps*u9=+qY5MSAf0Lx<7+-d+~bfN{s{_s`YU{N
z=o%TXizlix!&}GfM}piraV~*?m)49REGEz~WgGE}JWTv;jJEA*9-KXq{qX=zu@1rm
zql|wvi0g^)nCRdr|5ob#GMZk&boG8#4}OYFAc@`=BVq5PI&~LARu=)uLDhZ8s*dVL
z@QM%~N_a3x_;t*%O0hbCTq@xXCFl{gj0?|UiXs@$--|b$2i3+=3pm+*)XD`^(Mf7-
z9cekj9zxXkU6xch)P=G*W|~4akE6vXctUI+Dqt2elx&rP8^v@dQ`vkBll3Z`{66wd
zCz{BSFa&kZAhzYBt1uq5&1Uxae%w@vEuB>a(*<OAJ9RbVsScO$Xn6`o5hbkP$`;wA
ziIwr-S}hEzOK7gGz?)i);Z)I|3F25OJRS>4?8g^LQsFO=WjZBIU`qv}YL;pxO+ok>
za%wP5gNU%{k~Cfr8XY-_aY~Z+*6*b^RYhX7nmWyc*At~vJ%$l=CP8JCfU=Jot(yk5
zL|ieEgpF-mI3<~$(MjycP9-VHR7Z9(xA9pb-U3J#$Z3L>g;lWFR2s*|+)RcGRb(?^
z6vs!aFgPW6FJ4a<_%rnBQ}ISlU|l{=M_-Q1n;t^d4V<7K(~z(V2AZ8BD39P#3?xZG
zQRM@@d%{5o*y+27UA&)ZQl6qQNZgxY#L|dp7Hw7c^WfkL5}pjRWQkl(rQR_J8EGP7
zFWz7VgH}p<1w&blcyR;8kpkOmXOa+A%p4j)3h3;e(MW6C0P>)qcejW7_U(A>6aooT
ziINaua)nVwlqh?rt|GazmRYAH8Qx$pf9zf=H}@b7_=#G6{H})TX0Zx_%$SC0<*^(G
z+24qygmHW_cF2qF_v4iWa>2nGP9d9PxUxe@krBd06DEr5;*nHJMiI+35J<SPpD}L)
zk2gxQ;^GkwlB8hE9$ZO7mo+4zkd{+qoE&a4iE3EXH)g4u=&)@^4MPJp*j|;<FpLj2
z;LRlPsRj-8O$^%sa-ljz*o)(2v5i4&JHxyGbj{lv0N!-dO?>G~U*eKWE@9@(nTHJm
zIpd5o-bnFps@reBoezHSgZ%i%KW5RQMO=UV_1tmC9qit{o9gQ7SKU98$uPG3zd@D2
z*@4eDf?*nr3>O(ogX;4!b%B>`M$oa#MV6{?+-fv@M7&A-S_a#d5stu>z?R}zg;5X=
zs;q)6;m8t}?8WbEL<=;~9<5+}bc_jsXUP>@p6-j2@U?MrxCu|`c08_vRWvDOErhR<
z_6bYbq&7hUPD*X0M%jVsN+b$Fl)@lEH9<fhz~f6I%Py8F;W!eO<Dp>r$rrsugBjvc
zlU&|QKIg;h3!`c=ie?zo@?g6fuB~z4Z3ze4?8I@>Si*-u;15n96rYQ&R8ue=3PuP1
z=w3R{S;g?tlbO($V9pDx5j~Hgr+cAjAS*tM+8K0M4Jg?mnysB!j=^9ih;CQWG{MB{
z$zqv;T%m&g<U-b)E9g`9GHeYpqq3gj4vlDL6h+l2R?Z`>)}TrrG*=*mg>9#?tpui>
z!8BC@N;Qj`?`5|C57<T+A+-{W4<G<c9}-1ek;KURP-L0Wd>eaH6&Q-blI8)T@d8rV
zVn=ELzc0<F&Qrt0OrA=*i7M@AS_(a6;`3*5Z56u^V>B0JXRgR-WFC#u05j7+NB4M9
zLNye$3VNMZa&|L5Nh2V96y*dFF~qQ4Wc^StC%D_Gj~3{#r}3x!$FSWdn$73X)g<vM
zKawv%)NRG<?IGwL!K$dDF!(5w>}_N-Cs9xqBRLAPwULnV2VAp6GULZEZEP1@Ie_D7
zB%o{5#~(ql4N|#kx=Slby2s!(RU`q1?2^I75I%%ni>+7S;NsIpXscRFQ*;-4z6(9K
z7d#rzWUoMU+>6(*k<n{;P&*H`)KBf$-KchgG2c>D-xS_Iv71fk9Oros6^mbJ(`hV5
zIWDo4T=WD)=22q#$I(JjGD;m<u$OiFXW<_;@m235XeSv<2dVRW2?l-meL-Y-h=8u4
z>Ic3w$4oDBxCXy6fMe-oMin0JvRM`vjHL$XH^-xke)7Q{GIdpqHjkqtqL9cW`H$3i
ze%db~q9u+Ge++xLol4av<kcB)2Pws~9HR~479Jt7?^FiF3btq0QtA4L3m>%;YS4_k
z30Z4Fn@qvXGUkj>Vk)lbQZY`!D@O1nN01yBq!1xj$Ev90-f<?mk)z3ao2l6=<IBeA
znbJ?)d6gXhR2)b1(O;}2vc8Y5@e?Sl)DRupnR4$w64ghuCA6P#;U~N|vW@k9Ep&{`
zX0bCy(e9-qHiNyQAI0oJF6Hq0p*2uJD{ZV!4HES<67Y<pLTkXURUtw(5H3<X^c$XM
zHg2hdgwc;>>3H1&bAow{bPqmH1C_xLK~FcjG6-@IkH3OFohGhNX4aG}orwsKjaA@!
zebfq*@!ANLUW=#?G{q%f)G&$-xW#%X4I@boLiQs22Z*;6Ne>qp>MkKm5|uH9P$Yn&
zNR*rmwv!?dQt^c(th|A3shA>)qx$iC!F6Q@_gjqgOITJBRXEsGP;>-12C8f$iz1;Y
z)W%8#^dhzhkars>C=FEl9r}tsgqtQH#_-A+0^SsPCrH|=M3!}Yk{6Hc;A%}6o}*Ef
z5W18hBn{#ULEe!WGF?V22}=s#Q)J?59=|K0xd!ouUF^!%)5vC`r4F$2NV<&d({LRJ
zY#U)YxR!+LN(fuQ5pC>n&nK!mgcG-*#=`i62D+5RE`g-PL6RsqCW@BE^?1q9g3lx9
zAJW*pw}2`N=>8CuA&Dum?Kq0y7T<?BiaB&-OKeGkT3f+<cP%H@ZlS&ZT}WD-T|H~S
z=%&r%=Rw=Y{Ahq>ku8iR!+5n2Ati&z_hXta$UaP02G<1HrC8L+<bxDMC0RAZKxq`e
z9-vV%@vETg8cuOHj#WS);SZN+Xc`7dkW9pJsKIa|lpGV&P7?4B&{VII&n_T6G=)^E
zi$bXz+oND9ab!7$a5KolCZXDdLbH*^63E2^-QYE`7(S1}{*irH-d2R#L|Dxe3ycs~
zN|XrE=Qv~wX%tU06nElSW7t|0O;%{pG!!?F;q0feWekr`p?#}`Z3$e*#C1#@M<A3&
znp=)Tk!#53bENZw=$;@xPk^yf55r~$x<A4B9h=|Y0PvNTA$z9}0$H?Z5l0<$6hHXE
z4}b$Jbu=|Karxz!bJbN>z3Tp%Oonw+KS06g!c-!JQ3!-uXsYN3kBi{~Ht6aIkvc)5
zCr5THkL|d)l8UT)L8?HPb#%o>Q6)T@i{q$_lxpc75V)?69;;(Q-2gS!z34uZQc@y6
zEP+}e)GXsM9fXs|c817jR2+{7$*U6fmyk^Zw`hYT;kXK=qJ(KE=z0W??nBiCl2Tw~
z$fT61#;XTVJrbJ7MfbU=>Vc*GOjAM8QwTdpA#agR*_dt+*;kFCDui?cT@`<ReNRJH
zytt0Qbp%Kz0uu>P6d$VUL)HA)mcY>xgevx6B})j8heEuXTg~^-)!E7lX*G+R_t8HX
zq`1F`-)zUHX7KvK>vM5EG4z^hd@&u#&SK}X^bIbeedKiV==7Je3<wF`7^Ak-gU=~4
zCUOj`I*z9ST^mnhFhg@>6Eh=giA!BLP8h>%!5`>DmJh5<V3|d-nK2|(6fKM|mLNH-
zVdhN2AqzcPjb1g5#Au8P&nPGYflIL<kuwEZN5;x~$yfuZW}2V|Mkt0}TSr}3pvW@v
z=w4LAMyQnt%|-Fq;A-Hi2qA$hAtSI{nciU^$zF}1D)4wDtWqBhQ*ual4zpllxL(p`
zoKnF9mV_n?BuT-lm`P*PE>elf?CqaU$XQL3cQYaHD20N=U_vJ^YC)?bsJaA|6uN4n
zdxJRI1QdBPN^q2D;C8YjHdqD;sg`xti8x{jLYs@%DG@Q-sjb*RRmEncVunQ4#v_g3
z4LaPLIhmcKb)1sEg+Rp13ytrkXwRiG>%+D33>QpBacB(pa&gTrWHE$Cws~lD8M@NS
zJkK_i%m!?`NZ7XzS<W!%9K!?7bOP#n7EoYZZ6`xx7Mu2tqq3nEXIu_r-`N}$=|Yrx
zP?Rv4>^6qe5o#;DX=$!PmL-aYMb~hKcx{Y$m5;4>smae_Xy=nWA8O>m&<dJUdzd!1
z9!*Kmw`d%Jz$8}o8GL<f4389H(Uip~9uJ!`dzmQtI5wQ3-t#R6GVkHRfqg6z^$f@>
zF^V=m_YW+sc$N-pCIgZGVHfw1>Rv-Iu@##<a&;@xU<x@>Pq?*}tlUDjkVDOE;*^w!
z(Fq#$p$a5pI~8`8HNkr9zIV}Cm1VoHor^v1V%+{D#pw<d4aA5}bYz4<zmHOGA70sq
z9@g+UMQVdvsqn2OlXgjE-;b-#BIApb@R@W)#~2X~XY_Y-XUI>J|0x=!UYhMo8R~zI
z!oY(BC1~=8F_cPNHH?D?#c?sS-6#lx;W}KeiLUk`+b*g6WMXj-s_U@V2s6E<n}{6c
zj~nV3%#P9)9!Gtk5nT;oIFKrp7|jghm|0q@hN!FR#vd9(Rt#iC#uHR<92v)sAh{Yi
z8p2i?%UNVn4uh#6s_JLz>=K!TMdy}&Tt~;_4^tV=;`gP{yrB97@vsX*#c`^zoCt}G
zL&2R)SjwU>h;0=xY@4+0vdgSt#PQKs6x8WOLY^@+O4uHqrlv7+g&4`iM1<?Xb{$;T
z#<q(XRuQkBqai$srU;UyI{M8CjM+Z+7!p)8&=Q+L)DxmNpJ8u$J7<o2h8clgM7oH_
zv`N?%Y|l+&Phk=xRuy3_&y=bTCRg<lP_j5<38Ye<s+f)9mcVh5eKK;uhmcgPd;!N1
zlq5e{DT-GPVizJ5tsD`#gk>9~Et!zdLxoSlv~;i>gni%-n@268DJG7PDY$ibJOPp=
zFOT=?WP@p@HY<E*#{w>_Y2_#}$e=HP+It&LdLOE!Fn(MmjxEvMQy>!dP!Um4G!;$L
zQ8W*-s$f|z!^3IvnJlK`;z}M$MuDtTKt~`;e$Z>EuNtPIp-7?BNcZqU6gQ0OrWna~
zVi)!zX<?-BVgk{*IA)qE-$v>ycHo#nGRe8*3X>Vjrb%XoQ6z(aZXsbK923Rk#TTe0
z;EmDigxDt{2vg9ejxxcQMrf6c*bO988599YO{K56k$hq`KD{2VY!hOburq*HlyH>_
z79Q0CsBBm>ibv7#`Rnj`<M^c!f_e^D<jEHX$r%ZJp$PR2F;t&{tyrjdkX=DB@1^DG
z4ey+_fd7%0ritJ0=XbyR9cP_&*1`0PF1m<RD#hJ*-~IAC|5+xJVO`5gRHX_b`{-0x
zFyy9b@ITL7eLt!-K*>L!h$n}u>Ubjt5;jA9Izfgp%pn}xIWXcC8A<Yhq@#Ic{5}a?
zSMc~0^ngmCV3HUvl1&<viaBJZ$b^ZNghD|w`C&AljxbHIO;pK6I5v(AmUW;-Pe>A)
zF5!;~^Z>}3gm5kLIR&d2L{q(}iXTaG5mE_Rwy<2t7Ihp{LOu(RQbLg}RINl|Orw}{
z=<0K@4F%iPkfb1*7DRGE!a!AAbgzcytwGkRu_P0Zwv|XEfzNND>t5Vq2;l@k(s1o8
zrZonVgQkNdgHdoW49FKWvN@GP*2S`2WLd_q+r%R_{-A`UNAOogkX0AVBAL`whQ=o2
zNMS5jBat5@U)oMhFi&l)Ks1m=!#FSk76*X`!w%z*1n_t?Tt~*VQzWw`#?nnx>oJNY
z7gur!_<9NW5_ke02#>=WInXj-+Y&}8j4Y|>K?_NDFoZ*@H-{~S@aQ4D9zlOzAyagy
z7741tV+2BeP*h|+i|j3u&-ocm`O)<PA-{np$zX*MP6#1XJUYk<2-m@~Y;bLi{1~>I
zCr}k8Ggw3tHj?BZ9hmACEg-O6hml?nUXO!6AR);*1v5snG=q#e8MJDI<RTkgr~xl6
zRR*RAl1pdtiyk}-fSW^zAdy-ZZ!p8yu%MW8@WyLU<PkK*LI^0C5lY2zXnGEBw2#qz
zCEEw%gz~$Piv`xk&L&av(vWxtL#}7YyAn;UV`ALq_?qWv^mUSRycm*-<jD~C^dpys
zk&NttX%hsvdVr)FBcP5D4XBtUol!$UQ8hv#8AZu4NE=GGK~PBKt@k5IDa_Isa&7~b
zv4=sigha8Ah0|tJV1VX80;7<|u(FtL6>dc(S~Sd)8`4B`?L1mKoviC8NPvmf^Hk7<
z|Npc1o?((*)!FvFPp(|m)zvvqPtHl2QO*&B0Fi?*U<?>zzXXH*8iR4fHm_yC#$arc
zNdg2C$_ZtSG^5FRx_df@>dNut^ZjUy%?Et;2MFPpzOSo)%;~Cg*4b0N>p6R`XRX#v
zIGroF*YaqVbo%4{tjw(7x#F$7z59ENRzFIM7pC5*W0q{%mHkBY$0@j->@}~atEn;P
zA7k~(mvGjHN33IPki(?2UqR_qD4q>7KJ+3~+hVZo1lHmt>B%@5yPs#8_aUMtGaYN`
zPx)LNK7!U<f#be~>U5T`I{(Okx`JKdmyjqOWKx-+Ar%N5lUfj=%r?s5m0VT+EJami
za`jbQA3Z?YF5xyZxDk)ABoX(kpqex#m8`uDztKy6?%!xMbJ(qKCL`C7gGo#&gjUF7
zmQSF?2I$RP4kAK0xSJrbnX9fui7t>1*)+0s(*3hIb~lQ94ksq6M0Ep0GRW6U<VrJ`
zjzvg~vtvhrbXya<YEfORlADKy)K15+LNp>XJGzd76=tw=0$=#dl+x%TN^3NZu6h{8
zQ|J+gV<$Ip=gcH|U!zlT*e3aSp+)*)Q?zJJT-(5NY@%sFBoR<6REb1DQ3Re6W8Pka
zWDnt5gXD^7y!t4*cZ#yHfqd$6I?|JDNq!c^3zKiWn6epRx}so_#1IOaq#z`Pq%uxt
zXoNyD%2-j*qC7%IJB8`TiRmhmsDV^M*Bx|2CZbC;OM+s<;F(GrdmC*eg-^!J61EqS
z+&Xn+Y8a%o6e~52_7(lKw)-efgVPH>rCgOxb%xe>8A*5qLLg*;B6&-By8sddLZ;y=
zG|7OJ#B*%0Y8b5wp_s<mV++hwe4dK$0Bsj<41bkwJxk5X;QDdm5eZFIu>%i;Lvyi4
zxtyb61_)9JDMQouNXC4++Z8lTqL{DKFcn<WqTY}|iqo)c5^0^bjE>_A=CU4UX&g<}
zh_~#(ja)`c<X%#dr>WJFEaYOC)p>loiY!1?TOqOwUG2qF=ZNwomT4h;mp~2^Xl;Ze
zIthIo$<5<9Do(Q<)9Ino=tGtTP{;9V*se(snCOy&rWi<S7unF2%!>5{<~T~@I8I>?
znOKOyzD?lSG^%H4RL<agHlf%c;rJ@5b&q(*QG7p#yXcUJ`$(9m!dh}8OJQ8$5%>iR
zH9+zOjsu?KFD;mOAcTY@KnRcCgU+%5{8^Ztou#|Go2Q<7iru?+|M2+l|Nigu=%bJF
z%rnpY*n2F?!m_L%{<~7CFn;d)2#g_QcN&9}$Z`o&+eyh^MYsMK32hw7XrL-h1THcz
zs%{VjAp#MGz{B?fnx>D{G_e{DOw+-L>$DBFQY!_Nry9s|fT9T!Em0!T2tvsCo{R4}
z2(cuVB*|YYk;0NeBnZIw0VHG@e7}L~RI!?M0zW`V8meI+Ndn8#XfzFM$3vBxD8fRP
zeH2ATQ3516K&UcEGOq7q=uH&a$Eo=!(GVC>0t`IY$ErKnjR4D1@Lh*^vVtD+aBT_U
z3sm9Y`w~vWqtS$H4lG;Hl5QoPNg_fHW}^Y7juFyP6p(*VAphSD!T~;>Yhv3CY^#ay
zn8-5dx`d({NV0*Xs01_!yas*%fhXg+3ced4Bp+GVs9RlB%W2XrCec)YZ8kZ5bPC6^
zNk(OikViBPp*Z-ypjpxIeVu4q7{%4V4`|d)EZ0C&awwt-ioo?jkt67#7GyaL!oqcH
z_>Kx*7)3RfYUuejkgNE<pq6*BtR{6&Ls!GZ!v>ljB0!>H2}F>?P>T?N<%E#rHp0;m
zk`llVN-tF#b&QmZ>(~U19AVwWvm^os@I3-m#}BpOk-&F!WJSk_%1Fx6c*>HAB7tSb
zs1y|%6_0uy>ZVFrT0ulrXm9n%B=czg6splcR?B#Pm3mFktZT%gCVJEXz_vA-l?a|2
z2F*fM9fZ+^kbG=Ei5tWazCZ~~6k#JIhmcZ2xM6G&q1<f8Dpg4M`w<9gR-B?KSV&wB
zkt1x#cx0zF9v|ywNPV0jE<?!WRMh3%_yC(CqbOb+#mwV-0#|8gwib{OB@{(L@p2Rj
zDmlA@me>&cr)%t9(}7wq5e?NaZ5z|CU~~>LKCu>i_IpfNYnU(x@PjIT;Lyql8{%0O
z+$4_Hf)eT>9O+`$@O>PfyOK)5Arcfw1k(s+$V76?mDey4x*09Jny1}^wCB5Nl?yoO
zPI?j=-yQurMYT?&cPl&Q4w0NVL3i&WgBv>tl+_#_dk-yVzQ|0=e#RRUgaQk}Fl$%+
zFO<@QtmiqJL6%wjT@;&Hyv7ksRpQyUNkSWk307@HYg<isxRWg(`dvz)T}-cf4XK`c
z$xl8)HGdxM^fO#3;2Jg=8IBw0(k(BrBKQnZV;(8gj^}riFLuzFJVecsu=NaPVkH|=
zD^V1|@r7@a(GKuHUPCq3a??OJGnE!n&b_FKB5q|X5fP@4caegCe651**@P9Bh*l?_
z@aS0ILVmKz?1YP>cF{g;(A`%@h=8d%mp#*M7z10lL>XtqI)`HuDq*)oYbMEH&nW_V
zl1Ijyq;g>f8aCn1^9d4hlJ0}x%~GoOQ)vuwCbWuDX_9z-imh=7wL;(E6sHcRu&g=!
z`YGDd65*B@!U!<5IubrY^3YThMRD;x1;-9SApPLM-T{Iim;gZ%!O~=nibsl~-$4L~
zKzF~RSwWG*s8Wc)^{6*pEY~8Y2E;WJO)0Q{VI2pjR+9|LbhjB8vV|!rRAilULnbPs
z^hR{z<%77shpBepmM7_LnZ&J?s7Eq{!i&rnT+9UpwAFY*!!{3sm!lC#h}JaCav52&
z+1AxTOex`uDw5*ksu6ru!7yCX34tO9H0uu4yv2M?A!}=_PuVn7o&BfU7|<>HVm67k
zD5|dFIx4CnA%u+}SgQRQm;`DFlO(u44^L%SFF7QnXArW15*bF4OdM|xA!<az?Wjr!
z&nqCjS@3-VU*P!?J}LwPfglJ30RfV1;kiDz0rhGK+Z#fT?ZSy}rQDdu%{_)&AH#B8
zkVEuzn6$T+2wV@xlyH3w(@)~LQGCxw1QtSSBCAbQ)k4)A^srChL9?OIY({7{k~AAK
zA{0Z552EUAXrh6p<S~pq$;1?aV`3Im@B@6&L7=qZ3lk$Wfg;y&-3S5=NeNJ76VD59
zZJ)qz5(G{Bz#|BJ0wg*f@?Ka0`0jVVo8jSM-u>=(|H$!Aed<$;jEr#0Ew}tUr+?n~
zSp?umKJpR%<WK(OM~;2H<w`pA2_(rP=cQ<mIP@jvktGjL7U(g7=Vj1j4bSm0Erm&K
zBQ41o{fQCkRtv%|qXjbv-yv{RBw51qRcsrCQwFbrqUk8ALg1TNRv1ZhL9uY0G{W=I
z<Z%|OJE+!r=wCfXtrVqL9>6ogsOCX*yMn66Fv1Z++LDO1?Id-l9a|*OVnw3KSv=pQ
z-T>PRA)}Ho@&t}Uqio>TWMsdH@UjT1grgQlxVa>1gioNw0D&Z&rPU{SNtpPSkMGMU
zx`&TSDH}(ZE98qEIF^IwSMa?$vLZ9Qy&qxgNP(bMmNBa#BsGq&wPPCtSbhw}nkVAz
zN7oim!z!vSkcIt&Np@+nl@uWGAW%WbOOuXp2=EY+L?9XXLPC-qB-zKq;q1X#@{1-d
z@ic+dg$QB@By78mBr513mzLfp@k9)_=~J&}mnNp9gI$Ma1zbnq`!cGw^!X5CX<J-1
z4D?WHN$^uckJUg`X;g;r>=byxQq4P0MTk1SXH#~T+~QGv3eRs+t~=-o#3K@hZlY)=
z5MY}cfzygCC6Oh0sg<r;MMR*MOH-JN<JktX-i2Y5(8aw}8W}7}AsU?{6n2m$g}@Kv
z+ATOi3reJn7OLYT;RkU-atJI35h(b6fMYjkG<B4qMmVaY=>l-@0}sblXf~qcYAwvy
zV>EpUrMw?Stfr!_#xNXOjXasyBJr4yC#SH9qx%ym{sM|5D3*)hHjz9PL5QZQQ+BG<
zBA3zBJJ_*uKVzq(e7C%kM)3%1onzdqo`>!av5g{q#w=f0c>y1_O}6%Yo{_2FAS&)g
zM023_@!Zi2x%oN5DUG!)k6}h*^koD|1xBW}(-QMpoNCh3vGl-Z+2e#;6sq>?SRDU8
zZeTOk@=j{8epEF<)UUA7yN!ot`Y1PYym-x5IX<x((_e?zmZlsHF<>2Mw{((kRX#*4
z|1C1sQ5v>MSkkeRJMoe)Ldwr`xHrN%Eh(P1<|v)`3UcO+M5AYskLCzz7Fyy0Ebb**
zJwtbO1=GFrM4~T2)>WR#eU0-=FTzgtVg-+}QT<nrG+Sw_Z0AW%;MWAMtkOPYu%g4I
z<-l2#-qjp?*;=Z#0U8GfaEdYX9R@4q$C-Jo&UJN<3A2-QVg$2rKc|wvK_c@8g5n`s
z^PgZ%_bHl@9&Q`EfDUDhD^^^>j6KhE=}yu@=9GIAI}<Yqr_MsIz^;KOX;x!YiV1`l
zA@Fr(OCBDrM71h0t%B)BN%Vw?b|`%N#D#d)G&?)y=;*N+%l7l!R1bRHVNL8TTl>e5
z4VOF~d2btGV=YGbVT$fNkDhKI*LRR^y$0Wvpf=5#%3budo@P%egrlFwhW25may9gP
ziL+9KVt6&0F~~sUVb;gT>0UcSZnTr>+*%B6KaIjZk}Z9t1~SOuaT-CC`Q~MG(nWFl
zIL-1XalK5`P<W=4qUeR#(U~HtM#-1MxVBA5&JmRlB75`L@)|0}HV!pPj8$xs(hzNG
zlGPmzhWiil#PJss*Cawp1kd%b>^gzhpd~7ijGCz46wTaTXpZ12Q9M`0_2aZ=R5YuO
z8;LVpcR5*!VARS~`UG}pj+W_NB)F6br%I7U7DHpSMUQhqB~Q?>sj97X#5$QQ&rq$;
zk~B18vP;(0aD>Xrfhfa$9>S^ORBMD}3&ryZWdybxrs*XSp-yB~L3V2#JC;E4RAQlk
zmUNhcIZ8Mvqw6j@KAO^s=jL%-2hX;#Ob3BLk`zQBBV-xH0L4h*c?ss`s*F~L7;0%F
zW|V)hIH2Q6350tLl`KL6Ma&_qF1{qwEJL&86Zk3~t(Xj>=^Y5)K}ZdPpiJP;5lLnV
z0ux2@QKbMy0$BzWfvka01OW=Rr4s}avTPwMHj3)ARE}0)HYMs+g<4g^Zpw7_>(H!V
z)@*8~gc4C`$!O@hPqVI3%7^ew7lA~z;o&$eX@Wq)^#zI|qiQxybr?hKA`~pL`ScSn
ztN`rp?&gj=?qK`&?LTsS|Ni~laKjBuPf!0mr+?n~S+;<G(h8vT=IzuP4P;*+OCbzd
zMGlA1R1H5ckQ5ist<b206Yn7w3ebd0U<DMKtyHTGBBF|<CqQjS3l*>%1ypkiS@sZm
z0$GmW(}wM=L<ye2Y}U!nN6<Zo&bE2<WSoVmok&WYrqrNN30S>q4pmrWPlD-2$eSse
zmO;%nXc{fpp#;70ECY!#;#w8Q)Tz`$_^w7g>=MruF_I>Yy1;HKgkwIc0uln-Qfb!X
zXi5)~WP|cJ^-?RElLb5~-Wn?Mxin}epv>C%twgjD>ZK%Z5TUAG%Xsh#gzwNHvZ&Qr
zqM?&y+MmO&3+g!+M<fU(BS@l3;F`ErfbYr#o*=+LkA*NobwpreH+@Vyf|A&T@B7S+
zKS()$f>7Kb-5Dd@5kXTGf~HL1N+3L>h_~cIts0nB8(WwpGa<B4oWPFI$P22aIz~#t
zNXV#?g=||mw&3h&oT6o5HAV>R8GND9+Sbmhl|?G$R;r60F@2uE2hTU~Tm{c}(ZVi?
zHU&EfF*dpa$E?tjnjjvpfe4T!fuRM+vW)L3G^zp3icP(y;*vp<;yBI>o>#&Pbn0$D
zz8GTN&@7!@XAzP|rPxBfo+1`kh=x4^354NMn9bnU1ZYK!SeCFdiE9eV^;HPDi*mJ2
zqdJT4HI~u=1gNS+OU59ckn#K~fnNmb$cjXOOdupYPp4XpU{y?lAcE%)AanyG<YE|g
zG|k2jJV5-QKs<Q9j!%@pZ_;c`p^751BoT>r;s-jp`3SD<A*299EnqqYOp#$sT7%o+
zv!Mt6`NT`82JP&w{4)w^4rgA+1XU`P0=~b<`tm4m&<m_s)6aaVhmMYa;GwCj8TJcA
z{Kt{Id#GAEPakMUF_NsXze!WMk%455zW)8VS`o_|VmuonCL~(o2DkZbyi&iHta=sI
zoP$)KB=28E#S1f|^x*0-u5a5zHGGn@v;7?8d`2#QhS7(P^CrjVyjX+@>1KANs_b?9
zh}O$=Hjgu=Y$H}Wj8*tLi_%6i#)bHugR~`8s<zD0#j{l0{nVHvY+Qob?qX`=40s#q
zeD)w-0&Yvpvdvx1)<Orx-X@<{qUcgTzSZC_>mOk>YH+agTCVHpA#XJ~^yHJQoqLFo
z*2B?G(ApM3bqQP_&(x^Rr?G-wE|0CEC9#HVeu{MIeyZ&sL{VocOnw1du}R7%IX{Wj
zxr!UR_EKoRf>JY$RR1amw4GR)B$w76!CK4_ie_mI*&MB0&#A>#T&PT9Bn(EgD`|<G
zMwKg6+%AOcv1-R@^35imV-t~NvUP=h3l4`DT@)!m6|30YE?AkG=Npr&N#v{ax=q?T
z8pP9iW@b~!%4))~9%{f;bsRZpuri)wg>jVZ;x@dxi`lUmRSy%3Y9us;!lFZ=)WAvf
zpjKU!ph;)=1TB3h(Um6EMTc;rg7D|b&Dm7)ZG^*VVv#7Gzw`j)N*Z-JjpRw_c7w%Y
znX+BS@)}6K^MjqB5W0vE(FDneOT*C#DP@EtFy$1YHBI+`&7QH#aOp(xN=Ot*OF3Fa
z0m&`kn0Y+M#IpkI_;!NsEAb}w5)Z~O5-Gy6LOCBNm)b&l_?wJBl_lo-XtIMXDb!_&
zh8Cv186~KV;=3gR0^C5wM#T&~9N(imvw>*1hf+Ncc*vBg`V}l;pvk>N!#-_oi%aIk
z@;G6ULyj$_9L>&0kb(rMcAZ$PNx3>qqZwtQ(oL-zLr(6Z-M5(4Qq=NKa(>%`)E%E_
zN0g+J!*?ZA&Bk+c$S#!f29hM<=xL%M2@Ri;qfxVDWXUHI%%TSslteFbI6`jDz->ZQ
ztD?zORK;E@p+<n!w5gU%8uc2sV<W`UR==!DNRosVK&mA{B<vy!?*|3dbv#ca@H~9a
z#q|O_Gr)6wyZ}Jp2VtbZ$1uw1p(d*4Bguk55(r&E4JjbP_>C4kN5=Pkge;I02_Y*4
z2!!L|+AfWH9oH-Y5_ZsmV|NqCAw0!LldG)R_vi~N01d<7=+UD;RtIooWP}YHHej0O
z&vW|cm2=NMmvhcJhfjX;lfaS*q_3}!cfIRf|7{b<@ypiHmKh==<q@)kC8^k&pr}Nd
ztHfy?dz6r2V2AriL|vjr2~E^Ml|j}K;V{)k3r;ZtroeV2n%a7_=z1hCK=|`0@+7)?
zi0Q^^_T^rWYc<&ve3IV8X`J{f9yxS1QC*``EzudSqNrgeZ3Q=amcH~nd!FdW^##7-
zlaT6!X@YMP5D)|&;FC=HtQ=|(i#m9oM6Ide`38n6E!o_KfiIE-B7#qVq2|%#d3;kQ
zu)`>N2}xVT#RI#(^y7I5RiRdoa-zJ8vDzjQ6zEi@5R#0LRoW6w+LBq+sKeBB7xVcc
zI@Kn4^Jr=jMGqs>M9~$5A`rsDcWr7l70c^HHo6cl$ZigW8T`P&r5#B~*ycg%%>^1}
z8QW<RNob_nqu|Qul8#|$6be<!MF(BaU_`nIJO$gUqIAa5l5J?dixw<WY#PiLLpV(v
zQJuuK1fJW2BKIL8Nt#XxyE#o)`#8gclZ-92BLzuXV<xe11x=9&yflT<cC^qig?y2j
zsX1&91cLr9k95l9_~{y9X@-biz;q%YB7{^A$1UPhry;E-q^+jKsG+L`5DqiJ8uokV
zU|BP)O+3W<wo~X*fPqIy(vgWGL;%7i2z<<jMx~%(Hs{dvIwI78D>RxOEH>)IjT9?V
zK9X>0H0oHjMQjUf(TyoO2xy{NX9)s_kZxnB4xTS)G$oo%2iKJdh@eOzWGRFs3?!kT
zX(onVLDL)fzCxoJ!}H>_wy7vOOip^_$`vHaL^U7XFet@djv2llr%Pk?#&41H&+z`L
z#JYV0>^S})XTopbOv^e%s>GnvPmAA5oEY6fp55VZGC6XZyt0kfq(kSx;~Y8GLq^J?
z%0&w9de(2AWp-4iF>@5hahYW!aouDv>Jg3<XlYjolpMKg3SI5vJLYfkvgDsouF2Hh
zjfln^-%P%Za3#<B(kz|*hZu^~_{`b&P}iWvYh#E0U1HK459Q9M)GX4M=-|d7mj@<Q
zru`F~6Pn}8y@$E})Nj(_PGFbrp)6m{OyqnrZ3?U6F%H#0aa%A{le#>?)82m0S|>Qy
zY~$h?gJ%CqN)?aiv?ybtCJFlyyul{d=hoxKH?dJn)7AVIU-jQak2=b#i93<~71Y+e
zh(xB3dN!b;HJEQ%#IHfO-%773h?dVV7f}e$evjGqw_+asBARU?)E#&!4<j;0e%E$Z
zW;ON)Pw=YxF{V6+FY^vw(RiFykrJlT1QDSyW$<w2HEgt>BWdVFGddH+5(|n((N3^N
zED|5gv9h<!Gc(;3#$p_>IyjN(A!;}zwI+%LU3Q+U#ZmTVTRAe{i6%!dRhyDjrQd7P
zQz_ySrXFg=*HvP!O-tagCjAtC0DBj9V7V48H0f9JRJ>M9V>_yzqBWVLCv8wIEb`ps
z6J+H>40VLq(Iu181AH|Ceh2eoohac!WW}bKJwY)yLc_{aahrGq$ihPr0VyMfEXh<G
zO%yqdp+yO4ab!6Jfk)LW;rlKTrAfoq0he^E%FvcLC-+n_JsVlF2pLHfHA&TxIBpkd
zdIbipRwjkaG#Arv`CQmB!fZXov7p2agHc4eg>Mu!+FLHA)0u|GK}yjmd-FxQ#XPHn
zIU;@qp|@a1E~He<Vu>Ckk;0Y0B7}pD;T<Lu9HB**Sg;+&{UO>C+lhEtLe?oFG*EG{
zJck8&6E(fbrJZ9`%>+HIM-jpyJFntM9rO){II*XI<$CD&c)p7pEUl*bdM9?MjZM8J
zOus-ZR3I!_G-?I`De`hFnMe%9Nf3BZ7J_ql)LcQt`VyNXQ)J{aB`1xrLm2qjo=m94
zC!7oznb?FgZ<C2SSiVBlo}jnw7^!FjAtLxl6r4I$T_A-OLW)ESQHu5eQ8|k$nw*}6
zdbL18Zjw?hqN;=}DM-4CtjjpQie1-n9G2$Blmv+gO+QXrm+%6Ed^L^Vut|y>jhc+&
z<Pbp(O{o(E76IN;esd5)jl~Hi!bpLFWvlqEk1PTNVky<YH|Tuy!53BlZrHGax4-@E
zyz5=>`jO+G{NyM3^rt_~@#DvTp3^_CeB&G6;O3ie<};u94CkD44!7KL3%A~SD<@B$
zq`m#W?loJfRFH4pg%_0xG9iS~LZP~i#f1#kp|3&VIGKTS(b65LVgy^%30Wr7a+HMc
zlL+c4hKCVtV(Th1q6<frQ9?HOKAMq4M0#*aDdw}Qv1@g@D)*q+CA4%0S!V-J&R#$>
zRKoY?F^YLaqlTghcBP|q=pkIqroI0NrD_MoVkgynC%(5-?@khsPA<^Za|~5$u#g?#
zz+yj>4He&2u<Z!05EwFKVl~=Ye8N_M(+ndy1_|B6ZY|Q*aR}3ikSz_8^rnzRmXq!P
z&rP%vvdc`{oit^Mx)I>0KECI0X>ydyQzPh6i4kd-=cZnP7pTloBCn5gk$sX2npJ9b
zD0vymB2Flz(iRuQ6c4vjCRU$7cJsJ?Ks7Q%v15Q$i8*4kr*TCO7H!a&CvX}xY#-A$
z!5u-9Eo41O(O*MnJWD23LIfVZzqF0)3x$9HKM*YBeG1hClG=`>wjxVWG#^9+w80Wu
zc#ir)3`J59N<hI;m?+A0$RkKnz^u~(zCv5g!^|s0wKR!PnpC_6JtQ+*UgX&PB=e01
z?Gc^pH$<paG_v^^VX;71n?n*7j-No0LkLkp5++%@os;G&^0d)ZpegyNA(Pfn9Z@pb
zCS~Y|dw61s1E&wr-qIwKl*uFmBH;i<UV5Gl{D8p!cc;FL5E4NEwxbZZ4Zy)ChL3^o
z%Mb`GSEE!9@N65!w+RA|K!Bpz=vsrYTt*J^1c63C2wzBqGzrs5;d^NUKZ+y==z0k~
z>M>nO<JUDJViBi#21klB6}g5={uq+wQjcB2uC;q;mK#i*v<ZL(InJs07Q*4Rv?#05
z$>2*Kaco*b4R(bdVWd*QFT^p-z0@3?raRBpjYl{+ehz-sXGQl><|=Cl5A=|ZHyAx|
zfU+0kf#^=oXOXV1Vbr<ftjH9oT1}#{B9fZo({3LZhf5?EPxEZOja9BpvE#K&dVAR^
zPEkI42`zmZUs$|~m&ESDbQihj%sguBI*jmngfxwCs?OE1c}Be%zFXPD%k2<fiAPv}
z#%EppLL$w3am`cY)$=%=xq{W<A!bV_8JpR|Is-1;*+EX($o{ZI`0<BWWtlwIwV9{a
z*Jw1W^wktzUkHfQO57fvA=f*{yt<pen*R!Fsl?vq1?*iH<2lVIF<s^I=yuLGHj(rq
zG=+rO6{h#h{Tz?<(mwuY6f*7DhmR5K=pnLl14Vxg8|R**p12r4m_W0S(<bf5l4YXN
z8miPvy_sR&+=S+Zm_Kutg44=iT4PiiMuZGji$|Dt2I)=}i1##@vHD3e&%|h&(aIKz
z-K%ICbxfs7Q@AuNh3j|%9fvR3S5uQiGy@si4@lSwsk)2^1f@7ceVc*YQ98<pXf?8I
z>O93>|1w7X^KoJ}c4v*wpo&{+u<rN*344NUQlo8Gfj0LvZH`1ZNMM^uW~(`#oT*VR
z8eH9R0ZPngaJWI>1k@^EItDgzG%rfCUc>WLG(|<1WN=(G$-~1ZXIW%DlWZ+dp_D^d
zCLQ58U9k?5x<W`PGVixAyrII#v32Oq9By+S-)Z9gU^UJTz$d`>EnK$_zK1NUq@pV0
zVlA_k3d5N={YHjD+2qNEhfo5CmEmDplU>Np2r@o_*3PKDmGS%nM)N3@*tJBuUqw>{
z%r~=`<`^lvLZ^rk4kV(IL0r}tjGsc-CvY4ESA?kt0a+(U&XZ_qzl`DZDl&Q<(Ktf1
z`Y%kEdpX>3KEu_MtZF?%Abb+(FlMEN*>aqDTPGrcA1)IzrZ7FIG`rcL#+a&T9G=x#
z5iR5U!}JAbC`+q2ZgsLYwvQE&ab&rS?HN?fRTS&%vBN5E!o><V$Tmxa@-C|lm!81_
zP1)zW*-na~7#R^It;9&lf;M-QR)2=Dw3O3nhtr^^P{mn<a2Rj45;ZzVD>5o|REmhe
z!AGI#xY*S?u35%+%P2tuRq_!+(DVcaOU3kbG+869>BKdSz;p0D4-XA5Fc3kQ{quc1
zolT%P7KRrvqqt;chZfJHFKlt~Y8};3sRm)}KqBE<bVx-89{%<VD**rXU;mYNz3W}P
z|NZahvdb<5;Gu^e;^QCxIJew#3%~iBzxnf={(0w9pZe4f3qfz$vV~84;uD;E?z#W1
z_f{$u>{sl@A&u+#NL~@YS->`%Xp)QG){eU}!y#oiXDVB`x_pWSWi<&o;CN4lyR{y?
zkww;3pW({jHim);PKMTTG`1Nx5<^6Fw75=-t}`_HIJJgDUTG(h5d8D1moXM;N60QK
zVuH;gPKzDFn{9Hb`yE6s%aaY2#B_s>vWJi?QsD~ma1{bUy`H2ko+Dd}^4-$|%$t3*
zNHJO!myB@GB?(8DF!csQeG8;Q3QjGIDxxUDKuKgttv$e0Y#VpfUxPL>&F=c0w5W@W
z65{d7F>Z<|giB#c4M7md2*<?o8#r+dE2h)sm$>Cjl&9=|g3K;7IZRl{BvpluE|pc1
z$%^@TV!q4Ta1qg{<5qpVnu6UOL%k+Me3yz6N>g~CO#SvV`12(qn|G4xkKsP`7_x1G
z@8MY{L9>ED#v+B|M-h@tpi5X%nSwo!@$#1-%t8D|rjZtlsKO<PrO;bLMEVROt6I>y
zTWERlcI2o5u#}8De*!$8>P(KQV-qCmKIVi>V+P7|E+D8%7Uh;E8O0+s1Nj+`up`l#
z*3ea%dcBV0SXi!2BoYvgSUfnBrzx7qSY-S%NyTQOY_QNUaHJX`Nh3rWP15O%c9RJu
ziK+q#mqfD2RJqQ?TnJi1I6)EDt{`xT1W6RfN2NqxPl^5&4!WjLoXs&ky+D>2ZBCK#
z+7K02!w?NrJd#F;_E?x?*de6ZAWPU7s7eAw2z<Ye>(=pc31p9?VF3YEzXv%8NQ51l
z4G)2d>&pnglSWmgW=^9ji;&okqz%xh)HpsiLV5UlqAdm&q(9H0(Ulx8UP>{dlTeey
zh$0IGUn)`Yj-fYmv`1DE(p4^u&QNcjW@;)R6ACjP9pv+iGrVZw5G$ezt2aH%<U}ub
zlrvn`o~1=fb4a?0^VU2`WAp&!LYSwMZ)c7FEM8X|gY%Ej6>jikrJogzMOp@YN{UG)
zQp71aEEEi6#ig@5&A#d1;<?HoSIXaKD0Mpz6xQ+R<QRVBYMjV<^k0xBkZevq^L<vO
z6Wo-JlhLMGbV8`PB2OsmII(zwbj4?NdJRT-KSudcJgo~Ua|3>8EtC04in%ey!hN)b
zU?8XwYfRv7N-(+e0?u7jXjH~=$4>JX!{;F7r#W}*R@N2|Ga73lGQ63WRu6DQ-b|_Q
z)tqbev1sTNET2ZRhHe$OD1Q{!Y2X#VLB1gojw*zDd#DGC1R<GJWfn=Tl9U7dx<}wi
zoMw;{@m+LPU1E;U#?HNDt1-?VNn<$@o$dX6w<yuooZ_V`s?2z;v~6gxXKFL%M4c7A
zlO*CrroA|(A7j>81yUPzXNWcGS=MP!voCrDhf{qVuiE6@CVk-oJL2=SL>7r@9<zm&
z>>b@oO>VNKW04EyZ^Lg0o~>OA;W}%EpI{(7f>yDybDcy*fmGxa^@@XThbWg5%$GYU
zx&?B238D6KUg`=|HB3IHFxw$BICl!KTqieUl2Cn6EsStLIA)WId#H+pV}+Q{M>$%m
z^L?q#u4t0W!)-`Gn3|PF)(jL?LYHL}3Gf?)loJ@y5ptu$WX&|ivP<1fGn*fwBsJ)0
zNwP7$o<hT>>OeKrOHyyr?L5Y5e-&<ZFDb<(6U^XLt1Osh;%XE_){*o!B)uOcw3Qio
z47Kjlm)e9I_#6_8G}_m5YDCAC7CC>%CVW~EzKf+)Fsd0M_@q^nj&pUSRRL<D%;MdP
zFjK(@n&_%e%`+G`O_~#T(-qW^yQ0LpYeb79REh(P=Qc1n)Q6^=#Y-)ah?m$ix|%(5
zK&Pv)O19|p77)QWB|l4Ftd&rp(JWWc<SHeSq(vUv(aBY#)Z`?+T`HM&mq1n#dKAZx
zVb)X{6(7~J358_bXd6{kM^}r)wP|EwQgG9_ku|8X7KH3`whI2ic~&apB*N23o=4Se
z!;=Rw1E>WJs-8u?9$?NWoT|A9p-_yw)CVNm24nPh#0klQVEPQ%>{)s}h#*sQC3<8C
z`x0mBD&NssIi`eogCa2`2Ylbn((gK~vmqVmn2v#I3IYp81BFAv!~(V|0UN_6dPwGM
zkm6`V=Fbj%<%M?vfBMs(=Fk89&zYT_1z=!cfRB9SBfRmAZ~S>r{VPqSQeo!B*Pt|t
zlx&S!DTnMdh{snUuKi=WR{jgNy%Bx98)N<~UVMncjTduQy^|xS9E2aReUrpByoUqL
z%XwsG3zyA)m9_Q>6kJRrMKj!i6-hI*XtGfnqjuhFsq}6q71xji<jXecghqd7m{{aL
z8dnE%XYn8YHlm>tG?pA_IL=aix_X^jC69gXMYvlo=C<!0<k9a;&{*)$beW5;9A^D>
z2@Z%S@lNEx3D~(|BUklA5S1qgoCZ>C2w@~3JAs%!x#U7kCZL?dTX1Mh7dhD|Q;udx
zhBi~nIhfT3s#B$1%5t!3@Y(8SuHU_t*I#=D6Jt^4M?v!I%qL}X4V#i<(jE=5v8@$Z
z79`s%g!>;O(6dMq2uYyIDmnoos3OO^=+>@f;nwHKe(gS-g#|>a8!6d^ih%YZ8lf~s
zeT-o0D9-c<o*JRjxe>2pGtrPwQsjxa1p?irndrrz76g`0=Gp<;t{p&$>p%862!epx
zu{?|SPf*%B&vYO-)uy5hDZK0=ofu^#MdxVK<KFo!2b?U!YK`4<4);Gb#jC4V(&;s6
zI1b}k53N=rBdT=9RTirTk`hOfmK?_t0##NByZ{0S1O&cI-ON&`pGI`qtm-k?QvkWJ
zf<pKJAypz4iqaceL5rLr?@XZuO$a2EKxd(xCpTMURl7}BS02~0dG>Ief&e?N<A!BC
zzlrZRY3Uzi@X~8Z6=cML8A64V=)oeQyC1c^gGy-#v!vrx8(7sDqW057y{9p~7-7Xm
zmIS^W!*f+k+XbPZ={uON^|0X16YbngU$0KMl%-m_kJkPQPt0A2-FYpRX(H+}zU?!m
zKZ?j(3`W)yG1@3qX7Mba8~X*4b%ZmMWipYSJQ{Q}X6@sGLY9Ixjjy&NEWz;hr-|r;
zJTdheZ11yN);_{PaU(sN#Y*)E6Qe4#>Ptwq*i;>d_0BV-Lsh<*@8&A6NNC97kLGH;
zXCTH_<si+1N6Ct^*Z%+;<1S9+GmJGa;G9I5J7*)@?yP6kmQ&oAnjoW^v<>v|#MC0i
z1vo#sfr2^3V5maOuVU2`OxxR-%lC0S1MTtEoS43a%_nD&{5cGx4b_YQF$&3crgWW9
zvq4|3h*;5&?c@num~Tmv8h;!wkU1OP!IROQ2)V%<=Dx-0O)ur9kU=>AWll&LCOR`n
zs>hZ>out)-@&an(Sw!HnDD^Szp3A7d5~C%@mFm5un>j2qpkb>N)h#$8iCmwcFX5pG
znS$BI-MJLojiYSrog`P@z&B=+Y_)Z^ca2kRg`_C6xTs(n8gdvqq888i=d!>?DsDRo
zZ<3wj5M5${vg=cHCGx>~=7aN@i1*OjH;$ybV1_xf*vCSx9a+@q4$X0m{5857PjYs{
z3L>j!8IotH22sRp3+m}OxDNH9HV*V|;!8m{z1Fj|KlmtvXI<8qt<3u?@X|6NCCk+L
zS2Ee#&*1np9nVbAoX^n|Wrm}1PN%C#YrE)ZbRa)hCn&lol1dO2#Ns6~@fxvM6(5;G
zv4w^mClMA1T}75O3~!NeYysJ@sQKNL>m8`0N00)QrqPGzSwwX~$xbmAx`?6=k;DXY
zrN{<mP@F~fsDoHS!uH#_RPms+WVVx3iCkfVLq?1z8v$PW6l!sdYr}8je)-!RPZqc`
zauL^B+mP}L7$RUHEI2ss($*ef_4Z+kqXy9x-6)*~&AOnL4RC7UI|0J1(JV|+(=9G}
z&t`I8z8~-Lub?X_w9PLfa?WbXkDtb!IE5^qX0Yun4O$tg^^owUXbsJgN)+*f5R1ii
zRIDCyUJFjMm%vpp{Qx6*hJnmU4$QPLq|K8Jr?_aiNo%Z1z8K=zsTgzR7=22K7$qcJ
z0!hI#lH|e}q!vM2G>qh`m|g@$juVj@r1cRJkx7K`u&fv%ql)V(<R%>O`Y@syJiiR?
zJd$6hURP+EDxMm~Xv<K}L}>OWs3leOYLT|tDdL4JfhQ;#t;}_=XVcm^jVErWku5Ol
zN&K_k!;By2#+1t?p2OF7o7|=4sGgi4?8JD5dKp(#6Ff0h#jFIhI363z7213Y-;kO0
zTR2;3rP)~ON$&fCKW}{eg%N;_MuTuT{3FK}7Z(YILPVp{pDCFCX;dl|?(1nM6-|*$
z43h5H$ilX3IT=|)yE)Issi%m!i_l&opV`S*GuP45o#wm^IvWNQWVej}*qacm--^`t
zA^_@5k9^soR=4nG&!SEpB{YA6_?itQuYSc+l4uZ6sycXnKsuo<wdnZ?1invj<OzZ^
z`#}#OTDuT!{m|Zrh$jDA_h@-Gl8{iP|0FJ*8h&LAAtVq>rD3QSVc{&IeI2BSuqB<3
zeCsP1NA99-o3yoe;st4DW(2urn5(v2MIW1RYCf9mV<<kUUYS)d2`?qg24I;irQL>p
za%_I!;`kM8zYGM#)S(}{e`|7<`jIheN5*JAvma-A9wn0|dC57nT(u2Vs=(|SXjrgN
zhj<!s&5ID3%n#4wR&5sV9VdIwS$x|^C;|fD2Y)(&7Z6>YqV=i)5<A+F6p3urrZu7>
z{h)4*Z<|<!8JyBQZlj8jBo-u@JF>^A6iTeBcCh8S4Cz`CvtJMv60+%_j2+|nyhnZ_
zix$qHh7{zuK*{JxVU7IpITjaYsp)N8+}}fQxIw{RK~2+f+6Ag&V460Ca-Or!X?nU!
z^bJHvMFpN$=d%wy%j(uBH}779Fj}d^&Zj(DCpK~?&63N+R6CxUAiSa*VqLfm8@F!Z
zHSMLru`T?Cc|ul>xSz##HLM_lthv}UiD^C|$w!eK=0igmjXH5*a&p2#xGsTmA>ocF
zT~d=u(_pct;OaTH?%YdA>g3FGX%=gX6q@t6l1V-cmflBa>RhUBods`_PBp^%Xg4bj
z53P2JnSzZhZR1oihi{)?M$!ot=h0#-snq94iwvd2DwOm|F6p_Qr{*{DfVhq~r~id`
zJ%_19S)GosXEKCV5TsVU3@aF+&pd$Dw0NkH;(}0^-i|B_5ueAs^SCxTg1azBt8<tD
ziCSnC(~Y&<UXJqal|@qV3g2Js<=^JkG2RhiB;m#lYlt`J7<ueLZtm&infMtlJ^uoN
z=S~uv86gO}n6)07+W9ovuOYv4FLRG3nK*NniBy)Zr%#YD6v7z;Y!9<gW3X7@Oj`@%
zEjH2iCJU=&YJrVagn{XGTt8-G_uPaYO7hPWk8oJ*V>lV*3enAO!)9;sI2-E~r1~Mw
zxM6PDK1e*IvaML<9b$%1!$-DU4m$&USAPjR;wu?&9KL+o<eK&;*q*9$&<$~Dp}?iy
z4Be`U9x>33BAQ|@mHdfD$$PEbTEC9&OI%jyGJ^}p_*mj5WKm^mB+gCN(<Fl?U)9cG
zGB$wXbW!FkJA#v3ZXKYfID_vbnHTGDB?lui&zjZ=5>5%#DqwYO!0uf~QaQ>fJ(R~f
zS(AH=d1o8@dp6;x&oB_2qEDG49tBzHAf%=^TGsjgfikVfM(JNLsL6fUJKOL_rzlnm
z#ID=HrEmXD;yFS2fy20mMvzN+9L>QsT+n6QdJ|`U0b7bu_9ZG3I2~z*GXZ_!3Sshi
zwuCGROgD|a<~q`ExRy|FjKDRqM;@f|+3#XKIg1nYGw*0Liv@<dqbxK7_AL0Ui97fy
z!MD0v>0X_rF*eJayk6wdS+E-1S$Am37bp+D1tUI$A`~p&qFSpHgiX>SNkW@LEAPdx
zE+DmULWo{6m02{qz+%0G@0L*I8op=YDG~gZRXC|Z%8h{R)D&8%#zogA3Dxp6PL2_j
zDtL)2@MCN60|k3-0=Y6y&C}@X>_a(!h(uqRxqF^MS-**FwUhdOn?%bfeVtE%>*9Kl
zwW7?LVHO>U!Ok+P)H&K}RZ2z}(@k=6)s4upHnyBPN~Ao;{qtd-t-Fi_9tFiC<TThV
zRaxuQNdz8|bpvd_W*dg(<IWZcGOc*SYjD$jc=;-7;RL1Uj?&z7gw8FiQA7#6IuiAz
ziaiYn5=lf{$C)XjgqFH?n57!JXCoou$to2ifuBr}Oz5a~1KSkXa*WWMZ|08TAr3uq
z2QMFwu|Fj7m5R(<u?Z=Y)@UD1&%=})q*k8|i7>BS)x)MBgpw`r#P}3P?<~?b7iJ<Z
zQySLk$mE%DWxn>!7ia}A91e5YWtVZo4L5MZ4L8uy(eX0{@IRSKrNaEB@1nK46FsJY
zkO*8EA^Qj=K<wCrd+t`6NsG|TKN1cK;QhNPCIGjAwByeanVm1_eLSCx<rW!CxBgJ1
zx(*z=(?;@rGW`;X4hc0X(4rEO@{@(^FOtAAVQvl<vjmG-Sj>WHLL`E?>RLqGf1UgJ
z3yH&XajJQo$|AnqL?{}PqG62(*tbq17Yq1C1QAmRW%s~_4R~w12sC+VLT;4t7t6?1
zftr_5N|WS*0)N3HoLrovGFwIsX>9FV!MUwH#G(ohv`q7^wJ&CNW|Hq8$Wool@`jha
ziCwRMGdN9xv(Li8y9lZah{0XZwifZ^9RwXKsIR;Z5s9Nl4WzJwoS%e~&w}e9c3+Q3
zF11c{#wYL#MWlEP$5*)Hse?T7_yMjumLuHJ&8~M{PUO*hsm^=s-B-n&ID*i&QV8-~
zy0s6aGNI%#PVV1{D>~`x2{<->gs|mMi)bjajGdpMsmp{q*5PXkk;W`5!x?mQkr4q_
zc{}N#!~w6#bI~M;$s@ES=2>O6u$YL^rgmcu@8rnnS={V1tXW@Wb@&XQop~Kz{1Prn
z9paq1kCKYmOnF^cV<X5zZ^Eb+>5HD?tl!OGazDlTYRt04v4w8NI{LUed^?I?B%wFa
z6&uyH&_fD~x{fTXq+JDD(m7_O&_n|lk8BWSR_;P?*j$u|Qj``6hb$6UB&`a8Tg0>l
zN@NADcRqV39iGacMs%G=NnSzp*(X_y!^%zPaY1$uj#j3+p!3<wyO=4iL8pWEWS-ZC
zTIqiLix@+@=-R9^?alLd-|t46s`KW~JoVZb2gV-9NUUP3`3y7Nt2wsg3gTz?@EWm)
zu;-Aig~&B~ctTuCRa-$v++mX<^YM`dUY~rD3px${I^V(AoXM+7<E#uRL^A6cQ4)-2
z1lP|$$<S7tr)w+7rXp;RMv?qQdi(;5Y6p&E5UY5ovV)thP;71T88^yaZ-5@DpLQ{b
zth6CXF$6M(ZL!8Y%ld>uIoC?D(2Ap}NUc?pjVexAr`0>akn}LKT!`Jhz(m&!CyW-(
z#=3D+>-fXg1Z$_B!EWuq);-+L9)jjP;ruwtmjA=qzy3VguRVa<)=hk%i{{KUzGKpH
z#W}=>x+p#TG<L3zUDwcxE=nN4&<G7>2!#qreFNC0L-En4NN?SNrbm`00KZD$*#wq{
zU9_+lJpvE(v`=Dp9Aje-PLQJVZ+GDP?by@PI937Qve3g(s!|MFjuJsba|3)I3a&!T
zZt~dVH~}uB={~BVCTVGyXgy7$zn|{bL24)Nz{#FOj}8;g>_A%CO3U2+NQGGfOGgeT
zF#-=yZ=vX_*j54GDI%E*D0UIyTS%&g5>J7iM(FJXp)Q<C5_vFA`l=z!hfYvAbOguI
z=^P#)ziu6K&&^{kl;{}hL2Jr*5gETrr!Gt?^(w=cwbQdcO1pgo{q!T?Scq5}arx^Y
zn#TP2N0_h4RP!chu6sGvKq54=$OU^3VfZdVDoGG&!`QkCwI_nN=NOXiQhNG1%2P9h
z(gv}P2!ZP?85>;>zgmZKiEw)YZDlV~PcPEYDnwTw-kgc|+!>S&eSk;vsd3b>gQ8hb
zuYxKwuD3Cr?q^L~h~&Zq_OavGqay^iMR?t2)J!}4;JZ(1OQYO$4I&;}nkyZbCyyMb
zqL-O<vz#eTa;7;$G1{aSG^x8yG)bW=oM9-^Md#rn$-keak##uLViI>XK6&VCFN^@3
zoSfwL+i&Og+i&NIC!S#Q=FLA8gBv$){F#FJpGKupA(2S@@IN4MUHq9WSPt^4{uesD
zW&Q`_yFS585og~d&e2Kav-_c|7vI(Kn?5KiQYMBJ7jR-PUT+$)c{OUPgYx4KqGEGK
zuX4wcr<k74a{l(s_>Rw>QxmM~Uc*bzy_})zZ$L^Ue(c(TZ4#V0KrnIu5sD!~VL0|U
zAP6E!0yTsf*nn8Q1Cjdip4oxtLOBP;c__?dW~T_6H8^&Zg~<?(r_mLz;?`ZPbQo{!
zAhHss?l>5JE0y`}91b6+KHf`Pps;SZ4a-qzG#Zq%qbx@AwDbxpCl^`QwUe;lL{UAm
z>IN34rby~hMuw9}ugUP(w;p51V^c`yT!r$~BM7CR^vd-N{nc*v{MjeyebxKfduIVf
z8f815Cn=Y3e3?Wdi8THUAw@!U$_Up)QdAr{j3IUN)zBI)nw=&VYS1vt_>C%~wHVK?
z8sxCFiEBspVr6{v&J>qdUFMW|Jj){55OiuS91U;bnQdEPvBYJKrx`8BI97~vPN<JY
zv&re>-=NYu$V)dR*d97VZgCo7f|lqYmcNRB%{MSc#z~niv{X}M6`%W7ti;e;xa#;A
zqy=r41*l>>^RwNwANf~u{nv6^Mki+9!9d|DBJ(BAZ+|V1HB9bNBW$04mMbc=n0lDQ
z%Ei2*^LvEVCX@LT2b#l-MprPbPw`hh5-ZIlAGEjgiIInRdB*~mwIuoQR5u--%h31;
zYvTsdWIvy~e2C^gi?@~zGJKxNqs2>zzNwY9CugxOhqlrfO2p*Ym_#E``TlvEY4)TT
zAK%Z*y)xI-=7?GIIIU3@&wDw|?p@5}n?x7RAUvNjsg=k5IE#dEg`m4W%MBxs&{;jk
zVE!bc)!@jg3m8?Bv<ih4Mw|{=MGpe-U1(o}Ei9D&^HI8Y;8w?Q4}1*$+`mHTDFD1`
zjqG<GrFJ$;eLP2PY=P!%4yR_~=t<%mdg#1*BfT%(MW{7}Jvz_gSD&D^?-Y8pO!(YQ
zIC_};ckd!dCUN_Eu@(vt1Zb%kY9fm2l#t7dG#5JwI}uXt9>(SYv~!2B_B@U<ypsC<
zMauUcz^T-cgiN4@DA+L;-2}cO(d~_6)#k{y_L8{zl~nB-x!eM0r;l;o#pfYEzMtyR
zBV;ar8NJtCjbE=){QTz$=ErHIuB064VbU*QHXU5kV})$dC)-R0VQP|2D54UL>4ZZH
zgcXRYNbwMINP)dmm^l|Snjs}mA?8jJkEBR$9wslhQ94{9)*T_fGERI;oUR+&k@TP5
zMiwBbml2Wwn4bdI#r^uf;O>12XJ!HI##f@h=te}c1>bgYo;i*8(9?LQPa>Q=a@ZrV
zn}}El(Gthk!&nuYpdk@deI(65ZPC!%LrBTk4;LwX)5V@P2?7Tx;(+I2XB$W{1Gzgx
zkV+AR!UT>>U|P7Nqj<$KYJV^K&h2PBwjn2zKl|kWpU7Kf?q7I{`xl<3<kV=>Ti8+T
zrS<P7DO&}8<Dpw#_#D7;xy;>n-_7l}-_E`F-b+hM%MZoi#TQ?UEXzOdC4MFOe+$56
zmU+JL3N_qs-j5J2cn&n01WgNq0QI#mMhx}glox1BpCoW?usuYshE#R1Lk5q{oI;g!
zE@~ShvSSBIZ_j`0x<P4?;P@Vb`Ll>vYUyEi>LfI)Ft`yAP+o*e9{$};EJ={aKuZUt
ze(<A*pjyIz{5GuijVwHP0xdU-TJi8My^fP#eSqq`OV03U*Si=tGEBv0I96$=YE`-J
z$`v?IEzq7y5I8PYDNj^u;`>!h(cr+D8O%tEAUep3){Pi{vW8o~bSvjIItkZjC?C&}
z-m!t=qYJeC={wo;w|_<Cs^3Qnx1j0ZRBL2U7I6!c7_*NNGe=Nb4K_yh({ky{$yA=@
z*u&%WM+#`62u3W!x96{5b;KnyaGE<;4xvw~wC&5%7xP(p;}9V~i+yU8*g3C2JnJKG
zGjLX^xQ{%EzwcfYEsU8=@oYX#t7a2XBu<?=jhT5VN^}E%AA6kDt!qh^;=I>;l&Bb^
zW*W4GC(u-f`TB0`OLsGVW`PsmdWdE)O|$CZwytAyX${uER@6|1-nl0@9@w01p2U=8
zvaM?=wqC}YlC3-!Zcy@%v;En7(c1etPkELgyi^)$gciJJnD4K6EvJjUykp{f{Dt~@
z+Uyd)+fw3-r|;*|VTnsaJ|CD|LHFVuYs~^{q7kfkf<L`v7neRW&Dvs)i_afn-rmZC
zFWEuvY&##U-i2n3F<%OJrq;=0>jxQ89wtqJmv1_sYp(objPOz#Mv$K-c<>Vhd%por
z6<U&rE!QKhzX2~ffRsH-FmfLp`7Tr~0xN`Ab1C9=pCs^0*!%wyk=#k(Dd7HK2S(Nq
zdYqt^McedhL^zE%eIMS$U8tMiixeC9Z~c8ZwFc#*BNPvwqIl>u&AA*x2!tY|#v=H|
z2KMoBw1`gnf*}+ctnmc~|L%`a;~}i4AHW_vgVQpE6Yr)vI>Y<}`=}mYq<!T8y~C}j
zLJ+!YC!wph69j_UPu#=F&p$}B<`8YM&>Witf|_aaOj`nx8KPC|q(yBfEE{;U2dPaS
zrgh_$#D=!f%vWgcy@wFvw7%xmq^{k~_&<#kUhk2)q>IF+46?eE^5d3F@?Shm^S~V5
zU>D_zifc;*b)TT>;>;Iu=Cf#R86s;t5Oc?HN2gH|3EZ{o$WAwCzqpM}?^%x;QUBZX
z-G7BQHbV6;{uEUYP}0dCRB0B7OgmCfKUO77<AjIa--%o);OA>dy={oFj=G}{WlaZO
zE{A>i2+r}7xHB^ZjV6A+3Z{dyei*qUgYOEOr|N_^Wl-8;2wg|$8p1FTnugFdl>UC?
zmeeoo-u}OsH}mW-o?w6J1TzmF<)7aDi5Fe~{%0J=;gLrk;f_1*;Ep@)pjxf+$xnWg
z*S+p_zsSq{O0X;dm-$u1cWi_#BbG|i<K+vuXU-rZ5!7|-5c2=`llOmzz;j{Z*i!yy
zq7`Ckgz{fc@Ij@3fB%<|u74{dU)o3W>BDqnPvLcTvS4eRy?-y_;$hsW2y2=eu0O`U
znvUa1T)I`kow1P#NOdF#MQm!rD|l{BqcT&VqtzyTBw)JR;gQH9ues)xOnm&)6t?y=
z@Yo_|xQj?{nmKKZ%m4DX>DasqfM(U^<QKos%s1{tYs=uRJfE?-HWsr@N@w@6b@8(-
zW?saLHy`Ba;RV)HAf&j^wt|tBH{+i?Lr?f9_jkUYmtCrpS=UGD;AslC-;3I5po=*u
z)rkbV(fd=_{wa*wVVd(f{P`K`c9fay3OuPnRL-G>I<S-tG@JnncAlbCp{98Bh78W_
zm?Wz@+~%#|y{Tsi{0fKNVNR9X=n1+|qj6~D2-jzbl(U4@8D>HeoK%=r!$A!keAgo*
zOEiUtY39*9n|y45-uZEgL71b?YJx_UJ9@TprY*r>3*0<*ic@Ze$4~X~zAl;1%`C7j
zBlD8z3Ep{j72EP-ta2^d5-k|I#hzEZmF8FW)8iF+>81OqN;|k?=i9iXyTs}zzCgnq
zVInK@N#k<L=h?h^_xW7A?mX1$6y9@xji?*~-vqsrAhMDmGK`cOMoF!PqYo48y%lO%
zP&_EjgQg=k--OumGFWjA!ifCGXU?hN9R5GxJIMVnLdxs}&n0LU5Rp~_GmmrR{~#sT
zqO5#9;y>j(|DrHQXIcE0`>5?dOQg%8cIqf?SFESy%{L?Z*8Er=w`<vq{`~`tf9YYQ
zXqC2>C@DQmc<li3*It3Lrk9C7{yP3shsnJ90-~?E3=t0_gupW`<{sF?)OWs*l`As%
z`s?Yt=?d_D7XR&g<Zio<*4Mw3k)sJ}Qx!UfT^1iZNw}?x`dA4wR{;^A#ufBTgv6?q
z=t>)m%p#RaNJE{7q(XWB6hu}0t_Y3!Ch^H>oLY_ghCx!7uO&GYr|bMq^u&)F=YA0c
zK|t**U&lUhh{&sNLR~rhBP(x#=Tm!jk;aiCk<KRmGmjI5eVo}T0?$EdZ%5m_0d?J4
zsCxMOMp4dPgS=%0LI}*!3gw4qNxxzUC8<3x_we)Zi_jlGvjF_)M?cE@-uJ#AGlKlT
zIdI?ruIsXM=l^|qZp#92nPvX}6D&^SKk;3p7rl-BAGi%`e4h2G9MzdR({+XUsYzB`
z*-IrGM;lcM#0YsJ%sL6y{oZ<p&St3{Im=P6oyhjpY`J+i=~eCIKE02_Up~eY!F}wM
zLzHJ4gx0jsuv9wjB$a6od)Q{{@4uAct9Rqn8jOA64radhDBUl<n4ve_fExXe`K(rS
zIQe*qXw<>{)}LXSF71g1*;Aur=3F!>hovQuhhIk9mL%fHL&(>@6mNJF!D0^myxr6e
zon-D)UnbNS!`=675)qeBM<?TrL1qpgq9+rhH!dUmD$=><bNWT^=E2W?nVv%rutF-L
zWzL}_uEMsX%sE9S{FA)6Hbb&|lKs{7Y)!Qgi|l3IUPaK1Ao~G+n}$^yhchRryY1}r
z6qJP!^Pa?r*5nlf>&RyhqviK-LL20)vVuQqeT0Nk;<=!Mht^!p(d3m-X~mx`v3h<l
z*NB6BtI@^ptQz7oc8m@7ao&&~<sVM3VW?chuyWKA{j6i0Z>L^LOKyffrOL}*bey2s
zfqeOOjD-XCJ@F0BtISa=wsP0`H}l@#zMiP@lU-gx;6w2k!Q3MR3r~U9WXTrx16&vE
z5aPlQBeksmuRnLqEbhde__^nhGCNWFuE(2y9B=M1)Q!LQ-(L0mdGH;N(gTOdef>$y
zk;4Rjo%T1sj>P5LF$OaT=|>;V+`7Zeznx(5!84fk34}dG+%$=5I$mFf1yiM&H5q)v
zW`r!U@cn(*#R?r)oJ;RZFC*ODMi2xP?|y{rzuZd8jaQO+?G1Ru{dH7S-y1g!lLFG9
zq97oRQqm0yNGKtq(jeX4IiMg75{k4S5+Weo4Ba6eLw60$kTdh_`Tp+pKKFXpdjEc1
z3q|J4aLzv0b$#O6XYbhIo=pa`l}Y6I04vv`H<`TlIr`t+#-!nn742J%b<UXRHxfSI
zT9PST6T*vs;9=`Q?(qC#R$-V-c@X&vXH)h@Cc4^q-z(eA67Qrp-$gy6i%<KR=4%3i
zZ-HK(=`Egz_VmVfEaf@W#SPTGM?`asdph0>#~(QQI@6wgJ?bNi`HBDMh<00>jM)a7
zD*2tS04vENrLInVb~aFoU~4MW0=srVK$fm`{P9iGd26hl&kAHdPFR1bjmC;oTD)&s
z=UeAJu>&~Gzx1Q;$d{pdQX2XNM9p1$>s+;`UJD`jM&iwhYD@*LU|xbQ^&OwG6C2U5
z4%YWYk#t>K@?zzW-c}NQ3^X80*i_nvx=UJCD{uEac;C2v%h$;Fal)~2>6Q6GU19{J
zHZ-{3>qq*+C%^JovxafH7ykKC{|*`>{xu)`yjPJlnI-?ra`pXfWsXdy61_@us<+2a
zOcq}d5?58wAZMpm{T_eJM^Gd&gtjQvAMw0xf3WY1AepdYFrQe_96&tR<7>J#gfP{Z
z+Tu)?b05t9eNX+wV0JdsQs7F!HBS1|NIE+*q2C62s7K53GHJh_z|2te+qMbg{40|k
z?Bm}bBu3=5znFPla0eQ$RAh7Ma$bm$(hR@*D@AVX>7$+Bo4H_DrxSTn7vaOJ!sl$Z
zMdGLKRblNt?xt&B7nc!z(sHQCu4iiCZX3^&oYf%-ck|L9UvwxwzFpBfh#y8dIf7c2
zwVLQV<y%fftl|ZSWz9#4`f$AIS6s_ZqgY8svmHn>tRFCb*eI2a`De=6`#dCvYMx)=
zCP!F71cB_aZ4%dF@jKUbjZ<BjeeuNrXZV+tOx(MYM7;_1N;9k%amzDgfox&MsqI-Z
zK}kDGw9}*saxU)aJEz=**@33g^UC#d7S-ww*}-4f%;gnhep~aCW)nUU^zdg2C%;b!
zRdC~t`gWUg=Owcr!$z~FUg_dMq^vjpXz8<h?IkfWvsJ7Dd0avd8>_Y=Ng*<tzj-^}
z?+8?qM||4~i0(>SnGFjQK4fIe&L&rgu(x}mJPhSOvRcQ#8<fDxFDnZLbO(P)p#Me{
zFXl<>!u8(`8lO|Ajfm1+3s}+AQ*_N@tL+d|jzrU@6Vp@aAsM5eZ@!BE(0x>2VD#G5
z`{d=lX7Rp_Uc&A+_K_)f*E74)jk5Fk;0(#n4)3NfuILK<PnnJrB1;<#uD;eRzu)bN
zr{IB2qQ<FS%97fd1XCaQ(3A-mZ6Dr?S46A|<qS;UYAqBL`bo9y9^$@)jjb-G`brgF
z>6w_Cyn2~;o?@;Cn=gdH?Vw$G9#?@kkpHUrv40cE3Bl`X!w^&hBUme^{9Ih!{|wM?
z#$|KYFQKtallTI3R;mLg$<e|uS!kHY^el$4iE4~Ez9uQ3u~8~NBFPPvm@vJkRjq6k
zz{8uN+>J<dCe!4-n5*A`xI7(KVa;2KdXl(mr6VoYW6_NmTRhcdmLIt5_UElDN$&9R
zuN8cuhY^#4e*b2}#5qLNE_jl)VpFFV{ZsGmaw%Id%1?aBx#c6Sf>ezaq;IIba6(ha
zLzY9^N^d`>c-^?lRBn7D(p$vWRV=1sMXWPsk>nlSaW^eIV=S)Xd$(?n*)X5!@Omrx
zw_^vkh~o(HfzaC#!JM`C<i7FW@*^y!XZC=zaq<x5HCJTC56kqm*bP}Moi)S<$~{r0
zz?;6CcIE%+%7DIRd&I-2JI-NMPY^#3eIv<P%wNBFZklwVQ8;nN6}{+QmbY7rPh2br
zR_|7P13{gBH@?SLi)Emr^XMdN=NGcR3`B|U#wJI>oq`1yI&#Po1x(hRvTIF6-M=WL
zsx9Z6irXrU>_>`^VS$?!&Wl2MCa=Ri$9AsWIfOsUo-nr|Upcl~p^qqI=a6@@sWn{S
z$gGV*I`lnFA}zJ=dsqMLwjrIvS&>wD*iq+my&bYQ(j%cb#fF-upUKm_mIek!3N|AU
zRoQk=o>zysx2I7g&j%d_G}if~*ZH^_L%#R@yxvAtc;#gIruL0kmA&*)`1RcS2eq)@
zJ>k($h-*l2xdm6Sg^BDX>&BFflJMBeYD<%SX=QK6*m^38gUEji^z14BdM2vfrWT%R
zeC086?Uk6U(^|`CWG-KS^YMtYtm;9I+hU7g(Rk4<qrXupkJSA2Il>quU)Jt_y!+)f
z_hffo%Deaci5W~2c@@IKy~qWN4n6--E%K4-CyL`jk0YO6?%#FS$YgI4P>|ng_u1gC
z`Qt<PRh1kneDpxV^tK^-^IMkR4ce)*XtF>m0ITM87tc2rVvF=pslhQpu^IM={u&Bd
z2(F$V*GoHF8_~HFBB`vFlO7qD)Vl8czjnOa^tkRuO~K#jan~{#)-Q|~<zX+1bk1PO
z*&%^aS%Wo(>7fE|6qI6Vm1iNpuXlW>i7obKm=UVMU1c_@99G+xi+pU2dArGCa{V_}
zM$XvZm03~!99wePhl2PB+2H?B3M#hIe9fu>U8S3I-ry5QZtzuziGG|ZikE;8Z{8rd
zu*Hri2&T_lO9db5e;Q-VtK)egl+r>NR@Tpc?G*4)Rbtr3sV=@L3z}Rq_9W3VqvT}D
zWr1cPl2$O#<mf84{h}L{KBE!v@pQ@Z)-CyIBu%z~KmV9jS4!PA(dWf00g2MtP}-=Q
z>FYr&bwR{J+#BIx=C{<kcwjd|#_5Y+KC>$##l-<hIggX}WnK%VcT!C*YvGmMGfg%M
z9}x~h4(Q(VbXaZBNM}xz>>+g^4*AOZ1iN$Zp|1Y2{jOqy-Q?fuSDoIcTyJe@-`lcu
znWxWGdm;|#n1l{qlj`DS2<S`t>S#)<dw#fkaw$ex*d?AF(4%dvy!_AYZGK<wR7PAt
zfy#>{n>ruqg$#17X>X=DK6kgl%+jYP`{WguY?A!VC&PGgQXy9m)LlybOb*DsxtED`
zP$<EP{kKf=xo6gA8Z<`Dn_APNLvsO2y>RJQriL`T5VYRuDMZNn@8+v<M2sd(RPkis
zq1?BT`h*Kox>8FjG1;Ct;*V@fZhkn$T%nU+<rsS?=J`+2erNtE#@rx>8`r<-E8m1j
zn4(kCoSHAKZtp>G{-fG~Wl~q=8k9S#<;YUw*5+cy>`ATMJLDD1gM21uq%^qBi0kXx
z1L-W*W?$*dJWZ}|1$SOv1otnMFwJVjj@;i;MDL3^DlrC>E~=waDhw`SyrlT}trkzN
zRp+mzANs#1H+RmVQx4c`$K&B=Zw}-mCO_!(GMMF^Rh$yu{He&g;neW;rk$M1cAI_U
zbSam0E}lQcBIog~ku)cTVa7cFrKe?utEz*RE|SAcZiB)K+GlO^HOs~K6)S5@=_Q`K
zp|RJR#on;Sq@?9(KK^^|{MB{%ea?$yqkz<}z2YHHsAFGP(>|7a6JAbirWRvu%vdxG
zdufKoxvGpR`c}w0^vKHe^jtiA<Z&O2Z!K7fw&VE4kl)c|?Qry)%KWW*nFudyoPgbl
zkQK@&<ZyZEgNHc>{>1x&ajO9cr`HPz>@~Mxh*1}MipWl&`?P!iSuCx4^U0G_)Fc|=
z7tsClqG_`yz>VBiKYeS+BuDZyVe!rd|4FX^^r~?Q$61`fSr?19Vt|iI(0H{(jd5c(
zfRP!}{a{1poZhzB!d3A*k5d3qQ3(_)sB_iq;nnf{0HfH89BASMU-OsNey`(!2AQtu
zRzYj=tn6y|IPC6~aaCf=k?zq3ac1&&+%fb0dOD(^hA*8QnR$i-nngMVrD)O>Nv}7u
zZjn19?MVp6HiMpJaU8P=k$NN4n^`__f+nV?P`~gVNj`S5^5iS&xKU1tX}FD$Tc)*M
zsQmB<XO_wHot7B$e=tcxHPs&n%|RD2d_R46am}*=DPVlmyYM`%jP9YYg~J0sFDzbG
ztBcTOQ{9)6aHdbIE;iS$P+81s#;Fp}Fgb7&Vvv1RYyZajPOrC_P`%e^;2CdYX+VV2
ztK^(KeQW76Zv7#BC1>Y58j^CRVncH&gxel;;ZVe_y|ApGS6iPd7p~YomW_!)u9=dm
zVDXDcuuRn+#ITSt#T=Ez5c259YE8+b^2>Zt2It$tKq(VFiDTe6%W<e|b`^D9yL>!Y
zKEM}8ql(2K;U4Y)tLAA4`XB#k^Vx4&{Ne8YxqtuCSjub0YUI}LT7^~b%iFNUvzMPs
z7mzHae6eb7S3?~48%|u-%2f6cyp!S?3Pzrf&rI*RHMdnmeL7F{GIJ2~2b$0`{hk0^
zZick%_JWo7$8UKXLbmEj6{bo!q{Kolf?t)3XPF%x;hHlpYQXnM%D#zQCCV$5E`;CX
zTk+pCNm}&gIsW|aqC2zea)X9QL2~HkIidK)GG6SR>^k)Qs@JqWgA%5K9;Rsx@l{V2
z#%(^1v=`9K2SFXUT9d*=^IZ-LACo=QTa&8m+cu|b{+**D083D*Oj7T!GprR1`^Pu?
zV!MMRzCmUfcP#C`|AcSf`Ql(T&*RD+l0nN)DLYU6e}*k5|6w~$O<oB+fBxirPUX~V
zF?MqP^I0;Z0{@CK<YH4f-Z&0*2(|yy`|u>ohtTec#zxg9OQ>-AB^AQ|fnQ0upf>X%
z?(Bj$Q$+tHU+F2*xPzD-i%mt2uyt>byTR+g@?fDUcZ@Ik7dq7Zf7!q=>|SdIM{j&A
zMc#XE^aYtr@MYG}a`+*8zIFOZ^OT@_XPxYE=JtVf-?m0T#)q><5oT(+hfns%(y9*X
z5<Wq^>1ZIEhQoFPfLeJEAN+*RJwFK!E6|~hw~havqy$0kzAo{lWIh^ez!$Ql5x)+V
zbk34`<>x0`c0$!NEE9%^h+}>rfoj7W%4(viZn~fIiIawOC62LMx{mQY(}{A6_IN0Y
zKP#Q(ct|umtAg$he)9#>^qFbn+xuQOF5_pVIalQ5qlBS#@L+!5kfk=&kB7o`*7o#2
z#01n1Lx&R>7Y6!1Et>hB|H3;N3pX1hIh!ct&HJ9>sWR`5i@W{gm@WB{h<#hrre->I
zzV$%N*zqP~7i!Dz%RAETD{W@@G*aupFU6QdJzEi#=J$-SGM3d=38z>(Vm9-cK%fg)
z`|NUJ8J{|6+dZ{mzdp*a!4s+15d2?wOUb6+jLSy{?(>(-qfN+~_8BBfqbt0-sRw8j
zdu(VMP=|vgM%9T|d(3{2O*4wok(%P4?&r_zldvTg+(@lt(2wYoOYuKk6w^o_@cR+#
z-eyE;y@4DnC83U;%2F9ZIn?7-<^3N;kA73EJNB*YFHtOzt*Zz+@EL$?y8J1H%U97v
zkU!{f)OCG+-T7jVyzy??HM_#KZRPF|_9JVNBd3PDkUj2&NyE1XVv1L*2hSoyi5}9)
zpb4C}?TG5HZ061^1`hZrAP4VihdJM>Ctpr(Kj7}>h$pHD*fUx~apGRubg1#=T#d^x
zpFJ)(H>v*fb8aB9*_*3ymU|^nn@OU<nbGea`cUQfSbhY0QlE(7hOA9EJ^+8aW)a;O
zcMSxP#PLU>mYOEG17^dYoQjIX-d+`7U*AAm=wew}S=QsfXd>?a8b^VL(pe26knbJ`
zO{qh#L|u<@HU939iwGc~&;fs!kT=sUJntzhh!yzeRW{N|I}%kIOX)vnJ1FDw#-rX3
zp<rVM{?`XL9jR8s1ZR@_9sL{OP3x9BHGyeeNOBX#tY@6qgyiqs{;?8=Jo?v$S4aX3
z^5Z_?kdoRPC0`-!eVJ#68pc25Qpf!qnO&D@KX!`m$s(n7{MbgX-2U;-A2XW0=Uke<
z5>6kh5V9lELv05TsxbdmyGSOdFgU$+TqE`J7y`X@5~aa>CLI4hIX+q}*s${f*Rr%H
zj`Wu=dO1Rt8gH!FYzsqs^h=np|4}Qzs4MgCcI-MSD&%-8X)MnpIa`G{M{1FN9Zt1W
z=lf1M-+5O)F}}EstiAS0vG{g*>GNFe(fNWO9}5dh<MsT(#!p5hXPM3(NAtcH<lGCA
z*Mj1}xa_(cmu5S$pB{Rniw$bf?Mdf60ub1P_sCxH=;mwVln3Gpt|u=grkwJ8>~GbK
zK8p=4*jV{<l~&}vk&&hJN=X+TY^UO|cUj7ZAZ8}SxqX0qbmY}c>fw!#g@~^hN5P+)
zYL~S89gB~PE{5dyeb<1u&eYIA_Jmx;qh7yjtY(s%GJLhw$MwZjv(e0|0J#d~4`@`c
zhukge7s(;Lb>W5L3iRdb^V$4q^mkp!^pKss06ihQx}K(BTu<+V^u0ldG{!Z@EREJI
zKfFyi-$-oX{TKq{+C1!z97kPvJxvgB9bfNw`*FNQJ=!#5`r5d2Eh`|hnpB!qgoN4X
z>UIb>^;*<4<lJXm)}J7h{D!Ib9L=!5h$f1pd~r4C#X?Gg9_<Q9u?U>^evZEcJ)wgh
z(SgS$vn~p84$+q1Frr-wg7>@yNpr(iyh&PtbTR_Ui5`b(>w1us+kgN1LM^T58#Z&=
z^%rUrOQ>(chBtmdM&BM%iC@4)1ajJC>^o=V8Q&I$3Ymn|;vapw=QhDNANN$KZL_%R
za&Ic0Z$8Gqw@&uYuX}jdzxV?25A=-{RM-zq;o;`QM_#CVDD49|qp9|_Ps4wm%ZHZo
z;0k+>%`LF0xL)(k#JY}@Fh(#P2G|<c5}yPIC{$Oy_WMA>lkzBCJT@tTkm|vW0!?sA
zOR25%u}Fw^x2uGhmfA?#-ZSH=IR7(GOPLG)D?Z&<TW6&&{^(G71h1N+XJmgg!zZR!
z&2)z8TmEi*+1U63IWbhWtGRj8?T;Czi?0+x(4qg6qrK9CU0~G+DHs~@6(fySq1S};
zqQ$HMBalBk6H2erFUO==tE)%Qv4c`q$B-5W9Rts)119J*qQkR;`Oum#Y^cdatZ#U_
z%K=$TD1AOT-H`}CSipsumNoS9iNcla08{Ypn~PH@#oW2Wcx#}&K1=1b)VKjPyir(;
z<!5@zNw2ia7altnPPMx=3la4q!LBntJ#d#?)jQcmc(F>zG{1ry<P?8(Da%o|Hp|z|
z!#IX6S&wf&jN~h8FRV01zw>I=yw4%|^ZZpuMAHddk`tOC)M=q}DGWllUfv(r@!S@&
zVb_y3^(dnvWzMN7YVB1iYb~6M(<wl5w1g{gd$nmm0O|-vgXa5x@@-hwZ{Z5xHqmGD
zW@z2rs4Q6CsXnd>;>M)MK5)T7{#w@1e4X)td7LI6aG?B!3vti6W7=6>y|a&<5Am==
z&ym<iHPE{r>!ZI@v<u$cEXj@?pF?Brj2>}VxuDk5dT92aHQzKcZvR<IyLSn_66;%5
zqHHK_n{f*oXAGd2DWu$63~RckiVZk2n(bm>K^<%VR3*SWdDrnwHkj)Ze7S*PXioRE
zUvxP=RW33tqS0G)zdh^=f#jhC%UjfnypU4f>m-@CO<ynYn>gVnmisV*c+RG*ORn6l
zxNpubP_z)(-EfD__$8cfk(qNtlMzj}V`m)YkEDYXt~P?9DEYsKLVa+pEE&yW%iPhz
z<uzJuC#<xH3<zP}3fNT?01okMDQQF`L}By}??oTXXsMu8e?ar%6M1~|x>F!$&Yva@
zo4LBMH6=$y!skmqwKcNg5P!Tg55DKLHzWR?J6_PRlRBt;-S(gm^wfh2a+1H*E|2Fm
zkBzfaB&vlTBNr$teN=76Rs4&2dBG@2+vpX%pZw7;>X2c>C@=qy8>?ab8fwcg+-co(
zO^?Oia7JsDML0@lZ7nttSc&vs_@O@z>>A1SlP065r7z92#EhG8;p7X!S^b(9?Xv9q
zgDe>hch}*Ja^dR|ZvEUR{U3C(np^%$i_7)b;=;qI^To&o+Fz@Y9_~h!3{{=a$k5&Q
zoZOlRq$OqgqGJ8;@SGJb%T$pu<RE^P{yP?hT(&d+o8X%xC|B4c)kYn9pybHT)4V>}
z{A@gy$Zak`yT{@Rp)LZv<r^r^sJeu;DSR$t@Di!<ycV$y=XK)d<xM&-Ri#CrpY#yb
zBROrAxX!+R=D|@NZsq6k?`CUqlja(ISBW6`b)CtSu)}m}b@20aOAu7B_qR}2pYDH>
zbxbF+_1J^na8!~vl2XRSU(cUYRo(lN@MI_JhDDBC8jV{&AkdH1k8_A`^*<&V*9*%u
zJ1W#{{QSaq^HGL&Nxrvv>ge+0<7@UF_ydaxNnVq7#^$Y1vNNTE#Xydst^2*_jdT~m
z%d0<)yK3Euv!g_iJ$A^My#$KW0C0!m#^=d`L<L`*oi8XBr$4GRySv=a$Krm;hW8wc
zAhR8f`c#|PO)1(Ga}0%t!lmC1@5#qK4)L4ipDa-_ZeobH?MC)lwb*|UW=lUfU_o?o
zrPQrHz+v=Va1~CV#Ch>tA@ScRb_9tS1EO2z)757>O8$s08riUlO)N#L`|wiqgU2_!
zRyYQhDKrTd*cUhz|Dk7ce=vDq)HgUXDQ?h|_q~e4PHW%9cgWfum@Mk$n>1hJEeZ(p
zuQ;^yPTySxM;)sCVE7lvaK6gTLceBM17z<Eb^35$^Z<KU$>+#IxhRbACH`+G2+QT4
zm+l^nM>Wkv0oRkiPQ=MJWc{(vgPn4qM?BW0z7wNIkAiIDKR8Bz@FY1H3B#t?G*DhH
zg{rP)IGJ4Sk|+2~R8<<dkkx`|HML~Vs|Z7VZsw%+<$w01Nqo`sz+qEd)>?d2W=3(A
z0gW3MJnVnaVew6OBkcc8PpE<a)asG8e<}~;NFZ7@eRJWQH0RTUNp!16PwKH;*tr&w
zR9xG&jPj|Plfq&nrH(-89hpO2JsCt=509)5>afD6QIfGMD^<Sk*uSIetIz^cB+`nw
zAj2>hy%zWSb65egU%Ix!XT_=M;km}*C#g!ZOVNek9`1=N;sN#{*+7yJ$?%(F(bwMV
zY0kd43e1a0Zq5k)`AG!2&Xq(VYqI3)cI0x^iU@Z+UOM@4WM}NY)-HMG(`%QRg{^N1
znwYY>_k#GI{?BE(6x!^Ux||(mwh>4}-&o|<kT?EgLe?DG2_Hkx1K&UpCP}eut?SVP
zuTc$7iKqszN0nJd<?Pl%M-1LnP6sBr^ZL#VSG;Gd9DfaPiy<`ec6_Wi$Hd9eY~Lb~
zR?xWI5KSW_`^Ue*C);t^jXOL&X<n}{$Dlu*r<$xw19&o^$ScMTcGR@6G~*_<@w0`h
zyFTadKkAX5@S$-kMp)DF;PQ;<_|d2R+`x{A`+tKgG+Rcu#X73#g9j?`{am3<BqNe|
z6oPiiJxs7^^S>dCxkkia{hVTo&YEMnSR|4nKPYReJ(pEKxlpl=eO=V=?vH#`fG&(N
zSel-OT$`X65&M$Okxv|!E}S+HsSDIp3IF^kbBPE)MmCx0mYF;^^f2uIZFf-8R7`q3
z%XK^QWjy-}U$sZUr<wY$*8@K2550ExD4sv!+`PUtSkDv}JQ+wyTdT7gO3$vRy%T&H
ztHi{g@|nZ99eriTDuZU-H&NOPl$E0hKsk)>XFQFSp&A+eh}ww~;x&qq9FExD(bpXF
zYIf&Q8Es{vZt-NNex{OucyE35Mo;D{q$6zK4*r~YNbh++B(O!IS~gZI?B{n+h`6MX
zlW_ACv~!^pcPB@@<A#n%BsAjJrs=^1zTZJf0WZzf?7H=?c6K2z?UU?ZxwQHEY^cZ+
zm#ly*b=Y0GN7e6tl+K1%`}2H$9`KYwl!}rh2a2FtDA)TFaZk0$*Hmi15_eK2ffb&j
ziUk8-Y$~%fC~_IaqGFc)9WK3o1yz>A2@SkFo{qpaiaqLEKkt)TlNvE|MH2Dxu~+}P
zt+i=ykeu~5Kww)Z`VbyRX$VcyX$jkZ$-Z^Q^cKJKL0D;JL{cr*y)e?wuP^?M1^FFn
z!Zy|3zDrueOX?8osD2Ux#TOPOuJWP*WA@tqy#i;*_bUNZ(B~Z6@A|*_7ZJ*7Dn)E6
z5*Ow;(?jMsoGPQuwt-vx0|CA!vX1^~u9Pv97xps2PTzj$4BV$O{C<7UbYDB1pU)xR
z#Y=9Aa>BzKg}kj8MH<BtucPvSGL8|Zsq{g@;bGY}BlXR&<aDe!_E>20k6HslHF+T+
zmYuZM6=Rxn4p|pW%#<DD$wYbv3Zf<5dEQSK-5Fo{uV6dTsU!qu{C~zuoB7_)<<Ds@
z#-5ZLM$%qJyd6eol|*W==B9qW&bg*t_4T1(L(RzdW~u{n^deNZ$Y$Y)7ebNX6643Y
zaTbSK;(wSnUk2Xsx-nwRXH~ggMD@t7@fakqs=%M|)2cKc@JeaOM7`H)I5}==9Qb{o
zgmuA<AQK`TF*!b`w;zCFv;V1N+O+g0nwpR4z1GKSQ~s3+8cNc$;<FHna0mSn=*69*
z1FML;p4saa8h^WszB>gdvqKV2IavI#AOthGU_1}*&ez9mTr;w7M<~6fhoUJx<73he
zWv+2lG^Acy?@P%MLztJV)AW<0UWad`4a>Vx-|}O&-E<5OVtmra#6k1R2_n>hJA4M|
zjE8r*cK_t`+$`PGOvwEN{|m=%M5C@BNVs!)He_5}To_KyR6Ed7v#Yi^)+DB;_AR1O
zUZ!O_X%ZDy!+8)iN{9R2ZDL{{<k=Lt{~;Iy=!ZUd&~;zGb>q6Hg4j(%jn)3>gKL*n
zo5r)Oi$!$!MVg~^g+ZAfzeY25yGuSr(RBDmp_2Pv_<d1^_(T<Nl>Lpi@n@E?i1jRV
zLT?r;QUwVzPnoqX#VWJ+tF}>H|9Wa3zeyV&b37sOJ?^C#(S@b6DdWv7^o^BWMnVD=
zyXyBAu$rZAnJNC1p%;BJ=wL7UpA5E2kf<cEVsRs{R-`t$X`LE~k7SMCp4<3+BB11X
za!XC#39(lmn>~d!fcAe#d790W9*P(<kjn~qxz%vsV&KB|4Ls#kHUshEPGF@^Mg2<-
zGKL^MN*eYhQq$64Ng7!)8Pw`x!F_!%M@Oq=RgqvK=^9uMEw7}6tYT(hP;_xX+c=;z
zRoG5%N)oJ(X6@)`*%kc&YJ)ze`U`?cYbou3a4=1yZQg6|L`x(mt>&LUy1irZ%IoQU
z>%b*SgJk26XW_vOhDuI0*_R7pPd#`$#J6!SL&#MmI_RsDgU-#D+d@xwCW?eFaqr6p
zN*R?VSJ_QfPd<?Jv`;(hiensZ3neDE{R3{1<aBpj=Ul#Mrc%}i<L0!md)zsfBOJ>9
zYuKt8xB1t-Shu$!loxxi8cQ2v|D8?N%MrR~WgV8U3mIICKD5e+-CZHJIOb3Zi;zFx
z-iFG1czC3(ky{5C8yX^uJQ|JoT0c;v4OWkNwl6<jHjW-S@@=}7bXQ3ra~l#=?-V^#
zYvgNGn0uFu-Z;Bq^jGzsaZSkbztd^!z@rWKq}p$Y`bI9Bhbk|69eC8B<{`mvo|kyh
zgL^+=?Itk6T}<4Zszu+iE;NiW@Irg{k1;f}#IONnn}NICO2D|b-*DhqgM5|X?(J-N
zO4C@{td5+RT9rDt=a#>P?n@8gm(q}qGA;XZu_WEF*Q#{~e^b|LNo*VMug+Sc6swAa
zJ5>u<<jzSo6|8BvySBNB&U5&cpI_m9v?5|5EG%5y?|B1Jn&I26o!>V^ps?qBcZ<Pt
z+2}>h%`@NL-rh?!eh_4E(sQ=Nf2pZQ&}*4y(S<ITuEOcAXhqF;m0j#|CmYnMHCW3h
zX0kSI>Kb=uz8WJ)UV`(L1lN_6bmz^RH;De~&m<4pkmrjU4h}qpg@srH>EhHiFtzjj
zdHr2~kZBH+Y2t3|@}Eg&;GR79i0?&NKsz{95-K@9hj_2#8N@D(%JnN{y^+1Ny^~1U
z3Gb5d=RB%e2w`GsZfZ|r-6r4qqJnkaRqX(?wzoHjRXbRxc17Oh!s6uS?$~x0aGVpX
z_c|EDr!i<@iIbA^@DQ$943yN$Q?*fBDydz$of&}8b*$fJ=WV_)4ZK(;khxgGZNAzm
z@{|%#NyyD8BqJyx9`5$p7yn@oi4122)#@lL{g&luu1e!k7oFtS;Z)%$&7X?ce?4~J
zmoy%~v>eWiX<uGyBj#HJ3qiGAL>Z@p+Ol!ATWU35?_q9b<<?E_wRa?N%GYc2ffbCe
zio`TR33U{vibZ}`06PiuqwNnc#>=qA*h9&^o{V+(r{ExvrreUpv5RA29Mmm~t(zy<
zJ(9s}|Gj<7Uxv}e#pSxPq!I5%a;sk5!h(%A`PEQS6^*BAme%|C?0gw$#qvQ!jD1Z2
z3(R4$#}g)6K99(xz{wg`vb1F1k&$UqLSUiDe*aF$$e3R+xiP7mcf4$GPBu@2)6F<u
zD^|mr<Kfj#<_++S0Qe>Bxy-5Nf9JIQlm){f!0F|-N2_A}`ZQ!(=DeBV)tCQ!4}Zq;
z|9&I*9Ju@f9`k=kyMK?D1~V}*--kU&!Fu`MxAc}6bj5rNUMBkS->ai0itIt7*i+Nf
zJwBTmVK6wmj7;V$-a0(!BD!d|@pSZ6G_COM8dyvYr;w;9WBLc!2w3J<$;gP|ebLv}
zPXw4)H!emmhcS*;*=hfI&(-96wz69al~Imo&_m?SPnH<=Z|7&JgEvIx9Ihp5Ff=|R
z=l2_P<b&P_uqZ}9Vqyvo3Bl`%rElmS-pra<sDyE3`M0$M<3_~AbuT;rt8p@30BQ5-
zK0MpZ2?B*5F8Cc}bKcHRckK%%J$%Ya{cJl(@}TiVr@@m)&}zthw$f%GLo&HHkpsOW
z5&SI3EKd3x<YtwT;Bg<~40V0rhI#%HjNtLfu<TgA1|ukSAaCHjyL>u-gCeLoTzlD)
z|N39Ls*A7R!F)~r(RKU6;$-Xxa|EAubK}q8yTvp*Hb(AR85Y~*P%~3uCFruEU^$rD
z2`VN?YLmHIm$z@<K3wa8O)XUGo0>A$%zM%i)9{*4{093Ij=aEp0fZ4H5I;s#)xfLe
zZEPNkE_kzm(GUZpW*Ndt|7>@%m^w(O++4+O=5%{3G>0=MC&x5y7v#b#tenEaZ7jtZ
z)Gbn4);!ge(JP}dq4<=P#|-|5t%j4byMHP=LWrnmlSmn)bPNJ7*9nA%<Odh3VSMWw
z8<8BD-YZy&URzhvaP|<2G9A@g17473P7ezx$W@><^C1*D#?ZhO@UWFE#WH<4;@7-s
z+4uVr?gifKU$r|zX^c44WiHn~QEV^2Kw!Nj7zfu3Zj{whOK`D;S$FJ<ckcqPw(~us
z_x@2vDCkt%KL9^;;L&>bwal!$+<Cdpu%rU~Epmnp#vKZ~f+${(I*y`jYMwoMCPd4|
z&wunR)TigN37p*0^#RmswJYYK$G9eez_@&0b2Uu*d`{lh_DQmVYi}#z$zOB(1FT%x
znw=fnH(FY-qz5sIRMgakB_)pe1!O#DXJ^)_ih6o_X~&h7LL&ClfBQXt7ZrKwqMdEW
z0&GNW(3LQNv#OSs8|ub#r~yRPyc7euuC8uKy9voH++kU?RQE%-fnc)pFJ*ji5vK(y
zqkyw_@BiqyP%umR_cA=Q$(nQR=i!VzF5<gX(n&!57a1TrrDc$(T7TZ#`GvXlxYZf_
z(JA}L_UfB68hMV1y{CSNJp|eAm-Um&+NF=g-e8Yr6?JvT183B@Ir)!D4HTjV%5O88
zYh0X|m8Ie9d!>#WU{-cNCMG8A?9q+!OLg_G4^LlfX^rJI=H*$|I3#6eHfx`uqrsiZ
zU7T`^lSbSpmp-Lf3^=E6@;jILV#44GuI%l*Uw{8n1T_a-mj@z!L8LrajG^^-)Glql
z=g{D=(3mnh`bJ&qsAE#Va4HzC9Vg;Ar~LeRYcT26Qzk#GUjYdT335{<hLAH0k+cT_
z=7fWTgWUSne>~;^tYRBZJ&^KtmSkwnZnqZ^{Lq5c3@9PylP*ENfunnPr@-IJX;)Yv
zLFXKhvOh7yzX*e4Cd`8YvjEJ-q3e`^7csS|Hs#T_d>Bl4^rf-}J_$<7`%<GpfHr!@
z92xFZKb7JvJ0tI|t*t#AI7H9QUi04B9zK{hi@S@wI-{0Fo+f@5b;{ftFHHO{=3=^g
ze0=OW^6M4N(U^v8)wg%=-bJkUCr2e42kK&(?$6bkULLRKWM^kflPw4N9W<SXbed9@
zLQ(ZPHI5nIrF_c6<Kk$*W|DG*OuV&AI4)qLqsqxFSxEC!+L)EHZU*YzsZtuR1)uz<
zDXOMtI}>mZLb$0DjOQU)6z11pzM`W^TvlU5BQf8D3`R(Vc$U?`5&z`Li7IBeWv;eZ
zG~d0OxH`V{|37br2NN(*ECyZ|PdEBhV9vvPudF*{#QF{>m#%*Fat+fk&uimj-X&c5
z|H}5ie~;MJ(>c@C^PL;!S8}3wZBN2}=H@D3nS#1iY=JpDEKgsx42iQP#+K)p9r(h@
z=p_ijFUM4mdpvsM_4aE$@hbpL?X}RK$Ym%pB)#rgR_LB?jmZ0-O=uH{ugJH9q8vLs
zi*8noedu$D>tqGWcU@gwgMAIA@GcQ741q%L*Z>#N)Y0Mm^S($~S(yT`4N5SiMv@Bi
zC<Njh#@CB?*z!7rV&#XI<p0n}1+EzTKQva680f)!{U1dAf8pJK_?ti`_<vyg|8ECM
zgj^y6L5%?r=`|~vv<L@8UQYAQ&h9QuG6`wgeY6+ju{&uZM5|k2IfxzkG9i!-fbJVf
zjLy-#ga1Mkgyn*Ie<%fr+#j5`IntfwBo!{M8?W~pq%PMI;q+Zj$3T_10R>X!b-&?s
zTuWowwN4BWf4%<Szkk<)**5p3eT8_FiNQxn`ym`_%09H>d?sg%op<Drmd>y%ZMp|t
zT+ACvV0%>yxYhQ^PXe;APvBNNPwHBg*^K4kdRT}3+MjO_1X2ifISi@x;v6+mXAepk
z9|E9#(0skGzV5a$klon$FsgHuOcNOhsl+?P@Z*E0o>Vc4K0Af^wSW!q-zO<v2M^z_
z0mRSC$@ys1<cr)90adZ}JHHtr9*z|1V%5NR`xk~er2A~7IP6H@9Jc%49Cb%O5d4hU
z6cQk_px3^^)%gLRUlF2$tEBd$hAc8^Fio@ub4~-(3)sq|%lj9rahvVrvTJ}mbXnh^
z8GF4J1Cp_EZ{67NCeu5HP=v@a*^9troXh~=k55dvfa|P!%=q*J7AYwyD?9t~h!P__
zX#hDYi#j5wqM`z$CgNB_7u47&#oMqa(2PXrcg4^Vw2+F<wKN<wN6pwf8lLY}4CiT=
z8cCi0lW#;KVAuW+-{=GUVgnon0Q4uYqG*0odpwy|Il=3M*_n<AY8z|o4;uq1#TN0(
zA#pNS;eZ->CGSchrp-v`C6aP;S?xvWaBq<;{fv{DEi`(1e{I$dJQX4SAi2L&g##=#
z_yRvNr?PIX&Wu~j#f3kSU5y#Aui9EM-uf+OoZuF9Sim*B<^i}Uk+hhO4uv7{&4+z`
zeR|1pw8D|4%~z4d`Zd)?8$<p5c7{g!`u%Ll26B3Ow1An(1Y8{gRIi*-0^|Y^FHj<n
z=G=zkv$Epm9jyREN&5PgDP##0Up7fey0pQrUXCnPGqY9oGIgL#DOnVkoW-2$3{<~A
z4aUeq-Yg*-s$uE#htKT(Kp#&1+Lh3dxn!00J#DeAO8EAzYdzUmT}w+V4Y{_y?$SoY
zaR`9*sq@k^aQSG|ITZUl&>!t#<Qy_G4EbX!$-IUa-Lj~%A}v^#RaSr^;D-44_zr!B
zyfhIJ5q<`XyJrG!8>&OH=$pwk@+CgVC9!&bBDu`Pk1G4Ef7uQRvO(anz>%Ly<ddbw
z(Cz?ifbGE*LlRLy5P{!lSns}E4ReGQ8o9ZhFvwbI<*ToQ?MK;#h3`gn$^lj6vm8p}
zIXfBanI-DP@aYz58@Pz9tYI*bZ6<FamWk$Mb9nPJo#P`mHvF*m*24VEmxhM(>ah8-
zO-rx9{yLEqRltcO0YUJOgC*wTVu;Wi$^QO+vz{+ZH=DBP<=WL)+-mgEk+)Pj*bhSr
zc{(Opd;)UXWmJX3Wx;0?P$O?p9K}us1XDyDXn|W|T`X!d%8HRj7^sPrI#vc@HD-B<
zmH>2aYr2dDT>T?39)hKf$G3sTlLARq?6D6;2kzIdk_}1ha`QHwzS-H?@!m+W65A>G
zsnhH)espv+=LvK0mSX7Z@Ap}W;J|X0$Y??2x{nuV-l3s!1Lb|J%uGq<=1`tpEmgtI
zO%TjwF@|-V4oMzRL@3m5q=IQC_G=iF{!=lu0>;o1u{SdZxGQ)!IQL;^fNjShq^nA<
zC-t3Nz_1Dg-gq+vUYOtnWAQZ};(&W@1wa-P6@cex>FV|lqzL-#7T0*%Cie3|)2ECf
z8JO+ILH+s$ycmpB{KjWIbaQ#apQ2jqA?i5S1G22{=D5FZue^V2^cS(+RLOb>wfYaQ
zg9Q-J(!frNjEYK;g`i3Uc|TlFH=&T%2W1QUe~g+^b-25LjDRJj4O(6y;Qhzz{Sc1;
zCOn|a0l1mPUF%iZ-UXby#aw{j=hz%@1%SDN#(|e?=Zg?XT0L~#4FO>B9|$vbiEY+s
zMHb9!+J+u?>q`VJ`jSLoT)ey+(Sk!u39opUF><tO%E%1JR+9TqKjcq?C+%oK-Kjkp
zl6=g=vkvlWZKtSo1IToz;uC!t(S~x-P2ZLvY=6|{rgzhVNN*i0y^vf&t|!08&Rgto
zz!<|pZoCKdoRSbPghCEeOijUw12*F7=GKW}_<tIHE|A45E1d4lXgv%#9Vxcx|HeZd
zRJ&ilJ3F2sWRrl^k>Ry4qvr`w>-IAP|D#TaolM`ILgvSh3(o><Yzm*=Cs_d$%}L7%
z(3duAq3Xw3Pfb4d3=Yn3*Jk-2t6+x%Dc_)Wg8_5(d@b)LBc>1vHa0dKipP&1=Ku;&
zwO?Gb@C0iF=qSn<Mg4vbz(ocuD+oj7z-ju+WMLRovZ1GL8d6(ZJF2#}R%9I*1C$L{
z9-zF--hS2yM#rJgYT$dBmXD)j304OHiP`Z05UO~OKrnmGqDmtae*&ZhO=2WmdpF=>
zIShvaVC*csyv}WNzj6;m;hk+@E7iln?g6i`RwlHK=gk_G=sl7^`7#AE%AwE0&<T0&
zgiI$YJFzk#WCFs2@A%{dmISvxH)b$%a47z(!|gEZ*gXuJE;EC5xC6{4{?z*K>H#cm
zcrbQ##>8pp3_t`I7KTQ`%Su@32{9%dJq{-AKDIs@%TsILJmGhkt(-SP;m<~M+1c8*
ztsXr!?H~*UH+S;*fuJRp^Ta#tD&6x`yAoi+l-909iX13K-+wMIk84y)69lR$p5c@@
z$n}EKQl|jmA&nJkaR5zO)oq3Z&W4JHhSf?(M6m^XV&U1)xVYO!Wg!G)Iu#Ag)K%c&
zQY%(E1a;}qrAo#i1twX`0bu!yd}9DInwmr1p1P>@!v}B>^zkIQ?9CT|FR|hq-$h^`
zPO;SU-SQpW_om~)&I~n=qvGNSmVhu;nmUu-cMI$4QVgMBWo5nD@IYxly^lA&9;5KS
zsLJEA1XFPzYvnyP@1fvrJZv+b*Dy4sciS9VUy0(&lMf?v_y)I4O_B~6`T@6^TRnPh
zY&_f(&oWbPLCg@BKX?T;hPLVmrz}3udh-U8)%w-;Gd7Ef92$<)W8su6|Ab-yvf)4v
z+$unlbo+cY^Z$il=EHt9$^?pXD3FrJfSFJc;(-GNhs4Zk&hpjLx&qGUyMa<53~Mi5
zhu*YT1HTB!9*q8+<l*L?gL|US<IZDc->9jn)y_LcMn+P|{VUYUH!MN-_h&a$fWsv`
zc0ztvBT+Npw@<D^?~TQpKjq-CN?w=j+PHi7F1GXOh|+;T?4s*TaX|rLTsP37JG{wL
zlatjxXs81z%qbV6k}))?4#U_4ElKh-JZY`cUAojA{&LBMOHa;Z(5sB|$+Ae^%#uC<
z+5!Wx;C=ul@KeO=(LrCVLXp*QCiHO$7&@$t;jCehz`a0Yd(kp(9eL0CKfYLm!>2dU
zv14;%&CBNjj))C|1F=#+$+#b^a6UkjbLBhgHZ%Jzk_{Ds69=3y13RZS^wm)}qxg1i
zA_f_}K}`1c^kB-K$IiH+I!A@5=XqFQHzSuJ;Hsh9WBCW=`>`&8*JJypS3G5Hh$91#
zV3HHp76;4wTlJ`-#HabWxs^W9qL4nz3VuN4Fy05otp>^K4OFf;xR^^|Ab9yb1aQt7
zS>DgOQPbDcgH=6DcL4=-wr5~qt`J0p^PEff$lTmOoGhxgUjjOnIW)g9m<F<i1k5p9
z2dB)z!9f7raDWnn)EZJ{S_iY4)it6Xkl{^Bkdv_|sp;vBFu2NSFmQoXBoxv?ZNnHI
z+<KJ-gF&b0Gw=~+ReG1eSD!VQO_T7jP4fjs3mAARDk^CV4J#`v0kLI2eqb@-(Mx*f
zg7Agvd3j0Gfn)yYRoyn6f}KW!K+pELMEzYIni(H|i?OLR%I@8{a|o7#;0LcQ3TH(9
z{*9rw{AOK;ps1a+;F3GT9BTOOCjZQLSqjlU=H&d5n`@qR4y&-z03h-znb$$^t12s%
z2@tZ9YJAkUL&c6dsAno|s4<!yvt_#4b?@*n!L-u}KDd}<U`I4xtVD@OdqUUCkq1?x
zS!srs#hdlHxp?p1onN@Ist`mz1YMpm!u+vbV!p-}L$CQxuux7d%=gwO>=&B<go>;F
zR8}Sp%Uu6aYoa$B$pocBWPMobWI(3dd)6l3<mvrdAVj=&48gkn;Lp{<vh$wMd*bS0
zKOI1P*n49-O~Ju}Vj1c{0M-p3AxAHcR$UtAr4Czg!P=G?-_Wi*<YDdD_F0*0$(W)j
zq_zr}<-842hr3z}X*e@6E);N$!1oNWK_p|m>d{}X&THf5Bch_r_NL1)RQtledGZ)k
zaAKfhEK$$Y#>B4oDs*d|nSj5*1mNd#@EY8+<$|BFD;SgoCN!up{cL;m(iTty(AM8O
zW!ro<4eB*|HqEWcen!9-K;_1pYF2tx3|S{*@}spUe+sk@1LVdfRvMu*Bz<mRYiH-P
zU$+T-Y>YKme0GcEehZKrLx~zPD)RF3yFyPT8Q@iXW^uP~->wA`srGDAAA{vdTI#Lq
zu9|P&wB=_7_O10M)&U1i{~VYe|8o~RD3zAnCB(s9O_A~uz!2aRK%W6Nv+(i7VPwMP
z$>s^LLRVbt5E3PZU?f2aB{pzw#Xmh*%);!T28b-M+q*DH_1C1`8!=<0Z-!rsn6-NV
zS~a&m1!InhXHjwm;c>F`iM-sj^EOa3VZG)#1qI=l8V`ilj&`>#4u&IP>`)?V_AhB^
zuRwzU<7>^#%#bk3+-Ofp1M!KWW7Cy3W9rf`&gZ=tpY6`MJ2joX-(|sff+7)<zJLwM
zf{JbdYy#CxsT5$Tpw3Dm{J{1H<2XI(3%Q0Zg81aaM6r#%{hZCpCO{Chwpjo$0w2iu
ziy^Pit&Z1vF(3n6CSd(@0l9cow2LZrS?w|rNy7{jhT<JvBOAd#xp{f}$F2xeB?xr%
znf|bc5Us^fy13;04>lEocYbre+$wKiHXi~9OY(w!0EK;#ubzQ%Za~er3#k6Q&CA<N
zA=WlFlo+M~3Q*g&d!&}S_zU~FT1~7K&@!+st}&ZOXEd8CMFTG5&?k$!Fyr^Xa9(y6
z3u#}b`0sPTTY<>6FJ3*r?gaIeYh`s6|DWZ{@2RP@E+a2!BG%T-!I{4(HEQY@FVuqV
znRN?21$Wju?HD)!M9=&IPk|OnTMeeNVdw@ZG$9kVcY(+;1^m!-d-PYa2e4H!1Y6<d
z%gEPvEb=}5w|^yf1YzTb3|dly<^pKVy_$0$Q_CqYFRvOZ8A_y(^9Qwc1%%DLl$4Y<
zdy%Mt0abqBJY&>-#ty2~S&Ta&F|iY@P17(Y@S&y@eFi92WVU?R?V^b%pik71^jJ$T
zA2wqGZlqt;pdmQX7_qZ)tr!0Ojeqrub3kEQ0V`Kn8#aq(Rq!=m$en`zkxudZ_~c{`
z45dE;L?8av$qO#yx~9zUy4I6{C@UH!X!x$US>x}BI=9-d$=n6#LHz8_-MjE=9=7dg
zS|JzoHQ!YdPQxldgkGKPcEg;YgTO?YT3A;0a|RMf0FYgP#0YQElGASIzQ_5%9mxv3
zvhfRJrtez2|4ikI8a5&2gi)Knf4h!rDpkoVj4srpu68le0%ill=_4x{F>O6C3UF70
zLXhyTBtKY@5z@y!EWo0S1~So1h&DwgKmxe^m^hRi{K-L|ny$X7enR>ZVgPzZEcc>-
z>yi-Ch{vr0F$EqarY~p-UbsL8O1N*eU|L%aHS>tHjn+iaG(n~RUu_gKFr5P9T>by>
zsFZ@yWc4LL_(b%t&*tYpQU1^6g7Yxp$z;V13=D`2zg?sgz`mh>!o{`zmiE6_tD?%w
z1<ETb&TR}+K+i}rQ&;c(`_C}A<EHh0EgOl4fQY-gx&}^Fj9K7ZNbc3{?Rqv?{I9h$
z`uxoAb5?KKGt7x%RepQg8uPUyRc}`E4){MFaF{`ZjY-j3qRMHYwdOA&4+VD12T`*j
z73MdSLI3b0I8HeN4V*~GUP&r(sf;qlV`hth>bYEemV{cBWqk-sj@2-#?Z@MroReFv
zT(@stxl7_m_jr?}Q@AlIJ?2?L?xL#9?R~F9-=>bv&gCO-%sos9q+!B4I~dA8+Ff5;
zfRIf#CM{MP<^GPC72Oyu&q*3r`5Df*sL%cpOj@XsJtoIoHOBF?frO9yPG7~HJ0lL1
zuhz{pN&IA`^iS{$QzQru;^>scz3xYFkWS~rl@r{z5{W)YUN><pr5y@bDhB3ty@`D7
zUQYVqT?;#&c<M83RoYx7Zgb8I<tnmni=A3DxdM<{tH$r;E^)I)mzyify!x-^VPiOy
zI|~^~C#QFF4Z(^=gfB<4{-Kny)~DJ%j|05%(WlUM*8mp&>>r`!e+dQKjFso@`FtPY
zvwew^{_>fh_6L9Y$C!mpqAuH6Oa~j0*v0ov^K5|RcD_-aaf0l0V1@G4FQu{V!N+)$
zUn{n6HV;d|0uf-*hwWi`OndM;H5f8knWTivNGVJ-?tEK>Dx%^$CyDRH*3IUOgp>6A
zXOH#zLP%!@SP7dr{$T#2^h&F_Dl6MH)c|4+*V`QQFqP#9e`jVs2ZK9zJ*3D_OE%ri
zT*dH&A>%Vc<d=Xk6&=?E@FUO@6(fT&v=A`*e_@Fg!%6Oc0op2{r*<1t^|Y*jLBJU~
zy5Z4zSG%&X!T}}%W=RAAt5I0^D->+Q(_vbMOMCshMWlo$?WLAj$OhLVTJ>B<HJ&KG
zfKS~g=)OsxU2GljWU01$Q=}DN;MdfNv<PA$vq&OB;WyCr2kt!H&sITax#b@V|4S!t
z;t5;k^VSGXMck1t%a9VrFUS<F)vb#yA9K|Q8ry0I|4s+{aLXA%0PCQ>NC$N@_;F*l
zj8l5(f>)*!jcM-v(XIFl3|LUXgWyCTHit4m&Gyrqs(`_ZQ_AyfPT{cR(^GebfKyFC
zKQH=?QEh-Acj1yt9j2{JYu(}v`7v%B*}k>3oBCp|86hr|MmL!7aUx0ir73omQ=n3(
zJmZH~YQMU_FPooltD*Pj3v?@DSH9Zmh}iMQ2n*kw?6?^CcE#VX^5qU5{4US%m-WMr
z7ad?<(PZHVyxmvIqfFd-yT8^xi$*Xml6Ky2sadkhsUp2ky&5ij{W|*AUQ_+j-XiX1
zQ09H=6~r#;OgVZK3jNe%MYf$x-(*~anNP;zgmYP1UoQb%=oCRKGN5qp{FTPugVpeX
z;<&~;g{g4BSH}7J^=t00U)YBLkzGNPQA=ApY{q_JHSpXWhuz;zYVo~4@o!Qs1M-&e
z-=4Ut-v{46JSln%Ma#O^FB$k6dP_=6hG@Rqx^w3~-Rj>L9&hCDN?p$qHzIql=X@>|
zN~HNI?aYa82mRx}h|)9*#7c71Hobp*DpLvS3PA$J$JD9jysMe>r@!?7o^!TH+hdh5
zA^Gz;Y9`0pDRJzg4*B#yIiUo&>r%`YMerx=XG_c8${Y!o`7+Y)i=PA;1%gy)5wqvR
zM)SpW<32MrHBCDPJ&Z5_x4wwIUSKx7d_-YwSna$l=L;;0)En$*Mp=f^ss7n2yYp8D
zn2QTC{fnw$rDUoeZla%k`}|V=Akp{8+t=7v^wxZgthFNH>m90*8&82s_CM@`5a>#&
zf%ld8-1+hKAFd~%@NGuhTI_XbFJq7nx-Bq5AJj7q!sj0xC@s#V`ul>dw9XMiw~d-Z
z_l=>d-QA9C+v6_9y;=8e<NnYa5W7Bqge<SvKD}ZQi`yE^J8^vUR<GIEbTm~yyg+@D
zl-ikWAphc6``=AAvfSanXg<`y8S%*2Eoq1~Y5zO|rZG$&1HzU(H)kLqD5wkkDbYoL
zL5$lDC@J=j`ucjcV}i=&(vp&e_2xD(UB<cgtZ8Z&IWbKViLGY6WfJ3D5!+f~dUbHI
z+vE3&pY_+u!wYgkz31-=3OvR%Cv2XmbQiwh->~I;a{nhK!vi;=6Ua@l(xSnjUrnyr
zZ+x}{5=H8^=DTklN@3~=xyV-?rWb*FDr3=gc%t@Q>0e*`<y1g8h$i^Y{t)r_ButtF
zxx)P_crS>8kf}%9frNhOepIiG(v&+Ddvw=GKHV=-8RcVfjxX*zwTlc<6bk)Kc**Z5
z4c@E#nT^WXd35JB=?4+h2zE{Xxgzs9iF;En8S4~ODiYB*%hWBvT=;7_NDK7fRGvRT
z?PB!)L=nw{2M;h>3-k)KUcdgUaqWB9N>B&13&brz_;*e>o*pM1e(;7y%l&-j)F$hw
zS1M9S+PSi~IoNlja7onO3p6^C$Z=?qQ=Cjc?Is9!`rY}v<z2hq;kkyDRug+D+0m^#
zcNDnE*uICpu6b@-6ClA0uq*4^SGt10ZP^amR2S0ySABIHR1V_>zP1wh!$u#g%$^)B
z<{nh&z8%yF8nNKmO#1l%u@5FIyf+P|u*kY;`FP?aubF}OBzn3cky0+mNV&b~z^oQc
zKU$Kdy5GUXxl_Wo6keb>Cdp-U=_vU7@#iQ14_jyX5M>)}eWX*myOAEca~Qh2Vd(CV
z6d1a@ySqbDT99rel#q~??laGO&d2v(xZ}F^UhB8l4j@vZCL?xM%5Rx_m24Bj^eZLY
zML78Q!Je`p;=Wa-OZ6<`BnuXAuW)xa3ChpyV&=m@jp=2jT)udyBnIV6pi~tSCIz|#
z)KP#|oMr#VBYD}|cg!|tLfzsYPXEUtVbovrnQ#aS3ifQ-G@TA)>MX_o{u@!E7fp~m
zPw`ITNgkFXtC>w`+FrQx)z~#n2;doK4lLpcYotSSP~n!ZKwT1&q}ZApVNLiPgpvC;
zj|78&AjOAnf}w8uQtLz|zwky61~3=;h5fF;5!&=(JBT}rHd*Yft$Lpg5K`_-u~kHq
z;RsY(zIm*d|25}B@y)igV?ATunf_wa0!53N=S52?fCCdH5a-x^dgSbR!Rzlpmhw6+
zN7J9%N6&6s0lTnkta!1uzaW}i78KTcdL#BG%j&L3E3@N843F7_Dz}6!N@<=5zg1xf
z0XtRiLc)D3hQRnfu8+MgUMd+SlYFpFFw}TN9^_p$8vd`9J6&%*UUQpO9oK`>fH2UH
z4F;W<3j*a33V;4I(9rCBUnqbY8P1)#P$TWaos=LJA=c^;sr5pA1R0-1$}pNi150^>
zgFH7+9}5>NbWR}z2NlOPm$Mr`4G{qw3x2iha(%%SjpI|tnGd|PLySZ{BK0@et~Y<&
zD1!CpH9Gm9jKyqLj(vZyQ)UD{9$v|6zMavOY!isY@?o#(CA>x@Oo_ki#Hk1iR-OwT
zKbM=ON7AqMO0Qh?5ns(O!@Tf3nlM+q$|;z$?;tp+>pC*DOUq835MTw0e;Yd-rb{@A
z>68BWhW}f@kMsEO7Sw+FQfrJhilt6oT6>1!95W&J_mxoN>iZ#ZwSI)eMfRRf^Ya$^
z!Z}$qVEL=*hH^@o^e`pYhdeGTRA@8IUKso)$evm2HDzLCL<aSzpg-j`v~G5XT79W$
zX(Kh-wO!CMT@b1`9c}gS!$3)nQvdt&|GHceXlbsctLp*vw*C{+0~P;y%Q7*&sZhm9
zz*oUE2ljKQ8zj;;(Art5HMYTEy{v-@jnGQ?5QFk9?Kx2qFr(r7gjF(O-_ANiqp~ET
zi3a6QyrKNCD+Ft)@Ai}O;vqPnGsElR{mX4+;RF$X+GUQtBO+t|uPy|SUNl8_5yT$_
zHh5JzUo&o1r!2qi+2F47!a*V9oW2y5iEN(D`;TJ)xM=au0yEd+C0WWNYzC5lG#fP^
zrkv8YA24{u8)(l%w=I=Uqk}cM+ZQ{28*Y607t8XsX8j9TEBZ679v2xMS+?X*5_;V_
zI}F!*5DxunU$mDkb)8Wp@3Q>unRt@GXPCQ?=fh9*(1K0qEot%FsdLdkXdn5XOkibY
z^`DmeUqzFVK>#iD|Lf7dLM4)oP4>S3KLTg_;`I5dz<F55SyK&;0LY1n{!wCdDJ%YN
z+P$r!egwZjx^w&9Y_Tp29IDj#!AFZ)6`>X;QxIfoBY0K8e7fYen)80CbY+yF<kkFp
zYUbOWILOun&j%&TEA815he;ku<CraR_fvgIF+k!8AkEbEU^x}-_TR<rr<irRp}JL@
z`-!>VK>pZYk?3W?R1KEe0LqYA9y8RHK7)m=VF2*gGkxjBE}OAzd+(KTS5pQ<D<=h1
zhckv)#PW_WtM^N9Z74pK=-pc)32koSJ@K?!JC%=>%sB+w*qeXpZyy4<W=~LaK=U#j
zDIVi?OzFH2@7$49t+*X;>m#OfvfFetQ1wd?(@c0{5k;<#CYr%??~dOd6?8#`mmDkO
z$<TE93o902_8TdSv_n<ZVt7hVQAkH-U93YDdDlWLqUV4bEU9AfS)3g=08j(dLx2cJ
zR99a0;zMbiFmgGIfOK+6f84ZZ*qgGPxv6qzyqX;NPj2ZwNWU)V5sAk%sg9K4bos6(
zSWk66ww1_tkw~hLLjp6xEsqcONAlLs&HbG%waJ!&*H~;yu^8y_W^i79uq{aBNBSxF
zoNZTSAnvBsZ|5{w?lp88Z-57Bv}j>(WzWrL`!?%<98#hA_{Lx_#!@ki-xqz7FLAY>
z`RV1pyh^I__|0cdiTDUaSlyX8@_W-Gu>x9yWk9+0^#YYIx3IK1Z|{q(S-q8|Nf2Ix
zsN%Y)ZZD2SfCnnM2E%R?s{6|vOQ}V!%X&Vo!}sOROZzh=iiQ`+te>)(k;-&%CaM}Z
zYqM58?W}VCGT{^|EW=4+%IXRJ6=7vesC*V@cVfdN(AErkuf$X7+vUGcvg1`=8W7E`
zP$fuN62?`WO;}T<hye&&b)IOwH)XMD4isH@=`K7h%-R}r+dh3wIOX26^L;i(H4VfH
zJ9!^J`5bGn=kd-H_YqChCI5@4@Q$uU%p+}@SWjq%va)4<w)F6Z_}uX=i#j?g+r{+I
z`xXOOLFgDWVK}S%IadMN&|LmEK5!@W;U<2VXlhWKRC*9H;0;&s_tDcmfAFZQmh(tm
zsM7PBrB?}Req6Ver?=LX^CBxn)kBn`#`r&pOgyp~<(GdKar5m2%T2Ed7Epj=Aw=Ep
z8Q1YS2xT}pptb!_b%cj6|DBbb@*VA9%9v44YBf521xvp@`+E%z^cn&q(psI69KAki
zL%S@WuiFiHTQ?t@(@mtV1k3W0R98N4sc9knO3~JOJJCip{R|V<>g2xC1txW%d?K+i
z;o5o+V$CQs9jK<&Ixl?~93=wBuch$(qYyy)V(W$we;*{*MIU}6n=qdDeu7dCeb)*9
z`>rMam0$UWZWL;Okx80)EcfhHWUxu3vZC+r%9`J7YG8lJaeG&Ex)BK;Q0$ju(f~9-
zpBL|y5~sjcO^{g4F?Yo$iQUs*dkQ~;COh7Br2%zA`%CIA-R8cY?;@knHu;@U&vdG$
zwW0KSBQbTY(!=5NA6!$YWI*>AN9$w2*lS7q=F=}d!lOja&3XSfs@g~FgDRwa^)=G`
zLTN1JVZ(nR;1{0e{ee9n>vN7+qKVW>wA20ZvmJf9s!I9gA0$qJGvRtu;l?Q5`#|}N
z9#!hku0al8b>`ztPNW~CkNP=>244TL+-kn>`K8R9Nk3VYemT<|;}L&EC~!HE`|3fK
zu;X74A_=WmRT;jVIjS-i^%m!8I*VtNu$`#C3Uy?hS9N0`xIVVHA}*+@T}CipwK*0k
zY<#8|C>UdPo)U~NK5x)#=MN!D@NE+Ef<)n<IZG!#Hc<pKteluiHDCOS99LY}QL!bd
z9eY7QysMnG2zFp|(bohmFLE<I+?PACzy4*T?o|zhmHPd5VppYNc+&DTN?+Hzry0@j
zhSG8K>#g<gb4S(_zb@{i9L;-2(3J2A1E}|%^8nH@;1htBsrfjSyOAmp=~Q_J?2{xg
zdSEtgAW;ro2U<E~+sB|uM*_7f5v<04m`l3Y4vPD8_s?eT9OXdC43e>J{Vb$E*e03^
zx5~eE#aaoYb>la451`tKcoI|)fu4t0Qc3P<D8|2n^jFSL;zO}zBHOy1s~q1m8c@?i
ziu)m@^bf-<(Ks}#X2qpBN+rABobHmWIcP<##x0KEy;uKrWQHUPAg-qVB0G}KC>vIJ
z#MNB?cc+VPc<FqS#_lIDS#e!Z{ySWev;5_KHpq6+AVAaRcY(-<AK1o*P~gci;Le{U
z=;sjjY(b)6&>=<l*46Z;(yL)D3d7j^*_Ap|jnr^TyQA-4<A{E*Un+Ya`>r$9Utc!x
zdS9p_-e-iFcqCoxBfo_zEdAqpspYdE%aVQiHC7@N^jeYdEdy~y#W!#2M1|q&oU*6e
zr>uCQXDjvlQ&@Bq5SNJv=IBjip0-lTThg5@EK@KTlS)SYD5+q)<FAINvTQMm+}N3>
z8W6cDq@<`+y-{lsin>wf!fVsY@Rl&4BGOB>d`2@+VkG+z_Lr8Ve)K?14IKtn3(npz
z@=jC_Domof)EBw`9rp~}>0jAb9RX{J{G+cXOte>i^9;tC9S{RH8_M}T*=udQ&(f3F
zeQes#@sT50N-lOW?$Fh&e(2wj8s4b2a}zqgYD{MOd*_v!a3m@9i`_Bkk0vUIaQ(E<
zxj7sRQ~!+)SK~l-MtM*`ZC{pXIuVUz?~0Pt3T;(DAm80=j%&Hs&^{lII8#Cz?xL%w
zvoL6`pb&VU*a+SWZ^RLJBtmr|O}vDUW?hpq8t@EYabU{5gw1v_{Q}?(YTVFEDZ7IL
zp23m7QbHOxAGi;Hxie#wTXp49*{jgcWF~yFhNGu+HCvD_d+wa0g|6!8_^q)w!RbV4
zXu<pNy@l|DnHrpc<H-k3eY{;<gc{Tc_E)#J6Ne?pQkeT@if5Oe$G>#=R869XU2zl+
z6DhN?PGC$YcC{_t`BG_fyf~sorBu$_n@iqd{HQxHlkbF|mBngQT&#GuuQEl%_G0YE
z<G?Se*NxgMVy7G5AoRcQA{oj@LgEFVar-X%Lmvvloif_%oGOl77EuV5WhaDFwfu3H
zV^SG9Q=`Nc6n<H{k6UV9ZL{wBTPO3{Q{9>_&$W$6x9Jb(InunA;c2K$19@Ev6DsVU
zP$vuX!+w@yZc$LolO*b_0EgjzE&TI9_!LYIvDj^rw(gg}z8UUDXmSJW-$LHTi=ca_
zrWPm*d*L@{?hfELy%);^-mY?O4bT<oaQ(k0@UBSMSJ5(~A|K&ts=fO=$TDhD#N<RN
zKv<t?N(@91d6h~Q6R!w^k+=#2a91Y|$+-qx>5rk&V;VDm_ZX9dpO9~!5bMH_z~ml0
zxh@Y$p_v@gTF$hW(@LR>hh~50^Sd0_$F!PW4`TE<hn{3@ezVn>|JFP_U!JCbDNtQm
ze3`b+DP{2M<0M#aIkEYN=s=?9yF*TPJFy4tO(9ry!LH=-rhL>ws4b_tw)%H$;TP{{
zhKFafiiF)o&f21e18k-C>i9o1F!l@9!r$%-ngYLKJp?&d1lS|68N$+ex2K3qMNMl(
z2I~Vb=+#3H0{lcoNy4_4NECly$}DY)!PyijZ0=idCNcp5RXuUf5;*b8P4;(pWwU0G
zbLrwARBJ6b8G&dCz5@T?nNB%^T@-@#xIQ@A_<O*b1ph&y=)V9-m_<wFAmM$un%`y`
z`l8*)D31vq3P<1%2O($!EVN#_;!h05pNTP&h*eLXdmA$?&bAM~P*l>9C&aLKQF#6E
zbAP|)8v7^+qc!jk4zVXZ%_H)|?_d`KgI3CuxdizBEKprZimL%(3_;u6@y{zu<)c1b
z`3S7giq(ug4kxp-3I(M`Z|ka3N^h(CS*(Vqb4G<<`6|2fhZ=8E^v;pl>^=uY0X?uk
znnk1Nkvq1Zh!AGC!UegVDsKbvgZjmH5YQ(k;sS2bH_45TyfBW$>*+dLqSV~D*(ii*
z0BDLOF$Q1Bv=bL_5*YtHSpYE4w}sv~4E~hwE+jUMAvF^om<hL2R`d({FP=Ut@n{X*
zWJ<<L4m8hsamIW;^v1o#zg*;5>xE4yjMG@VC>mjue@^|c9@x(NV#_nR)oD7~HoHwt
zZ$GAYA$ueQ+LG~G3)Nn734THfrJE|V7_?&gW?naBUnR5iuBr(ti5Ugc{mF=w>)r2$
z^G{0gB#K$)R}*>yrW6FnK(J+Du<EZ{{^V492Hlh3Y16m4l84x#$#-3V@ni;djfN);
ze=&|OE0uixXraS!hca${K9BK-U&PetDD>y}fhLKr>f;m%Y5|b~r=m?rKaQ|Yf(Fu@
z@^KV&AAmN?t2Zf2Lm+M{Mahrm%G5w_k@;)~HzQ$^+X2zU;uLoU=dQwp#9tBZ7I!Mo
zE4=xFHoZ}+7L}Sl+~j)>oP}Hj?G7Je783~Os$Qyc#=a`kdGhT%ACPVaYRoCr$eq-f
z$$6H1JPkKD<ABU7{Yft@g3pZ-?;tE0i@eRF<vgH2i{x&N^}go&)~PwDi8*c(lcL>q
z=ygN1L@+!)>!b=Rd?!TJ{F;nn3g?)Ilx<Aaha1y<Vq#kz_#M6}|Lg?i;b3~zcemy}
zI7K1|Cg`!$>cc-6H91aFIli&C;NlW4_bmd}Y<(ugN4QV&NK%jMgzCl%Bi}{~+cVNP
zF9|*o#(i7oNVJv5FOc14JdUpY1_tjf{!;IB<qo_MC)XXktNaY)ccB)zMxr_4m!Jy;
zbiy5o^>N;xhENOFD$f>0**kWfpaoH=DL&-^g$h@~+J~+8)OL@m6F|c=MuEg9GAOi5
zL2+tNxc2DW@04hObi?nWfY=rv)6(JJuqj+zZc4<_U_iTIg`5?JVMBjxUQfgDe9xJl
z%$F>2xlx3B@T7{(@k)Ya{A9%;{Z{kH>uyBG6LM}L)98@~O7J_vL7P<036Gzc5Ru0%
zK^tXeF~2`HAK|t}x|&s5+TNae$8t!6xtvevBjG@&CpkJIx-7;JXBS7zdYh(E4=qWp
z`5U8}I{Y5T+cKTXl2hnE{HUMGa~ha6*hbZJM&TO7p{b2B$8%@=7tgZ_$RAFuX%CcS
zfUr!)36L>+pcgbfO94!PhYk|_E0vAa!JQ4$(HbcF!GLvaprI>@a@!xNbV3PJk!<h@
z5z<gfguccTPfiFOPA*nl4FH$t4w@A`4-`-zF0g!@`T#Y&zIDiK_y+H8jQlBgog7f5
zZNGjy)3?vQ<Hdh}A&hWnDF0oO`r(p;rTAR@`uJh(@u+}+#5o{&1c_a8&58Bv6FJV4
zSJ4k%3vd6gy2z4_hQ!I*wb6A3VLJK<UjU4x^lXtOg7izqbI~(~*VT7~ntsbd_COIt
zFddV5irc&~xeCM9qe7wTBjX>-USioGKiL))WyX#!L?1BRa%=`z+y(2d0dAeIC)!qm
zmSACCN~pOh0r{bcBLI8jAyr<$nh6?IGlPz1Z$Um!xGf{-jfX~&E!()EI%0@fYic5E
zKY;gSw2W)G@IK43c4>iYrKt#TeEnz>#8?ybZ~nLqxGQ^DbWjnx8m40uez6hns{=3J
zXGfI5P7D#(k1lo)T1kB>(tCU6!4HOU+Qw;<VNqMq<fPz6rym$*-_Y<SHG8~oa(=sO
z4(J0(cMh60cdR6WO4Bma)w-={=}C1puJ<D0|2o*JA-H*SJNFQWsh6um1S@R#L5KS#
zOCM}r$mwergI?%f-J;aczy}^t%iQYS=wZc&R0Kwm8eb7puGK&y@cP3=&9GP3giS#o
zC--&L>jvJmvZceL#*jI-zvyg1ynI#B?Sfw_*Z$uRnurS(B3(3lIuhRV-Vl}l#P6e@
zC=6E^7}VHfsqovCqJBT6oSkb;q^dW&pIzKawUz&L%fBT#kpTlonTxJ?Sp1Px`U>~Q
zCtql2gc~1;O91xjA4aU^HGPpkPJWvKB6g+T=jt1{#*3G|e3^f<Tcf=lsLd@z<J+lY
zT;%r;`?mx|o#9C?Q#-;Hyl6i~z{oEXu)Z_VK|^QXaySKTtW&s6M+w$q?DWJ8|K`>8
z>`~x=3RN=Y!<xI|iCCFICwG}8%ny^VOPjA$2G**f*|bfLCdxU%7`dtAP|W}o&=8VR
z`K$7swlaB5JTvBNdYx|&uiK;Zlkpa*O$IJDGVarpO-Imqxz#e*{ahe^I<bNJWZ&8H
zwOtr75}O+S0~_!<t{if18dI)HR-KtB0k2K7xC$m-#aO%?>PWS9si)%epeX6UUL3V4
zDWe};ndZFL962a2LW%kTXG4%xZ`LVI2fM@BzRh6G{*u937>O5)->NRT49jyY#0$W$
zMa3k}U9(3o%0Z{g#<6AoBz+ypB<J?;-#1$Mo+sj|^?V=ynYTEg7vRZ3w}irj{)Pf6
zmO}RZO1|VqYOz&K8?)x!2AxmMpCa<-MF4Ou>TNx+O1C#5C24&-vPqE!hrZ2LwD=+j
z<ZuZlUc$Ek(G-7nnENZ5<?l5jRD)U3(DT;fR`s7boQm>$r(B2UU*8)pW0mZV#=aH~
zlH#8dh5oKxT>F?G-wQdhqzCVS)@y=cD9=Nz!C-6|ZXIl1!MRrQ&3}98Yg@wN2o|b0
zW=Rz+4O9lEVfNbcy_XzSvI#@aYl~IW+5#8-gcpX_fcsD1N`J0h?kgeoT@sR!<J|k1
z&MQ!QCC)JZ{536W<5c31N(?AZC<*q<ZW1CsEU^OOVeX~{0g)KYdAg8S8MvSS;-m%Z
zr2cz?xmje>s}b?cJuH@+7$uCMy?B5ZN_1@vSTM#jx#cJOyiQc7aPnhc3m~WsY0&h(
zUu^nJY6m@D1FncihEOp`4XR96rOsM}{ti6k?3em2z8988&vvT!bw%LM){p$YT`X->
z`1v`E6VG}<pf+?`cK~#tY@_x#2uf2D=6-6h@+wqdwMKJJP0a&wkBbr&jat!L=%EtJ
zVt^WvaSXdDJUB@0Mdp^i*w)Ev=}J+dd)*T44pqskq?yo~ugNE+^e@h3PL_DF`k#Ju
zXP&IaW8l+sgwN$yJ9Vk}z}>MAB-#7D)+Uyxw*H;jgRE8>0BK0oSChL)mc1J7yl=K#
z2A%(y*~!jICN#-W?G+AcoIRn8e|S{9aVeDUyZm$`IE(dog$s^nV+yz6{3wQ!oEATC
zC;O`d+v(M@t)2TD<&em(uaeDXc$Odj-^aw#eF`Cd8dT%)_n+uPKVq9co<(~piN_r~
z1%tvXaP`~6=kn5lD;c|azC0`Qf$wV3MgN-tfl0Xm#CNebb<Y#ZBYuJ%s|h2nn+)0e
z&+Z&eWIgCX5+B~8EsS<49E`jV1Xa>r6Z`9Lj3*v<&xA%=b6>w*xW=D+!=O|JX$L>!
z(G49I|B1QAA|_|jH<F%N#7vs&L~E`fh~Ws%R(Tgnzm&c&s%Gyfk00rr{_(An0o?Zb
zq{-v`Gm-r=pe-STvNOeVFIgn}mbkA}9>~E)eX^2_el(xk@=X`UauoDC_#_ZoCN!CA
zVG@WQj$W?1cLxFDa#;8^bdf3tQfK%>1a#h8i6S?EbA%xZxUvD;a8BDlmfrvPwxo8a
zlvgB6(F|4MT%&D%4P7cpv~#XwSi_;ez6c&Y>L~t+UbS+@VNA%H_wpe=_a$oTgQeFJ
zlU%LLN!oDDMGi7=#BtzfOs+^Pte-}+5gw-2nvJkalME4g0eJT9-vmX7@2j-%Qe)0B
zH3GLtmvl$;#9E>)dewJDH>es|3<B{iaxhA1<G_wmS82uBn)8#S#S>u*<^1;d+f~)h
zQBD_EXgvHa_D|zPq`7+dnr^oj@&;0(9IOUFYa_8oed$NLH}nW>3nL?ZWVpM1yj?ly
zn4~$g=Z^C6RNVnkht(i%3(KOZ6#^fY9h>2D&{BH=o-E6~`}^{yj%+L)5J31q`upJo
zd7CdnPfJ#Dk`Cz8Hs+_LOE$LTIYhc@cD9YQieh7N#tRcT(FYWJf~gmaxP8i0w-$->
zo6=?qOmw*zmb&kl^PDx*i@f<3^z$-*Y&|BbV=>hQ$P{`p?GoLv5%c_4lM~;X{Iuyl
z`u{#HOwt<-vE_lof0U%0@0X|%EZcjvH;6SrQ9>dWDigPMpQvCV1FgMh2b<RY*9&6L
zJva0|dze|%8xjk4;h4Aa`|UG7%7Rxu2W#i@U(>Gwe-3`#A;|-2A<p?ydhwNjeelLl
zr?{s#d>Dndw~rGxAIBWkFJGQnY9@b7C^L_HZHNQ#ytjrkHewu|D$Y&OT+t_}&rb^i
znES`eSb*m*+3aDUxj$tEX-~fx=NA&`6odJYYJCHK1nc#IQTRm~iac$pm{cs!=*1G+
zMvtD|KQ4x++VQiOi>)ihY<=qz+#}Kw%F4s7t9!R6Zf_iry8gu2tbDDx=R{S$K3a9d
zin!ER0SID>_Z*sQLoa_|NntPv7Zv^>vp5F_SSq3n>nzAAC#_!7lU=w}cQm=6s_abP
z6w{IFM;`THxzu_*cJrf%r4gUEGr%xd(aRz2z{yRKDgH!$pF(sstm&4hf>0WIKiU`-
z@Q6^nkHwqc@_iA<wQFHs#9Hb0SE%rZ`DgegU!<7fm^s=b)8G)>2BcQ<cEt}TQy;|q
zUVp8fvX4<L;$|wlzB@Rm@$>KCh?UfYHsuIbc7C(vy=ti>?S{r+1hUz$Nh3x6?&_t>
zkTE36BQILn4tx5DYwK7CG`&R$6aFgT^J<-fv*3G}e)0Xs%&%IHz$QEOc&F<a6#p=$
znwWv=@Cs(kc<t#Mfv=cbvR+Qg5kN)UC&kR78*ywdG`p{_TCnDG*N8hJ&Ri?~VRPZ3
zF4N337`JqZ!W4Zaco%K=DD@^0?XwcQ!t6t4M>0nn`b@^-X4vUfrHt(kI7I7e5r?Lf
zzxxlgz$UcC+PpxPK-=xPI}3g$CTm(6A}8bVB=C41VdBZd3>M06;2ku19Dfy`5gaA%
zInEC~E<3^WZg5XO;G6nhw&7h{eYhVRUc|LJuXkwh&@^|e>98m*i|_qaf*-wDl}A~R
z^2g`VVy?)&Xa+SYcf|u{k=w<GwFNWR-f$d|0edOgb*4>OwC`dC?BiZL@dN$i)$alY
z32+_&B7CjX(47I*D%-kiXyiMZ{^hHI5@Py|V7zSuyo#S2SzyBPRqZnlG=1qGg~3WX
zxMxR)&%{GK!9%6ua$(W-$q%8wFy?!=J*&2^$n-%|?3-#~B=@w!{-7a1`71Fmi%;S>
zZ3&68OFd0nMMN5Dr1_+0vkb?fV&KOs7stWZ=<JFNjFGzOHT2^sUqXkJ9ON=d?L;~u
z(VUrHd1(Hy6W`T5ha0KqlRF|>Y95bhcj#Aq1|!2(q6cZ!$<set^|inwY!wkNPV!Q3
zW)r{kUX}*x4#80RiO7Cil8er=)GBX=9uL$<I4(In^PGY}obJ3(SI;q~&@K=7;vi6v
zf&=)hgxB)LAC865I;Dv%F|NfoPdA6@C{N16PSD|8FFsI;<O*_p{h4@dv-GNt#bzg4
zIY7*n_La|))7gW%pi3j6IxBoVNy62^#$cgUKOjErIAmSqtB}M&GHx^iYShfHxZO50
z3iYUF9|9sg-~{u~^+EGXST@ls$yK#ZhwaCj4xYUg>9Tby!A>~d3Id##IJyYJ>$@WC
zfbDsiyPWoiJxx1>$-|>UhvVj%aRc6wWBSqFzK*y$N4V1Kp*p|;&RqAxpl-tI#*jZg
zwLQ9W+~bezO`pS77~35pb5mp(S%v4o$3+X0a*r6j=Ru8{Rh?Zzp<*?7>TlRK!}+H}
zW*XH7dZ8J(<553k-Sz?NRgFdvznQS3jg0w!Q)~~V%wvF5+d3Th4o8qJNyd$*k*J@A
zXHRwhogm1EEc?({Zs@WUnJruP6_?+FLrY%h00=(O#WFCAT_+d`cs*gt_P-ys4ZaNK
zE6lKCq3$GYt|2&;wYCtZLDS429YqH_Vee$eMy2bNl+hLMTNZgwfu`jce-`Z(cA$)c
zsm|lhnM%SlR&9#9PS-%UgIsM$HG%int`v^VHOw@MnYcgXXwRcUpfVQ6a}JD-c7w&0
z!zx$Rnsoa#(7Mq=Zt^TVB_lc|IX)$uHg)Ko8j^s_SNc4Ot&TZXw}Vs{|2J$pPxS1g
zpEXF(dxIu|WAjS}I!ozCFlk_bpQBAftu3|S?s)K>Q@}iZJ|Kejxa5F5$=6#Z7Bz=o
zw#t}N63q_T6Vg!Z0KfuF*?Fg+lG9n|0`xK87K!e(7b_U7O+<5dmsyBhkC|weuN+O(
zK&$hQSxy8HhPl$vCh-XVT^o~YFbPTE$XBlKlM`iMn-R3@N5$&1)Pit=bG=cH5qg4w
z;G3<?`J6t8ftG<5zhVDFGHs=3<T-}sztw7pUnFNxf6N~Q3w^(t=m&^`q5#NxY4}&B
zsN{mvy_vk?ud_Splas1od+c-E?%z3cC^G6%QB0W6rej{?h%FV23y&c|RTh)goMaP9
z7tATW)KcZ~OKf%2ug7ec5~eNuKC-h~#3?CXu3yt3eTw=ws{%B}l1rYWSO4TP9N(fd
zmJoLrz_$Gi;B6uUB?}-Asly`)V!kM9Cw0tqhN3<(%VD8|iJ7A(av-6l+KV)?q-qj-
z@}qBe+2uNlvHZ>G;^IcgX$BpR5nqZ&5p?RR*;)vYCzgb-y2QnAgJFtpB47L|zSjDN
zP8^UvS5%)i@W7^Qkyv!U<SX@=xth_5wy_`EYZw%>X`z?#dp~zd+vv_XuFRH(I9$=!
z*^}@<7;K5C$~d2-&?~Ogxl7{bR7<n2H7VtRdlB?Tx!@tZ_`WoteshFoxdFF!qp<r#
zHpn07Sl7DbPD*VwjgeLvS20_okus@M^tGk>XzoL8V+1lbk7iba-<Q7><C<Od8I`zj
zX}#jH=FZ`7^3;>1SLjFEVP3fbQ(5V-)NoST6YSq<OF0Q;Q_zZ!9~^qST5-RVu4nhE
z=eyZlyl$0uSK!{kU-9$de&of@OpE5-j-I!FdKb<O!_HA8wf(7~swpqp?!auvUL6Tf
z`p3&8rMr?^!*OZ(bJeFtMuK=6Pf4TRbXO1LACsUs0uCFm_Y97laW2mCl#nM4DfN)!
zebTkN<NJ|(S0O+x{(Fa$Z>KZ;(i-xYd23oR7P$6`l<yt&U6Ju+C(4~zzPCmJ;>)R=
zHIxaC+#%ssL@$O-VnURo*aNF)O&mA2aXGcy)Ed?1l#BTHD8@~mDpEW=#nbQEYqJi~
zT0A=ranz{)niG%0O-$mM8Y8+9@e+}E@gyv5EJW`uL&f=Vphp4}q9T*6z&7cMn0skA
zQ)~Ws7V@`)c1Rt_6oV|=@h(gfmX#1?S7e8*EbFxa@R=Q562+9>eS1tPdVYZra!5Ao
zao%6ZPA|A~$$Dp?nE5|WqZBogG(X^jPZX}+dr3S5l$h9u0u6Zkw2|N-v7plQxIAjh
ztkh<B*enKR$>|wk+i~}*`LJnV=bK!ex#$te$X|6Dd<k?dMun+JY7e5ZkK@H7K3gsm
zzbj>8zwSQkW~X!{LuV&|(WoR&&LX5?0d}FM=dZ_nJ_H^qY;+h$Q+C?gKw<jpne|M!
zuv^rrNteQLN0;`ckt$QlVrOGWm3Zg`(YJF{3r=DzNd(cNA|y#%=D{TFuo81#S<ZFd
zDS2z0CkCuv{BKDw?$i*oEmBgwcXjOCAQMSYCxrk`>-t~)(e#V_*lWT>4MVYkv<-#<
zg<_V%g0UGgHw$(=;N#yOD@XQfYPAY8qjSc_mI8W|4=JEOobEtO#6usdMMr6%7X(W$
zhR_U3LADjA2wHG3zNZUUyLwqK{qSjdYZK<=2@W%!E*7K3POYk_*@$*L^JbpcH<jjz
zDYg(A=L`JNTKWzOGAG+Z+aycgv3D}P(9N~YHddIdr{!dD9{5DRi+Q==fVul@2Dg<i
znN>(BMd!xgk;ck}hl|f9X`SvuuVy^>*oaQ!_cirn;!09Ro<dMS($9L-Zqac4g2%X6
z#}eucR6E_4^}A2)`J~bN2O9YwGSc7?`Mw_Ofvu|hzbq0yRkPoz;qb%4hBl1HGXOZ?
z9M%I!ATxZj6xs^#)0A}gm5%}nu}sGTAvZzmc<73Zjiw~cLU7uxa1Z=0C4Qs#y<81B
z0qx>@e3X)#;!~T3Z-NnpIme=+2_ZHN^Im?R^2h0#4i<fZTIEe<d^3@hBU$MxWg-&S
zam+9DicS8er2&dI21ir4vR2I{8+@?#aMdyKJ$<~ENIUHuB*&WAWez(;u+tPPnRQ?f
zTLQsqhMTLyOZnkdI&`53f8ALdySw8xhn%CfKS%^#0x6H8{@i7b6gG9MS?M|<x>sh%
zG5{nz#FfmQG01wxY>zBiB7cP%_k}3PxfX020WwGlQ{}T+NXi-CwGzi!i1++{tZ42`
z_!LK}Fgq`6)+)5l*O|5OHTP1Rr<4Svi)$}xR*|Mb8pn+sC+cB{CzEeZ%}DWTA>MJL
zHv-<_i$D){uFRlythu%{B=pMn<(OzlXpE>zUCk3=*>=c`4>$JHh*YSa5`A4Y5ZxLU
z0B0V@q{Cf-j&$dXc5X=u*qZIw{exU1AG6}_J_DtYHp79s+=2-p9@Q)j7u0A!-fdeU
zKq*`tL%>JwegW<r9FQiM2}H{<`bB@Wd2FaFr#1?W7guhU(W@(e<~R({@Eo#_n*h{8
z#HLqle)Z?Axw?O4j{_kvES?AJ%5?CmeV#yCOPr$q)3B$G&g>_H(X2W^tz)7pT@G5a
zWwdh)cGQ=TYGJskfQgxgfcZQ7<=SvfIz!en#fwO%^%ztnlD_!-WY}c%8TB$^1S%$7
zmfRkNaK<b{z<^@Csf~9ht`PODw>9a~5F#PNn9d@C<)V5HX@`H<JQC90B6h>ia~}It
zb$5L|@@y@B7zQ%*2a<5u3`p@FK_mA1Dw|!oPz=W8E(^vUFtU3Xt^5p;%Z{+V#hC~r
zgb&crk`MM^Cy&Q))QF$c7>5~^G%bz2ogn|Zwna$K3%4hjS+s_kD6A4rAzf>t+~)Y9
z*%l7q0MAVl(}=z+Tx^LB=Px9AK@vBJTroLaWsT8hy|n*E)MM19I-#tz`cP&osLJ}D
z5kEM6GZAw&+N(NG67MUD*e~bSDn=bb8pE~}(MwlehI3eJS=$-n)56ohiAwY{TD$Vs
z=z7H7ol7pVq=!t}u4({evNS8soV9}~!<Pl5Ea`x5;mN$_UN3-3wuVNQwf82xC998y
z-wOT2YM2;ktwRN9#C8*v7|d-^Yd#-F8--(OrRiXyM9%Z%^J+UhnB6|(@e+Ex+O2w+
z6kgw*Tz%kix#PT8K_KGJd%0O*<?8XKd46zISaGu4J*)iP7+1pBjofk6`?||Y@ZOfC
z*eHZ#k(VsPqHAGdHk9u4=P1~-*rkvRj3Eh|ZnE8bgZno&N3URW>U%U?wKk1oy&V-K
zIiVS594Y2OU@a1N`p3~3^O!*oeh7*MYa9VOj=CnYP#tt>c#4ZZM#XF#$5FF8fNlLV
zE7@nbhy_1XJ`Srqf70od?cbjByF7dDxd46xyJ{W1x!G?oy+-KiUR^e9L%-`w9#831
z3|C@5+YEi%nRev1#B~5PSM}on;fNdH5ra09zZ2$0w=yn_@6gB*TVWt}--_l$_`|Ms
zlr>$3u%WN;TPPc-%-=q09Y*MHVS$fD(hW}%E7+Ncph~?|>y-sqJg0UQcfgY%7coy7
z6du-<^dYz#JK2#os?awzOhl1DL1|E}GZ_-^g7sZArW;bQq`LymiIF=d8SkJCV9JFz
z&eSdG3WUy>f`0mw>$#q>YNWEoy@RO#>CiMZn{(wTmu>lwT?O|gqTZ58y(#S?bxrhj
z&@w1uT}`t2dNfwrI@7k}$I4enH#JL(IE-t%=D5JkIx1LgjJu?)1JZFL;&y9wb$8pA
zJS^P_ww~k1Ysa!|eo1*3j2)j4UI)?<>;56=Z`;@0a4atBPgy#!M<0q>1Y2nhN@Og%
z6c3h|$;Zjgo<hnUS^7o@xU|qr>)M;A2_t7qez)k(1FDl3yUV|Q=Y)Ytg_Q?NYK5<_
zz{teg;jOM!Rda_<$Z1G%#SDYKgGbT}Wg1Hpiw@U9j?}|*;+L1|8!NmudGSd*=hZg8
zD6^F+x})T$Iz%&}F0<*x<scYNMQeA0TbRqrdCWV8?5)U1b6TTTh}9gXM?w+73<z83
zIaniLb@T{iJ1DO27HU=+(I^D@flE~(`>8U)x-^1&0jQ9dtQo<+=Rcl2vWmA@UlC$v
z5tSnMk>OouWz@?m&|bB~M0`aJl2=rC<BFwy<g0Z_?1gR*uf42Z#|%i7T1y5>7Uji_
zX#_O*lC&Usq}gF)Z@EWZWW{$}*^s@PM1UV}fwHRz_%iA`?C8yQnvj+j<ZXtKC}b?G
z4%8){e3d{9bV|ocA4bNBE9+j<y5b#E54o>)0y8LqbNnu}cgLN`%5z#DOVrJ#<)qrP
z)HU*$vagu3QJAj0qd?yd;Tj2dZfQtfqU=LHt9_vP5ZV}=VEeDg^CC{}Sjsgl5pwNk
zLHTyFIEqZ&<?`e&0@w@O%n*pnVA81#iR+^CqxUq^<3afGQz%X*9hoYnP(k5+=0?O0
z{airzgb%iv$h#C<MjcBEOaF-*<{;!1#ZgbS%~mL*&XGsg#>jY|=$m&d?FYx2x-mUt
zRa?zZgYkw@X}Tp#F2h>7z&y>tqXoOVRb-axG{|3+Pocobu+4osSan<jMbYLA>lYnH
z?P4yauZX?bf_Yv~ueOu};X7HlfH<*ppZm?I3@ig}+5)fTDSd6pubgTwe2Z9%cIdKm
zUwYB`aU;D-WbH+0ii#0<&{b#;$b@5x&)&S)<mj5x<%%G-P3Y7mL`u<m`No{W!lhb#
z#T<{s?Ycf`L$GP@+v)lnWJT+gV_+^bE@Y+cdbI&W!z!Gu-EckpiY%2>`mk`iW+r6(
ze)~DzsVW|zVONEN4`NrH0PXRSvK0{-YRqVO_2O6mWrpcu7{cH?Aqw@#Mo*SQ9(peG
zX|Pd<R~oNPi=3VS&AehadzI6_xn`;mCTtQ`5EmKW5-6NxIZV7VI^sH^`1u>-gl5o&
zv8A69quz>A836e`aH(*Pnq&dx84Mwj_MNPU?=S$6cxoi7HRWiR;7dYk%vfA4l-jVW
zKVsLTmn?_R=L|)eq2nQJIS(dTk1q{Iu!lb6!spC~tdot*pAIfh$PZO{#-VH!-l+9<
zL<JiMAT|4OVDrW>o~~15^uKaxD@G&_ojhGmeV#SrJKx%B>=Ay$pKY{0@%gi~3gL8N
zr)J?uuTp2MI4<*?p{^im`ibzSjPYWmu9&?Abay6H=y+-}j4K-voS0}U_O<Zs1XZ1$
zmKsE3VHf3K><4sYMS-pCdLwPUg@SU!cv>gLNBAA1vbw08sEgIIY@NQ0nbBOyOFCvS
z0Srl$GvKv?lj^P5Mj}a=G@i^^jzX4A!>w-7QxZi;6?HKGk|S<fp*=G5AO{+L(pN{z
z&Y;WKCvlTGA)eQmK%C<7`d;i%k$S_%0Lvb)=8PVUgk*?=7sD;>xF%3|wbGBiwUoSD
zoqH6l5==%K0BM}6*v}=3P&UcX?u%{S)AO`}g-bY9j%;I1yYz$Q5FgCwolk@KS+KNg
z*cz$Sd<_+Jd(}&3ZK{yD$`xfYT;;Mi!8jf-_|}ts8+A;-MndB#s#wm|8q$)XAk^c2
zyniZ@A)Z=L=tOHSEm)3#d)2*Yt924Zpljg(NM2$|Z_5g8v87;1yqf#GCkLX?k9#}~
zN*k{P_$(ORB%BB|x(hn^mnC;`g#wU4ndFLn$u~1rJfz&8Q1#ZbuvEXNOLul_{p)m+
z#LUsBWVML6AdSf5&Pw<ATdm)Y5&M~COfpP=Lz<e%$vVq|X*|=Ze85G}FE#l|jX<1G
z7kf#1Emf(jm5r{OjcAe-nbZ-IkFp=ZGpS^4KcrrwZ9;>=#x#b<mB?H+V9vr;pwR*E
zp+|N)643;W9z`1;(N*hd&VY@S$}=vK!6V7RMF!?UhCfP4qOqB?^k*TYvO$)22JM~3
z>|Cg~x22#fcw1+oS(bcWyc0}0$;jpgTA0%{lmj&uT6<B+Kou~%G`CLjL5;cm9?_(c
zC~{WV(lgY}^~Ay5ML{}+NQ21uXt4`3+2}W#;JuU%u!yhNH9ED-p>f|TsPl~{QYMDM
z6#Z?=MhrnzYgB8etri&m@?8fXV-DCYPAcLBj4_aNQ=4+2iI|{R+qGQkPtb%4D^NUx
zXoP&Mc`UERl0_ACeSl=k5+{W@16k(KQ2;410$-Xd-ZL$C)1TM(QY2pGCco&ya*qH<
zJ^Z2ycBL?J*qCotfTYuwByg+wB5M}li#$En^5uiY145e~Z62APQl}bygRsgslQs;m
z9jTirDY_hqGC?^tuep@0kNVDJ&S)`MRkx!=ol}u=Sk&l8S@Yot%G}f?u&GtURX|RX
zv#2gsFoJQjUI~$6EZ|6;CPIWqlO|zDU*M_2OsVZlNmF}6@@IOh-T`wsap(0Yef962
zf}B-Jzm>+!y-G_hT&~ob?8pNlA?)2Bc=2dX?@Pl=utE`aQEP<`)i!x!f6jzMlo{e`
zhSIUcy))4~%n3yK0%Ga$hAg9{F&|J!FzE7M@52gVwxI)bo4$MTYiD<XKaUH;S5N-z
zIpZE@>3*3o8^Nv_CukTh0=kZ!tZfMi;OBHQuaO%{_=cQi7T#n@vDSc_kE;;j2CHHt
zieksUWRDdUzNlEU>VHJN@TDY}mULW)95;5B>IM6+HqRk!Kjvb!>g-_Hz5HIzI!?sa
z!gD_pN|1x$#iJ4hm&Bek$Y-Gx|CSyNi&-`=w$LGQu0*4O4bvY@IWZe;(ba#t70$w;
z28hSTiHXXctc11I!Qym2%mo{KXrD%|jX6q+Di%V2LuS)KyZDO|Kz({NLxchWP(>Y)
zFaxBp!_SE+R!*|%1i7-71R)!+*jtb&88-yoB&;`LG;@))hjm*ES95-@>q;!ccix)j
zj~3g}L<<Q(<dB0{tZPt|?+{OeUD4a25J?6<?ro$58txSjmLt<JnX}{vtuU0*Ph&+U
zlnYvWR6lX3MOmUN#<0d9On1JFCz&LGXs$RNa*sR}w~}OP6#2C_PKT$*PuT%thZW*u
zo9(EB$Rom3GYwcak-j~l8zs2R_j4Kxay(elU3m~MG|7R8ISF<AI(GbNiy~)l^i&yY
z8=|Z*6P{pn#Y$gTcEas)6Yxn+6bOIFS=hWM{L666FK237o+A6u2Q##*ZI}iI@d^oe
zY&f=2NxH!p!O;jXszsv%s5AVt&5Upwo1Xl?@Yn3lbB~gZ-n9TXJ%f~axQP)6dFoGy
zwhPT!SHh<6k7+tVoaU}my?k#af@_zjP@F4Jm7%ffR*YXqKnp^-KCRBymxhkH>x(cw
z9vj@d2Q5F(vnT)=HG!I5C(pM@r+B?7z`_k;O8wkp+zgKwG&oJ0oK*L-o2~UiDZ!=;
zf!}u47abz=tI+r<)BbE)F_(((pQ>CxtzC0{UcMuab{mC<OxFBVngUSv|J1585DfZ5
zbeb*rAhdC0@<itr4WOxT6uZW-><SiBK6it!cXLD?J?ehY=PRciERiH!;B8CadDEU+
zNi43_J={tog3Bc(c4=C$>@3aAIZo0Wv&Ok1%+hzmL7z+gRKWQC$|38(rKCww7bu@K
z)^1KR{wJw*eG-~&I)Bjv+vZMtJ#$s`QVZ|%Dk2moiX>}6$tQC%L4{Vy3tFvVbd3;=
z%9GNGkKRKwCGOjLCC(Pj5X3mqUu=oqQOsX*G7j%+PH4k*spz2o7Eyu|SGyv`s-PT1
z@u4R@iaw5GTGcqyfb5)vAy7xkxFuaX5Hw%!OO@P3@Y0O4WTpNOm+XcK1N-A6@|cww
zi&3Jnqr_F`+%l<E7;iFIv|wB%w$!0IfA4?+N6498lt!LtHBUh=x~bg<J4ju+uw<Fe
zvF;mQ{IJywXqmg}BXPDqe;AGrfCXeVm$E@@^8^!zrsJO85h|%1@5_Q-_tSm|un!Be
z5hxA<@LDNerTL>6;9UK=tB~Q}t70Eq+NG99!RGrpzpGRw&u-uAY~RT{&o3OxvaPVB
z7eb0OV-}TkAkmqPLX5XU!aaeE*Su1?8^3JE5VKK~Y|EQu*_vdjg$$YYeYJjJ;|pcu
z3t;mm8HQ~fRUBFPVvSPTu1D<%%Z43p8K*!)K>x9pKst&`gk9JqbF%s?=~2PjcbXr1
zEBrU(YK78LtQ3k<5(0Qz1y$HXX=ZfPv~nJQlwk31dFaUpANJev1Y#dLO2ifV#*W&u
zmwc799!W1rl<K0!%rU|N`vylzmZf2%;mc-2B_vH*cvB1rtuiv$%rzC}%R^bfxGH-p
z20VCFk|La8x==kJ{1EobHgZUnLS`J|P%)l@pQvK81C`<muev5B4ehjoK}`BjCo>Et
zx?E+TXZ#lu+A1J26ZK0o@|zsG|5B(X0NbTG2{O4B@i_}f-t3E1eW$>)EU&2uD^^Ho
z$|+}8*`F21j#C0U4MC1BpdX3U#pdxEaS%?aV*41moT#`Sk&1I_e|D$Xi7m-v%~&!n
z%^F9&^ac4j3M}D4XYRTNkl}&2mLibbc1IJmhZE!$Mr|tvD2*3~>8o=h=VuYn6Wx>o
zbJQ&)u~5}{6Qb;CtMsmjl$J=f{?>(Nm1m3fBWi?U8$hy)=)(o=h*^KQEtv6uHNof$
zG+l87Mk;7m(R>Q=Lfk`=1i!rR2UTG(5aFO%!DSWaL9VxyqtN?g9Gc&$0FBcMe7f0z
z?v*f~E0P?rGlq_xM-*!|5gXXH_)uloRaiV}C|R+eE>R8PQ<2O&F>H6TEa|hBbqENw
zFcjczfspY_38adN!{#Hy36$*N5u%QwwX*6gt-tD75KVQPNE2(feIbU*o2jB0L#U5#
z3=szg61vFYo}pgqJgRuHH9K=JBbm--GM_QtQGgRmp4}&*`x1B#N~3i@UCqWyvg|mk
z9o36j2^gpi5^El>fF)RqZe~>ayeYPvSe4_hk;A~S=^~=0F)wK%V<rPycJ+vah}kUI
zb>k?3MdV|lemVHsOB}S7-MIABdS_~t`chWCZ)lUQ%=Le?^c1SJ0wClh>jsD+2XyYO
zy_P<8gXGMIa^-m{i1AAFa2`wXBp(u2WtLou8&K*(h^So%7(_9`vAR%^{qbRyv8CeG
zAr)YrpVTBYWOZ}|_8|ID`FJe%QT4wnW8`tz_Kv$%=NHLjtc?3UyK-{ilMY1GCmSqV
z_uYEWkOu5Uo`7UzU~KegFOib^KR+9+L*!QPs-cBc$|8?z(<WlP5-F^CYMf|uy*>g}
zWm-3sD?J<>HwGbB#!)%<@h19ptQe{_tm2niresvO31dUo@i2-)iSS>_j(teF#<-x$
znDSO^oY&vgjI2`-Eyf&s+8V>?V*<`xbyg5hX*4H;RE|^^v(jDn<XL9)t`l$}pS3z~
zaF;`zil07H#R5tF>0l$S`N3^HPQXz}$APF70I{E|sy-Vzs6e-WMU+x+(o@RX{D>ay
z92f1DwTlDz#D_Qf#hw@3L;}!@Bbo+<dQlHqu`#`I&e)<?MuGW`M({9NN57~ye{q)3
z##h6D?6%tK7%e?|^>!E1mBwiDn<;f@IxO2Y)X^<3M$wBWJmpbwXH1u|{~jb$u+;kz
zUB~TG&JzgN=k9UTvmH~}74<?f8t3gI>89_i@HKfLO<aj-Fm&~BM6EkU<JwjO7w2&)
zUFN-n<MNO~71M?-ETytk@Spy65>VrhRDa#9jr0rv;*Ki#UfENf_*0M5mP;0-4eDUs
zzdK)DY+P3?l)!Z<^Qly|Cu&2L64&u4E5`G&#+tn%&}rbHwVLo_o&Hegb_EP(uB;lS
z>fMrE=p38a=rh^ft&xBDVXWj6EDyG0WOXB#`vI6MZ>F6l&jFD3%vmidpaxgb;k1<8
z&(G-ujIWR)Y8si9zaWwR9rGNci>I}@X3ZdK(YMfPW`FzOVT|8zPPhnQC$5|a)fFe#
z=yT8Er|S*8Jtzrz#ZU9_KcVD??F;C-0dG-B5WClfiiAJ4wj67a4UJi&V;H*iQ0X`n
zQJYiUzWQ+|U94rK4n0xg%CX)^eE(5vQ<<cFu=BS5!<Y3l%@3rX6IB?T?m9%ec5pvP
zw#z?#h9eGC($gL1UP+Zpn2uIgW&lq~c?ec_x{NvHNn1}z7l{qkFf(4k^(1GT4Gs9R
z^^;(NQi&^t32SSSv;j!*I!NmZ_=dta=E{R+L-8gF>pZDHTc(-%x$?${qV18**@4Pa
zV`u0ZDzwlCQL@dML!V#piOpBqd@>Llb<-SY3JZ%*giW0}09(OuC=H%w2?dS8kOZZ}
zbILEOY9K+aH6lt7%U&!C&2{YXH&^X%Cz>+tU4F+wJZ5Q>hc(*{u;)z~r=!%UWN54K
zI6gZ(UOzkWD8aiy4lVs!3m37^B<J5B2bvvCs6MSyM*q|;4}8Fu+b2AKD5RY@bJ<+9
zxW7H(41P(qc0mAm;Q9P=wyYpRhPDS@-f@Ara+D@=t@>(&p(F!gIV5Q5xn3Q-euG%0
z4hhjOJhad`frpM|Gv^vw?Zgyoo}{80WaH7YktWiiwKx(2?lo5Rn<}Zb-$fIAkQ_Nx
zz9*#ls)`~*Fud~g5lx(W$QPVp>9qd=l0a?0MlDK60nMV&5b!}r<G5y(v-C2|#wv^n
zW}-?uHFa?`v{;CXtRtG$g{GWbv@{FJX&Px;zQWQ_O3Ts1m_FKo$G?$rZ*3s6v>8vt
zM6=UEOQMBl)kM^!(2{8*9B0Q7wvt_Mrl87Cnx`IBcM#E&sI{9Ao+=DYL0UwJh(#kD
zZ6PkCVp2?KMhh(_2LXcvp((@%o3Z*Eh&r7t%gbb2)Inmo375%@(`3OK4wB}K!x{o}
zAWSIYrN$n^m(@ac^Cq%=%?MW~wA>s-2Lr{)3CwS?u&F+VKM*7m@grg(=Dqvi!A}5H
zRi(PR`VXG~zW@IF{N*oy;l&qUWboj@Jo)64eE8vqY}~l<HyxYT>*d>yQwT(Ds6-jo
zwU|VAGdi^dQ3#mgSYbS#XRS31aW`;$m5#N(h0>}rlvEqmswNDv2*#L(L5~3fp@7+>
zk&~km7Y};OfNC-lFlO*$&x`2cDPdWcNmRu3#p~AzMWUn|G!j)%6qT?yitcS>U0EsS
zmJlNe;6$e=X2yqwRHKaqgUXsvBXdKQl<8iCs$n#mPz`1@a}GAeK@VM{GcMAjUhH*q
zaWpJLgsNyk;5Q^=Q4}($!>Pu=<VJCI!IjhpyEPtzs-Rmn5)BKmYL#fhOhmU5*6ai{
z7hydPyDLnZyOh<Q6R8k`hzJWsN|<leQcU)3BwBpb`b~5XRgxOAl2UIWrAfsdiK3tr
zvRG)bTk$%~G&?QS>u%yA&E)tkI3f-lmK>~B8(5+Q8cNXvTd}9waXKvs;blppouqJI
zj1^nSinL%*JS3T?lWJN-b5lGPcQPTR2dVi@6c=@+yxxfrF`ULIE)l{;EzyXVkY+%S
ztRfa`qG#V+3@$&joZZ<p@C>%B7*0!NEzxb82znYoS3yyUs!?J@h!G>IXz1v;-A;}<
zBALGSzMz>Q-h(5-f;psNEK%^+n+OU6CVK=+LKGzh$TXwpS+SUO%vubK7RD9`U~Bdv
zR26S>4nc#R2nHgWf-V#sN#Jh|Q2$vO>7ICMgC0cZCR!HEqqDCZn{^&($zik@=$e9}
z*ia323`Q#kQ-n|;j^>6A#Pn=}nwy${9dE>pL5ZP9L+H8&iV>479<w7E#bCjt2y8}y
z!y!;q4Zp6C>exQ`U0^^{4Cq!9=3F~wi%#`MAC22|%!)#Vr6U288(~qYkH#=*3W*pH
zQ9+azEP6TAY@tD~V|`o$4T-tvzI=LnQ>f525)zhhRMNL}k5sa)CZDdI!@N+M%{jLD
zY_kmEGuIVdw)%WLv5w?t^<bMLL~QeSv~(Uss4_^szXoqc9;f82LQU+>`VPl)WYO!a
zQ#!J`vVn&4PGj)fPg5OEAf?KWf7Bobds^6#e>O!uyHQ?hV#ziS1DZ-1<6n-=xP|6T
zYp@$soP`C{AJdcSFBidDKT2F2nJp2Fp(?blBhWh@M{T){pN&-nLq>wB4k}OB!0FTa
zVhKTkHiwS3CiKK3Y3NpfZ<qsZVHeDfg=Ecp0e^lP+fGQJTu){2$M92n2Np)d6sD$-
z*j3<v`$M8ZozlOIBrcGEE$GD6sFU#XCX#+!j6(}zwVAP5jF=SzdQ1=tMKDBt*l5IJ
zjIy<FcS0${so&azV4#*@QwjM|FZs%53~6aJ9oG%NZlU^(Al8%?lu#|*x~<^>@40l|
z)PlREp6?y?2vahNt`r7E-K6+b)^B}{x~5rlySfj@53!@JZo%?X3Gv}dL_{STNhKW4
zB}yD2?9??E6ZLOGwZySO9K)J`g@D6?J;Bbgi4O8iu%faESEzylOAEE(1Zo0_4DM`X
zy*EmuXvPuPLVWW!%xaAI#CVc3(%H~r1WltwO~h}`U`TcuWi=+&Z49FO1E7ad3}GC0
zusV#mtPxy>5Jq%#Ohj}m%~~>6vx_*@gPlf9`u3y;6choPW+18=2nr*0UX_YQ7ZF1O
znrkQ~Qx*Z^N>r*yc3C(oznHSvSk{EkB-k9o5Q!pGBN2;}fZa_O=cn|ue8ue2DR=_u
z)H~}r$$LKr)l95;6`A?j7!y14;ran=?wCY0Ast(Di1gykWSyTyMz#gB5a=qz0#-yz
z3|~bFq4E-PS|HDC0HF~S78=RKW5~g$bR<9us-mC={fKA`fsQp6#TH!0=+t`%R7bHn
zT=<>6aM^SWdW_~+0!5MDY>Xa>$B>6rF<?;@%&Lk-6(s6D^4LI%UQDFXhS45DB;-+6
zW2DJ1s4_-KY%bxa#A9%oQ!wfQx`aL@L#$_(c?7F$DfHEsaJ=znti~wQ%^6J3bn$=e
zy?2x)S9!1f?20F+?$fz@I!(?qnxIk65(*%Y2qMT}gE2Pgf&trLBZ9FFHkh1)0Fwkr
zD1vgF8BLy^Jl#E=^U1N|{{9#~urFX^z{tMtXRTVjx>nV$UHeq{)w|yyA{rizl!{Rr
zSLrmY_K8opB&JI==5nMmMFM3DAzd0gLAxzTP(=uhf|6u91oLw-WVsnX5+SX+go_iX
zm09o|6eErj?m~^Uf$9?sWQnLb>W0bTn90|@K^D4T<KBH-G+iaAhw;5IdO<;Tbg(2s
z36qEvaUwx-S~s87k{lKqLMW(0AzcsAT}tq^lW%x#1mNuKEa~)bUUT!m1KYN3W6PE;
zeDafL^E>&zPiJQ*Z+zn$dDpw%^&jqEEEaj}?f=Z0@t@G>m#FC`dTbuIR$=H&3r@j8
zl{HcU1=|ZTmn-8qc@$wILK-t#gpw7YR0~jYB1q4qNeR)WdKiphDs#kRHcPq%iIk69
z5#;0wreix8u+}jkE=H9SuWC`s7qBW-dIME9r%I$umxE=6aa+(A3ep}5G3*o>5_6bA
zn^Z6iUXXG<$h@V}?8R8)#E3~1&zZ%`KZsu3iNL_omoldq_@+Wrutry~j-n~-EO|Vg
zuR^^-qn}}gHAjo7vTAiJ?MZ{2)x_*f3|;XE2p0p1DkMVj35AOIsz#vE!|`M6oVW!|
z#7Js+l=9;!*@v*I^SGWwC?FIa^eDn?g5Y{weKo2r(S1+>O-O|FK}tL%p6BEF5|AjW
zhNlLwg^m=Guqp{DHbS}}6s+nns&k0$o}FYD8VSVG*pYtBMvDXEt8pz8#SNkPA#~56
zA_OT$N!bgOsi0M7@!b(BwFx$CT7nf6eE-m8oX)mW*8<q8iEqX*!aAO>;5lcfR20|2
z@ImoG({wg1UrDBzCsQla8*f1sAzTz{o<qecV|!H)AaseYs_4Q*CxE7?7^;G*gJNnp
zhJmVjgk%k0D5$!`&>Zx@EW0Kj;LP+Ck($TFo7dAfRwGbzaEeb8Ngg5*1lwsv(M@~_
z^_oMe>{G3jNhLg*nj@%22*(OjsRk&Nx_~YuIyFB)UBu4Tp7mUC9Pq(W3|uvir#I2s
zP$y!R8Lc%iWY=i8sEFR8ar&t=+0i)CGD!zYY>uB{+^ZpM37$f}O=YPUp;oXtFmsZ@
zT9CDoEf{7eHPxcgu+Zj)@hao!orl=bHIFVA7|Jv=dU^@7@hUHGIm3~%hhP+u>){{i
z;cv_*2v?KDqFXqcZXkE~9(JyO0ovXt=xWIF^aU3Z5*izQl{K{i8dGh2O}vJeoPIao
zjlGfdGoQlfzky4qZs+a|w{h;wF3jR?T4OeMYgbW^_pom8PSn{m)LYkM_Us_Ib|qfH
zC4b~eHtP#i{YK98cTgOVL}+56<57&gcM+T`aVY%;=3|?fyRg7H7bRH#?I^AG00m=`
zT~-ul$i=C8hzo9}8q#R!tC2Dr37I*%&F|wso?*$v1mnxY3<Oqj&gPd9_B@pQ9M#!L
zvJd?T&G#`w5ggZ}D8kHyTUiLTQwW5hWTDJeF|s98A*sYvB7T8bNu^khu|hjagO;Jz
zwvxG)=TWIFp{M#S66Q&cA8jVodOl*=T1Kc*K5&4`m)?b%^SQrO=kUNIEUC0{e(+j~
z$w40RAHW<`=mD-@(?^q;#g}=c=TdeAXQ~N?&N$QxE^gz6ENf|@x%d<mPZ0@(G2_>w
zhF72n1x0u`dX0K*2ES6q@lArUX6jmihf8@9;Vi4&NghtF=0?-zJFZSn`V?G^=FBY3
z?kub1DBDsBr_W4MaV360$1ziET9e}7$pqu&RxB9<OA@HhVb}`@zXo`qIiT4{UBy&v
z@WCa9N(4QaBAIMwT)_8bo`twdRCj4~;mT@(t<FIXPXsB|yD_vVVb4ZHHX{SQcz&I}
z^iNol-iM{@h(;4t^(p#EluDI}>J|>>{tzdSC+Ht$#p&<UkSaj!3|*^xxNr76cF$~K
z-TW}ejZThrG~w$yS1dftChIt60F<bK5%q9Y3n@%6R^jT)Ia&>JXr_i@*O0P^=adn3
z7tIqGzMvZFAdpx=qnW~#8g4y9xjITX`ypPw{R~sX5xQd)PEE!+vE<dXH+ifGoFPpP
zTuH%;F=DO2t9Q^IDihFjidHl6d<GH*k49PuoG5a%Da4BWBw?wr(0&043|h-ik*Yt-
zh;cO;zl&A%&(WHk#nu}*AznyU_Tl(~v)<McsnoHl;Q1=9RH;y<tY)d2v(y4v>}ZK`
z!y;3&>GB=cNsV)747y4VNos`j3Z_v-;30)ZT{KV-EiCvE#$1nCB}h8lOOw`2R0*Ld
zp!stIiuVwhe}Y1xK*`ZK(Yb?NF_qS`OG9y<CM!p;Q$W~IulpFNMB@!8(N3o1N)Be0
z;=2lEDX8M{smyDh8vz)P$Nxj0pX^Wb2>o}&wrxV85O>^h2QPTR3x2l#)?05SpU-pG
zU3dM5Z4`?|?B`#As|5))OoCTps=S1W;DuBcT8YjdBTyNkY8AnE(2N$0*gABj9gVYN
zSE|*iSaoWSOWpCPdM;(Vit1NMsx~G?gd8SnPO)N5fX0S0cEP78&ta(6$M;6g15~!O
z_^fX9881mPPK2gtBOzU5yi{knFok1G(i|w#WBN225~)B)50DaJbYG=XD^Z<43H5^n
z42wumVCr?i{pr~%c%Fvis5rKY<0$x^4}hu(BJm)xR2VIykuQ`PJLwXMT#7W8;A(NC
zP&s?+`3T{nN}s4cMJjp}DQrUNX{wnFwNe?O`{=qr6(&dp$=TybDe*l?t!9&%i=!GZ
z#SvlZu0q{Yan%r>79<!7QFAP$UnOP=VycCXkM9c{5g?~EP>3ZcpLv|_;vrJ05FH)Q
zP%rB!Mk@=!J_3mtI|r}C)-xz(l?GD~RyAtA&*^ND=6Zy%G--6Q#MK<GH-lmyr&Jqc
z-TEFD)EJKrZ(?vHfr11zh^9u-)Bvh5(S-quj-^U0&1Px;X6AD>VrGJ{a41-F?8!{C
z;LhSG8I)iiC1~NgL4sBT4PGNjk_gU@k0K$WYJ@eNh^k>I3aYB23xR@)tLW6VFm)}A
z=^muNzLQEWOOPB9?KCYN<AjYAw%5v7{s!vxCWIo9s)wTb2%}E9G=P!$K1(_Up}3Au
zD~cOM)gV`jGGE(3Obek(8zF6w9-ai-6Bve0D5y}gEF8~6(-a(GvbVgJf)}9X7pQny
za!Q_&P>n<?#^o`O%|tmlpQXWS<~}#bM5vwqh{@)dj&2C%ZI4JHN+>W)PvUM;Vw`Ng
zmyy8~nR%65I?j`;Ek5835UL$#?{E`SL7zZJinX~CT6U6vxs{JJ<+*TV0Athj%pDxT
z&JFVHy4R83V6!E8jGeU@=jM)K$`+Oj$$gnMTxdPb!6onF{AYKQ4eX~|nPDQSap(2d
z5X={N#jd@Kj<gc2t!3<-%dmSiW{p!!+;<NfCLX|R3)4BN5J*<&@O(_Ig~OXRGSD6&
zxpO(yBS%>6{0q68Z=$ba(vV%k6s>$Cn!^i3K`*j1^f_McwPEaOWciz~WN&sATF^qy
znP|fi8Z!=VC_uoOp{25qWa%hUOXCDv@M2B4=>+qK?k1NAB5yp8?og0~rlaZ*l0i%-
z%v8l@DyQOP6q*JH8Ot?Nb##(?o}%Yao2t@O9imH~raLx`2*!A#{CbKt3!^wd*tI!!
zPLeBHyI9UH4xYK3#N;CkHaBysDS^lwBQ|)9K7SQ!mflNKaEkp)E@i^lLTFbL+59x+
z*{`Gel3e3Ccq=!uap=1wOXC=t&i=>?*|p~7XpK=6w}_jcV8_XwEUOC|j7CDiFr)%l
z;RPIb4kMW2nP`zia*~@z#u;dda4{Wxs6Bum4pFR4V@}VqDivdM`)V#37~u4{!l~0?
zg5*etr`WQ^W$<K~YNl{DsuYQ;|8y!)jZhMugp3q1p`p1xk!Tz<pd*A&Rl0a#mAESi
zcsfNt!r)vOuPhK=ibAkTPwXC2qR!6j76v?ps8OcPDKNSDN^)8^`FxGmY?1zA353mX
z;|#gZ1I+1y$$E^-j!L#W8TwL1lCe698Q`7+J|l@2F}*25Y$49t-6ts!U~6h0jhznT
zgqf;0;1^T^**xt!D2iaZt}|o@nbjI8hC)=#AX1GJQR5_)1Pw}@fK&<Bj?i3rl%zIB
z#IP|`z;jWhi(!=M>^Z~KP$QAR1f{BAnqEqst0>AwOh3WK_#`diN$hG6ry4~O9-?kC
zDB~O|H4@FI8Ho67&yO>!g)u~xZe;>Psd2{Z#L#s%#*Y$E>x@=bGF03^RiyA$u#^gA
zZJI!M3Ks+4YsDi;B9NycFvqmL6w6CvDoFxrn1EuSBhUd9iK}|pYMnVT$ti1;Ol^W~
z?otvW$?4z>o;piN&5=;5G)s#vvIyak_d2PSSJPY^qoMXRRV#qy)Co0RMY<tGOc_Aa
zBDhKu3w4dbg&BskV?=a?4ca`Ot57OhsQwJWK!iY`m7Vn$F{AcSGY$T6<oVBy0Q}g;
zK1Mtq|97{$_10T|qfY%kn3|fRy}g}ho_U6I&pr2N>)-K?ckuY*kF$IC?qAr)vMemi
z`q}@*ViDst+lZ!$oH!9@VYUH*25Nv<D25EQQPGysk#3;qMk(6{HM>l<GDY682r5yQ
zCxaLQ=E^?RnomHeL=;ebiSPT=tQx+R!LH1Kx1X3f%K9B~0?gpoLMVY1RONa`t10Sg
zD>eZtwP{p$ng+u~Ra6{bW4aWlAlq=vZi0FXs;{9`_7E%HOUN3aDVZS=t>Nf#+&~&V
z79tuf5KwXm-$zIn=}KH1TwBL?4Rj@dss;cbNBAtbaZXJ@vO0z47qP55o-2^Tz)>PB
z7%56-99NC8%9y1$HcB*FMj?Ta4S1ALlp1c;z;z8=8AVDHAw7IlJgMOMHUVV@!_0%}
zFrHn?snUz_)D+FB2I4^z%dH~uDLM|Bl24`XP(Y!kNNg<D+sEl~M`=g~F$@(ye3Gb~
zz!m*G<0LSf8~NJFYlzDzNn*4rI*qD|4^$M3u4s{taD|bI#%$4NrL2;a8EkomkhK?2
zoT9t8iv=ak;gK}^=hh(AFpA^gxg{L0fUoJ8p-vL1b;OfP2{<K^vc^L0F!{_pK@3!E
zH1Y)HIGR6#N)AhOlT}tTr#6!H^Ax>lB4L%*hE|rulcWL$uJAzh(WHv%s+bOhJQc%{
z1e`jc;`uhF|0FXD$5_6ih^{x0DR0I#E<va+n(1Qbpr{(YqGC&lD{D;F>*V);mNs*o
zmevS*GC{Vuj*wj;8Y&^Bq*T$VI}xOa5DEn`4HHL=P_e+Ve6p6pNKM1g>TC@=%zG~1
zoyt;jC8mIsZxWYr3=u<W0eafPG$mu?3OWx&U53}DSdol#E?JgOKT3-{gk|@0YT|`V
zxXU5)5UM4qrn?DDWI3njhcrZn`NYgC&?a1NZhwl2v_)lng!b}E9=0P?^kbav3=l4c
z=o>x7{I>0cX6Kp7MX4$wTEq#OA_1=MpJlh(LHm+c2FGnS6w>@lbPF#RKD&<JO_mz{
zDM_O)>4;uPgBa%B?LpF$qwE+Tqp@119O+@a<3ilQ662RunYC8)qJ!Hxe$71V2EIZn
zBgxe_(zP*6J$r<i{YRMSzmJY?LBrA-o~2Pd$KzmbjQyjhcs6@G!R$PjALt^qrjzs~
z7qZ@IVqLbvvE|*A%rGJ8VM~L$S|aP&%uhv-u8yIqq(ec{J0HUyKE>3FuB2RTz|HnD
zlh?3qP=%z`IKx`^08g=zgy}L{4KrPgW7NT{`KUFEOa1Q>Gjlu~+sxX+(<J6*C_Aeu
zv4lisKj&X^fR8`gj-|HH;00J4n!(c?=9As5jgPZN{UOEhR*ufRn5p>@#%J#(tj^KZ
zdI9Occ0%E=V~w0d_!{-5erlJkM{ez8-{35JCQB$*4;Sspke+qW5^-|pF5$_RRk&7!
z<z<(vvh%d$vlw0u-N>VMM6vr5aOer_{w1{5OsbnUqG6-trrEbQ%fKF!Y*FE&<vUr`
zI)k!x1;cAL(>(Sx-KPer#WkLu>tpxfRWt+3%~>LI^SJpTY_Ejs*DzI$Ix2NvLHa7f
zwNQKzo`>)qG}S{>JQN{uoC<EBpTU-QQ*JQWQhFcdxd9%|uV-ZG^Vl+Zj7msnWMw~r
z)GTS!r!_uF^YBt)gG=!HOVrLBB;8vedS)lBooyVOluTrr$u)feDIF?ak>O^Q%SXS$
z_TWjT-8Q~oeF4KA9W0~@)EMJ6)mFx<JF%)Gv`K@GN|lCM4MBv8-bK_e6Y^#WQ9w}~
zq<}gBX1p|0^(5Jf%6KqEb(4;3OpxDe)2)|zQ_uZ8w%cGwqfatcVragRe9P6WkK4G8
zj$07~8uBzWWKo4r-fN<k)zREKic%!tIe181A*jdzB^dxI2zeE(ti!Qf8{>WldA$uw
zsj(_iVrgTB)>H;X_^3{Ske(%=WDuT>XDi_OXi6Q4q;3bv7h+^`5puOIip~<MYCn$F
zgs;c()G*Qm=~VEoDvEFk8XATwFf@&TYM?3#NP+7X=rDgsYxpRNu2HOb3>4QOlIvI<
zcm%^5r0n$)G!+bHF@=qx`lzaor>|kO(7?pxNqUS)9M8k9D|lE4DpWm{g4)MR=AT^j
z0sKw)O$6Y3-}_!}yY04rvu^%|%NZMdAyvnq;`lViv$Uk<8PB%Rm<m#<sf^9(IIfBm
zI))j<b3A-s;`u(V^bv|rI^ocqa`A<rSW&5073|vCg6xK76H+BX)d6>wTImtOkx_b9
zs)+Ios=kCt=R78B+X<=`c{fVVjZyOB2-QSU0^sWywbKNPk7Je}!SKtNhDuxG46(R}
zn`ox!B!~%%m|@}D25vQkM8iizsydqDqYCG&MM!aRWEqbdxqO;JHjQH$=$eO69fVRq
zV-7>DV5$~|ZebW6x-JnyoQ+<!6v}m-njOIM(!`@tVsRHEr6biS4;`s8l=Bc;igdJ{
zH4QB^h$5yvK|r6vP*0&6bpj~`EfB?5mQpRZFqcg*RW+EYtIYcbnr6`B6-d?R(Cs3@
zFxY;T-EM-*+xL=`c^vwgjb4Hg3-HB>9h}y7Qi-;qt3JB$(L5K`k|gROG)EA0bv77L
z)`t}|-)Fw4lB`Uj$t;@v07mpU>BbK7N`%4D<qS=xnTjRx6DvSZfabB%Ow!=gQOX6f
zr7^790<Jqx+1f|YKTQY=4?)q7Q4`I$B8Dlmq?KtxhDoYv3k~V5RIMb%vO=W-z7K{9
zK@CC%2qc#0ofVQwp6ODJ_H>b;cZ#{}Y1XbyQg=*FT5l(o$}rQDqcdqz%EWL=9`$;G
znw7(q7NgZote}G~#l_1#O@88AbT*X<#Uvux#L3E^q1w<acN10@P(%&ecBxi8ygF1J
zg(GF1v64nqiO_AtIceqSX%4YD5hp8s?wfR&lVKKuF|vU)g-{$#o#S~%g%`(bgyksG
z948;u@goU>sz<pBhv&K&n2pdo5k^a&Pq9a5ojSqV@@EK}E{`603FB##%jIKC<Sle@
zjHJJcQoO*Kh-7Ne;u%`mI{!3}w06*5n5G)*V8#s5*0CB@znZzCLtk)+_q2YA)7dD2
zmdi-YKZQtN%ff~}lKA8%C&=uXBxUtr&)tU;8D&K(!p=;cXEt8LBf(aTdJ~sCRbX^!
z8_imp=gmpZq#ocw&E=Z-c5)A&=KQWlDJ$(9kNqXhV_zp3n8JMbtwiIJsFGz~Z$j7C
z6A~V^sXTkn+{?FSKF-yXJFuUf=Ex;+4s>cbx=%V4q%j$xGcIUJD1=)L>`;(}1I?^H
z{R-*@gQD#qPwk{-@12al=#98Zld$1YEGX2bssx-G@eZA3(RudvG-0;KXbUME92sS}
zc954(9HzCZ@?-fz-20={{0ik2r#P?0ruC5lwlqyJJlV&@M4XyFN!~w3y|S8hu?5au
zvI`kh_~G%*luKpeu_n4w%ZXNwA*+Y5-5fqDGPDZ2<+U8z7~+&N&c5MOC{m*_6yvhd
z5=%zP*lkhN%i5S+(!+s~MlNWqa$Q#ePgIy#fc@j$q-F!GTbLwToJH3ZXb(}XJw`4B
z#Y6-9XP1x~X`oPZa1$oRhGu59W-7J4TwQ#G)w)k6bQR^?GM0uPCvFZhw(tUqcAA>2
zQ1N^$t3sDKOF&c^7|o(O5?$(Onvbnj&=g5n>S(TlW9U@X6o#2(X+x3f^gUE(9zhBN
zKYSUHs6kVB7pL5t8Hq0^87?CRp28EH4cO5m<O4w#aA}_y#prZd$|Lmkck#%{BKcy1
zZ*Tq#h*s8(7g(2lmWvyHKsnmTqw*#q$4;Wgn^|Ta#Kb{UR0<@?DXrwS6s~Kdcy;i~
z=+-<DnPD#6%us4Mry5t03xx0$59vGfSXC}5Pvcc3_T(73sRi6v8?mMYd1eXKN4crz
z`<xhWC1xk-3+%-9V5Igu@*UUEk<1}W7NM-p9@}SmbehJtF~Vw<!d#Re>pfH&dT26r
zLbWWh!$*mirWi|wIn)}ZFXXWyXpvUyRO>nu^D$<pB~fRB9eqczs{-NJNYBBsCAGRj
z#nzBQU<6fC4Jz@7LqNBYj*n|A*fv<Upj=kSSL5W|J}RuhR$7pO1VS@V6c?%1k)nvs
zED7%nk-|}mRe?=}vfj<oRF3Y(5{edPz8K}qLI=fiBc5GDP{uSRuHs^=bvCr-NCdN}
zp*0A#nb~X|znH<Poh0lppsErZjZI@Szh41(=+GfHZQArdJ_`6ZnF9W07Qj<C>;=t5
zh$>x?V_3d}r=+p{7-#Zn9M?dg63{f_S`aA(B`K){g1EsX3sn!h>S72DRngECm$+FX
zW)_I(1x&SuBRzcK<5)H1LYZ()5^%Fv)qN=97+pOz;-Mgl8RKN7h0)0rPRT)aY&5@u
z;$;!CimEq~Zio?$P7w)ZFjWgn??81Dgo7m%;Zm=vR0=^VR)m_<gmhHuwnEV|sM;nq
zrICu>fu)9!(nCs@bo30p>4P-IM$r7TQOpPhMfeCDr1Z$-Lrl+T%rAIIS;m(EEI*1W
z+VD}x`%^5aWolZE9i2%ww#SGz8kD^_rXesi4^8y}fg)70^&k^@18ZTHRqjqa*Cx?s
zAoL^zT0v@*GC?ZSE{Z%mrR*w#iU*Zo6EfaIr~DV<icYp{uveI*`!D6l{H^qgAhWhf
zz9q+*M2URVp^8V<@~9LA#%!EGE`oF<Qu7D|%4{>roUfHh)e2~t44U&OO5hlc=_nP&
z;ppUc=0;jj096<$ih)!GHGiI}KSABj5LaE2>H?<f5Dl1^x<FA>Bnpx!LIg3yJc^=V
z(Mq9O$EuEj-h_;tM^S4f?<wTbDAg-CxluaJ3Y!~rW~-8x29ty_M``vX(RiM=_6Sc{
zI!FC)5_Ei;wWrwH^(5o-YpL5&q|gZ)I;s{%`Z}$V-ROZi?z38Wppd3%Y>ti7-=jBJ
zXIXm<GvZ^#`Z#4@$f>eI-m0P6Wje{REL@_+tf9I^P)jI5kAfZpFMtQk=^@&v&?M`e
z(St}6G-=_Ms|eS_)^tuqdZ<U&v+YbTPEp|rCC`2tB&+z;0y$Etc|`y7SUw!##gm`H
z)O<RUS>_vVM$D%PRd<q`dYYPy5-~S0H8;d@Ka3FjdAO;c4Fmf*k&NRxRR$AV@r6fc
zy+T;l$k!ki4iYsrbfNKw%TCjjSk8EPEq?hYe5UJzEQA7FQ1ob-t5TboV>UfUht`S{
zYUVt?$D_{q?3HOcXHKv?I>}9qTT!cR9NzO+SnIDQm9eM{KZOkWB$}46s$o6d&SR9f
ze3JZ~m*DMq4TZ~JNmH~&uRlXPwm_-U#Bi>Ic|U+L_cULexs8{!-$M2AGbGl;u%3Sd
zGvg^{X0w!2N2!@(ShX3l^%7+ymQ=7a4X84PlG14`dA#tOBOKcCIvUsY@&fA^@rD|{
zs!=za$teAlDn5>0M~{|JOozS$KSsA)o?Y=Gre??Z(eU4KgZf^Id*T!<hb58yT%354
z15ZxTqels<394S4pfSk$?p+KOT9}$h&}>*p#;{$Nx+hqOc92hBMZ3QhuTtfiSb@PN
zxVX}e>ePw%*mTYpC>%IRb%jdyrRQT#2bo`}acW`~%c`(c!qSBi(z-)yNI|Vw$dZNS
zxL8sUaUG)J4$RmZgna~|*2n}mGgfWE3;CpkkLqjaHHq&CJRc-w+Twc&8hPd`ebi){
zW&OJ;ms^;b*o3b5Bn*qX1D5Te;sM|RMyO6Wo*@#O2hFGI#;LdoDqe)5r!!-<kXAIh
z0u{z{hX{_|fn!^g+pc3J&rq#P?ku-3bJ3+VWS7%b4rBNh(ZCc@!zSS_&``RERHx3j
zC;HK*CU|t!|6y7TQ!M_Fw&rF&lbh$ssps)*bBMc^Kg;$rBfMo&<7DJgw2mtnoIOFt
zUSK#rM#J)6)cGj(V1P<bjKYdmDy|737c=I8^jUe*;Jh;qtyB;($$VP^Cn<@`QMw9K
zSc6Fn(?45fq!^%BtFt!zRT=^_>_2rWk@9zFN*2hMLJW#)X%F_ZQ?-axql^a1Y|Yqs
z9WJ@GQ?!dY5}r%CC<*xvR!GH38kqRx>Vl^hRGu2C(LLg!s)A@t<wfm>341jb<|R`L
zIz=Zy*$-0kLRe^6fbU6EUtkJ_0Lt04V1~`o{ycqcKlK%K0|Y!5Q`$(O;3)w-HH0S&
zqzAq)@O|)nfucentfP4~G`ol`gN%D?*j2cin%zX&$gwPZg4W<Pb(tbt>tt?Dp_;Ft
zstPJOOl_XN))^F2r*51>M@Wz@E}>AYQCrwaoH4e}?Ed`<Kt)jyLNGNo#kuF6%bq=Z
zXlQ8ojSl`?vu)cpwr<_ZCqD5B;A{{`S63H*_Gf?gYX^b6eB~uH=?(m8cNZ1Eg}fEy
zo-;E{+7d@m@DT_Ugl6LP#t5Yv+2J>{sum++>v&SZS2U(H!G2NUj8ef-C5F%lp%C(X
zVxCKjv{@#?q}&kFm)O-J6eo%KGX(S!iv0jhE#pL!%_yqG*KBMvj5L#Ht$=O`S((Er
zmB9_6h%~w?(99aHS7Y!@3r9;!SqQY#QYsO&9V`T8Ek-udPEA)3z6FkosX-tD2nC@?
zkS@aa@I6Vs9tKyV!7UP~X7PoJr$`hmT&d$)MX<*SC}C`DCdDvCHH(jjtLel#SFrh_
zTWIa+XYI)^6D&_6Q4vxBsc<$5LO~$#6qULepdQdM3R48<hOj*kf^~-S0vU?X)?uK8
zeDtLOMyu`Y9azN?tBLp4K1tBmI6PCN-n#}n)W_$>Ux1-_gk>w2N8@Cxb;7=mkP5!=
z$w`|z35p0H6dzT(c+$tw9Mq(bi04tGr(iC_OUG?urDLf2Nm7jtmMoC1tf%5!L&=_|
zY>j~{P+U;#38){%&?ROxOrRl5Fq}ijJsTA#CBpNNQZQd?U}Uz1l5L`^1tMY&%dv24
zS%z)Ntn5bUD+xvtT+tLEqJb7un3V>xg@cIlX}WqtXj+kv&fUV1>bZ0pHD0;uF)Xi}
zC+5y05tyOu2AH=)<fVeI`bbq_HXvB%7uk{6%hLD>2CbzG&Rvh~o*;1WZ&@7}r?*`o
zRUJ<N!vC2Mp^G4InJ6MbT90FTD%E0<Q?9|Y>09W_3ckPQ0y=6H{$$}%KGSju2aF|X
znt~A!1hZ2lNB0q(If+EDp=%{;l{luN;3O5SaFB|uvo!y0!fFn+bvwb_VNTVqXC&6k
zMsp|CU3X$d&m&MwFjsddyE6p+0rZ}0D9jJDD>KQ2AEfF=&;nVC!7}r*6}&K-K0_?#
zQYvd)*%9V-@g|De9MZ_}{h1&uMUJ`HyQos6KNlc%?s|-vK<lunm!cGB1s#V!N4AjS
zly(DcRh468nK}9%rk1`PQ}&S>KhF5F<wS!?Ivh~g&sOIEWqpc0U9aSvdvE6W<sU;V
z+eBM0#9|KpwH#?{1|<W>QmYw?cJSR}*K^g1ZLFNVl;Q9E3#n_?VqJ9!RXc)Gj39(S
z(`$s)EVdz;_9`rt;LL#(R@Nkx8sNMie3NX<;=q~+rRE@3V+<`B$4Eh{$wk)#wAPpN
z^7|*qmP737dktfSCwX%42Q<%KgE2aeQ5Yp&sq)vCj`Nj=CULY@WO@ZoHo^0Z2Uy=S
zNZo^pVF%X(%a2o${rGApWxaugkV!ESA`}bJphQT{xX6WBEL_TlAZ8V@MUB17wh&yE
zWMwaO^?LNWRca3mV9n2CHTIDo5|m30M<b0Kk470v%+QlmxSHj3E@;G0JVu~=5-r+J
zG^C?>v)JZ(idr+CjNnK~-2uf>FjNyoQ4vBSaR}*SB+Qd&qKu~~B%AY~1}RrH>RuRI
z#;}wKkw6AbbI8@(n5rygy4pwHQ*cA4NE%sMwJOb`LQ80jn$&ryx`l2T;Y>hhtbBk=
z_IweiVGXI4jdT=$#6)HVN39Vu`T~Jah`7;2k1**BSBbP63>;gAH8a3{y*-FVgJsEP
z@Mn1b%qU+FHFgEUTy*je=xsbjygScK%j;1F_hXM7<x5+4Q$BY!E3EAV#{~1|%o1-r
zpHs&J1o926NF;b(8k7eoXr8YV4%YCRrg^fzmxWM-qUsUML)*9@oDpa>8*O%;aJ^1!
zMV+PYVNO_QsHl&zz2sv%+c<q{f)4#O(TK-%rH_1d9pip0Eh58#WQmfYk*cY57hD?r
zEF<w4&&I;!e2<dnVJjAOFUN&*by|c*+#lzHmT4N|l9`O)k+B3PEdy052<aoFL`Z=^
zMF<T<2v><<DG@4aoQeoxs17N=LZe@!Kb&J#*Bq%>71tBYXHBfCB%)RcYAynS;B4M}
z%LAc!RDGYRT7a5}(B2^FXmDwadFYy;W~r2FCdGPykZz%PK@`%MMv98vz|@@1+>C<n
z`oxS0`dY^c1_dG0#*%G#PB$gXWZl8f{(c2uLqh}i-g__Gw{QO+9}WDS?|g?_Z@rbz
zeeQE?-MW>Jee7d=_q*Ta#EBC$H#h%>`xlEvZol#+T%G9RNZsU1(|Z}ONKoP=IvcrV
zYa7>G(v3{}IJtgoCq|HIV)F$m<)tiy(wrE{V~<v7E$W!IiS4NP3aE+%)k7#g20pq_
zD4GiCu6a6^jAMjqNW&r1GRKh<5sYtJbmXT9ij(MChH%`*44DX_;JS4b#XwPXPy`4E
z4~u+VW8ds{3i&nyu7~c_Q57Fr8?f5fV7Wm&SE6eQOSUy(Y--}G<MZ@d4{~wzVfHy2
z_+I&D>S~Orsj{Uf%)77cBA}nG_+igakh%X0c!dm3`W0m6%T#9y_+^LC>Nbp)5L%-_
zP#0*UGo&09Emy<0Jba<!5&)r~DRoq7qXbk$LlmVwg|>bvBKY%a6jDlLy~@-}w<9OV
zkg*tAK&N7>AQYkj15bgf0WB2=&stz1lwfcAM((q&C!_0_qCnQ|KogQ4sdBy@A*Trr
zn;N1f>8aQ>xstXfh$uD@>70$iRz1uHfe}}59f4J{nVQW|w;Z}BAEw2Af<$8p$IDQt
zn@pT8BK@;zdlaD%2n9%YrHO>*!K&lB0qU}wvX`O?C{c$}I*ig#VO{M2qEMw+fI>b%
zK9^#))Pf-$g3c*?r%q#P9kFOTSwF{gahxXU5>y3|xJM+e;;8ey)&Bq)Zw<G!KF-S6
zINyqFLy=`t2QI;|63lBg=A$KyfFM*4;CL_<baBFh)lP&y$L5@tZ`0r%XLo)b4`tR8
z5;Jrj|7RN9Sxg;FLlD#jrY<pshvB>ELZT=FRZ(e<H(;m+<GBo@ku*A6&|a3NYr!IZ
z+-3HB!A`xz@N9+@vlyvH8WRl!)hPQ<FDG^PqqM0W?cH1G&pZrqi#<2Kh}HICnxCF$
zsHKA=?dP)jo+)Z$cQF$(DHkrGTQB1lie!t2IH`8w6!#Ku?q<n~bBTn~%xhhoC<PfU
zO>)z@KVX+-v*!t&rOr}zgj!gorP*blq-WU=IBE8>y;vtuUq&EYVes_L%=Y)Qx8h@?
z)6*$g-XJ;k&`;0|hqX<UbcrxKMV$E|k97NssA>wup?SQPC?VO38t{>3g#~FdH1yA0
zA&w!IT*j!^!pdhqz!O`)$W$dk-Sz<=RrN46mylM+G<<}rFkU!?qS-VCHWQgRNM!yf
zm1Wx~HTL038^v_-E&pdJnxq~h(F2JkCAQ9u6U=&)iyo!Z!}!?@nRGWJ=^o}i1G{9S
zx)t6SeuCXj3qNssFy<}7g$law;Kl>kPJvjd${(!W$K-UD;}grk>>}(Avm>>S-c*ff
zgU<tp&LOK_Lpp4b@W+u}k*cR*yJ1wRqbmw7f=Sh2A`zf*rOC2m!{{|1qjMFLD_W?|
z8MIDLk*u6TIvJ*dDfDy;UG*}hfMjpK!H5par<zzX--42JsY!vashGAxHK3w;E-Sr9
zaOw+$OqE0^iwHDxd~!J;sF`V8;UTmVvZkO)mq@HeFenH#8iZ3(v|@$@e}Rf$LTC~+
zi=0%kL@S1>q9JM1XK`yD(ov|15NDK5&S=ey8A<%0MpRd5t<`zH@-QLSqd2pMfE{8o
zX5x%~k-*$xMmOBZveFP~N5`w$%(-PIoC*4xb=sQJ>_6IvTODQ3l8d<@yN=mqX)=*4
zH)U?;8FM4;8`e-a^7K7@gi5iKK`!Ii^4)wR`8guNF#qS!73ghYzJ1j*T-1LVZ&~wJ
zG)1GZVDt5VI?b}fc|4&YT1qTQ9_8uQt<3p4O{Z)UlMrx0PfE1bI!0p=giEC;(8ed}
znLb5!Z4+*HklLO+GCW3Y?|rOp@Nx26DbAcE5LiGBB$zMsaXhRd4M`#w#uqT%QsQ8v
zOEjjlsw>98RE_K&k4>{04UU7R&vS0eNz#olTUYt|p=Ny1fTG0l^cc1<sVIVqqGG8!
zj!^NWK-a<4C58s3;*bdYEbEBT+}A>2V+T%8l8_a^_Gajxn<9APB;NRO)avxvj1#H`
zbsN|6@O^<q!4n#pT7;Q;jLCYO*;<r}=VB>U8jUiWT73E&AYT`poU^g)3LVi3{c#Un
zronH+BtoH-WOiDoko5_LVC^!2uH^8YI!m6p@AoSJU-!D#ar^DJ)7sj~*w`2y9UZ9Z
zFV++V7#<$}jXL%F<ddKL<j)d8Z`iPbkAM8*Y}>Z&*V?yOEOPwi@8)k9WHwx(Bc0-J
z(-+d~sg(Ln@@;KsY7*Uuqxf@#rca|(qnH<8MQBOmziCTK$+3OY3_mc5w1JR@Vk!t7
zYQ95qg~nJ*kvqqpWcR{pUb#NRMJ*<E!1g4rB9H|^(^sK!S01Be;YNLQH%Fs3MYbi$
z(Odc$+p-KPT4|_9Ip=AO;KP#$w?Mf40QHV@5q;MaZjBLY3K47!p#GA2u@gCqLt|yu
zh^J_s{vv8>HOlHYBSNi6D~lZYA#&^<FrtXwm!Wk2=j!81DUro0aypB2J(RWvL^ASg
zm%=OD{~ZeNc_sN0NJAx{yBLN?Afyls1h9%0Pbe$7@r(bAvT&NI!5N;M-@*}h8}k{T
zN*T1eijGIp_Soo4f`)?9q~V1$4BI1^(CJ#CpnD#baSx~Lqv(Q2mqxTlC)%UqMC-in
z-rIQQ$w&Fl0l}J38Q;x;EZ}(_z67ZVd?a~SW2hdb=%+}=Q^cbIO7#d6v#t0Z^d{$t
z)+_iK7hS25?wLZ1);Q*_#m-6k?NbE2cFMINle7EqojSS@#N!cCjR_Q8p{8a~V-@~n
zQzNhK>E(u_3!G@WlCO^4%<-cV2OXJKal$_R^9kBZCIJ-epu}r|)VxmBb{Tc6Oj}h@
zB(Vmc>)Y<)^6)c=?&T!Qdr|xvejq?O5@jkDVnnei2!|%$Au^w3_EeU`CoHP_i(DT{
zvUF(++0q0WMeyUyZPjTiUWgG^scbHh-DDAVgP`af?dYL-bcFt+hnZ8GNjx$`dBSBs
zOX=*}Mt4yo?hT@<a|~Cn#Vj1eS$Kk=+R2Rm2ei1y_;FOFxBL{!=p^yp4|1~h7>8Gy
zG>ul7t>jplXr)7q(HU-}P?iLAfugHaYjr%k&esCtRF79^qsUu#oWKiSPp;r1rgAv3
z5%#bC6MCalG)H_M9MqV4e2}F#>qL%iq;ZpuvHy!KPe#}~{vrl~G0e#p0<jQ|GK3bs
zn{<Q9k-#>N+U=A|Wjgo$6ITZp7zkfNpt3-JWq^mD_azn*5<RLCD+aNrRVoFAa8wY8
z=@<zU892#_h28AvJ(refJN85O;*5=w-})lv%$1lSpJ*Zr^;xWm9F-vjFX!Sa0@rXT
zn>y$Q(Gav(=4qKYj$SPhP+TtUm|)LDoS6*Z*+|_$4+c@~3Q9GHlpYO<5*s!eeC_ly
z^voHS*(X`nTqhoaU{{=X5C18}RF2EGs|0denSRE{SE4ioG$Q^Kw!W80agc_ZM7LaU
zEf5+~3*ia_RS#m~gJ<K27_JgU5JU(;O^;C*O(;SqVk(4!Dn_%8(WB#pT&ACOC<G<r
zB^O<fk?ig#To2PU{U~Hcn5(#KQ1=lrY7ClJaKu}MVd+eVd<I%_C@q4OUX2Y-fN)*m
zhfavS%GqajLzlv6VUo1g$tsy<y>*->D?`#Pqt(v_sM(EzUTL8O1d3WElAA#kN>qG<
zL+N$s$vQ2e8p&!Nt8S1f^kdGoqU0vXkADFXi&1LqCaBg~nW_>ENfxH+?5ag6H?O3!
z^#d$Fx<H_(hBq+5Qsajd@(tK)-ifqpBu{*TQd=uuNIXgWiB%*+%>)vC&<!VJhuNq%
z(Xq2i$MZH&npT)UQXv2|1t8g#qc%6m#DYgD@1d4d@D<dAiiipF(k1J7xKhRO4Tc+2
zJg>KeuGs8bzK$y%9-<=Z9Di$$AMU-2o5p(C^k|A$Xq0H=B;}k<ex^XMA&QU@h6_DB
zSnnXGsfeJ5??N!6&`=jNh<PHSh#8*e-1HFXl%yaO{^iViX0$ehu3{)IX2`^BY$V#4
zAQsk%1VJb&j*KGpB%yRSv5sycjR}Ggm1t6<r%z{LY=F{<0c3fSkd?<o$8{o9BO1Al
ztLW?6N-FxVj78ZY<o*8#{5r(iAld@aHoRyvW#JGz`6NnyoRb}ExN-k?Sa^Dt9zD#J
zp(K|C<FtknIO!EkTQ=(W69mc=9I6HpPK0$L##l8>^<)E`Mgyz5gLFOdd$s@qJn+B+
z3=R(RrZ>Hb_r33ZM5EDPy4{=K{N~@NQ~y&a7K{A(ZLee6t@Bs0^{i`(;VxIOd&306
zoAF8>_QDjhkj0p*qqMIkeCY)!Kdp)T+b~nlaI83l(CS#~JOw83DC2p8fElKt3VlD^
zjr%M(g;gkl1Ry{WD5j1YHi>R)BbNFeYDl1Lejg(EoB4FgnWylNejJ<<7;!}Rjfl?c
z5PJBxKF{A2-?15g%geB4#?DSJRclmoS*rOQi5;6b=M~o?npZ&6N@(mu{Hxlwo+p`}
z^>95&d$We;3W{eOChjR?XFURO1v8}(>C%aGX+)Oj=+R&Oo8C9^Ag_7guX*i{U9Qb4
zv?-FP37QEDvjOUbAVv^EhK(W|gzyl;N7W^o4(JL}6$s^QS-grJqFy$UC7XC?oJf2Q
z$2O^yG;~oz6*`I$Mi@Fd-J&Y<1pF#qLx?vok8oR{ne_`<j7u+oZSTf;;_neunO^!K
zzVgZA92*MYc_5{aB7F?YB;p0h3I~x4uw+$&%dbwbc|(w<#<L#?-ky&lAO8%Zn8fdG
z!;jYxm1(Fgpg1<5f*L;?0Aqv^zK2~Y@rkbwv+0<^(v>ZYTQ!CX^IQ;C@Y;N0b_1fd
zg<?-Dd-^R_933K=$x&5Jgklm4H}UKZm+@rZM*5DOqV4u4Fi%!Fx4X`ir%)Lk;=YAE
z^=KpEmPT&KTtZgcj#hXSJO5*>z=afKoaVNRF`C+Vpz|pj-yG%PN56wnt+77bz~N`7
zdET;K);_h8p?p7gWkDJS!KmOo#baq`h&Fu>h8f_VtcQ2(DR#8DJkt1bGBurIEyvQ(
zCMs2^nRl~n$x8Yz{1Y<Y+r={FNgkSg6?sl$t=q$Wr)zXJ#z+Qx$)6F(N)4?shS9T>
zz=QAPnzYZ?yKdn6{kIeD-%9v`o2f~YVOw&>x3E<kHRIz>xUgWODd2>oWYq<TM(FC;
zOvEY@eD+89r82eEmy_;@)1IuOS0*`w$`eL2qYEll?Wc*Vgg_AjRRv9xY^o0O#^M8f
zWxSt}WRjtDnXYJp6+@GR7v?z~v#`dWrK@Q1wm;g=<IAq1@a})4ivmkKBvKC`lY&E2
zO;ltDj+MZYF|23_H&!H6juKf&AY_q%XCg&}T1ykXuk2&R_7!9wuQI)JhIp%i)=+1r
zGEJcr!_T&%dkwg@pjcdB-gC)mJ|byT@FX=PYtjboV=fW{p#=zrLnvmPnX<(~!6Bf9
zNJXM7>8P<};Ry;;MQX0iGVft5AL_nF-PdrXfe*MoO!+qRs*6krO06dIL5oUrg1`FX
zzo2vYG2BOvawcbRPd&+Q-(y?<G?#Rm4ApzcFZlEg43Qq1#180;tm~k|EVF8Qlp#0C
zXeEGjeUxO7$W7bXR+*qWS7LCXjqtG}bj8Pz!e(~dW}+&w3k9^mawemVJi1(RvTFku
z&8*^0lV4?WW}cg0cofTX`P;os+>y$%uic@&w}Z<g8`$`%EiCKy=xz&Q)nXLtQS!wA
z<>`5n@iIZ-;1nfhLmpCbBIj?wt;acff0ZW;8^fv-1sp}-YiF05^a<-FUgGW}=f-IE
zBRB|VJ0tk$OgwU$C6NjtKZ<K5m{d=ppUD!4kFu<1oQN?`A!}p13Nj>^^CIk>T|wBZ
zvotVGYuF)dTF82pXc(NJ;K!vcblm!8HeGiC&AlD?p2W2!&eSaKz#$w(rPPpyP>@(U
zMo@QfN(*3>@$DK?o(-(=2v96aRK+KmGB6@ZYO@k`c$Co67K}|B{(XZ)y#R&rpDtsN
zA3M8#{VUGCbAY^+=PggZnMY4OhA6|j;99hjM|@_C3$+lNj41I)oRBH7ipQurS;V}G
zQA{!ijAc}Ae)P!iUjY99y!zFz=Hnm#_^%Xz|F2Ul7J2vsZ{?CT8?cgVP?82h%L6`s
zO+hV;p;vtrvzfq!7o(*c|Dz^<E2NZoIB4QuO^p_Z@Q-~0%3~nU22l`f1|tT!qbQr+
zi%4(z-5lR{&L(VL<QMqi$esN2>96B^0mx*Cj4p8VT!iaqYnYCYR0Ki@d|jm$RFNSQ
z(a^#kZyG<`$d-<)sAVHG)&^0IJ&sx`B7}z&;AtRy8&7fYq{A5t%8@E*y@uM*KzZqU
z?3Jtd^uyoceRhI`I!Wlf3sBGfDBc5q10f5&^-37ojo5lCqH{9<wYpCx=d+OUC|4v)
zBWFmDeH(lavEe3YTmNq!g1%kC|M8z928R$i9of<cSN<`gYc*u%V0H>-r;&5hP^%yf
z1<~8ep_8Xr`17yO+ze)GjQfT%Y*tdFTE>Wmmk~)<@MMZ7FJFn#)<j=MV^=7~L+hjH
z%@&spo#BGRBY4LRT27BJJvzt1OoV-XWn3J=w<QS>LU4y*0YdQLE`t+1xO>px?h}Fs
z5AGpo(BSR_2?G-xf(-7iGYrh^WdCpXz5TNNg<sQC-M6amJ?B()Rb4F3B&KB-1Rn)M
z_M%!_X#)Lig2xm@YAA0-zNkG~BZRERQF#^5a>zhihX!9nNpv+Zk7N>!!fb7#9dNu!
z1!SQ(5s^j)wDJVh4ZZ9r2xeAueZb)OYO%>?v89*Ua=D~}b5mZpsnE=n=jbmr;Qs`^
zdzbn?Q%66OhvRbbQY56fTOitg@$WUOMb=xUmvA<<j34?RX9Z&aGS&;kkV_cn&NC`J
z-GUmlaUP(CBZzCqgQG|EAK3WE<{}2f#$Oh3ymiD4diAZAGL0)%IJ20~#M&XS;3ASy
zOEQ)mcRfdHYK*~DVekA<b&N$DY8+`;Ioy%{!bGUa+E5)tQ^4Tm|M~L3=>8b{ZDPWu
z--TZMFO?>>f{m}%=tZ~B$0%xdr<8gIXXSLf)hGgHq7iAuNx1JrpjOB7BvrYWdAO+E
zxn}p@4H#&P#{@7F_xs9*M$F1$)h{V-PQ2u(6>_X-(w6%0$J;B99_ahbMeJQOpDK^b
zRA_tBl4N9np*8I#uZ`4!kJN#>l#?4a(29z0c_3x=1yl5EY*o|(z1c&2(Pg_Q=S@6X
zlCrFpn<El-siIMH0rEt~8bc0xdL5g3`lZj_$9Z9N(<mH#y`y0yozjg9eDzMQA^Z4c
zi~)hRujQ*naN?FID3wgbXRO*yR=(6#HG@*@$=UJa<}0=r6;UL~D#apF35mbt*@yPt
z8uv$|2H|t5UN^vktNlr~3LnVxfwz1Ek7hgp#EMCqAh=qF@OufT#^gjB%Y60a4@dFi
zt3ydie^%W;gQ`nR+p|{`p3!!vmbgT=2=_+%pYOE?ujY*RYZCBWKwsxmH2u7kNRaj=
z6%|+VwWj(ms&JU3Z$(D)2FUko_Jn`-P;me2>q(d0alvS1P3sr2Ki+*!{KcF)vM9hG
z<$C=dTbNHv@Q0pcmnRkf`jnPf_*Xoh&i7W61^shX5*^+#+o(Nja!cCFQ(7GI(w#Eq
z{plnKdTU?lhP?;d{qaMi?qB(WLSh1ok=#aBx<aOgrm+3#;YOcOB-z?A=WYMss5Dwt
zah&z90Y6FTfynbGm1W<ZKI<A#ht3xTd*W-EzFMEOay3k-Z$kRrySj&DM!%uoruRdV
zpl?Mx#x)U56^qo$;pXF!_21^G_)Qeex@y1UXriMox{FX66pktse**2zx2_+BTlkUy
z9}9$wQ-9Uir_@F@g`@?d6_sK;OHwrN0B%_xLKsR3nyD%#r3aryKu>B?;vNEn5kq_J
zAGbB$9=GLSLTtgaQrFg)WbPy$VyUWalcq{nlUt+3<uOzqfyLdFhnkq(7*_kNdoGHr
z4dnIi7<WH<i^V)>YRHEwIu?0TQ@lU77rbQ`%so$WWX;sNaLkbU(f4Yj$9Dhl>Y|#2
zkhORw!Z1X#y6bSEgYJVPdB8rLC+KPYgQsCArYr$s+2wb@b^+Y#uG><t$exSS2>n1q
zUgTL3rM3f4@UuiZh9KvN@K#7<k;c^G0_e}@-@1ao8_KYW6Y|p*%J#EyJv!<lHG3*^
zGn<{|Cdpz#ADOOC=!R;lyya6tFfFNy-9-vcVqBqf;H~WJ{<qTkQL`T;&LW=4-<LiY
zoqU_Wd*ehamfan03frU!Q=&PnRDS>L&l4q|>^i%}GYZ3wU_6f_XZ9qA5+Yfj<7tr@
zFF16#YoxGs4P35SIJi7%_APX40ymfeB)Y`SXV={DZJ<O@y}#Bn9ez-4_K7+oKv>nO
z{a0KnOIGK;ZFS(>jT&zJ1vh<r_zYa*8xEFc<Cs7CwYe{*uo;puG5FA?I*v7X++pYI
zNKb!$-NUQYPzpWam@^0e#4p#Fm4`(y-xiSi_n_tpbKqyBk2KTfNX88xbFP6fR=s90
zA|rHP_7-72l_|lPd+%tP@w!_~2FR)k?l+?`Z45gLzF8L7{%*KD?<unSNxOy*z^^!S
zDtE1sRP54~Bix#22^kEhaXho>?D;hB>=_+%iLku_b)TLc<n+eLUa_mxldF|~(qZGx
z;}!9#Oo&xluF$9yIl;LGvrHL?L=+hOTFrdr?vJhCt?^bodXpS`#5>}<Rr-t3oH%1)
zLRnD`f%nOkiS+n7cq0x6j-`^63eO~>(lBq;G{4pu@ajd*JH-q~zH-Dy?I5%wKK{YJ
zpr96Gp;_1?pe#yMEWytc17LumJ~-Fs=jE?Y2C4lX<P(9h9M5CfM5LimpCQ1P!{zyi
z^VXhcwa=!M9U|Tq=UghS=>@o2Osh9qUFoYb7HiuML&w0!Cq}M+)Ur$5lze=CUxsu3
zhY~iuIyBGC9J1ppFY=UHn8}+Ka?85v^>z9&{Po+TApoDul5)z=-hR*+W4aU0gquIx
zAh0!Qez)6u?a_!-9bS6Zat4c+6q&qmD;Rpd&xx)0BO<u097n`9Gntn0+p~Q{qsHI2
zE()vwBwAWQQYRealz?7-((c@(W2$y7ETCUI0^w!AcmU_@I-=e#{Gpw6$ZAaP7J#J>
zq)v|{9!aF%m`zRkrhfdC)0=_UCsmhI+G3hHvr$B+vbfdH>&VP+rX%pCH{{k|sx<XV
zcLZl$_4T(Lc4L80FaIR>$dfm)&J4a&82o7ZG>lMIYm!}>A-OhM(t@#qVyXuB?^lg@
zJr1HW*pb8`(8d|Ot7Ly_-P0p&HqRy!;Hh7bmtSnT=UCTadK_UWsaHlUym*V{$Ni#j
z?+XfiR402sodsX0Qnn;;W~LON_axO@F*zy0>rPr*Mv?d`8nMfokV&&*KTnS%=4$7a
zF9h#eN6nZ3-wyQy`oB^K$lT$?90FRaRoVJ)2=BQA-0h#SA-7%p8-u30F%*U3Z4@ar
zhp7nI<bO0)8#25X{Q_Bv_=^x5J(1@!c(1<}vlxscOYl$*RuJ<Md3=63r1@$p*3ggX
zd;J|nE60u{M05Sxd~|{#oXEi;`rQjQ3@9B`ir??l{=Dc34g9r=>gRb&4&+z1dZw4f
zK8`qwN>72ol(yDi#v)X7+CT3N?>i;h<h)1{;@Z=(foH`p$27m8n0#J4Cw3585qoy1
z`BSWr<-m{cBj!7aM~#;~Yrn4tg><m7K8g+R-svenR%n#I_O~4FccEL?o-e`*$DMnV
z{liYHY?v}P_e1fq-G@P*3yuy$!5f>;<8Gy}0-&{}HI}%Tk1OC(wxB|4xZ#hMb%tCj
zsldmCrr$I&tITIXuf@<u-805yQ@m^=mU0HSBi(GbY8JGT*t-s9Alo!tzd?TVyJ~ja
z>ADeK^QQe*B4fiG+&e$S&+M*;p0or*X)&}_Mag<eL)q8k6r$D2H2A7#DCZo$I0`7}
zDGqB~?YM=eP7S>F^^Q5xuiI|k>&Y@~OSxDb%nLk6%Z?2I3FhxJV2P$P3jvgR^R{xY
zUg|V}ehc@c&1IS;9u6KdX<po*!<S$?Pqe+5wuz5mdtT-K+e-l|H8sxWR3&5JD-Vtd
zfFS)y;A2q5FVpJ{xZ&c1HZHS*sYT=)?d{6)pI?;TSI#U7Miv7O*0)L2BhY=agtHf=
z`qV&-LEj^N+SRivm4{j1QwV<UC#<)OsBk1Ch&EiyRBXjWjU6w1ecd6T!bNskC^})<
zK7c14*zS2kjK7v`h0Jfnpoy;Ba1Zt(TdHfQ>CE=(%+*2{B1oX!`!UAw`s)dor0IN1
z8XjONvKNRpl`I|MW9J;#Nr6FNkLT(>Y)I>uP4&`VeqUm_^Gmxtv2Zn?dG_}o_Smix
z5ov;JE#6#U&1NPX%m-(>QijNL^-CZu;OVjfanFtQ3U?^!35;7obWfrTfDk;Cv*Cnw
z`hAN+o+xEzR`FhC5~K#pP^|4i#;>zp-{uHUUmxOR-R}jRpFX^pnbec#?u;NiGfRB=
zu+sxan{>|qkyKDJU75U+@rDwg_jU<8r`D+ic7F|C`#A0SlO7NSUzEwBQB;=Ks_P_u
z+`K_5UOyfitp}>DT#B;Gz13(^xhFGm4E%-38fGEo^}6&!sDG9{0M4ed;zQ9s=9ppO
z%ODIvxO|Qss=LekN({MmS0y)JRbbt$CezYNE|plzW~k5)WhZBr6_%bM^ra1fX*aE{
zS^Ru0W$=zIyF%@}_<k^+4F7`Qk=}&#6PWCmb&9_P!sHPx?%`}GQwop`<+YH2DL9!Y
zaERA#GD~t7G0$G+wu%D3KG1?kP$M(3tT_}I2ijUydCy_jL)7nBbG5#Z`~gZGqCTko
z2^F?z@<fncp69>MQ}jOjbn0TSu)z&O`?};P(o7MBFKzV%MCe@;!CWPJVPL@su;`--
z`nuHsYChp;Uw%7t>iv^jAg&C%Le%-iu(Fc3zC4$2DK5g=o3fZc;Y3&KfsuMd*L7@I
zxsy6eg5~+3rWUIl>zu|0tm+);%%x>r0+^NC(JIu*#{T|T^{!cPddZ|e!1I%`>Yfy@
z%I$-hclMj2)j$4>DxC-K6F_`?Ob)=+XD_m!c%nZJ?SbuswpC-GArVGnods%y^R$5`
zZZfE3PhQEcw#+BOx9ic8JwDs!lg*8Wje_^W1k-+HpLapY##8cJbHE5wcyJFe_;VfP
zPDB-J^8HI1OZnWQZsNWBw!vcYwMiHtkR_@1-Nis_cO;iGD|ZN02bH`5W<kV{&*QbJ
zTMzyVjUYUF+vwf;oq?+M>nNOehh8feLx78#RX~60Gp>65jMB_$3O5$f9e$%xUQxfS
zE0!|oWk7zlNdWUvhI8Lfy|QN?aV0&!=7)<8t--PNS=^gnotf&rv9D^nx&Grbm;hRX
zIiBu|75Y`)4eY8;x!y}4!WW87?<ILQ4MU^yB&DZB6{OW?ES(vvxnN5^TR~st0F&pS
zlNpR%7h{8nC0~;Wmff=wF@ra}{@4kgn30&dpx|`t`7+byEPeZwe6kkPzrT0(YQORN
z-r7`}`z{3`B?v-;@&@G7(=Y^U2t&=Y3KCGWLbf90o{j7_9#a+CShB}eKG$z8*;kAD
zG0G>GuB`E)EJhatq?DCQ)HL$h*_^nPdHcNh%kTPPrG0f4*n0Z15ubmalAqKdbQS}f
zR!ldQIgC|{KZZE2=rsvzEQS+%m^g2&q&w-=1MO%yzhU`qOfOO}ru!~z?|bjAdfF|G
z)g_a~>wptxfi-VI<I6p=_LVUzl{&Z_Uqje1j_Uvi=0!)~A1{FH!Kuw*B9V$c&2>WN
zjC&}Pi*V~V1;mMxZOBjgUFu?i?jm|FTfR{E>(XM|d&p9_m7)JglzZXJK7hwFQ;Mm-
zF)c1+e@mAMV=WMLO;>_%kcU!T`GX=oO4su@P2C8-G+_GJMla5ELyA5vQ39e>Xg!Y|
zuTf&Yl@+a!gB)|65lPEN|9}BHRs3k0NNyA>af55UOQ}6|p3CU43<=9wySDIjKA5$1
z=JxzRu|2{t6=v9g*U|DS{tq{#+&rv)izg7{Y+s5!I#K$Sng;`Ti)7Hb8Se2^^d&kk
zIqRmQRFPp?+tGOvQ>vN?JDwe-i3ertuA#>%%v3bHytoD1M}dQ+vsaF7PS(PiiXSsG
z?)34s)A}B2dL;Z=c8GJqRx`HP+tUv_0UxOXOB72468I#Bf_nyjnlbsyd}Xdnyl5Xp
zO5a1Z7>l`IO9tZAdOP4{P@RbM&4~MYjYI-fq2q4lrULCQdnWI5G^UMfiLy_({O{3J
z%xz(!INKxY8kk&b*SmAhod`VWNYC&JOHV&PS<>kx#sLo8QQbx9pe?QQ!>78CgSP`o
zCqri1HjOOp9ipJYT!`!li^aH-L2rSjDmBFoJ4m>;sKRmE=?Y}0xJXLeHC^3!^CfPo
z#YO4C!iYK;GQdv2&)XQiwS^@j2^d-bJaK5uzfe$MzYqWft(!(}j42-qDl;BV*MRE%
zoCqQdKTNqO4^Z!A2t}5DoZc_ee~CEf!VNv<qFMI9;oedj1#$j{;4=~Q&`-5d*^XTS
zH^eI1`9B;#>aOs56Db&c-&Z-d2aY7!F2S-fD>aoI#kfI-0GF*R7CIXTtFWVm>K*3X
zmgE;miF0SM)V=;krGVop1}B@(P&Fp2UnP=1QdtiKTw?xQZNA1_we#;79d%BrZ|B>|
ziLP{LTU#<H=4NIdFFI}0<;=`E+I&Z^Ztz^N0z>EP3$oz3H{`lm5(0`{qVn)B&s5UI
zlr+_+A@f5P79O;jJ~bjH?8lJqXwySY35A{0pd!;j>K5$kLzcE;+5o8XH6WC_$uAW-
zmipn;AC1{z+I>baf_gxA4XL5hAL`zcyhyIZF{vfaE8qS86)eop#?{$oy9H|$;m)F7
z*BSP3!80{SBxXMUrC^o~kjrpY?D&~NKu0`(<Zn>aaH;LU{nOb)s2+V?#Wxp=gwP4Q
z*|MQJiKKhOj4`mJ+)fw?hD4aP*bu^99ItLM?B)F#%LAhPqVo@Z+|%<`OD(jwmk_F6
zzDU5M$l8NB;Y$(b>xnZN>}JH;{i`byo(2-p77DbfM)W|iQUuWF63XueHzAKwIykwO
z{=jM*T}1Q70z6aE>fS4qsIN`+MNr3Vx$l#h3>`)5>1E}(EAwN5xS=p1i@48M72V{X
z19JUtC>d@y+$O@U?JEKhxWP?xwd9xg{T#%ZoxzSdx0j)57Oyia;$e|~Sskr+BO)oL
z=psX?vxULLF7wE1Jw2S~Xb(KVRcL+3)1DKRh%qj_<Xi*%ygu6qGBBwCvCn=M?CMBV
zr&3DeRZntYmG9Rx{F?a3|K`Z@v9zr)fS_10Duqc$tx3>pHO^dZ%bAHUbpy@}?T_wN
z{KeTg!8+aIi8-i9QspN(1Tcf~z0iwHuUGu8NbRJ@V#vv~rTp$S&~AcI_PmZBP7Gb}
z#g7FO`{hw=)7gOoz~%LF#qIre-~FSMG~)RM1fsukXoc{^Co^Y=MYjo&eK={afify=
zHUlTal6vrVE;Bu3fV8JDk<GdS`7C1KI#UG&@Db8$S2C39Lt`{_p$ahj;=m|BZ5nN{
z;J@8H7%x#U=px8amRtmK4<RSIFoMh^X3f>__Vef(2Ywb1&Psb0_u<WN(s^Af=WIL9
z%zj@<T(iMHy11xy>w={8Dy1)bxE*5@43}s6hkKaw8mpr}U5uBr<D|0#)`BAHB(F(<
z?sKq}pCL^20Z<uyjrgl6ik_^*50?<hJ&Q<jLG_J7sYK4In829#oiDb6v@)(g@2qo!
zHVsroc3!xyD%N&qZC};OzLeQ@1;|}b3pBfhM7_Ujhqg%Tab3@&HOH&M_5}j%pLz`%
zH=s+IPYyRxJZBl-XLwINxL=j=t@c!5SZB7^2hBwRXBY1%)JmmEO6Seh`m4whjrY`)
z3K<_UK$Lc@F;rF4&`FNxW?iSkFT)i=MNy6{YWL5P0ho>y(t<>Xz_o=lzj>@GT&B+C
zK~3527zYai+T3pe%(9QLxVZu&OX$Rz4WEv^OH!gI!b!0Q%DWqVh}(>5XmYes;H64x
z!n94!ClL8^sUw&g=Qk&w1%h`qoJ_YdE>W{5y7s76NlPzk&7ayPTB&Wni2K_EF+hcl
zxf5ZX{F|h)O*vDiVdx6do4}llba5(~dSC_moIxzr`+b7A%L+w5n}u&1gPF8`Cj($;
zN{Zq?;Mf^lIK*#<49iYGe52XQ?oSt49hsVOG4;Rl2}ahRHL@`$mlIsAhw+^)i}WAf
zd`#)i+&Wn$xNx*f(mW4)Cq6!3v#Du*;}@Z*WVqNJ*BfxA^kc88tF7j@DDc*Il15^9
z;PK9KEs&ocaPge}uRpfxf{SANu0H7_fFk=03|<eu7HR?@Uj^9>w{OK_iSkN;67{G>
zH1C5?kH9=V5Qe-QySWvaw|siWtv6HT*xy#~@#!8wSfYCmI7Xr4^skVx7mMEfzvB>3
zkSxOAOrc~$ZX3Jjb!_VMq7Uhgo^pC6+}M84+^Lz-)2Z@|@qotP)n3qm%l{ZM_ZG>v
zfxof6WTuV%nkdgBfVXhv9zwrx=OK}l0(u%WteB$Rz`iQmNL6ayAR;0Vbp&(XKid2(
zIDX)we)R`Y{O|!uM9R?SbY)!7>LOVj$q9rN(_iLzfw!1*Ct)?^M5Sjs58L)0O63=E
z9@fCy;IvdMLN0aI@l2-a343%(1b1F6m7N8`&e|;mr$14sIy!O7#aL-)iDskuiDwdl
z*581LPgyK0Gs^xU6e$!n3J1<|54!s*;E@g_>uJBo=enh^zZp;?_{|SulEPJG1R~rr
z9oxG+_S*ZKzKn=aP9Dq8qR7RgIwfqx!ZXbWw+~uqQX`x%`V`1v6UhbWI_NwBXre(h
zB@tz0G2Q^uvMlIBi2ov};O$iE`<U)6vsvZ(yBjwK3-S2cA)^?v{n~`;G#=7?44E9;
zc!#U2{qD2yij+p{h3s+n?OkCa<Y49$yz&UK8j2Sj@+E~EkN6g2hApmuqQ&d9N<UA1
zY706$e3+)Gmj&D4G^;y#JtZE0w^%648+Lhl_G<RkX1||S&9k;UlZE6};h|xZBpqtj
zpEh$cO(tt{wPjc9250Npk9u}I4v@u3mouPv9dImn@x$3(!bkoJZY1TY4VY1herPf?
zVE^|KY@ml^#q*KgYrJ%U*Lxq$A^;3|@9zZQcJWxeo#OVo?~kU0PZ1bB_9X@E?Lqnl
zISekp3ywc`3;x9|?}+>jDb+56uC<<*o`%vDytFy`BG|S6nZxn9&^aoBBMICuL8q|E
z!ANv`x*zpjcGsiTdFyiiMI<$3vb6_h>w2O&eZR)dgj!Uj7GL}@$cpH{V<P5wA82uD
zVj<p(3%(f3tKjSGeHU7x=xG#_k)WkLKFIpl?M<Kaf-M9}sfk-)y)a580kK!zBNqFN
z&6iDVZ@1g-J;?4`eQMvJyFPS`3&thT@^Y4X_?+tyFCSXIXV|?LT6u@Wkf-R66DH}{
zSSiGAMpD~DabW}q$&1$B{PrZ;a#%OTVDOWp(<ku;1xb=N#jO}@1h$lq4-79e<|_y$
z2zwpKE>sOj_CF3&=at{qNK!5b^3)o}zQ<_Zz)iJSQAdnK_x~VXUDG@|dfO+OR(koz
zQJ^$}uJO59bISTo?t8}GHJ{c|V1dFDC`}_P8imoeU--3YmLz_*RZQzv_5?0sEZSYj
z^;KSCDkzaLj`_N(0GzEUF>tWhSVHkyea!r;({s1u=d8~%=2VV^kzb`3P?H%GL(XS#
zAy)zvQm|%=Y{aGo|K<BAd!+BDk{3=q(xN8i_56y}%<q13yldl@-(qHK+FxpU7{j`t
zhrimN@Ta9!qjB0EOA;c&*7$ip|B@h-dyKy88ZJM`M#&+k!?FT>D-RD;#IlF(LqfyD
zLIzENTfeqBaA-o;@uh%k%G%wl{w8aQ@btT_Y%z&5i5_3OJUF>_*Y)&~!#JsE&z0kD
z4~%Ov?%+HlX-cBLaEv}U>54w!i}>xzL=xS@8-wen^GXwde09K5orFE)F5tr%e+1w{
zhVIbp_YQXe-m*b0i$%rx1$cF=2+P-MLht;AQI1ghqKL)!t$l`u%--Zo=IE@p{Uqo^
zc+%x5^eG;FHvtmS`>8Pa$;D)Tj5H>4vHU&v{a?3`e2L7(+VR>Heu=<CjG&Q`WNpTX
zSJpYz4o-FfUN|3@{~E3Sy|tLfI$F2-Quu(o+rsgaK;v7pAYqrU`0)K&q0!5lZa7;g
zLbU{OD>OT-m>0{~NbjH5l4PC$v<v%73&-xgAWqvhDqI;r7)2pMxj6vAbn`zvUfj_u
z(vKC(qqFYaX&3(1{>!ft(iNlYy}5TYb$gHVyv}umZj$F}@2==K=TsH^xmhP|&10_+
z<b=`Q2sM<!8~4;bMFDY?1wXu#(G&I9)2R-Ib0`apu!UaoLlq-HY^m;kq(De9RCYwU
zPEK8T`k`Yy#(5uML>;=i*%#UR=e%WM>hWt;=!p%Oj{Rca<c=h9-texhnFb;}_=lh0
z6xuOY-EKF=t#$+phYST?`i4HhI7TNFmoB0l4{LvILCCu{6PRAt1>$`7VbY$mT*vl*
z5dV3~C~_A0T-|<Q?J*cSXz?Kk0>eF~w%fn<Ky0pH*BY72cRkF^A`kIm)G3Pdmz7+0
zd3#!aW}GEy`~jp`jr^Se1@9JfCPa%&`H|Exbz*-|YCle4dG6=qaW@FrK7u^*Q0u$y
z+|<Dc)qfQ3G1KPe?!q;tM#F;&H$s|UNG^0oM2*)K>(*WzaIb*3{G`H1cg~$iu1kw&
z#Z^pI2yfOp*&x@(wSI-Rh`havF_Np`ccL;6=#Vgw%(gHRV=9DdGo5|}c#g@M8A@$c
z7JBs2I;Al*4AzTOiYP1MG6@4!wGCcT9>J66C2q%_Xw$=99riXz>-(v{@46$MIP1i4
z^M7)r6n&xUGkf~%+UI1JEOjdBjKvuAO(n^*61!Ap&}39A-#x}+Q3*b7Ky)lYt$w11
zT9w$D`TLYg8~8J4aU6`?VXGvEaohYi^VALcnQC-zCtL^LqDx%m+%+IV++H<1GT*EQ
zu?FwPv5qNP1MiJNh*OKDVJH@0BD=F-{j(YJQuVO}A^D<MF!Yio`u!Ynn~!Y1m1oZf
ztB&6ds(&31V+iA@bjvH%B>BOM#WPJ7g#FETyg5fUa|%Q)-A%dg&Y~<FOz!E9+v$BF
z=*xA{UbVYJ>r}4rXyEo>Yj^YyeoVw6SgN0Xs6blaEraJ&v+2W7IZvy3^!@bsIe3NO
z*Up2bL&S3LCGCA(*B3lM57uCF`+29P=lTs$4Ynv#Sv6_9wY)ZbINn+h-$=T;Q984l
z)IU$4R8X=t0y~*|9^mB(yC=(<ZSaP$-K};;XHNw%8e^J>Yb;2Z-rt+F0U@+24njJJ
z$yN_H7*mU;WJ0eadSQz=3~l6j@BJ#P3m4R)8{5MUcZaDM8U%^mZ+ls~wLk$ueRqUL
zGTxYhwSk9@T}z^bV$+v@GF?UrCm2FviLr@A+yukMg|wgu>~rQZ0~a*udtx_%@F0h$
zcTij?@zpTiewDGuC3$l_qxmm}`sN*b8TtlSorh`7(MQXO^?BwJx6Wt33`s-5nEyxV
zHjDzf+TnD?zL&TObv?1==C^N!9tTa7s~>Mvcy|icz!wV-n5w<ER@2MC#^>^obhT4<
z9&fNjdp~1XOr#zt)ucjav~&APsE2UKL=M9Q*SdzG1v0CqdFsWQYaYKZd1lbU6+-Z(
z@qGJkeTdF~4vyM^U=6Www$<X-olm9;hph>pzPU*NY+`TmNpy!9?9%lmac#K=Qt5kr
znr}8B8qeQ6vOqj__2Mvzy8D_v?sfgwWJ#NA=KMMwlp&djaZe?fxsKs2pu<F`MN}!<
z-_SlZI$dfMEHLw;Org>?!?03z+&!MG-tMVE-3GMZ-d{$GFBtjgzaUjOrxWeCxcE!%
z$ZbRKR=KICc|Q{p0fgfaV%>f3x^Vqa5k>RJaG0oxP_*eCtxLKN>55gJolFFp6x6>j
zy4`=`L~x?ysPev0lMuM{Y(TsN;dP>_d@_P^{S!wTlyZaDzG^!ZuA=Q7J&XEp7VRZx
zV=lLV35h}AZ_?yHms=nx@~$rYh)vcW&rS`*1b_F<)mbeWAQFe;LWP@aB}eQ%?Zb+K
zD0mpz%_vwLSBaHySkw3gb=4Ut0n{g~X4J5KrM}9%n#ql&^-d&GIsdVWl~7IQbwb5l
za?)C48v^gcJ@<w>5JtClf4|URyY+1MnJ+JVVZmK#uto%?W&S;(_|9D8wKym?k?zd^
zg*He}q;XIAOKR~7W8(R>e8#b;LH%Y!)xlx_!Qnaf?=aQ_YPX{5VUbIa)$T}Hn}A4M
zIlBZyjzfZCa@H$d+^W7|7nc=YsXhf9z0X+qUe(q_#?5KAb2NA+nXfFM`twdcE5)79
zdoBjs{E!U4`@3V9_ZZFZtsbJ?WZO42A`qQ;QHI;XgH+i?m*M4OtAcWyQ5x2DZD`Ff
zfQF_GL0%Dbsq>=vr0s@q;;ffcu!C|AZi*5pg*N|2?BX64Y``G?hp1k=gA@Axw+sHe
zdS_P4_Q)^q+(x)prGnNml#uIY*FA_|O~^5>-n}&h4IA@p+&3qHdjHj#X8PC)>E%pa
z^sO&D7_Pc@*`MUGnx5&k)x2OS`DptFaDh)}a)aNZ9vqo6YkTY$)aJa;@aE=u^nz(L
z5w?{&0q@1Sa6q&EW<hX*X_>71ji^9fZ$#|~P`cZ+$WD~9TQ$Jkg68pW?r19~6KUL^
z#R5hF-%p?^NeKai58Isp%SY3cKppYUk&&f_4lEzng8Rf~Q?J1Uc>~wd+iX9g`(^s|
zQyAJ|SosEsZ3qzms_>pEZ3h_Puyzsj@<bujEH9gw->s8ig424)`LjWu-1;;gKy_}D
zf<wgK&K(T0JP{3ho+Dz+GQi^yeAR*!vYkS-{*T5BWjzraJ<jY^g6v62`&eg~0sW~@
z7R;orPqc|Y-eZ@5jrq#x|4#hqMKW@!6J>;K6(USBJ@0Mbfg|gBaE#~%moI{)9(1Fe
zYKDW>5c=0=k3=(?$J>RC6qms5{1QMtb!lnRy&vK!{0GTm$g-ixo^}~$Asm7fa{XzS
zV)AyQA2kaA0!(h1^mPqfQjGzt*%XL?4t{XLf-#FfVuv<MI|jb!bS+|KFLV4Z*t})t
z%{B;mWY5k0E>YH;(suZC?Wep<z=4G}Y@C9q=fvXN?o4S3Cbx(r-Q=c|(+I{RI+ZrM
z%Ge7Op@5OS8)3RSko1SKZ;-Lyl;ekU%Mh{F69)R>7;EA<8BpUCimPpJx>_%A18Y0G
zM|-XRoA(}h;iYGr>FiD2J9CRL;_U8`QG&cO_YZ_083<&*VXD7e;p;{|(8agxB7aUG
z6W_6IAh`SXrM7c?B(`feK0;u0K%~Lhx5s7fZ%)<g<3S<5APE()a8im|xqD*pQ#&(C
zRt65+w79z6seXPC@Fw-zpfSQNn3=yFcW#89nQa|DC#LU3qm%x6??u+wvw71X5|i5Y
zly`iQe|$or(RC#o>o#hFw;l#<(XHKQE~f7L%cCX$=^G}uSLa__W&K~?KB9SSKes+%
z9@WQ5F%56H)GRo%GTmPIb~#Jg?nd+dz>LDun+5HhL#R2-=n%`k;w1a~#>6sqExa&*
z`>_}F9W6K!rT5}EFX3`3W7)02pJwqgQ`(Lx%E?0(Y;Uh1iV2Difjc;%NZJQlrowxv
z%RaN1aW^Z@j;LOLWVHWDLZ-*mmYdSbHLqgNokzi<c#_AAc)(PZ+vn6m*;w!IWp#Z)
z`{rGPL4;w1f(y1A*-C7rm!Rs!2;Yr#)^sucpgXO+obPvCSMPPxSB5Zlim|XK6H=<}
zE<k7y9{p4?AO{e+aYqcB0t^n1R{-G8RXAfiq!MVB68J=36vNjm;|Oagia5J(+UYtJ
z5F~A0wssIChOy0azuM2l^VrpnZ&2OszTb)wwTO`f&dVVC|MBuS7q~RKFI~KmgPqT>
zA6BsbaAmNa(ORBXLF^9}q#gjShj#`HX9xk$Yqp^{#0!o&unY2B6NCJje`Y<w2`zzE
zz)1VCkr#*GDQKqid#38b+n-M3`qyjJz@nN%M7~<^cHNKNhS}fDznjI#inRTLH+{);
zo``i|J9j6KPz2NYUlX1|M?2eY|8k^so<@O4U2O<%nIQdbF!m3j&u^g0{<r3Bp5oRw
z99n@E4{-Vth0u>BM_ZHWQ^v(e@QOIH?ter)qW+DY$W__$b2nqT5O)lS=X)C>Sq`{E
z@WBlw7xGM(F<E=y<V;3Cny3y+$@q7uRx+r43mrH_-C1;_ZqXkI(Tk9(kKXXe#X4;(
z+|mT}-FxYKz&I>4?;7ZIZ!%5XADl4#LZ1bNMy*flfp)8cH;OH`FQN;qVY_<4`^Bv(
z@0gQQ!`;E<7qubi%>=z+ee}IFD>T1HIVB!L_NNIKkmxE4y%u(EDX5W-)%yR7^Af_d
z(IXdCf=^XDwbZuSPbYzF(?09`Zt{xGLmW~Gf6)D}!X;2F$7`zE;5cEIu}%LPDjY-<
zNDB5^LM8zAexTEBd9iD&bli6s)`wz-aNH*oA2#2EGqig~HBSSR`AN2#>JE0?T!UC@
zChWbs#*C?Y&iA0)fz)%oK*{0pTBX?Mx=WE=XY@ongXb&&X~*7UQMyu;k&s{iH#!<d
z&(Mvy`dKWJjz21Oou3iOzVZuwdel?rF1|Mvdd{#Z`7BrJnzYEBlua^kkX|m!BdxT~
zZWAOjLO{0%8so3XQF%q#hnvH>eMKV`N+bTtf5Ze4kF4wNOsZ@E-2o6i!fpL%3K%k9
zdA<&*Vd`KffwAaST(YvKq0Gf}{N)$hSsn9+VwcpCY&s${@j7B!8G_^=09S3C>cRU0
zFSnRVVsebLiq>DpK7TRL6ABbK-GnB8`q}>&P~%hctLOCS@7>+~+m+Dv+n%%4ozpY7
zhR4;@EeW;4l(cTKLUOs{i|0q5l;9~@t#A4%mg^_}#*ocJBD0A+G}+P2)G)ur2$1WT
zK34@|K5o`OL%g8D2T>DjLMtPtS*Arrk7N)K1@T{Z5<{9wQhmKQ2MMA*FO@Ey7!QGl
zFVBZ52NB`XhId+T+OY^c+%j1e@#t0Vf;vnCdXQs%x~3%$sm+V0w?k465-op<vYJwo
zThTc@p0xDLm?mQrd5k~h0RRdyamat#j+4K@!NJDEvt4QP0A=%Ib*`S$c<tr;nez&B
zaKypSdLc0Xxk|l<+tyxYRGHDyccDl)<Z3;fV9lMA9ZjKxH=87yw+`I*@=-(|q*(-|
z+;!XHEg<6Au>Bpn8vQk_{=x5;wC`T<?P|#vH;*(j%d0cB^g+eUPH|pOLy6V11J4P9
zhg|MEo0jVBfrGmK^5l$Of9&x(ro`*Q{sNln+SU5Uk?3zY&*V)v?PlpGPEGO%XvHE1
zH`eQbj~w}8K8(V`nPaIeI{NyGPEJk<^|?YW-#;$YPL8-NxA-6)4$2F^W@U|jSBRq&
zbRu=@eH6mR#y(!{%nUl~Zk?KEV)QJo{yE8Wpa8M}Vzy#h`q0J9*>l=0C@yA)fv@Oo
z3KDI9r?Hl4+!uQlY^`LP-XCKcdlyF4+^jB0M#DDw4Uy~=>^;A-NT3g%T$JH9Cz|Vj
zu$@oB>xVfFE?A~Pf}ON|RRJ53sHuS7Y!<;6nCFl9mcG71Q&Uq0`TV}ehQELRHf(jx
zZ#+Z5&sfC7a%{&lR{sPvqq8#BTE4)y%0RsMsLihLFYv~OGm%@v2L4M`cS`}b(hmiN
zK1q5T3jzON-IzuIEGs$A+d`hxF`)mH=>8~m)}t;W)IA*en^DBA%_a2Bd?X`H_SVKb
zOkHXTx(CgDgo6#Yk$mVns!3aiGVjyV(g+C&-4&2>1d{Tdz9;(&b@Zr4tnuJPc>xp(
zeHk(sO~Aszag?+7qoQJcrQJ&~C+3|^qifPY&I99avr$&v)lXvce)9JTTM0k>F(Riu
z^~G%C>^vQ9F7Ld$jBU<t#E*HweWiTtep0GCrx2}>OJLhI%tY7jwN|qo(GG0nVxKSx
zd?sX-FaFtPoO^xN#hu8R$WOYp{;g?y%nIj351K^aHLGd{r`7K?wn-@q3kz~?b5NyT
z6%^%+|LjG*SHUlR0|T<3!#{?0tGm1NL`Fs~NGzaUy~Aopb0g|(^#L<BW(AF-OMD)>
z$KyD|Ti!DexUacrObs%bah$55mjW)T|5ExW0;pn{v+n_#H6GVobX}GE-#nrh+^O}O
zvJU*_9=<TbrihblciHtcP7EUNSqj^lDKC1Bt3hV{(cUV-_<L)pf-8}F8CsrXkWhxL
zSu3rWcg1kt=g&_S<0<=@k|YMU$5Qhj!@|NqS-jzki-v)Br|K#yFSdpgwjwFaD-7bn
z5?8p)%*>O%n?tdIl7%tvLJU(p3~dUAyWl3Ed+(S)G?m1S#UA3MzW2ctz^IT>p5Jyi
zy8{qyo=o<SQelJC9}T1^40@tszYGfBpga3{4|`m@iQJaT>Iu-mX-q~4tBK;)TUrbf
z<m7V--*^#?q9Q+=$7;Z5L|$HA1Sl17`8phnpv(=@({=fq191OPUtj;h&Q6RzIwIn|
zuCA_)nwAz30|UcCFg`aocUM<e=(Q;$W5TaPA>z-BJk&b%i3T$5{lRUNBvaH?kE@IH
zYW>9@0dKoAL9lG<`mRSF3Y8)#slE@Hz5~YEmHuXcfw0<?FO4Wpy)2Tp%2wiyJy%Nw
zWpy$>A;PWJyfS7*9@Uz-FJ3URvhGI>larG2_@7&zcAiO@10Q{yTj(L9ps}%{5cuun
zh=+%V^IBK-!A!Y0oR6PBHZHEp=a`YP_Cut1SUqsSS^3wCAT&flm<__RI*Zrv3GGi<
z(*Vbzma#ulcz%g5=F8B_Ya0C_zdFC&72ZmK#?v$DYQ%W`C7;K!MI2c$h5nrKe(z8-
z4rxkm?HK7N;mU8{KFNeXBch|zaB^ZtKI{SVN8X;T)fm=4?OfGRQ^Q58GN`kIUG8+<
zA68A)_abiUs6^af#ZhqEZI7mul$Zb8C!PAQIw_H(6DPL?WeRQpy>ybfVYwGCi{HQ}
zrJu(4axhWn4Ua!kXgXcgBV)qrqh6L*7~tifHxIq<^}~#i7L-ARx?(@O@cY4QQPfZ-
z6ZxD>I|DR3J3G(oeXT?~NtI}PS|=L#2CWM@DmCrJ*2u;6^=o$aFY)oXbfHkIy^Ed@
z_~q@g8){;sX+g-X5hD|mQKMbL=@VAQi40q#KR%>Qy%ddXnC!Qf`VYjRus1DlArK6R
zQxJhX;whSr9)3Cn?{bDUCjn;=<+i;|=PDM*uJSov&-{UW2~{WaDf&Kp2LX!iY<H`G
zmh%z`u<vMrfKN4h;J!hUN_NB?J1<2~<UqK)1#vKx<$2QZi=Q^>ND@RyPgUkCMuQ?a
z+LxG7K_kDFq!VOy-+U<(%~BFfjNq*q27x#fLv~rbp7CC$aD<lw7(NH2Y59U~NC6&L
z-=+@=Byt>XLN_G%`-C*bZeuwZRC$pVcfvzP(ckd%n5)Qz(jR7d*;t=Y5Y-$)gsU8t
zh;B+-A7dJA5=!wiCT3PUH_<SuC!zUP`TRTzznhmqvY+nxUR=E_`p?_9;q_FI6WlMO
zT$(5%j}dq95sx>)A=@jmWSKW8l<lW$gL26yMAe@iI$012e}DR3ekk7`COedTmJ`#)
z_1MnB$jG>9r;DmtOiUY9H>N2;Cigcfztg-pCL+|~=h1#z0ZuU0MVps%bYw%bva))c
zh>A`56?N2UjY(_mjOi-YPdXZWEEdgzAu#x?v(EA>wdd)I=)k~$h{tBcX`z33T4RUS
z+M!}V74=SyYg+4H{^9q=#wrdDtSw^Z-F38mfj^g=4T9<GSK9Pzj1TC8xY+D{io50#
zF7<_fo2;_BHR~+o_l|oLp=^wa$<;!+!+(rcDZaYAWE2&pLIuA;^t3bU|68oKC{Fr+
z+ZykSrtr_^_!rXuDkWTuY6f}vp@|AKQq-vjKRa4!KN$tZ)uK((RHYur!{cMNfFto9
zxUly$&%it&5*1hf{?9qSdA!t^KvIp<eLbz}eY{BI=H_N?W3$xmwdXTZXWaayqJp)n
zyBoFX1T{U%pP3Z?HqE|q!@{Ro-vb~;X~lhq8aT~^FMbW<G{yc<Uz?tu-iP!8T>dr{
zspkp}jf^1o&-Q96g#t{v0|mPSZw4R`derf~xH#abru8N7-?HMCI=9Ty@^Tv^aumtn
zQGcV>e!_}(T0cU!)fa}2LdFKyRWT{pHc5g1X6(@<8#lN8Pz;d-{J1fJwDhCxhYvh9
z!?<5lQ<pmZxFrLxEurTdc~T+wm0N(vYaL<|l7H1+T3UMj`gL-0vb3wKE0fZxar1;p
zK!7N!p-M_h2#JZON2i2nn<th>=z(h1){G{tuFNQE{`r$93XfV*Mn>kpibzYNdF_H2
zP?u0}$m_8w|3)KkREa)hb~L3^-{s2JC^S^6(Qe{95Q#`2{gKPdh{wv!4MwwDs5P7H
zxj9;(9&b>Sk?BvGgmm~+Jpr{sLYF^jb(j}Qg@9&%=;S9=RaL1wI8+!lIZWw|BvJ7X
z$J2;5C|Wo>S7-Cts)P?O&CUwB0Z8fSToKR_fRLrPx<SaLT|6%;G59bT46Zh;|6U~P
z{Pi$b*d{(UHkQ|GZ_*{^Jg2&2yQZ@8_w~v0!atz2dw^c-vH)PpO!9~3P3Ww6>>M08
zKp-&i=5XgYE-7imuCd-`1fN22-dk5+zrh|%x4E^IA0m{S0EPNDG&IzTp|ncXu>Yrx
z!DtJwhnkAF0jasEt(TXcZ_PU7rKP3iBA2#jh24fJh1}Las2@@BSW3%9{Vkalbi3LE
zmz#C^s^tj$;2rQ*EvUtpc6C8%hbELBQY<VlXL<7E2`M>w2Ww^7POe)|QAbD4`uh6I
z$Nv6)8ZqzvN-vb4t`l3!_cYGz8k-nfb_>0tmX(vMgEDRF>o0Vnl$JYcFAyCqt+425
zEbiV1KDlUomwor#_>OIqVs+`d{rhoyds{#@;#5`qlQv7EJ$SgG`bg-Jh12s$Sy`Du
zQZoMz0;EU9fI;-kHVg(!NlhKBHS6?0ZQsk{wRuJle5kJ)bZSshRaI6|VdUaU=<Aa<
zi1t#Q!T&Zp_CJ{(<yD@)utKUTD_P&Z^*tikK)$!Md__k`M@mLEx6jSa-eH$0D=X_H
zh|t%~>{5Qb%*e@6K?#+A3LC{*cvN<&ItyJ(&O%~7hZxe{-U3(zbRVX^E8xBqs9+d$
z;d9DuwHZlFDJ%r<PZj5f;76lFPgjdkLh@gFDM9ByuCo6si1J-|1qHL#r4!%H%}tS@
zTh5@{V~@$z23s8b=zsEvqW0Ut&*hU9KS&6Q+LxC0+(j0<0{Br(Z;($yL1ADcA#G>3
zD>wrAa`;vFN6=aU5E1Z?=um;-6kN7owo(ldjvkazP*9MISbRMv<ff&ibqwh(%*&&(
z585w^rj+pK5fv4Uh>R4pgSHA8SVS_m_7E{CW@TkjHln=j-`0^NR8)?rK+PZNMcjX!
zY4@`KcflU=L#JHL*SAGkRh9n}Dw(k6zY|ff-FS|SKkL&oGYOfQnE_h~!fNK`1p%9}
zEb+a)y=<JE0>hN4X=xwqzy&8Xy&-Vlt%CzcZ5^G7{%|aHPtOL&sqc|Xy};h8jCEoZ
z2q-8-j!jMqq41#$71DO|)kbf`#g}PBJ%{vE-DCgmaxpXiT0HT+S_?YM)+yHzHF0$O
z@t>m01Cclr!wJ+As95=Dg0i|gDr-W)8!oPi{}ep|&gk{w$zgsIXydn^%o-Y!-#R+_
zXx!{%i$V><EkGj5J*Uy^j^=A7d$zYfpqoyi1lP^5g*1~<!-v@RtwizoRafDV`)gh#
zD%kTzp5fCt3@6cB*gSNe^?W?-fxFtYE~}%UWde&n_|GVjFkbW6@(!dKxr+MbA~dYi
z(B+bxjxKbri<yN*ICTB3es0%9HvfqC;p~`yP!P(`{${nciKG@3oPMq_t3#nMpycUK
zE5l*Rnf>KN6dN&a^4;U2`1k*zr~hy&*{6TkT^0Y)^Z)<yJ1(^>p0J1rjLduh8(VB7
z4#nD^MHFPF{feUyc9&<Ira8z(5gOtbDh%l~H8gfnUCLp~@ZMhF7RC*FVaP3&TompG
z^kNHoe~;LQuB@0o!=>!Yv<Ov3H5@gAERo~ee?<SFYGqY)wTBX2yA!!1D9p(Z>FMba
z*7X-mLt#3Nrlw{Fmx=G77pgZf5rIvTCFbLVuK0#=B4O<*IT0)~IhoM@<7$UshV9(`
z)y+-!Cf7QOA1`KgG<ierz5g~j%Aq<uj*gCL>FNJq|KZ_bfA$B-(L!CFM=i=EI{)=2
z!66~o`1o&7b#&{2?dH_$85sQY8s5O`{g;pbkSHZ31=Z{%G&G<=0)Xij6cx70nwoV$
zPx<YPe;THwK)>2h289vgey7_%$_qBfSPHjOl<103J%xW=YOBGhl(aN?6m6l|g9~g&
zlNpAFhJFU!xe7TiN~5|AHpB7lyP~%z%Sy`1*eIs;ygga#&UKtA;{_su@#&>NsF0;Z
zA#p+g%BQUMCi78!4FS-mLWvQIZyB{U|8eK(O1r$G;w6Y5ynb?`j<O|{Me_|G-`9Yv
zU5{N573$_#eHMsI3Tta?!!~yYRILBAAsFWQZ}-=|LSX2e7Y!hkhJb+JZ}Z2!WB6fJ
z-TB3Z)og`UM07L>3CUoS<BSss2M@0l#UsPZ%Z!YuQ4aaTA1J_^ER>Xxa9D0ZWfJ!B
zy2Zr8LU+Hvc3kg_6Gh$o@IkGpu8te^JTw|{-{Z=?HusIE=H}*tZ*{4}yjeFkHc;9p
zIW2AIcRELYXFO`P;S%xsmrx=PxBuK<A&y*-&Ll&x_{?)^*Ifin1c;C*R!Vxq!cwj%
z?zufm=C)x@PD%L=)wt>D>620b0O0m?bzJ<cOAdZ}k}d2;hiaX5lu(-F{q^e?8U`lj
zYFhJ`(Ha?40K8*5T54oL38HT(JVpiA55=pCi}u63{e1_t%galr>!83uVtRV;6&L_U
z^#w-3V0%<L*~zW;_IB_6KVf}+ea}piVgvyHEPc6z(gAF5-@f7HO+nG5$MGVs)crma
z3NYUJ_}u92p&mTdXs_Agvb=kY5-GGm#8u(g*x0}L=z{I$iqPPT`JEoqT;25|^HKgH
z2+ff%3HYZir$<pNxzrOPJ~uaqODz=dy4vy2vr($BeyR4c;o)CSDbF31JsXq`(62L}
zNM?}RpDx8g8M>A4w^oE=XEf6;{}jQG^E?5U+s`agV+6Q6h?-*F@q26xV4@zXrl|M~
zMH&FH(1YpHE+hhu%KKhV^qnMSS6&<i78CNQTLoNA2-gJ-?$bL>eaA$NH8`$U$d`yt
o<NpUlrvB^ie@o&2FV-LczwQa01lHkMXsAP3K|{V)*7EcJ0tXbXtpET3

diff --git a/dev/_images/sphx_glr_plot_estimate_global_reject_thumb.png b/dev/_images/sphx_glr_plot_estimate_global_reject_thumb.png
index 7f67b5c7a8a27c95caa51b96679a3260905e07cf..944efab000c5af2d56772b4e8fdecefb00a925ae 100644
GIT binary patch
literal 76193
zcmW(+Wl&p97pAyta1ZY8(&Fy!t_6x)aVNOD1*f<bcMI-X+^s-cv<1Gr-_GPucINKh
za~|2fyC+s%RSpA{1QiAb217w!S`!B5Lo)P7gp3IN$KANt59R|5jDoa;wr~E`wof*>
zSMSr^<MPtqhrT?On+$AZ6mnSPs*tK;_g+-frZ6BQvtBP~0DmFw_*6#b!-w)m3S{`j
zuNyNi?S*W1Y7JV!!6UWO>UWCru&4K;qE5Ca)6e-r9w$7%>%yG3$l#G|DsBF2?{-65
zy;67AI~E4ew(&JQpbCzW<*(k+Z@>00yQ(GXFrNT2Cv!z=P5RcSvjz6KQB=qs+b*_q
zg$b-v*%gq7>n(+H%?L?qdbPrM*8aQ7+scoxDAB`%#CG|EiR2<N<A>Q5v2&+ZtF;F5
zsnXTjmcLJCCYq<AbHR=X4oF*DSQz98x<d=P4X306-As!a^O78&<b63Y+I=BVt^AE~
z8T@)_#^ZJ%ohWpY?L%AG>=W${%OnDJ-fWFk3pl{b5BLR%0mlsQo1aYQh`v1?23#8L
zT8@J7iJ~N&o!OQu)fh4q-HtQ#QWeXq8XD}Zts_wI=x?`gf*wO&ZMlhm_WgC~dw;!w
zb3HH5($vwBv9hAMzrR;55-+f9njq|dl36_GeGVw}`+eee-M02NT$T*6UT?G*7ReNa
zL5+kZ<#!t3oe?nEU0ogf67)OI9o8?;AaitL0(sw+NJj@^%?+L1_~CQbV}WWVF$KjK
zCps_%Sw}|)=Ez;><?mk<c-ZCT<$qH*zaP`_<Tr3;cvVhj^2XV||8O60H(3+9U)Jh8
zugJsH54vB`J9O`S8s!M$dgE>OI8}Ap65l(w*zWT36{X0{%lmNaD;n@Ct;qWM*RdcO
zCX8;qF=TI#3QOz{c8+osK8vpFtk5Z^-E2PGj>l9co9OKToP6pC(#IzWZ5<g6z|a2o
zpw$MmIRm?b(V<8*h;7S{uQ$D(K0Zs(H;exG&jKK`-!x7EXTDZ%0!<)YmT}nD^$Aw+
z6WqRQ_Wk9WmX6M-453K`>y$M&anSqUUAzQYA!t4f`T~T)sETWtQ)#)lxrfMoen@cV
zSTBHO@`GN^S&ciADc_&QJ-xjbcXr;qgH>(}Vx_~hRD~jw0<WwBo~O)CzW2Yf1@#xj
zv3H%B?L5|f-<gDhE{Dqs(c^UXxGYT-+|ZEp-!q`FG&D3En~M!E&;K-;Xy44bw6Ouf
z5cm<o2!i&Bzn-g=)-Zowt=)&>3z`N)BO{^nvNZkvAhD1C_OViIh=)1nc@rF#Dtb%K
z&NK8(Eq)zA4ySreIX?c~n0wmC3ZD2cHm4uo{oFgrg8C^Xuy6mq(xxeR-|Pf_g579$
zCM|lNwtE^t5)T<aw15Ilo_1)p&S;~{iv=2@Zw-C9Uw?K+8?(#t=h@8W3;jD+3kDXb
zdOROz{T_hBf<g+Bz59xr!vBm~dFkkP(YxsT-~RVF)~Wp9x91;TYbMY%@4UY~dd%>x
zVaG~mbK9V<nFWive9wD%@rQwz*xUTvK!+R4`Srm`vl<X(vFF~296ju`*;<|dX-Brg
z0UF@hIF7!FQ9`qLD&*kbOt&-WSXjT;t&%K=#-83PlyiofZKmeE3d}htY7JWS+ntDE
zzV8N!fWVwy7uuPu2JY%<NdL#^Y`e3zPB|D1tB~s2X?!?UpvsVukpU$fBLJ8Nfx$*c
z{NVeu^Ym$BE=aaX|LC#*{q@N`WMM%AItKUKP0`z*N@zl&qN1KA<iv;E#>vMQ<S1v7
zg8y0dJ@(#|IFLw5Nu?{6!yR=0o)!6z0nbB(eVlzxOBE{1tE=uSI(pPo+~0KTEFXVv
zvl_O>EUAhlBqm})C20Eh+{d}&EVD!~qp|BCLcqU6%F4F3j4hXLjP)#0j^00-v%;6G
z@Dk?3Q5dZHjUhVUbpO+agF9d3NXZ|;@2|!|&&P)l&Z0RjBcmy(NM-XnEczOoHe~sV
zzO@Gm*!%@GIyyRL3w)vIf4gshlJ`q>q0`6cVF{>gR5&Cu6v@-V4pdhbDt`IG@lCJc
zB$Ci{uY32Ey`kq9Djy%;S=X#U|FcSc|C>KE3k%ljI158^GfkdDE-x?d?Hx1%A;(b`
zoK|D#;!s2;aj*bT*V|{#&KU6+RR5zjFCX6><@+5aAZ`@S^u|?ip4a)`?%&`DJbGpG
z!7v1;ot~Udk5l(8=kIq<he=E8>k}6%->~E*8#!>uzg{&Vv9>tpO-@eU2`9hGSgL(|
z<rUcW#8b*-rB0EL@9$>>Y3u31L18oR75MMw6BTD4)>QL^Z3`ey2AV5Q^l+Itf+pWP
zOHY&Wc4w!plPFS`J*Yq;=oz~qq|vJ!eBJ#^QBwoHeDP(q`9i6(^dA!j_|}ZW9diFu
zX{YV3jB(1~d;~NCnE9O@RcM4lKZV%yPFASo3Eqw1RaaH*LBmz7%}k99+g0CUzW}tI
z&K`tnkwJ$m^=ZBbCZVY>^@dZXtKjtWY0(^np=cUPDn%b3AED6nj90M=2k@nED(#1O
zvur*U(ti7)KD3`G4EY1^|K{HRgD`9;Ofzfg<qPRg)JnCYS?I7Zj0ADkEe2tOR89Kv
z7^M8SDM<nFQ_WSiwMSY-FMvFOFS1L#Q1=TS2qNGxogT*eIQ@6`J&0CesF~G#x8VG(
zgLO(W)5g^QoGwx9LBGE5#W4sfS&9Aq&Rd5KUtdq3FZ&+_2&$^9EufC1oXZ;<AfChs
zk}lP7+8X0kp;b7zG<z2g3=GWoJIVP^>?+#ZGn<;YHa9nSb~sMOphSaO3>1A(SQkO5
z5y)!RM;4-4J+keyJM*6=>(&{{FlSg^ELZ;seB6eT<JSnD+HE;UVC-D*+wY#f{+&14
z_p6q<1MlvQ9zUKGdHAfUQKriLp~Iw)iB!mCOAaI?B$yYc|A%32O^wrTUx5;PC%gtg
z0}%P2ok2CHF!;@nz4HiHd5IQ)>bC8*_8((@U4IGAgQ|&dkN#!HVImCxmArAcTq(<a
zH}DZkV5o+()OWxx@y3oH=6i2C{KwJ&@wv7&(<!JWLG7p^;Fx83Wre)42n%ZcwI<z}
zP^u?=q8fmzld_T$8VDT!rKO+yJ>O$?pT+DMRmA&>=!-#1@atO{Bl3`MXFKcEVeFUp
zm&r-R|3p*#v2zY5RvMa4W3Lq*=z~ibQNfJA3T^_T-`;|tate(>1sEK*vt#OMVz<-d
zhjbd}pY+SWw+CwdP&8+9n9V|c#+hC@dw?cMbO>s6Q_vWzeEll&xa~vP*4D-=Ah0w)
zKk%Q!O&v>Wq~HDCYrv0_F%5dQf%^HHi4S=*tH&S$Ar%PtpT&S!>V1cwpS<xV#TKR#
zt^Zz9JP=Btgnfd_M7uK&l<lTJXr{PTR8$TLcLxV0poSt|bfc0dyxBgp*7v}d$!;<U
z!e=2OC8fzxh9(c|Nn^~CD-}WuH4<0Be-&K06$)l%lwnlrMn-W|$h2vYJ8&cvI6bBu
zn9<?-tg`fJC0$*)mQC`4Wb`TWQ1_)sLQ+|pu;!Kq;#f8ji5Fo(HA}pxQkyw}Vd&NE
zIY7LorlyfK&R0~`#)b}>AgEef8&otk;YeV2+^-sOsie&XJ+yq;&C+@h5PLpK`%i12
z>FS4il*ixe@BhW-Zk%!simU&KCHSyzwfoa{<;z#KKhWhG%U@F5SolcE{o>tGa!h}J
ze<;I7uDvNQ)F&|u|LcdgzaN>BB6W13&D+;^P6tdH1)bk`b8T>qnD>86(-iCXGgOMC
z(_$~ifH}J4|C9tO>&`tMs{i$Nr_d^(qod!JU<Jlt1?<5g9gFRFpwL3?_3ioezr2t^
z$AUJ@8YBwez2Zdn+rn>fI5JJfo;u#rj6@o;Xbl=JX_^lWg4w0w{inF{1{?dch^Q|x
zLcN3rt|`pd@Sny7TSGH4UNfL8yttozH!ib(2cBzpdmhxIH6Pe*thfwGDtLYaO*ZsW
z%J>5ktJ7-*^Aha*Qlrl-Zb~p)YMp+3t;aknD#;UG6MKd$e3~h}^7kW^C*dgkO?LC~
z5-#A^fl`h@@N5ZY)73lGT9M6FxwvEEmrp3&IDm8YXlX??>@~{?z%2;-wm`X|DR1@%
zf#xJK1)ECRx@u)dBrQ_~7Y4#H<xNNJ6%{i>a=(S%noD2M^_t(R;dq$`so*u~I1kg+
z;QHs}?T$Q_hTf3QrMbPW-G7)AYMqZiQ-+qEA9mVP{?(hJ7D&M}bfgSZ04rw&t+_^9
zsoiB0{q^uR7Hz{4pW|bsI;`=(>#708lsnWDj2QQ8>TIMzO|di6Rul(Yy8^YfS8Px@
z5ol`j5Mg<H4Lq~s<+%%sv&UdDKFd)>U=E*UcdYnhQD=WB@G&SB3M#aJe}Y}cUQhiP
zCo#V)FnpDF`dRU-HTLL*uV-I)WQcLo9Jh`ADRDe)5$`A-edcE@ApV0pSb{Q7-d>?b
z69+L(#NqZkO(ZP3?b^KX!SFuL8Am-m0jgGcYoArqW(7iKpuT8R206tf%29)~M`^$T
zOOfT#88)8kM-(=KfyrfcR}P?67UQv(C;CuV(xte@@cr7y;o$ejq>ht|2J(yfskhKS
zh3K!3UrK(~LRw9FVivptuR5)e+J1k=7I?(*i^h$Kl!?U^;!#nZQa^OD^l~7NT(kvu
zDL1Nz^DxcVVdCD+SrwZnCp_+BN4aJjIjpLd0l7o_7NU{6RHZOfj;<-nhnO$UnpmF`
zEvAi8;6FHhHN$u>GUBRP5f@#$NESU7lHU3D-~2`I|D@Hb+!Q}7tC^3n+#$D3jFOnn
z#?M=3^PcHcIpRi}O0&~-UgaZ-2TxI+bw640^7s5j+7{8wkxAS6>r)EPYRLXWz)tS?
zpR9I&-0ar(z1(vt$|<mP4-y+9TAr9^GPTO!Y#N8Hy^q>)%8{^lyfat@tHcohN%{i`
zNEwyABox)%N`%uIDSRx)^Kxqf%|sbnwYZWWQaIwh8J)_=7q^p1gtpCvS};sh4XZd1
z`Pq`Mc`dY9{%@fu{D*JFR(S-Q=BZ8N{4_{EIvCatocw<;#7yn<LSJr<mDTj(Ys&j$
zUJ;G*7iu0V@Kb8Xk84^jb|4O^ov=Kx;Q#|rJq1EWNQ-SAJ8)!peB1X4xSP^*#~x#0
z`AQmJPfpiV5uT$*4wtLqzs*^X5(JCKq8^TU6_PaF)f=HE<m*NK^;}xcid$=4WHqi7
z`{;P^8qk80*&PO-kHI)gwN*xB)QWER7!MxTD;1$xM!3kKy|iBywcMod8ei2c<z2v|
zs1Pc#r2Ag{^>sZnRIT7vZCv*vA<eKCNeMfJIgn8ch}<kM{<-+xX2C<)ut%OtS6Z7^
z+CUOR2u0aNYBBDp{UK#b{L@|)|55TO6<Kfdu!d0RKLfMAES^3;k`1}Is$D@Wo)Yl5
z@q{K^XL?rZRycJPV{YU@Ziozy0;QzqxpFGv^H6Y598V^P?c%>f%zHVezbx$*OMfft
zw5L&U@)riyt-iYPK2JD-sAGVktDK!>sslE~;~tFr-``=YG|Zz{=gNNYnv!lS_Xvit
z=4#6`&${w(MJxO`E-|;!NJX6LqH$U?1zHj27+%ofUrF2}RZkP^YbI-cGFM(7p%9v>
zSN_O=%FH%va|Vbd{EqEC8=&Myyn#EM<V4q3Pgq`#YZr*@Q5CU3OxMDY;4I;*3-8lL
zIv2tDVEsWEZLpb%4)yAJ8_~K5&BrVGQ-S1F3Y#yz&VJ5z#2KTR>CW}!?ro8fH3Od^
zTR|a3L|I~~dYp0YY!!S$GpX8Ow1cGj++Mm9tp?0iG@C!Nq1T9JU_3eo_qlp-a<c%D
ziHM}d91IV;Si(rlD`OqCvIcF(dbGGM)%^f+PC#J|PcFpeipFy&{rml^fDMwLy%T9<
z6WP~mLgGdY$qso^ekJA;?Do%hCm26sc{Rb|vqQ)m7ZBdeo-&Y#-wwXzNV>WbBE#Bu
zb>i!xZ4)4VdUY#el_nqJjG?w(d_|NM6F?w^^_uD|`^D#wWJ_>h?={bL8L?W>N?ccU
zfSc8r50i`<DUBT!C<y-ttP0GuI!-e>zo8i1_W+9M0KI}TgRbq%O30)*?m0Uu<jp1V
z%V*rUx1v#4okqku2_%AUw7atAU5hC$ICr>?;eXk!IAV<J6)D^O%u43Pfx}(Qj@4O|
zR}=!ZVU~3$R-0Ru;Q46pX|0)~5#;FOkTMEm?i}6QybH8DEPdV8bxf?0NFvE*Cxj3p
zxsq6wfq=7)_zi~E=3eM`Ry+$nvQ4NY;LGby<XW-~$op1bY7QvtFwjrd7<X10&&XZD
zxE}j+3r&waVM6Q&M<qY74mBzU2IJ@l+YIz86ow{wU2JC}1p>dGhNASXDaeDj>cv^<
zw?KXtQWI9i8;M;%j-+(de4c&l)Y1F+^7cJ1ULXqv?KwxF>~yNc?(mj;&%DIbnZv|B
zjO?mpeL9y{LVSvar+xgkk;r<RHwWq3PoU;uDHASO7RHKGLA<ibMsP;!qdzE;(sbg^
zZl;9Wg7eP>O#67W1Bx}pkMM?iEW1FM-F(?}RE~E~oCX&S(8+uhn)$2Wo6po(yA!;O
z^e<+?i(YvOVu_&B7n#RR4a93kRJvc@=tV@u@`d6hN!8OfVPa|Iqd0~u$kgZCThs4i
zIiKL~5*Y6E9pcBiIYLMyw#j4Ij5OR;1hs^$w<KrrnF#U)ugIcO;BAOZ_!f*!P0y!X
z{Y#5B>fZmsKUjH(iHm^Z<6&BnF?=I@ZcrXo<Gv)NZLP>H$q^<KH*>XEMKCu%%^Al#
z$Hvz}iXX8KxgNRyDSpJS%QzB|y_>ChpHgK-d-0dh7&u1kr!4F5`qs_{k_E`1QpK7+
zjQ#cVn~M|OZNgoM;i+Z3sxygS%Z=nnJ{d6wDSl5I{6SB~lyi~Gr0krnYHLn<u;c9e
zTPWRtMcpx%Y5i8wF+|lb<U&0jugeF|L+7sh{I>zYwQWgVV<$M42}6NIn9{nkA=7q-
zzS>y=ITyJdZHpg8Pq{RmasKa~?jL835p%v$D}z5roSo8Sqjc0S0cCQ(;$6<IitP`6
zD;m2GiZbU7NnbE0|40lJ8fa#sNA>L49QBy<cAp~uEVy5arqA7wp#23C17(-%8qmFT
z<U>ega!=A;e^`J$W^gLw&KyI5q!@|Cw1+6Mo<+nPcVM1q$t&k=MCOUswwj>1533=a
z3~!wjM&e!U3%E*Eu-#^CccFg97uAxQ82rA&JUwRXQ=L_oV-xzBIrTOvP5t9=?TO4#
zdz9W9F$=~59fJOa{vfS|I7=O&Z&_=if+kCMv&-f($%$Z|8}dzGV$n?}G0M%$ut_>9
zVr8KxL6d#hvOU2HwN)&l+1EGHo~K`FjWY_?7uDJss+E$Ti&rr<tc2{_d2>ftsXs@c
zmPZ$JPd2VV*1W}r$j!RrC$btUrEbPKI;%5j-Z?XYbcF(D<udl4@U=nSDLAqQ>=dt<
zWU=An&7Po0F4~RAVH_f}zVCqJyMN4*;3PEI%D3&n^>P4H%Se3yx=OkMiFl){`ge?W
zg6@e8gw@gZ!+Cu6g4;oXE4%BJxxM!0j*ChvIY8MTn2jz7QI)ou2abaewn@$y1u^(E
zrH$A4F#Mhw<FqI&<df~GEh6PJ`Q<^kfv62}2?&v_BGThwAtpfuhR8dr{$MH_3@XO=
zv)%fPjujtzM7uw?_|thrRn5-JCspN{@K!q_8;~PcbyjN7vcXOwXcAaUH5ai-PbOa`
z%3k}A(a=Ac9Wq)aGNBMkZ=2yRdN>c!=OJReh=4D6NSV<;A&PR+C;;s<S>tS}%IE?>
z2iR>Y3>vBMe_-RqiX?ByZ09!Fn+IWkGKaow)E&hkihb*LMWweIcEim<U-`}8ag`&7
zha9aTjWmiA9$F8mXuCmF1|Z~;4t0>@=ILD@G>PZ|<=|%nca4EvpA6yFmJP|;s9VcI
zue2Na$a%Czm`T>@;H-G#aOSKC(BZ#>oI&#J2n!8iw3;y|Ob-=}9?yYlRGG0<;kd3~
zX;EZThQu+>PzM}oiO|~Eua+>6>3bhV)dVuVTe|0^dNoyslo!gDIj8vU5>73JqlCIh
zc^0C7rt6z5$bHH{j^#O<7Lg|qooJVpUDSvv1}CRjU1jRxr3a)dGc?!UrtCGf*0jBI
z)_-4u!xH_(opWSG`IjiYvh{UM?BBrBzjHl~1NLWPC2KC)59DaX8C8$??TTue>n9^t
zbETaxuke}#;(8dr4Nn)+Cl7YJ$yX*9uZRauXWhKkq*(70+|CmOnl7%M(T|aun*4(I
z;K{&Y2?@6XecyFf{h8U2oV_E!RZTnkQ*b#d$^!J9YfyOFROpaLQc)6LUpa5l7MzXo
zDoucp>e7M6Tp6|Iu0Ag)V04}}u^jT}-db0RIqMC%!T3WDW!m!NGsSzJ@9x~MG+P~|
zr+m4hI?KWVBW+w2E7P{_RnGr<3+L*`0m>5_SF!gz_6gi;0+B6wSqWcwdi;|U^9n0$
z4M{CcFh*V`blUM8(SY<VBhiY2Bx1|ccWFCmm6rlZ^Zwe{%-XFLL{8Tc_US6uIFk2u
zS3gasu5csZW73V`8K!AIj*ffZm?Dx{bS*LQ*KLnzAmk7vWwjY5+Ey0|JCHO<<}QG6
zX=>tT6Nw_NV>$~_xiQlktJPBoH#FT3=#>Vm(|iz9_)ugPa}KAtsXxYOHD!DM+aQwQ
zn6ovt$aDvEYdRQH#IB#2D%&KpTVy-DeywuX-nSPd;G&RW!UQwwARF}nqNUr#Zi!|H
zDW?8BvQeuWO+_KC;_Qk|=9e!KWm*>oy5h;H)RscNrOqa(t7CL^M-!hB)1*wOPdJ_-
z;AwfPi#c;I5vtm5Ean^`rHT4IDtg!cG@o2>CgZEdv{SB3W&_3`R>4NG!vMj066$o*
zo+vcBL(_(g5^H@6&#ge)k{At6E(CldFLQZ*u=(L1mX2@6jH;1C=CMQSDAma_^S_9q
zRLoT|c4F^+H@_hlEg}!-1BZ9|#JxSeQWfp8H^oCgNre!)lRjDh-SEX1;E)lRr+#$P
zI3}+8i)O2g_E0N3<(1+(HS({mER8f~M6PLuGZ0in@#qwg2!mgv+TUKlMb^rAU#3JO
z-|@KO)9J)ba3qt5rNdFSLp;Ft`g_zlaFg?!d!E5wp=5XI9b4~7C=w-Yj(j@a#FouU
zDQU;^uW0*RZj^=V;dBILu_T*KC-$8=l1mq|9K>HDRFY_Eqty{)E~;kYXnL&?jnp75
zUhFcQpl|(SBU<#XqhJNm;0NVRL&BC%E*4e}SX@@|u@r;|sJ_!wI!qriA))8@<}t8e
zBdNhJ1i)urE|EA}!kE(oUVR;FQJ`uto9t{Pi;lI$sAYa(;5`dJzff<8o|~2aFs-6V
zM;VE+B3tU7XxVss_D?Bnd~G$lFe(cNlxay&<&iid@d4b=G!zsG|9EN&<!uP6o(Lj#
z8A#6m>p4V5Xmf3H)jG3gkJd3?9DRvaLtf)t9`}!2qnIi)-A5566J<_AgOAN|E%dB(
zG$+qLGvAL(`6^pFZ0R@p(DV9!qf<j<9rMvUEy_;#!<^ZPwxg~m57IA*cPvtQjNuKH
z5&gaK6cMWKD~Y%N5hVuajeJ(oLJ@?M1_?zy)K?NwmMA(5ooy#F@Pp>)n%g0xE_yLe
zH4_H-IurOy&vSjI^f^llbg@12GwGj5y<)w+>EJiXRB@|=Tv66DLF4lC>UJ7S+QZ)8
zCg$g<*vk3;NT$Z>(itwq*8Adc-3g61Dl#cv5V3hlOq>v}$`OD2W>ZC*>|I9GrkPK<
ztGv_`M}#KmHuCkn%LC6UuX|ooBJuA7_r<B2mFKsSNu#1lb|UM|RBwtPOP<%SKCb&s
zY}#t|5_&zf?l|q9m+|Nc2iypXxwDNsD$XAGDl0gO8`Pk1A<Jzcf7Xw9xfR&EBJ#V1
z+l+0Pi62k(>6dw_lyIYLQ%JexvC^^0VVm{frG}Nuo0RBiAp`q_IMT$B!?9n&#FKe{
z;_1&f3kH{E0#q|{8z&>^@!1TeXVa6F!zG(zOjBJ67dx&+>lJfeusE!hq*A^XbtRo-
zq6YNAY%hrOf7wt3=8axrsB5fzk}{%m<{>@feaYFFALC6*vK<X=_?(P!=Yra%k}l0r
zy6IAb=9gQ_KWZ5(%MyM3W$e7xPTDhN1yvu`$vcj*8Lfz(i{8L94(O6ESRg|ti7-=W
zNUsx-eep={DkH#(XCT^Wul*gpFs4`1l=(p8hq6z5Q%Pf-ZF!U>M52X7x|ipvqF>JF
zd&fKU6v|{e1Inf2NIM_bsqdyGTxG>}T1VHsmJ?Jpc8nuR>8K)i8ML+eBLfozmULBk
zqz*jas#3Ont>ZAQLQJhVP76HH&7QWCeCuyXS{Btgbg|c76dc5^nqS-)KjbRiBSQe;
zx+K+Qd+o+$arE7v(ZjTu?cLkC7TRJ|s#VFVEl2{`n<+BdF4&n-k{MA2ElC)nGA)Jv
ziMIRT(=82fD6LDT<B{m?rF#B)fdOg9>b-3R!bG+4(u@K=^vm>bCoTQrRLhl;t4`vg
zfmqJ<RTO19Yw-T^{NtTGrw>1($W0@Z?}D^M*hbZ_U}K{?b*p?TwX8d9ZgI>C7An~B
zjFs$4Q}ITc8KV8?yTFE5sc9bFgS&EFx@|OLUlXSfJNrd2<MY~%l&1S#XQ$mkhL|92
z#>e}fp^N=G?Q^l#uhK`kianNe)zT?=6@{v@?8T)`G}~&HRKpu3hmAqvA^9Z3+>Y}y
zX<b&pr(9OW*j~X3wV|3@i(DDl9e?2)rBwe1KLFmZZlr3%c@?uHxbtTEH-VOn9dfBN
zD@5`Bykh*4WDj+2zB1#mb1SCY9@9m>4~AFhTn$AGqXbUXxC&^^KGtHgOrZvgkStHf
z-h`(b`u%TMJawDVTz^mz2FKyOKDeyJ*>6m|!KD63;-R!@ZA@vL8?6Od5fiB^jJIU_
zC4?<V&=L-pcX8n-yQ9#4A5gauvAq`sogmNTI4j$0pRMQEu2K3Yk7;KbZ_LJH1?DGq
z7h2vIh)tVv7R5A-czpJrzxj6jLyG`diNL*pO9O#5N)z)W{Cg{pt5^-Yw4q3!HFm7+
z`WH@`1h!Sp)$*dW?4h=tXH$({TZ*-Cc*j6G{zM}jb>+>Ggh6{rxSSxXD)naRZpFVU
z+bERe&H{xymmZwOiVJ7u6x<h=SSL23B_!P)p*5>vbUa7^FRO9)7nZk6hXfz4N&C|+
z0?uzYTsS}fsKEmMTSWuYJ9LY$QPpNd!2JaS-eJp&2$Vluiqr(htFzP(m<sTyrm{<Z
zpgy2@|Cn}?tjsZdDqC7r8oql}G+ivkKVINh2He=n6j2gOPWgouxwsaBEK^H6O9pQV
zpy6&}e-Ngkuv&#VHXa*@DJRGSzDQptycEYwdepTdR?sFObFi>UOj|IVwWd%ZK}2$v
z(RJ+>uc!7)*%0a-q{buX%vo}HuUjm5<j{4ghJU^+BD-$cLY5B%XP{{1#!b%EeEH(%
zKkTs_=pjUC@`S_4kR0sf>6xx)7MKx>$H49P>qwy1?0v*P=>3b2`Z=a~9Dfv>g#&K;
z)qrQsNDsmRDApK&W5OgWTRI}wZb|!Kxy2t8%=dfiLVr_V>T?28x#oD)G_X|#csg-#
zH(@_9!Q{%Ig*-t^i)BD3ZK60_07?68Fag2wR?8n~wJD;ewcX&oWz0}y%Y;eYR{KFr
z@6fFtZ@6gEU9G|>y3dAF*P3leYMYx4<Ug<;x96yAqlnYex!rng^*v2qW{rYq9E0`*
z=#&|prXHJ1-ud!#Wi^`g)6NkPR2_38hc&|0P|Pn#-adrS?yz?WjGr0i$eyudw`z+j
zV0@>=cC0D4G!#P<7tC5cWYF-us3qPWIw@4C8ik<8Bf9Fh=|{!X88BAF8ZBeztFl6*
zwbSIIFl{69)oH2xh?Ns9Pk7+jVyiMosmJC4X%vI>7T45va!nbq#9j>THd^Ny#NI;L
z282hYOFQEltD?-ZsXdxTN2388KS{M%uNy`fbv6G8<@hz@F;!u!WD~Wu$UmT9la_3@
zU^ZloIoNIVjwX%&;qECx@(RM$^GKd)a6YmK#)1>i>9`(`#;P;{UJws0QQhr>ma3A3
z*SSO$OFRTBh83nY;w;bvBU!gv$?n@IRI}aC+qAjb@F|o(&TY<!wfa}M23U(fZ4x!{
znv!kGcr{MsuxZ`?iBBc|3A|=Ja1tjOB`o9F9yRSn3T7NB+X3Dq5Pnlc^-5#THfjo)
zUdP_BCk*Z518gIP*U2?yiI(UU4f#3&k{WVK38U{+NJ>7JCnXrYPCKDlJxkV-&CtXV
zRL<rkk`OSx{1)9>g5(yOq?b|MFDl!%wei@<Mx3LGR-x+WCZ<4=&AJoc#M2Uk7{c~w
z`BO)mANGpQfR`ETeHPfM6z*0++=i&b%Wg5uZKfPv89MNyLDTuMCX4e*1b6W&qIng2
zFhv4V9wT6HfASSC9j6~DcCJR0ni_JLFF3RxG~BRjk@p(C$}B-89}=2sL%4<IRoJ7p
z*fr6+&%FunQfSF=&kHS^zNtt$)mCcGrTFM;cfymz@mF`m_3h(y$<mF%CnWR4HHZzM
zRt^kJKBhDcX^**E4}A!OFk%i5d450qv(dB1q7LAl#Wq1+fF*B^&i;yeryUE{8RCY2
zxdL>Z%VJ}|N}%!W0r#(HY@KZtXW(aRv!z)@!q^5W<Ty&*!&;=K78sjFR@K^c#&_an
z6gj98M+JqK<bSo{tdoom4NWjJcBwc|C`ecDKNn`9{2TXV@478jSEULz1E%c#ceHtZ
zeeJZ-9Ldtqle*DjN7*=YktN`<^e&DZimj^)-ekKSMEQ-4OHg1W%XsfFk@=~=Ti%RX
zp{#0u+G*g*AGNU>vq)Y=hQ+ipii$1;P7Kh<Bm|nTSHJYq+IO=upfC=LU|R1u25L$G
zx3ptRj^(51_b1OIthzbHa1A4~$|^zmXC+h}cQ&*jtC=I*`zIc^>00>(ZJd0HF-h*;
zH(0nrHtTdY>C}SOaXv%k*hb?xkq&seO7ktNqaUW8bnypMOIm3|)CBSqsQwPgAy>f5
z`s0N~Z`C+$3t9lh#vhWCm@J0^9)$+VQtq6J%}NUZk9-)MR0>zK&^)@QQia=__5qsX
zS&Vd*dPVZ&OLDKDr6*4vP%>>xEt-5B=l5dq-$oVEU-VIQRNuJUF}^kzSZ^aZ_Oe@c
z$w02h*>j0T;Z1$$@cXD-6l^A%iFKl}X}G}EUbNho*@8`(+5D4!g&TsTx%Qjsw&PX^
zBiF=3ljtK3_wXiSjBk$MQVL#!(eg*?1kYqWmOE)?l$p<x@}7spq-Du<^zA$f%s+<3
zc2=f0wB)R0vcZ|Qtz$DgOma<rtTXe4?D@L!5D+0x2h1QoxL&)A?M<{no~9~n;7=C{
zZ{7z*)zA=;xvC?Zb(#fJtvN^{j9OBi?Pu;e!rA_Ge>1*rpZg}iOPJ?3a_dOoiiaJI
zu712VQubCyd}C#yaaT<6Uk}>bc{2|{b(y5y4b}A<l@@ak{44enEB|!>&T-p&w1+<Z
z_AwQay)AfHG9T88)LB-M<hPy3?Q(VP#SCZdk?(Fk=XMU)!x)=p6Nxv5TvfUxYoRtI
z%+HkB2q4{$C#s4q&A6#AgU6#wE8ZBr{@|6}HJ~p`%b<geDzwpNk-RSvUS%9g#{^(Q
z8$GS0HAq$~J?24fkF?2V1V=J%GMWnXIfkM{y3_=?pi)rMB~8jJRyOfVu3U8<d1e$~
z^$yv8!JUCGQj#H{VnRb7PeYEhs2R>seo!m3U6!C;mE*>?I|N`^rK&c5L;5Zv(I^x%
zd`j<BSyhc}rN`_^%U9+bDwz;1F)Vp5-z2g+vuH@Dnic*0hM0e`u;)~6=84zR?Z8O8
z!PJ(b9jzYExUb2>r0}Up%vT0w_<Y1Odjg!Wq=_O=|C*ZSNj=mktgOp~>%NlA{X1eA
zh^FL1@zsV7%&bATqVZ)7mm?u%0%JjJSxE{q6~LqHCT&;CsCmOeg;>K0q|lC5u&M~T
zT6FtHt@}`4vX7<(J+P|teb}(`J4%u3xEmww{QI+eqxY+T+55{H)_O(o3`OC;f0Wgp
zRle|W63wn4*wpH9XDw{$_|$mAMh$ehC2fT>#0AZ;p1rX{mmz?SHz5)>h%TT@M!(Sk
zm6q$8b(SP;5QJVWB&R{_Fshz9eM2s*EMFYzNE+jgvw+c_I$k{*D`zZi;sGJycG*^w
zEP~shGG&XR9f@To)&@PPq`7KTYS&6FDn-nwOk`)vV$+#{%M9!*!Yp%RQl%B^ZS?D;
zJmncBLi<h}{aG}5wVCAI3F^LbT*_KFHBzpHs5%r&d;O?rD#M{pI!dWR=H0*LxAc7#
zWZGw^OKt@`Uzz$xe~m4dL7#)yY`cy}sA)8&$Y&>Bsn)7n2RPxYw5F^8Cz$yx!kH3;
z6gPND<)Tp_eDMI%+Y1-#DM@XWX0R*?>5?{bSAbwTx-6tPCRVETwuWFOEXGE0#EEjl
z7gy~DIYCT;EDVoDGg{+XqDgK6zyQh}EVv$+sJMf79)aqe0i6gVbr$@HE8W|we<~fv
zMxrUM5r1=a5K=uDi<JQ`4C{+3gZ)TT&;7E_N(qx{`vq<(5kNZ<{BuxiQe6c_#8_qi
zL;DplG?8bobd`Ef+J?0&?Zg&q>6Dd0s4?@@`{N*?T7U9}7Q-i(2utd@(y(x|hK+$E
zc{r7Q)R*X0cMT76=M7Q+Lv2vo^?IgEpLLTB=iE(u4<Z8AQig#xh8*Ol{#?vf=x0HN
zj<XWgJ3LjRBW^2nB)PkStwe!Ku!j_3?vh0Lcx-ncD57Lx>9n|E&h|N$t><Q)jBk-j
zpV|K~K(-s?*()e1UfsfzBFj?@rdJluw(=<<HHfTmrMvEfDW&O-{c}xEKM+G^t+Y#(
zQk&4AO|@4)&MHJi(CkTqz?}oE(Jz+NsQRw793|$tf#WHZWRJ$!tYEdCL_<JVz^zXH
z;Rl`_RonEK5gC2arTL9MXy_+vwKn><`p7~MV#T*0Rf_7NO`Ks>FKmw!zb-cAWw?al
zaMmg!sYiKVuL4botq(+nD{uHPIa`CwTw}egxjb^l;bTLB4OfA|4_(x(HOp4!h_ix-
zwUQ<KM_lHvSdfmO_Qz(beFX+CMLNV~#}{pV79w8^$~wd3u~fprdTZ_9sS`|qMLIGo
zVn@WU#o0rP<JkBg47{jw=ra*iA)z&sg2q6U=x}f~&N3c41lXyZ3$E8>Vr~`o1n(fq
z=C?hOag)PwxDE<zJ<CJSSgjs^cwm{Bm;~H^Gdu1)Ej)zYRyl=Ue*F+-;W|$4GcPh9
z{f%R)`t^fihK?sZ3lp-i&UsKkxnND51&qrUy(B919<UpdpG?u%*t%1^F@@5U`8t!e
z97S7k@o{s^s9<RAr*H?2@Q^gzFk#8Ttnurt+pn(x(o^af3;03FC5)jBcy_Uwn3_ER
zp1pfE7%*V7*`bVt386KsOIE`u9n-Xy#;asM6rghi8I0f_-NQt=qzM!N*f=VjOE>ss
zj6UJ8_IQ8DN*=`SO;0yW)r@JqqKZ@{C`dIJny!#98;ePA=G8|G;tCxnWzaTDsI+CT
zF_Pg*MK+|EK`auKl}@x|L6lV}W^ibPa@;DMn(P1o3?%?05iXsNry6I6R1?YXlL-?@
zb&)E4FluK~P*2z4&Q#fHSGP$i2I6G`v^69Mc|o$7J?tfWL(!p5MiHKbKf^E}jEVZV
zdel;@`!p1PQoXAqq!YljoCoO+xZYOfzlrc9JCX{N^}T31MTt_#h8iJf{%KE*cxGk9
z(Wb>;F5@B|oTO?zTIv<SY(MFCja6*o68e+rI{mYaEr`Aa;YP}nwo?pSbylIR;JG+Z
zssB*c=W}bN95$C@7#8b3n^owjoP%!W6m9jo&r~rz)}{*JMVCH#r+oJp@^D1+7@`mL
z!*c_-bT=e*>-J9oqT^%=sl?9VvF!Q1*tD{-t7V#HoRm>FaH7U!*ITWS10TIFJU%Q}
zYuQtx9!y9>Ncoo0(Sc}OtCN_^#0<sA{0j@1M<5`G2P8!@l9n@9(Fb#%)>A83pP-;(
z3NK;X!J)J}E4UyLS5;U!w>92~ZKu0M##|#+du22wACP|RHEx;VWO+yHPaUlly`PFU
zLoBOf<770hx2$jqvPKK+D95F)MEWi+>*PxqHWj^9k~$W<%fz*i#ZV#``wfVoFm~K1
zL2jLDtj4t=e^Yqf!7aSQ%rV?4S}vJ_B9YUJ|H0cqO!<C=>q=L!!kpX6oV}CJPr43m
zCda}`zl_(4fCggm!wPPMjj&y=gvm1PafOCCXhZ{}^s|_=ZPa{IWiyxN;7b7ql@b?0
z7Wc9~6Cz^@y6W(0olVWpinE7i9<eAJgAO_r8Nyq_8hOWzY{aK>V9<)fjxG~`R}_U*
zPGJm(REE?*YV4x)Nb?R+8h#X5W6K4bf$cQpj&LUgPm)hi!urSSr_H(r_8n4A!E#eA
zdbmO!xzGo#RAdOO(8h4o{&m3HSlZKV^rRQn`}~sH$C)%Wamf9e*<A1A&J?tw;Au>t
zFVuMpdSg75<p|<*N&QRmV=53x@OwQhzPgJ^kvSK4pw$U|Ay$iP0tq21E{K~LMdZ|`
z_Q;&dj?;MBoD|^?I7Et<^EU!3TX+FEy*l$^NW57V${7haiOT|&T@v>Rj@vr+yfggP
zr!@F{a4c<{AQ`4;YN#23n*ueu(kQo1b8}KFn>u%#eT|Hvt~x3|g^I**nZ32d(t>ha
zJe5`F>k(^S0DGj<XF)d7eha*I6|(ji>Z){XrVmj%U`6HwpPU$X%x#hQukC4*)k}9w
zm}NbQI+HjMOv`F+qf6$Eqc%=5mlG1x8m)p3+Hf6IPnYYFCT5i`mIyO@-~q_Ii;md@
zQD{a+x)FtlJNI0oMYKwl5J4>_{cPyhfV|cREtRD*nF)D|C>|!%u83iPTQ;ntg5(PK
zS+#^{HMMa$d}cbsHTDEVxB@eZ=>Wi|*gTM2SIh{D*<WN_l|#l1N|y8JcKd#s{Tbj2
z(XkJTEZJs~^~Tgl_96o(omVTMzkuw$63X&E8vu3(&F7_Pi9R{Hl;~fCex(?%LM@#!
zlHQEB@F`DOLP-?<%wHLyD0ul9yFw+}DSrfy<MtO~xX!a8Z$nn~y|c25TcejRIewyW
zYdtl^PG_{kHO6#9USj49mopeINzYczF`h6A$)P4+Sx54d5@8HHS&U<BF^95f8g#!-
zWBI6CQ>kXLeq(8`f>pYJUZ;cCC}(XP>nuvDz7b%IylENn-OsfW7P-^_zB*TuIz%gx
ztI`qodWHP}`A>%NkyA!lbxNkv$ae2C_sD``zBp4Xhq}u8T1dA1zMA4wD{N_MUYPS9
z*Nc1&DxW5{86?5tlFByrfR1I;JnM`}cH`TPO(6+Y6@PIyedckQ{pp6jaX8)R!m=(a
z^TZy5oy@HeGj^>+{u_V#q+*R67#-`HYA+XLj!N5$;O`MG=$Ug!s#-b73n68ayrNz)
zQ9E0KuMrH<W18nc@odwkQUnew!YpzftuxYd-%|)o*{$ps9vsIOilO(e4mt%Bby~n0
zMVGcl(oE1|AAXHNE{?TWj0$nl;Q}~~;iG;aaZsu36CTh8`7(=oCOBD)&x-$haZisR
zrQVhEw&p98=IBfQw5}6w4gDhWNkUx#jn1=9dUi1eg6O9p&8gyuf%ZL{wl>|hM)jqN
z-fr~H-&xTz#lHDd>mHa2egpsJ@bcrE5BtCQ$p3F=MJY}vSsJXNg+9>gfhdl^bEWA#
zftwKL2Pe{_5)mI<PhVFQf>diuBLe6t)94V(x_&b$dIlE&3_?S}FoW*hupunKDB=o{
zA{)++pkxRSf2I^4ohSmH45frx{QfeZbxFi-h`Gd2sjn*t$X*wt#DkrZEJGY!Y_5-3
zp)t@3%C<$-npW3jNfxEfrzR8xpjOD3G9G{!pQI-quIO^6)zyuy<7C{QVHG1m`Wcm)
zh(%=5-ha;^_ncq`oIn?PJ#DVfP7%UWpHRZ81i4m7;ypp;Em+QOEZuc$f*`8JLfH0_
zgCX1X51%jKo=Abq*%U{G*H`YNepHst>c~7&k9f%d&59!Oyl!HXBAG3hRMm3;oJ)EX
zRbp|LzQ#Z~qq6o7->$S6jWl{_-4-%9>xX<Qo(TY(HU*cC)o6UtBc_uPoFVZ?NnSid
z!^m1&1DP2Y63VKvM9XqX6c!STi3ulkMP<6on9VM#(w5(7%}h~5`Z!_eZV+4F<oHX9
zBsL5_3{8TRien9kOp(ae;h<6Mb|P(>Dr->{w~<DlTvt=dOGal%B9+bqb+$BOl?DHw
z)iD{)>wZWy-6F9vNUi`r!>q!PgI^j33`@FPQC5dES6=?UmPQ}w)<@#`1;R-wEYANi
z{rOHYJcA`Vy?9=i&v|3*UrK-<6w3d7qOhLbbZbZAK0+83lyJh&q=@jZ)NkmUH@2SB
zm7iA5;*a=FYKcE7rp;b#XC?-)QX(7LBCtg{Q|T9@|1M?;n;yI5N#Ht+acfSfekQqJ
zEi<2-;g@-s10<G|tnnGr@Z-4jVtQ!e!BxJ{f&-d37QP7U6ODfqvOhi`T7RhK97#XW
z{Y8O=X@(aDTvUTy*!|R+{b`Q4$~$w=S3tK6RANjLCG1Aff-d+kW|lrbiZUFA-6w+H
zj1CAV|Dqd}fNN#Ng=<QwK&{s1yzi#BKn;IKVC}?`s2;E3K==Ic>s;I4$%S|->{2?@
zQ?F#C6tE^><&8njgmOV_*=nuT?8Qp#&i=6;q)1i+SDIeYoji^n;ZR>aSS@@`wyA71
zqVQU+^t6=eTm~Rjz?2l0k*b%D19Pd6NRbhbo&#>-3u1yem=qXtcp;M>>pbeCx3j#3
zLol6-hP8d-(BcJ*AVL+)4A2;CCPSpsifcBaZaoSOPFXQic33Rag}y3&5glFzBJl%)
zI*rOz9e^p;#M6<^`#u319YLd(HFl6uj9l#BTE^P160|9lBQ|0(vLk4zj4iavX*&OT
z3`fDo$Ezu5MynNx1X-^rzG^C_J)!(EI|dLZX8*z{0tXD5QV|!IRCFrQ{uAbMP!l0v
zkd|8v7Yzh&&J(J%)RZR8s**blgl4i?GH9MzmD(HN;oul3;WVT7i054RQ#w$qEY5NU
z&%)cbw*ljDxpB!!U-a94>5xHKpM6mk5LQaT6WqFxkyaV^RLR*xISm9+e2PTzK%6?B
zTx?S7cEihw4BUTz%g`9nE6*;rA-~~13-#U!ih}W`+Hs^Ce<Mgs4OgN*Y2&>3&{!Xi
zv;qSoDP(~pzE0M9bmW#P5=nV!8U8g^CVymEg=>bDIVP>?!t>9;g916iHExI(8`wAd
z3`yIPN@~e3_u}5(38~y-M0Fn|y{KzQL_JUb#;yakKtMUd?W#iNR{fNepS|&zNyRm&
zZ!w_xRcVNxM7vM6#Zu_LPD-3#jgeut$1i2+qOjwTcp>EqY#DbQZcZ|*t+9eX_m4O#
zSbOQrTw^skn}V_G6A7FUpv^cojf=J(xmsT<e%nXs-=Cr`a_U&QEAW1_rR`K(xEE+x
zH^8rArzPbMlzAjse*Yex`2-k(FvmM{G#%d|DG0RB2VB9P6o_Lq3$4EW!|}%usAHg%
zW4xly;nqM^Ah~C^&VsD&aCu{e^fyIjCm-RRQmX6_Ja5k3SUODc&KC8B^j*s=hN&oO
z#`=AgM+wa5d4~tmCH%OkbMkw`|KqUaAbf2t%Z*Uj{~IBK;qR@ETCoh50_F{!GXs(M
zjlS-w)$&6&{0glI8p1&$HFqRX=NdDyfUshx)Etx0&(9|@-)1j^jyZzlf-YPpQ##HT
zTorWS81q35G4KTaVM3uj-pL}zg)7)q0JJU-cB9V;QKaq9*k8bK`Yev&<4U4Zy)B*L
zA2v#scDY47As)exU7Eh^E8ZA`vjARY<DM~*)0nl0zvq!~!$o;UDf7{q-+zST|J>ca
z?*XvKj?=$z5)CW5A7y7{kqfdGp)`I%s8Dq(<|wS_KihxGL`fI*TP*mj-zZD{Vo2U3
zj<KXu%&k5`_+U=^8<5J>Y)Y&xKv9WRPA4fzVly|Dm*b%<(sqy2)$Uwg`6cE7j}RL}
z@J{wZ@a_yE*dvUI6agSCJDl&$x*Ai}e05uG;Aj*#8P~6oZX>UpB)4kF82yoJA!!ov
zf*7kHH&b^0Z*)QhR+mea>0?OFmE25cN-b)0pacKtLos?>1g?c5o*iz!Xk_h2*>>*n
z_4aY12TUH^N%I_++`3YEW(3;)yq(Iw**`y@loIwUU3@}BMD*PYMH0NMZLxO>_}t61
zt7_E!xOjI_+QIzFxG%)`hRPcqf0gWZ$uymE?<rD4#H+YWAWiavZNv*NX}GwWTi!}A
zUhZYfYSX?VvSKScSA{jx&PgyKbEb*CoBaD3colz;(rrO!dmN&J=GPvKAs(IQu+Pt2
zKy6C=BcjAe8PdMcVw0Q_N@TR^nXGuK(Zk*&&M{M`(>mu=<}4ebE-jVGDy=ZGh(V?p
z!yxB_$2Nv6_!<MAC^P5bc@4I^(Aq+j7$92@WmG(>xik=a08S=mopW_LV5p5u&~n-2
z=}@CAl(>8D3|4*5kspP3cP}KVD@@OnYh){&*X7!Ftg!uLb7PN1(~Xo}<YfKYav4hx
zBGQon`A4Db>;7}099_pY<c_Ngzj^>qU}`T(s^_n#Ml99MbGN0U_Dk4!gq$4OQh)D(
z$hYWb8ViG5948VTA22KYj>_%)0=C2TF<iW{2;8pkHNLc&+gayh=F~3H;&JTpDKnGE
zY=S<(;$6ClW{v#$Hr?fli9y5tx`X>Oln7-Zl0&p$lUbmv+A0S&bcAAYSmb=xnlaa9
zQ#Eh&${_>r_D9ZJEjwX(c_LmYLD1Nxt4p!$ki>SuoR*x%WEx0}YO?+H`A_vYrzpVc
zcy$Ik@T{mEO3T);{-^hl(ZpVbhkBE#2<v#|cKQ2XGQRXPpO_t;-VXhvC~hh?*)$Ar
zXtnrc=UDP$1MDgC;IWMOo$NSs$BaH7{xK3X`JieLz}-;3=tO=cDexQ6E0a5{>ez#-
zgU=m%AgjzW`D+u8OU`;T3aM&}z!jNTQK!xm71x=@VUbpWk3yxS8MDX{w>j1NWwp6(
zbr|4>Uc?60VUr<y;G{Z3XJ+<L6lubPtF1RygzT4?8`5gx!sQT&OW1aaNb7Zllav!T
zG4iCa=Yu{)z#0jg9r7(uoyhZOF5fAM$6KZx|5mfMu%Y=3ZqOty9PH^baGH^Y94j+x
z;o@w~4cU_g)}|CB*%3{GV%Q5n%rPCFBx*Hs)mdjj_2ECdf;KaiOU=~%Y*!FZRGlj{
z9}eU(TDq-7_7TrG$}}!ngkA#2aooP1ZF3FCo8?Lx+O1Up!kfre*aZ^75>rDk;Qo<;
zNwzW{KS4)Za_1#6?R=r40fl$pvsYY#Z_({3yKRw?mUQ?_wkasg0RCRk-h;a1=MjF7
zD#g&MM$!V@50JSftUizcS6<x52X+OjbI)9}w_jPcX8ncG+BH>?YhG2+J88gi0kOT)
z<LcVFSaX)~A@9|GK}S3p=xn4}$9hm@^GnE<iWig00y-WFzs9kb24x~u?E9ldwFkhr
ztuZ6DIE@EYS&xBJ$9b?(`Nd=SO7(#|nY?7wZ0hbF4a>Jqmz&cQPa!oKaEC$u%&Ila
ztB4GasO@NKB4(*jmqAE6@K=HxxwiAJgR2WUx=pD~<U9Zn%_b$wdmZwzIvRUDA>cRA
zNDh*l2f82yqH7*vx<<K+ik(m;+333Y-44V2NqV?z$qJTgBcZAlx}}8|7JlUHc0?72
zz=7a`oyoyh0|fYF>?m1EW5lipvA!t)6bZnCN?tDci0UXd$;rQ&C+Dr9b`|M6j?*O;
zQh~dI?qG?{%EMn$0jzWD`l$U46yw>`Bl+PE|6}T`qpE7&c&~_bcN{uJq@}yN5l}+9
zJ0%6Aq(Qo*OIqn}q`SLAy7SI?fA_9+|6naW2hQ1h_A^h-%;#HF%JF)?h(g$a-j8pO
zs<udaLke&0mrBKSukxp6b6w9jccR}CIkA5ws4QV68=yXJ{X^+iSnpQJPUY>>();*;
zg-nY~ouAfqW#i4EfXr?qDnN-9sujA%8t39ESy8P`8G%KW2YJ4V2|ScNT%Q}V3Z<36
z8{v-0t0pQsN35{rBVjH#RWKm%oQ5S5JMTOGuv=$GOj8}~8XTMuBztB4I*7Ms?IK7z
zjV1M8K;vi*P3+46-A>&QRf0SQX^DV<rZf{r4b<$9Z5wJbH`n$a&G4COo1qzs`Sdo%
zY;XJ>UsFlMYx^huu%@ChOygbb&HR{O`QcmlQ>c82ZFX3?d80mMPQ7_3hcXSaJRy-t
zLMQ#dUKR#hgX1Hc!@SI(FJy+<2kwS}97<6~26hxdHjT=t@aaWM1Pwuy_{ozjF<)c_
zXl1fLLKLp!2Jp07x0vpFYew~W!uqS3dX7s?xUV3~qRbPYqNv^$adW^M(kfC<_N^z>
ztG|UoVC%QBXn3BL%U=1JG+K%KQf+`@mRFWKJU?aEvzFaT`_+C2-ch~PyR~^<(|1Y!
zL_=fG52W<Q^j%k23TC4c%(%8(vi+envvseKmVe??FtYy?--Co2p(ITfXhiZlu%WU)
z+~6s+u~$FYWenK$v`G$cRW|Tqj9U~Ib(&jAvdh&`b7hko8vJ|vS7J2_o|HPy3;#--
z83)OFwgPMi^ooY=hp_WL_{8|B=8&xUQ2*-hd;tNQ2aoOYYaHj~NO7{;MZ8H>$Wj>v
zU2dU@z~l{`3b94+f%|dzKlHCAhKY^{OwTXF&TE1qWrXb`genhbbcr_m7vJW_Qxi6K
z(JVWet30zcA4{{gH#cVFa%x4$xx|dJ>5O_|9WSmfRCt@C>)$V3UR+0DDZfHMdyVu(
zF^x4bZy?f0TE<atqyI&2&YS7yRu`>ixH4s$%VThQEnC(>4n<_5LJA%+ofEg7_ac$2
zLjFw2S~!h8zDdRSxES@&-Gs}V*=?;TP43@#&R8x?=o<B!@M~-{b)$I0P3%W&@6yys
z>6EmXPTiO1+Z-{mJ@oVvcfG3L^7eig#2LRs?d?idmrv;|`2=sDi#yJIlsy%n-7wra
zY>7_A9Hq>LEdN{9IsG@pOxk#7zO-&ZJ$8>`zw;d<UnPnDpBMfjvs-4860fucI<dXW
zE0~&7%e=@8)b~>txlQ0LE0Hvd`gCS+ARnVAXBl)9>7GU@*PBcB;;r>?s|%+Qp47wr
zes*-#NIaxYe~+Oj*Hr45u8AS^$Y}cav*1mao&m4-moQVQuW&rysF4Ow-)GO!M)frA
z%6&q?jYH{n9bL6D&ThpO8y>Smt7K6Xi}<&_z0_(V@d!x~PfmoZorobes`6!uKjJB@
zr|2k7+<S>`b;(^&0}=bP@7eh!i%xD=JH2uUk?oOYQ3I=9EA~kfIRsVX(A$>XrHsG5
zhbUv8G@E)rK8-ahcC*7ki(m{Z0vAqjs%s11Lg@Xs+WAm=q#xt2IR%^3@t-Tu%xu2)
zYfPz2HBHK&Z+sdJ_f#EfbyeMQT79~Y%M>_i3!siW?x?H)r(B_@{zK_9epXk<S(ViX
z<wObI<ctd5-8@o<qe6W5yXz1!)EW9>jclH1WQ*Pno@7b}7U05fS@1j)HrSjP+P;E;
z>Gi~K+T(olPR`CW<fGeb+_F_ZV)E$s$Pc!iulO6b5g`p-_ldtgA9a2CMLOT1JtP;}
zWGkOFrc2dym7}30gKg(R%q}!0`8hUK)Glc9ui&p3%#@Zol=jC&Kc<K=j&4o2H36p;
z>|AXItfjj62%(0ErY-7<&v=&H($80V)C>8xs#O2Z=_tQg5fEU1In1&}dV^g{)ix-@
z>Fufalcu1umOE&in?!$0haZ&!w*RXEw)cW<@gxeiqWMm!+04Wrhj4puf%8HBtFsTh
zC8$@w<_6x-4I3G0;`<-1iJ6f}DExUYM<055B*QO;Aap59v-AP~?WLJ{G(!=?>q_L&
z?R1$sWy<({(bFIVi%#>8p(H)zkGKp86m0q&^k34X%a9!BC?Fp&v`>t_P|06H#J;_F
zEw|w}3CHgr&|gMmXd1-IJ^=eCwkXo$4q5w%*emvE_Jx@OpC7H=i~gD~w3U&;Zl#;-
z*u!QrmpV<{{d;dRqRP5m)hnpk0<$hKA~G<Tb3Kbx9vKlh9y`xF`wntl^ZQ)QSY)+-
z`zwAPhIJLF4PL{)Rwh1Wiw>=>=aNx7kWWZs^+W9auxd5O)z$o7i@e1uJWIFpa897@
zX!xa$AiPt8VtXnl>vfO0&IhI4t|EF|J9$(1&PH2~Wn;GfD4z?ehQ>w<D=Q-a3IJ4;
z6FZxy8i2oOe3RsPJ1R9op<=IEg+%ZFYGRmt-iYH%VyjW*4-z6iH38?myHf^R4mBgo
z!gvp*DdHMpFVnA;>E0-Z1bJE~s~4g4g0H8TW3{Ft_G>L#-6<}^h#YQpU*K>ZcmKt)
zCp&N8O?k3KQYtg<Lt(``iT<O0cVA^3h9{NDmOdx-=f%nVooz!c>R7!G2Ky%|?*Q}?
zCdK<rqS!zt$|)vV9<#VbJ?dH)t}$_li32j<(I+WqVWau=52l(#UF@CV5PhlQPUF+X
zy<dBa{pN$4D}qgF#Yo3O{DRtVM{@QwxqH~dJn~`<vaJoM%5ga>cu34b@99xYa0(K#
zDc`QY+v9d7D{YbG_rNP45J!>E-~7>s$Sd(>MXe-TEMPwJul{%Zch)s{_Z5DYJi>XK
zd_Vi%n{D5&4X>!amE``jMu7C=W}=N9R-P;~-KU+{a3%UEhmY&;8x3}M-kLa%g3Lg_
zgj!d_hvb+kLLZ9|YdgqTk&5Rc>{&zmw5Qve+G~hNs=`4-AN9HWD_crZy6)^y0})qh
zvEM@dlR5K+Hs4oe&3DHb7124o?P=SM=-N{UrJO684zT)8PFSGeo#J9uZS7F{?}xLM
z0fg+P_Tw^iB;i_U_J9{afkau5DMT1N^^FmZ^%vvmxaouJTid)Nvg6!C0TH=`5JC2k
zqJlyJ2g;hC7%M4MGn&+6<tmHw3YB)~+lRE2PE@~1r$o1Yu;k%$QY!tDvUnIkiSPMa
zfVuf%Rn(1d?5&uy^`2R8N;3`;@5FrPpe<sBCAplwYj}`MY0?~=s~ak-q3fw%oEcl4
zZS<HR>dFa*z$0P!Rw+F(9Lv?Fw%5KmBpxxSCstmsD%#IqmVS40Pa##=ge+0V9rE(|
z6Im&bh3OZzN2G~#?4%=0BQYQR)IYkv?>l~n#St*!?y>h4M*9!`D7OEBC0&J&vqDU_
zaEEU)$nWMNq}Y%|Rb+<oE@nibH9Ca-B!9tf0Oicfi>o(iKKbAC4&9dpJL^Y+N*A%+
zdX8mNW(~QNK3e4PBO(f+=<Me_(z5_<V+Bc7lQcni(oBE8%{E+T$~UVe*H|Bwqueb2
zwHQvg%{DUmy&wo`SKwL#&?(Ug4nWH21}u_J;F{f840+mg-IfCBWz*cAlEb&T)<5j`
z?KR&_h1PBQR?1f$>eAgEl6x=(=i!_4xNW;HMU~F&z7E^9)1#>`4H0-J%9#4{Q=Z8O
zlB~lQG3VO>Rd%+BeCeXTx37P653u%DX}zM7E{4tT9)4mRDLcw(_}ke<gFVNVMq7Y>
z9^;g#BF|HIytCwN7q#{atB{1aM^&6ikUvp=ho#7KdJSzrUT?qM?ZOyz=-`SOqF<dn
z^!($PoII^Oj}nP}y0wz(A9rUsXFz0^`vch)U+M5I7U^k^o<Jr@kZC);&dfc_5BhXB
zbHMz^J#_YtAhfh|6RxKMg}5DV?zl}2o0_B4|D=gQTn1J}IQr=!vrnW>=lOg&9vm)*
zVjTbx$Z1RhA8Mo(%zhzI^boZi-&iS*!48CatuN_!(P4TXjVy`)S@#rq%sxThUbsb}
zU+ZFj>Ku%iTbY=>dYlr1`5(>zT`F$4b#=u;I_EQIeq73B%hy)-w0(J)_)L%ICGT#W
z)clRvMx4-Xvhq8+?N<nxZ4OPw4nr9&Qv+M|^5`Q@N3Th{?CUC&iaTuHN?*JBF|gT5
z(oD2CBaOk=RJYJ6RxS<n=nAC$c1ELvocCZBJrm;Ly_%<wu)J*jok^9RFxhv#gQ3e7
zOPTGCJ9)CU(zgAXE?SI@&O<PBXQuV(eM6bi0_TXpH6$V;B3JbdQ_GFv!&9q%|FtV3
zZ+;Wiv6}0qsu-Gad3Xt1NcCTZYwu5mpEzIYTM@kIKj>)viAkl=rhQB`k;iIsWXz@}
zMF>t))K8&_+MuHRs#M{(;r7%Q+w*>D@?;oIQ=tI6(8JI#Uu<o()F8m2`QGWlm`q8q
z#jjz+Jt+Zeuf_XaFN7}`ku0S%VW?62R$s|+{*BxTj?G7*+OJu<Ift_qi2_5mx#9^U
zx{kc>HJ<N|rNzBQ=+IxhFU*ERfBtr=$VZJRjsYv0g%M=%!hZS74#juM1QUwy!B?2|
zzYfba7z=ZsPX&n-?XtJh2rmSy(!DqoF2{z*5!}tVSnqmWV53S!97D{%pz@4|ShWZj
zyV1$$#|X!h=_}w$x+8Xv!QS3yh?v_-X!4uWAotU3I1vvfGgdzZYMN)N_lH*u>uN6d
z!}`8{*E`fPwr_HYof^$|p4RZ0$yV;?_G16xA;f4&L8+?o!*<~tZ0*ViGB<f}V4n{X
z3%l-EUuVBE%V=T}EbxBw=XTx4JF>m3t6Vr*A7jBsrK9YF<spvJr0<6+h)n6yXWdKc
z>9x^aPOrF^UZ)|aMh8irDi%^05sAAwQ}knHGZ<*pv(5;hK9R$A?)r!9VIX?KDsnRo
zz9lw-IIZjKFGL!O)kM9{Oo=G$q%KW(dY9@DOg%YIUVa&MI{uFtQ#s7*M$L@9{?8&p
z?qRx<G?W4o)1!Nwb@T%cE_1)&Y?p{gF<IWr>PJ~4*VseL9=9b--%GA~n^)fwX0Uzp
z(WOeohosEdZc-Hr!%QdGO0igt4YcuUmO|X;Rk-;Xik<XJXar2uAnc>;v`#;$t!iBz
zAK({Ga+@EnvSw~Bl6zykjM0m8q?`0V2k>;2j2y00mv`*xw_@mPoQ#s@R$Zq-VJV(r
zY4J=%BbElMr+TuLl(@)NDzBJ4NEanL_u>#q`C?-3r#CXx#ddGtu#~R-HVf`HiJYlI
z6Uu*%s(?xFDuYlZ$(z~BIER2$_>%BFImJCSZMursQs~PMf-M2_K`av;m`6|BofvYf
zToN@!Xy1Nz+~ZF<so#HdJfr8M{)?FV>oD`@4Nl6i4b9!)i^r%-6*tFM3TBFV*D)lM
znH-2ClOI*fU9kD{(?>&5sWS+LOHn9k??WK^@J`L212W!MIwQ}$r6{t~JKj;#Npo1{
zuMud3ufeU5lQ0&ON@DS=@4eUZSVV!m^+aGyIYA=}tg7<<`+ge03aM4_iiG}PYDR=*
z2)R-;rgLNp1o)ZpRq!)in8Q%%ibqTM_s-<dpnR7}?wB9;=ED#^mErFAyCP3|kISpZ
zk)#;O=gTX1;PvZfm2J4mi*U#H#2u!S=9?^8cH<&%;o&IQTwhi7oYS|6#DMo<%;{NA
zIQMdqFud$QDh`Lus_`X;M$8GKi?oXdb;faLNYBc6ON4kRKn>t{R`pFhpe)@J{gIom
zd`ophch_FkZ%xw1bxjs^s{X;X0)W%B=UUrlwsWp-c;QI@b@wg&Zt<nPP3u4TE07er
z*b)Kjx9Z^Ho}g%Qcr`<R2>CMMJ(sVL#i!u7Mc%KWvWOkvj;~pD?W>=?mK$om%+OKY
zi4ZI7>O^K~gK;}zWFH?-g0#g8F5fq%aaiGTPXUF0OloRu>bE|3V)}Dj&VA&c-_O1J
z`Sb{onQztoV*626GUde`)jus(=*v<9lc!mn;4J?jn}v~?#U-wP_K*Cem+z|mR(+~t
znPVA`ti~XAi7;>d!qGRXO047oR`tUbr~Nk)j*PLc-4d!?zH#~H2kzf#ipK$;&=<>S
zM7#3_>~G|D(;sK|P-3lDlQ(Ic<zej_v9%dT-43dqpS*Bg3KY8q@&a%23EmG}U!L~a
zlC-Hbm(SU2&t<9mK+Qar-Y34NI)%{v7rI()vU@*ejqkGsBP@|(#<#<HE~1iM2P|$k
zio7AuN;Yk26BbpNAbMp2dG;m?gzGfCd_6}9`MA?D>AsSksH3bFO~Au21;cQXi@A`s
zHsKcZ`fFmB*dmUt@}I}_7>DFG-e7}mt_{z1$;CM-2=a?uU5(^&+&hnXw>CcHGS)^o
zx)-A-MO!zYM3VqZ1-_w3M<;@+$*y8#F;ZmGQYiMg6n#kV|2^mhd3AB35o^<v<d?sG
z_%G<@o_S9Yx;t_e>E_fGdvP-?_Ms&&3V*luMXEMd<|+4U+w?}HT}U_Bj5nZkdV8WU
z%SE4Enz~touKH!TN$mFY@82GhN<?FK_at);Stlp<tkIVGBGk^$fa3_*n*e)=X7knL
z*utM$+1K&a7=AX2&{9;%JH-QdvzYx5mG3+K&JhL)C~27J?|W<3i|4so12d)wbp^s>
z-WLj$Iz05hB5(XdCM8Btw0N9z$l}mN8y!sMlLYum5r9dz0i{ZI)z~~8v_6FawiMX6
zzViIIqTS%UN32JO5ZunlY;ueWGs#pg5zFY|Q|*VS35zKI%Y8y2qDjPSgP^{J(eI5&
z2b~0(mYo&coK1kb@8>5z%rDw=pB%wALB9cHYEOujynK9nySuAU;Nx4(vdv}BV-h9u
z8k;!TJV2&WXL$eA1)iE>;m40r*4uNJof?zA&M#X&FlSRzBEaNTQihf~{QePC&@Xom
zvNXGKK7pr0#iogU4Bf4QsH)ChgLL65CC;gZ1-=$}90@1~5X8&!Oa%u(YW(}xd#e{v
z^vGkRKNG-JF&YuTLD7c-0s__xH4#eQ`)bEGW^X+0keRItX0dZd1tjy?Unji&x*Lt4
zh`LthL{-21u#>dJ8B$7kv(4EWN0Au+C>HDj^U|IhQm0dPnoTEy(L<LWYeFb9&xKPn
zb3g+)iP5ro;O&hA0M<MkV1{2kYCM*lxpccT`q4at2or-%8|P6Pc6UAUN?d+O+)>*1
z+QfrV&Q%OugDlBcYp_!H!<7g43QSl(Bfv&gn6Uxuwi!K7R23X3FHbH1Fg4=}zy?tP
zq4e`ym5JTQ6_t$3ibG`wjv$8!Q-a$GIEImobM(02<TqHpmc;EFw25J5f6?Tm4&$Be
z?V|w)lhx!e4nUMTa6@$5mRta@G*alvUGOX>3bKze@OQb5tDMkG?sX2jb=UY1*GgYa
zzxA%kreDN;jU7^JwMasIvqbPEcHfE<sCpcrl~2X5{QRI1uWj~V`s}Kz+8&`+LJ=H-
zdN-0tS>`gCsls?cSuu<60<0HfjH+!CQ}EkVkM-9cfW);MqCjq9BE`0{NSlUAaUmWF
z=CUgDu}IO`S|RFs@`vD$TSAi*31G~R`(dkE9h-k0Dysq<PrTq_oF$qIy~(jE{Qbx4
z3_0?Aiz>4b(i+>P?*;_HylJ%{Yr>JpQfDAhA)x^9*NNX^Bt4&Mp1H|nSiytuToazT
ze3kNtY}k51QUwP<`&h!Mw$lX1eS)hPs{wyBVE*`@K%%heP>O_<6#Vsy?=$9U0JcO7
zDCw=rn|lBV^1H=T#P^v_K-}a9Of)FJFLA(Smdr{7qi@Tx>1I6)ib2)#Jt}ahi=z(h
zCG`vk9V4RF72jDhvspKTg$jdLRgCOT+k;f=l8QJIpuq(2ay*7U!T#jHQt8s{JK8<5
z7i!RZd`;|fva%@d!5$p`NrQ(8C=ze(*6T?*_%tDJ!r~rT|E41gZ6ot)i`jQBvfD72
zH{ACxsDeyZ+*Z8*`_Jm?&&R29pG)u;<?ajRmr~a3%hy;F9Ds5Oeg7j10e|-Q0F+L0
z0u%tCd9v^mUJa=W^A!m0^eZOS_Wl$(xw6(yJqy1RbA93)Dd-P?pq!}!>rA$Q1}IE!
z-{ri>ui7gsM~!v!_(WCgAkCC0h5@^HL}m7&o9fc-hS$!sTLDUPjE`^TYWjz`*;n`8
zD{8>B+OA=dL*aY(x`CQQ@c}QmC50K>u<p((?h<ACCJUV)1IUNot4owl_lXT_ZM-?_
zs|u2Xe?!AY0A9J}=z9(k`T@{|i35*Imr}AuVNg0Oni0TALV>IU%&lpF1l$N{qo*!4
zHs=HSPqARXVX_qImrV@GdL{5s0dDiT-6T=BM*!>~Zfh{h^iCLHY7CcSZvOGdYKAl$
zVPzN8l&e((OdH_G2rx=F23&M^5<b~NnUDP7kAhh`xc2w<pp$$D`fFDUc4Ydt+IT{D
zV^KHznyr7$0ARLrpBq0+qUAjO_yk~66F}>5`|D<{!-izbX@s3Ul(-1>xxqsUJ)@%-
z`VZ^)05vPv$?SVO!1arafZ#LqyKYtkg2@{?rFi@xJ>Ui~0bi0%=oazSt5;1AX9MuR
zo}oZaD4dinnV;ij%P<tYtSI#8Y}>F$`*hPQ#Kyq^d)V07`mbi;zw0UxynN&Hbe>6u
zr$CMz2-A8yWOs8n(>hEic#3G-d^vqu2fiVP?2%rI#095FeIG;0<EQ@Pz9yq~)wfi;
z7U(E`%gD$$b=k@E6@=bx-KszG4KOhmgdF}+FoIp6O(F!iysQf6Ux_n{)C$f5$R55D
z+cm`iFe@uJw>tvWW7x{mRjqs~XT&GldVmLY_tR~3jVPbsh=9Hhh?h@8bVt|UuXTi?
zJHa`^-0JG{ugE0;I1OdP>eOLG^>#LWIiGFu<^#k){)+MlH^4XaX?>1%v#hd7jfug;
zW7HC+#>xV4NDx{T6j0}^@dm2Q?d<3h2UO^B08!GNKSPYjiJw#|!DN160WnY%u(AK6
za^kDt6akLm#wp~?=zaz)yF+odqAUctSy_H9ErI~aj42Tl6a@Ez(`LSFFqs|QA=kGO
zcpuZ@G=Rl4czU=!1P8vn(g(KIp_|bo`HnuXcZE*Q%#d|RKW7&d1Vc%jtt(1aR&PD8
zk4(Tm9RPy`Gq(HT_PnU9Ofq3*A#wEjsz68{6tJXTCn89J9XD0LZ$~Hvy}tjhfwMIP
zKg|dE$n)>`H|+i2pzGcSA<l)G-hnXmV0RO3(kQd%=as`7QnbpJ3~HGT7f6sn6UFv|
zU28fRmX^y>I}-oh<+N=2jh&jZ1G~CircX8D)6*ZI)&e4RGOx>i7Q*=p-ve&5{{f%b
zeV@Fh%XGs=b~XTgmMnAds5u|ZwO3P9Q##(4Q+8TUlWIy101(P*GtU79XO`8iBi-HI
zg-GT=`Jm#I?ZC7f%0ReB(<XKi!2s-CEOem<7AZ1sj%0Z_@Ff4nztwJXX9Yl1vy3l6
z#%wY!F7E*(Ji6=F1JJesb)0>KUyOr@q&0P9%W*J6AQd1nB_$;Z2ne`yd#}nBfE9tf
zhM<#$fRGUS#DQIAm<%MGLMfI|U+lHRw<0p*0zvD|Lc{->%x-ozk@@r^ozLy81DV+#
zkR+=ew`8Hto-&4jjFLKDmPC2PjeaQQeHge#9B_fl&7Kz4)|+!?nI`?QG!L6}LRrf6
z(F0qBg@xR)sh3X!XypqfRj+{8MjXr(%7mJ9^)PQ3Favge{=wmNzL)MdYr%wIJ|9e%
zLIXxH$28R2fU)^kyE2TcspH2u0Fcgz8XEQM-`~1#C!5UzuB-mtcp_SuA%%oW9rV?U
zF{!yqqh5E%qr*ek)w0GT%4GQ}*MA=~yszfOApi6q7Fr*PE6SNRoigtMcQh)3n9Gm=
zZlT7ebI<udH?!z8A`q;ATy=ZC<8-%I;56{A)*gJQ)5B?RHE>CQRvHix0KL1l=}&fB
z*<nnEVAp3bug=#~!;Z}7haDY{y*zadjY^+K55QUmMm-3I2nzMy8c2K|iuJqpcN7AZ
zN>$Z$(Et5MRj1hhTz~vyCbU$7GCiMV{{NTeFpYexO};jJUXwaBf0dGylrES!p1lW&
zlv|UT8*QAy=g+GOGujCf`uZyd6TH6;^)(gAP2e>EPaX;?4%2_2gr3d%0?uqbkGvWM
zbXV_1=Lv-u(9{OBXE*+#xGX|lQeR)+Lc<7P?1F9~uqE*M_R!n!#??G|JofeFe*<$k
z|0k@Ztl>L|@U9P{kO;~8r@MpOb^O*o=r;A;-Q7<fBY-mc^#F{#%_HQw518%kHb}+t
z4;Tm5p>TVEFZPu(V&HQJ#q{CNIiW*IfCL8~97>%JCiMt$=Z`ee-e{h<j&i@Nl}vuG
z5T{xM!0H<Uopvp^rU1S#(4vr~%>9`@>Crb4gsxUp5d0!7Z@ql@iwJ|-0rR|V{*M(p
z0U>}Xlbp;yE*v!Y2s0nd93NalS;guaP-lXIipt8#*#m-?G;Q1(lsBG|AJcDqGoIKY
z4qOhHWKe{!?#!4=dQXq!hhJJEOo<yHK%T8Y9Ih{OkdKdlUYlm#4@oL6`=&u%j~Y-G
zfM<NRO37DY#Or;2htTn|`8uq7{pQJ7d;9l<;s!|Qy+@)9?`>6%LiJonA1(@nOaQeX
z9;L)#Ef61^ONXwV0l>20yLazyyab1Zp1phk!JD0zSC)lf6Z!@K@j_X_VB`~|sr~aU
z<kPq@zk-yd#OrP%({%o~1#||lO=;?Pui2mcDff=(4#PhOk1f;B?`72-W4%r!G;V{*
z`UBYf8OVf^fyan*=O6Zc+VLG<T8bzxe%SGSqD#rIG#w&ZKjmg_I)PcaU%tKpf&smc
z*DHXPo(3rHI*$D`P+T|^%MMWHk-Yo#AU4zkP_Cah$xd0re(@_>cMrfo@4;T~3dQb?
z0^UH58{`5&ECIS;txVqqbP_B8L>qvKO+n58g^}my(|*>6@59&kIz{bF0zMts53lRd
zq6|IGdg{sptztnOh<&Hft1kUidzL)n6$C}y{`yoKN%nLSjDz%ge}Dg`{P~U<Y!*$_
z^LRrV1*IQ@@&Y6ng#P3wKrq1{gojEng;P>e>VVary7L3jxG%Ky$X91@n71f61=$DQ
z=cb%pkXp!*`rH_R5D%_#8_JnN#%J2hPqj4!Whfw22RN<AH#?#A@YmbTz_yr3)j$E&
zSI~?Sc#^2d$azrLk^KWvcX8O5?Fx7lv)Vs@<^Z<6O0DRJ04JyE_2uPUsCdT{IM89>
z3sf7bP&+G>z=oK6x7PdgrI{JCa;-{3ui-QBr!&iS4mp5u?Y3Z+<`4vZ?-|h2e<!~C
zWNMXS>br)lUjcf#I*qNZD=ph8R)>IsJ`a%56=dEQD)&Fs6e|@bewR02eY^*Z@(k#A
zuYB1_zk+HXe425&2lrP)2I41Q>d-u3#K%59UAL|r9UN5i@$w#GEAfvV?e13CwLZFf
zf@$L_B^3;$9R7i$DN8NKE%%4cyf)X@*9(CDP6j{0@eeHJ<y?U`AA^jXchcSF!B2(_
zL6A3aBD0#hE>kxR(1Q00oMy2C<7Br`Gt>gIqC=4U%me!vA--|~i0!%OE4yb?=*NP{
z|0k|L_YqkCat6CuWHS(cxCePqg%Zye4)lUg-4~&kx^Y_f2p-*Z%T~fCP_zD{kxQ5b
z)nKUrH@CSjm>f0FE6?}7uAHfV0Q=nb8F;G-csRI2r(vF6pY>3>LlETVkHP314i76f
zmY0tR{`);~2ol_RCBfTV?>Uo1=%dnWa<6Q5IrzXABRxB2K3QY4FzvD=xDn2N2&Pku
zf|>T5(3(x_bYiA304+au69$U<{adI#4;Fgx`()RQ3qm@N6D{D)za+;Ca{!cjRu&dv
zUtb|GtHHX1Q3~zb55LF(V;n@a$f!+*0XBbfs49Y@z@<9Clmjt?MUR70KzSyY!2<E0
z7RYo!;|iGCKv%$j=75Bm;nN>W-1g7W(9~WuOBm#A6C7!ZbU>>C#O5GW;@N65bm(jb
zEPHucvHt+tU_%leP)0y&gW}|YCwW_AJ=Xy!-_F9U!%v}r(|<SZaxi@=^n5O~=s56B
zI`*4I3Ovd=C4i8tjDx9tI~L{B1+Dd<$^*$}89ajdNo5C6Cj~Cz?(3Mfi>}#PN1%KL
z{}->#*+&V*+GUTor|xNBydy^xNJGWB!SEH9mTn~(MH&EU4Xp$TZpbz;1fZ|r4~zmU
zsyDRT(AmYsVIzXeP#dq`I2PoVUV>x^CTpkeTA<R0vd6)guC0eLlM0bh%kWxnKhodN
zK$RLqCV=KcgUbQ;anrdu$V;HKc@h$m4g9||`0Wq7QbO6v^#4URkeC67mvVY`|G4!C
zDy*+nw~zO;`kZzt+c$;XU^*YK)ciXQ%e6?^xL3vrL}se{3d8^m7C80F@oN_%3<x$5
zfldq**RP?e8)%Wjovz5hzyNicZf!rKq2&q>xJ_toa|`N>;Q(~Okd<RH-^|Y}?!sGc
zpvnR>0~eam_lDH~U5>drhm9M~P;o=A5LXEmfX`psj8oc%>L`HMnh>OMB-AxPV20Q~
z==+9W&ln;2w?XOcpbvHfl9GM^u7~o*+g?i8Ug<|<Jlt*AE^q?*5ugD8Tr&eoCxH;t
z2>&@sf(gLH3q74iX*asQ18D$0RKKGRfarT$sWL~d@rHj^b?Vk*H6Q-0Kdc&X2Lds5
zx7(@O)uyOQ{HL&BAc5<bpWt6*a(;eo3A#vNY0)2;9Vjq>X)b!55AmN5vO`0}hFFhP
zN>JGWH1FeoIO*gED{avC)z#Gjz+J9Lok)rQ{_WazE0Edg+H-aUIf~P9^Y!?`f}Ex%
zJ}CHKw*7NG2M>50$mIY@17VQVfFNfAFfgDV#Z#E5V6@`*nc#pPLMJ37gbJ7JHVBgL
z_^9Q}8{A+0Yis$S0ToXG4xAb*wBpOTscasWTq09mYilM{lLY#JKy3l^E}&{Czzv}T
z+hyQdw0{*Nz4>*_k49!48o!}=6fp5MFjXLS?U#2Wx(x9>*e{?{7<k{s8wZAXS$Gaw
z_s6rx^0^iB&p@$)8VeDsAJEg&qXniW$l?d8z~s|m>OJ;-_WXKU|M|+d^?UY@1EFP_
zze*rogA(_l${O|18uWI=Hxg*fl;}S)fCh*`ZzKuCX^?ee0f6W;w|a=}HlgY>X6Y`|
z?gJSI<*gauGw-2Ev)4rq8A+zw8kkb;2bXMi%lu5O4~|E58)(2Np^p&MWgtR~&(9+X
ztEpj!;k|=t+c*W!hVJtMXC}yNLC5O>6uLd&QGoRK)qMu74`_ix&k5TD4WR#uRA??~
zo+1e@x40O55U<`M^><3Jxw9a{14%>UcKNzRiW?%hs`X2&(*GD_B_KKj?mn=K@Q8@h
z4YFqf;E}*wkpLP+LO1Q`Hz2BqX45~M1PcKJ0R2qR0Hp>hBtTRL%H8L}2?laFWT0PS
z3&K!wNeNW{rnIzlL&*&A{y_<oRm=dLLR`!4ROo^?<YW)4@V&uQ`VG!+fab&OHAikS
z1JEY`zAjS8W(X8U4Gp~DQ|bY@;1<;5-9X7f`qL-kf=nM?7Z(>$jUi|!?17dANK|`w
z&QC#A{$iFZ;>7<oGFs}|>A=(btuc4d0i=L_AGl)%cGE%b$t(y~Lzz=2Di@T(Z_Zzz
z*qpO`1%3}K7y&4J^O}tkxs*8O2cQV^bbnk>QW6I0+ixi;M8G)e9<LT+Op<}dPlzx%
z)SlcH9pHi1L6p}f73iOek$C(E`JcvA2`xL|1$hlfZ$g2X!waZ%(}pu|rA;caZQV<t
zIWqG6phQGW3=X$Ijwk;oCtwf3R3Zmu4z$t&cSr<UZ>H5yu>g>-L;;bf9l>iJP@;b`
zAkcAN3k2dEEobrN$_(+KISUl7keQq8+ioPw?Tqw+Ho=uGH3Cc+K68G3{q4`g=MZ<8
zxsfU$DDzW`kx~W=s8-avDAC4kypsT7C&8rIpy}shr*PB7xLn^EW(?l|nvp*_xiqCe
zJp}K(DKWk|Bb)x0UULeFX4^lTdof*bald&BO@h?cA_WBvE!%=9C7%^+u?Efzgwo;R
z;ZsF}it_Xa-~xa+iwX`8R25~7?v3Y6U-D|q)2S<1NBz3+&u2j@!Kayu($74l2db9@
zx?J+$bROsc!hmdqbVkPs^#ydUJPUyid%31Yfw!+)tEW)&4mDjfJPZ~u()#CiQ3uA5
zob1TXw(xasUf1+(BhMX&N%-E%pOhqG=oq3h(#Kny7e2#F3rF{lRE`ih$S2X*wWp^T
zrD5BH+G$|^SC%u`IXMAP<r1ir6BtQQ9X(U>g+6<fCNAjZ^pMGV9K6^oeRZQsfdQM1
zoEpMpDL7{^RmeIJS`*Im4puzDWEmXxbp(~yDmNN1OX#t}sS-`9@9V#oI-$9n-gU#w
z+VwrCxF6ysmMlrK81YU+VJJj8qC&zWtQ&722*pmL-)1w@6eA|0{+cH|WT<SnJnQIm
z_VoP#i*rBijbjrA5-2STx|K>KBZNXH*5BYuoSM*)Hh*?_)aTK|{=vEHS(oSaRz?5o
zw(zU*VG$%^bo)7toiQv-nIFM2NaxAejif5YsQ5nb*N8Yb(2w(OF9$G85LFVQ1Blvd
zVA)45$9xx@IGSw{{kCWO(f&wAVE?tCATOsTB}LzIb2y)j8WpvXKdvQgzDG1Aot62*
zIFiLD`DJKfWZN5m68nd1+?!?D?91j5#}ngVy^Z*`fXd)2j8D@+t*3dekfQ2sj6-Rb
zt2R=s65fz<_dO}a2%_gtg@_10`FK6qJ^T3Zp6yNqT^DdoImp%uB>SFLWg14BL#kUZ
zKHzb1D$lz8SW*(~-Z}R9&g^~o$C=j65XBpX#|2LHH*vdWaI}s?RkivCY?cyk1rl$m
z-63pSX-bICr9|&ds-d%9bwXC7+h^0a96BsymN~yIADDA#$=ilTmbyyeeZN9%^C)Yx
z`vjz^*m0hL5`^6yjuW50oDqYVuAbrE18G@`FI;QWy{+JL1l_GKnG89?D{iAGDs?I0
zPzv1!(k$Dd{^1W1*uu8Q^!@A&EWK4YT-WP3C9s;VSUPv>DM6c>drkZDJ!JC(eUFXi
z&4%6mh;?9erER#e>?`bFEKL;|zsuFZ&^|Q~tP4J=a$7}Dm-@5IHb$0T*NSK`DOQ0}
zCge+EptjmyKz9-k(`O;1g_WdTaYn}{_g)b;BUn%^x54Ra2YWDL`k2CgsTFH5yYbOd
zkebhF!-hZo=)+weLU!9^Pbb}*U847jkoPZNGKK4i*Wm;^q7>k?yIT?&*x~w~^L`Ju
z`6d%MxrUSV{X5%H!8|@~#_*|`6W{H;Zt$B3ZD~^+m1EH#npCjc8HbEh+%J=E8Kz$4
z6dI5f)s{+FDSTC;@VP~TIZy3dszs&K{L=qr2t;lEAGE&q57gqiIX$5{)8Ae%RvsvR
zkJE;I11E}hKW8zS7N!}_5;ri;svP`|f#4lpN1b%L`A<k1xt9FNgLF_<78)MSi#Ne6
zUN1h_1<Zz4q7^!v6)NJ{n;~^EX(6=D)`-x$qEX#z@QVo3f8=hRS6n}fmyUVi@BC{;
zELwuMj5pwEfpen-Ifq7!j-B|uC4|co2Iku&IVF~!Alf=g9Z#Ai=IJiZ(7t1pBH~;X
z0xG>TA}y*sl{9I+OzKbSY}_Ry7aoa#uW(g&d=tMM?pV)nUSgR!Q^0ZrWeCdpunfhP
z3=5yVRlibn*wyE>=Z=%O*>h6Hrx>3Stt)-`9wHtQ7#%?lI`a-6%e7=G-UfZ#k(#uu
zp0!GAnS_O{`*o`7YBwh~moCZDpps)%xnE-tbtn?bEXuHB;cPUC$QIxqOuO(qxaW(x
zJ+kjgb(*3`_Ztln21;>!s(ih4WVlDWo<ER_EW(e=zJjk(BUO_bDmLfYF~4?TzdC&C
z8c}Hw%f)-IOe&wF&VX}uJ??ogrd1`;OZ;KN`H3idjrJm$KPlSV^2h9)!VMo49iQiW
z%Lf(cg&pki(HkT6$r9$(VIT@UZDO%C3+1S<NCvYcex=UpJ~*`|uKc*^84wloPP@s>
zhi`Zg0S!x*8=bFq<MLQs+BM_QdWt*p$6bMn7m{RmoBL;Wr}B?s0<i`cy^Vwq-8te+
zx?O+EbpnFh&Y#Z+@_IdFYVHxAZ%w!p`UjUgaXgMYINnjOGv1|gWe*~=JV^@`v409-
zRBE<v*jq!Hij^t)yhgqrbrVYK)fFp9T|XUo3%};!o(ChETa$Klnhj<*Zplj5$pv?y
z^XvYUp3FJF{jQVOyt^bfFe%4>U^j0+J7ZNz-q@}wvKjidS~cN__>xM!8o{+6jrPP7
z*=UMO&m-zhUOzGr4g1tDR2M(&mKnyQZF(r@rlJrP=XKAp?YrsNQ-jJ{@01i&%||~8
ze|ots!x23C;WyiLic{YaLGCQq;ADbcM#DB4;yW9vN@v!`)_Dng#kAEk>dG>lwQ26H
z>|v*a>lh~YZyPT=R00=`F=aFgGbcg{=zkA|vbxD2$rKN<-r8_utL>sMMwx5IJRsTD
z`(vO`mGTf<*rJOL#osGsfADA%YWn9CPO`rv)#xMMmM;1S)=R@LmmQr7lBK%8QGYhU
zpII$~gf_6{Avo<wTKZSy?=53lq8L^WtBc>s&NG?l!TNu9i;a#1-y6yahcIZ@uCk7@
z)QC>Ei<vRww|ecc>emdL?SrT94QHv`DVP&SqVJm)ven7Q7CMiU_h@5P@m<c`(<yQ@
zDwC$FE@N;_<SbBEor^mp5O)(jywX>UY^$F#D~Lc~$N6VGgt}L%gUr~RWklWdhca77
zb!zY20@2psjNAD1W3aCVUoz!%OpH;&#Y-|n>aUAw--NoYCmn>#MNc--aai1ryS-LP
z7u^NoCn-@_{dcYlGY>kKo*>(u2QkyS{tebL3er!~mU&lJ7qYmWfH6y150h2(ZKwWb
z6Co`A3kNqLrD(FNb~|0&?5)jaGfex}h$6GGA4t2aDhD_M=_ma5s3bBIJ_pvPXJayl
zp(qU{RDYb=9eX){6$xhBY4!I_V-k(?Z0ppdjru3dIT>r@AN<`yS@{!Oe_5JD^@R=n
zi2Sr+i~gM0!sAhuI#YCKYNz5NpUdGSl5Y0-n3!IE;RfHe>Y;%vYgz(B9bdz~DAL3s
zANhA5E{q5|b2fJ5J$F-mW~TM7(dlcFwEIZXY*Z0gSjHtuW^MV)?Kh?<i{IP*kv}3*
zd%Fik{HaCvqzvP)B@~G{mDTw5N-T-bLnYCf((V1@G+W6wkVvabJYADXNqo<0r_CjZ
z)3N8!w{v>IAfAnIj{o%+<l6J<UfJ7=YPoEPn*^C)VJG(Eq^zMHwyC0-`?<>e)1l?V
zo)3fDQp9`iZw>Z>`~J6dG}9BwDPJE_lzdO*s5@myK}Bkh1Xo2vnH^o2#N8ue+#5_?
z2f*?fS|T{b>I``9!D9oQq1BpLKE3xbJCnSlN-m3zG5c3Lg{D<FHMZ?co1r>49>06w
zvfs{-Th50?GLxleH<%&Z`n!l5V%0C*WALUDEO2&Yqw5JXu6263GCOm9Jxk40x3m@5
zlejdlD3Y60BS|Coy#8Qlr=wt~K<6#wlMp({ksK;hBUF|6iztW6aGh*!VDyeks~uLc
zm{2ADgxXJ<O}t9X@a_cDs}o7I+t7d^<Vdq0J=|eOvubt<$tA*IzhNIC-@i+Z;dC6O
zM=R1>Ur2PeEEXvRVdzr4+zZu_@+7;-Bab1T?pp23KK=fK$G2%y9Zk^)t0ey+u~x6|
z%TGQZ@!nVM9+FN!pS-bsPQ1Lyfzb_1t>2BnA8mGgACA&_Wiz^j+TWnL+0yd$Y0<RF
zdn6~#O%VI~a$=WD1^q}YJ|BVOPI;u*=w^9|L%$__m2dg`pXV1>v#{}51`j)#VJ9m`
zz7Z>t_WlVj0wy!xp*^)A`tMB}B**UkEtd6zw`PCXcw%z8!!V~L)+O<MMsnvcPmqa7
zs?a4WLW-nDHyLE~UuPkqX5PaTwcg#wMduLtB23R>U_U>hhC9ZO&bx@?F?W*?w+)(N
ze%w(#I?mf7nIV5jWZr2Xc|b85AtxdGLbBmzBZkj^C~<BsU`JX>(`!kB?Pgt2VTWZg
zWH@MztAe>#SBI*vYBVyEQQ%^OAE?_oxLEsYq=q0?HvIU&=wlk~KWZ65r;|T$gsTYs
zI@lDA-w$lX)c$@GbJD7~W2Ce})oSNGlZg2n5~`ijCNQq_UXy$t@^fo(>mtQ~w#U&K
z4h7G(*COQpl-aVEt30NoX9@CfO()Z2i|BIsl3@WYz>K0-Od3<j9p>&cCSSpZ{Lm_(
zV2PmeB)6&QvQg3GTPGi(1K7@-;X;B9$Bm=&8_EwqNu)Rl|9-HD2rjg{QX$DC*J8nB
z)_E1?X<lwcLHXdb@=LG&8{c9SdH+v(gnr&{C&%Xb?2O?8_pCl=Wb|XE7s~9e&)ivg
ztm5_3YoSZKIbRGD8O4*hqACT+LI;@1ixm9y+EuaDxvV=7C#hVAB+#s+4alA{R`iJZ
zrs}UXujA5X&NHr?;8*M15}GMtR2lL14h}k5BDDp;;%u<`{+3jFn)wsmO9$OV)Trfw
z1O=sve?mUeKKxR#+%k>d!o{(P5RI{lg|*V!Sq+BymW3_nDA$i~<u<o#z+-;ab&o{!
zczJ^HfQaGyOe-={+4iUH9Ah%EfeJrkscVzjM|`tMPP+LCDOaD_4@G(2UPzTu^3UfD
z9?nyZgA@Lj)t_0sI$N<kcLL=FJzxtI$?NL^FNRh8&E9o#*#HH<nz!pE@+|M@DstYy
zAV#$G-knU9;4C6KN=eBK{z)P%9v_?T&${P|nflqO)ArPcqSzc!Eb<pCd1X0-?wTAQ
z3G#30@3JiR+SQ9CRMsk`2r5Lp(D<b;{2{ZW2lD#MPuzEdFJUtLC_?G`dG8zrkrH|r
zowgmWQcM?jGTPp$CnM5~xsg&vOJg4&QvT{<LHhEmh`~~gpxSt?pFvjl1)oulGz^7R
zT2Ym#h`qEY`;8R;p}%BdWgG=-fX)sE0v+MrkXkH`hZASq2V9Cb4z^t*Se{t5Ok!e2
z*rmwxDyb=<;$lBvQ;fm-2;BtqKDoB@dEl5iV`Npn7Wr{fEJ3grobQ?&Z{~L~Zq`9M
zsQP7<FfF1MyY9pgB`aq9A3BE3Uol|{I?jzC|2`MgUE&N{$dodl1Z^ZYY-7UD_#l-H
z3Tx)?%0yD;=Hi0SUV~|Vkg<@o+LI`c3?*7Ujh#q4uS7?u@av}gC3{{ZX|PQkbZNN#
z$$^@!10)!_;sln8&c$=@`RX6dgrs6=%Dfg9o_aT0d<PWx&(0T;h~?T&sPhj-X}_*q
zBJ@yl^pnOO8f~RtW9hly3FtiIjyP8GD^JC7F;14|I#fUQK4IXty&e#boEG^_;(lA>
zJi=;U9pLWqlr$?3`F6%3N*?+-0h0!kZ?b1|0-iPMC~xo4H>^D8Kx-$s*zaKQyZX_+
zP*;Xyf0PpT9uIcyW=?|*e%=^naVV4QRJycgnu5y#^*{&KoIP=;e>i@v_E}1x)&bC)
zmZLxZg8B##(ppA}5%E4jryqxt9F7%zbH`;nt1VJRpfG+nFV>AQT8xz^oa}6v^sDBD
zReprMOHfEr4*B|=!PS9*vl2}WtiP@Rj$1@5066y-A)q2hPtsnr8{qKC@d$+yA9Nvb
zVkFH<gjusr%uBFBsEV#Pw3$9p!i<&RG%WDdN&BD<8xYgIP~{LOR~Je3A~jnOG0j-$
zob4mv=#dV@-u*}-niu}r1ThrNwY&H0t{J7KXq5)Fag}5I8%EVowsT6_cM6z}Q<NVl
z2J0{Z9u$+;iFF`_0pa`5?gdWeo`X8YH|+~)T8-=-T_ovMEpoUM2)^A48tj6IR!xe$
z;rmauNb*rzTDt?)KdX>Euf^!?T9HhKiOw>g@L|Hd)K9ppvJ$n7uupNr9NtpK#c3bz
z@!JTzgDq_i|3|OvXe3TW<8M~_Q=00C3OzdIlhW>zT@JsBh@yB%lPRfrOQJWL63vC5
z!Qa$ta)?Z|&j8$F3G>?0ObfQ6)Jq<Z3;O?heqa&CopSs(V9s@BWAMQd{%x5Ti9epO
zGlW_Nc1FZ10z+%MPm5`wWm%AaAzyu{x*{i{Y}yr;zarh}p!k(PHRa>=7;Tx;Atxg9
zldPjIMwd||zt3aT0Y%7zVu>AJdV9$Sm5-l*jh-~EEO0JX^B<~^l&G5QjPd(#jJH%}
zBt)JZyF4Ao2RSiP!vZ0zEm0?uv^}v9z1Qnbn7`?n`FAqRDx4-bX+48^?z02M7aBzn
z9OZQ!qsd-Y!)BRc7!%B)t>H-z`ca{axP<GhAh5SKk!g%z@zrAUOuxuSk3x`LVB0ju
z_TMthe=o@u{@FNFGL<X1GF{DmT9xRKKgSf?C|)M}l4SCh5vxj!0;BWX)uF3MRS};R
zEm4MpCONaXS00gL#hFGSjF;s~pyS-_3QIn*5Y2A8h>A^DPDiI1wRBYCx2j=XbX)0h
zwq7k^_4*GO-mGB;+;^g~_6UijVr)JAW_Un9MufV9VMP?lm0hBibcqAQ<kehX&L*7<
z&V7s%m3SV*%{pW%K?U{q*pIYa5h7|SB=7mINm&HJbm3o!w}Y;{e4f#gaP<G&gW7gk
zen|Cc^d{r+?=P`oii^gWE^ZQrYs85!QW#J4RJ+KEQaxt0{YW*HVd-5|PT@ej(*AeY
z7l<fHvt2g5o3gt#DxMsIc(;hhcAnE!N}D$R;?z~>U8rQuVFoqp#+Xhb`PiK7wJNHw
zXkY`)p?7h|MS5)<R(}7Oc$k1c4|@<f9HIRVi=9bQ*Nw{N7u2Nme<+KWEbq#-<+Q@d
zO`Y6TG2iMcjd3QY5K@g!O1quoWK4&|TX!czesUxP-VR_!9(H<ppwI8;AzZ$@$;FBp
z7zr{lJBf9xgm-NbHCbU%l##-a5SQs#(T$o-F{DRE#YA`zp~dah%PF&^2!ZjZ^!rER
z)Qs_(f8qWT9VOaCXM(nNjqp$`r_k}6^zXp{DK2()JDTI$bD^C)k>|ZM`<K9d`abmf
zf_C=A__+TDchiwexzXu*9Q&lpK>#}Yot;pAj#jWa4Y}nSassAAlp||k4mF{x9RHg`
zGi5@lQ<RVEON%GNZfv#9B=e~vUruK#Qr{Y0M;Tn17LpDc?yc%438%-skZ2#Lsk&E4
z6OI2|A-*+=QL}@UB!tfzE3Qa?lNxZdAV%N6!f%kF*E3%o+>$QEA|4p1KrtB@_OlsT
zhqzqzMKjD4W5=xRiM)9d@+qA3@J6kN$v$aM3no$z0r8c|*hCyh2yaYbpoV_?WxRI9
zCO?tdIp#wtGtUzD$DW~7`Zr{bCC?^t{Um|=xnX8nbw-3~O>)NC2)+7kmy8b%Lb4nI
zx{JXjl6wM3bAFhUpOK`L=|8L=&V9@p=L=QSIK5?H)Fm+<v&1m`;`o|m<abQ!F!gFw
zcGTh5qiT!L{w}GbZWL|f8q)l;3(_Bv)Kde)xu?6_cguu2^`vQRfy-}H<FPVG^C?5k
z*KzKCE6TX_5o4}rgpiMPW_U8O&q3yd>0Hzcr8RyX;(Rw!F7G0c4IcA0@o%9o?Puxl
zAg})^%*v+FzHfB9&d4LNmdcl(EL5M8D;O0%EBc2L<4wZpfd!g4Z{>%NjQ#N3NefEK
z*3_6ELm*WMI9^?Wh(v09g?GaR4Gv_t-@e6I8;vf9k}FbfitjtYIH-N*ryj>L?<hha
zZ}sJSgKQ{CIK|ucxe&Fn*)P8v^#*=hc?b^UZzFv}V+E1?^e&t+9IJ6yICJEI6`gS)
zrYx4K3)~o=v{RdKEOCEmNsO4&X^FO%ES_9x^q;VB;(yltH|7{f)MBqC|8QHj%4wmp
zw7!d~r|cQc@L9LO7lGBt5Vk?fg3Gy)6@*JC_m+sM!lhxt(WXXO#fSW|$2O)z{0_%D
zC06dg>rU;@zPTt#>t*(t8!bIv@NA6bm3CZN$uNzwje(^-T;8$>9(C6m=H_q3II=Ut
z<ZQg$FJ<UikMdnQfx;FqR{Zhuzr##5cb?3~g_I0SNQxmQgu2pIj&O%n4&yyU$~jX9
zaOifilE8$0j20FA<qU*n#Rf0T`o3cxMsi-1fqiv`jMfP%UyDst_6IQJVG$=Ex5Xy+
zGxKNpM4nbr@^T0nHD4@<B+~p&lEgwEIYk%_qX_i=8tmy#x4mkRhDG0k@KK(Ezcucj
zQ&8%3oLy1>WpYx|Ds;~gSUseLplviTK^GewK6zZBZ|zczINofm(2lF;YgZ;I%1JA}
zs(Hs^bVG0stC}yRsnv<8@!b&{JG+}{BKyaWFZT@|AM`yj+sjP(i7y0la*uhw3KDjm
zOPz2aY7`pc|J_xSC{}&ZUy2bci%=Y*LQf^_13S}orCBK(*B8pUD2z4meH}S4<lT3S
zeMUpbl8lNP0ZNUEJ<fh{9AnWD9g)TfZwiJSPm<s_o88R|P9(#$ulyn|j&NCJsjCO&
zoux_?va5S&TYmg=0owW3=<NLNN#5Ft-IsA3-#A<qxi`aT5_p@Xm$_}l;-5?t-y<`v
zWzRg|#$t(2qy8P)d4n3IhSty*nQ2ZQgmq2jW*#DoJ5t?uG_-+YO9jagx80@CM^i@1
z9qV~tY)IU~!yC)(r&dAVt?o)fC>kAf$|WP+*_`W3n9D|*vpbao?=RnvX=ua3IxRh0
zA@d8Xl1Ww>O&X|4D<7K@R5teKN~COYyfu79o$rBpbwPzJGsyF{a1-?`0IiJaCoUs3
ztCBSG>b0TrvWyB!+_`?J5U*J6HRDz#o0`!Vj`!a%Ffb2BvJV5fb;eGMQO!S+U{Xnv
zb0}ul2YUBI9;XD9LsT<4wM{(aahw|(?%o6u%_&1ns?sR%>eD(5UUOk|PI>fMjH-BJ
z4Vkg0TNhLob?6B6ZW3H1<GpOe)kVV!>DK08?|@lj&HszsUw_Whgt;gj`t7~glmkJi
z$Hj0Q5Bu-5gjq=br)}(FNUqnh?>gC1XWfj5>#y`=^VpfpT8NbgbA10BukX^0Y~p_f
zh3h~5luff>@6S!`a7{UdC9C>Cn<MR<h>qnjE{@IKSB0V_Z3#0LiJf4h!!Ffc)cISS
zp(eESn}bGREJ<GZtm4?2RxT=45__R#d`Pju!W%Zz5O;If_x$pUMcF*G4H{Bor2+P@
zMJ8C~U$-*+AGXdiD#|Wez<_jj=g^3B44p$GEiKZmw16Pe-QA6Zw9<lfcZ*6YEsZqy
z%y-xQcYnARqP)z!?>YPIb7t@7DNsF(c`?!BL8)Asyc49lkYcZ&|80)ujv_EvJEQfd
z7A{#kMI|;Pg^yZq|5VXZTIhjpCM(R~2enmQ)<=WkspYLYiAC8du11wih#no&&pM>$
zHyK;!GAcN#?4Di(QdNOB!M7C3(J4iq*en+47aVVlzRRwk<nHhrMx{OXghbOM;{WFO
z<wEK_;a5ibtjtvJ)f}VPmX@w6axr2LQV5cvi>J!VMA`hlZs`P<dihOhQaZ_zVN``Z
z0TbrF<)0Vm6uC`b_zE{9If7A7{-9=vMoF5Knv5{Alm5G)>-!gocly_{Hgr}?IxHL<
zf-M+d&w*O(eYC%Qr^mf`ji9WOl>6lvC}fc=d0bde^Vy(ad2>aaBo(xI<B}n-hr*&D
zXP|&Sn0#C%RJ3Q|%>gT=RXx*5>DEOF6EK*ev3|&EtSfUqkmE1e;3alM7#`MS|Ly7y
z(^c*Dd{Q2zCOJQ%CaA8u&R{Y=5G`C_qiPlHOdO5MFdYBX5!y}qDJkL)F*<ZJLpfGO
z5o_0tR-5#9Xs*=-zWXNzE>Aj{A$3gwzah!c3fY{`M7?at%hUSt7K@h5Bz9_r{n@S|
z^w&><$#*%MnAdfCluF90s-~EZO7x(zCdx#5(e!K?SG+V7`a)B|u8=|n9xJAK^Y6J9
zOSAZ?UVJa&TFA<bPl%o!eN#VzCD6zYzi^WHu&HjjFxpaq%Xi^O5Y1b{j^Y{DpTQq0
zRy|v3L_A-df~${#BS4^AhJTKTq)pk2!D~6VY-XaO<;2K%%R9p1zCjwvPhF%OPvJvQ
zpQIfBo~%hY_-#qLgMt;bH3y?HH*;F6C#e6fM4H~@+eh>e?AQ=!<UyQPy`^_k#HNZa
zXo}ZmWJ%{$53IzvPKq$ilPAl{tU+cg*FxH`7zpk?XMVPzq($w?<w?WaghTVn=~GXX
zl7#J$*zRKQR!r#D9zXfLy*z(>={WPBH1=|4g=}@Tiav_o>T{vm0YTj#b{QhEqSF{s
z?>5XK&$E=wQY&}rcz9&xDPL9AC1eIg>pYOOxsxx_mC4vK<v2lJ8OE^68Pt5x^|1eB
zWc7oD{Din-j7M2Qqf}IBg39KloWyj3%+Q|Y_hfR;ffF?;T$!X!Atxg2MH#*U9w##9
zRMtIymuL=h)JSRCfNzYt9}`FAd=z>Kw;6VEDT;BE3Ew}9B_w3yp!CryF`gxG&i*AU
zW=UD{S@Mq^1?s3WQw2uJmlRm6?+Fi0O1%@&A_4Ch3yT2V@D#nw#~3#K1PUAd_q4&8
z)=Oa{#-Gi!NIk;lLKEyt$G^uOqz(HZl_4X`=Ojhbe`jk@67*(|T9Nz07rH8?W{~@8
z&W<5UDOp6JZ=9bZPqkcIb`;NL$+^dDF)~>IzsfL&AwK6NgVj=bDkQlk$aOliy!ML$
zl=nlEHS(K+82eP-QS%=TIhE<(UNCQE&?zUfwUZ*+qP99|rQNkeeX!KkszMDa(bDt3
zl8?=xw_L_d%PrlrQDU+}Qc0WMW$IVLI#iDJ6_hO`v@uGq>k-v>?qqQ>u7A3{m{aCY
zpQ#oGs%3+`#h=T`J&D^q1{H+)pl*!jpL{&6#0b1~;|vrm<~&}-Kd#-KO~OgJe$%`<
z@rMORU(E)zv99zey2lx=O=Zo~{RRp%X3^P58`z3e-dlC|yU4SQFzB+&7Aea-_b#6|
z_vr7#XqqjjD>Rybj1cbXQkA+T{F%WHGL|_<7O+Mw)|P3|6IbqcWA@96t%PQz$rch9
z?3E;#QsrZM>p88+CiU2LKbOY{(F}}qZ;Qz2o%`qfyY8pT@E%J^M!6gs0TyEj5@OH=
z;+9g-i5uQZ8RgJ+7P~c*Ur^-7@)TtJIjFKv3hATFACz$W%h+O60qoiCnWyMU%3nBn
zwO&J(sSCL*`1j;9o7y!;Nr?Ti)$^n=Fbz6=Ir8G`1l5CuWAGyr|53W;vZd`aCRZio
zv(IqR^hXHu*?%tHBieb5-9^o`gjl56^H(QQi4a<xqMDo%3q>5JC$C{8KHprt<Tp*t
zWaGB!c^SJq-g{((ylIL2Tdw4;J(CA{plp-vW#sx0N=*8;tSjCykI7Pw0x`}^pR(?N
zebd<*u8X`qQ;`k6s`U&rhB3wrmlu&<<ytKL2-1T$@yc*gbqn!l(T<p*#->qu>0T@~
z0%r$ln&*5kOyx9M0y&uf40;hQzMU2OoTXNp%W|_*KFY^=MZrZaTbmXU5`4wT5tkx8
z@mmS?84J<R2!+&7bFhl16H!iR-BHR-?6NK;`KKW=%97t?9}$S7%lk#cdVu3lZNuAe
zk2<r+FGa|anHUE`fHf(UQKQRyfjQ10KZlKpTltCJj-zQ!(-rApY=KBK+rBi0V;fz`
zu%|NAj91edjdg8pi55sRES1S?l-MeChPLZDAd>lNOil%rgugq~S}6;hO7JC~bWdzL
zKu}-`eEX5NGN~UE@3}%%XxeBL>S*p{DFR9;u%u8_izYA3Z>j1eLPNYm=IeV?VhQJy
z#$zaCjz>L06wr+fnR;bYEp}$8dyMF6tTw;%v1xhCmO2FeMa5Uc(*Jjifh#L*JJ5wZ
z>a_JClZlI_jB}!Y0>%E^rd;=(;V1Qi2*jx~<U1rJN;}APQlHfeYomM_LMw|v<jM?Y
z!ePdnjipka)+Fiv>Y@-Lfj;@5AVr3ce5SZbRh8&PxZWWh_*tZdCGtbdeCz=+2~L)x
zLYB`XwM*$bkfIKz>`3e#J@9{0&st(u5=)b~v8fO%V$!2g2dyJ`!)PhLYy4b%OnqzW
zFPIaDv;oDPot-sE3*B!+50d6ch2W##X>31g{QxZiPN0c0;3_;|tuUO{VsjwYZ&%d}
zNqW)KM0|ku$H?^CM@D3-A$D`hAfl2!3_pf!7q)1vX;*BlL0%V5j9Fr7O>|~Cwk*08
zwnDN~^gN|X8JTG{&J}qVQ}M}OK~5K%l7he@4DTV`DoHg)+`O0~K>bD3z@HYNQl93;
z)SI!#NFi@AKTis`eTQs;NZb{rMt5RBqD;o7PkfBVR>7BdNbp%56NRp9H_*0VL^LoV
zT8dOUF{s2{LQOxL{e?|kW$+yAX<x6Nydq11_thPwKPmVyg<XvIP8NUEOR2B%>WK^o
zOe)TDUB_8IU%I~Xl^8^CRB_;ioz@vs5Q<4<3N^;hV*)J9wX1KQaj~rQ-kg&Y0!{j*
z+9=(X^rN&vpfi@?SP@@5GfFtWG8st*!uEoFTXm@{6!KI+_&FoylaxMuQt*LQAM1Wg
zk>Yn<a&8sfYI2=Zla8n;#<#O1Pa8QpNoLQq1l0)_WX9Z5gC@f%35WIWlwRVB{9QYP
z;bTf7DF~N6E8ND@u1s<9KSXB4HSbp-b&h$J@pYE3J-jzXg?(?1x2=b;{WnidQ$&-f
zl<Dc~zCFrwH7SC(+{tce_r6b~2n)3r#|-|m%bqfbOTda4lq^4^XYW%aH}TU{@d&@v
zXkSqga-KPA9b1%(DZgbGxWx~uvfrbDIhI2dJ&i`j%Nx|BXQusyDhn*j6o>!lAdiV#
zi(AM~e<p7dj^JWPmX9nD4k3(K(-kAnCajO;SmKx0MzpA>PI9InVa9a$!0w50@%n?q
za<>N|lchCvRs0XNoZR2!&w6;2d4s7j8TRbI?{n&!g<AaTNehlRl^wAr>7|s#dj_Fp
zpZ#=Dy1{8%Nv?1#ZYA@L+jh!1w^A@}hqRtEvCf7Nm&$6CV_7BS-Zv<Uv5@Rc9wpRf
zzKq#OLs2eLjUiTtf{|VXS`)FJS|?8+pBOS3Uv-7=f-WyVQc5WHlwClvP>}|9O1M=`
zev*L}7N$4GXn>l>mRyciuma(qrOndoNnJsQnR2p5mr^NZ;Z5g5%4muVFf>Q>6PR$c
zUiZQj68xYR<b$-bmZ)7;3|N$@4pEg9J#{dq>AqyAV`0my6}CSgk53u<7?nK+5k~1L
zPZ`j{Fs}HPL<sUH!&hq=m4%8D6p1;hpMJ1T#ZV%}i!(GZyTLf>{KEl7L~`p{N#V=H
z-e0WUZriT`<&N++Mo=FJhuOxxGb*z$svHz8B!P7|IU|5x8nM-D+^_fkeF`HvG?xSk
z&9lt95%zo!b+MI3ElnS&qZsDD1aB1@^r9<J4013=p_o{r>Rl4Osd&;|P#GOj6K?LQ
z!}6hWN4J`z5?xlg|5*e*j2E9kfJiHepdJIQj3AfqHz9ghT$!kVu-*wWk;a(0p`_C!
zj8p}Aj<4)DYkICK!~RE;N_^E6J15-YY`(I;gSE^j;aQ0xyt>x-diCG*crN&~oP}eD
z<s!VjYa$MZyxoY==(xBxiw!w4d6K4-=nZ5rY$N-0Ir$YN#o{6&9gT=bx#CzEqbLg_
z@*~WOVAUH@l1{=Ajt*=!I7PB;2|bOf=&~s4!$p-`NjtsU(S`V|<h2{#?3I}cpQ6H;
zG+yn(#FrV14(WH(r7<nUkk%u@=*x%lqIW2UEFw^s`vq{Qhf6p<CoXJT+TPfK!MDyr
zieAh%O_=yi5-CVVa(j(}#7{4oK|;3l!D58(oOYZ)F_)gPx`024abbF3<@0-$zr-Xm
zwk8^y^*EGJ>3Mq@(qc_gj9uomEB~=K`cNK;Va-?1idCYl|GvarKopHt_8onuCNg=}
zW);{`PcEomq@L0J<vycdyyB*D_bF(=M)b6xDpwtzY^;zf*)SqFzY{ORA(7qmApVz#
zAy1CwquVa`X;dnD;pK+X{q+_m&$4F8?}Yf0!@;xx0;Fhy10m5TRJ$ZACn;Vf1v1b5
zvZ8Xoy;(*MQRb14v5(ZYCLHG?niGe(OGIgh{8E$X;~@Ww@;SOUB$l&nLs7%4IO3jq
z3@avmQG5GE3sXb51AQphC#yDmi!SEbTv7v~)xc-uTech_!HQFRl;|V4MS?N8H9Y1D
zC*)-ogOMDlOQLD%Fg=Kxw|fR>?8aGbG5^cL4Lh|L?L1Dop`DmA<I-v|40|x9;+TUM
z)3#Ov^DHXXIIR<fNyZB7Ra#njn%sW}34_opgLWwmiXqG*{W(^NN(R!Y)<H3w{BGW_
zX%b&VIxt8xlSyOsvA0+Y=rN~p5a?k+FU_&})ucxWlp@HRWGZsHiH$IjWg{NwgZSmA
zzQ?j=L7z*Mk-VxTXLRId=1RvvjtW7#J$4iY$03PT-ay_a+ENovgSWoGil0**k%avk
zS;hmyf#N(Wk^r43PQM}rr4q&yOCDxkIBYFWd@75^&zzm%vhl|=-vv?m<1DqP2m1PA
zuWEEZ1hf~k%1euiio&VWQ=Yk?M`?Q6)k#kpbR&ZLV#JIeSLm7Dj_4u1$an9fRA|VH
zTWauxi3cw@1)Na_8+g?*Or5@IlV}?;7L{pvj-HeDq_BkBML*ZfFpRVl+=wU`s3P|Y
zJ@-hcq!@59wW^lqe8v0mmqHo}2PRYjGv_&zI*MW6C9+dt%ubAEHFfqAb5$88-d;OV
z`OY5-&kf}L#}xH%X-8hh4cmt%=qgNEaq3H35-#$w@4NGa(APL>eS$(KpmAbhl$sGN
z%uE`6Ura~lv1`ca@%I=~66#QhdZ)^#MvlEh4%X<~h!juR=LBDzIP%rZ2F6pz<tgaN
z#l$ry4yP*1V_tos4tps}TIs!j-0wy%Q{L-poOrJlR6)-?Oi#^5$gxr)OIuhMTAB$|
zH9A7|oVk9TnMDM!3pK)eOiAY0ZOoLD^$eCE)4tE*)TVOyRwg&oeKN9=QbE-W#CRJR
zs1QOg5$QKZign#udznhlO6$C{Dl9TPJ6Uvv`*d$tcq3ow+Ctx1JhdFL7&{gi7$aYo
z4z2v&yLFB};(_pmR~>4%=?$Ua9#P|zZUziyXdmfQh5V)Q?@ilF89r1`iiRA7PE5+e
z7y2+&5;5D}6YG()WE}SD|24PXWY)bC;{U^e3JX5{;re|RUwbp9iV{!WLnZd2Lt;f*
z@t$~G7Vjo)8@-K^@tLY!Efs{8fHyA04jV<Y8l#L~>ysOIl6cR=Us~Wmj{G5so02q#
zrp@Uxn5pcDotmbz&0K*l)XyXT1O;;8GXTr{)iB^uEH6S=WIR`4gmI&&-M0m~_)bgB
zDDyqG$k#t&ns8+_myII)g9#IUv|Ao#f8|7+Y)Yx;*UyS9^*{0FI}`<vimm<(8KS88
zhDMYW@xk(6Lwq4o^aL~57Bf)EBxLQCM3qgo=dcJ4V~i`N5u2<`Y~nF5$|44F#R5Tc
z>u-i(mNq8`hgM<kOCz{@pLwFz<lc%xE1zC5#fET8PiK}zb;r!d7LJrVgdrBIspiTk
zjV2ssL-4WIqHxY}m0LV4pptic^yAgl5f*s~Z;-VdO4vdYL-2hIC{(i)-1wnwfxk=H
zBH85!71@tA&f*E8;$}Ji>F}ypNu-Js7(vXDWH4Zt=2ToY%$vKoMZ4zNd`0B)IC>1a
zJ&X}g1&MU^<{S`Mj|!k7PSf3VxCC+bF?x4>^5uB%`VL)x5Y3JtcOa=7fU5EA*KLuY
zr6nFz{KI?s;r01-UWeZ|^UAFa@A4nd0-!Ey2!)yv@HPXc<Y6+J<ad`^V*y_=>RVCd
z2u0e)SyJd^UjJ2?rko=0*F;fKNGsTS6}E|ux>A8!Y}YM%9s@hplzMoTS{!T3pJps;
z>JvojE>-k*s)BfE1vk|XnUPAK1j{?om6Fk%uM|BT6X`v#nyikdB}0!2Ijmf|C`LnF
z=b5O%0=@Om4b8GhMqhH~tp)*}=dx6`;a|eO_Ltg0JD!UwWhcU>d#=RspP?BFmea4#
zRw5fa&()(BZ4D~@(_%Zf@D{Zwk3~mK(jQ2JKx^n$F6w$bGmwuJElVa0F>mPSGZEFC
zjyZ^fm2DKd_fZ&FXZNBZ?F6US7@WgQ6sc3ADA;0(OK&ze66=|4KC$u75Hc+*MnKMb
zM1nT(lT)>jOJ##uh;T5kzH+c31-*4b{Ft=6Au5AhkyvRQZ?}d2)zxZT=EBYUB?hdn
z;`>E;Wz_z1#7lIoG*=XwpU0N_q~V#PCG@kVtm{w|TvA!+^Q6yj1Z5cHgUcFZ#X`i+
z#9J$sQmKD-_ikZI`c;S$n`KzopxySRj-9~lW-p2GXJXKCbS+TpWwR1T{3@rRCmsnH
zttgYUwh(7NnpQ%?>IU&F)I**${^7nI6C(}^wP{(L+5-B4;Xl3vVt3>(GWv@ZTi@(L
zJj|1@23esHD&0B6iDxtnWvJeD?`cN;9V`BAC>7-|s7U!fm{*3HMs%{3{ZK|u)?E6w
z{dcfb%^<=uqZ%78oL!f2Y=|;?Q=~FWah|M1M11%%l36W`Ozwwl(_o|+Nz)1rcAKlN
zKuRSZ!?u=f{8T0G6bnw`JmpY0AyXOdR2qfMoQXCLNfCRvib$VY;fF(^Y0CJGGbd^)
z&f*U>`YviDi+WRjyx<0WK1`hWF3*%&#}CuYrq^5?nu}17l!|0jF(@~vQTRp8Sc2|t
zfvr`Yl!V;0g~d6gE#Jc~zt~p?YtpwWBit?yLAvTkC^ZQ~9ahvRQBrlmZg$dQ*Jr1o
zd|nh=&acpT!&Kaa7ckFa_~sQQ3rvxD8@h!OnXw?9oWUsNObC(bkK9Oh@3TZoE74|-
zWD6Z`V^*sg>F}jmnT48MFb>n^778F%VaElRV5T4^#;ho4o)Ar8>2jcO+SK`rX6Z6(
zKI7kHBbUukm<?x*)|Ei(+69Oz*3Fo*&7Gu3%J~Ys&^qGKfe$i|YINNik2ptdH<Zwy
zH`1J=Jx$JKWo1{O^h}{pb1g}gYaQSR#0l&tlE!T?!h5;J_8j*r28aDNiU)73oXARD
zaVi@1*c92w{?xbcBYEA5MGoJ47-?)|XULD@GL}Pp%oxpOSeF_@a-AL7!;3j<@rX#6
zi(cp5{MsHql#EJSoMw8W#i{L_HOjdBg4Wk5sfBVY%3U-w!8a1cc|n0vt0TBP63JS|
z+TabnpeHf^+XR0ipU)=5a{tUJNK`8G3&Z$NHpmLLd#<u&LoE0(ibt~k5H`3YoARP_
zxf5(rgg6mf2QdEWR6dYX{6@%gz~iO&apO+`SL6>P4L0H)eb@SX9Hp%I8`XA<OQwV#
zz93ukn61oTq65F4=xm8gRf)Zlru?Y!j8UD`wJF^`b1GsRc_d9eg|IYAW}2YRlV+B<
z-a5FPQqj{hOB+d+?OS5h2db(y^EK{hWMrbrVZt~o4E?9XXFj-UgS<~DgKYTTUSxVO
zC6m9q)x@D1HB)@ioY-h+flbc=1E5A%V(MDjS)2r&?RD55!3CmI09|sAcwAcg#<fIB
zRP5Fk1|~sT_|v}guQ6oCOB_`4ikE~s9$Nzt{tfXS?XXsL+CN*^{(rQ!G3cu2@6~iY
z?s%m_?IKe_zE%|-d?R=j<4nxKOv_gLs-Ky+s8GB#Nm<{Je#2Vx2YvA_a=!zn>7HCw
znd>MoW+t`Ur$7XlpC{s7J^Ad0z^$#@4nJy|lbg9a6#=Y>Ty1^8udghAMzkZA*D?WP
zm4h-_^sJv|$2z^CIpT9M{&9Om8{TAIkG|)!&OwoJHe?=I?zKeOMv<bmLM&~P5YrEi
zB3t)9<1vGdMEO~05;LDx9FeOECt2QrItgzQuWv_iNdwnxq75oVa4w@#c#-ZHk4<#^
z+RP{q3f8_Rw|c*LXR8D>3Gd4h+j|r>`6$^)Q8V;mbju20QD&JrVDMrdk`j>SqM<Lw
z!iLZ*wkOVGR$EaJCL1V3k|@N<Rwxbd?&1l*s$!AVQ#^=jP<uJH6cJe%5+TG|KTh9m
z@ML-bztcB1lE(i0oGtoAq}tC%greV?Zxy0WJMXWMDRg2X$oyB9Ix(cCDfKKf{XA{t
zMa<9-&T2#|(x#dUwQN?E=ER6hiv#r}C21nMmN?!PkrUEcy17cjFWBNWHYZEFu`IqL
zg*hh(nmUQ834JP<JS+b0Qxf&Ot|qjcU+%R>!q=i+ew!y18L9zH<L{T(aQa`T;awji
zlRT<r%1(ScL18!05>mf7tqJJLa;%la2|vNb#XY^K4akj)!v#o;UJBcsK(C}+E=5}3
zm_(|Fw1G?Jl=ekU%+J%wIWi6t?$8X#=knlzI@lZ)Y{&13NHZ;rn~~C*gHaASiTCqm
zD-?H7^daTZOG5!y&I^-Lj6Mna=je%5qi7L5eyqI}I|Dr-Bf@LkNy&v}wJ!)Q1%1n(
z-;gOP;5C+bawVgEWB)QW{T&A3AaW)|{}R2kP``ZGfRuzpYb`D=J_#e#W%65MrunEj
zkTat7>pgzG2}G3j{TTm<faZ520)0+I!4JHKr7dqL-P?Sf6x#O-%kDz{u+~{ha(2m^
zcy;sgMvK^}%&Mi9k!OuHxG;sbG)osG$&8g{s-+i}(lR5Fqb>(hzYtMp*S1LCC9sc6
zNYcej#2(%5%OuY&;y@M&=ttV93C`q7q8s5&#-$%KQ!S{W9iFMjrBRrRi%oHlqHSWE
zk@7}(=a-cR!#bwf-5%=ZYnXwF6ZEI4$V2#-enS-p%h)SO+?s+3>}4;z4OM8ggw?%R
z1|)S}b$CShc1wFvxfuVUSJKctuRwRpAnB$k>PKXG`m>}+>p+FO>0=?RaM9Veb5ZeY
zV|0@4WXa-l<A#w14~bh#Pk}G}E@cfKOZKGCjuUgT`bK^a-%Q#FeDBslW67wK-(a-w
zsm4f)`PcZA#LBTMh|tY21J7NiCe+E4Rq9uBFiE#^RwYck^+`!G;Yzmd#51y8b}DMG
zcJdgrAi>RIy`{hn?kOpO-cUXRb;{}<{J!D?9FOS*-5#$yCr`4ZEDGBm{XY!V$q@qK
zt+J6QsRTtqadzPZ&WT|=Ob>N<id5kpuzcceX`PJzYRFkXW}<XLcSqQl#t%N4=GwJ{
zZz6b)iaf7IxKhX8@kZ%|M8#U}d25Bbkz2$nXNB-JNXjYK%Dt>7T@7N{8f#3+r(}M&
zB%jZb;OXo!UpTiUD+H+%XH449eU<*Qbgm8;mK9y;Q+^|W_)G&-zHtnp%juB+7O%lm
zTUK~$jcH9_wp8|&^}`?ZrPo9u+li|USY}MJuRNcYB`RPs566B-pTWOyce1Kb5tUHh
zze8{+9NBV7i{yW)YB6K6aV-;OlC2^xt%{$vr5K^$Z`aKeSYwltMt(VjK2Y=Is=YnY
z!aOIEeXcIdaWp~!_kd4CUqMf=M1^9-YYK^=!+Lb-PsxcGWw-!cHs9t>4NPHndees#
zwfOV%RNl9lI~vR6lDTrfpO{=kc5US@=7b62Ll?H|-~D^t^k((>n>XBmP6oOP-2pY1
zAhP4sQKt6s_s<9&AFlR0?G7hWnbg8!9Bw8C-LP*n@jfmgZPJqOn`i?#UQnbU3~m#Y
zrxofV<<s>9Y)Bk;SXwYewisgB7R9(*QP)4x=P_;S(zvKIbq_ekPgQMY?EaKH8p99U
zg7iIMDq$h5ZOh1OoRmAeEldhLK(=CG5JUZKHn@i+^Un>vUz(e4G@Ol3NId3i7nvth
zaLO|sn!F-|>NQ;t;w0)kK)%25n6ozs<<oOT7SHx&_^{&>Lvg_-Vd`|mQRpPD;y=xl
zup?uz((Nr0V`aneHNHix+s~5d{ae)OY4o)zvb=bKYR!~W>~})^fzY20p<yMmGl}?q
zw7+5oCvIr5S7g3eWh9bMXyDs7iD=L;?k%Y)kBf^D$t$C=r=yf@5?-`LAB{1$grZsm
zuR!P6H+AChY2MiMG#x8=)vG933N_DsV?%rT6FZXEYarVoTR*aG<>b1D`mh<gGAmN&
zL~=5QZTp!-q``~EHVu~`M{=l><G@J?-}qOrg=3bcJ(4gXE0tMP@tipt6$Pgl@lAY#
z_m&7Lx?WDpgv+N)dGd(4<nzVp1iL|J!w=ajF*ClrUR+9-!!*QrvD%bbeHX}_v&>B$
z$<j>H){fk=Hq;d&k-W(YPIl4`&a&lO$20cl-F%poo@Cq#O;{}t_@RTBiN8d`{$8^i
zb0p=N^HKL1`$+0sD;JeL58h^7nv0pNcd>0)T1P$gl(ZtVAW0q$L@L7bdygkVDT^E8
zs$i-n!>B9yVXHz(mDKz;NM2M<Ajdd7L(_#hURoOlKIftcwtDJKxNy@xd?@yz(F$eQ
z0Lk73b9;&{&u~ESsX<!Y_Uy4ABJz0nj-DnG1RWAbh}PTF$SFQ3=b*|EBAa4DF+F!O
z*fT`qtW=L&^oiP-i~gEQ-(t2=Y2WAcd1$3ApS|^xo@mIMAK$td1}&R^PEtu-BmVLk
zw>Nk~K|@oj$yRr~XcHW_SqDZw*#Gqd0Lma}_<t_{{gF}X>!Fam-uhni!=z1=;Ddnp
z&z^m%AhUP`f(<P@we?iKS6LA(Y8P~+Mm1Be1BUqiJ`86KM4Dp^P?o%xsKvgY+DdQY
zsv)c+_>pw(?lj`kp58&b;}j)<S_-I`*lN0<!r#)v4fW}PtyXau_jaKVtYO?d%rktg
zT;A7N!fgt+{4-qOx18ae%y|RzT&>~gv|=3J*IgeDz1*U8f~+Ma$4^S1d8BhSnO8kg
zUVO8OPuUpzeHK9_mq06BHE{gpGebphN}iDh*S>b_=fqK?tsgL_lW@Dw&lZNzDx!ZM
z6Gu9TkK8=*LGq%yu!++3MHNo55wO$riej>KpOR%s6Pf6l;SpKZsI5(8wX7B(yN?Kc
z@mb}AuU7#kkH9O}G%FYH{^gxblp1HTk-W3VoD`pkxo&mw9HS7|3CIh96ho%x2~nRJ
zQbt;OZ}Fok5Dqj6E19h(gZ?h|GzhP?8Xl~FOz1hozsK<&@=gji7LOt}3&P*^+x?0>
zrj|EyjNJ5^9v$iVd=G7I&(cpconB-zK|+Z)A_8yCvmpJ!n<W8Xp3E5TP42L?_~GvU
z+$^E<&l^}A>o%Q+P0zU~VlEZWGU+!n>M>!q`?9Z4CNi65%v#TdL={BX)g#1Y>fWkx
zSkpc4m&UKeM>x`ydhVWb>=SL@QI~nuBlRkE(1LdJ;noGyXRGyRL?pCEThaP0t*ZsG
z2t-<~udxb!nrF)sU%s!&_nd%8ghF~hhPJUL-C90BEF<D<u=C856E)Tqm~F(ALz6o8
ze;#ebcP>4C!yrij;L)j-l~FXw<3OUs0lNN2tL>MY0&8z66mb8RLe1T_9wil%v&)XY
zvCUA>^fe&*zNJ-gj-09QAXvTgfnv2q>M}RoZ!5&C3EZUlqjw^Fm;ccAkJEg&or}Kl
z0-<PC<K8i?aDh3K(lzr3e^m1$VqakO)eRnlZ54U<wLtB@LiS43&(@GrtFVzL&4si-
zqwui{pRz*&d6FPJU+tc4wnFA@@#yVvsBxR>OLAmh3|9POzY69l7A|PB>@)6-ITD6y
zUa)CcD=+n8N3cXg^nSQye!R1Fr*}hqn8CK)Rpdc(k8rg2JrEFkr?;1bq*LML@g+{!
z%gNfq6>GPy@3fPlY$8DTtfnPmVW-ydyA5r#0Cs7hS^IlTO?F6%%9JOAY{PATa}URw
z&E<Ng&oMRfaJWGLOVFv}+z-?E(+Nc20_vWyofh53H*7~<?NBhmI~8M9ma4}(`^IB5
z#gtzS@%%#gH&Sk19tREM%e*D+?x4_z8yg!hb*;Upi3SUCpV)P8REgi&*2MtVyOeBM
z)F+ILWk_d+%B?yXVZitgsoiIef2AV$`JXfe+ZuoPQ2fr|9wr}vT+JA|lTJ{i^}~f)
z>`md^^^}oD%;-_=-$xSu-OO2ci3EUA$f^yv--iPeIuZb^3{HG&{F0=f1^U>y2R&aM
z;1k6kSbOv$A3AgNYKSY&u1uDS7P(#32gi8K&EDsw3gAQ%mtnP3C9C~vrs&EU^s%8F
zq<b|zxUgOooov#GUd{E;plmJlx}af~;qKOJW9!taQY$1S-avOCgO-sPmtoOUXJ?$@
z#x$skjB$dTtyJa!rds~#YsmS+w$htlxP@#F#T4R}F}h<K?9RNEi;3cn7`&rJ4VG9h
zREf<j$^G{&y(6#hwu_owtyazV%4Ry4%ZZ9|?fEqtyZYprKXgHr{o@A`6%4d9S;{!5
zoiY^VY=X-6Ul(4Fl@5L!JLJpLlRXv&FjqqziUz#bMZR{#VpW^_4t=Y$G33YQf1YkN
zVXy0QM%{0Ex2gO2um;AV7ikQ5SP&0XA+HpdOzg2t5f<~96hL*QCym!+{NBeXWz$)T
zDta!`7jY7Hd5Ab{Kx;PtLR;oJg31`!M(WdkHAIUT^$k-+Fp!88G7Rd<uSOc9-sZjg
z%aA^r%Y!IVcqYxHEUTvnNkmVxMjS-mN<HqYJmG+)6nGNEE`HWhlTs7PhB=t^1Re%|
zy8jrzQJt%LeTK*LkZFr<_9f_MblY`nJ@?fFK8_%tHL<~Q^P5)_?UVPp%FGk(=mG!y
z%HG@(O!&W@;S&y;6~YrcV0HVIPtbmc8Nqt2VWa$LC(*ioh(194XNYH{(3wdAZMXB(
z^mCYin}(!vDPzp9{p}BwA8Vc}Itq<mb;|T<BK|J=&4f`D<6KB?A|K$x`;=Cq4{6-;
zHB@?tpsvK8E7Pn<!|~PbIn;=!$BJ{Jl>u!flK=DHaSvQ)%ZdChl+_bLJOq&l`YsQ|
zS}D>}Ntyfh)d)e}SVuzxevz05<tXFZlS${IGs{}oIs2No?nlfqC#r!Y!4y06Y0n*>
zK@Puqgn33HUA%Kfee4YeM0SQ?&JE&^<>DVVGfC_D+fKOcBwyE0LX;y4SJ9K`KM)h1
zOg=uz>VN*^xgE|HoX3W+Xci#Ry>{~M+XJzKV1hng-0Q|$tba3~i<0G5+i<RDXeZi!
z1J?VGo(D6@XaY@FJ&O5q{4r|+JPhPCullPaF4mdZt9Kta5sL#JDOBPmWF5M-Lz-Wz
zqh#J)nqFmZ*fCJ}+aY&R^s!sjE8gH2ncwwb|4KYe*{BYAd1kb=t2LKutNC+w&}H?d
z#RT#bOJ=@OgxJ5tMh3F4_gJPy^6g;|6Jmm})2mR3iY-#36VFbcosOPtKj%x+RB3nC
zAmUIFi4aN>XdT_UgfKN#=i97xL$3a3iad&q$Z21QuDH41FP`v}VJfxgUgBDgr%Zj<
z8Pbw+GbP85yBJ-bsJHgD?6!oQcjXY7J`pKII=yV}$_1%(^5pjQ8k&^1Q~0))zP=)x
z2X$3+0D>T*k0<ZLvE(Tl>lB}!!lhKW?}FdN-M-XEs1U5|ZOF_LG2>h3Z->qHM(<I(
z1=T$|Hq}1&(Oq_L#>DZSaj%x}iAS;QDb;>OsBcGGtaDYv8@w<dPdQF!+At*`hoWy+
z!)Sjg|1P}Hl|@7kadERgkj8A)WoUqgHa{A6OkAhf>NXu{)vI7ukkEW)xo3ibqmjOo
zNL@TUm!XP}hP1`?+66Jv$Aa60#%<*H*VR|t5@>JlbB7lFi5c_)f>dr(yC>4voDT=H
z*w^w`W9XxoGWlM#MbKkjku`NHnY<j&Sx`5iyZVN91>h%xiHwRvR(vfr(KY*iJ92az
zIRLblsJvK?D1GlEp(g2*aJ+{y7rUL|^MG&M<wI2^=|+;Ysr}s*K^-UAU@o+&1yQ8n
zzIy|a{)+(7`+Mf{aNp^F)M4TIjBcKU&Od#oraV63{0QAxmuZ;1gy8Lky!{91+RjBz
zJhnCIbD!*^_z`<{zykP9r$MSyHTUQT0ckGpu+slhTb4~)S-lCIF1B`aG)Dh-Nyts&
zV!<VGe~XV2>)?*2{-z7N6)^p3X%&oSg8ywjQQGH{JnVlW9Ty())r<Xkp^DEDPY`F(
zmyhT*JMwWf0m%!LUAaV(cucv^XTf4$saItqHe+q5K&<hcr0vBMp9|jWKAE!oeMZ3m
z$${x!Z0Gk;QApEa#7)oe$F4D+87r0Ml<w!+5@r4y^h9m%hs@(>&^Le4>e$x$<lH_*
zc^^^1X2BOavk;V_#87PzT0FWV^_6arjNb3s5x?n2IN6@G&zbeB3~08nj*lN+r(=z@
za!|W1)^8aM=1h5qOD*hH^0z<3114z?USZFPhAhy2atpj^ei^eQNcL`4=v<a^ew?8d
zcV_-5*ywSyDr&Y36)8cD#cV@SuXy08@_nmBj6@4s#Y=fhNh~s<grA?I`?5ln*4aWC
zN!&7Bdve)(+#j#FJ$R`VGG{}LITLSwtZKH}5*2~|Xvmm7qI%g)-{#W4)$j&y_Q26e
zSl3%dqSb3=6+Y#;Wu&~Q(}A<Z39)o(MYPoRyl;e@Ilm-RN@9L^32F1lUtLR--~Q8q
z#L*Z<Eoh_J#NAYJ$(hvQZ&x@&Wk_5h!3J6KcV|=%8(Nz!?l%`D^W`UK5G9E78^iG_
zQ{yQkKW~d9AG20mpXb89GTmJeWlv7I{cQd5HigIf@@UcxwU4f4Wyhu+sEW7@wJ!rR
zs_8?M<zHX1t!F=wHk*{4)2+ge#RN<Q$m+FhK9y_xo%5a>3%`<RBa0}=y`bcH7lr<G
zLhkFGTSp;pjM-gM&t!lsJJDeCjpx;Oiy_z0Ewt6x7H^D+OaFu@bDV#Su`~+4n|kPx
z-xW<_H#O9y9XdFas&nP)o^?+>ncQq6m3!=@YPXxYYHBTM{x{=x%{R9>{hmwtYC<G>
zPe+6C$~vW0J>v<#()OnT8uD%*8!8n!qUr3{1CM{6*0bDH97rntq&Ty0_j~r-HfZel
zg$=+1kA#iu3Lh!9Z(zsx<?V{SO{NOmaKROB%UDwU75;3${3$6x*I&vIZ|vp(a&g3}
z6uG4i#NQWhWOs7@ecT2-p!7l(dcl{19%ccwLG%d{qS6~ZEPn2H=c||0^NF0}>9k!w
z1lk;t-)Dm#u9C~6MUS1(&ZgK-+XT_aW0y4E^e=bftuAllxBZoX-iHrKd?v77*4}&h
zXp}TgDZ6ChaQ3_*yea9|J#~LwI4^gUlwsd$LQlYh8z!S7#;09|24C7GmY1Tz?^^J<
zE6ndVq^7xA(OoZ2%tYH1V#&${qZYj93qk}$YbBEt-@WDga*bZvNg=Oiv96vDsT_PO
zRM+OgJHJa2liPk`_BrWPLW7Z+Q7QLXM0G4w5v@LdDQ0d)>74tQ>ZS22!#|?XtHIaO
zNl5bV&n=T`jl;Z$VG&E{a%ir2fBQ3d*h#UaA@Bckq{!oQi^ab6rklun--mLj8*ukz
zE>37mcn&pc4q89w0PdEayf3Blr@e0+J9GJqy&Lgev}V1LuA!ItZ*jdqm;Dv_1D1Y~
zR3l#Vr(jNo@%&)FZX-==WI2YLFsa`6cUpXASFACG;@?+)gzUHz<oRK{!E&5XnzseF
z@JbTRZbkQgy~7!~gJ~`XPKnbAe}r_c$3m^i)X**}-_o94*J^DdYZE0<){0V2<ZIj-
z>(6?xBO&i1KOkFCtis3&r0zL`kiJu#RY<m=yz|~$dJj{`Sqb#`OWAildi+eBEbn{7
zmowfD2U^#Q<re;8^3_|G)TFWVu2qGdk;UYz#%O#i3=QF9ma=-`*9r%_ec9Cg29Hnu
z(oI69mV7r(LBy!75Hz3no@Y>kJPha$Br8QJOf7sWJ6+mDemrms`G9A+&j5fDY|)}F
z1N=}O!vv<gfNNT$WHO!W%VzfXTQ)zGu(1eW9xjhZZ_z(V21^UXoo(5O<0Z&zT9t&l
z7v_}uJ>CytwI`anKRiuprWABQ(k>prP}tq;%gj;;xS{adpI|t?;ja%btHZ@*XkI8B
zbCkhGi^GuB$(a)FlDW>iO{B^q(4*6S`}8K@j><tzCc+LKYa5CF%AX$Wbfqr}!wHzE
zR!Q`O{zwgr)SNgJE`-1X;fFVe6fOOP3lG5vLx&ev+=j6Y1vI>*qAavs3g}nIU4LZ{
zv{8S5vL<i$DtvkIvZT>0`0Kj9w^%bhIY~z$V#iN0ULna)etw0u@Biop=EMseI^1$d
zk@)!ddH~#2ktI3vXW72!q~tB<*RNk2SEBkMfS)QLCnv|sI7TV>pm;}S7U8o-e>t>s
zB>qB$Wtx<W{&74&E=ED~j|Zd%O0=u~W{~EffBBgH*Ao50G5w{IRN%jR6j{~VrwP%N
zg713)a|@2e3pf)F=!HW**Oq2l@^61^w*W@-)!nw#B<Sr9c3$z@)5+feaJp@s{2O9G
zUiDvg%;m(Zp%g^c>kk-)?M%KNxaOvl>%y57An0Yt$rN}kiT7b?F3NBGw!l_$-t?X8
z2niBh3u1lszI?b@@qjAy*^P7!fQVMk?|q`!419u?k(09pnAz5VMhY)CjVOwsNB8^v
z)NCCN>IdHthSO2w42LGi#sKt;pPzqjem-~XV9uL_QGxMl(pd4Lo)z8XJ^RKRL)Jm>
z_f!+-0_*#$(foWWzY}rnR7nGwHo;G-sTX(rL7Mxm`f{CmuKa}RIRzYQ04%x3uyKtB
z&a<ZGudxQ4Vf$^3D<408w1pJ_7@wcyB%txDtE(e?{_>^X|Mqfu(|P3&a243v*+l^A
zw%h&1VwY@drPgMt63)fdgn_#Cy`0@>TEW;+=FjaH9OT*gXp@XC%lp#Ai7PAUeMRJA
zUJN()N}lW~C})Wq^~vdxl!DMuWMsHw#c<(MVJ?$$<LK&0gZS;E3skL86CrN7|MvcU
z((u+NJK!2Y3S7OSWRL0zm%1}Ycz-==Ho;YETs$x=`}cqzKl0VV_gJ4DbZymH-ls|0
z6xJ_=_h!fzIs255AFsRKW&WfTe5nlHH2^&V>fgTgKe!wPu5JL}Wk6y!Xt2TnMf!05
zAK=rv1G;TJz@xvv>ZSXS?FeADZUDmj_27%sO3g*^9F!TK$n_2!nPv}L;KkF|8bxMQ
zw*Faw`a_@nDgh=5czH$YQ~ji2tK(}wKL8^JEYzBgQ<Yx;QbT}^di`TtGTeE^B;fuc
z=j|__t_$BN?MCl%*FAccjq=g-g}&keS4F*fBHw$WPRM%209?!Px8v-28n;=T^9rk2
z&T1quwdIBHw<#s{VYHbI(#YVuP}_RB^j6Tmt<EtML6*rloF#^xe2%>KcqeIPXmj-I
ztBKdLb;rKxQ4mobWWDOS^y#%YDAa1Hxn<?1Jy!w8O~u8<a02Yc(Zk;(7wT=R@bh;J
z=tyvS`}NYGq=LZB$WquHJ1CGA&Hc0baJYH}Xx;us9rSBUSXZiMH-vClFks4xKif#N
z&J;W9Ao^eU{PS$Q*7bGs_W(J3I;`>j^z#*sZ(cZCl!u20esuquhsn&PE+b`ZgWvUO
zGR**;JV)wA{UEL7?#yPhP5)CFOG`#Th=x$(<{xOj=LVp8Fd#qvJe&UUV+>H#D{3D%
z(>MJ~m%liYN#?)tD!<>A1~wwVBNab<AI_SjpZg&v?&|*iLbcdEDQX+wDkqd|woeR1
z0+t}4iJ$XBOqyTQWR>L}@I27_`uf@^>g91EBOy)zkRo_B?EO_W7+~cGgQt}GAIqm%
z3*r~xFAj6ii*k%1_K8Bda5$(EuqFM5JMVA*xdR|5kC2cTA><u<wvh7%*ozk$aCX|Y
z+h>U%e|rK)k#f5cLzj2jCg4Fw$Z6@gXu@{#Y^l|q6%JWVPEKa!?Mb&i`!f!w#BRB@
zk~s&g`z!(aExX<X0(f3O-rpWli@0sU;PbQ<(5B&ZS_(QkDdp*};s77L38WG9xzD=}
z9>AF86Bob3RP=PvB1+K7kPF8>3FY<+JUMZdyr|Ils>EipXuUm=`yU`3=q98hwP-if
zyY86b{M+TOfX4$rYUm~3!}rC`0YI-Fhri&?+n+~yTT1ckKD3W_laFJ6#<Tx>4WJ>-
z_Mc%|Kkya6x%R`2lalWUi~ZQ)WxHTh&??4JuLE&{K$$(#Ahtrj->EY2Wx(Oq>^c)J
zW9qm3`PbN%mX>}1<LaLne0hE@045P&!h#s6Y-3~d+@hpw9qv?FS$z<?zrTk^<szf%
zPP<2daJ~X#b_6I|e3BsIg7Bv@CWj}{2Y}c^gOZoLpe^pMC|nOrKLGoNPruwg^nhM~
z8wO^M)5PU;X~29&07X$h+uxp5X!u9LQQSbMV1HTqmT&mC+rdh6yau3U|HtkHj9&6E
zMCxq63$UR}2ZYosCdF&*g<7*oIOcy)>cQ2+)b{b={u}Q~K7fw~f~6!5t_1+s&fiiB
z=q*#vhU1w7F7yNX0fX6lr!d^+-!r4n5x@j64p^3`hG`m^3}4|lEz7ZH{msLlHvp|n
zBjz>scmL>Ud-r4hpS`MD$!gTd9Q5b4=J=1QnORvIQV*L_Q=a}_E5K?3^fn%zG>yBj
z?d-glYa4ae(YD*T(yR&M2N8iyBSnQ70lQZkAKA)qVEYVlu=7~s9D8{cR-xOoeFnhC
zlKFTt_;sB7u;R?;{q+y?4yjhBOEDJ)oR>*|dYptt|8+gyld;6*5?VDb8=lR!wY8-S
zSV}zJo&E4yah5Nh*0Gt;tkBJh6-iVY^F7Ke8-^p8e_b{;*W1ssfN&GH+2IfhkdPnY
z)n(xJc`qo<oQZ2!5bt{UHsQSY^UDDY-p(x(a2whLquHX$D^)~u%f5U`^^??KB1Dv)
z6#zXG0_v6E0E|B8+<QHP;bYByqpMGz@KYCV7mk#}09Jf-9tjC`4GlaX{ef}+kS+WM
zMzl3N^iD|po8x_{#**Av#49LxL73PA^d7C?5By|eD2_(Vd))D*J713<!Mcn0WiwzF
zob||yWA}dJ!G7I-C<Msn3QUCSaF<f`pEYU?2P8L4d~{@kuf7+mO=cjp`u%m!XUraV
z+nHhj=i7M403qMtxX2}WUWj+nN2GB)#2Al{8*cylwPb}m?ALLa@bTk)z#|<H8+>kV
z22I#-P0n>6t7P}yd=)r_l!^y%Xy969{d$Smm8p4y_jrs)91VkGi$T=*24)DHA?yPR
zY`p=)cjxesIaBT7Me(G57QE{Wu+>umXFmsYp8<9_+;q|W!wrk>en*j=G#XA#g)eA8
zMvzDN8Vh(uEbnhF?#`qh`P;n?H{jj}v+EIkZy-)k2D1YVm-<_iGv{a#5b0QjV^Kfd
zhLd7JTMUhIlAW{j@5cOlPWaW~ux`Ywj{!HVd;9xlUp5fG_|Sh8_xJaQ&mmy%nVy;H
z+1g?P6B`AKw9fz5YhZBjL_8k&V}MD*Rol`Z*i?qC_~36Ekf*1M6%9N6MAEF`V+RNe
z;KwD*FCAPyiEIF05g4zoAVl-<@dcTad%S%MsM?bW<2K-O0Ew&PFmMi@X9j3<2N4FA
z#Dq&D+BZ|G>I2Bl?5Qe%rw$O$z#1^XuCu_%$Otzvm#U`EEH4k&n6_t#z2&<0%L6cW
zK<@?i36@lq+yhNp;A6o9*(We7;C8J}cKY8M04ltb`#kW|L=}zI$azp|p7m5}6@#TB
zfcOjOn|7Eh*V>#b02{{tzKRE|#Q*oJIIJ@Jq{(fwEq1-?7wp8CtbU2bWG|w`5_2N<
z(^Z(^l<BdF54A6<z?@50!}X*N2NY(q@wI>A@lHaw#{O9^aVO7OK>Xc3I+Bv4xRSUA
zYi!SYZ@8J)>e?DT$S$^@QfkC*DuNw0H5r_E4Xom}UyDr^e}iO)8-8SOCeZsJU-$Ot
zCEW0nTepvggL9Hv>-W3G>>sc|{25AQEUz3{s5bWLrTX;^j86D{w2dFOY4ii>(I5Y#
zcXV*zJjfmp{6JFn=Vrfl8wfU}gjfB}4#pl=`)S_(;C&aXA9Z`w1*{u^=|9P06#}XZ
z?P7KEvp&p0xpb@ail*7%*|^J?zo(rYAWee@sZ!dr880;fm)rn{j_stoX*%2<1-B6P
zhU2*(ugQSr3#^mp7Z<L8Vca>iI4qzJZw>*8(uAR7I^3E9CwJe0xs>lu;Jn-r3Ktm_
zE5=XcHCvC8ULLJZ=Dz(kJT!z30^Pf#uj%92!jmso&%}jZ{}_U6v<yGa1Cn)A{=@l4
z_(itA1wKKbmh{VjUuHY+-RsLAK)L~+@8B*;vaqm_Q&DYBh#kRM*0#RBH?ZH<hNSR!
z1>p19z{v+R3h)~Y*NBY#K0R=SWB;?t;N<TNxN!*72+@4_Kl|8!S_52MH;_(r9QgYH
z{lQf~_xo<Jyark(zX0YfAih|Qwm90~--JJ+&fCA)Uk<_XqBsb~a2bu*-<IHt3ih?7
zoH&Vhm&afleC_kUMp^s`gh%7AX9b+S{`P@E49{JBwh|S~bvgPhc+;L44*;RbW5dZJ
z^h*VXQtT!`vzYju^n+Wh#g*=JP(KI-W(-ho$QIQDjx$>TTOK|ygnxPvQ3=0BUV|rr
zX1CuLLAt^SOcT%Gi3H$q!~GXP@t402BuKv*>8{al{~ZmwQcHr7>IR<NDVV!(K6nHW
zFaTYbQMKFoj+Te%Hds%2;c*4d<%gfE8#liO-hp2L*mkV(c&-5_=EKw34S00Zkhma*
zlgHuz7Xco;06_iyH!x;f*Tbl6&VWb)WFR0D11>C<*R8)vFAtV`^}BB74Ov$;{5FUH
zQ=INUm^{?w0~|08zm4$gbMp%4WM-O!yl`QkGgYPD`@|xsd+mUi8_H$o+D`(&;BX#w
z1Ni*hX~pLENGdS207DE84i2|#^o4jld=SCg1ucNZ;RkS)G>*HhUQfLB1~C6?AY3x0
z1uhbVzis<mU~w4$|2`Ni{42tF<^1yUG_AQK6rN#O!6Wm$**!^`^$EC7aP6BL@BmEI
z5a13XpTpHF;M#s*4(I3AKSM{VtZc9x#D)8~E)Q1*pWumq1H&5uI6*A|^MCNj{L@L4
zRwG}9tBH$gI#Bo^(7rq11?t0*>|f_BxYW=O_F2G3m;*2T2Kz1X$xV>Ingdg$_{~l+
ze2o_n7S`cPCx8)5o*m!b!?!Q+kNf<9)n)s7JO8701-z8t;kVfX3J8)w06BJZvF~%}
zXf_I>`E`5Otr&Li8X(8hKi<?nj=<MBc&-SL{c@c*^R<NN$p6U{0HHqM(l$WB)RYGP
zNZ}>|V1HnAc6NsA?BHAD!p_b-_`QX{BoohhJuti_?(SC~B@pz@`~`t6hqw0K&wY4K
zy$T)=d>xD2_UQmzcz9X`f6i8X6krd2lYYT7YQ@LRm*E%q_}$FPko31(raT0Z`ZlTA
znQEoUHa++!_{CuTTLZc4d2|gwIGq5NmQi4|5fsz;ekKlVJs=_2f(O#ae~%Al@RgZ4
z-J}OR$DzJHWE~wHxOl)Cgf!(On^Bor0r<K<w!rbu*Z1l)y=!c24ExA;v3+R!%<u7b
z)fQ;OIu4!RY_4?&!?TG^?uQL-d>8?sx&uB~qEZOBQ@z{`k9H0YknC{_@&Ws1fupM2
z|6(ZE4AP^+KXQd9s-KL$L;=l_r6DQU+3ys`pTfOImzQ3sXlT28d*EjwqkQAz;|QF<
z-qKY4WBZKPc7l2>BiQkaku~sqg1`Y>elNg^Us@VkQ^SSbo8dX}EL8;>CkKoG2%~^Z
z37ikWiU!ts+gv9qDk@vE17INmKL_9xU<rq7ochni1=KBp<cK_s_x1v~4Z->#4x$G&
z)CFPDvvn&;6(2cJiAh#banPv^9xMXx7XfDT=s!*3e5GFFZ)Rn}yzTq=C)ieo3bO(n
zshBQfK88sp%YO=<py3|FT}NPB9NoBakF>eDDIg@&*+(f)3<GoZgC$oZI5h%E1YAo9
z-gHH6Eo<^HNKKE$<1a5Sm(zWD$mKx??_%y(;jA(ObYvh70}_VBaT^LMs_g2-&SRNZ
zSuE*h??u3@*#vEe#T6Bi@JaExsc8c`@o8ud`n4P$AH(dkay%CdnUa;czMju4*ILQo
zUjcd2f7UPK)teXaVePgxL;z_0ahp5>0`fo(0aC22FCpQpez9FVBbC+Fv1w_f57+sR
z*RZe{uv)Ag43&~)jRDCjc-6LGLnk00FxH0jxajz>_$U@9r>cqt!1sQjZzG>1i|hrf
zpG*PJmA1BKHh27f)&bTRl(_lMm)=?ri%W2#+$kJ8Q0sr__@Ciz_3`1K?Z3fISErRS
z?TU_aQb^Q>Q>${4Jb13gO-}1zB3Xlz0`Myf*f7BZgAXPU9`n5oiN?Xp1Zx~fsxnAs
z)1UqiP3Ih!S^I_i$+m6VHQBZ~8BaBtGugIn+nC9&$+q2_W^$d~@0{~*pYXKzz3=<F
zuD#a!Y6CQg^K&y`^Z9%zbyA0*a15^bYc4*1@IC(&($mxXgnRhi;P~AXIy)KSEV}{7
z(ANRsSBOxPYv2l{e?HZpu(jyuXyEONGT-q&eoxl_R`N<K0FMbT9G&)icLAtXfPQQe
z*8refV!r{JR0D8u17HRTK;X|>Cx3GAJ`q!&z=Z#o+JKGNHGT7x1)y&wY9_$*1T69N
z&q<A5cSpeO{iIvy)*FKXHv9E*`<?0YSRr|y32O%sNuSOP28H;*_S*}7?s38S^97gU
ze72A5TB~A<UJ1Z0SOzF0-N2u-xY-*rZ_?fRTkFwaK86k{y7LLV{Cti-x34E)?N1HI
z5C9|205jwKiRj5ZvQxAG2yH(BqE#V4f&`MZ8(@Dwlsrt4EBRE=fUx+Kw+adh*PjOc
z6B;u+tNJNWJ~t8|2N?PG@%I}CD{C*1H#}Zg2}hlGZa5Ag0mO=WfV~7<kU@Y?bYBQn
z4-h83fWI>S=|>waCSW1KKM!6n)#%v${PV8>9t1eD-fvkx(1HDkf5H%W0Q^`sFqYk%
zfbdA>2H}t%7W|X(Lh|uA@|mb4QqHcdj54)tu<IlEe4=_j8xVj%23Q)Oki0J!8y$Da
zPW-huVX7SJ)lLSUCK~gA3$<+1tkV4a_&`7d2p?d)6!ZY=$=O*yr{d9c9txq$O^Dfm
z-Z_9K19GKdK&tCBTci1YibF7fn^9B*vFzprm=i$HG&eWb1J@YP|G+f@VvpcYAF;MJ
z4hVHzVq(kFxe_2nGS<cJ^7zjZ*lPf~1)yrm>*~sCYh!`T$<;6~#s_$YfQNf_W~LYL
z05>mh_YV(E0CN+Y*<cj-tN{1X1OS5q3KvKLf%M88NJL!S-O;0lfW}3@xO4FF$pY*<
z0KW25He(ZziFO<937^C3vWZGcY2jn{feg#i78~#epSlacBLag2IP{@I#K7h`0Tl~;
zp~<)}Fs--&xKV)NIla2FoGq06{9d3S9N@oTU|<0BP~fsm1KtRbI3>S+5vgKY*)n}D
zeCBCjw<zrD%5v@ijH?MijRH0`Kn;JcVE|te5dr6Zu>$ZPKUewDk>$UuO?hB{06@fm
zy8<F}09Ji}f6vOtH}<)XcmQs!b_>%pgTz!!+wcc7vEQo`usO0RCVjHvem-<<f39pA
z{%Y-D9J{OK8vTb#``;Pa+2+Q^{s8tX_d>-8X#uhr_{q;(3($Rn06Yp{d|OJR|1a;L
z;{V&9zapQWr)apMuj)JI5)jRdq4-`y6waQ&@$6K6ep6BiZ6tud*#g86fXz$Gj^{LT
z`(O4Cq$2IlXH|a3IuF3_qy;C9gxzaMg_?HXh2+Os_WTQQzCNi;pYH(}V}NW=CQ$+a
zGGf9577f%r?j-+pNdwGwFa4LiqYb~>f?wl6<xNjGKyd}A!zRmqi*T^l!fVnC<xYh+
z3RxTbFZGs@)>ClF&#<}siMl-yvvqq}>dKC?1h6B&rkjSVqA}iTe`vyw{x?vZwQu#j
zkGaU{t4kUoG2R3R&PH_BO^yGGQwST7L<EYNhjk&BesB2oc+7*=<N6f!4=Sz2EY_le
z5ZB__Y8q8%P03M}A)Je>!U+VtkV+#nOM4pGBN8~eDw?t-6R>lB%)6p7KkMGdaIi9g
z@O=J$;G7UTsE=Bl8Dt%^tq8ngKg@v`WHyRi!~C&ows6D?av|i`E^R-gO%WUjUUuKl
zn!g^02Ey?FL={Ee3HYi;nTmuD(Yn%fI-+tuZXlQDVc=f&G(x_7^E-~yaq&eV>1jkF
zyXEzQDE#XnqB20ke~(|rI&>Uo8f#h6bz}f}>OsOX5;*v+4biq!WcO5D<6kVQpdXo9
zv(|o%)0v|l?C2-m>}s<MIHf)j#^S1&fSR3MT|8p$I6wz1W=2NFE<krI>FDrUO8)O*
z_jIg`FHv|BOmIS3I=A<_jTB$>cKccR?6}%=O4uhVH<k4=G@Read?KgkASv%>wBK9S
z#0lb7M8gY=3{x6u1iIM3*WhOkWewE@UZgQ$uP-i)F@C<;{Yle>t=xrf&7`2S{{*xv
zqT+wv;c1}6B>eutFpGdw&{F1m?8OD@M$f**fD@d~YI)iM9{LM<tIxv`RWbpPNf;3l
z0D$T<<O7H_pDG+UdG6AFZ6Ro_exzjOb|sv1cgHypJ`$^kigXmR-uaP;+J94e$ot?b
z>_**$B~##;W8!wYYx&RYaBunUuiti{0rQ?_*^T=f#g#hGzR<@Fh8{7O63Ju)9`*Yh
zapO4vZMxg(v?iL;QMZ}v(NTW>6Xxg~vVE@i{xn6o-I@v@Mk<K$g!>Yf%Wqzs#+OBa
zBj(dke*ugIaBTK`iA7TW@fnsJ-!THGw!29-iqDBSKn@Ob@OxSR983;Ge1JIywzcF5
z3-|xFrhucsC|Sy-J|iEy>}w4<Oi=qF;#|4JLE|~<aG}Nk@ll^tcQy*0!EmJZ(?m<v
z<ERTtlSfqlxFyoGO)o+eYSu?&nre(Xj4gc(S59fY4UP9UXG4_M?Dg+uvlJw`p#9{q
zGB~$3wYKj_DM1hl+c&5U2!95bH*Xr3@9a>1bOs9Mj-2I5AxMqA+VKOo1^uhlA2`-B
zAR&1;PR5DH!6hL%{)Bmc22@~=pGHAK_24s#{?za70BH>fFMAtOmVo3hcAs>Dz4jac
zp-liACIFpn`nSM>$}kjxnWVua+=|!RWyT;>h0KFv@>SbJwLT&_e^1*rn}UsAD2-2!
z#8>*zwr6cxd22J|ToQF0-Lzr}=N2?bm{Z*BMPoV>mctQ1>-OKbFosUVttVbj;`d=p
zJ#sP2b>C;-dN97sUK|I?yP6-cOu6E3SuDM2*Fa&|_r=mq7ecdX+CLijB}}19DT6i1
zaMWDRAMdcwcY?unIst1~;_)Ckwf&UiX4Fq{{Rxx029y!br*8S^`SlW;bk2w(_|EU+
zy_vDOYScVeDX*2r<Uydowz86ptFRZ0Dx=^}`A8j{6`b`0ZZ|Yho;Ki1LtnZ|pgs82
zX5!+H%`K~mi+ktiH*p<f);?$gS<l~jaYA!{F0${ki(LM291H&U(hXcR0B_b?l4kUY
z7uW6IWd-1C{(#UBE11bRqSsCR^veG8cPzsEKQ^1(V=v9Uoxdo;77>`SevL>sh|b}z
z(5PB4NQ;&x#e(z@6={Pw`Td2MzxQ_r`y?-EfHCorz-oybOTq2dz`+Bd<QZsyUjN_$
zao=!D%zoP>IX`b$etF*}oKyxq)<pe;1zi_sB%PRgZe2=!I;FVhIS*0DIsT+n(-RV}
zjlA$5*KSWYOou&1IJpdaAvtL!d0$(#)s?z1>4$@hwe2&k!F(9z^Wn6{*_n~t@zCN`
z-1|vfy?qvibgT+3=1QwQ!KcCmUU7bAMZlZ82J2aJfKd846DBlxal!bRP2Dk1utw))
z{qRzp2RXZdbLgVY(uuJKaIyLO0nOIZbZ1`hsiLB;Y{l?&7Vyr{W_NehDAM^Cq`V@H
zD0)l3Uipi!HjLLNH~xMz|3^I1WQlic2W3kxfBs(&Jm0~<JgTUMANzDzLLIyB16ZMa
z7Ob}@Fw=Sa4)UyJ{p4{(e@y6=G6jR`_B&yj=m3K^Dh%RD-d91l>Pzx)(lD-O4gZs_
zZ;J0%R*oD=2fulxPdvB_nim)tf$^W&IB-B-@dU(HSo55+l<1zni~u$~{?XBq=RU!<
z44{p_e442#KnjJA>;u~15sGD7NnfMPDnSvUp&8w4Rui{_#3cFx+=2l#RiGG28o_Q>
zC=sP&*5&(Us^+Fa(w5cA61Ce4k|J)VH2Xym<ID&>gG8{ee^yj)`;Ol;P!v9nh~{5e
z8mYJ6yHYRxBJRuFfJA1Hr<IkXKKf(bYIwa397o(mq1mOWK*Zss-+#gh&p#nwI_dr?
z7gGPEWHtzHV?)fYP17V|QNtToKjleSTkA91Z((x&c%}{DsU7L!{+qRh<yNP1ED7%Q
z`&1;2*>D_CZ+Ul_r8ah}jfavfAA^HV&K-zCvoM_zT4O~aUu8)?7-!oh)9T?@847|4
zU^Q`gRoD8;<{xfzkL1HUDbgizX1`?M;cmP!I9P2y4P;NTzVy0xejF*!?3o<>ZppbG
zlAoqTS#EYbLTF#af3A>aSI(vU-I}zM$y|Je*&p{`;2V=H`9vq)^XS7&p&@7Yu_CW}
z7;GyXr_t}2y&1w&n7D%AUz|pbkW>dl%UHw9SW<a)2|kvYuNWh;zkIk7a;Y0XeiN0s
zg1y@tTDd$d{1W@TlZXF~>poDwwI4Sj=4AKLD(#IOswQJoD$|J1=k>)urzft-Og>lO
zOUtZ7bT^&SGvA2(R_P^hZh%BHSskKX-tuncDZAn^K8x*&FmfZ)6HwUA@LedKrx*o`
zE}}>mR}Tjx2`r5lY7sd=(vSFl;rkwv<4C874Qo_`-qTK0mP&cI`67x5_s<peLMdKQ
z;LpnDi_LEkpONM;FISK?|6n1h)SJ1`3#8(IUD=N$-zgq0-*`2Hb{78<2e`4+dD|jf
zKQAtuDyPyZ#_iLc!6w6EGvW_wr9!gMoDS2bJg{|L!&YSW<&EoijMnb1{HVY(pkGCc
zj!0T?X73N>$+?`W_>qzFk3@VL+vew6iB1Rp^Qb^UO_b9(7yZNKaPHJ@7l`O~xI`gN
z8`l1e>K!3b`d`-wonrFI%V3N~=`gFaq(ofU%6VOWy_xW^E55(68HFle@4+_EvC$Pr
z-bx*x+LmAIK=TxUVDtE9ui(2UO8=u2*8Z~3(=z-bEqC}W1DV3jjiuz72o^BCQEO?e
zY=W_M2BCrBWm*GhhytyD(0Qba>LaP)#0rB){=~B&?Hca^ZjusCb}3%3Q)&8GrLOQ<
zf1<^{w8uwy?7Xi3t9SH;-(|nwE@;C!<;)C5RolJjzL++SiS=y<4PE~S9E;Dp75dN%
z3?1R0_~#_IawH@C)@qBhFy+~sC2g`0aEWg|bo(C<#E=abKmHUOxUnW<W{i}DPe0#K
z50uBy=OUBzA?QW)9Fv#!c!e(scZZKEp40t&`I7PBLNfbc6u5AW?!m%hPMQ^3`hDh%
z>f~F+864#G4~W-^Z+<adSI^{mPup#~OW@(O!O>8KSQrDT4TK5g#6QJ2YO@BgkU*Bi
zefYzu5Y4`?6P|UR1E*K1ZappV{Qt-lVhg7fRsQgeD#}t;9thod{Y<kLfgPO`;1cmN
z&;574TqKoO=AMF3A|0CU`!o2D@K)fO<1;v+-iDHmb#}-v>1%El%d=Xj`&G)!hNKmK
zBgyJE1VMeXqf=FEYUq=WpBR}eB2L?c9S$TEoq7~|42ka-5Y6vHRpIY(RkXrCBcJ>{
z<7cW~uD|OeuGKk>pJQ!A_@)y<Eg}@)Ui^R!R1N-Df*Sd8Hc`vZvWPJn7Xo3@YTudY
zK&fBPz$NAqR2~}1*h~)3M<|ev=@=rA8c*{rtGBN5Q4FkDf@A!70=4@ub8^q3LE0P&
z3F+S#hv6T)mU7#xk{3(_thqu8*QErsiV6+aC~ZYjug#l3krJ)H2q%dcr2Aa}TjjmF
zk92ZKs>#|0WsDdiUc}0g+eOzU!Dx%k*Co!mzrQVJ8UrqhlrfOF$=qmUYvkhvm&O}d
zE{e^}63yqt^sq}f_f#;_NO9uWUuHi@egB%i>f=y^XeIUdu>6yO{;yRs++G!u&|p(Q
zkizsaZ6jv|`|3nh28Dvty}z?c^l!Frod**lN#N!~e<cIi?6dR5Q(CCeFq5UShw=4e
zFAm>2TF%26+(8+mz89E>?}Mz;#oCzF`%X^sy#QQIWKA0FF2x?Nxoc4JMIW<Py&7Al
z(3{umgjPN$SKj6Ixlul-RnDnWMEo22jb!vr?bU{OjonU{C&N%qkY^|Q3XK%1Abdxl
zJX_J+?XE|W?AI0uX;x*t9bVYN;DxQ|wUx<}D~xEQDH9`$e3l$?OM>VqO{sKJFJ7@z
z;qk#eTNUhoXln~0E#+AH9;i4D=CA*xWxC(R7FxN<<ui5eDslI>HzjS>4}-~N@wd|l
ze`E|?#AVXG8uK5%AaE)XQKE8$-&Z8(ok^#sOMSnipcI!GBdxU|TR|4HLNK+(kP+6T
zZ`T?o;)6d$3)aD~`-xOq9B7fRjKt=0LMGvpo1Z1kju;rHO#ba|WGAls{==px)*0Kw
zn&qmW^lFj=cB}>Vy><RSrVd!LWKXYUhgDuIBGD8yfgZyk!E?9+tL9es*|j-Y6X(c~
z3{Lw1S{H~QNHH?g_LC6sm|syURzP)hhyUne9sfGn@-LBC8<%@vw#dgNghFm+X-Qj%
z<nsM&V?{>nBGbpE)uwaEWRDNTH*JPLe`scuGlN-lL!7MrtIxsu3eTs`Q7O@2cYa+Y
z&Yw@>I4TmE{fAoi`{BRz%n){UQ}-eTuCzkT*4atA?uQY+W~<QFSlp;c`uW|%i}z<{
zd=`XVBu}(%-;>SB6(VKR$FA@S&0rl|pG%8y1YJUkKfN9=a4hiio))N627~<r(z1Cn
zGmp<$$wn3&Za2I~X%9`58}j*d{^isOT2#H|JK6Ys0z&=^^O43(y_2|%lcMElWGjI-
zHVVF%@`yz16Bie_Ew2K#_A_;33Zea!`s+^A{~arei!=I+ghiD4ipDi<vwD~dM_<9L
z_6z-`$gYgweV~xJCmY70xafj0nX)Clor}wHYLtvNGvf_m$EBua4^$TaE}MV<{xGus
zB<7h>Dj;BW9Q_L@wE*1QXB~wVf3iy~#D!TrqnFmKIK^%g(VV>HziUS2*MTBlQM_-;
z@h!`>VsnPb8x3*l{8FChmkv~`Z?E=`-)rO!5%MhF$9#(4m%phA@<sqNe)Ln)qZp~%
zyHf^JbHBA;t^L+*oaYc|`VP6RZqb>_gT^wwLoz>B0(r%sTKct4q%E%12c1I*sa649
zIDulpVaKR3wbVGd)EdLcCwH#xyYzZJvd54m;e_S)W7H5cjzONkCev1IO;Cll>X7&l
z<~@G?eSPq^7HGwaWNK4Lo*!?tO$aWO-r$4mP2v9MTxgarPV&%V?6K`22vb`eYkUrM
zv+T}?b#v_D48~(z#$-p0v?}~P#s?l%#F4Q_0NsiHd_es35b@pC;SkB;(NIJ7DdgqQ
z;;^%Qgk&IxH`?hH@4gQM)~BxjZ)rR^nt5FSt2asDT43^p)W#!pu*9)^tM}a_t>p*g
z_#E<}1ZLkp#B%=>HftEQQ<Ua{TU0{gY?@up^zqea)6vxJACKP{Mxk?Ae<5!La*^Is
z7SbxA30vbx1^zm4rWu5`8j7<vCm%MG=N<q0MU$JmbL00jId=Je57PMUTx<8`W>Dct
zECc5KS=xLg3V4m1HRJmovm@#$$02@GSfrpJE7oI6=B6TvHUx3Vuq)jDe8^=VX}ZgZ
zU%TY?fY({vpGcoNz1;=Iwq{6z8^RgkK|`7K)*)`*t6OfjpH;s*hp-uo*k>P8e?+^{
z*_v;t&u}u$GCs-HdXl#p^GHQ~!V%axo)aHa>%>|r6^QtHcgsdp^t~hgwdB)(^)8TV
z;f`@K&Wvvhn>!@#uVA$oq)Yzjj2l;1Hm=qW+?bP7_C`<4nVAn`&~$pZ63zRzv)d=G
zv&biK1Fb}uW#UaH%~*kcnZRpY9`2RkMioTdBgu3@WiP3kjZP7QHr&Z`eN6I9D@erB
zO+Scmn9kji;3egOT!iBmT^V7r#^|$2pNTyb|4cHRgI999;z6e^II6!Lx-ZA;PaZLv
z2@_cskCQ9P{t6oac}pPdkNV>FAEE($9C1G{Thszzcq3J6#Dv1kI(P0UxPub}k^dOr
zmvBXHEJiOpvQs94Qo0;^g0hzf_?6S#D{11tE&FAO*bxb4nOuzVt3+|B$+s4?GKYpz
zcKeU{{efPt&Uv>~SE7(%7t4nl#CfRs??qfWVM1u~XaFTY?`uDsq=n>!94M_D+vLVp
zhlTO&5a9``8b8@eahwA>_R#p8I#HQ=ZMP2tJ)xV$f#GcCjY8mG!-!1nsT88;iOy>D
z(O-5x?ulZqffb3^)iHs+q$0bQq8NjlK6$uDfii~?JD7jMk~gP<(TbgvTdqj|#%w^+
zD2~OM#<w**sCZjbi#5o%LuqL7zU=kmLPBwT?fzEkFyaZi#4k$^HvBs~2BnVe8fJ_<
zAzt+|tTRJ%Dv^sYN{L8#gs=W0Px|L$Ig@IUO0%nk7Gv>!?0(^cXV|%NbkP>$)zfWB
zUI%#D@uQ=e#A|x%stQDJkEDS-lM)Ih(igCoMPRKfVE40V3W5@yW&sS42uK-%UnwV4
z&WMaXr@RNxq}1?&5Fp5#nqF4#?$yJGNRMVzyJJj3wIx?~s?cYRb=2xBzqW+(3UVMw
zG+D4yr46)jPOUJCSuW?x^vsS)Y8yyOPm}*FAl>p$vvvUY3nCdS%7<zu;du#Abt+G_
zl_59QU!b?(j3bf6Mm4}$uOE%E%;3+Z_5sBfVA$NpkBc=(wD*On)2R!w4M?8fK~l`r
zkQ66kRkYd{neu5cL14mJnFLt7AQUWF3bZ77ULqRx^&`3EcVE_tzARe$xK=`kbp10v
zcJ0o>DewfXh!-tL9XlD`+`H>xC(@hf2@MWoLrP1>`jd9a+`tBE4=gGg%!98>xr(G<
zSx1U7hBG0^1bqBnZ?@H4QJ){h{`rziq7w1qb<7Wl6RMl3uHO;GmEBK39`NWAgMRU@
zJZTum#`PnzZaT&|9s4qXmjFKvP2u0H&!OT>)1x-={_Zunlzr!))1HuT|FW3P!y1~T
zXIyCNqrppQ{7thS1*cFiB^7F=<3C<7b~U&Lj$;MErF$k}VBBZFE#mU*aq7c+k%<F?
z@H&n_-YoBk6*!C8hlvCY>B4#?Uv+^wv*z;BaCD<4B*^3`8St@8sFxbRzmVVJ`E<I!
zUaJQ%e|J|0lC#lq+zsx@mryKM4^|A{E<PSMd5u_zv_0ydJhT#+GB@sGtVaJ4a6*v}
zwt`lWkUI=@V}JVcUmZGe_gGR9uZma4iwb#t5iQ@%ASyMHMG5)vj(;*Icw=A@QO=5n
zr^8+>jrdDxqyH;0cj?O-;stSTQF{m0_8{+@bZ#(I%1IbL-&q20W|r8xNy9D-S*ix+
zUL=fG8(WiO;LZ)BI*$B>fnMoZbG-$boVhW)NBOA6n6&fh;bRK^U99*PNxlyV-U5`o
zQ#l3MrKe(-Ha1&CNS~eG@dK$#8_6secfawCxb?o7e2RB8Hul5NVc5}SMYuhwL6qeI
z`j>#CY6_E5=4cXx%se~jtG}IP{=9`}#<-d?9#;)3FGT2`nIx5XSfLBM26<)ZY32l5
zj!s{#nGJp!%*qV1nU+5c@?m%|PQ!a;RRq(OXwn<xfGVVJKRZ&iT*l-H?w?0rISiV3
ztdw}lf-!2%vJ}?_ys~PtMNEa+5;aywC@`*K<1=J6l|pRpib<3vN@v`n;-pbaG<vSm
zAxd>;_&jMT$+CQHr&nTwreNw5PH9RtI^l-!wA>-M*NNq#?o;Kb)uu(ae4YA?Ox6tC
zw(?ZNW?n}9+C&BGa2G0gk4sVg_0T%megVh8+dobUvvCgUB+eUQJ8Q;zfC&8Y6MbZ+
zVd#rkHJY0fc!?+!A*80LhPi@qW%~Y)7m_k=HgSnG>)6th2p;rsNE@9NSU>hyst8zr
zaM;iQ4(`|@dYMDKtB#MJ(IK3hKOWsgf7&3`Dl~wXPuBN`_QyZiuHOH7us%zBO_ijn
z666eK5K0nlgNc{Xo`VnQff;Jp+)HJ&&|?;(mr^$VUF?ysw1Vi5Ttt0$XdP*87&#tG
z0}<vis525A*hk$4ihko9PHcrF%Y#P`mt_&tkf@6$lY@>mgc2F^=d|DJL^pK_L}MBp
zb0uD_5MxrdwMWThmFlG5iDNQFWSLKaL)Qz4L8_r7L=yc=>bBjh{E+0xnC9FmR+H~?
zf8zAp=Nc_C1?~Oo8}2DxKt+AnZ#k^lRuv3<tT9PzT9wzPp1uB9VJMj5JfS*590v8i
z>Q!7Wm=X8#LpydDBA{|t2_RSwu|ZB&$C!cn!l^<lx-_^2^>;_jk)oX^%2r3JqRMS}
zEdLVlb>+WX<s8aD4>h}qMR{ZXul*kpEld9P$VCBSn6O{)eJ-0o4ESy<<<zCgQJL+9
zfPm5v&789+N-XlQQ`mwUOTS*q*o(5`!PO?=X%uRB)oX2YRxrP8C1<Qo;|(+gYFavd
zM06SiuTpZldO+*nM=^W~buT-?fRHHk8e^=+NskKG(8P3G&1h(n{S@?u#;L|Ij8S41
zkaqf{XQ~0IJZndS#A=k?#<ZtF|Jr)!HZ6OC^}a~6jPtb7*KQ)jQzPm{vLhVb=H`dS
z(d6q3{!s02g9^<t*{TJruGb5e6*kb9I2{UUpk_fqv2L?~1cgW`n(@6Q0VuMuqFh!6
z6c$uE?G<eT6P0umXXb(Kp6KI5Bv%4%hb$tojAq=rkWo)5v{Ktga}*&5idGBus%1w=
z7P>yNEftfxtU^63U4op_&K;F1KJ!ZY!b__7XfkQ>1rS%|6Qf*9xM^BOMdV3mSS5uz
zx@NafMhhL1G-7<JH=TsKc@#JrRkUsj+a&l<h-e{#WPhik^g1ub7A?_M5u{WZZi8OB
z%zZuxK_)duw|)kMOl-$k5m_P|o+`OQi<-*RpYY|EA(&d-4}>{4KPAZ}UZ-*e>KYeo
z>5Pr!5F>~>ZLt;$1q{eKG4jOSxmU2SJRz!6^d)aej0fNczZ5+=!SVznit%MqzqA1S
zCwx&Pa;O1XFc|)C{eNk0m<@xi3~>sVOYO8*ylyGC*PFt`rX;W|)G}pO#+^Dcd+{=<
zwCTx5#1NVE2X*vmT2iH2JF#sG*>^+sdEqyn2Eq0wn2(Oywjq!8!9Ob;ftvo;kdno3
z$Os4s7u!8~Kp{+Lm)~!i(O&TvzS}K7s*5(b7iUVr`CxE7X!9&paVr~D(K$#+Ny)rF
zW?dHMLt*oqB92q%W1(Lgc)mqo*_N%skj42|t?K}drk1%4G$=0Be!0;$q{#}VoxxXf
zGKJv>nFoKtiQ}Zi?DP36cT%BsN3#p%0z!58?PsAO6{(LS0=YtTDiRl=pi}TWs97Y-
z1}VH^997IN3t1aR5if_p)Fk03{*#Wc8tl*U%*IXJ5I6Z9bY_iY_B&FQ)|i=5WpuJZ
zg>GLJ+||oHJ~6kqe(zBXo~tV1qC3haMqM3ShKeehM+(n(9;cxxZCA(G@;JhB<Yt|_
zBvQewDX(^mG=(o>Rgeo@HB3aIR0}%+B*_Rh-Y7Aa>d1+uKUaQan9V-OfYn?Wg{z7;
zdRgLUj&mv}+^->QGEuUsIqQO71|nN>SeKfPEE&WZxp@o<Z^T)xA{!-t4pegAW^73y
zJQ_n(Dp268FbN54PtcM}ogCFblWvWmf-(S24l)kMpt1i@>}I-*mS}7i;FDA!KJ2fx
zQ6pxJp}!N?t?Vbq#`l)-9MK`f9l@gdmw9>7kZCgqQxV#A@-LXR#RwaA-&iF)t;5(P
zdoL4wNUPpsDt<#ybWtaAvo+X2I@YlwWy~4OmTaW)M5;Lzx2hO?w?c5TcIx^%lQ-Z(
zZz*MMMW``uHED#jBci+q&crpaU=Ms=h@}-8=~*;$2wd%$9GpUkd|%h}5IxYEv<5N$
zUMoFE#(BpSsV$R&w}92uuGq>K+~>-u`pjtwo8V@Q39(9&Jq>gaId8!GHGqpL-}Nu*
zxAYRbbk7ha_5jKxE<9~kn;epS>(mHqRC#JvgL(l;1IYmA6gjFW%CymruSHMvDVgF^
zspa8lkR4z=$3rdP;nv}%NF92m1{Lve)F&WN@jAaK?~<6`KQZ>wNP4Rq8S++LDndNV
z%R=;LJNUN++`c{HBOmINVdS5cV%AO&Tz-L-_GYKdtwe(~^pItiCPGN1vDC7_N04rj
zshHQu;%VIUz(~ZjGNzTw{UYgrokbsesp4$NiI9pl(LGEk@;3|9R_K;0Nll$$>mO?*
z*KjmPBt9yti{_pd8pSE=@@@&&afuCijG6Y0CI)S%=&<W(7XBe9BYP*1el}P($;M>C
z6||BK&z&Dd23Z$*0)o7?fcy~~o@>Rq*sJ1!k>W4adbH>5gZMzQXXwxwxZQCopg<ZY
z{LYIaaQ%fR2buWGh!ap%LxmpEeZVkv{J-V|pm5RUY=Q2x^d<3dB2D<%Ln>EbY`^CP
zN)H`@F^*_>_83>!+Jf|`3{-NOL&sJY!5fS6tus(2rd+RxOou!fbBwFjlG~kay~x38
z?t+~1G&}|0nNQx<Dcre2Wc7Bous?8*)qEKj!#NmW1e}f}VTGqD&t&6CR5Gh9Fu1}%
zj0TDfHOKofx!zO5LgS#?awn3R@}r9mnJS&{)ptaY^;wh&NHjZUw+t0QR^w(SNwj9c
zt$-2Ai(SKdE`CY<;cZ;3lQlx2nXVj(8z^T6CD8J#8RkF9mL%L+X6i^E1@i%kO>ie$
z;xg_?o9z6q<(=!ss;Au({)Q;-#SlLBRro^cy>aAsm5>&n8csbT&u;Dle>ov0QvUp5
zI|D^&``bN~fHFN%XQJ$Q6b9T<M)~M$f#?pGY?&c)%G}}_R}!RgfmU1zR0!I{05dAw
zJbNnrSPmwd8&0l$r8HD3BxTlM?UZ;!xH#oOM27YoSh=vgaS^D}MstIhpDSTUDX8?^
zLm{wY_L*>Zko(S|%q3y<+%jT>1=FJ{(K3@7ufe8lYoWvCl54AGrD#mF&0LM#>><o<
zDz%HeXWVl<{NX(pH0TdW_C4uuyWf8n{W#6UlYj#S$MDgcunhf#by_OLy(&BC$u9B^
zT>F}I2$e8o<|U?=v6iW6ou!3}zp6O&GtrqTRB&6d!Hg(XP}1fB1<t-J(^wUNCmMlL
z1X{5~>M1eRMJALJP^n?>|2g&>i87lt$_Xghj7i;QhK*NXjBY{*e9aupW5$5jyzay|
zb%&4hOGiju=gegU2I)}!BgZuYEvjlv4Tu?IbWO4%HBQW>k{+I#uv;dm$bXS{8J&tl
z%g!a8#VjZ&7<KK7BMdK0lZ(!)ha2NgwJp%MpwxwCl#rE7p^$j>6<{v@g%zm*i)lY+
zla%-?bQl@6m=ft7PfiR{967Nr6qd*9CJKtWO8%6=FK+a8zI}_f=$VSp+DJ+ZV}(&^
z|MH%~(^bF{>&G8*e#3so%7ZD=(tOn!b5}Bj{GEc?$@(!r9L0ZVM<trc82YHmuq`4m
z>bZ+LSP{ehjEc{cdQ8)SgvJHv`IZamn(No27Ts5Lc2>|`Tu~RHc&O+KA-4+#D0)FM
z)g@9Qz>HgaJ>^(*f(eQrVxHqW8j44fU<4WYmqRt>3*bx=iEsj95jN0xm~s0|Vs=Y$
znM`Pna+DkJAoc7pHG)UcnxG@+__-D4t$V-aTYd*Yl&pGyM~Ei`6lgg2LE#v$bARcq
zy@T<)hOyi1{7d!iv?xw!{Id-AvpMYd)06`{C+Fa2Pbg6G;O(86X_L6^5r2LB9$N1Z
z(2Q^CUV!0Kt<c-h5ChwKMppGqXVK>lHQpI+mjRjMB{oi3gA~NcBQ9z<7KE_Op=(#N
z`HiYt=cF;rbPAG8oHmhWu~>y00(KSu#sE5wD;kt1fq@7~6;7$ElR9P~YcZT!?=yo@
ziB`Kvi`7+5E6;X_8f(3;F7Fx~1`FbYw;<87`J&H4&PN|>W^Afnl+ow|#nlEi^0$DN
zJg}O=#1sL(^<rf4wY@|gvJ#?MDz7(QKp~8qU3YW5+J5h$T|xn?NQcY>`)2t$VTy>;
zZB#(Wh3tn^Cz^n-1e5=cC#nQW<+QYTGgM!-YIVk>9v=G=8mb#<tTa4&g7~0-kU%6%
zowg{3fkvPB6kE9#%FK75?n8O@<Oj3^t7vO$OyQxZM<8s!lfcn_@g6m^;X?F~#uT;!
zK;p>cZ4EhrLxrWC<mYOP;Vwd$idIHgD5ke>V2t9#o4RgVzD<bZoG*qtt%ow*gC#4=
z1Np{QgrJ^UCPi(EXQy+|`uJux@<pp)BnjnQ1csTaN8XyoaNA^B)JiU0P-gv2!eyB~
z$T7|53oktgN21PnV7B~C6{)?gXnaB|IwYA$Q2vjZx=m%c?E`mMl3;d$3UiXZ%ZF?3
z>5b9Dv>X_HVQp`|=$bp~8C%#QB7$`@rg%^S-Xz_Ybb3nZ+=p)-7nt+U1Uc<S8JR;L
zHj(KWR?jQ5TDOyYK3WT(b}D#Q-APYB>_*|7kRi@=sPM70%zD`!L%%1{jxN%zad5Ps
z6r?iDAY~oTKp1Nfz1bR>njpJ|ZHe|K1l}09SLGz2La~oL%jCtkFgFy9lD%tY$ELWZ
zT#~W4&$zDAKc<bFc^^O3@mLKHHYKWwA5R6P*<AliDA_oC-!j8>iYnfL?6d}rdxCKK
zkLoRBpd*RgfI!R|B2wU#Kg~2;QQBhCon3-Ec_j5i*Rl)mjOesTX6Otf+N!x;L;`0d
zWDPxETMUJJc((O^6PZo$jXsvC9<nBDLogxnE@jj!%ymjtbO+Hv5yJ^GJf}BECNR==
zxE?7a$THehQ>vB;^#;B@P=2A3yvrz35`$wUjM%y#`*surg$9<VMsCKPxEOSTeV_p|
zaK6Jv)eJ(8q0<T%id2ihtB_I}NAD|~x-2Q+4XbyA)Qm)pu86KAcJ7Q$CK*(p#3<LC
zsUI8LB=o2~2-qX-d0A9^{iFY90MZ#K7-aqWb-bqS-BK<aC{x<D1e(a#zjwt*llUY9
zjU;iOjh8?HmiF&ktk98R>nws}dk8baJkW5zI4h<Us$Tgj+O1S@;bCIUk*ufYYh?_>
zSD93QeW!+K_&_1485jSh1vD|Ru*9werx%bVJvcZsG&_PO(opiX?mlD<Ml)y{H9Sp4
z1ImFl{0JWy!xJ227O|2V7_Rsm-L#lcn(<FQABRjJRApo>6kG)~7+;i))QkYTP~MOo
zS6_rzhCg=MDhatYiG(UmIy*LnR4X~0eKd|;s55lx_kAbq6ZE-qP{>uN)2nj^*$36n
zqRw#68cL`TOwx2{*;z`<A2O#FuS4RHB`|Q@{C0T;WACd}xVfZ>M<s&w>EQ<>%&`e$
zSN-Z)B90Ra8{oCDk%U8VjAH+|P&Eq68w2T1gC)><cJp<)FjYrvuLh5W{V_Vi)jXNh
zIKzwiPePTJl4qOH12R7H*&N}iW<)bIWl96gnMuE3txxDE8MjmJXm@j3f8BQvNwRQk
zafjp*`xYeOAY;-^phv-MKV+ydRf>zh7DyK=^GK~b4spR$N2y9gbt)`MN3thfI+m?7
ztX-vYFFpH95K@qB2|DZ~{Ma$ZeR2ot#67itgLVoEPgCASETkE;(BK?ka9UrlN(g{)
zQri$1id=jzTgsyW%DDD*!MxeWZ#taZuioGj#=O*S+)k#D4$$fFUzy(z1Z)JuzqaK5
zt42BBDbnanRlmJg)vu4xF$<>9q%LGS35;uK5UtJh3&i7>q$`>~nVjQm@*goY{;xPM
zU%i+qmj*32-;_JCVL9Kb4FiMT8kBBYn2;3J9bHClF0Ggv8!^a<QqnSU-AZX)sS%M|
zIhX#2Oj6EzO~857wAl^rNnA5l*%OVx^*J*(@gzJcy@d`38#jGTMk9R39OmY%j26>X
zLB9_x%5&x>3qKWKQp;}KJs^=sOh$N6wk9Oek17)AP^HDtLLBE1<$Qyk5aS<9{k2i^
zMx6TQovO!gqy3<kjlgkWC`JdGF?6HVbMa(=Ci@jm5qU7+1S<Ff&3(ci5Dg{<)}>0G
zHq|ifm9D`TrW~kdOriD&F4j+&sv?0}1zF9WBnLT*BRXcu*64z03tx*{D#1}`WR~z%
zYFs#UI%9|nu@VbM`^#b#S)nQ|x7xz`=ql2rj$-l!FT1FOri7{+xoNJ<-!EXhtcj&6
zv-q%b>>b@CifY%ecfe3P71rSI-i~s7)pLZAS;sxjSl;iKd0sF2+u(pB{;Zr|1*)oU
zJYV^ybXYzoN5p@2*nK{=ug8AxG-1d@d!G%<xp({+%EZTEJbqzRH>f5|BO<aUg@h%Q
z4A!|{ME!#EF$>MBFrDZ;6(vd(M40!{sw51ehO=W5GkVSJ%h<SsG5>OyyQ)@}%LGOr
z9bBh-iS4nP^aK#Xsx^R{SMyHFYRIX=o5pvSs8WTLggREl-)EE4PLskh8#P2SXp9{*
zvfp{tGs<bDGg9MqOg3s7+MU6wGaSt{e^CXz#L6U&ZE!ROWC&twDybP)f%cmWaaLh1
zn@QU&1<8=UV4v|Tx)N+poM~CQa>|&ut7SC(Q?;C<kl3KRHImlqP8MnQmbmhztk@X%
zixoF}&UUyg-c*h0!m|_TZBT&fHGrL1QUZNoB{fY>b4c>bh{e{W#hiU1qo*}mlq)nN
z<Spd}h0HsYyY(`8RoWc!dYEjy0aYMHWx8`jJkLPAQU7J0X-QMqQhHyu2ZlHn*i?40
za;~%slL1;}c{BqN>UYY@<C6!;jG?$`di1`0s%?J?NWRlMwzGz7?_UOL%uRYLlCwQX
zRv_#jSFl_RW9{kt!7AqNu8}5j{RX5`xLC3`Xm{bSq7#Tr0b1_*M*rLlMxf@AErp_3
zR7*rzJ&P|asQ0NTVauDE4j|YUJHTsHL%7Jm$WBaz40=5_^-p6CZkB#3D6Cx=wP&r}
zQwDg#ge)0FG654;B*)SV4epazsLB~>8Mk=iXcm<`Y(qo@!jn$&QE_1R;x~G-_-cYk
z6r(9ftSM7f+ci4ULf#RHyK*cKF*j!+qDz93>6y8hWI9dgjHczBtxw)@BMqpH%^hE{
zBjj;Zoisy{V`emK=j@qSL((esEjo6~$Q&qCjYaP`EWh~+Q|`kXZP-O5vxb!}p_Z@*
zsHFVtKpMklRY*vr+XvuC_`H?D%&;0a<nrLWT+#igTD!DPaFLB+;vk5|&ES!93MviV
zzWK>yxu4s*;}RosYxfY<QyQM+-5LHK;qpiN8P|_1SbvN|v)Bf4sY)VbT)>wZ(6Z5W
z*uIG(^J(Z~;^RnN6SZBhkw>N%^gRj9{e+XVfmchcY|bdM#DK?ZJ|cV<iNKyH4pvlU
z8}%eCEvuxQ*Y$p*cCyX9@k;tBTVigLY>zd9J!_7VScr;psGB{BadToknjC}MxVr-r
z`{fIrfvkk6#s~y+dTZ3>nzeI;9USC01T1^5M2f`tW4be-91gXUj6D60lSU4b!bD?4
zn#$q&@kD*__bX5LK9fVx9aF&n#@WnDlUTUACL^$Pqb|EuEP_6}D7|$v>yM6)pMWNC
z7jB2G$<KigHEmntKqpJy9sdilZ#K-wL6K)6+&`SY28iZr#YPKxg1{tF6Y)VC3+F#U
z2~N1U^aTXmfz*Yv(3K$5k;rQMJQ`db<5%<0$1#fLwBeaT=2+AHPHt;($vP54d3OE{
zS#N{lQp%fFPP3t`gg~Ln7-G;Z+qh+_s0o%*d6N7Kxt*Om-KAIL#u%q&8&;7)|N6m*
zqF4i~M9>LEf{xTA_RYc(K&>35{>~mfx2`yK-bW-XdU)q2?PLc@K`0Uxe$oJW*sRc`
zvL|w9`($zo{w$w!k8YMg$9DcTm<X+hb_TURVuT5@uTKjec9GE8@{8A*yxr|lhJiI{
zj;z@#GngVNrVA^lV}x-RexDS^>QaS86(&78$DL^PEn`V!Sf~z*P*0Rd2sK$)!uXxy
zc2>i9RQ!NN^&0))&*(x6vvPQEoxw6q-2qk;kH7?|44G4trOIhzY0k*XfZf1kmm8+`
zK|>Pt-%8YlRkBP7dli)eD`)KLSyVO_Xd7Cc$|sB!<&fgcYU72X@*IcEh1__<cq;)$
zr&6`dteS+ynAf{NCR=<+``Zcrw^?@PebYj$v&mo()^@Dz<F#JZnCF&A14rcL1Gy5?
z%-1%Qo|W;N!aN(YfLvP<IcOCz;_S&^gO`H1ondNrP~uE!@t7{fm=GNJ#?|hGR7qvJ
zoKE0K8sfjwg|No7&86BZ&YZBdt*nLaS>H;P+$<9D>JU@#ajfnXVyN+&3wc9iD-ZDr
z1f|hH+^2lP=j0p)GXniv6-LD%o>4H@K4nF=22SC?Zv|j5&R&ySN{l>WGaT}245*Eg
z>{{`cz8DlZG}MnWxI)?YoQ8Y6F~zeQ3C+KwWg9REu%wsJlF9Agbur_VH1&;*;%Q~@
z!Po*BWFK?DpXAb;X=2HOPOx+ire-zjM=>!$`(bc+Z@ebLv8+KLt#A-|>!DS>Bbv*Y
z(c}RgbJY^>)}s7f0-~-m&-(fiEx)vl(OgjD*P#^KTB~CW?%P;_30s$PrA)&Z(R;oO
zYolKHiDa{xHDR$be#ru_+__g`J?K)nLqt&LRCY@;-_S@h6&fr7;-CV2W}aQA+_6qX
z%o*-f0H4w!rqV&;!4PKbSrOydf&@w?k3S2h<ll;BDk43cmy_>x=ouNk_`IQo_||fS
z9C<^`#j2(zmN~3<?zrnts*`N=tuZ?Hb7-olhrF0#2e-r<fdSh^GsHL7#?P3y!aw7)
zw!Mj|QF%8pY`1^=7y#|afT-Q)1x7XfVnmq*0}zRxuQwyQKsPNgPvoQHLHTlZYWd^o
zLk-ruz10WJcG;cOm9amYAs?IJ@r7CB>I_nZhtYZDmKF;KffaHztn&V)v?9H1l<tj|
z4GLP}H4Jor`K_0SBWh(M{J@rq#I_e5YwZ`_L8;NklA?74t)7M?LJsi-kG>1-G|G$}
zu|$ff%B!)ZsJz&KH>#g#n#siQ6sD6Qsu`JzpYKJuU>@~dNKaY)n~(++Wl<;^EV}PG
zfBXyckxoHcAd!h(uN3{)W(JjvRyZi2B{$rC95PEnLQ>*pV)E(k=YDSv?DiwMgRE6V
zJGh475o205iyYGt8GTf;i|jB19R4CA(CJ-~+h0!z;v-p+ysuPbrKFI6ga^Pv)v(SM
z<pDa&Qv%)^mLoC*-rRw8@S5t9s*s$rl6EnTzCmM$1rB``WpG^3W95>=vg%C7vqzP*
zd@&(lK?h@ul_O*XDb{jsyZ<T1>(+4)z>+DR4@xynKIxAtgjfrm&Mn28S@&D|TBc*x
z^`lW>mi~@o_%`TimL0-`WiSm{(47|QnmBA1s0x$IT)KLcVWOWka55@z7no-^0xGTK
z3KomW{X;uJ;dKOKdZAcnrNtY};~uC>C$%Ow%XLS&nahaDklgkT*A!r6&{q&&h2{u_
zy&(Gf`^ybfii!m~MXsr6bbwL*Shm&I>;n}giAE-YCp@(dK4u&#-U@z&EF=6u{FYVU
zM6pZ+<`d)pw(uE3iki8#Jy$xjUGLGqdS^K*XVRYHfq%!3OQOL{xRx}-j3m}jAKAyz
zEgu{`=B!R74at`?OH<IPuRv};P-Jl~Pf9eK)4QTc;E(M|E%na}%uj&R!4-{w>Lyep
z4DHg;YNhO0{jbRV8kNE#L1omWB6TFI))*^FVJJza)_*7U`U%4N-RO3J<KS2c4VgE1
z3O>XxMY<3UTD$fzvx2JmMA-D<Nb)}VM4<SBJmZ_9dTGqbGw*G^s6Jz$xy%AJeYtE@
zp^=H}T-er}KW=Ke3uB{qM(iGElmN9Co6Iaz;+4?olC)s>Jjdgq;iz*&WU49a+_0!1
zqziIQhpu;sQ(}RDls3uf;j$UmJzD*Qaf*`|TeE*O{n_I_Tz>^J_$+FvP_&MM*#UwC
zBg@{cB<~n?VIL-DnemQqxstzTiS;=x5<|M?e)mTJi*XF{tSPO*(PfDyqgp0`IDihk
zQ!Ta&FG|8nB<V`=$gYDsFmO5OMGhtI3}Q(AK5Tz7=ol#zA^<AKvp)q5jv^2=?SZG-
zQtYas9<kL&pa&&vrf1kt&Prn2OEiSeG~kI%_?@!T#q6$W28+<htkt#TOq<~Iwg%-+
zk&bbL#P3d-P<`1=-&O-+-N*Vy`90CmVM#~(r-|H2`0qbfdX7z=j|j1?qM9w4`a$XG
z%qrnB$zn#SWvvC66F@PC@qLg`RQ_o)VMKNT2k{*TRw~+0@~jQ`D3(_UJDM=cr<s9s
zJe*YaH0@C<NXn}I#Ly&8p2|@}TT$fR(E;8UVySe#(3utJnsd>+AbV4V7{}LLFrbo~
z^xQJRA|+LdWqePHe)mfT)vpWv+`;H0uSJw+n+>j!e|>z!l^Qy;3!{6FQj-mwhbF?+
zoq^cqkzg6F%K{WfMwwOkq9&onW+;n&NRLMvl*jJX$PunyvBY#zrL8eZNxDZCN!Ipw
zmrr0D!%oOydy`i5jFTzh(29G%&aHtC)Hbz#M*V09Pa4g>DDoxiMFouklR^!$9G2Z=
z3$+kFa?vnRKf)$9(SbtNLXb*E<z5wb`v#Fknn^;fh0fA^kS?L+L4#qpn-58oG&SrY
zb-F!*$_2<&Xhtq+O@<jG*o)*wgyY5$C6q_3#dLO!R!xb7YQ>291Ywt#y>Vk=&?G1!
zNml{lKm@agM`Vd>lp+5ypCex_C!4f@*sN(YZiG91-gXj~i%~g6CSOkGcE^SMfGNT!
zHd45-zOf}{AVUCyDk=F${M!5UJBDlpHNLMv0BQj=l!;|_=F-T$YS7P;$Wu7heInAe
zo~Xq3(1={VuiS1FcDmw4=+f&Iq!-huioBkJDjC>l+MFtx>U2m1yn@71KIkq_?EMvR
z-Xmc;oy}-XEkREPNVdj=7B8?(r9<JV7K~k4!~MSaMc^^MLB(f#xY(g1@)vtm2`s(@
z&d1!Z4WwJ`D5^=0$H%i}R^@QursT0vQD*w>u|X=%@#9|?<RG<Jq<;RseU3${^?B~6
zpd*DnN#Edk{-TT|9AQL<p4KhFF<*R-&veL{X>vV?q0YJSsNB6@+9oC#@cNwVbwV~+
z!N#oP2ljlyT1Y5j*bH8AT2eiH8fXaK1P_9hn3iw9Xj1k7{q)=G;ngCfHvEG=5T%TL
z>TY(A7jtiY38@H0wj+IE4b~9oc4l-h*tS2Z#E#=oR0vI)M`JpbU~L#lJA#(=9H06N
z&6G&EM{U{v32kH5SH%Zbae_2HSPsj>m}D|;S8D<`5V64$QX=%@@<+7r;}^}k{$|>_
z&BgGg%|F&rVciBM>;DGABjZTQiGNorUV~}^mI=RG4W7{?*Pwe3d>Df~;WP!OI;q%O
zl9<i3pxG?cuajX*kkGkMTyiKhn$-ts7&Qck0usI-tf|xbqU2^qw&9Cj-Og;V%E`OH
z%vVfhqjz7dc?56t(b(wE4$(JBRFd`jPV{yjFr9#4Vv#FJ3!lvG#I3fsXmrxoB}Z+Y
z-0HKW)C=t*7BH`=%{z~k99PN{{?k!9&cq`01W1Bck7zh@$P@j@u?M8Bql`w_rKiu@
zsz}zD1f41j@RnN#3t(9{hU|;Fa9vbkX2Yy=zOPteY9+9d^7ME^MPYE1g^&D#lL%ks
z%H+Kp2e0=LIM?tk%VHWed)KSyna6^gEU<Gji+w!t#p|4#RZ4W2cB7<ujl0?f1*0R;
z!{j(dr`S@tD7_RZ|4_?IkfaacpsDU5WBFkm25=@YwC20F?VqXqbj7^!6g~=gnMtb|
z(hS5^Mu~qt`EkSiG3I5ZVOL6$JxIu`eiz=(7jRI@JIe*O;0*S|n$U+cX6Io~_ZMWr
z@%=qw%4X4|?;ct3749s-GN~(Pd~W)|%&!My1qE`<W7<4kg^8i{m22t$sOGvbPe*_X
zG&`)O;{Ao{`9&&5j0U~liqv}7UOpc|Z3uEXGsuz_yn}Bw&C{-4_ycToUC>xngBnMa
z<hreX5B!X_Pl8+Tv3HJyqa7!}Bp``+^DXxQr1s9(d>dho?#`=_@r5J4Y(cT5(MHb3
z=vZSKqZ^!UKE6Y|Xv4f=!M|U`ilY(}q}&Z($EIW$zDw9`J@#9=PAc#H$rdoQW=IY+
zMkm`q3}O6E2Q&W`p9Ljrc5nNTM6fZTQ6M&zCZPa53qo)OFG?I}<4nTvP2wsYoa&%j
zDU|Q{8rAB=FzfddVe3VV@O=`oe~;EMNA%f)sO%em1lA}ThXQ?w6>Vd<xeLlw^ThMj
zrUD7WT~2_7>)=<})ZS&X{bI|6OFW~N!a$eqyxya!Ne{zGiuE$Dy&n&IOr>5^w<QNS
z><irPvmT55@%U-+923RT(g{|fr`8IMc4j0YYi!8KLgFQAVg`=+q-X+j%AG&h)Q+Jz
zhwxWkigF0Mjzu%!DZ0JP0v#XJ2GgUrg~s-HUWva41#UjmGtQQR%D@QlV44oBj>?C}
zNT$p@ZDklZ4mMeZnliX+0@OOjqj}{ij|!R!0xpure*drxXQ0<g3Tjdik*#cx?R6|2
zm1yukgOX+)MUE><Cl-icrCQEURlMum!c6JlyI0Ho8x!LS)8EX)DMsplx{_WN%Ibka
zIz;Y?1LefuH5!K#FAml%->IUR@Py(=X!^@KX2S8nDO!YsBM!^PbHKY0r{tP@;$-0e
z)O6qRRKEWoz)Ol!W+7Q26cG)Zgp7<*8D&ez-i~!5WW)(c=CLx8otcr9vJM$1dz@r%
za?JC6-=E*(=Pw=}=bZb#?rXenuKW2q*Y=u9#mRptRR2ygmoti5OqZ;X0_7w%m9De8
zS9FCp)|c>ZSt>F{fUeU0_+<MY?Xx))P3y0HR{vlok?fF#iFwHnyp=)$IFbNgr19T&
zIijT6_X1slZ*E_E71meNiTRUt(pqw5WKhj|GG&UfsWwMOKqA|#HnMj!7vJ6vDOV_>
zQ#`+Us>~2~Z7cRGZIJ$_QU<-CD-7~M#qXK5f>Qs+K;ERmPM`Fd=d4TpiL~D}62_cl
ziX*ZU*_7)gS|Wv6v(|Rqy#~IBR&cj^7Bt%Ow|DnZ@A6*CtU9sVpTVOeIMcSOnz<?a
zU73g1MO01nHDgIPm(hT|p)wb<`Gmj2gEL`@!hTG#wr{`I?P_#19Q!<05_Pyn?>)p6
z^`?w=D~r<W(e4n-gT%z6M;p#L8eCAon%|OZnVM_ztd0};+^>SuayHv`;!Q~~u@>n(
z6Mku^+$f~yw~Dwy*5xC%mCTLdbX@IzB?8H;!7&sKjj^t_45uhqn9&9^tDC1$WoinT
zxbM$G+CFsl-Dk{u{^06>NwNQ+S-RpSHH+{dpNK(&_yW&kd6GkvJ3fj{NAH-*QF-}C
z?O5N<ww$%Ko=`M>Z^u?^P~~~KVMgF!S@MGd_oEd*T5m^2hj6%#0<i=I@v>6^%JTCD
z{@ku6OQ_Qi`ap9|?UPfr=EMy2MleTm=}=iY(KgCTpFHPL9a3XY_p42_!ysb*H`&Ky
z5BvUMrn0DVjG}%Ii%ks=gr_Fe_wtT<Z`TU`VT8S}AGNhOXK3+<PEKuc6V%;qoKk+0
zY0T5Ta;=h1v9#Qz&Bu$IH=<hPHCdA_rhXr#u87Yuq6s(eRK#c$dk*GV?{ci%{efpb
z_)ep@-t&|WJ>MwexW}XHu)^o16nL|KT$z8$)YU90d7JHdl^}yt-K*YR7PSnDc=piA
z(*erTA>G{C%fsIb4)_}K-_i;S_3i2xzmVC<&{}(&nr3w9KG6JrjRQ-xOy~1(0TtCu
zG;#7zG|z(MQ@x#papl#dW#5g(_)DSLSdD4+eY!nSYtiH-@pH)x+e_2kO|4eKY%|&x
z{^ttoLgGCI?hWK~%Kkexa?j!D$FOdvQL2%Ap;GUAk7hKoTEjOn&sJ|zeX00P%XMGv
z@kw%NqQx1!)6uw+w3y3rsx#}X=aYHTQC6F;-_p`5Mum*O{u7&1#i%P}q$a&emK9Kb
zRc(Cl=-)N#nmq5G0bwPp9o4z5p-4-9S<&08CE-P_>y<yrV<&F}Wm6Muv_osnsb1V8
z%c9bAxnzZT&^~`QWxloJy=m5)w*myae{_|Z6ywwFbTu>R-VGqvG=$>v_}<2;$@tfh
z{XS8k9~AU}JmWU1vg5ZeMX2jdx-jzdo~|4PpEAy!B9<_!y*Q~s+Sa0bb%mQmytKcd
z6J2SxfxB8x`r6C77e^r9-6z*RI;6vE^`!UZ@5_zN$&OQ|cXxF~_bYGrYm|B__$%2&
zi|Z$kL@%KBGrOWPjy=;#G07-O6f>+lZEY6KkW0RIL9!?R?1l%4Desj2m&krA*|@4a
zp;R3f%juHvxu+%P*IHu}T187cq)~DuY39a`mla;~q81ZrM6b*K;4*z%H$o;L{Ip#$
zJxF5#ALUFvMI26*^8f98#!9&ETdqx&iGS)TVg8w?krDR#NePM5tIg!W)^w|0tDmmq
zPg2?p578Mvb6aS8g-KnJ^#4^#UUez7I*Y=0M)Ur&zOASHa*}T<dNJ2ym7feLI(=5N
z$20%xxDjS?QL%P5EbL*~s=MOq7SA;rO>Wg&V;Xi=0z>jLV%he@$9)Vx?tM<VZG<xD
zeg3b&`|=~ZXdA|~H(J^k67JgD+|{o;T_zRuM>m%`Qgj`1K(^87BZGVUIOh}S4}bf_
zDCjPbyS8Kz8lOK?y>rX%Ifq<xN9alV3*-r6f@$0HZWE#Men(HZEAX_{9S_akrnz&s
z8BI+5Y&@v$lcuu%X*%iJ<mBkXchu}z61rUdUn6sP%#12yA9%c>=S|ZSQ*c4Cv|Ciq
zym+T$(3L?W_jB`5#`UUZ^tJD*DJ*F=D1nXe_eJFuagi1xi-zOMmFxMG4UB=!!Q-o>
zZ`S1m&f2$@2K9jwH$v+6IRE(^^}ZGU&g!;dIekOn)U2qx23JwlaT_aYzNZZz@}{nw
zdaQgGD?m3o6jmtkrr6^{+nBWvliTFz?=`Zl2jZmvZ>RV+ipU2Sv|@00t7=!7y7$2|
z2G<tVV$<qLWT6X%yd{VAE6#=qq94YRO}#vVwF}-@P>F{HiOres*u?MzHd*DK4KXsn
zON>6!z1sN0lzeo;%0%R#x-smpj^=(n&2>?m;+7R{71#T=vy(r3PVU81SfzIqbvGX`
zkx!s(DkitCRl_{_SgS*D5>S!8*b}0_IYHlsn`D<&HTO>XlUK;q{~;YUs=c^(DAqVI
z9#k3j`!H)ff$HPa+=;VcDjE^ugY@pa7#Wd!s6F!ed3!S5Ev}p^zlBufs@$J6Jv>{F
zro}UGt^eB!X^1Oo-<SA1t;spF(wkOY&D2o;2{Y6!zE<a+#XcfWD5s)yy@gHb%gMUF
zuVu_#ZLuY+!G6U5dF+^2rk<<asSJ~hAas^TWbaEUU)GUdbJ$DgE+z#~>E3n^p8mRW
zLh9RL8jJ4Xpm8)2j}cAIi?&^5&@K58O3o)-_kO)=CF&O>ix*^j&7Rezyp_)NYj7;E
z&WoGr9o0K!%ry~-U`OZRUqqg}3h(+J$Nj3XJ^sRl-g^a4J9JAy@wQdXW(6<m2&F7X
z^vY(Ywb_lA%x6*sU&uojncP#>CpI4tZ&jpkmIX|kSUT%5Y&^m|>lxUjuYCTqP*Tod
z6w}Y3GAi(jpT5qAYLG)#ZR6v@hhZ0Zq_)+G?R8tXxU7EWq+48Vj?yVIIjr;%#dB#E
zTN`Np!837Vjq7}e$tGL;a?-XgJuPvQ=tcI$`LoFmRS_1iXiOg~sOO`ExwS@=oi@dT
zmc>mwO-=2?UQ@I3`MjX%yr=W_#ggKu+0$oE#~7EtzlyiD*b0+X$A9|?Rg@UT@W939
zf&CXUqg@JS-|qccTDZKDl<H-2I$Jy>^>Sqxlx(dYkD2Puz(aW*<EOUBwYS4AD&HX=
z$j>ZUp=1-QV=2A={mSDXu~f~*Zasz4hHK$}X$VG#ufNEx7uMX;o;+NnXS{i{m(6Bk
zR#!F@HMu2tFS3ViE=^!dYPQt6<bdx3%Y_!Zr-7m(^0rPKpKL@>p2FEDS}!~J-4q+!
zKT-YZ`Ycs%NHTq+IYz<q!kw8|%1L8iqrHt-^g{u)hi`{^B*^s@Pvwy7C`H8_ma+{w
zM0k<qdMm97&3*q6Z+R%SeGzq|!yx6`x>Al^{h&i;z+ZnmF@`D<w#vS#%yzr>Rg4xo
ze)-X{kL$GFr!**)v8mS6k8juys}RZ@xNk|cr4L$f#^0#Qy?plty;S=v*Ky}#^&X?=
zh><c8vNB=aOA69%w12KlDXpNDcrli_Y^HtXv>{vNpW+l`{QGLB0xRrpbHpo#1;6D^
zD`isQBpdc)+L|kLnX?&J?h?cGkcjkAoBWC6I~C$}Zt6=r>`gAUivkcpL`n8W<J?a{
zJw<wXzwJU&K>5JgMc*U7M9LciKlrbe&`d62l|l{zvcBj>d#!s80z>f3-agXy);+E$
zPL_zNY9Wvd0UK6)kXc&F@c40$TXJ!+NJ2sa<q2#yr@kTEOU_icvXmu$&3okpp|51y
zhr+a|PHd5d7tO;RTE4@B81(`#w$bFgljpQ(7e*A*c(30ORd0{JC1g9^81~UOJ5I#$
z2w@_lQkCY#N=xPVKJ8RL+Q0kD@}m9IQHNR=S^o|kZUcnB6T{{4iHQV+j0DSS#JT;d
zfoqQvco&G_Da}qp+CU#_0SW`CTs`o3>AAUcGw=EOz8dx=n+IM>O#RT{yGY%9wO)Cl
ziG=CvcgWmpCa7Dlq+1n!pGA|Qzr4a5pw2g#5cxP#*c(0n<cSya&j;Zr{kDbazKUJ^
zTz$A`cYjpiyTo|5FiXU`F2LPBi{>2Wqt$NGo81aO<b<RL03!o2?g>a<!xavonj-pT
z5OBiIAhgO^N|ZfW>cCc4yF?Tn-mE-4G15Tj_MkKSN8U4*|Cx24I#JAiV#>zBVswhK
zZiG6is<yK1d{PXJiO+(AQ{$POI77_dsvOs&(}4n{MOz2WQGsR&7m6uyYAKK9XYTI*
zI&9MUogu3L2t$6xaKu^msNWj}JdfjWlEX}&5lz}g;~;MFDA*uYHa5ph0QdrWY@x$h
zz4s55F_8@TV^%5mH``$A)vqn(<?UHCcj6~yeVOd_1BV2i3EG0=CprpA=h|B8U-$W4
zPJh~THNt#_B>Rtm;WBb%7+Tj%I;h}Q@8mYxk)=%L?sRdh-|C7dCwtpI4W^=HLOe+0
zPOM-zqW3D$?a)v|*Go^=K{yB5w-Uh=&#9B|1@#*dqIBB%JZ6S3s2ij=ggSEc;;A-e
zuCI#tl;=$scvWm-c~@xm%JM%4&iWmK%2K!pJCWx-`XsaHqk9wLKk#T;5$)#l)ik@x
zbnlJGeep?48adv_B`oPf_`?ibI&mEPv1&m`(|{+}jmNj{?}J6|2!t>IgEVsc*Brch
z6ZJ};p8+kIZ+jdq2iJ}R=-GDt-(l6&#xeZdwtiIhpD0pxS-RL(lxk)%J(3kuZ<fef
z6!kn#-YH?L7{Po^y+gWT#uHhzWtiRm8{dBroV20*6c9paatLWaBy_~?*2#aOghtC%
z8AKvpqk->MKV`r-<R7hw)d~@E&w+w<FIOnc+lxKPws3KT661Tya(pQS?|0T3{*n-I
zJV<_Iis#X>%BEIYat6~4jR^<oVN-l<V_*2?f&S!nTLzD9yra7hmFb2Q?UbEKqRD*a
z938m;rhAM+z<$CaCsx-ZC6DRh=REIAF=qoiSMEeVPU5B^1b^i$X5QoqD1BM<Ou*Gp
zQwG(Sd<G_LT@P73^mVfr5@)khuN}8PuVX+Hk=Nz^%&pMmzuy|srcS%kDB2P>aX7Kp
zo`$0i-2$TiIrT~pbp~q5RJRBf%R#8BLbt+7a_F{lyFD2Gxb_cOsPZP1yy64J=*$h?
zG0V$g0T%i->TEZSoC7#H+ns&oNGE=jyjiIJUG7`1fNJQf*tq}TEKql_9n@g8B%g2&
zPh|sJJq^FQPgXCZ9x#C=3Mm0Zur6`l00eLR4P+qqN5D=5u$)mcy(drm<9X=_1l;bg
zagf$fE+ULdQ8?da7erCyp%2~QvIqW%bh!86Y!DF4tnDRT?ke@~I4RY&v|NDOT~|hL
zD$lf_h>JJvVekV3dZ(6YpinqgZ7o==X43ZcT6$)$wPvzp%YxB%btzk0`1-^v8YCZu
zu($RlW2V}y_{ZVFUe&)L8=O18aGN<s=KF<l;@zn=;vn_(aRJ6~kPDH~0WYPxb@OIR
zcXv0+gS{@v$m!%CAD%ES$bgX;Hm!khm8(roNu_Mxss2_Afe>gZ^@eH5NBR~-q@cD1
zwWE0;?!c$KNj$q|Dxs)LxnKbrJ$h4m!vWg_!6mKx7hpGSI)4h2MhVXAUw9CI%Es{q
zoVYQr3A-K*;sso9UES@r)o8xA8+-@#WRU1EBS%7w9V~kw$rjSt5<lDwksuQLnzg$y
zd_zl_r>!?OHV{8~5>ara+!sB&yg}F{Afp)ZKO1IeXZ6EYXV?JFMyyUG`_9bSdA(x+
zMB`~;bbKOc#S*<_NmLN+f%so2xP(p6K<<Ct@NPRu_yqQF4!e$^p~c0;rA&Wtj;yZ{
zf*TpnK5OB|K3&IVfqiluwyRi!c?`4SxBYcSJ;t)i;4d-_dID_NiLll#D@;HR?u~7)
z1I3>dG~30tMea=P4IvET!0T3wx?e!BZV+F+yY>Kn&#J9GNUG#V1H_vFyy|w%jLd&T
z{-7=6k)~_JKYVgO%kV~UL7o!(vSr;g4R`=IMh>+S7%jbeKN;+9Uv^6GD{C;y1Dhsi
zc;34-AXx-HvK)x~jl`<pI<Nr$!&?x_hwaV5kM@C#6xpx-hwlKM{15I$SZs(D*;s9&
z!J?4v=1=4EvVJ$Oermy(Bnj@VrN}RAC1iepU<bzHe>$?Mnc39L7{~eZ7n3!yA1QG#
zjGd{W&CH64Npdg`A~7YfX7r4Xb^?$+2y|vV4kn@X>GrwVS@DIX9|a4@j_R9ugC_7h
zL+@r-3XwxV#*4Bxn42p1*W2T<SY`ZHDU0y8#zwMoJD0T<CYPP*xa(qK%4JWEYkFKa
zEH*n1xdt;ME<rJTTF#v}@kO?SqF|H4Ggai8a`zA)9Px)0xuT#0xv+uji9`eU_BJ7S
za>FYMTn!VZ^*lTKUnE-~obf7GluA;I3VLd`C!=QmaiJMdp8#7rPBn*KUy*@a6-6$(
zg0IWf*Gn_%v};Q$4p~KHWIB=U;Q+12<8=y+BJ76w+vc3ll?ckMDC*6$c{1YNaMA{l
zkke7IV@YBppHxqpY1BJDT#jqzrfl3;ZgsI3Km20+1&iGx5-=OkV^+6eHMQifnXwrD
z7f+SXqbesBoDO_19J%AT?{?JBXI-K8<B^1<Q2nzl*F8F0%%X6Buh#r4E3|+CLH<g<
zpl)~G<%%hZ7ib!ZRIrs1dK_2949kN@-3A-7=^YqhZNw(m5F1sL#b)2<?;aQkwi`ws
z&g-AoUy|XWB!l=HU{|3k186z0$rQw8>lZKXytmLy5|_V~*s`*nVLhZDx{=+2D8GOI
z{ESi8(4adN#2>2$q_=i%pG2txS_iye7^<mhY5w5Rv9Pc(v#=n{D6$t9Nd!RDYRHpF
zS-OvdWQl31@f~XD0U*g20qzQ)sQOVG(0)*jArmHVXW643EWSVSxw*J3cuEfDX?a~;
zrlzJQ1hX~=P#S1b1e8|$_$!`WALsYe`_iZFM#<NYubh(wA^tjS3x>|O^Nm9G8>r=j
z6%HIoz{JkHZhc!t-PTno3Gy9$1wfha)enbwfDokF;Ny`wXm@uPG3@`d#Zw?vrVd&g
zGK<jbeCWo6n>JlflH`_PyVEp;;@pnrL2^8xnHm6qLtuIAPKPDp#J>b}ddUGT1@djv
zAT`s=pFdTR<ATsq6u{~@WQ0RrQ|tJC=eXlWrx>u>OG`_Lll~OS(4@*&qW`ByB83#3
zKJp=lIMR+BQm!URx`lZ!S5dS&=|PwUJi>r>)bwfi05z>S#~yRMdayuYO|(rxRWNc+
z|B=K-g-qfHtUT<PjRbtnUqR))fc~#*b@X%9et$D}=Xlew`9EFC>rYk{gj?uaP7&vL
zIonHU$tRO`cu9irozj{_r+fgX3G;UsBdOuNf0pNiot|@!0XE>oD%dXR(&}1prf+YM
zKpf0cXu5{HFq|m`Er)HLKbctoU(34M92CeZpzC3u!}k^<UZ4O{g}agd1D34pZ1j@-
z&vLt%_G!OmxAqcn%j*Y97UqpKx9n@c(E8TbcNW3-i|j76Ize&`#2P@@l`3ycz0S-_
zB>llvvJ)`j^(4Ga84HPsA^kvVQ|NwvqZ&DR-aq?SZUg7{QiZ1xSsbH(@<84Z;tYQ_
zsEWSNA4m|FKG^IXL6Z)Ul^kvnfPLRyZ34ZvWArCrcf?<Db(=M1W$b=LQy~DOk01qR
z9Rw$=_dV2t64}by8l^dhfolA}6RJG|gzh;3og&w{U)KqOH#7*wP`tx~*GK{YtE6j4
zTG~bXx}E1Rioo(_gz|o7b+T#1sg(_we?<01f(w%LmjQ8y3pqAsgh-ok1eYWwCA%K6
z0f60)>%X0sC#Bn$SOn)4Xqi|vu~~UUqZjaf(6o{FhI<!eu|$Y*?OaF5Jpi>AP8#lT
zo?BX;XJIje#pB!De04O>#W1clPgec+5`O!{`1oDW8(YlQKHE7Mj-s<ukY>xo`dKYk
zFT2o(S|<eFxj3=;Qn9@RwuQn&GqFfS&|SRSz8@(b$47tCb{KwuqeKF{Iw9w-341Vz
zb%GENn8ZR_%<9+dpgg>Y^oV68=pyP-wb;Y$QkovL*O!A*B_cBLWTBE<FUI(u9xg}W
zzm6$6I0zpp)_e2lN=xp;Y`FBWKm%i}4+uCr<~3x+!FHUi(xQ)UZuJJfJYI&Q;rH|U
zbNXMv#0|{+eSX?dMTjnf>C6ECQBROQ;%@GvE5FM%t}$n7=Ux*L@y9P*idB=zK23xP
z0*rP-@CADlXJ>j)rDtbv<J}Ioj7hO_;EVGxpH6AXFW9^KK-fZCcY7FuE#ShZY$RCd
zGY30qz7s3l%fGM134%HtNwnA1&;NCBmnIU$HyLg>pTR-cXL;m^s*<K+!5x!;{{a%6
BEw=yw

literal 69632
zcmb4K^;6s3(*=qX+#P~L3IzA!?(Q1AP}~c}-GaM2#VPLYUZ92IF2%j=H_yC(!TUod
znNMzJcK4ohc60A;w7RMsCOR2992^{`g1odQ92|TS>_vi#413~cT<8l24+p0pEurm`
zd%o%IL$T8Fbp5;KLZ^p#Dt$j>!v!9|XYPkdo3t;9N;{!~+PDA9MS($7oDA)KlBohM
zBI?F`*TC9Z`_CqNqn>)*nu{)O;e*FWD-#My8bmAd!&{L+s?4lBQSR(K@7XN(SvLLj
z5eXM{FNfy!kKg!}eVV<Qd)I|q)<5$76b_{n|Hzj!^ANEHKWqd0{!`Td?}0yIXPrAI
z@(;2ISM`Ti!!7&l!@llWn^#*zfBMb~d20hA$JM&Bt}g$Vh>h>xM~h`*eYS&9GPAR@
zO?xdz&~0XO(fZ3(a@KnM`I|sXuobz2?xu~u|Naeh?)&4_`}e*cKVH`N<)mW4lk$sB
zjqbwyJY0V^ujBFAnbpZ+S<AO?y>)J8o+~=WK0D#HhOMVtBJb+AT31b{T*oNKNNsbk
zV?0GgMc?+BKJ1WhJt4;wcUxOG^#s1wTS+{%A*cMLTX6dJM|o+#YwHg?%v5U!hnVPS
zG`9|l2#c$Zxz7okUEcVyBbm9m(mFb@WiMy-M?W0v%i7v9W@lA<Z_?@;oPK`OJAbX~
zx-4#N#I0DGaGw($i|79(FO<hfl~`g=2Isxuin8@Q>wSEBx;x2M4_PW#sjt~cmJgFG
zx+>3)UB!!+Rj63{=VD@IMc1ewcYn6pS7z-e-0|?k@p+fH54Hbtv+Mbxt?y6yx%X81
zd*guX5#!JID*^vrw+c-E_P@ivnotXbas)k3DJv^?vuxeVjz^y7IDO*}{&{iu;ot2C
zgKnSeJ1!las@mH9)0+D7mKG1c=i9jtbDtkK$4U~#6g4z(`#t)7JB-=KA~4C@FFVi5
zGkE#<+<w?sXqcG9kL}SG%(-uUe!Twr>2s`1ERpN$MVtHC*S4D)vp=U_KF22}y5G+5
zbMx{2x54c<lWeXX#<fOm2`JP7IBh>?h<mS)-U2^7ZhBKEe)ua8E*Y%E(UXd=DiAE{
z|8O<-;cv1yP5<FcPRDU^tiV}qv(NPivG3dUm}}SO`C4OWV&Gi~h5vbDX8A;(_pgcO
zIWZ+yS8&10az$lboh+1|UO{q+C-7ydpvm{vCMGtv17?7|ot^o?WSYp`yc9*y+cnBg
z{oMmUFYm~YR>zLJMI{ZLw9CuO)jtM9oX008v>8*hs0iuSJ03#z&d!Wv@x{#Odd99u
z@$vC+AAfacz5ebiP-5>0i-<rT+_@SMs$GSwihq;?N#Jm*q>wwe2df3WECrlu6<BU|
zdX6_u@9)zWJWty`-Bo;;S<y3_+1{o(TdhA@vq~(htVCVnIXOF{BZ~)4p@_+0Vq>Q$
zmSuvikm1V8%3vPy_g-Vp3La5>bKZ=hSBNT>7b`%aDVS?^Kbn2_07KJ%ZsW)#V}CxD
z;^F5nITJeZ$iDd5=01Q#%*n$uTp#qu5iVqahWc$A#do#q*NEq;i5xv1ZJz4w5cS_A
zSe$*2^2WUTUQINs2&}BE{v$?FV`DOmTCSU(t3~!?-kYApj^Ar{_Ne~}=;-Je`(L!`
zr-##^3goHg`<=2-`R?P^b)K@S3SaQhD<GI3PG@;|cu<^wSpS*6_4^2_#J;1~_d-~1
z|5r&R7`D?eG~dD;zaGX{yMnzpdR-WTri!bpV}ATF4E%draNAn{8FPuJBFDVo^MgU}
z{nt-m0RbPJ#Pfn?N1AVR-~W>DO{TFKwAkTBSj?}jMOhp8h)~T6>;bB4YT%h!S%FlE
z_~_wZKJ&ljICn<3I<DSaCkEyI7oMfp83<QYu>hsM?pMQ+YMq)S`skcby;=XQgTYqs
zKg9@mo-(tUfHH_YZn(E^UcQ@LU0+w=Av>5A{w+cyj~2pdG88ppDf0Je4-OXX+p8h$
z6xE8X+}zT(HsXw_k->0`|In0doz?ZbHwPwKaOv-jMv;h(#o06VV4%Q{mJUIo@_|bn
z8-l5V99I_P?EBZ@Jy&{#!6pz4sW94q-0VzSsnOFiGQv2onK*Fk2)&K;Lz(A^hwaGq
z(T9Io6$OE08B;P`S^JG+R3*K=`ID219wrs-?U}*B@RL(h2F*5@%{DWZv$=w>$iQe;
z%xsy>Xj)G^#F;7V&Cb8!@(zyrb!}{|(~}JrLYTzD_DAQkeGiK&;7S6vmDN&i8(wgY
zlnaOw=CDwJ%z6X-vZ|}wjoEc;^(Az4R_<<Kz^C#*2g8X_Ve@Z#;G4ZHX2_RmqMR>X
zcv+DkM_ABI-P~yj^}`ID(oz$ZDN^5tfsIosgPnmWc42vWm@ZMotv^s(M+RD|x9mcJ
zg~FbJ0jEKLE0YZ2nivy%0PEHnD<~;pP$k-S5@*gG<pf4|_K_;$Ai~^fsBg<;jv<MV
zV9zLNZA~NPwlU9UWXkse28+WDajNU2F({>9g;KwL@&DbEfgN}i8URC;?fvOWWp&Kb
z$(#2-ir@O-lJFV?9d9>NzFV)q#$XzyP7rR#GYK<mF!IBj#kY^^gKy8bFj`s#1mwa@
z;+_*3BJO*VIXyi^4VPR}(Wgp8(ICjm%oN8#L=Q*M($a!O2PRl!qw(Z0G(bLnj5|C$
zl=Aw&I0A-f$l{^$^qeaA8B^iRF?QLq^mqej_m&1k&TTnMY9I2<{@!G~U3&NJrD~}T
zG=Y#&P*~X5gv|?JeDmoseR+MgcW@}KslkB#yqNjzkiXAjG>()xMv@+{sHq9MxTxve
zbFcgBHvf^Lp&&h-2$q*%>1VezMHQH*3PVz?efH9(jmpw+69~p~7zY0nFFPKgKbFf)
zwI{#KUK1Zz(qoIqV+h$uNJzHZ_Y&TjySd>hKsf>LBych_Gy8u(s`3AJ+GtOPL33$!
zm46dr`??Ct2)k|_cJ}r==go8F>daSfw{v^9&sVR1o&v<+sQiv;#jb*}ug=W=Wv8f#
zWfd0#VM3&o4tkD!y*NMLhlvhlF|*s>=Ob?0Sqi|A`O$1%z@>YE6-+{MgZ@5$+DWDw
z$AWP_odz{EHPvP6ecM&e)*JE?kKjS7*3-D0Sjf`JzLMDso^u=d63=r#idcWgQT`OA
z_r}0u@1y8t&!efdMrm<z2#jlwU;exVh#k%q%)#=UnwA#+oX9QU-)rAL3~?0|%>Muk
zr{5R&$0O%)f~nvw25$H9wF8#++W)?sJ;Siu-|c(*G^y7s>FfLK;hq6YfCT6o8X5yx
zw)uj8>L9<mePIB|Rb@IjI9S@`pPHO>5z6xs$v?qD2%%Be&<M6R2zcA0KKifX_%D$(
zftmxJ-Re3H$rKe8VTkhZ_P&LsQVazsGYiYkq7nzvgQuL>QLa1IFX}U=%cX+9cXvTS
zf6mNM9z1`*5)=$0uu#InR@&2(cX(){DzJlS>UY9$dUlp2?0s2t={*udSgYT-`^6ec
zf8Ch)`FxvVyl<Qe#ZtKV;!`$Q1z!Ru$(pocNufx+P@P$s!&`s?rF(7KrWrNlD&~>s
z_2O4g4)vd7xqu_#t$`B{=-g3-BiE}zx{O$X9KlG?k2kAq#^(U4iX}l4avT}gPW&&{
z21_%L4r8o}C13HNAeex!{{B~MZGaMRdGNZ?M=gO<o-_HdDlV;&E5;9F&zIg_vEJ9s
z-#44T1HJvSE@qNvY%~avWHieE*%Y_e|6cs-?NslDNrm|7MF2<m%i70!V6wb&-&%mM
zmQI>v5$EQ#rT@>ScTqF2BJ~#zthW5`0~Yp!lE-#ghUqR$D4*ds8JzfXF67NgkX2Mv
zA|W7HDZBQF=lZ?Y;B74EZ4BOo&gq+!%#+dHmvB*~x{DRGkpA&;)V{X^4(y4?pYUOy
zH+Nxr%EH0%VOgee9Zr1)wdq)5FtE|-^$6z1rPHHs^Skk_wP&1<k+G@YGIGU`qf$FF
zfT$01%MYhm2R&20Tw7mw9ly^Db%i%+c8yy4yC3TYD|m*4b>e3n7cci@=JHP41yXK0
z6Jo>v(2okqs~_@uYVfz{Q3c~|G~N<-KbHJHNNrZzS>{$f@P7Q`=f|h}Gg&H6`{dP%
z>4!9#Xz~abw#gV8Mr@_fsQI@7WeaQzIZ`Y+e4`cH^{<ajDHj56C6HRz@7EMy%gEYV
zzMoq#i_hjo=Z7NyZV?*4hR-$6G-oY+GM2m-<oeKYgv{<UXa9Czgo5RX>r|g&E&1=a
z7w5}ZtH<XvgJSGU$Z51mWUa_hhZwp|FsmMmOjBY*S6YjEs_ZAW7zYi$6>)=MC8=T(
z4&cwVVS;EWUDKS4gLB5()drg*4C9x7>~bHf@(<NaMz6U=r^h0-beL7|m%8jZwt5c8
zkYC2yZ}zA~mq%KABCabUNrF1_s$+?h)^Zr>!jj!cZ{DS}pT=x0HpLyHxT2~~8tcSW
zokfq6;ogG>*DXhxyo;6CLwaR9^ZZ#7z18by%riv+tSo~?w-N$Rb3x_RR)-k!rYIqx
zo(GhVznQ(@o|(L)g`WF^OeD_t4av4V`E0(&udT#LRY}iyy(1c1CThIun|dDP?;V@Y
zQpxq3oQUjP`=*zCs<06B$X7l4sp#Z$?05pB{l5jJ;}KItR~$X3YYCDX|3VTlSLsBx
z!eH3=I6|M&8<iZpf|!|VE0N70NjbAf<QMHx@mg$&Jm3g37O#@ih@w}P8n=KO$4b#2
zZqKJ*{sNx#s<hd%<Z7Bx<>GJ)MKnSTamMg9<}}ZFF#lcWn5Aykm-_ma*5UUHp6;oG
zRQmXpE+$iwcFVNY)r5{p=HxYUI0kn>vXe)4E!_d9Z^(f!B{>EiZValCpAE73%bgc)
zUrppy<4OOy^4R?9*CI6^I7+ZR!<@sdPM>&`bLCB?Nc}yRY(<`PjZafjHf~2Yq#5D#
z`CXVB5^I{lc*sPmBS23FNe+#hv;0Bx=sgW_eIZ>JH1IQKhc<s%+E~-lmV`hjc|8r#
zM-luUQ^VzL>Y#}y&v*`TeX}G=j0rjyUQtGI@MNH09-h1ezCos;83)=3saZgvRZL#A
zeiTm`JjG!>pZ=mXQ{tWrZ`M4`q?@__-VBm71?N=#B~bm8ZA_~y4YkuI*u92hPn35W
z7@T&jMc2NWS~xOz9e$VVaflSz`Sh(1f0I)+;LMcBtdGo-S;@g2QE-3wLm#4<395=4
z^p{vvbMMoaESD`%-g)uj$Nn@goSZ0&0~Oho9v*ois(Ngx>!K&cXgjV;6IavhPU?bP
z86twWQPlWfmM-7$mb%d5u_dY|gg!yPjV}pIk}asC3E1qUn+3(w_c(?{GkKMq5h<$R
z>P`;FSu>w!13#n>se4Mx44&w4Vlalc$kN(wJE88dKkVF(D~mPZdz+B_TZoTR?TTCz
zj;9ni9dYXG&iXa8DKIC9W<eiTw_2QK0STyt#sZgy>9j4!aXBm03DSU{L*_moa(B1y
zl7xvL6p11J+|ozB`)e<(Gp4(H^`vl-N#D{*#b!p+%pD<>F+Qx_y@GY~2fTs#>9Q+{
zcrmXwJ`p!=blj0;1B;R}55L;zT9ACrgoI9S+%n#a(@~%1$R&l#y7ZhrCmevAQLqOI
z&RPiU?i^O1ATUY!BVZ{75mf=X>1gOQhS_=1At11KoEM}s@#k9}=f8(U;<uAexuk|Q
z-k2YNK%2m2ed(ujpmc_^>dNssNtyaQ+LK8tv9IeeuVs!b=|<Y97S&*iO3LOdUauhG
z6VVE-{6iPi8(sKIcZ_8ZA_yMLxW_&%JrOPrzUta+2ca?KjnO#}(DOr6r3Tf;L3G&@
zC8UgAXIDFPP0om(=BYQ2dGZeaaUuJK{|+;*=3MYI4@Sz$qd%&td*5&^=DcjRz(Kh%
z0_x95HBUrtzakbj$oq3CKc*_EvmaDR;!=$faNn|Oe#9OM20S17GOv>yWFZQ(9n$28
zIo#rrSCs3Uofm-?2Tq+XQVB>szO`tiQqgw22Ayz1R4Ywox!Q1-cwE>B>uVJZID6|d
zin{plbAO6YOp>bOBq891;47~qW{9)rRs1P>U+Zs)a*PaRDXc<Lo}w=yC1^`;et9=G
z@8N~7<%q11P$M83$TgRUYqYB7WAMJN(~=^sh~H}$#H_r}sq=2Cp+Ol#g9wKL52`17
z^Y2W>^It+-npF%v84Cf3K!RQ|l>+I90NH{Yl*^q!;di$&D@^@z^xoE#nfBk;?zl=P
zMp&WW1ticOG2biVRtkF1scELOxY|r8unUb9BTBApqxbB%#pP)56v2tZQA-T``$Um8
z1Jb|y>xx0B#5#eQz3)kC-5uMBLC$=P1>|6G5rBjZfEV{zW5&YyvWGQDpZfAhh)VGa
znYTSc-X;s;Eo|VDq&bkJDn8eyeE8UrF;mi|zkjRoV?K_*DNHa#BK8x>r*U(ER;=Ht
z$_nk#{k!1;V_v(|0nw~eN;{R!`eY!v6&+J$K*N&!-o@{sjKmx5dk|46=G%}dpEi<y
zC1A&?FGuuJ(?)%8ZQ1H6^fnoUG;%UVT`8q>Na|xweB#*?HGt=ag_4pdx{q#8Van85
z%DGNiR&SMhJwd=7L!djuT2@<>IT_&w!nipRscIw;Zo_oj`u9ev7oO-Y=7w<3OIzHd
z5C-KeX9wS{kzmbnhE(r31NO2s;^@w0)#;_{G1h-ex{SY$Zs`;Gb&6XkGIa4vIDf($
zpan+eMyaAn;3gS!L8T-$5o<%DlUZqettrx|jJXj|ch5e#O=q#vg`+u89tec3I=hiG
z%^IE=KpfHaXl10SWxQt0qkRBK79k&qE~Qr$ud*1lm8?N7t9$rcf{BS<a294)^V*>w
z70ZI=1R`v}MDmh7aScu=Zhwr8Cuo92mi5Iv*rI_o=CZDefA%+#aiPQRLT!Ej>~cAB
zGHmo?aZ=x&N>^uvzFT1~+TW|oq5%;o&n>DNP(O%CgRuOFi}<sOj+hDD1Wahd`aA_^
zvRF9|yq7AlZhy^JG5<T4`&e07KKgwhHBj!0;NN#SNLsS#y@RM4q5}`|#77zR#lQTw
z`I0@Qj_GhW+=-JDf|br>zE%}=aVT5o<aAE4k@x~tpY4Hvf&zml|6Qru&1vfT@<iA}
zw>q*e$Nr6%Ry9>VlMqB=l+_|z@8CWCjCWK#qp8N;P8K;QrQ8oUxgb~sdtig?(f7V5
z>{jGp79S3w@}f8QV6c#;R4!NhO7I+)CN^8<@gT=&bW12FV)$N307ZSN@FB**=zj}J
zOSG$NQ+|x+w0>lna=Ux-n)FK<rsQh%MOh!~Q>yl2kh#QpKGz+@tVmhWDrFia4f06c
zNU)Gawk(Z_a4A)0Jz9b0<yx9g3FxXafJx=NJM>*2Boq3!eT+@9U)o0@-snpN4Y?L}
zmFCaq9kufw-$mQQKbZLP^SVpr2A*m}`6Fxm36z{V756AqJzU_4-xvkQX;V!h4m9Ba
z-YIc6(Bn=)!8eD!p6sM_HAM-G3n{D(^@p_n(i9RX30xmE=R-9KN8kIa3u`xRvLM7N
zsVn|{HdZ&#{$9$T!p{TIu&n1Bw*Pxjzo9;3sd`ta_E6}bcMiDMJXEi0IBej5XX!<2
z&%?*UMP-xJ+C7}xwQvyVMGjA;<ZPp3&d20?)c1hB@6?Y)Bi^qy_^B=^0n=Lzs%C?m
zJRbuv##Ft#07DoOrwMe$V)q?K6ThUA&{e78-NadvA%CFQ7*VVrY$P_u3JG&Qsh#;)
zp+-Ky<kvyt0Yo4o`hKTe!;#Uj=#eE_%XyZJNP<7=EAj_V7`;osh?g!K`BpJ~+btY>
zfb?b6&M-#V4Y7f91_9}P_y_&D&S|WC?NyCk05n5~O1XYd<hQ0~xER7Lk(*!erdAJ#
z)yV?%W1{CXdF53Yi>J@Jl@~5vhQ`6>YOh%XfJ(JjJg+%K)ap;AZ+yXJPvSrOp423F
zv#%<#jvoIU=wx_D_BGid?q4!X5Zkmv%(PB=gcJJKWllgGERM)075sGH{Kt<&<IYJ2
z0=&3WCM;xav^8B`d~MDZ$ROAZ{yd6aVxb<|+;qHxKhgx=g$!Qi_4xSt3-GDWU{#2V
z-*QeFD(a?P@k!hBPaR(@kuEb;0hSx(JT&v*&CD{pK-eP*Bwe}o9ux6}S=uyBihOoF
zuSw)&l_GzKm?w?|i8%JI;jG@5LGYzAN8!3y^RzK-vdX+lh^Zs9GJ)SNs1R*Qto*+W
zUlNF(nU-D-mVrcVd2J*tr~drBdUh~)+ez_p_{=|8XTdIDjU~%I`%7+>n@DA8iIOR6
zii>d0+yTK?r=-f7>Xzu+Lck?>TJ*OaRqrinpyy9n!;F<?fqkaeebc5Yg!DRE`7fYL
za;e=UuqV6|NXbGZws|<bc`dk#Xub*AaIvs3ga(5-5FhOwIuQ|<Vt**ns=QOqpyI{A
z2{Vm=b%1;IxMv2gSTELZjn{0dE<fZGQWE<7s1hUOuiUm*#mlqP=9sp+lvCzzxno-7
zB(7@e3>km7!hiM=TDdW~R*XO@!-n_y9AxSAEpbg0!%TgNXe)AnEK=To8LIPmm-hy8
zs(}^S+~Lt%@QF4L=3#FX_|;>N$fL6!Re#PW@7+Q^(T=!X@wO4uUnhwg{UAjPCNB6f
zfh~58W38hz&OocJWvg<7;$h^7)9HxA_-FdMj<Hs8Ieo5J=UQEmD|%{NvzXp@{D)*>
zQx0{VzW6$J;3z~UX)NU|^Q3ae&Ku*b>0&>Or_~t^2hBR*35sQ0q}k+5ydas5WzSvK
zfqEhdJ3|DgCGIF@w{KX}4-%Cfg3wdY5*}JLjCnBDGE#(1#&^AaCQd(B`T;cVc9PjN
zhNV{T2n*I=42a!dTLq*>dqO>gpQ|1?e`Dk;;$xENzp?&xBx1qZD8}wPI2gI6pp2%q
z5sF>sO)F`2gZHfCY&1@9AuCx+E(B@E{5+#CvV|v3Nd^Q~MDA4|-R3Mrl2B0}E#0yY
z(6z65?cI`G{PC&IX_O`$Af^#$1IX23hzckCG?V$btRQm0pq^&i;K-kbL~UV}S~M-R
zL2W$xBF-YA5hfotQREdu3J*mdm<VKTp-7euHz@*+a;YC_XKM9+*@CFlD)U-!_a{90
z>8{Kc>gTD+X&0@z;3r`S<borXhIrZuV+KtZ%gBCOAuE^JC9zdaM=;|JwNrAX*pnK}
zYVGCG6p)IeWof6aG|@FhF6<&8c$P}1nX(M}rU++sTp1UeqRb9+iuRqGTPiVWRwm>3
z1^}$z%Qf!h(+W}ln0YJ7;pFnATKhFJjUKC&(NfHS1X7Et3mebxVKH7njaJSVKu|3R
zqhrRogMhWr+%(XZbQDclfx-k<0hQEx9kDvU4J1ET673?KB!dhM$4n04kkAF+;ll$k
zC#GqOfr8e?796BHmJp!QmV8VR3!zM^OX0S=qBgNanGr({0j(`9z5B7?J3UK^$RVIU
zCCyzU!v=p#+Je4tuO&)40R&<hciCf7iA34f78TR!kbA&o^Hrg8d2V7y_YJQ_`EXtE
z$Ar8FS~VVH_Jw6ccCk?T_LQ=w!zn~WMPD;1wQ$GHm&8lqoKW%!L=ClXT%V+wAQA(I
zov^B(eYLb{$nB7UADsNR(xNgY{njN>$Raw0zi@BYBoWOf{ndDO_RX}qR8d>SCa^Ff
z=_b(#?8kq3_<idw^Y@nDlH(tqi_~u@Lx;Tn&jUfC;aj%bGin;+M<hHC^SB!!_TRa{
z`6FahrHZu{b!+07Vu}pmV0Wm~53IKp1hc?Lw`|+FA<tjFB46vQgH4qi4<J0PDFi9!
z$-q=Y>o7dA<$$;V)1uPCZRSjAm6Z4IiFmnxW}X?Selu_KhKMS?VbYtpdc8pHlxej_
zm)Gbkgox;TSlhe)ks>PfTa~hS2?~_o_{40oYrf!MHIno#KVc{GJ5`^@KWdh@lV-^I
zuxw3q>@0yjvND>w40dwVl1XUtqrp_v47gLtiH1*kv^U8hv5Zic&zY0!gxzn?lj62h
zSIAyt{+VVSczya3Aie&@rt`dw(e`pqqbiA106@Z4lgxZlP&K75CXT4c-6e*5O7H3{
z!M2egIo6gsc1bVZLdDhpC^WMJWEg<&&RX5TDw*U8?y@6N;dPRZC-K$V3t!lr{!Xsn
zU7kCLAv!Lb*?nH-mK?gvhw?m(YB-|I%p!3k%Yvr6=x_TW8PiAuihMdxGVo38X5E1=
z7w_QlT5Pe4DTxymdGfl3VPBL>LPa*3-j0N_5XWV~*fea{tw8~>SixT?7#cT%!g)_m
zwGgY$IdPKGuJlu&+LKS#4ZAtd87c`U<L)B4hY)c~`i6x8eWzR|gcB;L4I0#?%!;N+
z*9o&`RIlLUQcIm+QSoUNz+#&#RAUs|6L3@Izt{R%$$`7p6&TkOL<*!}K78WfQ(x`O
zu5k8?d7_FQxn(7pw68r;m^c14zR`)7t3!)y#bUZPuezK@Q)YWj&xRHeDiDBY`U$5E
zDTLWPExeL>A?n;Oxp5o^oEX|YG`62WC27Es(DE))OM*4oj=661=tdJ<5_Wp1X)J-#
zWHw4budQS5qZZP;xp(Jvhkue&SXl1Tg$Mv4wqf+mMQak2)|Q4jC{!$GNr6}ye}E;n
zl4NMpffTX39%bu?ze0_7iz~lIxt66IIJE+F1UWHMJiHRG<k=Iy8}+MXhFECeKtb%@
z;1cHPbWMKlDMe<tFhOV5czFzXa8&kcrJI4k6d_}nM0ISUCH+Do?>Cf!l9-(c&B>T_
zji^!5Rf@QB-iO0t{cyN4MeqTG7^8`nj|h?>CDymZ-=(u!l12*Lx3NYfY|2-+*RQZz
zRkqsK?3%Qt({{cn;ih$<%Ye$c+_1Wkfwb5|Qda(~^g%g!Lo`B=%-Y8#m&x|tWs1W&
z=&Mm4rTAYR*p2c}=dO5d))7KI;{n(SwrS(cWrg?EPqx4q4c!=aKMi_fi!y@dZD3ZO
zWRjZ))9V^fFA;b>HY7soZZ~5Hgtp=`x=0ig^WH5B?Z%H<H(aK+Dq_)(i9wZEQ38m=
z?Rr!UA&h3}h>{!#{W(9cL%MP@l1FKAdaTp(4OArjj9`cKHp}VOn^Q_^$+;Dl#UevS
zNlTL0NM|e~CxiYeYhq!CK=_5u1JLR&vDv6CAezeJ%Nj7oNl^e~vrqMlMHAkPYhV1B
zzb4DY8wKh(Nx-&J5NjzMT}X4cyO}#2nfN-NGaz_sITx$pS3m+J@zhA2+2O-LjfmzZ
zD0G#0=Q(BDy!~!!{UWBp%ZFIfn4X(A(L)kpC{|9l0f4_WIZtqt+(MH+2Q)-_>m;61
zA15<_`T^=8MF&llO_KfN$&2r0jgi5QC`cB$wOwCoK$C0Q9|BpVhD#co%3|D4XOEUA
z&==W5`&e-!{)x<XzY;iXG|NASP8;jf2sB4g3d@ulG$%Fr-qm4EcKcsNB1-elxJ2TE
zjYjp4;9jbEP9Uj1TO=IFOwr$0Iib4qGYBm1A==C%i`9y%ONWcLJbMKsqoPe|>}>_w
zrgF*jyX7HcUl-Na$2U&1Qh6o2nhSd4dmt%fOniA0Xj5tyWBVl7p57Yt)gW#ivQ`9A
z@KoVy=z$Y0`#8kdfWjj9rO4uKXr66l@$7rM&n%FWzWn8JJH{(X>6=t#95E90NTQfj
zuSp4)`q08y`Me1phZvoC=6wrK+B}=V$EXC?({96R$C#*U@b|~~r80EDkq%jNJjh5O
zQl@5-rRshMlWn{yIy2Y2+8^5J`FZ~#4t!c!5kwz76t`W=wI)`$tB5k5gD|wta+jMB
z6?Q(2?<K6kgEY|~-p1*PKSdy)jTezzTB=-Htq2(fa7gYcYi}xfJmQ3QjZKtdLKgbZ
zyn(_9s1fiX;v(5hS()^ODvO2X$sQc|@F{3&fE6fiE-v0Zn%5kFyQCPeqITyN(e92U
z6Dj)KJoi^_Z0mvmt@fL>{VYaTrk<~uj3T&Bfj^=IASxO)rC8We9WA&KrzoT<QN&eK
zLIm2CA>5D0u^dns<y1IEYqCsF1(^#{_=F;)T;fKQn(*lGH&vIS2T54%9h;VSqq)V*
zb_LW#XX4+<$tu_j$qtOT&axI8$ua*rFo&q||B8yJ8C3gzR%jtvT)ZJA!Z*^>+SPGl
z+t%~_Vjhd;U$tX>Pde;Y)zHZ3`9v*f@}g}kVby<oe4R4KzvGWE_FnRh&kfN*Ob(+Q
z30*ov3MX@=>P@;bNO)X&jGA+rcCuS;!O)KpX^7sIbQr^cLNjJJhQ8xtu(}=IW?pg2
zaB%aaRA((|;`T@x1M_UfL?&L75%Bk&Rj0Af9bo5<CcHs<cuQWBRU!ic(yADz&%3UV
zyQ58^#F50?gIEgi9g(Vso!yqbOWgBi9T8XoM`yRlDzZy@%rNFo(x4()*0FLa!WCIU
zmCGc=YB^_VtOGe>kg*S&Q4cu>z`^f-7Ng>$6Pk=HCm0dfD~Py}jcA2UkxJqs0aO@r
z6jJ2nI5z^hoODXr5@`2oCGe#Ia>xs5=BB=x-K<a@1~Mcxi6j@|ehvdvsKO7;XaZo|
zG1!J+1-b;X#G+2OPiCf1GIl;iupaM}{6>@XV6zaK5~t==rmdQM&(^M;*W`kfwue+r
zolPSQ+;;g+v%Io<tCHl(TDoZ39aoZoRYa_rISZGN-SLzY<7zE?WuS1Qixxej@sdjU
zHqjT|%#=|mbd!m1weNVkuDL8feN{XhiQCEoQlqr@MlIMbVr`7<77+h|)EwfRP^T}i
z>{i^a6(=o6!dE!@`{3pqA94>1)kbgnZGv!g+JO^&xm#R({QN>kye%dA%8b*~28(6~
z?W~Cp>w#qEM(o@UmcU7sNcP8piMl$1pPfvZ<g7(s#l9ea{P`{Z?WF*B{4n`71~sEq
z^F1La0^T2g6c!;?WyesNN4t>s3h^DcHE5|d9*OiM=a}4_x{@7C)2GkCsr1O}R6lsM
z_XdSYs}p6I=%nx(8S)S&A6E}LL%xJ95A~f|niMYZg9ld<?(yooQULsjQP@64%52W?
zE}C0<0%)9uASsN3op!F43u)x57SAs=K5e-T0?v2}F^q1N_lV?%^IiTYq`VVxvN(wG
zxeibw0&ThoBTko9${9sl%DPJy^abaaZUfWI3psu+g7^fkC1P6g8_knRO(rz@9tmWq
zfd~>ax{<sDyqxa-$)$!v4^lM*zo0&@80vd`NoIMeYbhCK*_t8N5uECb(||6}fNFrC
zu^GItP2v_pE78Hstppu+7>O%8Bhf97I`sw2#DA!vwbMu^Arkg-8npIP=i!jmm0Y<&
z%~sT%*~LecOb<53k&jUgVMpt+LykAiYsdwLOMb_tDYrTKWH5yt<Td5EiFE;YQ_l$q
zonr5bBmdN$d~@Sg*S?D`_V0O)+x<`(jw=h$X^&&lmhqQEBtqRl6+~Z%Y7kI`X6%3!
zX-`Xr5M!~!<8~f(*Q9h?B>0mV6C^c4|EY|G6QyC9Vlq`GS)*`y5_fcvd^SY~Z(duq
zNGNWppn`?Pf~Y!48BK-@M>#%;GunZkG+FyjofNkN&sKNTdKq|pz+4Bw8v>l|K{!zz
zu&UjO2IBDbXd{_Ed~uF~+;K*rr#owM_BYTYPAHgOmk1f7Dt-xTi|H8=Ym&epC;~z(
zA)_fCiHSQ3rPs3f+BPbz)AU%j$Y$2>8G=d2p|Ra#iLro@XHkKBl8F3L4x%#KWtuwQ
z<j?O*W64}!CSCk;qp<J|(iPxI4P?Ad?3|O;t&!X4W@nE{EXv}-4C7N%(4x7he77*P
zCp<z=WN|PuHOZD(Y4i<5+EFK{MAA|1LpM^fN`?@jEN=O5)qNytYZAJ-l3L2F2O6o$
z)L=7~olZ`|R=f`N;Hm`XXRl!GE9My6)}%}xg~to}wmsjwQ~G2{tj$V@tuIFNJ}NiU
zOR^SM!la?>J6?bzGE|9XuXZ?9bomfC4vo-WQWg=KSlcIH(aRK6X>D0~9hZAOiGEPO
zYSlbQH~7#H5vxl*6h37GRJ)U!`j}skxtrlwFv9X;fCG{{{hUs={w_XN-DX-M9kC@u
zLX~@sl6?2N$NwrWeZHGtQXpr{NHF6qL3KkjlTl|(XZ~14cK)ahIDOCE>J5cB$GLFE
zFL~^`e_PCNh$_d_eQ&=#eLKnWJ!0bGl98R4tD3OcUMuzEAVhLJg#gndQgz@fKKqTu
zIFhkyGB7fwv5`F_8uZQ-+qWWP?U<R@%JpuIo@yd-mE2rW8B9bjHD#MbsoD*dB%v&-
z%=NGbJ6pt+nroa8R(WJI4+-M!A%jO`Tz|S%J4n&H=K=2Sc8;UCPaYP{cE)h;v>-x0
zK@hCdZv?sy*eMC1Io&4`Orc7RrBpPjCsA}T1ei{ah^9c`svO5{MroyCf*by0uia6z
ztZ!cKE3YDhmUIZ7mMZZ96~B|@7X#TO(>H-!c*L2~B-QPP4P`~^k4=a-<&h0kjFrMk
zxbwHb^>$(w>+KjUnnb4(ajX$*T0eR&)7adSFH$TF=QYE>ueV)uAezYEmkC%BB?gu8
z$#Uq64VbH=FR_x{)9I8{Z`NIN$Gooh%+`35_|xjnjJ?*aHv(>FV9g;{3yFcLHTAvO
zu<jSY&^D}v5KL*3N5I4*X1<(qkC>SnQb^8hNVLGkN#8)9f+reXdwdt}Ag@T2!(^11
zd4sED%Xy0=tu@9be_SoAN-m>ndu3ZuxmdKUeMN>wVTqT;W6(z~s2+EI^`+7r9VjLm
z%t&^u3ExH&(iQSWs$@->ZkwKku;c(V{1HoKy2t=IofeOi5WN#chY+k1+`UcX$g&?C
zVqs1~)>O8$!tE0ef^H8J7(=dc<rwWr_vdlrMbfiN2`CGahWB!4^x3rdO0eWy-(zWw
z@bjX}LZb^&7RsO)?WlxY%VkU_JcM5N0ImijIg%Pin$?|~NK^rY@eo)~2d*@R0>J`O
z76q1D0!_r6j4rOaOn53nb&Ysq^OvOy8&+bbsvOkfu;36q_dR~fCob0fDzrNvY&Wrp
z)yWih!DxR`8l$Lk2>?u!B`xDxmgd?kvbP6mJkuD{4a1n=Oo{1BR2liOC4VJO2!!v5
zF53<cPfC8QN8=KHzhIb0y9Xv!%`jJF-3h*k!>9S+&u#;ZVahA{O0R4#5k*+Xk{e7)
z5Ti5^|J$PFGm4{}Xx!`J{G$G7Zn~!F>4wsrUGU3IxX0y1f5nJ^*Dngi7-Mar@^J@W
zzY;452J59cFH2iu-8i$3ThdFhn}-w~S)yf`r)HiBL{`W(Z3TzpaW}|5M$rtn1A?Y=
zV(LW>HqAAXu~QXvv!&uC9>QTz+#FGc@StY_V|rX(PPteo$u!)7{$qfL1RI4?txCUC
z7a!3-i_V9$!jYu$Q|t4$sO!Iarrl<Tz7pdnmT5G-LxrL!vC83!+NB2<J;|f7yU9|B
zu8u@y4>Mt;qSNx23~@jvV#&Z2l1Q7w_h_S=IuL6PU>c30Pac&>UATM|==|3g(!^pk
zst{|{ZYO6xM*JjP0}`Qk>)_eJLFc$=!7E8*y>HkPq_)h*<t0UAQWIQ6VBA~ZK~18V
zkg%A^tl#V-lh_T84V22^F=ZIXWU)B$nC>AIh2N6In}Eu!n9?G&&=C3MFx<~ENo-L{
zb^R7Pd;FinlnE1g<k>}Ita(!uQLf6BbJtM^=h<5Z*&(FT;HW8vk|^Xo-R#WTT^D2=
zN_dJU>3OdC6_KG6a7?ahNO2hTyNueDag1}2{;)Mlh_UjgS;+TB!NBV&Vbim8JCvlL
z6&*d3k^dS=H#*#(|Lbyv)vu}=8Vm400d0wm4;ADt6AIO76d~tw+@H;3P(xIgN$Kkd
zc18!QIyf;g!azgW8Kq?A!1|>;1@5eD$vK0kI}us-c+35yMb`}ngrI@a!JEQNWC`iq
z4iYk<^x|!zey0#S2>6}?ff2!1nKp81XJm(&_BSB;K0-c*2tiPKBDji-#E*)?cN!A*
zku}mGvlN}oS4+l=r9BsmSzaC*w@o~*h<s4Qm0O%Z$1NkjggS*4Bg)!jM(4DzP82a;
zv#YJQVxd3sBqZyyuN`2SaDiFov8+wwn;V8aHj(Y>6`@0PhUIrpA8v;rS3mgFNdU;$
zo%CN2;gT6a279A*TJFqPv&_6!a>c4ck=!%|qu>FFGP5YAGJ`J9(bk&B4p<rX!Mgpq
zWK!x(oFgI;N<+{Mj~py6*%;u8G)_PCrae~(-;^mdJ8TyRY`eT$f3pC3$;_2cj?D=Z
zB_fb^tB$Q@E{X>vU#;T0@HTz~Mrxi92$sY+t)%e4ZrANb0w}0B_N){b#~yJ`9mh&C
zpJoN3yX&I{L^UYr1Qla*d0wqjb6t?5#5S@>CXY>FIql<usE2GQ$aG$wlT+GlitJEV
z=lT{6#p>FX{lkd~gga1iijs%dha{h3=Pxh0{$XDH*pY>Hl!X8iBL4I*@LKyjy+--H
z>nWBSl=b^&%sYb-L^t>lt<aVuug2F6zG=Z$kB@7?C3B%g2Uqe`pjN~s@WgX#d{{2k
zs0uDGU2ze9#uDTm&>&GcYfdgDnW>QBx?Jw+0N;o5V4Im1h~C0xU~?cWAML8hn!W%n
zFgKp!WEY-q0T{fO`JtRlM94>~x;r6udW)|uP@`aoo_$cPq-4=Kxa@m`M?i=OR@IKf
zRZ)SuRx?LP_nX9QomnNK1`bIGq*#d56j%B`-R%<c_}y+4tW@eIme@EX*{KQ65;vp9
zX^kRk`Q=Axjo$gWMo{hp!b=&8ZQKQJG(z5ER57z#3y@kh*uIzJeQ#M@6qg^ZVO%D$
z3_-AGm5ddVPv(^=Bb0SX!*S0UCcqz}+sjZUJ2f09R`j{Mc9z#xx3rm1a|($T6A84_
zL?H0j?uMt-aG}{j-jtH`R%afMvdOQdFSb-?8B?d=l9jiJRF^H*2WFGg?7Al@$wpxU
ztW?k-j7u%~3!`&E_pz&;l)a+wqN=OuQxp`Hl+671f)-};ggZ{kbLKtsVEvYxx$d)q
z^=mejeFc&E8~w(QAL;e*i_43Mwb3J@!$Y9tj2u<U(d_8e?@aI}{6zOL5Q;%Sf(d5$
zlrM9@!r1fk_^XWs1!G+Pi3y4hc?yOs@hRzKMELq_hI8$!SoGO$Me%RrLfrbQ!B7`4
z9#M$H?z}YDHCj0^)Gi`=$BX85Lm<EzQuIZRV7!7C$bz{-JxJ)HWo$6n#GNpxcXAjV
z&6H(EWg|0z$LY!UAfhDak-9{t7n&{;tpbF&N6Erh748vv#FX){7o_C5<trCc7o=PI
z*hJyk3eFu^+7YH1OY<fiv%kdZ2swuAFOnKpPb$m3w=S}gbmJ}YdHS>WIDh}fXV~RP
zLdKGG`#Q1w+DMPm3q&bSE*$WfCsWc)_AIowuCx;L&|z|>XUSw`2L-5NG%EK0+>q48
zT<q}93=kit6TV8%z;kA2WP@ZWCYBfiNmne*8zMi_PHL;lO-G=;IA*PIh8A;W?RHWa
zaUo<M(5LH0VU4Q$(Z?|2Kar6M#FGtHF@J_fSwBbg{e+xRuGP_$wYx5X{Mm})6P4WE
zj#qIG6}_&u-1BbPw9!gTa(u&19dRZ|z+UuLAOIdaN?mJB>3WSQVo5Nc+FM;7b^L&8
zlIXk3FN2z=i4u+mi&bYa_lI>HH1MyiQ5+ebpmdYj41q=`mXW{@Fa0=LbIz9S?opkO
zc{AENq?^Jo@*C@_mFmikc#NWa@*dT(GfZ<K>uEf4qIcN$3tt%&NWo3nvR014Bknag
zV0pQeJGq|9&M>KI_v{0kbhI=9&O8QXzt6{=(Yohym0mZH08zs9&~SWQhb7jm$t-0;
z;cLj~@r-9<>tAC8MKE`(X=fVnkbr`o((0V*LOgDC9*~zen?)avup+@RHI-oF!6i!y
zbazD8cAz8xP=7c*-C57a3NYnAu%S>ejnb<tmAe=?h{2&eKg#tbcDX!P%vVcjHu!4e
z`v*jk#SH7W=QOLe>YkG3w+zd56>$zX28P<4&=?84iD}lM=kl^MhA~@pA!qhAkjjk@
z$p7O5L}J)mVC(^>9i2*=K*|!adu~isgr1XKUCB(c<9iT?-y}JYPis6H%AnuH)i_cO
z4~xRT<UD^Us952~m(ga=8Gmt1#-BOv&x@w5WVKWsCh>rhFDo3Nm%53GXcC5Z;yAbx
zChsD2Ir0~sZ^{VSaqi;DW5!OS&d4$+ljcs-)RFJXwRKD7G|0-zKK=gp_fvLGj^OPy
zx8TchiAE~_CmS`DC0HkR+bi{B$t5{ivHL}jPqmRt`V7OF+nyWC6Csk|g2KOjQ@`%C
zeJ$VYJI+pRWz#t=gIaYRqGCRZ{&1guIEhWJ345WRDEPx;%C+4RjL_l9GB7C5Ny}fL
zx;VXXYbcX5x?W;nPe(qBl!%~B{eXowUFiz4itG@<3Ld+;yP$&1rBmJ2MqGMX2oNe(
zE7=KmMo-Fq;64;UBM`jyd8coauP?E;bBz^JN7F<DowYVF@#P`B1cES<7^F4C8{jOq
zTJSQ>0hf}Kw#NWJ{fsTyhFd`b?r2TpSsw@VHh}*i7rSkyjSleWD;@bwk&^RdJQ-*T
z$h7Z6bImg*YlD-Cx7KLErXwW=<cP;-J3ijwyzW+1&_HV?w6>$8Baj_yL`T-A@kL-}
z=Wp5{=3+n`D6U;pS(ygL#3I`CozZv4bK_9#-WjaU0IHs7I*XF0$UU%Yy4$VD)tr64
zxCRC9XBLPLtM%8)G$^y4hA2lPy}WYy=u|$&YLhTL#Y{2(5Kyh<9bS-IEs=32DFTVT
zm#PaSI#?%7&G6}`+a|f7>u`VnSvI0}+xGiOtbl_ll2*{O*+Ybb%S@Ka*#_$(DaziE
zy*dT~C?$U!wR{^A;1hCV8T?4qmHI*S4Z$STs%18B$e-Qt%MjZ<w_Ss`fQp_O6Za@1
zn#!nrr%VV_e#ilU`(=?vG$<fiomEXk0eAKWAlmh9?}IfF$J69mS5M-x{D)pcv?UXo
zZR|#u0j?kS%pD%-`m!>FysYnlGF0ynkgKL;4|TpT74w1JAyIBRGR?)1SeqtpoKiO~
zMHN;_#^rwPXHcqmQelz=c~G!LpF)`&BZpFEa7mI}&s{rxcVN8WLSCE=BA*V0%AiY%
za_sO;ihP7b&rdl%VQKYB8BNORNpH(>bau9Zgr2zu8Fg?h1%N?IfKn_@IycS97F^L1
z{yrKjf!#pW#2!})HeIJ2_k$%oi;i>>x##ZVH7BQbKa^K;1ih$G+@J=daopTZK-T$H
zfDprGA>(~RPgm@Eyyvt!0Wef_7#iwBE(&lIG*mSlzOJAMP2wl{L2glLm3l56^2-VQ
z@L=zQi`IomM&zGKu{QMdji<~8O^)MEi>og?8#^yd(|=p4Dg3(aH3B|DB8YJ^_K(q(
z*Ii@jj-BGsd-G)qnO_~0tu2|-Xw16MI4fu+MUi$L4R`g;5qX=-QhZzQ_petMq~dUv
zjU;Mf&-7{^{_u3xHN%D&Vbe%)p_**Z{(tg});Kq$dfO2gguZAcB_k0RH`IRv@9?vv
z$mBkQnkvFI`yxAcfgw~JgXC{H=knf58plHyZt4vlsy86osKj5(oc_C^aR<e)iA_?>
zF^$8G)qR`HB!xqm9BAO+$lz8O4eV@uDEbmyS3|H2fSwQT+~Mmjm12-mKqdQkh8TK!
zqmSbT^5ma+qVSS|*rAsQDOoJ&6BfDY5^F|E;vRS&sa&Vp$Ld|tiuj=0S?gfV$gagi
zb(VB@s4ZHwM=na+2g%oY=j<{!k|}V9Eue3=gjO9>o;lc(pbdLrXL!eJ*CWQq7@_xu
z=2r}7la#ENLe#bBwu_|wSxtIRVVOFG*uy{5Z{C*&Y~H^lGXz7%>I<#uca!N=1;g-M
z7i&B1KYq2))p=(v$RB+zkPnZoI-@canHZi-Fk7oSPy{`tkP@=N3MS+4)g;wHa@6~v
z)fJKHVh3<Kp(&eKPD8S<kxw%5K;HbEvOLFDTvmtvo&zVAh=fFEy~#T&36(_;nw^b9
z++$1CXY@)#NoOUH8=vcWj!wkyhij#!EY_KB+vY^0iC=6#5&guK=CQdorhTL;S+1(2
zLJA%#buZ5Qazg8MYUu^|mJ(kny=m~WyT`0ZV(W=J;Kq~<wX(5CLjuPeLvYxsc4}YH
zzsm}%<D=7xJOQvvSf`iYw1q_I7s0C3l!xI>te1~3b{I1dU4!?y7TB6c7{kg;o@Mc=
zq^^h3mIRXSF3WA4Ndd{hy`styNQQ?2fCW$)H}7bK^oRA3a4Bru2|&s?<H8J!%?fXW
zdR>w9_>yfx3dd74!(xl~TX@~IN=rI>sqbHg)bQ%8II$?bg5pM3LO~_zS%E8SP3`aO
zHU_>7@Mt&S;LEK?aOZm!zH$pP#$qiwU61`Q)H*yG{$AYvzJiiQm_eU?h#7cSrkx$6
z*T@-~s<0Qb>4m;4As}gZ;HH{H`C^X)^9$dZ&C9WuE*g-~2^HayG-pzREC=j8!wi*J
zgluU;-d?!nZCU~O#{{ESG{w%Ayvr$HL4%7JPX{#SMFylGkgTj+`~4{O?H}^Ke}-M3
zUy+mkz)o#o6IMw7O+r0?Z|fbg&M<kfNk60h@uN5WuQJEf&tEbkdgjdERcQN=BvK~O
zutb`avuZ-B7fVq65Cpbxt3=<|-VucS?thd)V~e!U3X|a=L4I>ObzWg@;Qcw`eyRl7
z=dqxhW|I6Z<F_95vrCwo!BBot-*_xjXu{y0jhPUkn-KcU^Y8ZOr{<#1Y>ETn!3zC5
z`=uQi`feMVTw<XZjt|x;apzQ4Q;BUrCZvGY`(@L$FLNa+o4nz*jJTA(F|$U)Q$dM8
z4n-@grHgvQ8l5iAeJt6ejF53}7{W60!t_DOd5YWVLp(e$obI@I(P$6n=L6$saVjcc
zcdw`j8)^+U#bx<odxn-%nRYHMX(SHJvAp4LQL+}sLu-T#6c;5`15%&#X%~}$DLPdP
zi-7!gbXo|w!I8u5t2C>qs=E{ho7zW7bUWBTY?X$%Lv=x6D-#jw^-=EYuL6L0hoDUJ
zvT!=Hn6w2uEr%)sTQ1%X!UaVfR>RR{ePLYgAw!n%S~)a`)%i6BD8C~YyWEkpiOW)f
zFnrq3Eu|~V!=I$4w#3Ad#$ev=RvTytY!<Oj6+-wp4QTddRWMvR$=y)Jb<S3@-BSmQ
z-m{!aVUeL;?}-L&r{1jdu(Ib<Zq6h?Qmq-7)K4p=W>pqWF=$yBhp>_{&h%*hZvJV)
zS!FKe;Tkdk=IqKlH%x=1$f21<T(Vx544Ltod?j&mLZb@^&W1k@t)c>lStuiQ3p-1{
z{A5+vu2*j!PCQTQ=OU#dvAy`s&&8Er8YqjoB2Z<fDOvdy+V9%@w+xLM+nhwdgCb<^
zu{tL%A?~_|yl)CNm;Geu@9&R{Gu3o_adEI9M}06tY(`Ij?)tE9>pl%0>$aR89cXYK
z!Ut5C?yl`|3^GNyD2XA@&~`%Sw4D6xnGM6ud>n7BsjD<)(_6EgKo2dNtpE0WyCN3%
zGWD0AS%2*=4p{YYT>Wef3i%kkM4T^g^#>$W@zT+74S7rW*Y!Pu4{)>i{)}@E;Q%As
z-cJoFMvrC*m+5($Y7j%I@^7Lw%DM2LW1EfJ)8y($6Sjpq=ZCl5M?g#B&L>9(w(+|*
zYz=S;bo3h|Sz>lDMXj~19<+51ketcMf<dIQPa^j_D7tWJ;EOqJM2@}5x1<|%6e|<^
zJIc@P7$q&WA9p)E^FIC*l+5Z&-3t(UE;~2}@ydIS7&N+J&3!s4tZqqo%<CgaJX*;K
zAG=eaimA7%a_6fqyXn5BVDU|L=s^Ipm`~8A3zI9zw(Yt`FfXFhH)$!ekP3C9DQnpV
zpN|3vir7?do<*82i)mO>2{}r248MfPo6$~kPhi;yD1i}ETCys%ADZV)A}yk7qn&o@
zME}RvUB*?lL=6Kc1q`~oySuxkOOQqyq(!=<ySt<t3F(mT1_9|3knV<e&iy^_^YQt>
zhkI4dKC@@mtTlV)zfl~=Bj*^)EPErq4VVzzT^tYG`Hr1zHBATc#tm6IW=Gpfxg^)}
zE{KY~S4V~aP4kMk(3G2M*k+AqT1YP5Gr=^tc+v^atMXm1iPiO^BZ064B}LH!ST`!`
z2-+#;QW2n$TvQcPm@zTY4Ro8peDWOFvnCNAv6-DHEnp_>{)6%Tv4mV+Ip<sP-MZlx
z1qH>j+g8-cG8DU@;3(I;UJp1M%C{BCk;-9#3=UIj&`U{3^mNg#L4y;AERjl|*TWfv
z<r!%{8I!(2-u!2d?=`TV7;fN6(?B6DKT*S0ixIL%O4^!+R?$`5#-7r%{tdR*GbAj!
zNR^A_j_sW)I;tLww7tkPHIJsnM82IB(JDHMC4Om0!@9l@$<$5bqH!Hvz2^zVR*8v<
zL*6~?+e@YCHKC!rgug$w1F74DgSeEBO(yQ!Bi~x_ZsP@(Nk+Et%CJ=B+Iw+)*P|*-
zGrz2qs6SbJGcZQ_tj9t@As1~hE$VHRU7v3Hm@5BT;x&`AwVUM%Hh$SZx0BZ74cGST
zw$dzXlA}8Vr3;d8GA>gi#Kc-87S3fkP8N81xhjmjhy_dmI`49dX8zhxQ@W#4;Usrr
z>pQa3QLDngnVCk?H6HGRwUAZHa3}YOSL5@OaUp$L+0Khmtk}vHQg+Z=ggK9w{!p9K
zT$QG`>U7L7+{VNw`4wy%Tvc-|mgdX1B__N3Y0=@+d|O3FejrV2x{1j`JD@{i?l8h?
z&L5Mlz!5jZ(c~T5trCFVh%>ZH%@#+tLejI5NSCc6|8ywdEBmUCPR-knp^xS#xyNdH
z8`a4zlnL&uGq+60X?+d)pdu?5S68R2xepiM6z+pj;tABv$_-9@Dep;3{kxdCaN5D%
z3js9Av>$axxxSr8r-=kZ?9a=HMX^Q4hwifB3U+Oxwja{H)IOa*zv~TFLwrwvI`>ej
zKP&2vmntOTrlkMtd9A$06XEY5u38hZ`pl$cSR`fLhVsEap{$A_f%#CLwJWXNef$<<
zmPm+3edrgKtJon$C-E`HYZqzR8@pfj?t_GDflZ#6pJ(7AqAPoOT1DyeRXG}?Lif9!
z$^;u~vXVyrI$zVtJiQ-Su8ykZu8aC4_*nsu&ZFKK`_4jzF3BYQ^-~aSpHnRPRFnz6
zA5y^E&5WgrR<0>2&x(x5^d43PW-H-0Yvl^m3u$;37S^eCBYzyi?QH`bxr)Gdr9F#w
zgwvtnY(-@HVC1BnSb9ur-rr4+h&jeEV7MvaD4;?}p7;IJj?*A?&@_g{CgWMa`EMns
z=V%nt2jC_c>tGjIIRP?4)xcof6C73MX|=6(0RJ7QWYN4meStexA%nhro5<fLe<b!|
zx3uy3Hcm`|Lzyh8=sHp>@z={rZ@p#m21#{(ZqN`sR^B4qN2Tx5L+Z{ZLjIo!VxNCo
zn+iU$ZZ5;GzcZHJiXA4`#EhGTfA%=hlAOtHo1Q4@K#b0VNy+iV?_t4OXcZXy8>ZBj
zC1J{efAxVeB#!b^r>}pl8cM`?dEt2=_p6ubAvX!6{Ev~@8+5DA*EOR#x=+E;d}gL@
zw0AH&@@NB|IK-#K2S?02>EN_cqQ)9#ym~J?9A>rne(h_oD>2iTjTGoDl~=Jne{EBX
z!YJhcnLr!fv|<+=5`srWR9Ih+c}HUE@0sx4&o74Df}nO!0(;GUpYC(DMtw<O*cF<5
z^6x3n6D4{rPV`hA7{B~pi90E0IeTJiquWy@58C=)x2s|%zRRJVx|D+Xi1uj#ga(n1
z+xW`^Ofsd_X{()Ue$LE-$pa^gVc98GoZ_}^ohhxJ2Ai8Ng3&ESbTD5d$r*F}Pul2-
zy-)dub4DCShxul??n+)JU%RecGqy5j`A>-r%Zuwh)zl#&y!<rJOu2Y(z>J)8ZlBXi
z5!X7c_yo@}S;wD8NzT8<*L4xaYYQU_jDr!wXZA%~Y%x?^@Ffch0)d6%_;fX|uA_7J
zN5CDUX}h*@+tXI&)z>tFMG9j|c>FbQOjwj-Y9ZWWlfJi-QoS7I0f*U$s~!l^su6ml
z<UdTI&o=GQy)$HAeN>r&7NjyB&BLHw?!@Wg3)9vJ-&>h~H_Q3<FSl0RSs!wEj}LQ`
zDR<}nzC>z%>uHSmkxm4yq3Y0jvZ}eg>tstUUd&<c`80R-)BeW>yMN^E1?e0gm`pd?
zS|q%OSFueejGb)+D~Px)h7PWrfMx>D=Le9I%ApronWX>KReAWaXrO<0mh@JLGxR$i
zXZu&O{E4f{i()2?YP){@<6=uqhPY1KqRY0RP=fs25?-8!b-edvO^QzP0i|(>@fEqF
z%>L0tnAgXo3=e2<v9p}DX%=xNQzDkrGe?{4<uN;9G!IsS&G-|9BF!$@_iZ7z-fYpC
z{#z9veI90hDhSs5=SA#ZY}{0JANcHUZ#EDSBbN(YtRcLXi;pe%+MW7lX+yzDem3jF
z#Na21NI^b@xgic&ls-JKf^XCLHb@hdzj&&Hdt2<nwI+=Jm6GXo2(G^0#dw-Q4v$WY
z(fds1rf?Y$t>Y;eZ?uWjf>z-zVMVFhJD8dnvuC@^D%%1@(qe`7RrpRY!X|*TSkMJL
z%2H-qu<7RTbtC@tfd|KTn-{y|p-I9!-1bBzL=&oJ5&1&^t%|n?Q{0!W%e5JaIl7;t
zUN7VxCyPpCg=!6L*@HqEDl(ga$`xeKqpZn0c`je5nui=;m&(8X_NsQk|1e$@Q#OVG
z*BwKG1C0_|Mx|T-@6I;L_$QeMQqR_4?RE$5n3aa$-G@5bMYt9$6PX^=u}U8$p)bPD
z%s;+`98K1M<KfpVv;sw$E{5S<o!6>fE_58s2ETs6w&J=MWyE9Eg^J8eEe6S8eAHBY
zY(`U<`X)g_=A!YgDV(<8U1UX=mG+<kO}MhOhQT7A`P8{|UJp{kT3rUcj9=*`t5eBa
z>{rd3E6$dC>StWZ#DP9s+)D=*2&frHhTAr$Ta1ou_r0vv8imho?r(*r`WF78d5Q7t
zAAP(1V~v!hBDL9vm{tONQR@1*OBh8#D{=a>Q$pEtP#}R(peF5^rg4)wErz`~D826B
z$0i?j!%^>)%js@d-QqJ|YfSps^($K8pq2{)Rww?Rn73-qP8?MxC<zjH@w%^SG>H7x
zYuUX<@MY~{61;03xNd9;-cbIILNnwDsN?G03r2<s57J%}J*)MG{&e2V{1`!iO8KyB
zBT#?HFlqk4qmiu_RlXqg(k_HaqNzB<_Ac@y)98G0eE+i`lbAe<q0+w~VUw@+QbZ#r
zY1qj%CpmHSv8(u0&xfq)6Uh0A9<=;Flc$QmZfG$Ijzo8>ZuIE?lO_uLWDUQ}A&<PF
zx@7yXps3Bg)LH5#N9QE^{e`7{Hd}LIl;OkVmkSQwfA5j%4+%bOmz=9!hb0vdFDe~=
zU?H8b7ImOA^508z`0aL9kGVnX7`u;aHo?TQS&4!nd`;UwAEoYVAOtmp(~88H1s(8o
z-s8Hr2n;Jv3^-kJTAv{Qm!tfD+xQ=aYXZhegk^em22=z)Uqf|~Veo!M8^?RH^prux
z;xVZ~nSwXXD_L<2ZitHGF)L$9jcIL&{0=&gvpG|q1o=Dxyj-`Yjq<UTfFOj(@=S0m
zYn#p18JNtMNMxofbTy-x+HI9X=`Z~_7r42^GdaOmO}x9zUr`Z`r<|`;AQ!nS7rl2I
zlQ9;l$-$<P@a*YXqOB7~QGeoG8r2@C^^<T|qJ9zC2-1xdw-E(O1sb#C214SJps23M
zHzQ3vPFBQ9niGxQ<Hf(1MkOWrkoE^lB5Kzm<<7FD0BbQn_MaU4nMq(gRiRti&Cbt3
z*GO`N72e_1bT~cGJI@-BNI}L5Oajtya*M1lzc0^$kTX3$KR{QUDXx<yG?8?)o*=}|
zWiiKoJ&L<EaXrObmsu2n&Dw01x-rno`jUL3kHnAkGg(!2#qZED*TN;3grIlu-)yEq
z1jS=xsT^a(_HVIp<t$H2lu`2s0s9Onc0Rr#AbM#7mZmt%6~C4d!v8n|`>D>T3#O|5
z`lDUTKD8jRXR`iM7Y&%V%Yn<2ke$=kJIazNxyW{vNTmJ}{`qHM|3bQ|Q$C*fML5!g
z5NpCGCufoIb13<#u8DE0x+jKJ?iDwS(bO*Amm6PoU{qP9LkXS_Qg{IhW*Z~t77mab
zfb;Ub)sb?)(#Qe5FaNO@zl?=HeEeXZwfRf@s3<<ucU4(y${T82j~_X41Fsx|GdbIe
z_p!Pp2$bVjgyc_CizHm&xR=TWHmynZ_4Sv*18>}5wsu>9<UqU<%-8S+*`)6^HNAY_
zOOqgn00<`2zykMGCqT>g_xHa8sw0BAWv@~IaY;bl(jE4nXyWKG+w3{3xxoOtf@zGx
zQ~>&N5;5Fa(u&iVp8o>I5oTrfx4l{tC)<!53T8hIEiI>wARHxx*CVyG%*?NTZ8(6*
z33;GHuNOEu{FajBaj;I|p?QM<B?&7lgHTs{Ezj5_VMkd7x3hc-!fjdcR2-<@c8ooe
zi7)Q3qK9Gnx6x(&s%QLvg+a9T2cL2K<n!l`L0YjOdf4ej&P(Q42G7OQiEqvbOJ^qJ
z`Qb89)GBo9URBS(x3M|6y#7x&ffm)&#2PX^XA*d|BoIS*j>_K=H0Z5ME4)QZSor*5
z<@cbqf)LoL_hrMTZiapd*-%Cg%AHH8IKgZr*%6f3xd;65lr;cE0j5cQem<jq3uf^J
z3C;52%XqK306;Q~!<92+4&$<JW2y#LG{Erb^x~10rdnc?Hork!b)UQ4U0Q_y9MagR
z2!-_OTc*pjT(!2a=e4c*M7B4gylGu~e7>OQ+2UtPp38VE68IT$70OXB=qWl19Cx~Q
zBewVf$C3!^y7nUQ@9(}MT`!9_G=`#It9ktqtO)Q=V=(&nDt^hoMD`T_M9Q|I^DFI%
zKIE7!h8A^#nC2X;$5*0g#u0H<Oc(u}aT4FAKZaU8tgMO`KUm615eI7(zN@$$43|NL
z%XZQGX+a%bd5;2g$7LeenDF;5c68f;7N!)XoQF+y5D#s_P_9+=1vt922n|Qez_69=
zd29?+90V6wVM3$;(GMSRzI^#oeXq3ZKo(B!d3^}<AN1;Z&xIUa#Tg*r<rfz2fKR0j
zkBp9ndGMenK0Y~v6U(iuOX%<K@9|kqB1JT1$CH+kNdpnU*w^k&5X{e?AtiM|z-iga
zIU)u2Q+Y*PT%3e{<or&$O;t@xOAGQBHiHydN)vteourT!-0CGju30@j-*k%1_PMPH
zKcB_uVqjoE{^Y%kOvqK*gx6mcoUO6zqP2q~{6VzA9VfDI8EM_-nSDW%Vft`#=9B~Q
z=U>z@cS89Z9ZdBb^Js~$xgLA`jfgVK?l<&bM7qDYxB%J9O;T?ijI!C;Swb}DSgUkt
zW#tLztsrCz&_xg;E%=uqMom#s(Y}92NSy+8&*>@a*w|P|3$1+-&y!j7e{A7V)`lVq
zsf@JuG{iCtA$lMhL?cfaa#;G@$OdpUu+lRM%%h_D9Vb4Y>$;p8$1Q09C$&iYrl3fH
zfPr5pXJ&c;-{tV@*Z9<ws$J_5w}$2p@PJN@rxfZvZ|ordYQwd)88lo`Mu3a{E`Y+e
z7cFvj%F3%u&Nll(nhGBHTbF^WC-`t!$7s-&3K6MhPB4B~>JGr72>KOSWqw_C&vfWU
z3TdiGjTvaZ`mGx#ov-IKM8&96YwEEAA^CuBczWjr+3q%)$#;R8?2;2jz~i)=^;Jzx
zt(!*VPA;Gec9+C+J5I*!e2C@__)zYWoJ5_Phu{VPFz^;W*~}4~0f7igs1bcd^8mV;
zE_@GgG2jCd*0Mi?nwNq&<^r;ZE(ZW`k&%%K)vaLDK&p@@HzZ~QB<p5y_adYs^GEf;
z7Q|Lk5_xig>{ahV@o^BHU%9*3&8K}03kw_aBk{%J;_sN??fN%8pfK7l{O|`hmx)K#
z{K1aM^Onf%WQcGtQ{%GJuZo$FVIcWY0Md)(_7}n}_*J5U#0b~$-SBU)PYYSR!@zHK
zo>Al>I%l34GL45YZ4kE#kaZ9M5cc=Y%?$*0np|1&9_-g8tU82pN@aWd%}dz#mx$ub
z!cQBV-E2?hH`t81K$p9|zTTezMicPZqyb?@#>i*8){zBVuY`sMZhQiQMF39zI0^Hy
zv<!uSToA8H{JVoFlprQ}yi-=@G)!0Q0Q5sPetvo86j;$@Gi+u(S#R$rV~$YUfoLMg
zon5T6aNZ1~sRdDO|I6pkpGPxzVm3ET^q6sKz4i#O`2_^{fas*%=EnA2B^2;SMr%Dv
zKzKwEd1O@<y22a)q8gdVfP{nuAit6sb-F<qA6jkqES}%FaDP4x5jl;E@d_Ls9`5mZ
zJED6uX=v2|Yr9w*l=F0GfgqTa1uhZbcHW;BL_Xf1=!CchRvY8ah_LD;7t37fCI<lm
zjG`D`jCcE69f(tQFdjdv3PbL_I`qD)q#n0Zj+`@0qbMjUp3PPJBtiOUwWW`H`O%B#
zNv8pooJZf9Cs4WGzIz8SzEG?55U~FAJoI5B$*lcm)pHRvby8ANePd&t-3q^w;90MP
z=4=lbfyf*Y*i4(rx^{d<i_f;<1Uz;H6%~<PU1H{A=~9&FVyc+k8?3>`xmNh;MMSj(
zhTh&n;P03Mpy~4J$`PQC9IULOpFcBwSFyYgDLJ?&>m0(u!uo!|zp}CdLfq!X9q5$>
zGghEcelQ-y=1iny@HtZhx(_8yAs9?u5I=Ns5*0v-l;}tu*FUQvi@J3lSN|kFD&2N!
zAhEPxqWg>bS#rwr5}JcMUsguHdBzJ!&7Q5Z(=mG=4E=c&tNGRN@Yf*Dgi7Z_w%~&u
z;M6oUXmI|05jdZ8uoDszO3Ln0NS0TJ4(-}xLcf0}tLl9A0Q<sevRu$p^j+~p9u_Ac
zv3!(cVtZ-rnHzGy=jP@h9+<^knWnuv-avmpgxHj&PJqOLOwZ$H2)nfrOkf8g(Uv_9
zDsh9m9@bt!ZF4o-*yiPX0$HX;@x6rweA*b-{Ex3E2K@sAcc71qf}zz7d4{r&(|+P}
z(~4rHqp7*mPhekAULFCy9wgs_T%YiHT+HeEHxx(^aRO8D`jyAsY_Tv`mg$koV(V8H
z2u}(qy^C>y7|3XhFnkQC_S#_ph@^;-g9EDmy!%b-nzuGwJBXGMAtXMyAw69mI?l0(
zeIFfR{GmX^goXkTrM=e{f!C3Zp+MfNjAtTG!a;$>=Nk%x>aX`N@M5Bv05N<UPpQa5
zK~zT5(#euvbugodmtJI?{@3^lc67&SMu+i+r&%suk~>2RHE>_<4N6Kj&%TQXzv9Jn
z5%3HrzYr<Tpo0BJ^Pbv~x2uNKF$3SsbZ~?H8AmMBgUiZzv&MU@RgAea`ZgR0Cm&ln
zt=?SgFR{G5P{jVPY72`5kgzdVw;%uC5`$o4fDL;GsUH8s#s07VaTFRmv8$?ywZM~l
ztTIt}RXx1pRGr%S&*+Z`+ODqLO#O!^r5Vm4Q+9hRcUy!U@TmxjKyHNGI|!WkUut-A
z;@k6Zzk%XASnYGg0L9$-c<yUsSlwUC$j{GTWU=F2XIiHNvEs<%5J8(h9Jj{k+BFBg
zJgvQC5ud$fWo7*Zwp)(te_i1c+MV9pqwRb;vWM*Xay#upF#NjS_H@0}eAKYCI=kh@
z<O{mp9b}CY1v2SD&M}a1&ulHN5<<jB%$}Yeh$aiDR%DRjDJ!Eu`oZd{`q@a1oqh8T
zwzakO>gXoS1I!=**4%@GgI8ytgaPFV7PiXD$`%?v6T}GL(}w3koW5W{j~@K$*xwO3
z3sVNuj@#b%5J)$N!o|Zgc5}l84lG1({n~MnHGh@0XnV~xq5r+?U->J;|B_3FuV8Ud
z_apUEm)S(WjR0*2_)?JZ4A|SFeKP>fNvXOW)(k*?9C!&6Q&OC#<!H_TQkn|5UTj9~
zUywpz%c&W1QESiFjl~u+`W;?;KUn;{&J%J9z}ghV{=_l#iUY%<<1~mx1uRUy<5~8b
z**Bf9(oalIcG@pYfq=H*AYgUe&s9(V`6CbR9T<qhL_|cKoSdh9EIx6N-+*J_=KpeE
z{bB;fv!3%9*W=xU@89Q#6B$gYs<v}^hyi-y`{Ma$X$jN>+rW7IUSFRGiQ9WE<NL)q
z<3OzQ_|**gDn-Rmh7GoOAoC!Ef&`Ec2JTepMQ68LF<=R82*MZxOZLS3#1juRBFHah
z@X%~*Y#?{{c6nF$>#ygTea^L)=Nm{!20;dbwSs%&dbrSKA$)-cTuBHZJP3}0YB$;u
zb>8-|6w$OjE({1u1ELec7`L@SQhtcX2x$^l0Qg?b8!Fq_FhID(@(<Pj@xg%U1c<30
zAoeBzPzwPw0jLT@*qMuvC(yOFzK0NZZ#X!B=5qq+h%@-P01c9@?6rvzGUsL4z%yRu
zzp(0(Y*zE-Kx<s^Lcz$eDx68TfmKlOttch>1|;hRRxiY31s4y-gHy-dn0>ADt`Z1r
zohr1LP51xGb=p0+aP(c!GI;E>?T#0l94U&d&Ov-l2C40TP&3FAAm15^`}3b(z;Z$m
z;Qiy{zv?;nm?!QNo~a_f!fW7iYZz_#2lW7Q%S(t1(PnE*htR?PtGiwr;Vy7rhJjz&
zxAJvu%tGWrXBFf@KzQ~F0*`#Ye&xAY^A&+ac*rDYWB7m%x&j*{_FCE42(0UslnoCK
z4!ZpLokHX30p_w&U=yoiLT-hs3=zC25R2^^JzJVBp6;)__9RF)L5w8_w|j?S{0h?M
zzP=(kFOR#;r`>OgX|!$a?RSMv+)*G&f(t1NJv{`D-UgkMURm%A4zm3O3_2h`gJ{(J
zH{C|N)s=~*?Gy%>)$^UtSU{$QT>kUzfJm*y1Tlm+g}A`ayS~pMkX&lnq32y>Obmq_
zdUzfL4UX}B{3LwSJmCl)h$t6pGcz$!r6~ZwbhRyF%vE-g3w0^O?gcLE!Q$i5{{9B!
zumwxUEjjR}4N>9zlNdfgoM`BW)g(c%iR~=_jTNZ(4-X+ku1<3EcKmxVUNe2}_h+Dc
z_g%mmD=5o%0C{N!x-%HY7yc+-er|%%fU3@mV20$-0HDpRsbNcI)(_94g#f+O8Dr<O
z>dG~?i|jrZ8EdTk{KG(0283+R#6Tn-M@dP^`rizDYU~Jzmy4%3gG)e=UtNs?rl`B!
zoQd<Dk*P0P;H>3w=Zg;n4j$(}sDK@pVos5mso%$Qxmf}*E~IZa-~G)%gM(I_K}KZG
zqg5iY2g4xewwJ~YBzXpB$Ye?KXW+6O!9wx$^fY_B-V7(0pEW?{CN3w36eDzvTV$p7
z@#8Qk77#$jkd~gFm!JO)Li?(#_dsTIV4m{=NEk9yudc3U=jSg#3XCeHYH4jvjvrO)
z^W*_iPq0oxQe?%>%`FW&TrDGDH+?#Dj93RjwD0>jS6&SIT|yMmKbQUno)|E@*z>Dm
zBK_xyLY`g!a62>c0nyIkxOrEpal{jVq(_|~4FVa|ZjP_;z6-vlCL7pEgjtNi_mt0B
z$ui;8<h%5=c(iQC^Xu~R??dC7NM)0m4n)ib0g*hM9O9eifO!W%&P7GkO2T)hpymm9
z!)yd{HbC-{qNXy>L;O|4m-`RIZtKvHHioFq%F4yZuC0!|gavA)`%X94*O0vBzxWB#
z3n&#G9XU$$H0I*6vcMi=DDm&85jZSG0B((7=}2X$YBKTgxO?ilKbe>qndo}9dI5DS
zP|RN>fZPgVlKIJM`wYtg5%Pdb8oXHQF<TMsF!abx%4cBYW_q0uS*G{vSY-8qQ70uM
zgAi<t`Z}lyBsR?_V6__DVjVD6<_$cLF2630eXu8S#YjHNy#*s>989Xh`gIHSR-nGc
zm~rPZSS|blVBerOIMWLYvfx*NM(FRC2009h;3-tA>(M3%eCZuJ#}l58ms2tq#Uf8(
z5YHUk>uf;uf>bxXNKvG{^Re~X0`KzS39NG@USGQc@?H+2%2pu&2>jnaz??dO4#v*O
zDG9m}fSl8n7|IXsFNH7e1PQopjTURo+Q0;mUtWIT_sN+*OG8t$28?N=wfAR`Ly9v>
z0#V=!(ZeJGMGiU}7=aU$tE=N685C$UU;z~}L{P8PZDa>&1If#+OhDH<w0kqGKNJAP
zcfhbIYHiKP68IV~UkFlazpdY2h<aGT!<-!mRu1Z@cF!B7oMH&T+B3o$xo@OPi&-?$
zT6F*xzqG0i#z3|W`seT8T1JMeZ}sPE7$Z#C<v>$`wMOjXOsCfZu7^<9T>7tIpvAvW
zX1EnDB2%@#G7+GKj6<LngIadTCBFRSapI+*s3=&4R#IPo<+9;}{ueAr4eAE0V7`AP
z`Lrx713ONT2TK=6_P!Zl0*@AXb^{p*R4SJZHWWnI1(dlL5a5fzJa6y&u!I;O3ZBus
zy!+nP=GD@$b>;>JnK&xke>FkRJ01v_j}D@w=h}k-sB?N`gwN3+BDU+%pT1q;8$OVE
zL5N@gh68LD1R{AevmKYQfm%k;zn}N18(F;f-&f1VyY%B(oC4U~0W8yjG7vj{h!RXs
z<~_mh5|fh7KtYj^AI%>QI&=Vw&shX0^B|v3Ho^{8azOfb3!7|)2KpxGlPI#-RERK;
zkG$>Y>F5GxyyBNHTwqYmmzI^KR~_+XDVdL^`VVYv02-LHamAGYO!kl(6adxx&Mlo<
z>cAXcI~mw;m|R{K)Tbz~t{ymYt#jE|`)@Wqi?RpnzYspSvN8$;uYF22NWcpl*aC1f
zBqxMD1sR7k5cf&Ahnj6)gay7Q9_22rRk-|k6yO^%JgW0G{5yXi?b{#>JZ11!1iO|y
zOOSPV3hn;ABHa2uxbi&Faj|m%h6Wf}Odkxruf+BPK6~mPMg~5l6@?X9(S|#TrVphQ
zKQ4FbGpA(OAv7)`!z<3jQtrzthusIK6#<y|hYd+cGLh&tkp2gnKn|<(!w4GUw96H$
z{WoDnMuIOl3Ypl@!{8uo1Fj#^1`O40=R^;%4U4uXZm#l6PvCwH(+Hm-<xSB-#R#4w
z29TbD6`a_O4ddU{h7(|JR|Hi!qz%FF%586dLQVMt$@_()7gF{>rM|hjxqrO{UhV+W
zxZwGNLeOL@tzT!>)+RtX|7~LT)AivZ5bqUGe%CTafWJ1q&j|?TZBV_F;l3qyOt=Iu
z+4x%Zv{FZakAHgzE;rft1&u)Tdg&#8e8WLu;`c{dOowK@8T~gmES~N+GBccu9o_<9
z8Nl{WeHfTb&%s*Ti{H?ZZG$g>1>sbGO)E0?_?-S|zXCqHn_DWFUqV8*A7U1u;>XPK
z2ni|iqrm9b28{)oJHT4ZC(!@Az&ceQC~7AqP*nBw6g)izK;p7^xl1Lt31(TC^)3Vw
zO6-VsllmWH*AogAD-qZesHr;9)isz?#+`<B?N{t+qhtq}4!y5pL81n!9LW)3Ao=4h
zs2cmg(p%%I2Lr^b22sQe%mtu2KZi6jWZf8)3BFC$jUK<%mg4Ns3x#VX*ut@SVvnQ1
zt^(r6x?x&@4m>e0o7U++tBc5LG9~jnp+`Yi<}DyT%NEa6r%GMzpqmGmp!SgY!J@&x
z>Ed+ICDv2h*VX>G^gWp<obCRW8GqIHZM^duM`~e4q{xz-E2Yxh{)I!*J&GgU=M&8T
z*}wzY#8drqKjYcdx%ao|s=W6-ui?aFbSTBRLL-Ut4X<JsDV8t-RvO$@6$jl}74K|c
zeLMW?eL;$t!-DI!pqVaM(O4;ZrEJ9(k>N>LUAm7NGE?366547RN9%x9w%MDIY2v>p
zxR#}k9yg&r_Vuq?6O=j{eLeoTho@JoQjohQ)qpN2HQ;B|_^mT53S8$|ymV%vkHSyC
zJq={-lX8~tXHO$|_Xpfg`AB6-BExpmwe6pQ^Gkv|6n#24Nnxw>?);Z2PO~W1cLV<o
z65;pi2QaIiM>uHr9JbGk&XHJ!xBVg5-M>;)SCR%d+!3kXpxTV{&W0F!Cg52^Q<QJm
z(2`w=<1`;TZpVhK5A(@F-(0%J>wbUk&c`#Hk$cf6C}};ll<f2Q@uU4|0er4DiOv9)
zvOaXjBCq%RIB6QWm5$^>l3VOI$_Dc9`wI%?@=UI*?OLw5ea<szZvS|S<5El*VfmmG
z)~$EX@F6NjH%Q1vnW-S;Q4+5P)O}B!z5#ps!r89YvD-fXY})<(yw(qsSZ!-;qR%6N
zVq18;5`m)M^||5Ob|_Jpj|v{PsaWc%n6Te<uacJ(%~qvA@~j=s@84<_&=|!<=RsI9
zb;j?*+m~u-_xa%}(Zz)F?ok&EicKF7O~@r~FYj(sCdhMU<ldl*>%u0mT*Z5JY+>cl
z2^Aqxt(zQ{u7u?Fa)aU$oL>B;29FDCLoT;bD17<wm9)iz<JyaG!yUy0J5b0@&87!a
z`IfD=@9{B=P1X<fD~0qZMFmOv(N*fl#+1oT>4Mmlu$BD74ttK8D#s$}Ed~77urbHx
zo6lq0{qZFUe36l1g<|`)It8sXVI7m-%ocEhkB)lmy6<IxElP@OC#&p-9KAs)MmH#F
z9zG?8K*g7ZE=I)^MmeoxiWQn>WU1{#V}Dlhr{NnTPj+vrEIR)grgS4RTZfrn^9dh*
z@tTzD2=39EckoabowRQ!GTGZ;%wK3~r=w-LPF4gR=db&T|49=3j$KjG`yveU+4aVL
zDQ*mqBYvq%A7JAWp%V{-5XU%%P%32B6$IV=(Pi-R^Ay4)OepKV<);3nD4fF#b_yNl
zz0E*9ydkk?D2+z*8pG<niAHnxL6OmSXAhubeeC(-^0Y@5zRDG|<#T87>UdG?u|}V^
z@b#2Ja1GN@WTQP*eJ*iIC$5cX-hSSvp`$R4GfR=e@`Em)PCEf{NEc^yfqg4Fo>xF~
zHVn=FhgE`T%{=+UTUN6$(23%$<jL-C9L;Stp5m+=zcsRHPgvs6VR_%eTx?@h>D3A*
z%V*NFPL^peTa5iR;gMVQZ<6<(CAX(+_0OFgxJzu3{D+i_D)Kt31!g)-*)LzQ)jcUF
zU2jlN4)g7ME-nRIp-&<|KCZG;e~nc0k{1fl?ZtB0Vz^3(v{*cMqk$ztqm=5NWUA#W
z$<kHS`5apo45fMHFX1hZ{N9{AY-;{pDcs*%#JquTy!K>jl|t0JMn7N&MJBa6{em61
zK6z8P<!3dW8`CFpn=HC!6TYx#U|`*jQU>$&?d)9ei2=rQ$4}6MI_9DKhT>1x)@O+*
zN;W6>*>ULM2|j$yw``{w1CE{=^eNoyAB96IJN0F9*#|S7aYzkZIF~wJFvEM^e8bRS
zvB|y8gg5obH+_|N`F!SHU>jiig8E4UZ!{+i4tv%p32xAwll)1&pqAQs+%DfrjwxKi
z^oKyd><#VyDz4{zE24&*j;l0mpINr=om+(q@+W%u06)_3P%1IFfjD1=$v*;<#BDJF
z=3*-fj9+o3a2y1$Skui(iR#b?4i}Af;XGyt?>>x)P3kQwL@fWZG{qf4KQkAiElQDo
zkvFG#8>k?l=>*Rt56cupR+~nr;f)wW<6r1+b8QuJk81k@Ly;rn)NJtOX*L<UKp|XQ
ziwwh&^=#0&>7OKfm-YFQCsMVI#W)tt#^uYJFh0vi*)@^|*1Ej(%YI=!jtDybhNQgw
z12n9l^+S2VpJLL63-a?MIb>@B{kMa(c=CMKSK@6{ueHdO%RVKJYR603qgPj~XX{9g
zbME{4MC!*}O}Uyd4P?$s=DHY?(v`dls)$ZzVx7wAntf-^%p&6?s|}ykJuZCNg&43F
zMH&v^@;fyed2hbqOb@snO*^EPzCF>vql2#;HfL{#|H+HuoTkxVUKyD=tEfk)=-$ML
z__C%^Hy7vh{b`A=sEe=fM7Egga8ih(p-UG@F(Q?D&TgG-IQiA=fF?h}2-eq=*XRzR
z&gq4{7ja~-o^d`AdGlV7M+b!2-aF#US;LoLGMvhODwtCp-NrTe@JiJYt?hDa&^ej-
z-{#UY-VEtQ_sq7m^dRzElWlf4Z04RBUf7pq_s6H(tjm6(f`-WT?7G;)1=OKcgNkH)
zy}|mGTj=ddqQPdyHby_p30kU-iey<z2~8{bMW!Cy1ik=^dNkppxSEi!-5Q}aXLJn~
zjCtO4=5O%3@`Ta#^A&o_r&fqzu*mcjnTHQxO4>h_v?82^BV%)6a!hh{E!5E+ukuUh
zE{IuaLfO}#sK%qdgZ;`L%#Us{vn5bcsU90L5Nn}<-nQo^IX~ia-{Rlm&XVRiPnHbl
z$ZQMO7e<N{N*r{3B_w!t=z)oVIgjIf6GKwiS{?Ia#^iX^N$L4lvqs}+aJGS)6-9kR
zz)5As8^)Vkj2~YSx~G#0POOTXTnRtmXTIdLUm!PD(4V|m+<1F*wx{fKDELDM;+1jg
zGUn2fyMDv%lZ5wGjhv!<6_$?szJkq_E`Yp!-Wa!NUclK?<R;tTdhzOJAg~<qwQ4Ff
zU(Rmxg!9CzP4(6BmusE1_CF6*vKyBOxNCy%E4id*Jca$fOnlbvkx2da?N&*Un2lJ(
z#PylVX%>Ea2udk{l(F~Pjm_bA*e=^kgK^bkD+)Q@Qm8iBrq-Ki4vAn=q~dU^G1b#o
zrK!Z?@QGgrwjK^xNK1z6a8!0n)=hWQ?*68f{EfK9W}>+J!(&9W;IEn5lX|ZDr#0g*
zPrDge`>w|<@v_{7qfj7>d%uqZN!J!OMgOOY+es@w(eLdEmnkRGg2r6YG$z;zAC)YN
zZbl0aJFXq&KjY8E$E4-hi+8#cNGL^b4BV(pDxA;pl9j?17N;rpIeH{+mD;XF{aXs$
zM#=wDDHYXE*Z4)v=Hsvezl3Dc;4yJ`Y9<ZpNP?w7uPk4G7g)^iL#MH~r9qpVjQK2P
zqa%LJ6T^01K2|Vp5Vl6k@uhEG^&|P<8B{>o`kWp;!s}V-zYflPiLoJs??}sD_eJ)Y
zwhSXx8~D%9_ek7)CePb;Q;!Lu;xQgV@4Wvvp*_2#(56bm;}CjEgp!wCLtI>*RQN8d
zWWr1=>|mXE8G#FylZY%^T$cNB>U~?SzvGEF@7KpyrOs4A8Lp_@b(S9QJZG?L*YKt6
zlqMa-MV!Bp1<Pp7cr8nNC3re!c+kC^V-t3TOs>Y@UQ^Jb`+wp`H82sv5Q~fXlf9F_
z88z=n*m2W-;`s7(LlI6Mz2z`OmEr(Oz&6wdL5BG?2iQWVum~29G9H7aTDQxM*1J0q
zuVAJdL3tk3_0zv;KDqFSu<{C@<~ko4&Mpihrhk7a7<-B6;dtF-jwXo17AqO+J>i44
zu9MU=Qc_7DP(lh9ugquY_Q*Cp|BU;>b|BmF?+fk5nv!J7@!h+;HDxRE5cDvNW5Xzh
zq3z>8VrNCID#`->HHN~Xmw5@O4ai3I4H#+^p;#%R^pPs5#j%wtmWNa|l>NW#uhkfI
zo6gV|{f)_=j1u+o{8@Xx+V;;%sk!37dc0zYlW~#6=D7{CA_^@iQ6x4UC>W_gE!;_^
zeMbBCM<L0fSjlwpb$W{lTyO|plbL{ZW$3PYoH&{EDDHll>{`0k?`lK}!86<<Dpr<P
zMh+z68Dh1SS*d#iqlpghP%(rf>%$1=(dea618!|N7O)aB3pkj}(KxWDBLi{mjJ0Y`
z<B6?FM{i}*Dwx=lzNX@Q-o|Vrx2#i36I1-yi!s)FpC0$;kDMgz`Wtadcps8m7~X(L
z&XfTnLB!Hmh=IAWT|{`Iv7EgL6Oy65*c~+U0*?<IUlml^ca(blLsTZ*VecMf&Rj*r
zP1zC|@O2mh?5#wSHsof%qir&nVAkSUo1nB<<nNocIUvAjveH|Est+S-Yn!2WTqlUM
zol~-x%lhrw8LMIYmB;gu$jjDZyvPZ=vj!aGEl}lEE#Z(KQBuEymOybbua4c{DuQc|
z_rU~oIPz_Gn~laFY~geyXM2PGC@Due8C{r*BhrStWrvvlRyjR|mS-0`kF1LhKbjz5
zcEifh>!Zq4i;KP`hziLd>0weJrxk{~J9UUP+Ck$akrWV(6ntVI=w?#bOe{h(eP`^0
z$RZG&8<d+UJ?%1T;=g$0oQmK&<Fa3TcEt>zAApMJPwvmSwdgbba{bO)T`Dr&zrzyt
zcP#W03FYUY8dk^qcj4BVRq+yx#HN&gx+^~9Ia*QFuqEw{vX1MlM2;}0B9qY!?|o^N
zMcIuTGuAT9W#_HMLpBd%IGTNnT8SIKMn%+!TXAJP&TtzfAqn6FwLEP_hsoD!$-7n}
z#W{Z@BY&-u#aBsd>O>OR$_y)zCtEnYR_9eiWJx7e;|*0tW?z_=W!5%VHBQbXGPfv*
zd@jScSyD0`Tb9>&ETO}yRF%f_1siJf&lj}Jk%@cH=Trz<5KHJNnMCIX^V9KM)Qy%C
zQ!D73k|RlFal_?Q>1PN_QI&^pC9!&bIvla~T%hVKM>e!X><}@xmccLApe18RY=6cY
zLfaF(#)XN)HdPGNCiG%!E0tT82x0Acry%qD;<f`SEe$4OmhboYT9`g@&&x3iX=Eas
z{XO5GV1rjD%Sxs6lgo>d)pZfm1;0jZv2!+JtsBrTBt}i+Wet*gH%SWz$>}p((du@Q
zI<J$!i<`15FoZneP1yUKt(=8M#CW?q#z#waUf<Yu<7Hadxy7E)TUFiN&*vP~cD{wC
zOBwMx&|Nb*`ty^Mi)*8W8NAv^GJguEJK17q{V0axdPiVS_zFv<Ayx>7ZxcaZR4$m-
zHPFq?BQW5@ck3j%S1!z6bIpU@BzVv+wt^%5#A&cn;&x#aw6A5!qu=cyp>S>I(IW43
zG3FUc*dUVbljmKBko5n1hR)o#f*DC6r%X^*UWb-`K1DZSI;~js7kZPqL1<nx3j1&_
zxlHImFZL3qSR#feb$K>Gi0w8`!qQ#puYbn+p4ecFY_f<{jyU_>9!$Wxzv{27wGf6O
zjh{-UQ~@ROZt(-NlF1?VUNAOJ;a`efYHyo}XWejX)n}bPAy!4;TLl?mMB2d%!6=Rx
zpE9>S`qbu2{k3nyo64qWq4xjBhiHybBoYvkBdRHL$+dwiT-2bfp1Kk+IoZ2iMbD(j
zfT$s%K#$aa;jYHS5T=Xa_6+q?H0rQ-<*lj0EZ;je!eWNP>3{QahIIiAA4nwb*1Zos
z9Rkgb(<@sW&U&LU8L)ZQ7a1IizvSJKZ>hyw7sR+u<*G!mldw9F(_u=G<B=4ud}T>G
z<ef<vP|Fifz?BMTq^`a%kt0SHrZq#HI3icW?cV(uxFQHILqQ@KTuWHQRZr4Iw|Sp|
zW^JTP9iU}KZ54YGKDqyMDu=j>U@1y1Bk$i1-V{uMLQG;@e{lf1&Un4U+h~1iTkAdf
zq`V4NX}|as^DqN(wF?cisF3#&c<JG&*7Mr4f)dqS<6W6jxq3a8x&ceLJ#*8X*D@*?
zM~A+@Ol@hEzmZQT`2Ef1&02wZHcIpk30Sy!3@0`w3I6S0%`fp&g?#Hu9htG1LpVT0
zB-s1+zJe{E><`tv$`jMkIC?wx*Q4|%eac;<D)mes353Xn(3YdW7!lw;xEj^7^i*Q9
z*|)&YyvxsVAot*tc<fc;z0+t54qj_$i;mzhENJ?K*=R!keDaU0SWn`gtqJdBC|PO6
zKg?5+6jJ|W*di%2&Tnk$zY^d$b;MOE^>PAmf1{b96`O3hlN*fX)}BE1M~k@#iILi>
zsO&a*%tIMI4v!QdfP*}cH88N939u)G0~_6MSRl_>-N|g-wStK~0@JF!Ld?l}mtBx$
zE>9mc!t2n@OqxtW^Yl$-d8Fw~*Eui-KObc}Osi>CA4!O~_NiZcX^;@)UhYwjM~YRJ
zkgk*6Gg@!3ev}``tRidX{#i<H@H0RLnUA<1cs6VSs~Nx6h$O?{5ShdBxaAhMdS+dZ
z$%NE%^WZ~usnXTO_G|~<+?^?43_G*dAuy!$Cs55=zGYcOdZMAY%MsSu+qSJ;LUy$D
z^2_=(qn$>G*46zzu<B%hC7I3h<JA4{n%Z5gdLE)Whe|$k6Wi?GN{vYm{7L+8p-22B
zArqdWu8k7zv=ISO+Te9e<=RpNJd6~sNv98@Gv%S*y%lu$9~ws0vL{p$-u-RpnRUZ3
zFT|@P&6h4;e}k&V7%jr~tyPku_-g{4TW=za2bJRLT3_BVZ~KmJ4Hw3z0n#7@*Ie$#
zErEw5jeh#n7)7#O1$lV*m0?sT+ed@sTJ`?38#IUM*}pV{IFuU7;)vI3NH-=3DaJ_b
z6w+8sB2iWKs5R%ebFYemST8(+V=JeaQumS^izHLh>%z>+g@U(PMRL-M%WLty^CIZ@
zf@vtj7B$r_THW&~!dKAOBaPC#;>cbPe@uUp3%oO@PglT!t-nWB%e2dl98H|)-euVc
zhv`y4CQ~=#SLw42ox-rqn|*jqudYlg_)N;ww}Kno!)?sPWKm`AC<A*8jY~j0U?}Xz
zEFvDUCe30I%b69Q+N<($XekOYiIg5o!y+)S?p+@ObbFY!B~~qYz6V~nScZJzFSpVJ
zeJrdAg6|Aa7$%AT0!eb1W|HZR1HGFrtUmT4nM$5pzwRO-uS$&TlcU!pz<4K#wphOD
z_WEafz@ZMDH$Hq}j=XB|&<C<(W%YRdGQ_u-^R>Jp(qh$4w9D^pcRc9R-UhS1r#>;!
zDC7M2$~#>8{j^CjnfjM^ziki6Y#O&jnnH@!1zq1Gq<y3q7HTBTQ?=5IL~}u`AL4Xz
zVV!S;`}vohk6*@9P<FRQh&PEoNg`o8geG-tJ1vv@%#&;OOL?mPpI`A<WQk>g_TAm-
zoMPB#G*6QJOa<0K)1ql{A;FI3`iDkP_OvpZGpuUR?9n}C(jty1y+7o=KEJkKcRbu^
zSNVc!P5xUCjjDpxFz&Xcv%B+Yem=Xh^kD=w7VL}!JNur$0e|m4h!&h-0sF2KN6ffw
z7fvH<zF81^1w7e5cy_--pK9_`4{#DIHn(i5@}mqWqf3076tMbU^MdVQj<-Y$Nm9eW
zU799qH#^!Af%RlLOh^k}rmL>J=_k3y>!zY`qt?)>_c|yW$^A%d!88FCrP|h^X^VuI
zVk&0h`jy+o`M2HpU4c>5M7hg2W<QEJ{?SY3lYjopSUD^x<nP$KiCAT<`sRyj>KnCF
z^6g!{>!U2{KZ`Q!mlvl$3r@*ZUw?CsT<ORd)_|t4XV1Xi-$R#mS<*&8Hkr*;&LX8w
zO8elv*F|nZDQCTCV`;Z9ktVC2!Bjg>%ZeHrTkEp@G3r_tHfjvtz>em60r7g2G%hf#
z*jmFoqQ(PrS%qWOHnVKr@3-o&%UXrwuO;|YnSUh)pB)2GLTNF`)k@{ZF!4C?Q#IAz
z3Otnv$B46uI*$(I&F>;{<Df;og&mgPynx^2h%uQ}&@yk_%ot-M`6%CqY&@ZihAysc
zNqP0QfeJ&#+cG#r2fr)9OW|&!Z<nxui`D-_f}FB>2_JiMnhfGkb+mig58jEF#OO-l
z^}JHL-~3T^d$s4^dLk3%a#K0gVif8RZ^S6XCu{xaBmRY(Gk{c8sA5Y=W@+l>^QxOU
zBG9|wkhe~WWJ7E3IxI8|J-;ERUPG!Bxu)cgVuqlorx6Z9xWy+;LHbqPvt?@Q^cV&4
zF0eK;XF>r_qfn(PMzj?4xTo~CCc(rM?N1lFu#lYggvo0G*;kMCR7@~ID~a@c=I_ba
z%_)i|MMWn|&`D|dn_Po=x#Ioh5_7|~6}HqBFy}%haQZoHG|ri;2xVNToT5p@D%S4^
z*f5jy3#GlX2S2`${iWxkK2n-|`|(Q9u{l)Y9l%R7esP7vtq7)DnvB38Bhd%4!WxH5
z6U5_^GFmL?9~;->=J%}(h5d<A*a<lNtyIXeuUcuERu%PWi9Vawq?BE2QQEb<UOIUO
z^~jW6Kt94gu~vU8HYtyWzD|0C0tVKOp{5%#n}HQyM`61@sUX-@^*v5%eV$;P{4|Z$
zUK%m^hnbQux2$vM@Ah@-YdDh)yBJ@WyrYwsW=O`9ax&9{nZ;L7`%VW_=YDPwWvwAr
z*)%#adzt|qz=e@hBIZo6mBcOv9=JY)738*hrrx>ZQPpHhdn2=aQmv31ZRY#S5z^%8
zm|5-hpgZv!^VtkhwnlrK=)?`7T&ps#t`1|Vf$wfRL8rxK|H5ui+2<Ss@>m``Gy{7^
zN|n7|pWSHbY!m<KUw(Kd$+K4Bur1q0>UVkV9@OoH3!mnvC5p)fCzo&QZaRhJPA2~y
z%D_36y3^k*k=FCw<vjypKdFY(X#dASJhA&XpR}t2A|;rZP5!<@%uq*+4?PHAglF5&
zGYP3-!s^mGgG1{oU)MB`)kLDIg;Sr7Rj)e~_7>8xO^#ZX$QAr%1?LEl<ZFz(R6+*7
zm6%D3)tKO&R;ZAyr@<0*K+7wis5X~p8y-lR<(Hf<$52b|!ZOx@6yT3;H`e<@D$+VY
zfh$bp7&QuaG@MCcQNQ32riv?+dY*QW{1Y5n8}CRYCz1t^5~+gNu^1M<LnUF|A`;9h
zp_&AV=a@PY){JFK071Ot4$Nm&919ctpP0Q>>Dqsp30uQW@xi$WjhyaCCf002iLRp}
zEt@{qyxt6<OX>_iA@PJZq^0!l{AMbcJ+@fm#$_5^bmMh`=2L5j8=LF0+$(eV(Do>1
zT~L~Zv2m!&c!U9zv$$x!@TzA&^r11ZMrhe|RDR9LrkE%M!n0Sp*FtBliX*r?V~u@8
z;QNG~lf8xIkAO>HvuR{bRU;Y|*n-kSn7_H7I;WHA=Z8~9CJ&wNg!YO*owagju+}f-
zEd~lz*aF*jDgFgp%w7kq2CNx>pXZ>dI-L1T<a_iPCuG&KY30l|U2;^t$hA3CGrZ32
z*oG~Q5v%k9Mn`*mP1=nTYU554oe~u^Dc7VWRegV4tVfT?lFe@);SUMRwEEtLH_frT
zYKl3K5ms)_gr_D)?e8I~VJ^K_NiS6?yDeRyZ{Y>+0?C!q(^HkgMxPZViH^-DO^g$q
z)FTPN61`*^m`?eQWMx~eAa(kw)yKAntjH`h_y*lYnw9a*hj?0d_MLzLYf&{M69!>Q
z!=QMCF*WQ&)FRFP1UQBF=E6t0!!R46F>Fs*+Da(jxT1dlvJ+G@<uJxCqtHI4d@n8~
z$P=zX_?_`#N&%juN`(#XFAY|OHL*VL@-M7!<oD@NVMb`5DPz*69EHOCCZyTP6VKV<
zWeW48<4QLdu;UBK`0;C5WQS<C)B|q4*N5nJ1`5ov;wlJzkRCOVg8oj`3vyuilqH9k
z98iAqmMx1uy4fn>?zxDmyDLz7e)3#%Z}@x4A|d)eo=Kq^5_r`v<vu(b>cmA8*!%=}
zU@B#3NMi4~v~=5z(;=#>yQDsC28Q2XXXXJ!7YUWz0bf+bYedPnwyok+>OEiHo?=Q$
zf;WU?!KSMDIsAgRi2nFpoRKacPVYyZHrE?fv@=_Tfw<VDo*XH;el|htB)Gf^vQp{>
zntWRBviL4q-O-8tL`9O8JhJbb&7=(Uwb;^HwSnSPrgGw^^i9!y!lguwMKk2%@mci_
z^6sW{6zCt2s4-)oMsZR&xEoU=$t0{$RkO)a6A<ap74H#|UN+`<qCXUBXr5UMqkiW6
zf~@m~Y?w`O_eX-PvcFzeAFJfAU%zB@mwSto9kXD9cLy*`U3B0^LUsldBk<#G@?{fp
z6H9Q(%{4{4q~6}L>L;bAi54sL*%cX4qDuNpPWJy46Q|rGpukO~{8XaQTCTcH3T=MI
zpo2Q2pr!HZZ(iaGA{Cod5(d%;J43>f4!XShg*<Qa`yYal42h_Z<Xd(a(B>*v^i%@T
z7CflsRo!*9xObmZ!=-D<f(~{jy}8QdDKOw;Ji)6+@klm|qJ=yApz9K9I}+Ur!U~@S
ztZF|gjKU!<!7G^4&PZz+_EIKbzSa#xOjwW?;pC2|B`mNK9*yis_&6yeQGzjX)RoDD
z2-hw7-rc+aN!|%}E^N|bEn)_f#_Wrl7RACdW4L-xto-fY_onQ`NK?PWU}h+Dsa1B|
z^%kWt%>vZmKcJZ4(FGTOfm@Q0BAv6`MB=#3w3>~5*M%576+oYc`JOExU4D+Z&&h>b
z@pWJ%JJEN>8d+k+3iNmHwX4L(rX2%OlNZNbl&I`6r@B`zDI3vMG@X(R{>sZqib-NQ
z1^%>>mquG=#AERzJjJ*inq8*bJSKz<;%$}>wIvIsY`v6mz6^wq-(XM63)?hB+{cdA
z?Zc!*?OupR%!}T!zU4%fiW$0l%^}Y)k|cL(qM#umD;8tTCALhf#x#-Z#+6Rsjr(e$
z$ZtJ>=1x^3#H&!cR6~3^9Vv)N{GL@yirO%AUCvQ~#joV!pfzC*cZ?y^7C!wBJFYa$
z{ETA_8dXqji7`VZ?K5*(q0aI&qdc!<#}A@D1~kZP#Lp>Bu>0zRs%YW7iQ`iTzSNN-
zmXtwhkM1gVI3L14E`5D@SWNHjj7;4NApPOABM&wpy@R~Lx%Tlf1MDk|-U7RhPX%L)
zSY=B!V31j;o);&4`qu|p@4xd!qufp=dEZK6pk?{l!@$Q<<rW6z9&e_<ijM26(3*V2
zf@4vv+|E5fkE6z-#GB$ST_noAcR(xU6~_EZ+;!&AhF^u#jg{Z@onEs%VEx~oQ&c+L
zCoKZhq3Hz`_^I9`iiPAb9gNssLZ3C%Yzmcf%h6p<_6zQf)c*Jedam+tvwkaCDpmp$
z+H1IQ-Y{M6IMWRCBgc<_T*>9hqj%RAk!uf)-}o@n$krUjXH^9p$y|8e22gS4`2Bmo
zxhR$ShqlVfNPx7QosG{AGX+H;Dv<+`mbWNUXO8VNg4i@GS4o<4iCVU-w)k(DLE0ue
zjAvRzaer&Ao~po88+co$sN8$m+Zi_{Y!vtr$5Jg#g_)3iY6s1<0&eAq7NnUUVrqi~
zs<lC^Eo8O)#A0t`Z+CPAH(X(c1zR!-Ri;$lYbsDo)VBnDWE|9(GIAxCF*v5d<=#7%
zt(oFclJW|yB~|0(610hKb|TKnmZYUpJtS<0PAU3-oSpSoR?XMOl@J7^rKC$lQbItw
zyH!fMmF|}AZjkO2knRrY5D<{=hMUgsoag-y-XC0xrMG&{+%tQwy=V64@*B(w8L_U3
zY>ry@Yp09NJ79l%=}l8LDqAVJ<YOXIlav`2x<o%l_N7DhYlx5mbFhAV#M!62qH_W}
z!XL#xdDZ$&Z+J>wLKdIoJ&%+VPH?ySo<PGh?Dqaw-G*TZz$RDjBo|F^;`fgIzH&hP
zIKC4}s?UDZHF;wujVSfmNvYZ>rda+Lr>_d*vXSt5l}qO#E`N(~rkFuFUOV$t5=yyf
zwGhKc<Uk+U>4dc_ljOLqB)gf_416{GjGm}3hI%x&sI2+)V_(}t0{+EGzcl|toOMir
zcZtkZg(m#u^_EbcXrANufH8uq5-P4|*xU>pQga8n%1UMqe5?BYzIG<8UvrQ5@D5mG
zN7~sR=5U2Kj*p7f<k<GwwH77ho@d52^{W%2JV-URJlAkXN!QYwD8V{&b4Ia8%BP!_
z7G397Zj7uTARp7n)xxbP#$s;^dX4v7l*5)gIFrxsEdpjdQJD~ao?M?z-<yPw><w5n
z<e11wlB=H9-?Tn=TH`A*3=AcF6CI}^9K^Xi>gnhZk?0oxgJwv=FdleNveGSzAnbgC
zn?QkuQZT*&Ml4a(jrcRTgeArx(|hjDl@P2{b7Ck!^VWW<Q-b*A)8zE@P3XFw&-Z=M
zhj(&fvk3Kt{oJ4n@u3S@hq(ZGxnY|uNdDwIT?ll4ltHsHW-g*H=<tq$Uryxwy29aA
z9kqTVoHCcJ8o>P%CG2&bzo)uE{3aoYZEmU;xg(7f-(Zu{4Ik&vZ@!@|`bQ}IB@0+L
zw5hCL$kI2d@aUpXO`boqSLN`*u4soHt0F3mReU8ar=zG}Qyg4t@I<R56HCcaPA^ci
z$m=|z(}=n_{35wa=g&<7KxQvr70^=XF1un8b4Pp)=F;%9cSXr@MfO?{|3l3#CJ}A)
z4JYK9z6zUWg1Gan)0F>J-#f`IM&k?aDSH0us7TRfKYF}ldeRiQVoIv(`Q-F46{caV
z(CIObSNm|re=<KsvyccxV2Y_2Mj1%HAw%X~RgPBU@)p=GSPj6U!5Xp&3lV&i6U(@P
zT*$Alms)7KRtWZM#o@#gVyqH+WwuT(VFIb>G0|gGrtCDKA>X~1;|~3aV)-bXF${`-
z5|k|QxZ}<U7U#p0%2>y((bV4##QY}M>$_xI`I<u~N0pd=f=gysgMNqO_8h_eN;x(u
zCc-p$$o#1WenU67PvQJ;-*Lp)V~a0ry3s{aM>zBfGo>=ldYg+{C*9g1D8}h~`#z?}
zfJ3$ah=F*zL1R@y3WB&(ywO^pf%yx=;-{9O-1gFMMr8MeLVorzrgmF3V3c@Z30Yy!
zoJL89cgG?4X#2<XyEBDsY(~9`^}{c!R-?K2DC37M6j2FNm3}ta@UojXje9VVfC($|
zPZT8$`X}EoX}x@U#5=P{NB5y=qD+na_f?34r_uOs9W|1s@P>9T&5cnQr)5RR<=-tw
zm#FO%V^n0n4&QZA<M3Z~C+LbQBK#F+PV1BV-H7c=S_ce)T}cezyzn=I4;3aV;z=GQ
z@sB-0Y!ae7w~Aq`^#&B9Izq3)<dk>7#%ejU23?4(dn8=1$>r{bu1wmmkWkb*fmQL7
z;>YA9WxaO>iV2k6K9n!Kc?o}SyFUH=ZoqIeT9vGpNY|7hZ10?6z?0exjZqKhcuSF&
za1yKNuM%%VxQiD~44b^@Kn{v0Zw=z$v%1wR<Y&?CysSD{zc!U><wV<p6wYzbf2%pZ
z_(hvj&zVA#$;DIqdX*>BJSQqD`Xw2ulrR?I=$WD)k<YS7oR}6ceC);T<YK3I9&hr+
z;#$~76`^|z7A;=@-T8}_gzlY=&CFajCsHB9nWVeWLbpdvO-(aF<5xmLg1=o$OUo10
z1ImqFTxpTGZ>`BgS$uR4be~GolDHM7<KGnW2+_!l@%2~#BzZd#K_t66?1C#zvyhLg
z;3scfSe4Yf%gY%5d@g9^YyTvH4T}sGf{5tLtm0R3{se5v2zjhzKD6VwY{*hiaX$-N
zB~jsn88GO})|mx2`<E#o>;*2hclsFJU?<gGw`Nb)Y6(l6i+timEWH}}o+vKHK+Tx`
zN8%2NH*4bre@>9_^@bv&I6{K-pDBfq(^1&-g_D?d4#P*t(2}*EG7Fo3qqYePz^<!A
z<=i;sO<pCo%oqQws5H3z7Vs=%mg8qxIYsP-Xem40X#%N@#taiva#)Q-lh5b+Rp*~0
zNi!(rn=*3AzU)1|W$T95qjux&5R5ie6n*Pw^98GGqJMZkNSmq(x1C)kXf`P3dm;XK
zw+*gRH;zGn42ITorML<|@sN*C=NVX;5v1J8M6(Y}R~hm=o@w;-1f>Z!O|%EM(tS-m
zWqHjOSF4oE@WS;)o$f?@+;L1OVS2KjmnSe-<Vfjhp*}!c^As4kVhJ8%a5W_iP#62@
zX!p$_LVskLA_40&k$S0y8f&Nzyq)+DXID0TenIMHxKi5OBB9^IZ|SZ=*;QpN)&B`<
zTE<QLM5dn6HrmartEQMZ9qDi4^x2ix1jP}NzZ}dO;T0Wd#g_<BEDp}iA@}z|j&G?~
zjy8J0b!Gg0rUtJP&ne0%%9SFHJgw*s7oog%a`u)h^IUJ2mM_@m^i5hu;wvS@z__nf
zEyO~#C8ci{BzzMLsHbF#)X6Qkb_l$JQjmg2;G$27X;kz_!=zber9ySYuxMl}L$Z@a
z$FYdX5C^G9&yRWi?f-V$lcYEZD4C&i=f|X>Qw$$<XQP-Wl^U&ZVW-4VX}-xaV{*(J
zS{&lM@l6x8PYcOYxe!JRq5nJU#^QkZcLb-7Q438YwLmHeuh%(x<=ZpX#)!f%KG&%O
zH`H-HG9n9kHD(c6!r^F`GcrRT;I6;LNGnm(U9q$vP|`je(>3nvHohGwM9Gu(79SRo
z?PQV>kAklbG!nkR9siAHE-8#{Xe*D~_whtpo!&UU7$v<eK%rFVjqjS|R4JyMb`*DC
z<W3_svG<CPJX4N77pWQOSHM!6AYVx|tl}oTr0aRcOK(U1qz$x*U7bXFg^?qlU0%W}
zBR#@&S+4G0t-36LcD6Wa8mMpj?xDbqd6@r(T;<3EiNju&Thwrao>C4EW;e*nGhJC?
z#2qM`8k?6PtS&q%>tm|7N5P&WTwfFa_oc}@V$<w5Ph|A<vj4bn)d$ZRxE+6{-}c1l
zI;pr#wC+l0nI|i)%KjidX~P8b7b&$=sE~Y**+VHjWaKVQt4!3z`g@;@Fe~QrIE=uN
zRYGiX_U%uq@muNQKhL_80;&Eo#PHrwGCgebFDPO;RE99jB2!W1dSh<fzF+ys+gvO$
ztb}y{*H7D{2Ct#{L1?l^tmBu6=nU=iGBa_D5bv*RhHOIuoE`n9!M37CX1^o?=rKkk
zDU7T7eP7-fzrr+;6_u9Mj=uH@HReu=@S#Bsy3h;s46YC=>=>0)r+tfiGWbqOuJd&w
z>oE77e!6qJKGT<#_IhC{jLchJ9z5oJp&;@|w47UFEk-f!pH#`d2!veCZnOT<K=P!5
zT2vhTKfgPpZ$^H^p6GEiN-(gACS=lO{e8A4%ptt-R2;QzzZ!;Mj4^@DB;+eM9+D|4
zI(M!veT@lQWvwn!3F^hHec>;fj;<5z7j2Sx!|6UkZ8W%^?v7;a^os9*M(by<zDRa7
zZ^Ab=0m6c1P9<Z~7T(Bchc}6crKWzF9Fc8h&qrBj2ibRQlchNZh%yB2-bEBmvEY=k
zZ*Fe?SQsj8NHeR%;9KlhHez%9(_Pt=^wUh#mnS(yxSdd_Mim`bLyah{Cv<N;p3Z0A
zTJfMj!;+jrHCQn>tp9rz`rA(w<ta%C;$;lKRR0Ov&3iJ)iI>#-q0nwrWLVh5Z>Ohi
z&%3XO@~<Dt7t2JvjvB^%yJ2HT*!;|2O<TBxXVypJ)5r?O*W86?hGG)2G<V_ToHukN
zlCghPa!hxJP=!jjDJv%ZYIxUDL@Kf?3gf7B=viMsn=Lcnj`1l&q0{sBEQ!^Z%b^VJ
zeich+i_4epr~4#Fv73;H;*Z%1$y_iir<ipQ%EEZsRX>He!E7h7BKc<+)#q&7L4F3Q
z+&A?YgLEra$T7%Y*YgeEC7{H3f0Yh0|8D9QBFGT2`SGNW!LUu5Tc!O~3hi<*mye$X
z;W`6W*Yha!z<~mUZ2gE_-Pq6f-7it8K6D)zMJ5-My?;}|#~B#o|9&p?#1@5-CeWN#
zB(K<@kRm{uyVwNr>gUnp%rA~W=6k8LfdMH`&<g_f@Q+PTi?b7X^ybw_#00yM8s6kQ
z3VwYwKYj65(U)jI+uz(i<wP;6+%Y^!OVHF4QQjFbVMh;F2APe@lpnFhjg^U<hg4y{
zGmX^OmNYvYQ|i0*m0ZWlaow9IoaopSD^AFDPij4!12dGo71_FW(2y?p#d&clQpXGB
z*~exU<#-t|&9IJZQ0keSS63Ll6f~A~SDZhpu2c-7kDjwka))`d4vjx|e@dt`E7m_k
zQEg9Es`cC(GabI?pWT!(ec)P(Gii(hMK$kp))xwQO9!OoLU~+~drA8;7;DDn_F(}h
zjs@c(AL(=8<2v=$Hwk>ql~eomBJu}lP<c}_I>vBa4W5T&VW%<DZ@6R8O!pMMlBbSK
z>mW$&{Y?;8jMd!p`a7v;e_ocBs1yff!s#qctSon5hXh&9z{TV^k-qIb!LLcr&MboQ
zLcg35%4wpclz}L_DqL!Oim8xHsnS32g*CjehG(@XwAVvVHTW>N$3n-6MI1>p3(ZVz
zf8d<IW?|z-!;4jZJCyqDO<Rvz8J2>zSuCj#u95LS<2hx#UoQnB>&yIjUa{EGXe<!@
zvp^aD`_w%_im@W#d6{q1#mj+BUbw#u!$ovO`&>@vqDecZSt5RG7(ylz7y>+8;h$1+
zm(nPrJ_He1&rTm2)Nn{Es2e7>#Bo2GaT#sLIkIddi_+$+<6$VHgq9v-#K_mMmD8$W
zXBbr_=+`G?5B%*S(TIYdJE=w>QvZ}jp<KF*?||@`CTj>gTJ~;^;G;xd<{#(WhS+lP
zXtsDb(RqU33C9Xo0|FE=q@?1(h&w!%B&UYx29L;90?t?0j=yJF1wKw@(rk#>gmMLh
z#%e^&Erv0t^rR+{H_=40rWM2u>h<$n8-^*93+nV5Sh~j?_=vOCCKN9EGO3wvvI~vV
z&?TIFl%tEY;l)v5sWe3TJXNS#!p;zZ8OJg74bx*sqj>&;k_*mK0wX<2;ze&EijeA~
zkg^PdDzk){rO#$O$@UI=mz#02y8F9vt@zGX^<J#!?{ButWOH7*=vQ`$bZN5(fBlPW
zM^$)2XKsa|T^^)6V_ib(qb_(>Jmf+YLn>H?8(mDZF3MJ8Btuy7&M&oT))IApa5TzM
z2JJ&Edw!;-4=9W7JP;kC#}c~XS;$d6p8reic&9yI>vFXc2>nXV$aswhPQlL2p)Re}
zlPe{g!mE;3R@pHFu+2KHCosaGfMXva1oP#%juSyeA#Phz@kcuJQ5D<|80MQRUK#jU
zmrtJlG+#5OuXhvIJ;s!;4EX#j8V+08E5u!z!p#(a5*ADRBdrtmwj17}bkUmBq6F}*
zI#(F?HyDP(y3WXl<i0bAls=ui>2T<%ZMU)h7O0=)$Ic^tFvf7W&Ffe*boVXTTswEu
zp5>!*Fl`QdBWe5uLU!D13e%x@dczjS+}MPQx9oCv9eO@SgkF#4C?rpdy&aMa=9ONP
z(kT6tiLKAbj|=*cAvPh5#xsblvhm&W-6yFrLVVK~L*u!%<Om37!s+m};#kqP)BZm)
zls@N79G=p<_@O(c|G+lz;t$ib(BJAN4#*rU;lR;qM(}X{es3GSBATA(_(U@(CV8Qk
zaQbQS3SEa}cv+2uY<$jsWViZf`Y}o}-F$4J42JP&G?+7tk~86wifktI&%fTAlUu@}
z&n}9Ig^UUnRaV@68e(zDEw~;^AsX=P40`?c$z%&cmuEr=0X}r$PsLTet;xkj$D`v|
zyr&JwiNxp*ME0FuXv<~STYR5r$K5z#uiaP)!ZZyR9M8PFdP?1d<`Zi0N$C@VkOHF3
zWULyE_wR>y9le;9<(L{yIK9rv13H#jyq~*XddzAEoNO9TT{x^4AW4}q>9K_f5Q--b
z)_)2rCFtFGff<X~9gLlPLNBc-5`+6qv;8fPu2jFjNMVX!v;Lco4LO7laMTfz6oI0|
zqSPdY9Z!FunG+Br?LEvF?azfrnN$Ce?l>lvuMJ9OJNbqqfk%!ljEt0-BviW5QEeke
zcICsBN2D()VJ;)Y5_Aw8m?mD$LFME?dF75=jue9O+bS?mi`YEfe}#KWE0u3UNL<>W
zkc#8k!>v$$8vWAM#b73qa>*ZSVx+bug)Bu~UES|;shl?3V-$<$<xT)tb&B7aF7R8=
zB*ciRbvv6%`$C5|A2Hx*gzxJR<Y<<36JHC8dN}P$Sr^X;T_@(dtW5D5dM-{bJZ)~I
ze4G0Blp*8;nb(3C-?vr|mSjCA^l!GB#$dnpmjpub!?DXu(KhVZYXf$I%_ZaMuMKYc
z2Z(BJdkM^#u*Lk68C-e%939^eGJBBxIU#0CeO4hG88h9x-p&=Ad@GsM6g*5O93Nw-
z!Kq7wm@-qAm-R;Qx}9`Ci{dUKggB+3+6h&@BUc#5?gisIEk}qYri@v(dIrU&K#%|f
z<t@iWq{Oj|-kI_<?hn27`${o#l&vhD9lFycRU;%OpU_Tpj}b^uFKwDx{n>EDV5|0n
z^T{CDQ_2>=)-~C(VfcBlS|5weTe<F>V0p{!YYPtuYFo3hpT?9HWjcv_VWL0w8Dcgl
zhKT)apSjCLZ3pz2h|IHQZac5ltxf+%_U0UmsgDP(*SP^Wf}WeppUN#%WK3)rUn!{^
zo1<^`qs2=&>X9x)df9{=yO`vhIT;v-uGfaK+z!h1=g~*^yjc$*_*G{~aS`G<b?#wk
zg35)%4OfY|GEFx<#*k0Naw_^#{bO*o9~J_B!RB%t@%{=uE?@U|jJ{&MX?j!D<BU0p
zt6Z_}guY{%M{C}s0)a`|-ZZD>p%L<$T5>;w*_Vh0d${_Zc&yu$&kS>WpNV=QcNB<x
z#i<!5GS|ecVYI*c`w|gB{oxm!Rx;QAE57#2);k^dou$^ZZv#3va8PGxt;KwA6TlA?
zXfL}Y<-4c`{IaZHc_y8Q4K=G~@Y$r{zmIr9HJ|LP>y!M|X#&$Xy2H1+RiE%$0%hp)
z+o0D@lg^7aS7%)DZnRucslxqo%5JMR)m3DHPeKJwQG8A?HR#3NhxLIE6&G)#sWGbI
z(KW}PTTd}VeS!~GYwS$IGH>d~sf`o@`i^LpU)l_lJMxMZdLg#jdJ7MYYLzDM?C|ct
zqFS@+NqlLF)fW_ih``r=<&6^EqgO46y3@k8j_R^7hivyL;+b)Bq`h_I*dS)O{pR2g
zQooonL1i+rL836ZWcvc#XLG4$946|M?7#o<{j(o3*;ady*2mYDRXM#BUY&c{{F|VD
zdPVP3pAhmTe-52<jmyF+i>fgu<$X}}gTVFPyMRempdPNSm=F~D>PiFKL*x<uDKMI_
zIL&{ePerP5h!$=P5;zo@yhq@9HNHk#!|kj5Nz5{I^<~FLI6ADQ$Hf?5*3X?if}a@t
zlo1EYSFF&-Ps?MG&)6RZ9O1c=84eeS4<B2}gFVS2%5)1l7`cLqpFDlRj42q0Fm>@n
zTI>GTZ+BYb{QT<~W^K^1t_AxhrE_yD$S}A%mL)>WV{f{WwB^Fi$%&29A{h|0+iV|g
zxUDYpl}pTsQsRwDPL`^kxo*hI43D=9wm~FqbA4yq@{O9<-6MxNdATePp)J*EmEH|s
zk+vU?3D4Rb;IkD(F8I!eRTG5d{ZDj`KcUEcj%qt8K)zfEFdxx3@{r6^*N+ihuNutE
z3cMS6POo{X`0JPIZ}sl1FYK?`Zx(MT=&hV->}Kx6Sl{@j6)C5r2usm*uTlm&a;{pH
zP81HWT7_d-szvZNrB1jbb&XG&mEi6$o2Zk$w<&&_LWM+!;A4oG9II?}w(;DxhPTq)
z-y(RXvXNbUE8ugC^Sow;%bCgrl^?!90X<$dLQKLHtnIDfk#v?*UQl{v!fK9Yk(^Od
z(}Uwel{fJ@&dxXL8k;V?*8v+ucB#*bM&hDg(Nw=|QHy;^G_OxR<3z=SE?*S#h4X~>
z=`TZyTSG&_(q!VA6PL4AW1p{08Tj*g&S-B)-F{atg(IxTrFFpqz41A<1J@duwKhjP
zvG6hFCZR@tK-b}lfF~xMb_LX=0W$zB%N;I);Rin%KzDt-VBEj!dlj7S#<{8B*>zav
zrgqs-CkV6RvOnMykEK<?z$*-spTNW_S`d&oHA4FGQ!|pt>)Fgnn}qWQJ=}e0vT~=P
z=Ls88gnFRI+}D07`UW_JSfRUu@;tTlf;&^9z9$8_If%kZOE;AH2jqFK>bPeVwYiwS
zeYU2iXq7x2+0#-1#`y$iqCEJ2CH-5RAH=0w@ovgQ7?@IX-Hoc_!pPUH*C^m<wx1)}
zIAAblMHkiTGW=_AT*Jqiy{EhJx8jF$cr2i}@eq~wLR3K4c21D9;1$`a6mkBTHg@76
ziA8qu*`m9W59KzW#Tb=6qn5ygQ{o|^j9e<H>if2ejT}-3tOC&*p2wC_bU%qHw>|pR
zN)(*eb>&QC{dWKZ91(bQ=f9|oWJE?jW`9(5*u85AN|D~uRM20?*W7mBC?dZ5V>O#!
zTzWnB>iN$-UDsP7!!~ip3-XQE6YS?@G`7+ht_D|s*&cPMzvLWHC9?5-Ca*hsGUu?=
z<#hO$AVykm^2y(n7v2bSy_4gE@1l*L+ZiI`)nUzgzV3m)E#hFOOf0D%M;>nU+YZh8
z@Y22oE*f|8_M7Fe=?Z%#q~LRlYPr#@1Zghm=i`n9NiPdGz9dMB4NVZ6n+Rk%6fDm-
zksXA^J3HNB?=T)cJ;@u(B=P)+kBivSgw;~w{kv7Fs?JgbZTBj%`a4~w25ro?va2qJ
z`PU!)Z)Bpgy%S~03)^rb>c6`KniWJi*Z?OQ&jHP6C7P*qWH4-d0*_YY0|jA@!Nx$?
z(jBs<T<RLXE7rkR{9m`JGpj>!raJBnH<cu&1LV@%k1SaznP%Nfo)mM#bt-)9A$Ip=
zxlFF`-Y{*9;RCLG5stJh9(Fn7LF85jguCZck&p1ZUXS?Ng(L}e1`BSeqO#qy((YEx
z*l*qk6%^$%#Mf#f{T2AeYA5k@@9g8%+5Oe&v)V7@pWfnh^s4H2j|z}2oxIi+IA&qk
z?e*B^%sqdFr7^FQgyNZng>WaMdBSYbL+~Td)s#pnKDx^@ZknqD=N7BR6?rG82Ma&S
zAd)Wug7^To5vj{M7Vl`zrxKfSF?@hP?4`1hPiwPB*mi}vUU*(RYA9&RSlPv8fsLb_
zPozH}d^#>O&j?Y&1gXY0c_eoFUaF_C<deRFTuz2NT;46G($xtgLEXRbR@XOl@9HU6
zdO|Um>Yv$J()`g`ly|9;KF)nl&TGx)Q|WUo@rc+f&T{DKx0~jM+-yeG+5M?I%S`{D
z#WyZ(gHJ;$v%g~d+eHc+gJ`;g&lvMI1z~^tvPhkXFR11#USia+coRsGr#suP?(;5f
z^S#*S^Wv3vO`{qF?-%L5PDKpJ0las|T|Yc7{??a=?ll6&KdG6@ZnNxhT`w}TW%iE@
znrheQgNYn5OAWDCb9rj&fxBTMj-DY`Dd=!%UN`F%o_98?M{eJzmb~KT3~p_ZB%*Ur
zEP2B|GwQw|>1@1)(G4c%WK^N7J*3GV@CV_cV>Pevu*j~fOy{)a;J_aG=<a7;AQ$^2
z5sF%(QBmWMf1{@cjn0a;bk_-4HMM$fV#-_TVa=8#Bk-CPMwlpULBcO~4uAvCW}AE(
z{&%VeLx5@wc=2ksLa!^Dsc~d5sT?-*>-_Oc;Nu@wgx8|CO-q7iOT5nLt;VqpsR3qg
z!>ps}<77f%;?Ye!tfbD!9$iwZ6WrV1MAI`wg6cBUZ0SczbR^Di_UOLc8cfylr;MnH
z8#_nX3(=mId{Dd`&1O0f3#%2fCv`I=esuBj=VJ4zv5MQhuhYjDF8s<#F3RDTE5HBq
z0fjZW`)@ORHbtpKUG~Qb$)hWBzw}#o`81x#&%12$4%&EhSY&)w0>ROHq+O1oxmK^l
zrEW~!KjO1p9%bE@y(Z_wFxZ(Zj<5HpoNgC7dr`u28BSHIjvf<a*XJALPoH(!lCj*h
z<QtoudwRUa{-Zi3VdjU=7&VKNHCycaCGm^i4|Jm=iU(5fZgQHEoUM~~ml4XxWS6UC
zDif=-(<)NB-I#=BX>BkfeCQ11BghY&k*|L)f_{Kg-YKm#9<QXv?^7;+qj+0Wr@?)H
z*TE;YO@d~&DSgb3Z#3v-_3vT7-aio%6u4J4pLbeKHk#tNS3UY0P+y9%)6L=hm-pfe
zMi#B+^Dj3-&B7@|3YLP}wLi8~mt^g95WW<xA|NcNzTh^)@`9OT@2OVDVYryRj*o6Z
z;DPgVrE;G1<!W+VIh+kqN$YN1kub$?L#_1MfY}Lv*o(Cbr@Un(w&zk3#9)zSt(!8m
z)>Yl+$rvi&d;`-6*q%H|YmDCIyQHcUjh-heTs%h*X8B%ii8ygmVzafWXBcsux){dw
zUg|<dr{mOpw(K>g=A3XBHW_1LYvk0MpX3^8;!3`_=tkC`NM!CT@RvVq$Vxga53e6z
zkcg^Hi68XpWTm;0PTaJGNx^uSJ^y<e|3b;?7Do;ZdeO&Qg)E!3Z2Vl}H_3t@9ACt1
z9tvvyLk$T#IcDOW=VqY(nn;z_j91wbJJ#@1Vzx4JD3IT0Doxa5ex3re{b7_@m+zFN
zCjaHSQyA9G-er{YT7zUIK@k0+JE7B}sOQE`5(aNToNVTg`xN|j&)q2(+TB66-R6D8
z98aDl`+ZdHh>3sUsRJr4x7zLn86hXfmh^3&xJF7Jq;*g&%l+b+)`Ilzj&5HqNLc3C
z|A|+{V-ySXuc+nsCO_=xZxYqMm%a-LYuX~$Zh#92Mw0Af=xn~{+#kS#!*7G{z<2IA
zDv?inU4$x`#=}fL*Z4>Es4;PF+G6{sT6ik6!69+3?HZ;&Z`f42@Rx}I0`&I3ugU*8
z3G{ZQM!Uc0w{peLP80LG;y<HF8%ydgnZne^@>6^w6kBQ4mNqxtcammDtN%EW<I&`x
zZ9IjT3zj#*eOzqOf;*}{UD(8oujeUQ((?4j>R+SXs8^V=QgI{b^iB)mo;ya)kqf9B
zXcGekBoY4a*n-)dgLb<vb240>o%Vhv9d|2MLDKHDBY(f>Oa+1A8UT<JKf>Z)V?0Fm
zaz6>x$yKF)Y7Kf6?XEWxVKqNJUQDt_#?&}yk04itJ(jW+S<DCU@t>6LoPYiiRO9vi
zZsq~?e*H5!qq?_!2aU5&;Qe66DsScUuSfD>2byCFA6{;p{nEKgEmYYebRIyF1XL`*
z(7eCBgoof`fXv4Icn4#Zi-jI$Xn6SK{HIr1UCV(50D-{(Qu>Y%#zUlpx!2r`>CS)m
zlh=2SDz(DI_|a73=O_445j6h_3{tpJ5oCmDopbSSm67frQU)VKS#5{mbSCLeeutUz
zX$7!svQAs#z$FY<8YygmL}Spbv;4xv31FeTq+8$|G&d{D`)hea06>+D&Cd^3_L0iu
zDX%29-O=FR%TEb)u{<gKR3foyyxUxgMTK>y@?N>+(i56eaX|u%;cNm5=ZCjr)5N|L
z^S+g4Y#XVb;RK-+L6nwxA!Fl_k1zYE?g*pz!TjWRRzeNha=DxFy2pneVVg!WrW;5I
zskym1>o52_US6X4X4!OsPS{^l0@k<)0xGR#KYnBw)aaiFt)l>F2>7P$-tb7yeIFKW
z{Eo^;2C?46i!NDX|7kiBvosU>Qi;oo-62&_87NWN*E_D@iD+ww^W^6Fo=v`q^`H@g
zk|^?3G|?_P;$AZs^eE)W&A0!KJf#;fbt(4CEap*LVk08Z^9u^z#7pyD%o+e@VFh3S
zL8)f(AA0b_c{w=-6c|!5_4`$WPwF3T_CR}?#CG{^^Fnkg(evgN2esP^m6pq=yj_A}
zeNjZpS0ns5tjAM%^~x%1Y!X<dDqD20Y&=Y^1v_V2Fx$v%*23QdFbsc2q*L=631l`5
zL5t}^Isqfj=H~VmVr_Zd&v=C|9c=*+-xS*>4YIHYY3>M?SQPct#-L&%Gkl--jkRi;
zKy(gan8MZlwf|NyKK0~Mo+>@#nXIUiR!~9u;06GHetEP|%>2eF!$P1%FmmGoflUEr
z&E<A}DZ*l&xq8QoGbEcg@A6!KGtUrkxamSpW7Nwo*N+d5F2{6AdAY;xl%4TJl|*B5
z3((x!2msI(91}pC!PAV#>x|KqyKAOLu_gFx5d_~36JFAA@eD@>yih*Al_LnJRaUq7
z8=!pt;@@{MhERf$gy?lw?ydMWEdXWiaq9@k*~tFF%;uViLhUSQ7l;1_0mNB*s<v~b
zk%W}=890^S6Jw?X_tpRc5dsV4n=$X+yhQL8&Vp{R^%2_*g|=E+%;*37d9;mt=(31<
z@_7q!9Uyfo-hcSuRz2)24`_-R$AIV<SxYz?EK9rQ0U&}rbH=<T5b@0!qRvKuKS>5q
zu%SWYUlQ|STixyL-<<#ln%IIZ-75XE_JL*|-h~^cf8=t<#7v|4Wu|8fMgsnft%`x{
z&&ko_TmB4;83*X!PhKK<_7gVLY`7(;Jp%C1V-pjnNL%*WvSH!j(b9R^*aG77waH0I
z&I5j*(=#%V$fK_&yN*evfZGj#A&PiD_nYNF^R?%Zb91{L=iInncgcYNFVH&dHuE|!
zBCh96K9;Ez0Qta7zYBMYO#!e{;AVOVxKh-z;5cug!2Ovi5sEF>C2cn){_)%rzF?pr
z^b>Frx;zFP#N9VrfHPEocRJW`HX-8z2x<{A{tCcSC4Ct{`Zi7nnN1804Oi+d<^hs+
zX<5$76$h}O`jx7W>$oDi01x%cfBzDIJ8rxglsRfT;^)5^kF@=3lxPE}*~DURy$1L9
z86dJ4AbH+qtR7Fncp<Qz9r(mao!4#M{z3z6oACO>g4<C`^W*)|7T|p8T3Q~OZT$pO
zlmFNoL$TyfgpUKWHuQoknoBo$MXDhX6Vn~cS!2hGI`nHp_04A32o)xB)PP|`N;t&0
z^UbEaYkRzWyaI6U?(OaE&IX8UYO>ZF4uM($l2<27xrmtK!&CDbB8WZNaJ3o=!7!np
zGv5960wl(9K*>5gJ5#DYt^2mvoQy=~9tE`|`yyfRZ_s2nG$glOr?#yaklhkMoK&fT
zNr~}^F8BLAoq~dbz_$DOwvAUySG}F?FCZm)1@S|R3etbi0CrhUYd<AmF@{^Y`$C|n
z#l`=CW_%lW5BIkX|CgCFC-VtQgfxC{?l1gfJ~TQiu<=uso)v^WfaHU&K?6?q{(PO)
z3X$BTTC4lDQiklmIx8}hA2!bb<N563g2`FB)*>}InUK?Rq5tN5&$~-tE=P(swgbj1
z4|-=okC7m4tU4x#dV)FtYlCK3W+Dtkz*E!v*XRHNsX;nZ(A>bRQ5{rX&ZIR%1CU(j
z@rLPJ5dQtG&b2fiqlW0aWG&}pK&}LAw^s1Y*&Wo(*n&2G;&Yz#q$G0e;0k~QmH%+S
z4j}q?qGf6fw%`M&fYlhKN`D@sR&Pt~a>5+woLu>JhN%_AU;d3*$bo@c3RQqz3HNc?
zwm;|E;EdNwPko2&@5y>)&OhCDJx#Bf^rf2n<OyO6K>1!WGB*zy^?HE0FT;~v`KEr0
zq;9i1Is#8G{>1TUad;2l&HTTdOZb`;&%YK}0=Q0y;-^U04KVTz00_)|)ZB=A541~v
zXqdy^bfx9L#sZQhz;TAigwc|I5Iz$S#b;*$${fH8gY*bg>EjXcnI+bc{(=qC7lR+-
z8T$JAHUk2x5#T8T_Pn1cWye~ifV`a@TlpS;PTzMbDPGb(hc6HlZ)ys6+%yg>!G#6l
zgM)*le86PO(qb}DpH}jMX;qtI3EZt<fODTM2vnULE58bMx$2r4Rsn(0kDtHv_~UE$
zgO%y5df?X;Zmp^L3WNWOJS00xz5t-_iMg!5gPCM(Yz(2&^OS=jxSqmEu?M@UnHfdm
zAS-~<0zVN`3kxHCeK@I@Suopyr-?mJcs3m>Q|vBrerwnzjWAEzCKSj)aj1Ed<L3&P
zqf`(W7d$AG4&Dv6-Jt@d#0=ITKsb2(aGW!fSm?dJc6m70d5j11ZG`Vq3u4nk;AMUg
zOl?8gzx8f|88E+(0G^wBCpR{t-lJ_4j9otfw0VHF3$6Ie!+!us&eX7u-3myt)&LF)
zDCPA4;tHvv$l|gDqZ1&(!U2GB0ubbu?*A>F_%pkELloo%+d;-V0EjaH6k*VB0+IS+
z2G*5ooFI<C&(;+E%6`qoQ#?Fo?I8eYhv&Z@Q1}l<3sQLCA2A-ZIQ)KT$YJJ-1Pj6X
ze^|f;ThtZnq?wjOhjzUsH=Vmx{D#$#x7yflDGyK1J;<4zv}Qbd|Me+c@T3#Z@uYl+
zdyEP{UM0fw5%@M5dw!ie7=S+*aU?L^<UWD5eT42rYVn|WKUaI7J+FAxmp<Qy3GxFd
zW;;Ak@4kAzH&vukFcRtuGAr<de40S;|LdpgUp8M7!B&jo-`UAJUrPwstr}&m%Nwcr
z*FFK#9$BYt7js|#0;uzocxnI2%E|)gGLIN={S*Mu@%i1-`|j>|1JOxt1i16u0fZB>
zl07$>zxUDuOlK&jdG*?*Z=C>Y<n5cwPg{9nUj%pW{;u0{LjX#qru`~^gSsWp4;~&K
z3ZY+4g^z)qML<ze5kA8sBwL`BG5R(A*RNk-EZZ{6%3jRZ{s#(%0^-uc!4f~sKfv2{
zSOgOd2C#iz9m7|^<e?qHO7g>!M~|VW;hs4Gv|2FZmtn4CqrHIV3^;vDZ0R@%PiGvi
z0SD4q)S?)6cd~j)qqs#AyvCKQ{011qLl9fwAOrE%0c4Q4@98q2Gn(999Du2!eO~+-
z3qA1ZEFjlH;Mu*IpRd#8?RJX_Y?s@g{@!>8u;Jf02cal}i17>h1Vjx6FZsh|GkO1C
zQ{rBE6Z$BO3m`9@yIw7}1D+o+rFdPb7B&MG4*(g1;|dVI!DbI&l|MZWzBW8Q+;ZD*
zWBzpew}<C00XcC%+e$(Lo;ECHhJ}^210ak?hlbF=lWc*({&4M{4&k;n%6c2N(q&Xs
za6qg9j6mhGPtnxDklBK!RZF}*&oDR}fodHpyZaFz4m0cO5)I#h5zqqOBM`~;4mew=
zOS19u4k>uus6aYrxsfSR%l0`$9=yN5cRw%D$phN|!%=fAv|@mh!@U_g83r*|`~BsT
z0y*X~*j_~@*@1`0Vbc*r{D<BTsA4E{0cH_N;7)UrL4^9ToC7eHzzi4vTWNp<kf}c$
zrqzK1H?ZQ6003}k+;=AOP(6pic}*KojC8mtP)q^a4In5N7sCbKH~a(8{wZ?~2ryav
zv4jg)5?ll03(-oo(hv0R&y|n7r~aGghVKUEYQ91dJUK0mCUw}h^Z9EA(UB&wcLF8O
z3y99ptJjwg;wbQTAPHOv0Uv^^xtZ2p2)YeAjKCl*$H*}0fqA*$4jXnqw99~BhVq;l
zExQ*0{tO{U$pEy!zbcGj5I{w!rGR)lE_Z4P1@uecbixDqx4>KfbC@|vzibW^2}B2I
zP<LNoQxqgY>f(2M)RqBgrEuQ^NnL{!Ja$#U4YvOr1X^#*siidfb#TQ(dML^6w<RFY
z0N~34xh;Wovl5(eE#6GmodQneY9rI*nZhIF`Qf8S00hXjnTRe#MFp-&AS``kWMl;V
zih`@~IWX2>N>*1_Lzi@byO6NK;>3gx!(jK?iOHEqjoBnE#NU3$&p(pR=LVKT*A@&y
z@4x`l@&wdwPrz+Ev>69zTF%#6fS_>-+C38Ht=dSwLpv)pkg^I25Un%<%nzIy2Phaq
zBys2_JK)B10XA)W6$4ZZhn^o~O${I`N=i!;!xcjiYOl3`1Ys5Me6ejH27(_kGb`)q
z@*6CQy=MEuOTk@U=God|Fo_^b;UJ6oQtg%$ps<+Oe?V*ka7EW}JX;JR($WHH3!-xz
zDpUP;s7MJdKR^j);98om(1Rzto$cdtJ|-u-?w2T3rT?!k4bmt*00{@Ic)-55fW~zK
zxY9u0HDI+sFTf2ZErfrs8*>BUQbY+C3TFI(x(^ALRsiWd1+SO1vttI_rzpV}2JM6D
z4Yo88kQeB$yGen29I~6SKsB&&L(UDrgJT^spU~I$f%Zn=C<R<T1_5!}Kbx*pt<nb?
z&L?*Okqj*s2)CeRO6`>>OAD)hqT9y&4hDlM*tn4)BhV!dqGk+ky!(%14qD&9;yMP0
zo=njH0nJMMh=ZlJ46#tW6G-cW?d{d#@w2MG3;+n8S5y=XHery_L54Wod!@esd-t+=
zi?4Y{&WbWw))w*)1L_Dsl>s~d4TQ?C(Fh0mz9LiNUmzeKuOc6V%J-lZ1mzDvNCJ3u
ztpywKA_HPp99+XZ^CvCLHxtcK0;*1}QokqTc>ND|%9I<qLpnZjpB}(0gBEruAGBR`
z*<$Q=0Y*kpa=p1*@^cf4O^S33qHp&1_Ta%b5DxG@TP|D?A|@uUpA;8o7t@1y2cj96
zr(pCwI{+0Kdgt=JRjv_X1rtll2#}UP0Z?I}Tfkcys%!U89$ilU`}czQLZj4-s6i_N
z{B010A$qQ6?Y9-Mj@e?U_2w^x9{@cZ9NR#iX#gRt1N=f>k1Z`lu5sBrI51B2LBxCT
zLiHdExDNEX3Pe<BP&hTrx#<J$C2`Vu{=jvLLG)F%MJmwi?n1eq_@gioy}(^nfrAg`
zmX_L*ILHVU456>Anxi4Rue)stfz{;>UxI+A#CWBzdzdkibyH~5w^lB1@lS($^i}C!
zf_?W5UMLiO?(Vh(Oomf9z!ZT4wx7gEUuLestn8C}|F0VYuR|IKQK1j4O|v<&vQQpo
z`CYy!o>5c<P6o)RCnbM;e!giLtgyp>VCX%8Q3V^2dJw2yR4KQuEdz>3pTP}V$hb#~
zsg4B~wmyFq8!k(Sn+@)`L#{pVn^#`6ul!L`Xsqyh=K+A}shk#Yy7u;QV30vVZcS`L
z5waBP!hbFBeRK;Dv_lUME%|{`WnO<=Z|;nRo0y-M0dg0@O&1q4)jwIPH0V>=%?8^p
zGl1IzLcSdUP&0RTJI8>X4$RFA<v<1WOWpyn4zDh~9-YA20+|H}P^&$mK*c~26YS2A
zdgMQ70tp8ATcobr6aYBS@ZG<maOtx3z=d>1$BXX>C<JGqPDY{ckCv7;-S*+~=k5KC
z-IqjQ6a+BR84qU#C)e(%W`N|L?oa2{N9M%~1T-aNCIfjySh);p;%T#_<DT&_GeTwC
z(OwuY!(b;18dLo;+#;YzgR%_dV@fNN$kYSl1p+n3zqh;A0tyL>zy`q%oc(0&-3Y_)
za*e1EHEWcCiiDQu^#)|(1bw+6Ne0;$lv}H}dGbO3B`_-~ahacA?1fPDK+yyHnw1w;
z&hP_<*puw|a8Db`n~pDzTuAfH;EthWsqMC@Z4Ib?;GG1%i>uqVM>mL<5BW?~xWJ6d
z>sL|0%aKCQtD&L6g68XWQ{bgRuoc+V;tOW77YIjiGY;y&9Rp+>3Pryl()r%cHc!3&
zLts_5lAmg+Z)oTTZCze>eO}Onfj$8U@&w-@fdP5VLHiup;|W<aSk{}MB%p)rbJi5Q
z4Mh+r{?%`1hbrRwLs7ZE>Ml+@(nuZIryYvvVA_2=Y=+5$I!+TgFs@)kh8;~O8>yqh
zt#YA*zym<*koA*o2O>VG4$0SOY{UX1E#a#T>AX$}fg2?RA#&h42J{$624=xl31m6w
z$=EsxF15=o?1L|YnSitcn6H3E%$JAtij<U=7#%0F59H!#XlP^O<KAW|AbrXzrU#Ls
zqocz=;0n|}2z&IgW*p4S%sSZRfTtU<7!<-4Gd3~d2Kz^2`Q*%u1Q&5H3mVXF;JXB-
zeF3%&LnCP)fI}YY+Ai=dl8g}r;A;S}2U$;JQ&Wbq8-IogP!izxf%8kSC|JZ0iMrMT
z0)fK^zOE1Lp#)+GloCLB0z?heE;TkbHsA?GA%*?+Q>hw(t1F<!cOvm0KZSCWDzN#0
zTv04bQ80!YT$liR1qCh&AXb5NzYoR>nl;1eLWYKhSl+#>st^$S_z{Su$7)?k@QMI3
zpS{O3n8;k9#S}Zbh3{$zaM<ARE}ISoVD_^=m5fhM2Y?}|tFt>^76R^F!14eDMIdy+
zc1FzW90kHFyPScmE0GYU>9=nP=s)#A2@LSE#wRC58nlc-00t``6sLe43pFNkg?<kT
zwbUwG#x)uck<AAdR&H6OqdaYSq>9BOI_Qwx2fjz-1ZcLf;rGAvx&r(^sxTuxd-e>N
zvVpIK#6l&42t;YU>(dS94VFq~8fXDB1DrpYW}aO@?1NH9Ga$X+`>tq!ED2_!f*-}>
zunT^AebS67>4AOk<zhQg3uRK;=64S$tyCZ_`3^*3B&4;0JZ;XDzXl&y*}Cp!mxFBA
zhD`YFx(CZqkptgnw16aVJ?+Tdq~*2pmcIlhrXjdFHR_1&h1YJkaI<Wc_Q(eO3*2{P
zba?2EW)S_B4#g9wi}-^zw-EaVKGIq82dQvkb$4}UIpiKQTZ*Gif2R6#-3DU8B(WLk
z8z{va!OCs+@H>rA^69(C?Dj<t@!N7GfS(+C+<l%KC9ms%uc3KonyRry(}`M*xy!AD
zAGIYp&B)rpUbVd{A>1Wq{l!Ncp>4{(dbk8e*;kfgXtm^BC{4XsPdf0Zx}+fePISB5
zGb~G8Iu%{nRg1j77O9Nt1j!aum$$)4ZM9eM4VwHGpe}p4qs+b^h@?J;ZDQm0qgUS>
z{UDy&w*Ztg_nIXuf6-Lc9k#bs`L>4$w3;a%SqdImwiC#!xbKs1kWl%_Yx%_>lTv)$
zn{qj9Hbh(po>=SPV1Np^gk03Mr2!)cs38B#>(LWr@^`RN6F^vlv>B)&JZ6EM0umpn
z-ofc_k?7a%4)!AnJ|T1mA_REZ;ODf>35!VlP+?x^*U2F48ZXcJVSn7G0MQ%M&C(KI
zY&s|GTPR?vO-95_RBTrDM`QY&_IbIwenx3|D`vDr-Jn^w29D{hE&i?Ors3l=t3MrQ
z53g(9V1xkhkWqk^$N3-BMF|B^?*h&=AThWDg+VsRZ3gJ*O<=XOIVl{#kF&O6)9SR`
zgf@k;kp8OYtPXQQBmX9puatj}So=|cOz>4%1+XW)3Y<S&*_D~WndT2IqEUh?8>@a=
zc`GN8iMQLVcJeLtu4TS|;flOtt+8?voWD=j=lh#{=m)pwUhHA53$&VcwdEo{#u&e=
z`<8Ru&fobefjH{}I12jfGJw(#fcWsljv94VOZ-oO*%6f2xB%Cut9}W7A0u_(EdUBC
zL;ix|3XKGTORiKN6CW>QzopL)6}<m~*vensAB;?8r}|*>_O;GK##y<BY}I}RZgkz<
zuq}kyJkD5Z3T4*8?n`qeo@qwUI{CEiNyXgWJIceX&pVmT!{W!vF16C}<?7~xY11lW
z=GQp!d{!8Z@LT+~Q2)Yxe#x8HZIrH?ZxvHBNUc%YIlc{bpp9q|GU65-k9nHkzN21r
zCDvcwE^P$s%n7^=GV#UTHN>!Qd%SH!S_XbQq6tQjDFoyNbsFK+Y(SwHKDyOad*C1L
z6S4MRt_6>TZVfVSXm?#Q{^q8Lhe@x;%N*n}C?c9V+N*+Ra5x!_;wk#tchb~$XLq9+
zR??=wN1JS*nQFre-+`uxADM_DUnF~y#W;IS8N)1TbjeUTlNOBsDd}Go2Ad}J)J()8
zrolsW+R%dAlbS3nzRc*`Q|4pF9U7Ozx5qsm_5Sas4TE>5r53I!eRL`PIS|BpkA4-s
zKw~`*#-g<1dAhWVmut$0sgjn{C-X@VD&>J}(Fh9Hzy!FC94#apGguVpb|@#7FMx7T
z;O+&mYN{U*(fhJm!S)XhN<g(B!n~$2s_v^Z%bK@pFVU->CJW|?h9jfHaX1or+$MNG
z_3+MC>TrFunV{3ITUzdmW=tO{3gz|Vh>FIbyF3G80%{MKN0jvU)q<<#r|Z4sBi&q$
zSQM?sZyqkX%16E?qx>ZyoEsHLJH4>ToxaFXO-Z_2`AOK~^db7=VCHtV6FUWGU{vCJ
z3Xa}mUQB8%j&ht6sdcZDC)XK^QWi2850i;&nkqVoYFpdKF)#lscZ1RcR5iP~xp4-b
zK||m!Ul%A9_2~bnbE|7>ZKu^uY(O#pDP*&_{>FuuP+;ZqJqF5?kL}}FZ@IO4BH7=G
zs3Nm{9*N@5jd3K2(f7_ajd>eyim969)NXUEum6Qd`<bDo+xOtTBWmka4R##_H!hLe
zrjd@Bzu$A|kSDCx>~JOC$u3o;^?n>S{eu!M)*`!9lRTx9CVYg!KfHk9DdwW^Ttp^X
z3jf3f<!MKxYX3?DY5Kux3TOI@teTQBF+^6KO!u`MH5?h_v^oNzQUM2t2nG-@fJs}c
zuUQHzj2N7}LDhUvi^V|?e2xJ3q#2fWv<^HSIU37xQ2f(X7ON<_&?J8&OK+U_hbF3!
zxF9QVB}Nfusw=QE|BgdQP4n+FRUzSz`quY@1#`otTlDJ}!G}&(^ze7E)Z3lb)BEjU
zu7=dQiL3HoQ3l>iw5Pn*U+6zbBwdgDvX@#&*vYPcY>_NN9_~A5vw__Q#gN(2i<Q;K
z9#<K67L?QeatJcFNw{ic66OoslH?ui`90Im#~OOjdmKi8GV`;u-s}62*9f-T*7G2t
zbGkp0X^B+e^*~Wr;R7CcpTI7K59!i*4+<_HB3>{pe^NwYL-<GV@n`>W>*yG%GphKS
zYqq7g1d6~)?>@YHz6p)qgjxW4v5y-4ltjftjLnzcHaC)RD>ufDa=cBihUE6Sa>SF0
zXSCLvFl6!YiPkr#v0`&eZqLj$;W{2QKhwBUO0)kRcu>$%7`z?LyS@KPx9B7=q%ii-
z$U*Q6aRP(H&=ZC^Y*Ho|il~@FU$my8`mAc`z*cIhKCpIBp}_Xi^4+70z_?TT_XWiz
zHs!5;Xfoo*gb&JZbWhiOn{SL4)Wa?NlqsbyR>?DD0DBy%{UJ+`TDW|2lCZ`l&MVpQ
zja-_WL52LdQK3u8x=d@UKk8wFMDm5y>fUGNMgEY&k}EupwM}UPj3e>0uXH3Y;%qsp
zq?2ngGJFz{c^NZyFU)>N;sv*wJ@5WSH?FO}l{Rw6eAEr&_4)dF?BS*c*HMn`q$SWy
zV=|&x8gpvQ_nn26rqJP`?~vyMr~XgwXEy%A7hf;2?n(@f%RH~exl8TV3sL*oqL68~
z&z+7%51&(y(kgz6{^oD|$XZ%U<Gv|0xAEklN>IXqjD{m{H4NwYB{{bD$Xdh&<CKec
zq1+Hln;AYIncM5lcFc{y%NW-q?xfq^$_w-yvO46VGVf$0q{6U~$&&z%!pefsz)HJ-
z9kN5(^N~LYi8KT^D^_%zkyyJHudf3>zjL}jm=Z7H>cQ=ePzqB@^+<KX`qJhnXyVtd
zEMPAD`ovrOUEPuXUH-r7W;2eCb8LSr-XPfS2EwQ&dK>=h`_cS3U%}i5A5|pqLS*Y~
ziJnj2J;Qk1lvf?>u=<0nCWKHTJmg!5iI^pr$LaeysrP3bR<<1V;~`OQ`Hk_<HdSLU
zTO6T`z$TAZ4NXp1YV&eCCNpcsU;UU}Nb*ZqZYGDfp9_4!Cw&YP@-&~%Prh4WN@3Ct
z^ioIrJ`IyM-VbOxuAydSgG+}07iaaz5uGPTXF?olo9)99Z=w$)ZA|&-=Nsig7rLD!
znka$XBb)El;#(`DK;fWI)<9;Z_kdc5#qC96yTo?H=2GsQ#}Ib#fq^s|q5MUq@wQe(
z=G2y!_6VSjV~owW1`RIVKh8e(({@)rh3n<ADIx3|RPGMk!L{~(Ck8RbL&$Q&twcZU
zl}XHl{1J2djN#DRquTRSWXhIlj&S%Y(yXWc0Be1%k>GyoNcpW=u6AAY?2b&j4SH#X
zOI+4hCq-TXX`_!3jtVrC2#RZZJ~D~NvrBhzQH>$_G-LPi?^Tldg60%^>RhpER}^{6
z{5?Q3>}G7E+0J_#<KIb5T0{D9W~R(LqmMt<Uwy{8EwPl=d^hB=!b$n_i@&2g#%in`
zRfN-Qt;t>*E}L^;tx#FWSSx|+CvUtbzffY4R-#|&{xQS6hav1DcClxEx?UoURXgHn
zc>>-)vcmCxV8I%OqjhPevpmP_<%{5}CYa7ZXoB7I^bdlE&Fe3Z_f&UpKap9)?(rg(
zh77FNzL|@#5K+!>yGtDMdPKXQQi*D6?0?u-$}V8&bvMK>Rqt5G!ST~^AT2xK8M)%x
zcx5Ske2t0o9JCO;!PIkP?`of>*k}7D-4{vO$f?<*?qiv>?(y{WQm{V)GxUJUeOg`B
zSBY5X$BE98j48RqeraqF<5%5-rcdu&hvoLI)J5-_IjBcvvJ&|woR}zY2a)JJ9WaJ}
z{>BNK!fe9*E#QvexG!djA~+R@dHxhmnBIGK+7C1G?t+#N-#Fl8VhuSSt~0v^^J|v=
zykUVj9fn0u@?YQ0Pm22}2Rl!>wnPG7?ck$M!aKA1I*VNTX!^{)L(qZKNFcW_brlMA
zl=)ae(!D)sK;e4~cOBy;)$_3lSkcnOOE&|3?9~hVqaW>|Nh)%QfG{ug#C}vP!N^|g
ztQH+E6pu_jC-TWhS@*jQG$l2fSnqix=exj2l^<o8Us0)E!<Tvv(&MEqz$AW_S-6Is
zjCv#|3^H{~&m*@CD$>6Ud6_8Oo4ZkJbd{1Z7vvg`a&d-x@jyuHv~SGxKCB2?ws}M$
zJ14QoFhaCfVkePjLf7w)oRt1YZ?m^@FQTX3%8M%V=6)BoxTOuDLWFw}UML^myeMkq
z9@GEZQA?q7CKKlfP1#M??~KIFric8+7Go!uIt3rQpW7O_MG>t}sHUQuMpO!Wb1>@<
z5h~;mpXy?Ky>9~Ao_O?}!Ytk-mb#X@7`{lC%j*TnKZp$J6ODy&X7lE@t1>*>dK+Xu
z|61*QE9F4Ek)=7<KJW6uu-AIaab=zM#P3PAju;v{h3Ol=bO&S^g_Ub9${ls|i(}mB
z4yj{a1odt<hTMo}apn2=TCz~N6Sz0lgJ0>4JFrE>5>(_-CUWNYyt=7Q->X@ro2=f1
znu@Qwq=)f!4jstbJ+>{%$k`vC`*ZKCuANA8iqv5o&yLo?ioLuz`1W`*PBfg3&^KF;
zt?EM)V%-O?aXmc*Jd64l+@F~IA(|V}2wC@P9CNLeu-IcrzUC%XYfW6w!5-f0V$a*E
zqz#e%0NY<+R0%B>)%To|!`4*bG&8rzU;7M09$@)jO?Mp>M-wFgJP<Uv2X}XOclY4I
z3GS}J-6gm?1cJM}1b24{?hZHm-Q8AE#UH7#JKg=JXZyY1i%+%+YX-|NN3xk^WImYb
zXXyB<^Ce+Zuy1X>EzU@uDkks;`t*w`SqdkU*I5DlS+x@Pa%e5Fj0T_ZPO<XLvQ|P5
zpTn%^7pPpmpBf|E$uuz0_+cfPk#S*69_E5*85hQ<-30eoC21_;{f@y!%CRn%5UTJb
z&J9eMcE*zn(3*P{Mw$2DHf~eK!aAoqP!{_*Y#^k?RNkAQ({ct^9dPfb6vq9B{#3#!
zIFcLHVu&}OoWb@#@k?FpOUcHF^1UNm^6|~u=E>c?;}expy`6=H1C7D9zF94OHf~;~
zbF@NrQAY}R?tNs;$jsbJ2O7Ov0q1+5QDGpuBd$FB38&eBnvU}txw#tOI0m25w%z$*
zFtP-3L)no6{VS)JnT~ig=c3$q+ee(sQJwpJ3gY48WSuP5jxs@s`+mM6tRAWcFQZHb
zk^p-vC3dry*Z0ab;Hso5^_oJG+0Td6qa%5*;=AIp5@d}Ha{<yhS)&R`i-@p0)D@HD
zjarjj-rc~mizj9$clft!)s(}fWb<uT(}cA%V?0*48gd*2);HZ34Kx!rg#A3AY!I%e
z#|IB*jQG*G-n4|OMZRBk9lgsDO?!x@UlWiisABmW!)3lxF3n5UTG!s4|3>e?``bx#
zH54#Dtd8hBUhD3WFvWO5($+QD8U039NR0{YdD$-x6R8vb7h5J)p!@L=o)`LlXAwh2
z9KlauG(8OLq`=z6hfi&u+qJzr;q$K2%4qpLL8VOe>4$g5n4gp2McZp)rh6~-QgQSN
zmsELB;hTrNyhqjWQD5lSO@84PrGXked&pJ=t-%O(n(J=8=3QtiK1asnIfpRWMN*nC
zwtt0c*l&+&U<Rc7dztR}1Bd5ncFO!V;0j#qBX$sCNjVyFor_D)q>azkgEDAI1`DM0
z=wU43fBgB$UJF}9>R(%mPrSu@TGV~l4II^SZsUKqzoOen^CPTQ>&3?j{&3lME-ZTx
zdL-qKd!;(RBtmPuFx^~OJ+l5TZaD%)Vk3)!#Rz>ifY!BAVV1`hY=D)=7f~WXRD()9
z^_p45$^YwP!;SZ#+s%D{>RUt~>nZAIwigqXp^kvlGCMQTz35l{%{)G=h(wP0dU1#L
zC><vUD~1>%WXt*RLWtX>h!ju5f7jiNNRAg>YqGf|!3V}G7J4gE+;*3bdY`{)Lz2Q8
zCu%j@1r<>?I<4(f))aPt<&<uvIHoqOcZ;nQ>E4@jyL>*rc;yUEA1lC}q{O${>Yskm
z^xlAlkxi-La%_%gBgp6<#R*b4H5hySM)3Y#eXPi#!X;|vR5tinMVx-&Xb$IG$CaMz
z@Iuws;WbjJJF(^?4^J*Z^zTn8y2(?Iv}dACk|KBZP%rm01^BqYx87ge-R5nvnisHi
z-{&H@SQHFBQzYk6p?PV@#L}{fBlm9Erj5WUbq&>Z;-9kFPqEWV+}v?rc<8J2y-3P4
zwgQ~9=Z?7A?oac-T^Yun4Mp?9<8SttHw)<xm@Z5yWzs~Ps#J{6So_<Suc@=c{&K7=
z7*t!C^x3r$(@sCuuL+46SSMS-y`l^pPLCo$*isDcMx*+>mzt9*R2)GOpgwHaCalIE
zaq7VpB5%t!bb5|`KnXXFE_bT-Gr*L{l3{)vK01x~8Fw}aoIrlyb5fvenFN+<DLR$<
zO*2=Jh;Tryn6cZJhW60GMyPsA#3yw^F`oN&!Q&R1^%^YW7xZ_uHswN=2K>*>12i#5
zqF*5MR3z->GRuQYB(K1k_fjMF+>l*hO|Y%8z>u&}P+}u2jI6%oR~ZF4_eSze-3e~d
z&DJ<j6kow7)@%p94psXNbiKX!@ntLn@dhj4#I`wGrD&Y@`v-;PG2M6SSUz{8d%Z3S
z)zlq{5-EvW6la9|Mj@+ae+<fw@M5&d;0<xUl8XVSvO?MM3<iwuYhCRf;T<px>+A(A
z=MK6mW1>-Fu~(%kp{+~Jas;WL2I{#ypJ!v0s1aG!M-nhxPL<$bc_mBGg>J>;+9p2V
zrMd0$c4w)2Jx!$WTJSj2YS{XP;oGLt31ha<1SpZvW5NEGM)7=b)7<8LPqUkJw70r9
zT-8HrJ4nC{Y55JDAz;8F{bkH8CGb=czZy$AwA`bxDa@6s7p1773EOaO{>919GBTVk
zd_52DhOj1IUI%>RcKlgvzr+j2o#M+bd83~d=V#7SA=}&8=EivS9}H&JRin{e%P}Ou
zFlrbpts?yj*NM0cmyd#*ebxoiueZLIA$@~00!9tgJZr?@4e+(Q%2Zs|w)(=q$+l@d
z#>qAQ^k+%hSW86rOQrF=$f^&f1fxh$+QYH-Cm?7N!qknhm0~#FzO!^k@GGY~qZm(+
ze57M$u4A-DW4q=E40gznjv+PvF<CGf4=(EwewE;jPZ8hCVyk<jAx7s3MU1Z;)*MMj
zpF_U6r&94mZQ<^IHx<|J)q3V2x0sQwPhnkZvCTikmmT+u8~Gi&B!Fxx<08$7Pt04N
z_-c@D!V?fFUEYPTLYA`fQi{;Vm#wN)V^MW*JWDDkqfVn8H|QO%Ni%>}0F^8fo*jcj
z{MTei09V<%u*{8H3<s8MRl1&CIW4D%g;U<c6`Wo0OR#iAaUe<gqf43;nM@4BV96@A
zx=*tJuA<Tu8<@H)m7)gB2!|=9tQ>Bkp)&SwCP`=Kl=`_|Thu};0_DkpAB%r<v1IF+
z#nCV#5j#Z4a0*IPOR8DL_V9CrxUZT>SXeDsfZDSqRb%(=-ch))#vrsibA94E&l)+)
zlkY()X_w5*nP;E(8Yc{?m2W%0%|U@7p~>M^>-J@gkc?26RYjaA5^-{F^EN^kvH!%o
zQ+B|Es^va^{5V^8%f$cTarw4+JNvR+r>A`;v!Y%XLB8q;hV4ew!vTx9g`Dv(Xz4)y
zyGk~vKUwh}EFu)RgAoi81!7*1ku^NapuBA@otDphqxs1)e}_WO1JVFE76D%Oci5bZ
z!#cmCamxwzf@z<>YfhVsK95@G%THeg`ikYJxMbm-B(#JQ#qxi^$7wbMJc%V~b4j7b
zKAzGEPYcl~GUa6LsUn>osy1~%p$-G5EL^}TwNjFX9e*H@j^wQO12{rv<Yw@jT#&?m
zIc?Hhn2uqq`IXBou1T-toW3WH)<uq{A?lu*l)+@d5ng>{dYoeQM<p_zql-Wk0X2o6
zO{=@{)1s)0jpJlY96wv%c?*;itLa*?zlk&iUT{odtUa3;4-P3oY<`Fy;@J~Hhz4;3
zn?x(Wzn?a+6>V+|E__;|?JY==(o<m?cTn^CGGFqik~Tz;X4?E9j6EcrmZj`brL~Zp
z2uA8n!wC0_+4mC1dYSiSI)w(27QV6Fq0p=O3f<oVQgxa`h>zh<dgbCMI^~9;dONV8
zBZ8WWL#A%|hqFNe$m-p8b2SGUT*aZL{uVr`<gxz*aOWv^ku)C@XgoIt%W&uLl4~nw
zE=>Zs#313Ctif425wW?|_q(sM_^!r{@%SHMjHbmc`lrallkL{JS2yoo3TLS6&5@Or
zQIL_zK7mQPnJX-&`Wc1nZej~hVoZCogI}@5n?x8x(?rEiqS_|HR?D*5E~5|9ilx)^
zz=`7VwG%#NTf~^)`Iaz_nYl0qC>L`a8_<l|d#O0nyp&~-1bas0uSKe77jM*{^L`!7
zzGI~&KfdBLUxZ&Xz_+jn>*ayn{o}8ZN||gWN>yJ_nS^}H=0!0WXXbeOyCcFtD9`5+
z483E#Upu*=hNFLpW|Z|sTF@7wzz&kNj)nXLW|kOQUy%`93p3ipAzzx$16DvX|K$<_
zzk%kMow@uBV-L8YhL{rA#nxGj7FN)YXV#>P7=*n0Od``Z&z&-bMtcy%$}xR}5PMp3
zSK$&$rmO#H5T08RhOd)mp9>^@jI)7m(kixH8P3n?agF2_&Np#)4uYpclIxJ_H2X<T
zyes-(0x#La%9kE8lKDGtm6}N%Cp+lq>8dR5sFXEMc|;QWYnHyhWhqregv9|$6gGN6
zcSNCroDEBI!;wq2fkYE^3D$Oy$qFhe6|uFfSUFgBbg3p+15Wug8R=X+e@57sEE|G@
zl-OFywzz^>mK!a><#>t&W1|X=Mx)t!;ab2Ki><rEhp$(^EP9)Z*-yRx@dpjRupdgq
z9^P$(NC`t}9xoxT4+9^MJ3u1!r&dobnYBI+d2&B&#W?m2UTRjpnjLbo7`le!FFtSa
zNCwiM`!aiwiMgspsp0nZ6^SEq2?NxGk>XiDkFK2AB@L@a@%5YEu-Jo3{J>kT263Nm
zf$rP+Uz)3vfJ{rrMLjnlV?nFV3;}eI{FuL)=Htvbse8w~(?KBHhP2I2gO{Ls8kTyC
z>4K_-w(J}qg~P(*J57v-7RL%}rgD;c;mPmy?2Fa2C{b;;t8N`+1nG3}bz{$=7D@~c
zTOOIq>{}X^9!>(%fU?wy%kwzR@wG4;YwT__gc^dldUy!$CFOIR5k)q;|6(Qas=BrK
z0ru}-S+@>SDpWG!D+OqkHG^Cg6f^5Ev-N!@dW5F=RP2PXoWbTLOywAO1wk|#)Y4E(
z%xpvXsx7}<&#)mjQJvYPT|04Ww)41HkDkB!ZsMI;i4*wsxkRNC<_c)_re^h1t0M=}
zXhRrLhc`s>ph$>{8F2_N551-a7^zREw7BDA29S`pf+w6ChUCxf6PfjiWM%c>IHZon
zCJ=5)bk)WBhQOAy)Y5G)p$yhWmL9Fo6>_X8p(`sRCx6l=i^(qybAcORgW1Uq*6UaL
z%Dhz)|B%YwHx5JWT@Dcts8yZ+{N<ERU?AxC^j~BNqX4IWFUPxFDr?3Q3cJ`0_{$y#
zyPxHFJ=BB^r0udb`9?IQO-ts)%emq2$RbgtY0iGI;^~XFu#GJbHBMvV70i(un?!PX
z(Q3Nl89GoV4}U>CBzIir_@PDp{7;=lk7Z@YmCre|p97KpDv^&*sw~rp<X_*%DJk3Y
zBC;}%eU3l`TVe_Izp!u7QLHgD3u5(XkI4!+`!Hr@(uz75Rz8#k#>}<byAUGWF$9D}
zjIj0coL9d>d%TmJpx7290DCwibq@xIr6uBL2}c>aNYu1A(}sM;q@sAK5@Nsk*k5BF
zC$2l#oouOE(L9snGEe3ii}<G&if?~=?CC7orkItIVN!O7tfe5tf`1BzP=?KAl2ma^
zHXco*Pm*8{Gfi;>S3-PUSe<6+fU!ku0vA1INtO~knENXGqYEm1Ow*iy_splXb*Ma&
zG>kg=DIsU1fPGIT2BTcmsW@l@o=7??>^t&E%~hLx>w4Q2oczHY9Cg{}y?qERH)a=b
zHsmX5_7xn`%;ie7X+8>E!&-8G%StT28M0!6yd(7RN*X1`lr*Z5ByYphm`|M?Fv%{M
zis(`pGGv*bh{y7^+|ul5sJ{P1=P2Gaghla|36hb?4<8jMl3q_Ul3x&70BcgvDG0-i
zW$tu`)&JI-RvO5pYH){b+WBaw|0w=<`#47klr#t&`1{mqSDmy1$4MLS_ZntE@8XRc
z0)fXKBo;2NVIXmN$fjvsf+Epl<09!Ek=1MWt{$?Odc=^Tq|N>dH-sDn|4-VNvT&M~
za;dVsZ8u2N8Mfmsc)hb5u@w?IOPxo<eVXD?Y0qR9=`v|4j8vOeDn|r8S~Nue(2!}R
zVYQ5)N^Ft^L~q-)^h41EJduR%ymaAt4o#fvqwq4R@3=0;pOn?E;-=BF8kgAQ*`*s(
z25rv8tWQP%=t3wCV&t=}&2w#N!%v2W{v@Gx=Xx}OgFw<jFtT8=bcm{N4|F%@ZMBQb
zyr7HGSh;NR#nTX*mKBS}lW`&x@DS|WfZybD<tAN*s1^K4_JU#!HgpFgjz%|nOR}wU
zLw6mG7ZNv+sMc$Q+Jz^U2x*iaq?oL18b=PRSjVm6k>bA1RDqX~^d~x%QFeYK><r30
z6)}KQnuaZ)yr`5TMcJ-iwTX2&A!@66skAhYt0#A)otAYI!?1mel=lJ|ZXbKj8A8@j
zTZUyGJ&aaaq)-}W2=)p_AR_7H%WV1>_cd|M9ME(%YCoDH*&rnUl$mGK!1hn1LC*N{
z0$mlCly7mkj_iyEw-o*E&<NMjvTvalu7fm`XeC<OhN!l=Q6e#xqDs18h|`+cdAk#~
zlw01U8aG|k^myzv_w8zPg~s&4@U+8i|EV26W-;lE|96@MTo2R={(!X>h}r0^Gyxn|
z`N~ZHMAkT$#5gsH>k{cQ)7x_4o^#60WJ4)$C{f01cW&7wnVptC_^{o27Z>7I;@el0
z!9zN{>O|s!e3FrIXT1Q5`uGt=)GPSc^pLYzZVHUD3Xg<$<XA`&^eAxAX9otgTn^n_
zh7j|~uqZj2uNWD*8e$3j*4$wf6%cHKwWpG>A*m^1A>xpJ^2UF-LoF84W_X#3$nwtN
zJ5BtX)rF_5&3a8kXswR3E$yq^34OVTK945LrTm(%?9D&olHJ>NPmmBP-Ts0i5hZZX
z9*_$Dh#wt?CV@sjQ||u{8)Do`>z6xt%P|Wv5^=-BPGWBm1WG14vk4A+^k>_M<JKTW
zMpT&4Df_VHS+4A`m_T9#mI4YYh<{v<(`vYqx24MjRSSiMnnCy(>cu}-#!0le6I9|N
z*7~o-=!m`^k^H+wUPMx%=ZiRjo!ceGQGxJqC8$X!wLK=HLT?zrW1jfYj49FSDfn@n
zyeNdV09tH=(YU|?A&?Y&(%Qf4P}TacT;B^h#q_@<DNx!wkemFn`Qa;Yn}@{A#T9na
z3QDGw`)d}i2=Da%S#a-C4hKuHd?B33lqr+Tg;H+WnuHit8B%vq$hl{_XXXTEkSctt
z?$(t+`08nd_fQ3SqR7CKD+VlItg4KN2T{3NVQxe6*DJ)kJ){=eWpKb_KMx5*6>Kpz
zF|iRZn4?*MV@<#!6%h<e6>2U{7_cGs^xhq=4WRQUTOQ}kA76NbX!xo;Ep`)Q00UNh
z=5!?q<&a6mijbk(CtC0FYMbq97!oEZt9Xmd-jG8WiR)fiAHu;cByk(ZAL%+xW=ZRu
zZdy3%y5k>OqiVzF?M#X`Par2QuI%I7pMo-Nv^1|=9{j^0ims6tPK7`*%y2By9^3)^
z9pdc$E7*W&G6cG6_m9=#Z0YXha0))L+}|0NTP|Fk-ytNsg-cBQ6ZxgepGZ+*adrL;
zIlmy^k${r~92FQ=;L!tSe;74tqC#R{G!z1{4BM2jn_Q8OD)za{(Zx6HasgRtEE7jh
ze0e=$q9iSxH`tfaH?k;{-cHzm$y|b{mhM&lN5aHQ!RTSL1zMTO+%XEg0iCGyxlDR1
z^20Z?8njm?n)$@#bCxs#X=3t}!|uM`D_kR5C?kwhrQ*{1&KQ3OF#D8ae^B~{b^gGO
zoJ%g`2{jkng&9G{rjE_iN{akU2B$YHnLT(Et`eRj{yR5+&e0?YyZE!km+x`C<M28M
zgxxN0d$Op?b#hJdphW!)nD}pU3Hao#+!BEUcy|5vj$YE{%3@s;x;#B=KL?w;@O{X}
zm3jhV&>P6duvK(hDI+0dF_O%&rL#)XW>Wv&DhntXI?gFlu#D|&NGD_&Cd{(p(L<zW
z>B;v}?aZ4^owCTQeiH645MF{>RJDf`OfgYKEP>U0;o6fZ3*l5jfC+kqR7nWbK_r2L
zUZN6=v<Q3c_Y!ouAX)KQ)zVrPR=6<m(?P1$EGd}DwZIIU$DtzlY6(G#*MDUJBk|d<
zrKf#AUeUAEGs~$k)V$)*VIM}q9j(TmQkgxJ^y?B#DncZ808Ba3@6^89^zrSXcop<4
zS5%c~@^I0h0Sok|5GyXOs!*y>``=Xa+PLIiu;MBvXG946KPf_x-#CQDDH)PraJ*n(
zC6)e6?GK2l;Z~I8hw(HjiO!ioEQT&p8EcGbx@JumkE&|e9ysYg?J!!RDqa}2FI%U0
zc1(aOet39!^{*}x$$(BG3RN7XCp-e1ijpr7fx<giOcIT;p+7bz^5cR?F|e(~M!w}Q
zHOdg766d=3BO6VCGj17L@Cer^2$iDcW=Ob@lGY7fwZ%>o_=T8T!)qOpYX~y$HZ9s9
zHy(ytNy1QC&k4oVu1gn`$7jGRH=rib35MYIUN>!rAqsnh1hIf8AnB6@(S5UE)5S^T
zrU~i!lU!&bDr{BjC@)C6A}ZBMp-mK^54IYmRDq$Hzagvij^de%Bpx=+ARPqGu&fQC
z?hx(~nucC*`tX5yH+Z78ru>6p+F+2i42$&f(1=XjU#`6;L@m>dVR+|SRG0bkD{oAW
z^t5g;)#{_A;&iGf=HCpG{Ty<XDpD8$I>ultMWYsVG85;HU%Ph%gW++PG`FF0cr_Bk
zyit>agLUst%x6tAMflz5|J3f7IKWJbgmdkf1t;{RSNj=4L?mJQ5zGSg_A)Sx793Xk
zDfE<awUkrQNNy!PHBUXpRn5dO%6R3!<o|tcp&B20tZ58VUM5~rHmb953aS6R?#6L)
zO8rO9a^JVsF{YH7nO*<DohZa21vZ7;Y#td!@8EX_g4y!q=WyCE%Zl)5^slm5niXk$
zHl^cX*eqZOKaA4X%fW)VB405@wV@XE4fF56Zues{M6fk0z4B+rFVtAQ+Kw)teXS9u
znK2qfMc^|{NoR}Mr!VFrnr-mog#9hCh?*u;9g}$8|Ev5DpAxB)Jtcx2$|fOw!I|Rp
zx9FMe&AwNZSOz*wD`+WB2`&M`5<{Rdpo&`JSlMh(jS%=8+4&L~e-UaptLP&K1s9ic
zzMCV~*|!+j*;t*0<1x=d{`k`Lfq1>~1Iv(J9M?MNo3!t1{H76(l>FN9*+Plsi?KKt
z`4*|>#o@VM+=bC3ukEKV3z3PNBGd#F)|HmYuxc`YER~elkDWc5#uus>rzIIzrR@n=
zar3t7PW;}KDW<yl-N^8b-E7%fZ26@6My?v7$CM3+IsKSxyA){^b|xpd*>abRoMj$6
z1;2uXizeS03U!lQchoRBJ3s#+5rfmd5}WuuL--$H)}@Q_Wkgs{U$)3`ApmN|?J}<>
z8P=cJNryrh4ABBhi?1<3G>cQ-6at$LDMd{)v|3bEGV)e^DaJ4XLA%^UY)amya<c<)
zcScgoqmA<2`Xwgysx&V>^WiTCVdT7Fg})5d=y-}Bh_~B!&W>e0)N_PD*~*<jy$sN0
z#2qN%Rq%QVFXF-w&jU)klfwd6ZQG(%%KG!gBi#?uemo8VNy&+0D*}g0s*~4&4{v^R
zBE*RMWKt3yZ%>iaB-CQchTZbJ>FeW@M@csfXr}mDD3`K`%*%a*R>-mnsIhyg899_K
zUW8}S(%!<K0hQTOHI~L5Vye!eIHqKHQKUIse0T&AM<unpmTlMYS7}XjCBBh}=ET4E
z?;LL7RKdn<h!>Jrzf`gp<I$n>BnJ{A9%-SD_gGd;e<?ZP2!j#h3F*!R<09_DFr52S
zQmwn-Hkf^;M-h{T{95fAN3EzV$GHFf$}!urQlddM^AL)O4|eh<Y?NUnE>fS#0Ufsp
z_|o|oj67kF;EQPrt$1w_x>F0^7Anl~V*pgGpg(mnlQ=ea9$Mud^)I|@(`3&P@x`&>
zcj5%$=$|uWWQ%detlpIN<Op6cek+A4-=UHjB5I>4X_M5C)J7{4kw}|OV<so2?f8W<
zT;QjxMY=_u@n2Jd*5WP;$wHI%-7CILg^t}<u^Bt2lyWOdU83RN&kC-SVY)bIxZnO`
z#e4X+6UD2U==EnDgAFb;?GEQF3dY#t5FfsKJWB03yrsZ+h!AgDzb(unjQaC%8y4$g
z4NilsMA=^yfyS)nLi^GrgO%g{1>QJgR3o~e><`4OUX;^_k<*<qs(MCB<NaxCK~;Z>
zVlFxBZxq;9=3<_ukSp=tQ0&#xWhg}C3txGz$yB5921-Z0YtfV&mhvZ=1s5iSSrvYB
z`KNL&qpryRwp6n1Zzl4HlB*o`@09>IgBY7Dl{U1_`5BEQ$!t-L9=BrwxalU~raL`2
z+CBLc)Oc#2hrdx4A5Pgy!laBkw-ofBG4C0Kc{{=0*isgg8IEGw^stO*;)|9UmU7cH
zM$(sr(=rGT6>7>R{Q5i&rN%ZwMzQK_JVh7$hw`Cd0g2cm7grv>MaE678y(ZBv_8qv
z3{r2}*aRXYUMclnl%&8WatYHb;?JJJZ&~~EG&`c=%7dwgfAA9;Qpd)7#=a2>pH|~w
z$~bDR^Y)!gQiT=&s{9rZecpl(cML4HV6~~-NmVQ`gR&1arNK_tQuHry`Gz~2xsBV`
zYtkHNF#fMcsV}wmXL!h7WNt|QurHy{x&Y6M2~V3G%RL<)f%yCl)l7JJ=r?Xzc^Ky7
z`za+7gDiK;C@BV8Rr24DFr^lwH(*gAfd<Wm1;li-+g0+??^m1W|2=-L2Pcp1gIaBM
zb9P=KeEY2}4&=o*+5kle&HE`j-^014T(W>FlM|qrW#hiFX?o#)r`K-C?P7aD@eN_D
zmDgi;)E8Vf<!5g0f-`sx{J+r#cmGdSCo{vxdm*$iwLd8Xk<qvc6%yTs%wsi5Rf?4>
zk^M&VeF}w44$;ks`uDhf!lrFg=I8=MVE3cwrLt(JRfJ9C#n2Vu%d#pKVAOKNZDI<B
zQEO=e_d*{%m3${M5hwd-Ie}hz#5-Oi=?;VbS>rzU1#>a@V)ia#P5!Ra8As1qZp_Ly
zyP9>eMq1rv9=GL0a=c$}5U&u!V}!A#G2+<bg?>qJtL?@}c7|PKxH%4(#5b1|e5GmK
zE(wbI3U5TKOw*X7)-A%Y7~c*qFWz&=7I#8&rwyif6_-F0{b!_L%)8xp8WnZjZhN{<
z*meIKGf#PZIqk5N6bzTJW<B)?_Sk48N2h}QUZ|8nmYJI21|^9W<{mr+qPo57@vSBz
zxjJRKbllM}lh5~`65RtDjd8UI5{a~>a?qMJO~SDmrd|tqg#b_A7E=DbFKaahtuynu
z6L}efwfTS!Th=TWRW#?^z-pFwrSdXn!1!xpx0G*!*@Y#=9fX83*)j!FDhdjc*J)*?
zp$d1vE^g2D18Y?%cKQp7a$CS;@V}D{`GK5#&DzThf`ntG<l^w40I?hS({lgpW6F6_
zrO88XUDdLkK36gDzdUb6#?~`PwUcpF)GS%iPy;huW1{Syi}Yr<J%$T|W^t%2Zi|c(
z(s#N4m;(?9rK^8h|3%TuB*~02n7|oUE>+iMT4A<M<7O06{}vYrE}PF{D_^|xI6P)(
zLN3(AEb_w_TG%*(n{za3&zQkBA)Y@yzZVS!yMVL5CDQANo9VAfl?-5v@}7w@tn~k=
zO?o3R8%D|wr!z0br-hxER0Uctr7l3!jd%~3DH@TI2L7@i(GB-}^E$=XR8V9X+kJyf
z!CM~wIWL{7L!y0$k^~+`9xId^f)&r@4Ud@2rv@4IQw%MUfqGJCT=ds2SHuXjAtmj-
z#c+|b_c;OTG^#j%j{xOgW>$sR+1#OV)WmBsFL1Sm4~~W&I0rtI1{Dz%)44`2$L?4n
zDhOj`aAm@tKVf=VV&hm!E=b=HkdFwut0D5VdU;(1mt1sLCEWPP{BRWwuiTJc(fnJu
zIl`n{`31-BNUDzW)t#f3xf=Ma^|}&PJ8z5h=kT&OVE4E|<;Xz!2-g#d9&(U|i{=F!
zzURF~#H#P`3P#1$JPsR%8hO-87fwsbgXzW4b$4Gc$~YQh6_|q=gqs<3z6B`^gNP1P
z-UUK8V`=OzPVS*lwEyeQ9hon7w#_bEdGkcLn_{OqGTE6}(G1pm)n|oS@i<7a{g%91
zK{Nt_rn46;0{+)e_>i&kq!=WPQapH+s%$7I4m%bzox*HDb1yfP9|V2WG25Qtq~TN&
z$d^N@w>X*G<1<b7GJGTA5sijT`f~iO3B~&=R6i%j6WLr*!Xc4cQ~U*^-A*apC3Aw)
zV^WWxxNkR|EXl41XcBYYp!TQv+0cVEl_=J8a{qWUt5!Ux;T;Xpp6w>sgkGJ|UEdkS
zcU1k&(27br?p~{dUTsHjvEq+pA(7WIiT#5_nq6cpAR?I)v#Arxyz%$+_F)QjGT+Sv
zMqb-}UO@t$@TMxl++|kP4*4&itnd66v(YbJZs+2SC;e?a%gA(FW=?ZSFl`zg(FRiF
z6ib?zn(`UmRdRoC<8a7Hf-TVXqs(Z)^uBzSRi$bqG_?&e-S4obKcuDxTj5<T{e_q(
z*dFUvso#IwBaLdACZqVtY8S^$R9eIcYdpk$oWr|_ECMIL+>;6eLBBpgcbN1D@d^x=
z{*)AWY_rxBBa@msEZGT6I5L#sV6RiCEJO}V)|}-WC_X@6*n_t$h`?83UbSTF@W?dF
z)Fd5rSnNB|6CtK@s%MI22#xaw<A4GW%kN3UM$+d}C@?|Rn(-GTGt_jT2r<Pm7T3*@
zBYt2SIpta&HY@C*3%vN?Pr6s=EskAV&>COHv9uv@M3nHtQM@rsHc8s}WQ?6gIzThp
zNlI67ptb(182c>WGW;m^TzH*bwC93pX4&BMlGNO(O$&AE`0|7*CM-sFlN<|`?}Vft
zu4-V~CrFhTLdc%JvW5H96GIfWMjY}|C`m~SvP?+?w(K$Gfmp(K;=`&9w(9f0aE|<g
zg=K*k_y>Yluz_o`@~!D2&g0U3i&>&tr+^D~hOOC;XFp$Mw9AZmAq94%bw9zs)5f~4
z8xm162rW)1jv9<oUFXk=3|%qLyd_`8>X!7@#$xMY<2Z56YeV!CJOW!&8vKR56Oblr
zkio&iAac1QTV76<+B!qjZQ>9brvKnLuiW&nKq2>z#ieA1HlMOwzGdE>(6YKag?5*c
zlD!a5NB+=c;zUdgRY<yo3X*{>uyojx6)a|RiVHXum8J;4Ele$t8?3H1_svF8->$$p
zjo53++ZgM1PdYwTsDCdqzi3JOr;*Uy14YZ@Gmc-uayT)2I?eoJ>{0T@Jxl(yPNuM!
z+|%qP3P;xC=!m)X&36WhPR5yq@HcXbgl3A8;SryVsMXW<1Z;@kqtC0azw9b_SgSBc
z!OT?~r-9_85GQ|ntGr&dh+))KO`o~HLx?xRj#=hEdjx5O0A|UR3`4feLBE6L$2S}6
zkL?b4zZ2q(HR3up>RmD)HXn74kA;??MK?p|s_vTxWt)^Tg|s9Ib&6~$CPC$5Wcqvv
zBPnv&p73pUGBru!OiXEVaA$gXR+LI6W_5~<IBc(Wu|m<oRVtKI4f9f-mRGh&vb3HS
z)Rk=G)R<lejr=L=9V>JgXEQFGTc_bN14xsJ;d&>FNfJ+f|D|m@*Swg80+Rbe>O;JK
zsi0x;L*g=)gAMROw+o5QCb+BUMT1!U!b`ElMx?I5JrCw=+T^KB_SBaibTRaFCyr^`
zXp@{^%f+jh36f^0TbI5Wapc%7HD}AsRr#yz4u~pE;oI8etp{b=#VJ{*IY%eF*ZZc+
zQOJe%7a!-W2JD=R63&iqT0>6!e5(U@Le6xhDGp;8-JcadNek($g{Ovn%oOcgDd6|9
zTeL#8S`q(KCm`sEE$Q+MV)TAyXF}Rjy9E+IGqgK;F7#g}f)V%YUH&+K(u&i<(YuH9
zTcnOQI)BnoTkK;{Fqor&rF*j}RKE~{G4<Wvgzhfg-H#P^LA1s<T8G(&e?(KF&(?e$
zwwPJEhgi1Tlo!tFqX{etQ!@!{{<rHevNfcD#&~=f5fOW1#zW->7uG8AEb1q8n&85P
z1jG047HS|L)alR0+9vsR0!dV+h=BViyEc)bzEF{_=rY&n1*F+>>)$+cMoP_k6kcce
zP53g~WX|t3nS-Q)J;*Lx#&APt``!-~ZmN9sf%Id)R4v%P;%bV%XzAFKuFFj-#L-Rs
zDep=wI$1zdv^?eS419V;k-5{#T;`!YlpFNYU<r{KZsdC2sxu*68X=$7+VI}^)Vqa^
zp5+muf*@k|>;uy%dY~)U6m*RFhYF}SZx%3nSe6sCG-A`e#>a^Hwl!WgKo&@x-Z-IY
zjOnHzlyR+`S|z+T*d#$gSkGh=+mayMX*iP>wF^fTwRpV+OO+la8*bDRg&KdPr1z}n
zUjhAX<`^#f$mjCq3LUaSSH#a6dZCWgoLO+C95KouVz38g&mG3ESMsj21X=Y5u?~5A
zZs2NHz_J}7iT8$Q{vo3T0^A%y`lqfibIxh1JPVHRR6%Q-F;kdB_rW!z@|DLl`xj>t
zl_%zb*!db+{wo+C^Y5(f=#yRp3#4hIW-WJqA9n9G>d|h7_2pL#@RJr>$%y_%q-Goe
zz_aQXXE~~<ZFRGr%D|n#xlaL@gJ>p$AMg4#NM|Ie9H~pJqe-@xr>N02L1I*iCPzR_
zXd`}#senbGD|x&WNb%W=MgC0r4_W@*AX_hIJ+@U~xV#C07>!7y-2Orp37JRJG>cV{
zVXt6?Nf{$n_ytD9Fu-RX*;YS}2Sbfikpkx+z~!?h>nvUx9!1+ZNl3^>|GnKuYDuRD
z<u9A>vQ_7onsnp&69gPKt>F5TDnMbBtFG>%Xgs=@a(9&ma`vl0QQkll7v!2q%1c)V
zuG7O;tmOjTyAWYZQCwtIhm=w1=?QOATR90`XZA3`RlU<~cZ!%r2xUnM5gXluEhI<0
zP5r`ySqm|`wc1d%I3k-_sYPXIi1t6BpWI`FYBshsU1K&hGo6WoC}^#5G)1_!er#UB
zjz&|+2o0w2e{;M0)7f_Tv68;LyQ_BbN+8lHV{d~cLK8tt%at9}>Pi2cEu9|Ar(iJ6
zf+yMoC8LNZfehgtxf-rl55s-%`7@u6m~KMPG&+r!nfYm2Hy2+lr?MD=(CrLyz8yar
z^Zm&&jc-H4Xba<?Z{SY|M!4>t*p8&RzfjPF2WvbeKHi9pK6jL!Wx@MB_?ksC=QoNK
zZjj}>)*Q{|5V<c9q2+YJwX`M1Y;Ih)ubbu2U5(SfDD#M=bXlPEq$2g%?u<c%K@$pn
z^+G0XjQ4R<V09!?DE7iSS(sz;<ftu}`8#n%BT=N_ek#1tii#;2fR~nL^iqxx^h>vU
z?=$bz`5VU%8-W~|0^$2t;k~5pXLhXV`L=D3nxrxAhzFm@z-<_b+SszJM84;{93r(L
zt~%$Ra1%#GozL(jBj{GYMqvK(Y_zh&*c_5VwCUfM-O6DV95MM7#-yW%-#t2*BD2Lo
z!an_IHO8MDa0L1fc(_Kzs@nXM8{aQGhNAW4g@yF)2M1#~(wA9!xc>5^HTg@!$18)a
zUVoD>!oNX`Ffi<wM~Csi7vg%nMf7-lv>69HEu(v#Nz^0ct0EC81n3I2Aw<is<e&Ml
zv{DSN`xBMSRgqSTefyUtj~V#o>rscnt;pjx4H^-L$9;A~(MxVj7U)81sJ|%Uk<BEA
zm{a=0EubwmLjYf2#4Gxw`NytDp?W(UKd<%R@CvpNYSfjjQUq!+<n2a5B%CO>UX0<j
zmqcO1qYx%&xrhs1&1V=`qW?2Z?@>5k&Dk#-ibYNroOoJcc;>}QT#y^oaJgPe>VGtT
zG3Ryud4Hc=FCKW=`d1F(q!cXNeN{!5U8-h*?0(!;Bn=}fVQ2f|HSGBoqRc#aK6sZd
z9J)q>kvwzQ{@(P*F8`I^)}39TJC@PGtHxP<Tef7U@{lXO7({P+?9XRG{mk(?`gFl(
z*!wH3%$9%Q4+#N*7wtE3Z7giDbIQDZQYm2aXa)b2)>%U<J&&@30wv8&d3(gcDg(7L
zk8$3eJg<Hq2SDOA-<-_J5W!U@3;Et)7oa5(Y>MNjHOkY%K&bcUq>cYe$1KQs#4^&E
zAol19$!W`xm@s*Lr@MicF+utps3;Uss@W>EDnmH-EGflk2V}Mn)}5ifZ8U)Q9@TAq
z;gjLyW)#ukp4@xr3Q`Y=?l6qN_rW9W0nEs+sRYG%7bNq}Qz8zoJI2}x<_qb%adABe
zf7X>RwGwY3-|8vJL|z_HQ20F?t;O`}qvj87yS-kW{#>&h$z&b1dTuMV&W8QKS(;^S
zPR3E8i~hmWJn&_q2K&|_a(LcK8G7aN+9ggbDD^{()Py(HOR~)O18`=^gBY}8E@`Xe
z9m}<bA+9rAD0H-a5r0=hpG{Gf7bo}_5gt2D5Sj3X)dm@BM!oO;3a`|D_LC?0<exM;
zb#ceEcc;X+Aci0V!RvcJ;fWx3(O0qW$HS*Rf4R^OmY1~q`Z@MGm7p;7`-u2OTT02t
z?pV~fgUcbzc;<s6y*DVw5eAagu0Ay#!g6J!#KYVm)j}hNc=n1?ij`&}&e5aP0DeyY
zx(6=L?xE|k3DaW_EL0hB2P8i<BOe$W;r{Ux#gjcSqEejEodL$jdbG3geJbdZGH)*=
z$9~esXVb80<nJv(i4_K?S^b%{FnT^5oym+Hg~DTu)yYEI-&skpvgNmVbu4t6qINn-
z(cSPNCJTJsGk@+(yWSNs`uza!hyHFEEP>6l*m?W=yCZBNrqg-jhr!3Ku{FZ)?Et55
zEN^>=;LMTY8tuu82p>WD9pUjk5Wyvc6dKehVdPRRkcfMS$OQQ0%Nrv*`xTlg7Q2_1
zU}kNYb?@>znr*Hy(vDZ-pJ9e#iQ3<rP*yksJ_Zth_!+~1uS75;4PaXe@`#-cNh-Gn
z5JhmYUnZf~JkX0PKx6XEY)buxn7K|TE~lBMKU8|1E^zMHH_}}lq)Sr1=AN;8BP5H}
z7q3UyxD@y%@M=2K10{GhVQO*6C0#Q<`*CNpH~)hvwajT@E5l)e2dyOO$8ES|+Wfak
zaj{RIklKLe-D>jrQZPbNv#Gp}ab+zeH?)(x@)usv6>E5AzF#n@FNgX6I8%#!WFYr`
zuAXq9XJRHo14y60>(rIUI7UJ}O*By}Xu?X07bVrITD1Q4?Zs3!(j<qKqz`{z;=pmF
zSgznEg)L+|JcS>@-7_{7R^RluMqPf@k$Up8uAUnRl^H&BUY^RqA1>_{LQf8Db_U$G
z!VS;S!n5O`Q&Mp8FppJ<8q>8rTE9P*N5Y=@!T7u)@6>Ybyi*dPN_f9XA_qi%?=a>O
zf1DiN65KVNAh&!<Za|e9vx>1ZK(SPW&c7EV#JD{n3EI7EJ((hS#G2@Mg)0At%YEC?
zrbPHb@uu-kU2ezxyu<--#~=Cw!m)*Kd5v#hJ4=jb#7n>v0Y8oH^pW`4e+c;-orEPv
zUXr-yA{O!Ewd`em{cEkl7{rV<$J0NJuF>tj(BqSn-PV&T0R9rVj*rbf;VCb71fbd(
zz;OkPWKw_v6IiI!>TBD$tJ1I`?@v)(6`_btOvti7=XD?iYFC379S>dwEERZPI^SVy
zPpbMUV3uu`EP1snBlE;*H5WD|DSUQJ|F~UJM-6p`|FI>NAqjuTiY0yDz#^KFA)v30
znXP3?G}WThYfZwnZT4SY);e!JVfX|pzn<67{|kb>SkmAnWAL^ocrW$<N#<d>#fcK&
z2`^;NFM{{ib+o^;>&c=lbfG-dTy(c?lAA=^-(y^CA^g?T_1z}d_1*VsHj0iN)98J|
zg&rwP+*)?`@{789(?MCVmN-7^ed!S-%6|ABG;m0Fi_*{@l6kF21XQf|w$K1JB)yKp
zIC_jk0bqoYNdvftJ&-MzXMyAQ^viFgClDGN2geA|r$BVpoT}oLPS>4IcX*NWMdynx
zfRQZ$?-NVUdAh>anx6iX$c2o(T>Ix$!)b}sjTjDR08#Xd_3ZINf%bz|%o!Xx1793m
zekYpfQQqTx1ygAace^M-X0bw^@Ld!klo_)cr_K`Mo7~m^xYJ*5u)^x~!y-u}3;($5
zddJe!(^~`lH9SGzOe6rw{N#PWnj@S*2C{XoL1bBWc6Oraj=K6l<5}VhCWJq^Y)YI=
z5ulVbSH1irG>{$hLwjD>Zoxe5Bs_>ArKF7Cc>FN3eS_b*Wa-aFFraDfQ`|`to@@FL
z42#+lxaWsxK)AXVgx<fc+@EuN<|#t^KU{gxA-hYrpx9!~X_DU>K(-YDg)T^h7{0ID
zMUPEh6exz%D*@O#5E2W3T>uxO^~#DC4<T#-z(}6}J}qKkr^3UWo}Q89)~;99d5ix|
z|MD>l=7!Zg5Nr4Jow2<`FlfUxtV1+x9hT{SSAK#-O|Bnq6E1vl(0)Bdbqu&dTSc3S
zfLI6uzL)?=732;&ZU<x4`o4Jz+?6R#TXO)W9+KZ<AILui5Ec;k3|LbjQtbORFWs1D
z5mG_XzA4HMKaAa@XnP~#8uSMwak`N2tbU+kcLiae)r4pV;xbMYp|Gxt09}VkUZ1T;
zG|xWTuq@E^6!_40d#aK|$Ut}TOAWs}4FLb7!{p^&`8WA~I!T2Y8PsQJ@>I{ama>Q=
zEw1^((SLsDzWL^~wxb-xTJ;GDf-#EI2YoaVMpmOIWC4eR9`3N-T3K9~>??e>F6smK
z_NDAE)0iQBe@G*3?eB&nmejqg0+DW;^Z<hnhF?J(Cs8U-M5hHS+6B3CtQXO~f9tAE
z0my@kQTAB9c7CXNOkW0+siJyU#_}H8HLQc%Qc`|ZBn!P~P-Um68fkxrtEY0V<iDDo
zxdw;h<_0RTxtJGC932yOhhhcoN-xS}KtQ+W^lPf>v{PS+VyNLv08uX0mtqSBXDY@q
zr;A&KP%BJ@>XUEi;wD-G`_+)b$f;>*dDG@}!w*fUFaX9i3FLx59{Rl>s=n`FipSfm
zHrBYFX$SOdQR7#WN%Orw?!qG?qDBrV9BV=f=T4jdaXM50)_uDw&o{1kK0u`bh=u*J
zUpd#(V#pA{|1}7(yO%F-CAUw24-FhC0xlTfe)vwa1*k@!v{nKZonhzNO}oZU$vy^<
ztm890c6bAaKR9-c<#&a(v9z=#5_(k&h*}o_d7^v7^t};u*s;M0$c4d(yQXbGwrqz?
zQSFprI~^%0>4yIMzCMHV*Dl+x`^L^Y2uGYRP=O_{_=irw2e6p-fuw8=@ZFH=RE^K4
zDw%I<Q=)QS(QT?a=`>IJF&5ddASQ@lTBilLr54Q9rhv1fN$0AKUg?Y%s>>ir;pACK
zsa&S^6Rlxe0UBU+3TKaJ^GO;l(t(Asvf^9t&FQrPX%*Ni12|I3Vu-#MIJZx>pUx+R
z$n)G;;=#jq5l*G*)SL&AMVEEe>-LZK8!sAH(=6M?-m=_eAq6x*o_ih1d4&a$T0ji>
zxNEloa3&qwmSBK^N;Mvep;rn5sK=)|!57x5u6Iv>Fs|meTLq%rQ#Z6gHz*yE0O%P4
z8FBdpy6zyh6SQ~`@p+uDoyKY(0i1OVLqoTRG?uUSC(8Sr6LSZMgagsZA%>Z2t{`N8
zR-V(L4}lZJfjEH`yq1NB!`ilANdSND`S5q&t_K0&Pkr=&Of*o~Z?xO&{Hgpt2Lkp0
z8qXH=Pl2%dz5WfriNAoL*=ZLauzX&Z2Gn7T9l)J40MJSh8vP1PFiL=5qHMBAALQM*
zLIjSpK;9naZkF4Iw3inzh>4yAV9~dBll!MhzibfsoMGD<4uFVRo*kVA4&Xq1I&0dT
z0KJuDjqf9e0uL>TZkPE~*C|cy!FhSa*H5njgHM^1Io=6??(YOpwkmX(Ig3<``kk48
z!riq4`rP_2D~rQsb#PygVL@;z0Iuz%=-7hpV<rH8z1Jwq*pW2pbM6Fk`*uK~3iEYB
zFlW-~Fw5;4Agz<?CU_!&xAf+*`f$432Ow_1l>XgY!8j#DRFVqhzW`)0;7U^ZT|e>d
z?(Sy#y+1iSI|HcyOFOTbxbo4-iO%J(vY{CKU4ZPNOdJ80pC60=QlosH($+ZZq{;qh
zGQe4tscBDX!UcopQ`G`pC_!d4z!fiBgHs+<12SNO6q!PmXx$Vdp};txaRRtBNb>~R
z738cf03e)>4la<2qe<7eMLNPaX$*u4K<A7FG-&|&Pfbnzq%d9s&}SfJ5M(UvfLO6h
zCq90Dc|HQrouF<~0N|_B5~Y7DQC$K!|1Z!W0IR~$Cocs};mwe*ni+KC2NC8Yf`DHO
zVDNFKPkZ8Lt>=^Yoh@;FJdna%9#|hL%mP>+BAX7q;hOqiC*dTaJ+hm&qF0@K@7FxD
zAM%}eSy*~ODm{Pz%Ml@Kh9T!11|L2IAKw4A^PvUAG`^?3#C9NCL3auzn9+rv@8QB1
zWGDijrI@k_z{rB!^8cVA%#*TWU@<WR3Zp4tATd6_0<F$~sE;A8oSK<wG7y1*C*b`x
zXHwG6j&UDobzCIE@T-pro=x6s-k1;%Z_gi^fGA6Wm4`<L0Qdk?)1WT|0l>Kkd~TI_
zczBQ@40~wF1RtEQfZYT$E2}6^mYJ__wpkqr(JNg%0V2VdVDP_YXkD9KxmQ(yHpzS5
z90)8TP?sVA=w$(Inr4b*flInw{qbDwvH7www6(PrKq(-M3`~dJ_m_(wV=44|Hy-)Z
zRJ?BIdr_<t27sU}M<EIj*PuOBz@`%5tO0T8D*=HSK!x7k-8q~tF$3%qAjO*kva3m*
z7KrHsXz=>nnrusLJ<XDEkVFsg<u@aWz6l@-3P5>XPnUXtSlnoHqX-D6=#k<eAuii}
zCmb^TYQ?I0fK48xtKI-MOQIY_9|)hp8`?g|ushfeB|HEvZ=hwzZonqFRr(-EZr13$
z#vt&0G<*lN)Fglotu-D(`~;knF){-q3pn3751od2)@#l2e=|65KugEpAB>^nR;AH)
zU8YRU2>2j#Cobo}w(R}D?)@Oi-OdRJLjbPUEBM+ccq!?3D+x5G02tiZLl4kczXGlm
zH!uSTK|U!~yABmWEQl=50c71-Jbuq4!S`K3Ghktz0z@aksew3bkZKM30W!He{<|<Y
zLV(n#{T)~Pe}B<dKmeYJK(A|Ai~kMcDf%+N!$<vV0*Hx3|I&5s3%II^6T%+cIZgGM
zG}?Xcz}_|l1d0MMEns&7#0zj`IqWvZfibPF-vm%l(4>|GHttvm7`^~RSEfdz>-Too
zHRD!a->#w!TL^4rKn3$aN00vqTmVov0H{@f?!ua71F^Kwh<FBouFh_?fcz!c{jvwT
z<zIOPV9j#_1fKVa&ZbBL8OZpaIldiv15oBby6^3&Qe?fLn*wk>V#~|hPxLN!T&lhB
zLC`IzJ|EM2$w_uh*22ZGp}rk{#3TX0<aVyOfGsLOf1h`K_{I?MkH+Bh{%1l0BR2%<
zegQ=Ki3D=lN1!l89%x3gpkv3MMrPZxpK_=^w+`&0D>SMBvhn{nbpUXVEFKS-<`(HC
zVm1}P9%e>{2-r0yp0v7WyVVwkm6uB;1m#nKngCcY*Mh<|hs{d=>c%|>PBc^~5+P{l
ztXCVOe`I?=4LM|M#8qqmM*R{DAe5l#1CY5u8`HeRB0+TVyl)ls!&i;<uOz=2DpOKE
z{B!i2c3XnL1%DR+-Bt3bj8-{fcDHVxj{g1I0d^2%$ui2-i-1K*`7ph{{ukh@aXGBF
zfcajeNp}q*c$Lu=Cr&?>8LCrKRHZ?K-!2zG1ms95V6wo6_L--LY+eXHsiB06DWn|0
zg!X}?c@TrXfAM~P0c>+B_1f+|7zY>u2GSSMgf9W|ISmv7fSNiJEwh`0zd-a!6(bR*
zN%p)$Y6J$~JekG9;)#$+9!*>s83Jsq7FqmiPc@8gEVVeCZY(VSu{}R!-V$T17WiY6
z6>oc7h#(35DQoiyAKd@booAK-Q`qF;ZnoDsF<@o`3KactP2=mJ#qaQqnd^*$mS6uE
z={#)HDF6{vOp3lM4K(F|*Z!{=n&KtUWOuYQ|NqH8`hnz{R2C)LXMgnxcu9*Zh*gOg
G1pE)STp*JG

diff --git a/dev/_images/sphx_glr_plot_global_reject_001.png b/dev/_images/sphx_glr_plot_global_reject_001.png
index de604529d1aaff3c3577d273764fc996283f58f7..58667c717983f50675d8ac0cd7612b9a305ed1cf 100644
GIT binary patch
delta 43
zcmbRGifQUArU@Q$Mmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>G}%4{~g(wwtfo$bsG|P

delta 43
zcmbRGifQUArU@Q$hB^uvB_##LR{Hw6i6sR&`6W4-NqYH3>H3$}2-|E-TfYSWa5fQT

diff --git a/dev/_images/sphx_glr_plot_ransac_001.png b/dev/_images/sphx_glr_plot_ransac_001.png
index 71ad7ae429b4a7981a0525f3d623c02ef5086edf..d97d67906b18ac40ddcb34df7a995771a3a213e0 100644
GIT binary patch
literal 156446
zcmbrlg;!SL(mo6bNJ)36NOw0#w{(Lb-Q6MGp>%_EcXvxmH;71gO8#!nIqUuYfN!t$
z$O8AX_rB+znd`b{W``>&NWMeBM}UBUcqc9O@e>3Dl;-OP4i@~S(==rj{NQmG*K}5~
zGj(<|a{K}zZ{%!mZRc!l@tM^1i=&f;oh=(9HzO-OskyVWy%R4Jlg<B~z-Z@a#zgw?
z+z&1SZ!e|g1Ob6!^!kA;7AmrUfP{dM{wSjAo^h1v=8dIxADZ3L@#8iwYf9{tNJI(E
zi^;05)m87Iw9IOy;bBJ2O|2RSRixaXw8Kq`EZ}PW@YrqQG&W8aN?J;k6!P!6laQm?
z1dr3i>d2Ve`eoK_Vh}16%>RyHMzOgyBBlQw+-pkENnihah~nhK(f{9B5@?zT|2y=e
z$g45`ceLV)8`6CE@8Qf6(f#Rv7ux%b8Bmb(-(zav1C*@De~;Wq<^R7o;1;{Pno*3W
zEE$MZFQcNQ4BDS5x?J}<HL6=uaQ8zd<{uvC+K{uhruXbvpGnqhbIm+6&bH3-I%&b4
zY?H_*BPI2(F&?_O?Rv>vU0p?Pco<`wbYI42`TVi%pj^A5REtF4eJj{C*`UEvt!&5j
zXtBrO<z55!9ez-3EDC-!tbu_6_@)1P!C=zw<-y>Sii+aiqV~bV)9uFORIV62JiJKJ
z%+~4YWE`1T^Ks+K-Eq@~ecM{5rH;r}3LFefFxyv;%fIkBdfCrU50T&zFy@mpG6>O7
zQKx>_xSgze^v0~{J#Le{m@jzT-rQgdJzc4^Er0)_)jv4MS=ME@(P=#Ya5*WIK6ie3
ziJ_*Zc1-)So9)-Q7%NHa@lh(ldF(uO{4WM?qr|V7nSt37l@*tXhnr)%=ezA#*QSb`
zDSb@Dq_4er!&P0+GB!39yDCab-Dw<F%@;rEAf@ExuOA;ip7p#XQBqb8m^L>#|2=?-
zgX4A2YBC&$;kue7{OMDIS$RQ0f%R&0ypC-PjQ{eoc4g~9sjF7)e7TmGy1IIuO}5XC
zR_KF@n%Y3RUFXu4XLS43FWL6z`$IS~TyA?(62C_lubZRX^75$FRox^egNYeMA^9%f
zr{%T3=TSDJNeodWLRoWV8gJ~M|LtDRX&A&OB}sUA@T8`u(i?PUye08QB_SdC_3PK&
z??|TQH7=N7*O@g0MG=v$KU1?`=Mt#$;zt?V##C(kLf%pTU;^gpgy<i@G4K{$KDA(P
zF#KX_+Nk;W`Qh~TyT|Wv>X@a!89YwVr0wnP{PSu09iH$_D{H15h1ex`ckYmI;8x1|
z`o3cqlKNZ?4Gq2K><Ge91Y8P>){UI89hP&Y#xaNPgX*6?k$YYrP(c{6;}4(+Jx-ba
ztF2{qxE$w-Ot)<<(R=!&v<DXf10o?8uW7@#ZFfVb$yR`Ds9KXA;_lzS%(xpx@htb>
z@RMB&6*>#1T4i%TZ#Vo<x_6QdCNkaD;e|y+ApIWCCEH^E&8jHoPMa5(lxzVnJhji}
zvR?F`vxM2~d^i!ST4>VpJ(w*Svc7a5yxGf-1tAI1Jw)O+R*<Z}Z2GUeTlnvI`jBy~
zfa{nq%?D@9{{%2Q1uyUN<>_FknJgTcX0tt6vc4w`8XDT(wI>u5R0_Wb>uJ}EphD4Q
zF|Q=Atl!O&**IZkHi)VGgQK;!<Q3bt=%66zC<zKdK|v$}&Zw@Jr_=9=i4DtLzya{2
z6Sxn{>mU}J9Viy`y%?00mCYNpL*5a%s%B!*soSr)ETCav1ojwqFDxWa=SyBz`8`G6
z-`}gp&S3?GhHh_fzY&&}mQMeI!=x`KFaHjLYt{ZuvaTci`uaKqQQC=&l+@-RfgSYb
zn%joWrFY}UnTzNlA$?xH#>YqR&gXk8h(fv4UY7;Eg%e|BLhdte&+?op*8e0ca|xA~
z?BU^I>`_&9bynj+q{`;s2-x5@z}U#4fj@uB%vb0P3EZys1;Jy)&|t<499DHrR2%i(
z{rRQ{zSnJ9r>vthda~B$@oy)2f2E1ZYQCJul#j&w4DuVb;@=g!E-EG_l;qJl>#lLr
z?bgFe<H0CAZ{QSv{`@g)S}7?hF<NP~;s5vN8xkIC(ACw|HvVJ{swl+f>FI`P%cRf?
zp?_EyT%mk=$h7&N2)arL!|6Qn*}1ufhm=YFOC;@zq}EnmeV^+&<ZCWc((cRC7|n_0
zygK8D{i1CCyywOh+rxy;4<86o{=3{k>TGW)fAumO2brNAM-YV8>Xo|TO-)=(op<D~
zA(@x=b!<!yq*H;%r>CVx8v+e|52{*vuLDkAH^nq|cz>||&eXam6-9v^ng`&1m%zoy
zM_B`5-+dlQpaQAlTW03C-}5C2_<l)wxyjAZl8K2)J#W_Rtm;YEi|=4G!O*V)Spl2&
z$BWS{*4M4v@V<P<n;8SrSCGw0BM3DGTU$nuLhyj2fbZIG1><Bf%c}eO3WDepUcpYx
z%OeL#1DQQTC{bny?~SmJj{qVLqxG$Wv9WO~n;A01%fCs#4~&eqZfob;L&mJB5bmcP
zx4c-Ec{D?8jfFF%Dur_U&Lo(atx+egP$2(t^RT-(zJS$;|0f}8YJLFQPF>mZH_ez=
zyX$<A01DN!L*II>wPAp@&FvH$`~va0=PQilv7NK7?Rd+gX<c|+9IE1Q*ulX;{?DVu
znm(r}S*DJw;wP>(=Wk~8-`>lkyS8-<7&GWLD?x}RP@Zqc3N>oJ=i<_Ue)|?txcz3?
ziXq7&@`k%*!)?PSi?t$CgDlAX>3Tt6=jLSXaEWoWHY_Fv+doCn$FuBO$5DH7WaK<!
z6lB7)l$~^tx~mAW?sF8g1%Cq{!?5ePPFk!nmOP{`L>%HY>V<}c3+$OX*`{%h8tf_o
zTUxMmBOZwzo<&Oi`SWLOqydN9H8-!HuUqnYwph7$bW|2RR%9eor{<5s!mPMw=NCL>
zU?!S+F68;mp1^_C7AGB>qVxAR092Yh+5rxTL;OyVW#qBksDYmU3WLc1WFdbA=it7R
zsa=6hMMX7!!-1ul&S_)W5KW^}2q&xyT-GLL_up<djz2D^wPyN`c3w%hjEu|$+zLpW
zH4fVnlchYu?N2u=HjNwrd(<D!LC7Hp7pv07fBQD``Dq?{rsH<~5bXotC`0rc-*4Bw
z6hR(s@RSFnAS_n!UTV13yLWKD%g+xoth&0IGd6e1!?tz*y%95RP<D29adGjP^(hTh
z*^eI|F|n~d1xJ&agbrFktUC>~dtCN+`aJYk>b3QQM`X&&&llIz(@VaUOeI%UQZgR|
z&<*0<V0dCe(9*!uv(@YY0BuQGnbkF$`<Wp`qs_|vmLR*rZHnCc389xq^-+$&1IM;C
z>&5Ea0oH(kfG8rq#sMGf$lz!KE+}T3<$BH`HuEV`2oNoSeOr5HDfrTIa{VhS1a@|I
zfR5n``SLsMPEfJ4f3MJKy6Ap`Qm^fHd$M-4RQHyf-)8>1M5v2a(!YbUD&E<uqAX8@
z{OPc9Q!7rNW#W^TU1CQ^#}qC*;@40HIeq+wgx@_5WTwor%GT1Q?+z*oe-<%YWANBa
zQL(WH>8jd)t?BVZY;GF%_V)5;XZt;;1_cF~Rw8%3Jo9mFc(a9vha(a3epeKF`VNRo
zqus{(&eJQc1Dpb!9By81ND<V1?5d)xI|e)<EHct~t2Y>|IO)faAEwtgryHmLZh=)#
z(GVDXh<)#jAY^1^`Bu9m&=#8P4A}AI%XZK)Fk(xcD9_K&E9NJMhtIerHbD9Y{&F$O
z^cJ7^3=0d3h<K(3g!tdwP-4p&k&bCd-3s-lW|>OAm**&a4uri$OHp&p0rv$xH^{ST
zNs{>F<b~XO02r$v`Hp1^Wdo>>h={nmS+Prp{{z4+%Wd7GXyAT`uTdiOp|rFV`C2E}
zxOmP|-}m2_b)VZcWCIGK9kAttqoZZxiV6w}kuF5YZw-9^Q91n`6G`}?9;>XU_m175
zdRpy2bQdyFMqEk?PD9rL#%iIG3b4-KzdtJ?<w@Y%Nf7neHn}w`<kvMNCu^kdq=mqm
zmpf5LD=achr=CL$C6=+UvCU9e)6vmswKx_G(Ri)3x~zJgb}-C4wXJ0_LyLtX7ZewV
z0d7llZJ{e1myxk*bhw3~$RDs|J!so>2}qHvXB0$kZtiQCfuLq;2hovrEdR15r4hxz
z$cSuyXQPd=f}qz2NWsrnI2#grb`Xtq0_JLPCt`oPI+!aPXpO{SDl9FH01)0Xck@N-
zFJOfxzx%_95nVKX-IwKl1v@TnZ_oS+#lSniJl$UdS>SH_Ssq5w(UJ8HED|@Fk2$8o
z5CYefv!B^-W)7lBKstYxYt`|t4xVrB?he&k%%pHTkb`_|boqDO8}N#;RJPsXM0>yi
z^NWk&%%#ftz3<M98()CKc$EttlL5jHXh*1qflp$K)9wYx39i<{750+?w`W_SB(-)M
zf~>5p#g&zV3kwT%U37z-7QZMbXSV>s)y^<g-Q#_JI`w1oxpyY^_!E!e8s+crub`78
z`0o#f>3G^)DMVn%q2orU&k)kliq<Pn{@SY?6ddgFyf%wJ<=lD<av$~4T}@35#E*gk
zBCNVn8u=n-f<xyk?&w?yg+J~w!3ssjC#x;Mar{lUXz?vFL=WLMd>?EgAq`f3*9;N&
zftW6u89`)fpV~5Rl$e>qh>m|G*pH~uv+scctSE;pqOCXl%g^sL8DN<V5od^u&HnKe
zlB^&*#P0b#o)4w+xm6a80lunPZ;m#_yu;^tWgdb|bl||?KcR?bYG!r`$X-1j$}s@(
z9l(750uo`(vA%Jh_bTUt^M@xVZy(!A63wP^L;$;ba|T#bX7x6g0*n?tw(rZ+El5^{
zs>)?^fP;7T4V_<Ke;G?*=?*7S^a9*HXDHqa>~pzp%dfhs!om<h<<b1DDq9LuUvy=&
z2QNQqYcK!(XB7@;<}2Fgkp1%2fS;7`BdSoBRZ@yG^U{cBU}a6Ps_MW7d4fZMr!f>T
zp>5)g)Zwn@YbM|Oed<ZkcnQImM<<Y2CID6S*e^(~UOCqF*h!?<tcEZTD`@&WfB<$&
zTt)^#==qL<fXmhd<U&9<&qtZMATqPbGeEK<BO@Ej5_l-~5rsSHxYfsI(C+`4NGG5&
zN*%;#kX)RTGeu!xSGx-s;@06I9mMNDgvgS0PgNZ^X=W|nvMiNppBuEr)z#;fSNPE1
zT5Wa*<P{eFEoN<VJ-+C-Z9S?TjalBnEi?jL+vcXmLMn`F-93N2mN8lOM^RCeRw30g
z##=z9fgt_Bjvo!t4_uvp1w5~@;uDo@65*x0dYRhY-5r2JhXJhdn+ED5QE~C$U3@7i
zDf5QMR+qzmU?kTus*|qg`?5GnX^78%$5O{{Ty_>g-ukGinL@pEnI|5(Y%ME&v&sU1
ztuP<Ge#5@+U9TZCJL1e45Xq5bVj*GR16Q|155!Uss_516iiWDHYS@O~i=M96af2uv
z8Axt=02Ro957EAU?yvTp#+0aRwp`o9ot>S_j7*;I7rGFD?5zP($CQkS9$U63b_xHL
zP;!fz(@mMXxHJGNj0yr614KraBXGD!<zsF_WEPJL6Gi)pS9Sm#<`Y0!@aPB*o86GF
z^d|yjv{&}igqw1y2?b2md4E8sC=`N(NB-&t%0N#6;OYkyhZO3~8<<yh)*tZZZA|Hg
zegIXFIkw?7ARK62j~9`^rEwAy6Upi5WFJ97e~mMY>FMd;K=kvNdP)BJ@A(*3Kn;q9
z_0_ZjNfU$KUNOz>+o8`yOGhWLvO-ZEg!;Q>H;a!pYc77r58VGhy3b+7rYZci^FaZG
zdpLM@WnEqRS87P?z6qH-vky%Qwid`5<2ue(M{7~I8lyf~AmlgqF99+S0IZ|{8eAM~
z>+sK?=zw3~pa|aONPeV+D)XtQtY&3n6X>c!6@9ghTso(`W`#Og5GsXa%oTLB&r!`#
zKVVq{Hce~qeebs3g8w;fzl?DQc-~qbE1S%S<-Z81P2@vtdm(`ku>E1JpnJ^R4g>9n
z4_8vl1m^YUPP>_I2tdhx)|s1|`wc+BR)Y^*V?z1*b-Cu%NhPYK>MJ+5w>V`QRkk&@
zlF&(Owm1L>&DsVpr^HZ*>N+U)!@7S00M@Jl0Y~-v!1LLFIdrTIJ%W0Nz|iAa9}2J@
zU3F<$Svq`T($6Zemg2bs*Gw)yKfg(_hWJWi9g2tB)7y4v!b3LuP2pE3awXBpwE-&Y
zsD>WoN)>Z<{Mhd0R+q9A9;d>v=;&*>YM+OjaL6~XVSoyPg%1o2j6<zu{d@)1Eu>tA
z04nK(vx^IKKtz6n{l3*yh#82$qU)FETBAfqM-N)E#@4P-e`T=n81KU*Nqkhxb($&%
zJdd$7McIF>0f`U;SP2GfpoqJNNBC=y0L~=yJt?VCyNUv;EdF?<DH2#p1qqi~*xkzu
zF<OEGxJ>`vbp8Nf0@O*2ddsDI){!xA^khNJ*Yi38JL%d9%jh2^e>=AD&y-`lmpikz
ztLjG2Bdd_ofszdi*;~r?y)Q`t_r>LL`~e3Chl(F9fr|wD8g~;syM#bt*wx?ZJY8nL
z9Q~>x8hKp|AfgnoD8%%@_k$(!(R_V<Kc8*({C-t*SEnUYyqxLsuMqLM+aK~b5QeD6
zLoqf<H-HjNun8;<CmZ<Eyhiiu6(pkZscw!}+-lo=MB{?Ezjx~Oh*?<Bq;uJs0;n@F
zGXsShfLj#w^icq596`yY2``(PnmTkK66f3Z?;rK_h&nqvUu8Wgs+6ZXnQ1Jj{kP7y
zhxY;M5Du{RW)LIhp4xKnG1SZE>c%%VvVqX79r&^Z#O-!P(|Yf|Gr2T6Y#?OW9D@In
z^<SV)-;<H$4j7Xt>ixII7@QSIULBJIXw6$<_gBPooYyjA0jLMA36wYxhAejL{J_oN
zk&ym?lA1)-g4aP(a`NS7Aj;>a6+8}0Ot)2sx4=x8SXk!(`(8^%hK8iT;gNYWE0-K%
ziz@$D*qjs%4|IVBT<}$O@!u>ON8zyzelry-nqdJ_iP&?GEJp;D2=BodNbSXAS5YxB
z4^R*T)wVbIUpWQu_woU&|2aCU)o8t>JS33Sihyw3v+vC6_xy<bHcOTJNvRShxbVY5
zU$_XGrlcWfdU#BXt;<Vyz#DjEWLSLk0ZyQoffRx=1PNVIE7cpw*B*?8DuWH{jq_PG
zC37Z)qHlna>bHc`epvV_%J%(mt3L;>TwyBZQZDJsWFw%imX?+fxU42pk=OW5W+o=?
z-eoaO|F=9bG)<x(m6b7|w&rh|R5{3wnm`FWZTj=t;IU|!X^B+K|7QxZnKdHrxjR6e
z?0GYRM*?}iyQHtC2E#7L!ug(10Nu~;CI2Uh-5P}hZ>D6bM}xLa*)eSfk5s}(U0uQi
zN*6Z`%vQV|Z6)&vM*;S!xk*KFLl=J#zUQD&0A)XbrLhU>H%n%9OAyPtTMNzx#{ae}
zyeK2F87?TrU|zW&3jdjK*$&nOA*dd`Jl}S;wGmKb{ySt6cFn&Z9ba2ZBpy$-XZTQ0
zvg2tkTsC(Bs&-tLE}g*Vn-5CMc;~XntCyvXjL7V|o;Yji*{m0t8Qaf#Pfk8X>U!=M
z=mJ`mbsB9)3Gks=xANp*o(5=qhNYz?Bz$%_f1svVz3=SV(^MWN#S<ujgM6T)+jfqc
z$SbWJR8@&SIu0}*eXr{vGuAxMy;cPi9Fwbyk~3|7c6+-U!*{azntiN=vX-({9>N_G
zJ}@!uf+{1B%psr}2BghazFY}#dWg`zX-hu&TaF~5^;XGWX*@GKjx=;1m!-dap>l0o
zbLu>D<pYvtywE~X9KTAdXvRZ({bL7Ld4cV$rfz`99m8YH&uV@9h{)d<1N*)VADoeP
zJh`K$&5vpuF{y8jmGtz+fmD|QF%2pv{MWN83<w#6&1%=z*A)n<g`Fz$B=bWm8o7rx
zOV;DQ#&t__K0ZENH&R=gQrL(Gr7{^E<fxtkNoe^jcArGkKr!E$B%<3g@c!OY-*cbp
z;_?#y-MbwSu{S~H+zG?OQaQ(JzVaG~H$WrE9?&`qaHdyi1^J2_UVD$NG#TRYEMKmz
zR|zdAe4b6jT3e)hEqUXK8#a6e1+YX7eKI<_NPmBbERVmboD7oj@$tk(w;f)$jhclH
zUf$l`Y;1o(5bSxz)EjzucmR3+mV$@S9Pz@we~@eGgEF7b`*phHK0LvlTtMLjK0uYh
zWGGMr(uQwgVR3hVe{obd2_WE?DN&-#z}@*aq~>dss`zklZ~zQIHrHHQP;<d*%}OeS
zJ3KgOt&v2qF<NbSGdhK4A7t=jWs=0qoe7CXdTo~Ne~(QRKtBpFlMj?Raq5=FK%si=
zgr-H7u?4zAU(vyV<rS2N>`I%PQ$T4m8rTfvYo6T<r`GyP(FMmJ-K_Z0GFOjT5u?G+
zhWIy~Pdcl5LatDQK5dGQMXybi?`lDk@o8y4lNfaTVP)sRJ}z1=0obx1WoUBmd<zTv
zs`k(3b?j=sjAA$1u0>3n_kXT|c$X9h>SaF$+%;Zz)(QmY_{3!@v3C`<vD|W`&8DGJ
z!$oDWIt4+LlscVgs<sBG-h{s<>oi7X7j8nE5CwBgA^F#=S=D}l0K$=+hbI+O@?VP$
zoYuI>daih&V^h)S#t*E8Ocq35s(^N7L8Gd-?20NZDM#OWBzN@mHtUD}f4V<VhaZ4s
zPZjcec4$B&B3j$u+Xs)e)t@_O>A+1G0aHW0<r*mCGp4B#lj1&>K2P`B5Zd~YcL$nB
z^>3(D#U{m6w7=4E-=*xV`uY}^l__|Kz8WVj2aZ0NI6(Z1QN^T8qlb;C#7U!X^O~(H
z!`&s=`rTXx+J3zGPM8n2LPE1@iPX)KuRW?z<w7_t1>TLc<hs$g5NTZZoCC|T+5kH-
z!2yOANN#hv-Gg5QAEpcHHoSNs-dLKV{fXk+@~K-nW{^10fL5Or(@_;(3!*uuwTcaw
zOim1UNlAbK#@PCkqgjoqK<nlFcF|O>r@&DqzjXKIu`^#vV~VtrQuwR3JO?W)jbIm9
zS;jCe^+=~s=J#hJyu4gAszvijF*TjQRT<M@3Wt79?p8VwWf}B9VD`fAh+R9X7vJWI
z_c_JTjVyd8T&EG~Frnzi3UijyD+xl7mKx>`=%eF>fx^RaDJ7b<oPR?LMU-qvS}6PA
zWs;U5fr+S&(zgTEfPdMkrg^XU(R@YUn-obx)zwQ()$L1gG0?Em!Zn688O*;vn524g
zF-i~8^4x{m3T|5mD&<;EDL_dq-y0{4j};4M^Zj|-oITWB`TITl-t^D+iaeP|!BLso
z<Jxhnq&zeWPg6TSw&Pz5pb3t(%w;0cJh7G!(8r{$meq#v@Iwll&!BHX<y<5e5;PSu
zm=V+x*~g)F`=h&#`UJ2R@+wHas&YY>Q6NPt^eJU4@3AP;@r5BoiQ7%(R}qA$3So*p
z*-L1w2FWq7Th$z9Zs}lXCQx!j#urX?>|Ho2^U)UL`|;3v38eibhfw7xC_d0uI6Df9
z7RxS>!vL%|gAnu_?R#;VZU_9ap{1Y(o4wwgmADEaLmF9<y#IGa#?6e2MN8NljF08I
zMafJWH{EG`uJP6ohxKj4zB!x-I&7?(EL~G3NiAFb`)W*2?7>;RS(J1*%XcnflY>^1
zGWKofdiMt2em*Gu)4x~H(1JOcng~40a&qk7zk0GW4I;gc$51U)z^1~s>fdvX&hKss
zf1O!WvEFIpnuTpy``G1iJj0Pyk0>Dj4Au-Hf}r62J=YUtDay03%YU%u@@LsGzLc_^
zes>EMX3r(S{aaY^GeQOr>3+8xa>Cy`_3(zq2-Jxv!+d}hfVf`ov6Pm{Drr?LZo@*7
z60}!K-VB)?FL3vHZF4>tt=9(K*Cex76;HF@8SrH0%w;{s0I$nX{(wynn!ZV2*6Znq
z!U=F#Ni;R$kIGHMD<Ux6h(=mH$H*X8P4LBYbw>{y%38`U-quE34wwJj<r-B;(snf}
zDW<4!7DA-MsjmHt5}`M6#c@r+PLEqB9Xk4@X#G=|^%CR+y)dj%;K5|97m|%u^#ru!
z?f37PpvDJ~y@CRIo$sZ4pJds(j>8i*<Ohdl$XGY;k*;&gh`EeYOzBBjlxVWsl`9~H
z!IiH~XT1<PClngU$3H(snM(ed4V&mAW>4tr&=gQnl@HUI83cp}BtD%D2uoKmeew|c
z=wT31&ihr5%w6p&w{|Ky?<=oNgluv7C?%^oy^m*RphQLAF|Fl#fEaf5cF&f5j?F-;
z!+W^$v^0EcP8~P5d^MycFNZ@Y`<n>s#<lii>VrZ32)AGOag?Q#ZHU=Ig0M|>T0D~0
zV*IbI@nDQ-&<bxwik1;4agj3Srpr@<l>2q{y9=!@<u6v>jCk3<Vs}2Fd9~UVGGi=S
zPVVDJ^9piBZUVisMFyQkW16Bts%>oAiz7x_B6UYuu5bF)n1K_?zVUU_|Kwn2L-`DG
z7pS()8Ky5&s}riJ5$Q+vyW<+(HqE1$-EG00l(xz^^GIt-O!V5^h-qYmA7S}_S>$oA
zu*%Yy#X^s0tiLmH(*t=6>En6Nr#(!RA6+9CKgaKi$LaB}Xt(Z3Av({xq8Vc3OiTt3
zy)bZb!&Khg?lSdl*`MY4vRBO~b68n*jRw4+X?*TDvb^c&{X+4JISJv=^=9`;Vk7Jl
z9{yN9{0g;}3ZC6aYPk<Z&t~6pEcNsal<XJ-x2PG>ZHfyo5$M<qttlvqCw*D9b&JK)
zY|RT?%!kdB9qCEqUaVX5x=x-|=pd$qw_0VE+t;xV8Z;tchTnLjGyV5;2yeP7x0;d+
zKo~Y+ugO7S{A<#LfAwF^nr3=#6UjOop~Q-vg$Nh!pl_@iSQ_sIdKLy&QrZuRY-OGj
z$V%bX$4AW4O$JI5hM5?*cq~4=%*IOOe`3*|Ssk)y9uzKi)-<}-z&rcIp`i<jPobU2
z)e}Mky*H>5?*g$^jc$G;T6!sQthCjzE6{%9>;F?dhG+XFF6fOkH_I0vX!)VdQnBn8
zfwTi3B3_(mg_9yW7Z(?37?^9#fC46de}Q(cgt@QGsgP5c#1PWGSV<86E2AVX$6L(r
zIM{55topv19&>;GJiTL*S?~KAnyIf#Q*ZH}`C?tQ923+}RO5DL@=^q`Xg6Z}*Gg?G
z;h)*W>9BB3UDCeS%P7qBuDy{azuVDspiO}b9NJfi-UfWZgSAM<vIrt9?Y!u(sc5h=
z<<;Z{(Gp*clx>k<Q}tk62^quS6VI_}e<nEb$2Y(ENUOH94;|BjOJYaz=ZB&)Nt)@^
z@`FK|S0H39kt(mfDq6iIQiAnc%7g8bfnTR+5W0*wmJMn1Q<e?fnG@=_*$1i`8W`y4
zqJXQpx$T$-34bXQH%A)JYxJ_Y%Sv-P<=0h6;3pqFCh}+Y4EQ1HxQN;cYjheG-dF#H
z;^z5{;>`yD^An^12}L6bi)GEc=5EAjEKLM|J`dNO-cMaBMTW>qisofI*w@8nBNIO6
zpK4;`5N+-z$mx;~Z$lVtI@kOd8~iKEMCdB;wiL-b1xB{kd6tJmm1mZIc&dg@EVyGn
ztQvo0f>R|^XPLATA}A+BO1EKW_RC2xAs_Szrf0E`Kc)Slmxp(&i5{vszT<qVqo7#A
zap+?|bm9ALOS+G5GM=Hz0Hp^dO<l%?8pLc9_QYWBr@m=SoZkrVtQPkiN#VI_H7=(J
zZ_c2d#or2S5KV`hUnU4_tabXDm(nWAbYX!t>H>6{BL75?EYU0&hErO#i#_8pc6`gu
zG-wbQ(HFBdd6gL*t3D~aucHK+MzQ>}p)`Fd8F`kgflIm>W-)yam#o{TpUprDA6hB7
zfndo(a>J}uQVBjWX4&XeIs1(30E764>0W4-r>!wN`+k`cfxwHPdYp2mg4;48Jqbzn
z$%#ZHF6*}`lf>-?%YvaEJ&m}Ke2tC#pS*#_(}^Ztoh!znIg_hC&Hj{IoL>37(NFte
zYg$PFl-Emr)qvWD8qDRr+AuIawQV%8Q*p>Lru_C4^35E1ccycJ<riH9Pp)yZfGvW0
zWH8^GhiXzI+S{PFIe8-UK^7bt#|!*OqG80U=<Ffp3nkD86qRySVL5%RQc$Nsnjfz|
zd~_$j=A>ROW@(1PaJak9cOCYD;0}Dhg_MR++84b<!8m}%4Nqnf&#|r=^R!-fstI-I
z+++yKT3b6ib8BnnAtp`6`c3%T^J|(RF`{|~p>g=Wih2`*gwugBr4;q8AyOxysx5Tf
zu<{nJb*vF2uZ8_^36K`e6YYk)L&aQkL;_30rL?{`q!pa3WoT5IQpV}&^i1@MW+A19
zSMfkZOY~jSsmJT6jM9k>o}Jvttk$N5zI|ZfnN6>{DS=ZPnI-5ZAnnVxlqP4bMgFE2
z{ee@NF~HB9!*WDisUsqdPyo^=-~PDj<3#C@nr4V+Gu~-5U%d0a{q}Vj<O2DxM&q&7
zNDg1_Vh(fJgz3bi0ek_xrJ|k-Wr6!q>>;bVrK!W~iY$}{?dX-`lU}yfIxtd1Ou|m~
zv22T00lPKo4QTN7^O}6PG3s!T82Wv4-Pi7dp*GE8j)<bf^?ZSS$Qzh9mAJDB7yVW`
znAwv;%M!H^7BQ3JJ$6+?Sv7}NG^mK@OeKN}Tdurw>0cTZTg_`lb(~{ih*4Ts3|)Tz
zuJV7_O{m3j?nb`|?{8~sI*W0&;D}dMBfN*Nt}ZHN?n@qPS|C+Z*bRG80)jAxe_j=m
zphLlPDaD`4e{I7K^}qOJ|A!C0RvW*Ng27hquo1$xT034==DdXFqqR1)KaT~+_0#?D
zx(5~E%|!O>i`1&$2vX)Q<*sc+c6O(gLg7UaU<?6TZClmct!R|RZbft_apCjuT4-Mz
zSHgIRHS5+5im;oZpBS0TsEE<=7CbJS8y6gXH!&No&keEloA;2UUJp6yKp9|SDv<uf
z%oPpQG-w~%X4>f=pIPx6^cnv5C}d_Zx+VtuO;ta@+gwLw*G;;(x-CGA@vm)iX)03^
zLdlX_{t@q=j5#HJ8yjMBkqap<`^2QY2m=561h2SRd{tzE^^r@I5stW^D36UMo0wxc
zg)8eCP3Ck0Q4(CF5L=Yu(#q2Q;~g0MclUWnN4fCkk&*VnA<94z>L2>{;jI_V-P>jx
zvd@L8JahjJ$+bENg=v0zRHB<W0lJ174#c7}T>jr`H8Ci3IY<af*bt|OO=<T-XJ}j`
zDSzpT_lx%2M*+$V$p5rCHj_-8Eg=~pYrAvY^3}a`=i-s%nG{7jejZL`!Q!bC#QDeJ
ze@r!DC%15xstHHs!i}>}{VMQP9)j`Zj&o?9IACsV#*{ju5cvc)Fn7h+2ruE*h=3bz
z)s`~(O)gg+4P!5${8NW$rg*wGkLn3Q))yjb2Jie=xS(C+rR&IVQn;O$w5aVd!GoK<
z4%?W=OKJ$n{9gT7`S6d|<X<(B<;d8=*^FoIH+EeD)=X;hA+}i|!l&Hs99ymTN?+~X
z#~6>6JGmQwWRB<1zUOs$WM<1)LD!S|mqYt?Xs{Ko5-To0n4W>9`MeTCspKmwRwo=(
z-deFEm1;2hdN_x*LxB-pZNBS4+~9zU+ld_g_K*=G!qt^>@!TwOmcl?(vO}s^yqY#4
zSzrl?cSTWD>jf#9K@9bux_EO$PRL^nP0=vU+w9V-4*^urtr^yY(>3O!j`q;vkU0#m
zOZP2~gR$|Ys;}AWCQkD2lx~J?viopQ+V_u+XqqJ=zYQc9crlP*xFcSU?obShyx(;n
ztj>-7^FhwedZB@U7essHKcFgCrvuXfpaXU`Go~|bj?YMyJ~I%Sj&gSYQ%{$ZImG4R
z$${jTS(CS3NGC6T6FuZtH=MnFsw;Lz6gg>@nd-gHEie5BG$x}rT2R#AU-m}b)r9O3
zi`{-d7eg4RA(VRZwT`MX_u%-a)g-$^i~b7^6=P?oa_?!8vL!%At^b3MU?<zR@9a4^
zjV;gv*<NOW#EP)SRLx#M)%-P3q(Icb9YW_w34(GZ_lnb&S_(ZW-k8~LL-eURJgc>p
zC>5>)*6cH8%oMkG<4XjG5i~^1V(wn;jUmxIs-$enSTQ}e;+b~vHW)QhR#6cX78Z7M
z6Bo%{QKr{KkUTd#$sX@KrCpjkYMZkhFl635Jd`z+W}$dKefP}TB@(BmN$9@sG7ROb
zP<azZ=l^Jl6B=!VemxZCZrH!pA1*5zjXbi3x{BFtPA8$Zfy%BrVUhBTRvWbuQE=yX
zt(9&gTf1$~PEVF!Ic~G)8};^hzcrz{v9WPTvl?l{s|MLxbFHX^abSmF)v)9fSD1l~
z2=Bz%`r^Yo;p9|ETQ0Z&BRyK$^f&U#Sgis}aG8)JI}j~fx3xn^64?z!OEsV{S3H`&
zJE*$H4{D2`F-tODz7Bky7Wg`M1YgMN78(mW`odM$V4a=Vjeh0*4os!~h2n*ktOtt+
zN<ot6BQn**cu6@WXO0n77NRU$Hl1BZsk9VrfIjs%RO3KPoY@vUj`o;1a{|?toS))V
zx!6h^_qy<^o?GF;JLf(^LA2d(m8}Bqd6`qEcTA0!n~}HYse&Fi#_#+t>6?-HMn*kf
z`U0fqcvm|ej(NF?tmx^JM|W!0UCO%Ap=^}NDy!{hU9g%v9)%O8z9()X*j88XJKh+@
z5+fx90bH=rM;;XV7AMbZjd5?3DG2AH#n76W%Ke67I%$`S-R451c8;TenD_P6j^Ckk
zUly%7DW%ET*y`Ha@^Yq*0g`Nem<Z<!ot%8haQZy4)lgD(-rr0OQO#|wdplmIx@a|0
zMYo-yNc`hONjvdTtgPlf6xMOw-+Y!fWsWOsck+5j@$K|FZD%`6(8_zhsXshZSlk|W
zy3`&7R3F^L!Xq<mXla|Il*q(_<<_%d|4b2nY<#1<NqO;!`quy?w;rP|FINl!ELjvU
zbPn;-+j>h%JCfo`C}B5yzRpo05j~9nK_{GmY@ri8<MVgvHCJ7*R=vTP8`T9`%)c7B
ziD2gAeZQ>HRM&g(a8u*~6JZhe`<fTz+{6X)v46C8BaYa#jg20<Gow9GG9aWtX80UO
zSw4fVJf|5y+L2Z;?hxFcXMw)6hK3c$+2n!xDR{ydbSYR(;K0aVQAJnYS5Yrz?`lkK
z6VEZ{!XY`kMuwtNIJa+2er+owST!}?*_l0s<#I^{lq_{G!j#g#V+khTk4a7rb*X-q
zcKHlRJWTgd1uvLBFluw-RGL!i9T_eJf+PE#!(CgMj6^w#n5bwojE7xwm_0Uyu0JIO
zPHS<CBl+wy^Su`&l(MG(VhfQftqF;_TrUM=TJ36I;52S=)=lfKl?tMQPDTvWsAa=v
zUXuW5Ksy$XZ*2D?Sv*Lt^9P}F=*A2G#=RsqHixx3U=ZZhAws5w+-WR#fPs{r_{B}Q
zs>%s*9S>BmJ2-0<SVPV92+jsV<N=I^p?Bih4FnqIfdij#k&3~eP|6~!m#o3W78({7
zXtQHGI2_j@(S68>dF3E$SI7|`tL8uRvCm-}Uj3aw%TG<1N=Jt#vt)Qc`Gbl<)N`@6
z)Be<_0Hqqp&y#jJ`X!IQLb~}2DlMM0CEQNVr#JGe=}7Wjq+3=DLRU<}QszR-A?te4
zuGWO5;ej+XGy(1W&fC;LY{IGOp%wl}B*lM^N5mqgLzKQ|Yo}p2KEpz?70&~wMyqzK
zNwRtZmKY#HIx1zWA+}5)tOgnb+mW1pLLgs2NHwTaYLP;@6dxSMjq9h(_zmn3#Z1O1
zD)AiHL*E3-;T+VWuZoaylfV7E{!DOf%ydpTkB1&n_~XtV-6B|FCWYAtwD4ZXnim%r
zXKY2nUOfZQl;voN0;8EV61HDV0cD|MhBF=6U}8qHULv$?tY>uNdE#5P-Bzf}+vc6s
zfMT^zY-SpG|KhS818={Le83f~B`&E(FDZ{Gv#l^0rczVVg&#<~>a52m8_BxBMH!k!
zhr6n@q=XDXgxy{?2s(Jc+QWGc@52o{I*g>tBf(nWj}@>ab=j`Uxi~P>CQ6^#|5#?j
zL+h@hAc?51D1A{r$sZ<AN%pI=uoSLngRF;Q)PI)QCZ!HX(m9YvCi#0L1q*_gu4rIg
z8*1@kMD<l$*ugo9GS5F6LbCAUr$*z|_NrWliq4+>HJ>{!=l;Rm(VyI@Vgfc6a$E&-
zmhdPjp#50X*7hT3%H}_!*r7$YTt-LS+7PKjjKJIIYx`p}-xmLbz^yKX>htrM$0^+}
z87qjX(o&jYXQy#3pB9&SQfzuAi5&zHINa|!y9GL1b^mhay0Lb<C2x7~)e(3%o0`a4
zwL`?}RJ_*T_NiG(mGdCVLqKQX_-~6Ns<t`EzC+O)ua>G0@2GA+gDI@Aiifa~fpu}y
zi?%ZNBXsC14kK`#T~t*I9)@MZ_2xIWsp@v*CLE%7qkV-sYinyaw>M%k=nZD$5W*S>
z!4#CR5H8|8C*2|3X02b@4~BG+L~};Ux&<3iY6tvpe+t=)-~YZ4u%-|%7{p5mV`GPv
z|3udOMXAg_<W@w-9o5XlFQ*4(wB7|HsRl#g#9vVipFtA>G{9eh=cA+~ojQFm8~UqO
z3mZ2w{v#BsY*+OL{v_>QBP->}O>u%Za!o?U_WcvNF}J2KcTu{^1XUAdkYX~`<)4Q9
zW_uIl>7IAb0*BA#JI@4l5Y5M(!U&(*(;4^j8ta#k$ZBOt_bJ)0zs%B?=AX!hhxr8?
zg)P)M?|(8)58dSBK-<mo?w=SZb}FZYz8B)!mI;FhC4%~z7R|8PP&f6R7@G3n{YK1A
zuNkjN&%w!uT|IeOZ2Cl*Ir@K>@RD$<>WCM)x^c_3{PZ1?T#s!m-Nh?&hU35Xrc9E5
zM<7^-E!y6QekqYOsD9^lSDc^LC>b@F(S`k#6}T9B+k?h|s%M)ZX_%`{fg~}>o-ev<
zfiJ62G=qkZFQczd3>soX#U-2e+*9W4#mg<561ltij|m72tbQv^vrATJa6zcvwKv8&
zTkjfv+8WIUE;t-pDKg*p9I{v-8%WSf|K5HGby`RDV@HQhdGa_5zy6-2b$2%INO%J~
zez}#t^YPvH_%z)B)0e+3UQ`@++U>>vDv)(a7Z5LqnexaRAm$n!R|9+FzjhSE&219m
zuFx~YnDF>-^l@$8_S?9>T#_lKr<GTj%OI1(2T+={&-*}SEGe8YP`L^&(ZQ>6a5Vco
z;&%?){wRz&8VKeV>zl$h+vNY=u9f^f)Y$MxQ70Qarq4PfVb7Zw%M~<E%yz4(({X4r
z`;S**I&t&mQ5A|pSNji&W1ADqY1(Dry_JujK7Hc4`8!KSMHM_dJ9}~xB8meB!-BEl
zZ;yAvgJE(6es}{?nr){QGjl8o7a;3uJZpkZf*w{i()}$tyRZ6ADnp^?x`~l2FB#=_
zohNDKR8LH$%Yv+X4^eDTl{|5Gvw&uM;w8|+Zp8cwSv4VZIP&7G(Ou-5r@~TiD@iij
z!!Ja50@S{k0V^P3HBVY$cQ*xx_1|014CaljyGeb7pY=#BMj-f1mditqHIW-C;>Dm@
zl>g037WtT3$IwDH!agL3^RX=t!c4f?EW0%i%1xNGwH=dC`AvK|vV9BMx`ZO0nJN=y
zdVY(jP|#Fb+%+tv9#&fUr>TQ@T?JHD<fgIpJX*)E6jNq|{H2w>=eY}qiTgdSVA?D3
z&Zr3QRT@T)$?=Cu`@F9^--Knie3!lPj5TGCamJdKo_NhdaA!CX3|_{m^%xSdeORIX
zC<$H11oM2qY4>=WspWm<S9iB*5KOqZaW;jFq+WNMjPLq1g(_6WSrj6)j<x5yX#a%^
zE@kxv4)$3#_D3@6O$cdzX*@Dx^WRTUL)V}S4Yl2e7VC$AJ}cnL^DCFMC?xU4N|4m1
zuizwtFp9zmsx>N_RC;#8x7En&t#`Eob->)-cW=s9<H$rf^t03N+nseq*esHL6f;yx
zM6l7PP0D4Pe!sI#h&o-~`GfI|)nUwi%v8^w&C;HmX|-~hgdI!GpA~~)uHb2=;m~6k
zEN|+z_#@Ykh`VCBmr|elKI42jD6_#2tOr9iQ4-rVbRVwVUyE6^2J7eJ$}85K1d4i&
z6iq&lOqTR6DOa%T?f=NYR8>ixh5KeIQ+%+Yq70*@_hLPkZSyv@p!*@e;3I1g$=?Dc
zRqO5A^uD{tiC$BiqN)n&%GPj|B!~w{fpCM6Pmc<)>u<cnI$SW(<Ic0^a3!xlzw{;|
zt*6f^JvY7tk~|~(U*{b%GycPe<_?LGKt{M`*Kt{JlZ+nScjk<QnZqwi|K<hW76GFx
zk~Tv7P-XSdqq%^oL_i%p$akNOTC(qJDXE2zwBpLE36{1y)~6248n6~>`S?sLtS%R;
z!z6Spe7Fi88NOEc)%(^f);DyKP=<e43@cRCt4(+Lch^bl6Z#+;g~FY?qNMia(#+vC
zH(`wN`%gkMpyvq&?UIj<tnY76H`dma_n=<wMFs*3(%0A8<5G5#vu$nS{`zpKp#ZLB
z#QB@H6<JM_kao13f`p*O4t`~;4=T+{r1a9K!ObPpi(4XO^Ch!dyfs%k7oK<1Tk)ip
zr6h?YKhS)Xp?cVii`TV8OFo#HDX<>&vP-<w9NO<5F$VR8|Csrl?L&35q|xZ5dn|wD
z-KtfsjW}({j0@fz;<0#&%ZPzB`r}F#7e~)Iy9C2MNfO!CiENfbvRr|e(rFOlbcL(L
zRTDC7t9oN;U4t?8#mwk*<+S)_ZM{QSb0pcRS?^<hG)aW-4z;GF9)xgnQ@q8lB9+q?
zx#&F=x`}$ZCQ$*0Rk1>m3bZ;OswgTE(Ris^8D@aXf10|;Mh)5k=It8CPn>H_FF8MN
zW5iSPcdDPW^gQlHk3e`opLUd|WDlH;psk)Y#gDbqqiH3D%MMf6xCmZzFi!Z;5=sUK
zt}*@C#4@G4%3!{i3lkUM322=~xLNP``kMp=^<`Z3euFs`yv?FIs=8^d>Gfe2-Fh_&
z?o5({yGCsLU>Gy^P{}iACIIw)$SEjdmu;DG@u8ZspeaMQtHr!Lh$p(?uIM;FXR{EC
zIbb)g`%EPjem)gKkQc}5)mka<Z2S!|;lIvJj&Y{fh%2^Fe6;0LEqNurhoVJA749g8
zo7iYweSi5ow(HEm&7%$sq4oxbzhidXu3GUp{;GUO5KH8)zQqh?C&bYTX7*bd*t$zX
z6pF+OJ{dKw=wOy16k)#>O>h{KBa?Rp<z+n4C)b{6144hJ&&|%UJhY|*CzG<8|F&qy
zJh1cJKNNH}ShsMo=BH6}9*ar-IS+ENg)=+T>JpEaCBv%nR8hDY1&3b%A#*>j89rdR
zirj&3^?Q-3QoNS*eEwm{x~g+AHEV<2OH^GB)W3E(_ZM6DeZHW$T$4BL?G;A*&x_N=
zS$@kiesft3#jch89OvkJKF%L+Z?vl^rFknH%NxG*@M@_9rPZQmM2Ba{)>c1=8xOC9
z9sjPIK3e%|^+-9!hoj7QA~Oq_YW_{7W)c@Mv@rh)W~D|lN>oS3zqByv=k!7@=$cH%
zY{cs#m)D4CQAK%oRb}jwvj<(pZVKH99<4UTGRWdMY>!1w6Isg6w4pFrMDgE0Fg|;o
z1JO7j($-P`9s$1yP-jUwIV3RR1A?##s8Rb2F!+F!TUv@xx8!~FwZgt9P-U3THteVO
z^|#$R+Y{S%Il;$T>)_qLG(n`thOCFa_mKXI8~TH>**4Im55n-%(>^5(7lV5RTYtN#
zSziX<shaA<QJx{Qpt11#`$N$+IucxqV+ZLl@7cY9>tYN^(<>lFY=5`ExWJ{!+$%&s
z#AA%!dV4Biy#lGow5ud(c<8FQG1ui6;d;XMu7}3&AN0_S0U1i_s<roVgJGs^{f!cs
zE2UO6O#HrSsVkzX6~u=K@R40JX_axxTxsrmE@QI8`yi1p*tNd`-0zX>id7sSyzV|;
zwY1ep-b$$1^<cBX>5P#Ejf(6~zHFPJL2a2~*l5SBB!+5;z!|?EAB;;L7)R{<JK!`y
zEl7&$wc&fU)SP8;9(d<#fUJQM&O@`i>72uWm;`3426r4i9v8qHFj{S{739?lZ@zya
zGJ|`ILcD=~l~)Tj*#%}sbrSG{RCJwH>%J@wzUNxJmQ5e(n)aAual3?RzaB+e#YQx?
zmG>7@iQu5Z_MC(hJ+3Nb>>}R6&Ivh7?J>`5xYF?=e#1Et;yJnn3$w^cjISYOe~HYc
zRr5pZN?&XkRv4W%4aSa$qZ9a>f~2;#MAfvp!m?^{;g4n!!xlm~E^}5#hj&NOCN-o;
z?<r;9_3lOA7_v+RDG_dm=B~68jHpMFU1|g^gDNuvhcRRCdJ)NeeP2zGYvT8dNS3cw
zL5UC4DB|;}N=v2o*B6rNp=`@qBk6TaTO|cuacWutU@pi-9&3S8;@nD`Y>rbLw?28k
zzm-+o-8wBor9(d!RTQnD2r{CZSIoXeSCc-;7{?ms+m?Nhl{6L0hg_pHo7G~p3@#s9
z@cQt#>F$^HyQZSmJsSD-ZpsvU1@iqvHh0gn(RSWTA@7&R1>LK^%ptni17BXa2sK<e
zb9Ym5Z(@6($1W%?JQrEEi5lg+lB4qtBwd@8ZZE9n3ynm@PI%RvF?E>{*)69IH(R>A
zB1X`B(qPCEACRohA2Ujz%G#7QG`4Q8#Wa#4GnlFs@n91Ez%!SQDh{Acqm-<#qdv$~
z46ZG_y|gpPqZ<`g(GnZqLqyXSh*@;MlD|M;lv$P)o<;SZ{pz0hPI8gi+7pjwD&~C|
zv6>#05g4Q7ct9t9IW|MEvIKqeex;O2f$jS<KZ2R%y%tdw?K(pmm7t-&!%jFvL=}G=
z_}?i(&*O=Dd-IQsjAT}J{i#U2iaCgkolbTm{+ANx&pg?=OYD;Z^zbNMtdN|pGiELQ
z<*z5ETB9Ym{_9I}_Fvg$cG<lJT=JV`Z~cT_5rgRMH8YQ%oZjvV@`b&-_3fGWtN1hd
z7CXM)9_yLw!SKNmWf;mNpzN2-vzZQDrXS9I-F<Gv`2bpq*ph&v(Mml5#9W74?)?|E
zQmT!7d>8kUj?0nBIAaVn?KdZ6D)wu4N6On6q8Sbjo@olQ&IG@e$nB&>HR2$HUARNp
z%b{kmakdcNi6^H=$>N05kwYXlK&#w0HHQX^6{6WZLzYi>1c))A&|+2kld@9{aIe|2
z(*FEMRYCXyzq^%KpXQ_Qv#9Lo|Gi$GkiP1Nf|Z1thDdWP%1f3DB+655N?tK8(tb%)
zIMR>hzb1bBBRcXPv@=OCvS^w%PCvRWulhc5H}KSDeK2DNgE!y5e|Pp=rXCgwIyKN6
zMC5uRnUTnLngwI-r>U^+`_IXXjh=LKSaT+Ym0Nj-7|nmHW+0TT(hVFvzs0oAy|vdu
z2^K_EY8QwFlVFrCm$kI{*og{aXF3bQbI8tAUxxoteP4SbtW3C==c}6Aa<`#rtU}rJ
z{(Gnp-9=LrneSzV9a@;N=K!X39Ukr>bC$AVY<_Z2UR4$rqnc?lu@~?Z|D0>~Dq;Ck
z*^SRfAldJ(`zAkEDVpk>Hp+ue*j7{Cl87Bw>_UIugqV_rJps;+La@i^d%mfN48C!D
zLlhjcL?Y_&vnP|FK}%33R$~AC+q1{0%Vy(k?GN<OP3c|o2a^PcDvFUC4<GZ($&dIY
zv-kpg{8x?zD@1!UUdP{%L=q@HZ%@X-djz~|A#;`j2e8^2I`V@(v!;;TGq;?n>S)z2
z<LZ+OD}VK4C8|U|NxQ?Oww#ru-d!VK&?mlCI-H$dSYSI7(jc`^%SmAFheq{XlTyTM
zX*{tfCuxc@o*WsaaBJ=F<(>a@_RYxS?9QM?FU}y=X?E)jpEfj~>?%Yix;2lu!U<<S
zMGH=^uT-+aj_QP5C}=QDz@75Gw*jKL*AtAjnMhv<I^+A9ULjL7w1y1nJ-3r4iWx#p
zY#RRVD8(&}-r=lBe34yKtQnW++C(K5vVy%VzcyD%fV<^nrC-h7m_gJz>gqKjL>^M+
zVGv0rw?^SiKQ7)o2J@DGc6MA;Vli8x#0@h=C@Cr9;^U|Ho6adzxF75H5E(N$Quu5$
zMt15#J#F*8nGxydQcI)n8VC^hm-ezgdp+gD-6G%1qw_cIpt1A5^Mx0Q@-|1X41~?B
z3P9}a!XtwYP`PJ5xaBc#pQ+xhdVjsuBye0B2!&kqVYYZWnh@IGX*+vXE<E4#6MKUn
zPn*g%KXy@MH*XTmp-GVC)OXA+1bFdu7gV0^A>)oub8}=Qi_y2~lccBP;vKtQ^@uP1
z)$T@OtmZ{;Y;4}2q$thuz%)a_=G1EB)nW!vD&r7~Si5l0P^o*jH?*gH@0~Fo5)sA~
zB?$Xd`cWq-kc}Qe#X?XKMd8oVnwJA&&(xW|du;m0ku)I@I9npT$%VGM8sdni!YS4Y
z`MPXIKPKvgBz=A3&!30K$Bzq%X`Ep|k`GiWn*%R}#b;-4l-x@ql%qVKW)Ig!p?+;$
zwrsSsh5KgzfZ=9;xnXN`wn)Z*e)BCVYdJ3FPsb>6QDr-RQ=j-jDUtQFX=)LJtOY`E
z1JP<*oGRz!&&JGTfta#d>@E9G_uKeC)!8-sMEyKT=IU9vJtfgDj&;l*3Ci*3i%y}F
zF--8{Ye<IdHry=BZ5&#EjPksi502i(0=_Z_)tRQG`M%$?@$kl4a(+LaI<|-7`Lk|a
zk&@esQ*-`rW}knMAx8qk67O!N`=)H{&i)@u=fECT6K&xnjcuEaZ8b?_+eu^FZfrNU
zZQE+>#<uO`p6}j!e!@IwX7=p8*1PB%MY94)S`5ms&AR;0KoaE!DyXSDnJu|Kc?gny
z_hvCu@@b{}aPXt?^MvZ5J*_BAA7GCJ-{wKN+-8tjWGEkPbwc$D4qx-?yt|bp2iI`q
zQm7x$B&8X7saRDa`u~%`n_&Z{u`}n<5VFaCma<Mz7F|2n-H~>kL4KcC5W|`5OAV7s
zi+o^iH~t|l4Z9a*h2D?6^#j2L#o0LwUUN?PZa#^4QOFBdb{d)mb0^U52L_H;J*c`l
zlywp7vW_@l{YqQm@y)XGK4e$NB9&Acwf5X7JOt^19$ctUo*ZZDbbTCeQqC`Lc}u^c
z?aA=K9Ar{sXsa1tMfC%9Vws@wWx0PdP+(m2c^gZ!y{_9#OivH3T@G)F@0O>Uzaz=&
z!eoJ(+0)Tju`i|eVbeVAEd>>fOYJ6<N=R9AaQsOIW!j&kowZpL7LsK@dW11jw&iAT
z&VK5k&3tXVZ*ecCZ|5f9Hd!jd!o*C-&Xxn99UYZWfHibT@_4Z<bj<j)ai9#CflW_O
z-+cu8O&^4Zeg>>vP_ppEkPMVGYWn@XNU7c3c!4HSuws{KyD$VPpSwdmS_WO`fC6j`
zAVGQ@(fL=&fyfe`^gGK0uC;cOAjg+JxFc)R9D_#J4<cSS4<q;~bmR2H0hZC(-)k+c
ztX4WbSXoUc%-sk&HZH?Qw@|6Hen}!i39k`*7t+90mxlb|Pj4hAmyB+Z_ba@BQ^29q
z@QQv~K>K*xo01i3u;8TW@zl9d9Ic1tCPg1RiS=FP0c+G!v-}9J95p!{JdA&{nGHX_
zQ_pi$A?CjL_ZmIeYJ~9kY4q}z`}4Eigtn`z3;O1vz|R?8o?dg%X?e4^s$loUeNBik
zyKq08HzDQ|ftpP``2bV>o+i0RIfIa~7I1?-1GE7N=`#&JTtHAhag%x$dyj_AVF=b!
zBY^K@zEW=j>_e#{QmZRl0rzWLHXZ_CZz=~A7;;_hoE>wTaCvwkGM(p-xkJ5x#@Wx3
zFA09=ud6{xpbDWudV;I<_-%+>pNB7$n4)+dtQ^1NHmCSJP$zBqMRIpDW_neZAcfG{
zin(o?gxx9?mbSWfLAbI(s>!2k0F}(b(h_0EFSJ#oKAw1(9QLB2)&P;*YD{NKTr^Ew
z-w(oF$lNlzpAws+Bpk-`JGI2afxNXc8Np8h&MIZvb+Lj-8&k%W;Rp`Pk9g<rB6z(<
zYW%Tkmq)9r`pA0+(}go!l)=L&hiKplob9_^{|q7X%4@_s$cQpsqqO+{JI`{w9&av>
z<IO4McH#w-Z(mmhJq%A*yz5va=REQHOeq{3l!40tW-^N^$XqoD@QA5+HueH8mc2By
zY>P+Ci@m-1T`7!UwCQ*O4e_~FEr|l9o4G}-Jppvo-84AU>zzx;t>jk4Z((@sxtjdZ
zW4-#WKEt1O$$Mzak+&dC;=e$_WeCN3_YJbIO!R%Eb_DU1ww}o^3W)hK^<w!>R%&i<
zL2C-`&YHx;=l74D+X*RZ0pUKNWKESRMqE6zC8`|82nz9evll0jN@}oTy&Tmb?_p~6
zpoXqMS<4-$5LaE&A}2ADS&R9oOpDWsQPB_J>6l4ueQ7epy8;IUNQDDhsv}<^Ul1~s
zOIT(%ubZmqT2`re3pv;CvMMqiAUzLv4ngq4jTiECd(#B~^5SMw&zgbOOvfJD!IM9~
zIi|{^ZJoWClgL`2w_zSCtM<;3#;{>!wKJJq^0w34B_t{e9%yxihZ9Ke`j!`HK*-ww
zEBFdHK=^$H0q-XnVEf`ST_+4i3!Oi)Rt{qu?kJ;U6iG&U6K>N=O{k=$Huz%fnXy{<
z-VcQ&c4T6BeSx4HqFJGCv|tI`KSWN>Y<+vf>=oKCA1&F`qA;bO77ncbi)jun0MRBf
zQ+|GK?ik>U;Naj8c!o7KS9ZsvT^Lu;Qx`LIa~>jSJ0PAT*mAxm^=zm6GRt*=irmVN
zzG|%dDsDHDwPj)>Sr1&|1$MjhFO|aCKfnx}eW=@u%m2*M9ux?S0O_$uEWg7EMRXA+
z%6D?CL&O`SU=D00H$@Ik#wFZpjbl8e{gGhr1!YKt6a7S#V~FEN2+}e*ayK}o8-)Nn
z$YO{-ZH&MF8h!SB{?{t4g)DI05>Bz30Ijiv6`)>BdO7WltD9YInV6WAR6Ueeov4~b
zTrU)hd(9RV7J}HHRkg4Hj%-mK7nEqb#H^|{+~__r5u?2sHWWih#w*hUnuhx4=~QMq
zuR|Px4E~I&9Pc@6KOY-<zZjzFm{20qizM~>mu#=}izjZgW-8lc5a&HgXG^+h=l@nt
z4F#42uwRk_u6KZnuxNRqu+cpDFB}oMth`L<@kTUDJ-}!ChclkqHa0(ujfI6sL}n(r
zb8^))qc=oP&gQV$iXU@LPOQqwPo?FZ+i<V~n2~>F(0^wxB@8WIeN7+EraKJ<S$ra~
zi;;Tc5~4gdEL9#5;0P_VAWfeHBOOa%U0y(ecE+sc?GJN>6im?Vn&sK)<<Lo!11`he
zYiep!Z+FJzq7sLzR)Kdj<yRP9#uCzz`d<WgGEKL)w}`rHC8#!<39(0dRWl#==KhP%
zP~6VPGe&<@j-ep~cY^r1@F0?<igxw=D$QmJ%cA(qFl(w;|5dK9wrmOuu=xOz|0cW6
zS?iuo8@x*qB$1%p?PdLp3#5-TAMj0I&ebr9LMO9=j;EcyQ#Ug@4StgdCcyazxO`M-
zFvJROT5n|u!=;LN9PDPIFJJ*#ME`!Y?YI^`nptjH`A^lv*!=|Ro=Xav8t?S-al#Rv
zM^xh`7<EP>@*PN*!0)cWHA~5fFzGMjdUWJ(ykEkDfdy`9e}558;eb6g`rSMEQ}_cZ
z^2NuC($Dy0rQl3@Cx*yA?c0nBh7kb|L5-@QXS=(!H{TtiDKW@+DKnpO1B>08>F&4A
zxM1S0N+SWg64w9LDpmtam^kQIQEjifkY0Z@`!FVVh8ftMurM&7$IhNu!O62{4+Pzs
zO-Dj&Y=#Yf=GaKn9}!-gZ_x87p9(@gZyay7mh}m;$tEf!B$K2a6<W0n51#vyuU~C2
zIpW#*-Jj3G%=lKPcM_fny;8EWMSfo)sy38~WzrB!;Xid%!~bg#xH5pJDyaS;4GjuJ
zhHk>Wir(5`d$5qW^oAbj<JW+k7;Jn}Uq6f+h%QsnU~I=!%#kFj$XISZC#CrZr#th5
zT$dt2d-#B8um+8B|L(Ux-wEGnD8-p%<wL&wtkB=?7fe-u2(z5c<J*MoxS`xKjPcD5
zMjlOjHwC7xtBpyYy|>#-N(vNbvi}xDp3N<CD4?a~$--*PLi*Q3p_i-~m#$yK<6Hs6
z(!V+c=05;cW^Iz6yX!dW?zV1IA@9Sk3=QBageev%STv;u1hyH>l1_I6a3SwdM2gq)
zinvCt1xmEU?w8`l<_Xg~2e?Y*#j&o=PJBj2#_7N+GUcF+u1Y;+wFuhp*t$xv)z1=a
zCu6Oz@ISpqZ*(*KK%{peK%h&|>O5$hU&hPcT*%6GdF!gj#Od_?CG5gZ4lntC!xHG|
z>4<rzWr>F%^`mfs>#o>7LS$&v8j>)6y<l|E`Wbund2Rxp933Y#Tq1h6(2&|Si~iJ3
z1TzUc_%%*Nz_r**4-;CcA*{e_1BsQCT<dtn5Fn!^+y!qvW<>^dh%;EHR!BIFZUCs2
zGj@K;xoAlx&X1O5eqXzAy&FIh%$y~y5QnQ=X)r?rKq!EHTLi#Pxw#!R=COjEY0yIF
zdGsF{IqdBY@nxrtedBdAM1;MyuBoaTT3gFdwCn6EN=wtpOcvW7jjw7p;>h@q2eU=2
zwWE?nx(<*{8dOyY>V6T7_jREpNd>QMJWw059hkI&1<nwT4hz&0rGKMt^+fuiof@mK
z2%?1#$$oowMV#%2^N^i&JcS#6dT`_rixWW756#2B+W`?ai7@*iD1+bkJCi^4UaL4L
zIAFN9xSWSjn>+SHE*uLIarf5WNdmq-v~A6I_s~u~aX;$N!HqxmbvR#6Kw@KmCAFE}
z1VA<c6;qF#_?L(pUEaJRrw^qaOrP0Wi~Z9-0q@!ukow&)Z{ZSXS{fQTFaO2#hnkXg
zD;^P5RSb@d==1aQ%S)-2*#d}Uz|wo=_r(jiZ}|Yu+<$zPkGCgfB_&}^P0b9V;H8r&
zBsJ-_`j|r6g!ZMyMRvGZd%AYgKR?9jH7uK6g8;PAuR0CDfjSA+<2o4NQc0a9CZ|#g
z>EZ!Q%!yT+Tv|zY6_Qejp+a)`Q$u_QV*f?5WA}LCH3*gxbwgd5>*E{Yf~}OxFf`U<
zSoE70ju48`X$5?zH!|u<k_ja8YdOplK)<>;Sa7}!Cz{w|Xp8AHVX1iR@Ys2`_f5M)
zryQV6Aj?msyArXw8uIjEa<ruBR}Ab?e(YS>SRafyfISnn7bfa_ybz-plZk@aUH*X3
z_4Sowm)rmEU*ZM@1udx>aMNb2DXE9301#RzWMZ`di01!RXMha^Fa<aOY!g<uOC3xG
zozebaxL8f`1oCcxZj?CFp^OGt34yyY^t5p#U=gEY3MkLRqoZxyUaC_MPfH;xsNzym
z+!j1e!+I^J|1jcXYM3^(v2IvnBoz_v*!v4XAW{ie44g%qDJ(AKJE|#I#SY#KpOxM<
zFnwLw{4}A6`G)(`of;gLPGoAh(F`Iv{%D}f&A{(W*E(FW6NNuBc7E9?{^)xAGx`_d
zsHQ&+%edu=?%uR?;HeNn04Bke?ky+b`whbV1Gl$>Dz^Lw=A>YvTjJ$bDBQYQ^U(nc
zCT2)absrWWY!emv7vg}{Cg3CJq+Ychf^+1smQO!%P7tE!<Qalujx+)b=E)}vn5FaQ
zPhxl%MC1>gANtBmOaB8`si>+ds;P-7B&J2M1{2!!0cwi(GySh!fD~~#lM#u^TWG^$
z)pz=rx_`+$ll1)i$X$lpLIA`D5lC$jRJ2%uMT<#Q2cU^q{eVK*5hz6}&Mz<Tb?sAa
zZ6wB74C^2Ygut`+YeuM`CsdcfH(e8m@=7+6WidJvL=icKjN6ciM>)Sp>5cAiyUx9I
zy62kx<V%rn{*d~bIr(EXqLkE}?lgTCSyu>-$Y1MhNq?pD4jp-R@!oC#I<3c*bc>83
zYNF*mo>*#;fc`Pu%GEu=_2*o(NZ9A*AhSadr(<I{DKP)V@+plMVUCdJ?RN40VB{B5
zW^x{`oVvfNu5NTr4iTW{Ag7>kadT@ACj40a1Q?GEUQf2UB$77(d=458PMNfgh$_p&
zy!jw(B}}VIz!uHdOv#q5o4}1jRUEjxH|TeH+i!0qcr5!)rN|>84A}CdB?q{P5jWZo
zS_cZ^mhHrk7zPP=z|BPI7glE01>uZNF?He#>W1Kl--jw%-LOcT@q0JD$Y1a2|Gh<<
zwdDo9S+TsVdqDV1;UG$H?w@`dOng^L>{1_kMv>D|**i|`O*Vm&OkL0TL4=^y6yi2A
zv7cv?Q3o#Sp!oG^ynGmEncm;HAUG;_EIpA63XXFRe)@1;Q=OMngH)d*_#hH$q}})%
zuDT~&+wWihL3sQ#?jJ8@X=m4nT3{0aCgE*z3Zg5>)mQDM6K4WB|3zhUc+c~*v&i`q
zzys^dwKiBL7mKL@@RcC80pIT-;K)8c+{_ekKD4Rl$E>`}zZv%813PmclybB0^l4tP
zzHr1BKzV`2!(ab4d%h9=QQ4O|mr&|?ionJw5L?~?n!y3;y8=6{8|u1jyRe{0lnf%A
zdwPVV#@QYWSF7iN(!GX7dauS%rqRD#kh7D#C`~P$86$<(Yu|*lIVD~f{Y8c7fge&u
z`#f)jDV@0R=c3x!zLE&B0#kj%BuGu(*yu0Msc@qVti#?^O)rKsLx^DauQh)d_zruH
z7V^P6UoD<5LT32i0?N~-XK!}%ygq_%(URMNlThx4r@ajP>Lp+o9xKO{6vZd7{qw57
zgw8N;lotbB3a2lBgMO2clr%8LgG*kG96tb1D3P08UPNx%ROy8Lq8eISu)U&Kx(ok%
z<I8}I8PN}1%Ec_Vb+al5&2*_%iuL><v$#TN<E7U~k6_W+?3Sqiws9r6bBTd)#<7ET
zC~V$YCS4xdVVYN6BZB=PQ4g2L3H)55+TI{XK`X~1nWcjILFJVoS4mg#*dNg9gRRW(
zCVVG7U1N3wB`j<$5pIJ%I;k&Q<^G@egON2o4TcIs4nnEX0jHjw{WKoiw){^B+441=
z<14BAL&K{&2_in4CJT9pnZkc`raqCjdVeK4zzA*TC8g6y=DXjrSy!krZR*PlRV775
z>}k(>(##RoZLN^snE}T2Xl2!3>`i=N0K+PBcXyXT6W_Q=OFoTygpj@#m%s|BS=!sE
zU`G;5o4NoZfZPEduinw?lnjdNlaw%E)ZZ1U>Y81TO*(FiM<cEMJC1_MDUmcv$vWjP
zf}-7=JHHxNK|VMrBr!{JJU55Zt%ct=YmS5uo`kzHf;W;&vas>R)m{rrCuv`63eQ;4
zI6<$jXbby8Rc#>nlgHkRbwKgw#=nu#7Y9IQ?}6J8f_~EyM8kj!7=N%dp%G@TCpx9B
zA9hwy1n1;&`wlb5C0Lgd72>6;L`j{8lYZv7aCpC<#->o+$R?^P9wFiO3*LKn`h5kD
zP(B<jHc@W~_;}Y_Ts1A=oSvQWPy5f$LY-+W|1E2exRwB@DX0KZ4WG~bx^>N!3;$0_
zN)9TmlviW#>2eLxOs%2R&ce2PvXYx?%%?lO#>n5XWz>xi)0OnaUSpP~Gm-_pNMrS&
zO)gXyRf_UXol<%sMA!k7dr_=XF-$P=BHWzo$!A7C%$j^gCX=dudXIwoReK0r`*tw<
zONL;6UgD*oVfpAXZzPIUkW<g#yBLbB=p)@oiK)SanVg2l_x=`XQg@3r{pYob2OU0!
z*aM+5@~ft}20I9SExR40$qk)09$0Z3*gzvUr>DwI{B=(bMhR}Z88yWwL!!;_fx4|{
zzHvCPHix|u2|PcLlyA{eL%n?>E5<Cdj3!hA{U0wyP(e1wrxqJa3K)NKS2M&Ex(LdO
zr_dmJXwBh6*0_9J^Als;phoIHU7mc38}O-XLH>VK5c396c;mZ(4c|&N57f`VMhcQD
zG6bM@X6xEJ;fFtm{%~h=R!_ZpxQuA)xotgbp#=kT+_sHNSIrB6XSW<Xe<9Z5L@*^e
zKVwYPo92w%pil2u1!r;3WGOz;cjyCpFrOo?-Hul_6>QTBvar@{P!l73CNWfnBvdk<
z@4g<LN=reS;O5}5r7-sw_PZoDlo}LK>WI?eaWJ(PJ14?;zW(MLU)SH^kgPio@)vPJ
zy(XxOc7+hl(BE~boQYmL<!iE%_Y9W=ag*Qgl&veCvtsXB6jfDZoquOLU`=epe2Hsl
zUJUx(oDqYoBM=S?R+P`6V>pU;65Tx=Dp*}@S{VU_B9%^*c>>}uoksk!)+jx03T&*J
z-uE51)I)}I)I3#X<-nSnnxnT9E>ZVNEP`k;C#m9y2CXXbE;=hV+|I794ss@E35ii^
zl&gB6#s&_j|6p_RnVAy+=1R=L!NJY#q%n^y`9JjTWm(7GB=-^yoSORJ*69SZ*KURh
zpaQ!n8b=f8&>@yAEtj^BN(XV}MaRsirxjwst&M2|QB6W<=@Cr-3marSh;tR|q|6<1
z%J$Rm8$4l1&6ykBp6!ujkJ9P8=Z(gcTJwSRFrz)b-^s=Ja+fKq<)Tys8WnS%E1H@J
ziGF0Camf?~-{`Qi-^ut|IMVI;?~GQ@(GNc79rt9+C&Ru=%TEdIk<IO))D0HKpv^vx
z`j<0KMnxrkS>d>3@si+c#~levFeBzd+uqVe7HWoU6Xv>SJDu?jqqpnFkVgo0ItGTz
zTdXVqZUj8CgM)*0S8bIW*B<k>Y7<|1tMh-^gAJKQ_dD(lEo}MFSAX7M`{_8SWW{tZ
z5Tucobm&{kfsdeSY!Dz8vo<D$jGMC&K8@E7?BuG~=#>QZp3YW40~kgR5Ma$$x_x-p
zTI{IU*w6uv3rC4FAS7Qg%i-7D;G?jRd0x-9$d9R<;U%myYSQ98uyZ3Vu8R?s?^?l&
z9!7ip#jgi26<V!m74W{<uj#f1<J#z>8Mnp_yzWF?kF>hrJp@7-c|7Att@pYyZaY8r
zmkUA%3q7y%pz7{m{teljjB)uo=#pghxLl5{qtle1fj~-V)*WxY^<77Q;FUiDzmA)o
z2omhs*&rEcb+P`=s*6e^so<sua!VNwJpwAg#}&glwKASzHEs43VmCJD?xcKd^{(&^
zW_R{jH&MAW=kc{)P(f(?O9MRxfzw|36mW)43}rI~;DyBQW>dhW?OcqLX9W_SGbBV*
zNWwn=XkdW9>2EP#%pN)F*9nZlm@OB+13eai1$9>MiZ@%e5<%JV`;|MzUn?4*XD<1T
z1nppBF^IHSaK<=@@UQXWes2UIWGhm2%8J(bk&o+vUj66MbezT<Kyk)vx<W=DD|-_0
zRy=<~&cqZ4%wqQ}kBnyu=>KaElT%S~M)K(C=*U=FmYeBI=O~*53%Sk3|0*ER6msY5
z6Vqm)Z3$&{h^S@fNr<iGo%xeOW>O;J4xT>YoJp~mdafy<#V+>+Y90|;SLUL^_l)`(
z7<kkDL2bx*B6|F#E4gs-0ZiA#4hZ}TguM_24=9c7Er80%iI^^G?Juq5y3H^3n835@
zgcr7FQc5hk{aIqF2a)OBV4t@<HvFzw7#BHe%QH-xXtB!r_`2e66O7mcA|Fq)`feBw
zBAuFXdQ)<fwC@T$(VO3lUVaG1XZX429GtAR`A9JSZBp}v;YO-?xVvG-#>PPzvO_^}
zuhJhkN`$%|ZdX}%JVO!>9S{N@I4N%l03diCAn5L8M{vWEFuk|qx>!&o_vnC!R<6=>
zw`ntG`MbK&oJQ$PH^+Qtsi~^ElmQKS=aJKMfSw63td{e5fZ++9c5@W)8714u*esyx
zI&4{|i#Jh)O*bFUVpalp+00}+dVc?yXVy$Qf0H^5o`b+e43vG|2(^lf_zJI8CkCDl
ztp?f|<6?iUSm+1w20JXdDoAc=Vb~eND_->F^5{R+tD?uMtV}C+rPHpz2;2}i%i!z>
zW&5xbB{cklqZSVq=sqI)l!xof=K3PzyWeY$LC9RI2HBi|Mz_$rhW_Aue$dfW8=Q!t
zpTMU%2Ims2Yt4mp;~nwgB<4ap{JRb0Fgf<iR8rWALO_iRSI6AQ-Fomhjl{;#gElW{
zExW?*nu(S}+BS;|B}BD-r>~&d&X*D_<psQ%KL?H@#}4c5*Su2*u#_||NKZIt8r{BF
zN3w*QyKUd8sYw93A^;)Y<0&~{ciI1=%EHFczsFXkR0aUk0DvJR05eAhE9=HAD~46I
zVJ~0B)%o;AMnMWO`kIt%dPwd5#8KbUux=>+k@)5q`2>{|@ruVdd^T`Z+H->X^S51S
z)ml}R4yJG>$23I7q?o<EeTGT9XC?55kJe8BCfZfqlKT1tW~1S_q@-Z2DoRSq;>CKP
z%U`7>*Rk8Zf}Q^#mlKV?yX3z{6o5FJ-_Yf<vB(7G(-+Zc;0ShQSxvdlOJg7I_;tKq
z4NI0y8;AC5OWN9A-o-q3OY5pg>=)Itt=<Krw{XPv^IEq7GWRK&txeqvwku*E-E3g`
zUg&#M2r3sG+cI<|4C29UtsqCeOaQY3mfWxNwaC%H64k9zqfeeB@R{@%`aw4bDjn~4
zM!6rYus6+K@%%pId&yOYC#P39OgkiM6Z$gEc|r0}a>RaHxMCqVTwbH1<kjn=yj{)p
z16C~ZPiuqpC+fGof324gDh4>d=jaP&iKRaAP-ZxLvpgUY{<|eJvh*F{w1k%5*BkBV
z`9f+~RuHILP)xO=`259VL?vtTluoap{oDBweh@`18~De8DXBPs&<~w1Kn}>lY4dI{
z#ZwDSe4ZiR)VrnX@{W>`3Ht#p^iu=d1#cNyD><~i5P5|YWM?lFFr-}He3RxcZnF!N
ziZ<GJ&lC|0{5(DrPV@#Dn0wHu;lpy<pH==@6=K1JTdU&-dg!sG>^7~hmG!r#X|<MD
z7yJd^70LX<q+%A#vEBHNi-p)s+PNrc*szXx+%fbj1=x3h&tSepp6EYhI1r>jN}9h|
zUlpER-D<}XQVIhLn_pR3c?P}&qjA3ow1oP@2YxX%@<IdxN2!}{?-Y50Z6WIp>h|;I
zwGM-N2`ax;)2gks!7PS_BM)jzsRPBlgLsGAKL@pBhur>@wkf{sI*l@V*b&_9v0X5<
znEl15&-1NgDJg1Ad*smlNP%Ybi^m*?WU9Q4Th4MD(*-2{zjvZ1h2<m6Kb9k{FyBL$
zjh0bYmt$|y({ii);@Hf=>s<uZb-ZYy1ieCcdaPb}T2o=jif?uLJb(J&R;Qs!tliPq
z*rFAxF5Wgkn+oSLHpS3<@{do^X7soEHEj3M7R<!zh??H6@LhTbds#|*e6*jryPsgm
zM2;GFDl4c`Fg-qrxy_nPyj)6SKAy!&74$i8G<ANB<9>Eu^U{%t8C-Gp8hudH(i%Nq
z?*Nc64ng_)sPcStRRf080G)**(QQW#J`m%yguj-L$&0y&uscK|P<t3CBmNPn#acGT
z=NlnTu~{x#pRpigldc76iv`1|o{tdsu+YL49F9ya;LFWEK^RF!%;5RAvuJg;cql#e
zeN=4dN5^HYWV=6p`);_}bCq=*X>kcJKzE?&X^-XxkT#x4Bj;_JM`5z%<2DsQjw$(-
z=E80D2>v)Ot+PgmFj{$ZeoXnJXxl<YV!&~%P@%G*VJ$;6m!e6AIyN~zJiYZ*DqT8z
z>)Q@p`Pg~RHoSfYTj8Xog$p3yD5$B+CQ~Tu1d*I^3tJ(DbTu`{fKUuTJps@zqXF`N
zu3Clm{n%}#f-85tF{iMbyZ3)*Ir=|9$@CvySO2G537V`WW&1{1DXrCZ(nw5&op?TU
zCF`FUjoMYCVcXTqvFvJILLS=Mb|(x2FK{(&&gmGfTHFy&KCtlv*M_smX-Ow{hpLo8
zr@BvbxCMAM50t_{<}^7PqMQM|E1&7Dgwt^RxY#^9{_<PWbF*nNqbCtN+F?r~k;gR)
z^y#3RS%>$8qg>)s>TH_lv_c26lM0W>pfFrIJT{pgGuY-T3clmZ>8vCx4?4Ek8})V3
zE^m%<AKF=!G4RFb8~2qfe72bFkNzwj&2&lQ#t4=*0o!y3oJh{%>uJUbcmh_)k(p@t
zD(|Q+(L0U%r9?iC1F%Co?J!zTazF5mNm{Q>5nf{&C$Z>*s(!HSmAdHEinks1T0x?)
z?scu~*qxE!g-l)mApRAB3ZJ3I%;Z5^y!%apUDbY6iv$XiEL40a<|5kY-gxHpN0FiG
zUm@R(?1@Ou?BMeHD4PuR_?A~HPbhFB#FJosck;xk4iF=Eaww}R>&%|8awVaie3wBD
z8y#yWR7T_G7m0J2r~KFy#x56M2@WC_f=w<KX&l{7a3dcGM{~XyW;BN=JP7gkXy}e_
zi#^>x_{qUj>L3|i*cSq%gLdli>QY|G;8D<n-)_Bh*<ldvhCiD_?_8`D@nrsWp((zF
z_Wtwb3K@yl(w7wzVu)O}+kO}lB!v;Oj>|}`@?-Ltfu=;l7y8{2EB@={`PunZ>s+$&
z$fRV}(ybFrI@tt3)Zy?re+NdR;xC=BB*?t1$bz;(*C25aq&4uvkD`uie12cJ(IG%m
zOoR7}BajBMtC?!N-UP4v7t&NsZCB8bR=7&kq$<z0AA@UG97NY?%ewK`iF5no8zWDa
zIm?}5l6qcwrI@N>w2CeiYU}He5w9ESsa{^=bkvM5FlPdKmH(mGe*=BrMvIL&lQaTe
zR}dy(OsCAyvOZQ^AfR#4<nHV$s_({4>#D}(T$1=!_qzVP*37Z7stBi6;N)nA)}*$i
z>2AD<)Tx|4vEX1dbBJlQ)dbTrMRXAdqGMq@5r{TxymTF#fS_UYWCVL6J-P1{Klyol
zVZvqkjrr;Yefgh6LgT~wqa@FP+r8PFubs|^>QBBKY&=^Jh>fVe=c7f`l{fhSzxlh^
zV<xc3zY4m}5JrhhWE|GQ=}d^+uF!(#uklY^GIaQC(f$X#se~>>0P_Lm&L0+Xf6{Eg
zUkg&M^^cRM->7s3qrq-247n3X+q4W}HQi1F0_}H>;JT7uL_Uz>tm^DZc+2#rhm934
zp38`TJ)iolrWrn2tij#rHvhKGisiFB?L4hJo(2Y->|Mmp3@c%w2h)?|eq)zNT7*sn
zJ;O-BH(}OF@s5L7Q+_#e!D6!eU|FKL+P{S{bGp&L6f00u29jyKMqGs*Z)bpX9*L$9
z&PlLD#pr4+Ver=-LhMLdj)XpeZtUH?XOCqyU-^~E&r>?@Z(ZDHl{lU4%xPG5IilWr
zxT_z$vzK}+-mgEQN9lxOB7Q!?k@cw4?WpTPrD=w#S~*~uDd^~mYpT+NQlqA{>ih%y
zppJq5@ffk&fDGp+sWl)dBQ)sOk}OGNUN+PIVp|%%S@(g%;SIf(ptO>sJ22TWHEc`2
zm$UVrQo5~R`he%6HPmkzyV!kmbv2qox|3`mPpPsXWDWfjg5*T2hY@&>py1$ylS={=
zLm*UW?<E6Md!AaKhX{oL8c8o|e+`*mpG$WXPg(NamzDI1DwP#&%o+e<vH;9d4!g~X
zmHCprrbj&Tl)w+O4IxDb7=U(c#Z@})zr}c!U(L|R^Ul|4Lv4OOV%C>nvO>lYj9k?%
zBgO7w{#2YN%LBr|SsnC!pV%++V-FOHJ3|d^=O|E*L9C+zdJ%Cuxg!=hdjBig0FL^9
z8l3-9d<w*(EgLF<(etvtA8^!%hZ1^*IqVH*73yWDXO^l4Wg*PZIGc=)6|!15=6YqV
z#~uXEVZ&9h`<pbZ@STXS4%|dF6}BgfAAR(~p+O<HcYsT>5Q9aR&cS|9fhw3<7cv2*
ztC2Txoz>y+il$mV<G@_ncNjVP3PmT3Wm-XLcRW??x>>6YPMhjuVojKM;zUK6&%r_k
zTWRhKKWRTh>GAt1S&CH`qrmjuUxgQ1=e~^&se+L2YtDB1@<sOYi%B|q%ox4$AYq5-
zI(u`%=~A4!^do6>uw*57MPz?<YsE&^bZ#1NY!>^P*{^R}yJWWtad01Ye^F0Vh6$li
zYLA>(e&{fYC@hsHvcJpg2FI5WNhWjR&g<#gRut#)ho8Wh?o_%8#^=)qf@G1{>!tLB
z5Xv#9DGHhKDS}HYK~h+MpoAK4ddKok_an<-P@RMrnf6@6v-N>k$k3_#@t*q2xMoA!
zMW!@0ea*qL2`}|#qLhRzjDf*tp&X(3%)Z63i`K1^BMd+dyK9?wc#0I$RSs-#hO`kP
zEbih>v$-`qg;*wqhlHgae_jq~yN5wKD6{k1+q^4bdSpyY|Hu|j-tm(*Q2Rc|O@=Hg
z`uz1GI5<BoBFrb4_O5}SU;G8F4@)~&$9pbA!~*N1$ez5|fs>UmC0n1Eq-U93PQPbI
znjG!R!=NO&uDLt>o+2cJh&QYhnU#A7<#-gjWk0l!(&_R>*4cgRv{ZOu`r4a}1{v9<
ziM$(%e!5&{)l}lRKb|>C8;H?i;3ohd9n9pXkpkaV1YLsXJ!wD2Rrq{3?*>pkWzrX}
zy*PNnLQf~IXO*Clh`04yly%fM&P~+kEK70lg_?co@-}y_`&+^?ro?cOgMm?suPJM~
z$F#pXv787~x1hJs?-e)^UmoEKk<$BxP}vcyJJN|B#$J-py^8wWnh%7vT4{T5`EO-L
z$=n46gnO3<rKc6C8kqsh0R-3;<3hh@O8Y3{%1`56Ho1183^MpZTiig}FYsn<wt|eC
zwh>|TmUau-*fOufpnr-I(5-;AIKP@%#{buErdNu_8mdcWvp@w#$w2!7&_a&<C{k+T
zJ=Pbm<im|FR_1=?!82||Y0}y#JL#T!#dIlwsA%E~ie?jYva=~`1gd8jeQ9S7crjlO
z40-SF)T5fN-=ESwLW5MhGPL`#5j4fC#?7$burwpTvrDe$z9ilz2*{N4gG|Z(Th}w5
z%h>MnNG-IEYIh`eBF6sse)BMt%R!t!*=e*9Qbd`l*yIXp^mglf{$sOpGlHq?`?(i_
z)=21jg7!G0tG-GR=&1i^)QbmV!-D0)tUAi!6W$s^;%Ed<j=u?QT;Nu2<2k4|)mPLP
zCDvDlFE3if&e{Uf^Mn;6FQiV;_t5uqr&e22=2$T(rJ3<qyzZCa;EH7hGqszP>92un
zuWUo1NnA@<*6UZwq;_qh?O$^IZBVqWw&w5_wyb0=C41NL$ZaqGXnmM;JelV*@#0lz
z2CK=Pb9_QCrWgP4>eAJ??S`q%Qtb*CKW6vVFM4U#U(*VEM+YTQ8r?D1P39KZ)ofa?
zr;F@Nd&LnTURF{c@>XG9!BXX&6s1l=c6JJ1BSz<aox9_&HE*}LgEn`6gC^n#XtDGA
zv*l(@O!36I`86r)Xp6!rOXT(M@9iWm^o<R&x^^=O<7fD-FO0d_<YDkj4_a>7$jN$a
zjs+K|Tu<7<U+>MFCn%bh><M5D!EEWv1b+nU#l70e=X*=NQ-D`vy5+Alp<kl#b^TPy
zZALQvim~g%6t-c82R!#_vSl^Ju6BGh>h3^3Az6VU`a#Dme+ia|5u$+buO%{yzx@L_
zx$?A(+?FEl*XK_q4(}d9FrQz;3at*W2IG?p0|%mt6m&YVrOmx2XmPLNO4{0yVg-G_
zm}(jQh_-CrLLA-@g4ABgHaro1!#@-}GIB4EF{%K72>@cqgXPHU?j$;$KFp7|QaI6>
zs7+QXd+1NYj?62>zM{c8Opq$vCq-s4KZkZ<H!MY1%N;9~s?eZ{HkAtQy*^QsnZ2uv
z#SLcvG*xK237|K2*7Rb!(3(np_a<k?HPZp3^g+1ffoe)*6s4&UYw_jm&lQ7*7S@gr
zEw9GE>*Q3>Jj+vOYGyVw!s9{6V~wjfM~N2@0>_Z7CH>}cZle1(FgpODCL|;xS2LU$
zG?HJZV{3cKEJfq|2d#^)y@9zF*P;`~MFmg;K~!`oY2Zs=<3<m26tuY+tA2Nu`(=Wj
zbQ5dmd#KN;C;Vp(NWP;Nv|W?$2~?F>b%Zxh%ij!<t4BMfF_k^|MSAACQ$M_ehZ<;d
z4}wTH6IZf~S^-yB{5PuVub9dVAw1dVHc^NdGa|B1GE)=`T#6!lH&#rRAhKe09^0di
zaKoqcbGgo(uptw#@6KsdPTe_@q55wkLC6m5J&a)W6TjK_9n*H}-V?+k$9=8{$Y(V2
z&B7_JWM7{r7K^nn4VLFCcx)d~qew&+&+#t}wtf7Cz>iidO>j8zLNrv?<Qlv7sETBB
zNruhna%VvxhX=mq<=>0=FLb+SNaBpHHiuu-ymK76pAwY4JNcG|q^AfOFgU9z^mQ=L
zNCfBHewTS4r5#T?r-C|DysC)RNKLc64cQYd0!BUh&|Sq;yN!R88_kGdl#AoI%!viR
zn*VHgsgc2@kpMk=@#vtldbod?=@BiO@_GgoE|_>O53Z;5uBTPB0JpcqPX`+7YDH%E
zG`1|qmAyes&dB?V<o)f<qw-%@yz1NI-Fg!ivbL@NEpF?T@L+&wSSEgDEMM=Os5JNW
zBI<$?s89df-7yBzwep4OW$G8<qYA&0J|m4w*)z^MpVuaMGWQ#+Efzf5iN=P>`qQC0
zUHh{gcsEa4x1IN(y0&GSH4^3EFLIur($2Mmo8AaG<1E-l<p*65<C2?Kz1nuW)>R>c
z3w(`ErlbgAU_Z{epc$vcW$;0cqJQwnZ52(uS`fkk1Bhx-{zFGNfx8r8XN`svUJx5k
zlJuwqku6+0dEuHN-wVxAcErJ!GZY9~2M-Gz3{y&<qmlFRwK0Mz_s2JlXU}Ar*UP8x
z8oIrqZoWT%zaC>TK7IO-U#>+|FNKJi3=?dJDhKVDYzXVVvz<N&nX@A8o^E8IyRiG1
zWd@&v)Wb5Le_&>*3GWZ>-NOhI@&zdNOb__Z3)Weh<!!aXeLPvsB6S76&bI8p^Yo{Z
zb}(OlejC_aY`q@RRg?df7S-&I^}1NWWbWKbL3X-tz5h!;(_tq!A-5U)Z$$jP=|cQK
zDeoJf4v7%966bcyGrMsE;|(T1%2r9i2}VpM+>aI~`kAJXG~oUM1j3-#b_VQ{(rgUN
zm8GRzin>b2hBP)w_@#Wk?Ts$R%Vx?s`qPtvcBY1dgNRM@$8U>@@k^R;fM}L~$!@}!
z1&HyOJN=A#UJwfGJq_EEw$wwZ@$UJ<d88v(Tf;eI*F8C}iThfrqeEmnoZNs1;Jn4K
z>giKVD2&4DE)S#~=vUI@ip^HAJ&3<$Py|&ye1^d+l7BwvRPxXlU9FaVG=)IDeZZX^
z!%1kgfkyVpZAX|`bN*zd;>xu2BkO4wXBMEvFteo>)UEpy88rre<xQk(%T%C>rHJaq
z?Ij+pP_+_N;7vIE?PR^qjM+dEMgx-k*R5_W?Y~GkTCWEFBL~cf7fwHzaxt$<QJv>m
zow*4IW60Cz@k{K@J1vpkV6(f!Ynb<oX&GxD$eYvV3z_QZe7oF`MLic8t!n}HVvvv`
z?q?pF-_*VkwKr7jPq70^RII15lh8F_`0OODt_uq3%2DML0euF$Taf&sqzQJXkxVa(
zv%Iu{&tJtxqNY#*A6s9;hcD99R|G?gPSvKKGHk=kU*m5W!9Uv@S~&#36RU6oa|ls#
zhc7UGuTjDF%rIFt(~Y?Ng5V9?kJ%Mkum2@5JC;$J;Q@!F&m3AAfWN78PmkpN4Dm&+
zGJh6~XW#S4u_DF_SMXN%mPj-+%5MI^&gZit3vTls{q5`Rw=7gN_>d@?cecMzl2sZC
zUI>jX%hlRBwA6E5Y?8#OyG;t=Yz^bl*C#3+==eQ}jLy-(rmrmvnY9MZt)hCxHR5BR
znw7CbTJp_@r6g}_s$bcgLebqJwH+Bo&ZmU4GYF?HUsfv$Ojw@7=(yXC`=hocQ7it~
z_-`$+XxL7d$$s~yaOCT?xkZ^YHeCI!YL`m8Gf{D9P#n?gJGB6sitk<a*m~vPl?eX@
zE@_J#r-JOVC6yL**2<nPGZ9M)FLa=s{blm)L6W33$l}0M4~yw6%J`?$9ez>t7RCv`
z`}9-acWR<gzB$b)L{HREhYrc_6GVQ}GejWI2U%F*Pdm=V^p-(o3(1OSJok5hOFw$m
zY9%p@3*wi~Gl^0-lIs>#^aXQfZQ7f%YO(4~u-QIr)t;Sno~(A~Z>KK2@wW*xR%&$>
z`lN{|ouU_-oWF87Fh@#-fL1$-$cj`{_?F_#nUD<0&2c2+cGE8FdXZcvF5@-aZ@n&m
zrSedjL7V&jP8+l&mxJer@So)kd&jKED2Gry{Pi`0=8Y0+aC&FU`I|c7tfUFAv&%bw
zX$|-PLYT{Zmj0EV#i>Wh-y;c#2`2Zn|Gogkkiuk44g-NYGu715K$^{e!9IWz>%S0H
zIbkGugrE&EP1y@YWi23m%LoXk7-^KF*KPmfG|k_#F=8eE0&B&cL-#?X3UQ!OuyJhT
z=?OK+%Ec5zRH42TN5IE^N&Sv+fws)+c1cc38W0y3=lX<3%+C*y_(g?<g+ot;My93J
zfr)PvAif8<EcBN()zy>~6bGdij*<z`NJvKjT;FE-YEuG8dOSEd00J@hQ%#;skM0g*
zX+4~#4xZDaz27%D;kDW#h#+GJ<6E*q$Jy?yr%NjT{=ARt+Q$-8RMqV7zqdHfq#;$|
znR7AO$Dv!tHaz;#)k`mu-;CQd72+0`9)ZgKZDA$Vdwl_X@J{>v;hFnfMnIweQoDwX
z)C5W0v}$iYm*v$|x^#4afG|XaVMrk(SaL7Wm^IFTa3cG9Os2;ZcIh3gd*u}>JVSs=
zfk-5P3_GV=Vb+SL*vDiYvppJA;K`wiA#~&0^gx#bjt?uxtpF!ezkx}o0Zb8K#$adY
zuSz-=SwQC%`ChK3=pO^3k5IN3FdBVLVz&WmD^qSb+EJ6onu=UMu~gG-cAl&iF&_DS
zk%u}m(pWhc%gMI=xBBM?cTLLjb=Le)3Y05q4)O$d*E>uU$DCVAV#M<gnll=EqS0X$
zi=vi32}halF}$|L_rDOOzjP-5Fq5V6IiZeGXDD2}ByOrgXk_yERwGetV2UIyVs%{S
zyM-kVmS<%WY5jeF4!8c}yw2r~ZqQ?AqI~KrrjAj|#*%(NO6;A9X`1qeY;kY)Z&XO7
z#CCTLjH*qo?*YaaesSQ#5NaUG2M3!COnM8PqiQ{-Ln%&Q@n=kXI>>37s_K*q&A(r6
zJKAN#{%P2{AZwk0E7tIom9Y_V*E~A@MaE~AWqLcNQ$iR-A;!wH%Mm$JvXw1ZkgALc
ziJi>B*f&>#3HOEwK7XCs7>eSErn%u(1d+Qo;Utf~CBSO7O4LmMtf;eB6{Z^q=(-kQ
zlU6kg2A+v!PD)CD0(1O`3m{)-6Z$OtT&TD3*ZaQr*h8j%D=n)jD6dWq>qSQGCsVA@
zYR*kcNlA>4?*kHl_}6}FvcI=sxtg+ZRp$T`#g5?0uLHw5fPKiCsi(?diD{CcYawR!
z&^Nst!9fSDc@|tPEOy0c)cp^yDhKT&Ina7c_TaJ->E;3PAi1H&%x+Z-a_tq>5N5C_
z`QOQ?frtmsw0uV}76<=GgTEWA^A#)`>aXMIRV~@3=^yLI4p4t~3pS;c1~swkP_+I`
zB^VgMpK>PsdFX(KfiVEm_^=y}{JUa!mW@?>AoI&wwm;@$7r=*e_3pXno?%kGrD`7t
z#{GQ*C2OX|dTgms{PyphWFgF;RFSt`cT5tgqwY(-e!wt#v8$C31+)7<qvJ892G~bs
z|MV3_K=I#^;Glw(MtKx)2+Nxdl`91ag;T9Ua1li~z1LYEe<EI9t$T|Zz}E;_Jq1gI
zEXxt>esZ~BGXO++Nc{K603!YU!p_eK$d4PL>jCmBHr@9SfKW+yAeicZ4;-2rAHw{A
zIzZM8{UidO(I-8fZsNz3_w@rF6Yn&ir7!@s@SSB{6=4assRz_s##qZTES-<=sP;4a
z9@}O%-5w2-v)TufrKM0wQ%%mp2Q%=r0!B=p8DgRQ%t1PU&5pO5Q*Y{ud&^$@i~1fZ
zJIomS-yw5iLc;aUjfJXnqZp7NXWEc<e0+?!7??;~yDo~cfa_D&wz$8KQNa3Y$b`*w
zimM|p^BVG1p^6}&b+%Mx1jM6Fu9~B3{Fk_;&?7A^4U9ew_D7SmA_<bfv=NQbQ*PFp
z$uFajMif*BKg#hhH@lOEVB+Zz%J)hFk^dw|r))}s7X5tFl#udIviMN2=z>9jrc_rR
z`D%FD+G#gY_n>;spsjg0Xmk>I+t+ZBD^iwJg$*u8|1m>~jUrQvPl#-bxB9Vt=Id>j
z0U6k5ySg3OOB_T8nxLRorb1JeUw*2xIA)O3H9fVn_BL*Dz<xz!vH(2}>AxCw`S#iJ
zl)05@bn(IO)M+)ryjiy_lZt$nDYrpxx5{@C?b!EMSuks-gW+vm&^K^9kLcjgZhe1y
z)+N7kT)p|0Z`5VZCm74o1pf^ADcUaXY5Cs+;eLPlI8oHrHj(f2*QoIWX7E8Qvw2DQ
zfWSWA9F=W>+o2gWCzksIZI7(&i3w`UU{%EM)PfP;>gBE8ohDtyC=!G?w%fFQNk`Ns
z@3boOB%@XAHRVxCDh}bUnOQfH(Z|*uGnDV!zqjWud7mJ?p5Z^teT>})io=4h%%3fs
z-DpaxzUKks{#n>Hn@7qbx`<r|91J=-#mUf@f-YfS%RO&g5Y#vXV>i<2--;x8?%e8m
zT{5%POw2CEQyJ-)>IrI98JsdUx2d;AYFxO<aQXOEw*UT2pS>_4oD{>K_=mlMR%u5>
zu14oOQl>1!naW|MgKu3s%lEU}E2t$(l^eBtbn+c#O1;>9KYU!q7}xvZ5>2DwE>lm9
zdI^mqrev1W^`yHtngG|BF1nGyUO7Qf#!IKhb!-#0@`YIpKVcj?eTd<LNysLn6#)*1
zva@S$FMdK+U`C>DdC@(zc_fZT!V2+7T2l{?N7%_N(@oQ=@B*>NMP=u2q%1Urhcwl#
zp*Lf(Q3!ei*h&+Z7wN#*9>i+~167XA4W3*2JvtuF{)&Uw`Ovq^41pk1uJwCEYp<x4
zb*_fui1gVs!i3{9thf{Oqm=RqnausPrV_3l`k7>&8uIydowZ`^ScgCO5tn;s{1M#2
zyd~liLnP9?XA(Osytd3*qrb#NEwv%7Dg-{{B&HDBdgAsJ(3Nk5mB=6-ZF9CY3x=en
z)eT4tw$wx0T#X5Q{F2wJ(0P|2TPPq1*N#aS1q@UuQvi5Vq#?XSKK3%7tkXSm&W!%f
zz^326_)}Ms_%1U8jg?N?8MEIuL-~<g+n*j`Kia@1);_BWte5b2i_MN#Hr=6NX(epo
zBe?m*s4chTlVL0P4J{+?*4Xc7PJ>$pByQNOSB{hBcjCLSq2qV&|0J^eOMDYAC(&p9
z$;ex((M(v}OQxANu3u6w9FK-%9lJPE<Y*_{QJx_`O=X7buqB0mj*~ab=&4Y?49XIf
zm|Q25ByyAG?;L2{Q)<qqTPHKjp(bb$>|Tf;dT6&nH$n367??<>M#$w`k{1gtoTGU^
zkT&@=6l%{8CQ<Zv{g%gP`6uW@m00t<{x<IR(KK};7;9%0@Bk!V<xpk22LQf_JI1er
zo_9DC+|Qw&XDm88x@#be?`HF<`>Cg(XiKZIs_KTy@0LoZ%`sT7Mw}sK56B+wJk!0(
z*J1FRKXdWD_apgt5$D{wY~mUO)*ew3m@S(pTBB|-f&*0?8qP~8$^Qevi(Dv04c|}(
ziP_W*ny~%MCI4Y7%=f?Ss7!vZ$Fu6Zgs!-$E4%9)7NQas&WO)v(e8>2Q#a43LAvcn
zs<AM-F_lPdX(Ge6y1u_FbY>;u*t0%|NL?68NF;-tpNN3MjWp=Fm`o9fY%f$QW8&d?
zmGwdVd_%7M9<rIjpy>X<mo9Of#XkVSYU=8mX;>F@7I-$$3&r`H3v?}RU5jh_+tX&q
zjadSSr(}TU_nRWY_iN6^jwOrRc(d*w_#>H_{G&H%ALy)_s}~%A?(HDk>+)rFojjqk
z`?UTVBBkFpq<oot*(+)OFGqIi%tg`6gISqu^=<Z=)O)i>+?wDconE0L(-U;7zmewq
z2qS?=+Zpt0MS`zsa-Map!<i&c``?l?GYip<caby593546cTWWMy08W}MP5(F7QxJe
zrLT9om42|Da|Zd?FSalD6H015vZRh5oT(%%X!X_d71=Y^_YO(FU#(#<qH(&0<5o-R
zIKWmIk{mOt*1o7sh0H3LBV8U+a4f7FjLwZZ>@(Z+qRdp>HQR<}<wEtFQzR9hJ?s+5
zHW`-h-(HZ+Hh&z=n0fqDROogD-GE7Te_noWn)Zu7pF4W#UJOIpxTD;3-Ni=xI??>u
zEKJM%;=OwG_!3A595fn`Ys**`bTzk!fdlJv>Db*vYbBc#8W-GZP>FonE=<Axl)VWk
z76p?h3$kGPX0(2Bxs5|n^)fL$?P~_e@O9`ibvhfw=asuZRUKoD`)h9&!}u46pg4jD
zsH)(<amR*?+2L;$w09!;*u`(Hx<!#q(IEx#V3}D%nq-7#Z|-~7j4M&+^Q0Xt1*2Ee
zX0m_lZuo;dmKqb)dfBuBuWD`dXW$W;ziS992~NkVaI6B2n0_;*eag4`X7(82eix>*
zdJ42{<YI@`_<$k(-XU02IsGT8;jbV*?YPP<=1E;ByMokzY*@=L{cxNXu24}$7{anl
ze*HUr`NL%?Mm$%zB4buMmyItAE;;I0=|KiD*(LEvDulP*h{Gh2t`Syc=#kWcl|`r&
zga+7qBRrtEiueWFd1(oM&=Tj<f98GjkAa2|(np0t)m0uXR+$U=!Ag=p2HG;R(%tW#
zuOL0L-l(b<3C{V-Y%6X*Ekd@=>6NfR1)tBe5K4Q$<V}-31}!Z!JiS{^w*Gfrp4w<W
zS-aBCdA6Atw}JQ~-ZlHE+cq}q9yx25?<g9pjjgWt+h4vBPV3B>Ji$&R15<1k6_$?i
z@5@v1v)axVi7ItzOswE7lRJz0`R5yjYYG+<>jRyJagE~8W+VRyr|VjG>bKx(qh$MO
zi3YShBJM^m58lJM+g*c-C143s($4T?^t1;SZuxlmWoroTo=(51?Qsh$8COB$VNt|9
zOL+%GDki?oa?z+bqfWVjtsZc=NuhP5<f|{VYE9R!sK7uGtVYP=YkwbLAgCHv`lM`%
zcOkqW`X2yvK#RZU?CvP-$Yyi$AP>i*C~A#c`2yN)M^OBP{EJs9Ui)K?p8JDu>G}O_
zO|Vv1SNYkWeO+1g?z`{iz3+YRH!MB(JdfY}&EMpO7hVA17k=Rvn46pX?`rF}3g^z9
z<5z$6R|&%qAq19XeJx=*l}hpRKmYUJG>N!!bBXkNn{d63yt;z8x{NkZ(X}*guZ!<!
zBtk*&Y(sC8Fp3BagBX=fv7gu+W=09f?o%n<KZ?G(iT9R!i4K0_epAms|2)Tz9s8OX
zV6x^@{m2skYVy~4kNOVApT2+-clpTMES8?X!CW)Xqv3JBoUC$8p5?37mw6~xq|v{|
zKUSaRozs)Nci$Z4J02vdd@n-zFTVq8Yism+J&qjt#*r==Cb-wzxR;u^ms`Z$0L9j*
zp9~p$^S*ETY7zdgC0J6zZVQxWUSnqEX;RT8q;4W3i2E+GTp&Dl7lSj8A*~crN&+v!
zuyneem@oYPD}+lXs-sakoMUjn;>qoh;G9Zd_BcFYGhUXY$|0j80iSs3^K=G%zW;&m
zAZ<HbSYF`b@&c`XkE!x7cMZ*P?_Cdb?%6)Cez-&2i78Lo97`3T@kQphZ_?C`@tQx+
zW~)t6^Z5ShkFyf1xF;NDFK<z@O4O^js1#Q5{3Z?iAfI^k%}jW=NR8bh*}XxQE}g_A
ziX|~RVXR}@Sq@CNoR22x#g8KGknH?j!~+-36zTql4|DhMI^#oooS&WM{{A&y*?t?9
z6Z8C2^~*f4dy^mb60%N#Zc?VT(&dId&1$+#PTAu@;|tiX%}46Td3*6o^cpHJ_RjEp
z<p=r6^uK1RRVVUKapmw?PMZT9cfdyq4{@oT=FR;tQjT``6X(r*cjGhY$~araQ8v#W
zB&j_`b?<3@MkuKE80WsS%uiQ5&bUMTME4+t;&C?H!}!BR8sUJR3x?3p`Z~49!%e9e
zJqJxuNc05Xbs6=xc&PFkiOBI<;L#fL8CFI)<h3~Oj?&y!xNq`2dA-GYID@};i(*hE
zlFKNe#&+h7$g{H~_a=P#Qq1y8U2Z4Eqm>fX`vUCNi)6oig<CsSYDN)H-^ce=ntY=1
z2F~X8vm+fokhE9`d;BxS<U_rPi>8j2Q^>AsXl6ps*~Q!1A^R4CN6*2#vqz{aCP6qr
zkA2!6gh_=^jB}$ciO`TT!H=r^z~qahtR+67{avck<x9JDvR0S<W}AbvbuM>SSzno=
z5`72L$q>`tWyYc>=vZmam5#EZj-tgDNgT4Zw@B1$Q8WjPoiOnPeBY{1H;&m%5`u!s
zg2-{Qpm4MWVOHV#u`IW;DU4TclHc$+;7U#=340mv3kLmM8oyFuFju3qwM=!<<7U?&
z&}}M~%TN}=Y?fU!&81z9k(|Qp&_Uvh8gIV7PBsc?YZ(l`M%G&aMdF$YZd#zETIiWH
z7tSALP86A+%c5!qdixfJyMUsGklIIh_zaDy3a#f1w!10=H-%$p=t@G;Z6Q<_eURX!
zHyG`Fl)>%`7^wo9UO*aUIwB8Y7j<w25p*%EEE5w`*o9#(<=%qhUScE_@d;&-A2w`~
zWE$T(z?Py?sGUc8ZMGkKjHVZ0tv5-xW5Uil*23o)KANRo{<|o7hitS9(F&X92HV{(
zYuh>8<}mwvF|&Km5)9wZ<-zxH$bO1q(!ujo7Q<nDWt3r|lZ~6CXb`I^eUT-RD$+|M
z><l%t!KANZM=eYm2od8+g=%J#7kdGUZgRlOG44maq8a=_d4U7*1^!8NJH2p|1_O{j
z@gT)`;NmdAPaWmd`A>gK&+%_-f(7t_4}5^neC9L2>&d%!+;ImpGc#WkQ(ReD;pLZK
z{#yULM<0EZAO7JV{+l%UuZ()V&imf?K78Nj%$YO%<WK%2`Fx(8ogIGt*MFUbg#}8b
z694w!{@ZU#GwREC{VJ(_piSjz=~HYN<Kz{O;?);1s(mt@t3;h;dO?XnY9F~N3#a1|
zyIu4`3*D`wS_M`%rWmV4=<j=s+}0{ey@mT-Zz8FDeSX|4ue`$4)D)FUh3MLVrB7bs
z14ll_PhEeEq2-tOlD5Qd;UL{-+Z@vGp=H(y)D906Gwk^>ihG2W%EyW226s3U{BY(=
zEcezqsHAw$kz<Ivf0}pApF#KQDDEEWV4aSyQtfF>AGw3X%)cI``_E{9ev{fCt)U$)
zp&clq9w;DE23d8$_5b5pvO7BEM@ytn$Jlla#oI>pb|7&91%!gsGDu+&rcV-8Ue{!M
z;_=V%$k}<&9HgE_s;RHr_pge+2P-=;fAJZ{Zhj0!iRqts2Qrnx*xq3M{0i=7fMK*y
zGBs{?Q+#w`oS<JI6K2U+7O@#n8lEPx6t?0%(S}5JVx;Y|H*FFcHfn6*1{suSz|=_0
z$>SX!-v1oAQiWRnJ=9t{uPi5=JHN)(m2LJ}lMJ~g``>P3_5#wcI_$4~nv&RI!#qmH
z+@$OF=o%s0eVen+Hd;T#PI~x8k(Q-0?mdfP^)P3qdG*31wUw7?n+mC5kA6Pk<74|c
zdD|J@;A~M3Mp=GR;kfrjMrD_s-VFW0E(r>WZZRkwqDY0wu_Ks~PjB#XO8M(lzw4jU
z+*xAn<887-W&XGM7UP4r@;|kn!?8vg$-5+j261&4IXO)K@F`^P%N$yIifeKoPj&j-
zr*E-yLnZCpOE*<uB7U4^Fw3m8QBql=@ln!AgLB?tB0pqat}yUChLt9+NU<wU5jqjA
z+>0cgI(Ij>u}z5*DJZIjv@7(DBJPO6!hw7F#hWn)_ezW|9-vT)88PeFwI+twq1$b;
z(>*{!7C)0^WXNI0++&};!&<*c(78<Ftq{qW$?+N)r^~{*J+z>MrfS6c2vW;p3V~_$
zafe4(n|milBG8OBsicX%w?n1937LoR^849yb?nv}qierH@lcu?C;6w{G`q6L-z`4E
z!!n{)@c8PHIouZ%ZmsQMO}A*QSE-km$c#(AWBCk~xfE{p8mUV;qHdb2{UhYFn}k}Q
zea0jQbeB#XaWztSv0XrE#QeR9FA_#K`PASL96Q5>wN*}ON9gJiH>_>meC#Ebmd+y@
zS;nJd?5D^CYYb`INKLSM=m5?rR4OgL)EVdZpY({Y*ht^Qs|+}G|2+4PDb!!y<L!0}
zJEaiM7g#9X#aG&ASzis1>|*$fy!Y0Ve4)C@jMt}>2wp}q#5kwQS-y~*p_?5c6NkuH
zFc>Sa{|#&GKXeP}UMK0?V)-+(jK45T-_z+P0TbF12^w8-8?kYmI8o5>&}9!pbjfNv
z6zo0Rz{iaRVG?rFAE8&eosp5lToUIw7D|pw6D{uJy3j_Yt>v&YDeN?eeiOBElh)!V
z>00+v&%B$G7NMIr={3K?yy;;n8mc`;A=N=9i>!3|bav`g3<GUqp7LSXHi!6sw{3>_
z0p1iU3@IL8Nf{*F9uKU2l&)1^`_Lio-1uXx)+X5zg<w0x?I!fv0a2_INgYiw8E6)f
zrK0K%dvTk3qsyG@W5=6#GD}mRqE@++oH9Y7-(g!?T$c(Hmc|<=Zjv)MKtxzth$?&x
zq0sOSv)Mb&-e4N3=u`l&@3H6BSdk0dpvjK2#E(WHNBvc_)IPS<3ZXX2NNx;8rpOI$
z5C^M-v{1sU9J#dj*FL}hEWYgtR+1!q-~%7vbD#U%UpV)%#~$N7?|IMP+D_~5fB*aW
z!WX{4@bECd@+-gcbtJ0YZu8SW{nHEv1Agd-eu%fd?QMVQbw7Lh2Z*dUQ^{K>Lm`cY
z4fd)%vUb9Jd=bwWVQA`Js&<x@>N4i$6=X1=w7<v!5fep%B<Z90O=RW-UOk{|3=xh^
zGp4N&mL{mro*^-J$={n};k8AqS_D_x)NgFlDRjBVvnbPHtp`D3l9440Rl~GBw30_R
zU1oW2oKoTwBs%^6IQ^MxY%4EtpgW**ug@>~ZQ{+#)cRdgn$D@=0%u0cOyq{Rf4G7k
z4H(2(ZfupwYaRy+G1oqLkoDaXtM&wnkswqLC)*}h+++IC2DaUy_u34dXG<8pK0MfG
z?4KscVj3YLjAR6-H%9W@hmqHxMppx@z$HZDI)a<S)3`%JjK}~-`n0$Ev^z!A?1S{0
z9=&Q6Mbj8PaRM`&rL(z7{njnAqoWk}?V~g^#jv}FF=!&<fMDPgMw0CH>*$?DlI%Wq
zNAG3fPd3?Un$*2APT>IAOqQeS6RZW}xT4CD%5$`%0$;8^%wD@pUQeN$9s}W^4IGpt
z0b*QlmuBk{;el89Qu;NDropiPAa3#&OnHNDX9P_#uyh|!cTjADY+6#hX5jh*T2Yt%
zPMNnlY37yBF>v9D`WOeYf{~O(-tLo9c1fu((P@B4A0@O8;5D~#qL;|$u2K&kX6)c)
zE<K$iRk|D5c?Ps1O5shc(%_5!5-*JO84Gs!5hsJOR$x_qC;RsPEg#wyOh}y>+hO0n
z`w3X0zj+z89B`_%z>OQzlqVzX;)6WD{~ywS<~c?i>%_N@Q!Pz!XY)^3E8fniUt-e?
zajJFF*U!@ndnA<+?j8RsmbOVpJxkhMWH&iRTz#26W0nJ29bahNkXeR8gD5cA%+2t;
zbAT7}2N+QYwAv>ByYv4cv)QNF>(EXnu%$(iJH^0)a+GGNxsMh70tfY*%*A!m>N<fm
z+3L=daxW6c8PIKnX`rfL;GufkM508X-oapy&>nP&f^{5C(y`Cb(T*^ee}Sp;0v9jF
zB&h?;?>oVhc|q^I&Ws;X>n>2yB{RwmDw)gpu}LpZ;pUFAEbgYMrg&KX0g-kG416;F
zHZ|uAuUJQT_vHK8y4Iw%?<hg-7_0qJip~T<lJH7@nOy66_HzM=M_wDDC_T0Yd7N;E
zg6*M1ZDOl}Z5Zq(MYOnu5Gt+o{n&*E$?6s)ebQ=|ZY(K@8|*~}`Q$pcdc!<fQwhj$
zve0EFcO5JC*uY}BUT3ebu;a}zo_`}}>?*h0pCf(TM2ihVY2ZZx3(Y#X5#@G-BOpj5
zH7}wWD8yQpj9H;#+hk0IfIJtyF^+UTLdTD}ARnZo6(}Z6ZkL-ha|t54Mmf^?qH`BF
za%HAVKGRmfrg)6Tg)GC>>)dIr;3hV{Wplv1$hLJGZgiAHIJ8ZjM5yevYOL+7ajK|u
z-#F}fX_nkMhy|(s6;l2-=6`l)5<w6pM1vM_=puwdCg+gJCKzgil-<TQJ(6gbSbFq@
zL0T1L?GiC*q{t8p9Vuf(TqOvroLi|<-Sg3uJSPr~;g3el7h*PEi3s}=Co_hVokh<d
z!nei<lN8HJz^?2vS^YGX<v*sUlo>7dQ8kOEattlg!c#Z#`+a(@;P=#74h+A6N64|&
z+~E4AO{w%An!!4KWsxJ%WpeH^M(-MG)IpjsJgG7<6eEKSJGBw|0~_BugOk~ZFeX?S
zl$c1p#zg8Ra>gwbbfhd2#3cs4O?UGJ^k^H64w{idv+@We10UibL?%9(^sudnj$!f@
zE6bmxN_^>a=f0&r{o9^k{V8tVyvb)j`&lkuzD%dn`P%QZ*(}G8ALr3WAN}h!ef%3n
zk|g}(PyQsGPKO`-!5`!u?|8?5G3QSS*uH)H_=R8ig}?OLpL_T{6q{RgTMoO?Ats7L
zI6;%Vc7ZB~G5dRjUJYH-N#!aOOLa`WMI0vteuD2yq>!Z2g1{9h&OQcV2ANohObIpU
zkkVRgcT8Gci)Pd&RwEDz!?)YauBPw?SsI~W&~=IZgn`?^kA3oKNiJit!#p{&3^F2<
zi@D%VqwAwcrO#CQHLmG`CvCxlhi@{OT}AIL@%b&6uhy$5=G*DWV@#Q8jvETYtt|R-
zg~`2bs<~<6yn$h>I9h@dLExH1z5!8!?Qc==u3*RxzFxrT>=LOe!t}6Mr!u!hrnJaH
z9CBqN!pZ0yy{o{1!T__;MAjm<B9o7=7HQn-p=L9f2TpKU7wGahwl|ICZBpHP0<E`1
zA@cuoNi}#tGnDLl5;t2Sl^-TGKf&9qHuP0KcjG9!8*?JJ#BO{W=}ZPISwjhTkRoO$
zoMOhdcxvz%iIXR<uX7~#8Df8rh3lJCj5S0UaY5dWJ37Og##Tv572*Qdw?<g3mI#Yu
zY>E_3*QFE2^kYdxog@wziiepI!xR-2-Eb)*s2CZF={jS4mF;#yH5}*YxW?Y*E=hkt
zvDjs(u!!49Xvqh#43q20QNqDXJec{n7@2+C*jCwhSn%P`Px0W?I<K@<UW#V1Bb_--
zXWvknsaypo{sIFf%gfH)beBHHp<t7O=A&98Sg9$RVT$vsSFwKjdpP~l2l-&}7zZBT
zV#3(u;BcL#?kG2$L&(Iy2z*kWOD5=XWGX?|)z^g$rAbH2&`%W^)7sd*1|spWb6pZG
zMxjTSIrL7QPSD4dJuDHSih#DI5*QASlA+l1NV*Lqu&5p2qoa@V_q`h^O$`z5@zLQQ
z<gMH5TnG+w{@5yqyxZ9(=8Me*-m=!<Ju}Z@i4EF=gGenP>8A+VCV`hCNOU4)35|=S
z)jb?5!Ln4^ojjVUkSj^dTudqpo?k%<n>bM!gpwetlG9@1IE7Rlw81ViXyKV93`|6r
z(Dg$Gen=!8`tlf)#sX4A{7&s1gyjtD+60G0hkJ{wq-rWw{~V1Zp~^wV<69JTN#D5x
z-#kGQ3{ZAHLpr{Ise1%bOgl*9<6s1JBm%=O&<WDSvB02#MhitvLFtFNE=Ta~UEWmj
z2n?Iga+cw!$=%{PEa9=@9^$#}QMS_0ke{As$1btlT_fDx#F59bqawG35pR=U;MH)L
zuPR;2(Kd&>%k(mHg!y6Cd640FoQ%w1XbM`=zz8l-3ZKO2Tq7fT%uWxpzU|ZK>uC7I
z7<3bbd_LmP)DD^wvb{S*(u>$jALcjgALF(_;Y_f>kZ99XCfQXg9F9IoFG#V`njnf3
z+E#^zJ&bM?8Ox-|88L@a%XnU${@O>dqAEHOC<=*cqbNF&Hb+Muqq!FlYBp{rM9pt-
z$f{FR5~46e;AQc;8jZcrkZ4mlcAAlV4-v1BvbITt0ti&aCQ%F&5mIw2>_#)#8jPn}
z<fjw*9h=5lg4^35jC#aLh?gkDv4XCsm@+_-5hxmpm8LvgCa2xP)5qCzj^ZVPII5tD
zNfePLB|B8y|3saKsKpOsX_AW5WO;i7yj?O%hXj-5a2k=m#9ZYnInl%44p|6(f}7!;
zq*D<O4tKD7&$C{;K^$$<WtfmjEMuHfCPmTelM(08{jZ{nCb|YfHHnoxfy@$8B-Si4
z`Z9*-AcaFM7~@vo!E>ufzed)a<c$~pA4;(PEIiL+Fc@Il_J6e<$lo@st*!A-{>eW9
z;Fo^smzbHE`7h?Y^wLZG@-P1~LI{5McYpUU{p`O#{5F<d4Sk=>U2cpe6C&HDL!Qj`
zI?mWh3PbZ~Nu9iS8Mi;pAUH@Q6<Ugm+ppsI4MM+4Dchh@mbe24j9EJEnB|U7FK#n#
z>>=U-N$6swbc!Puk*^`+an?3s+Px;0IZ9PE5eyg?Ei$%`W2PA@rl?63&xQ#rB4c_)
z1SqOate9ZwJXw1iA82OiD`iw?lel!9mYC&@Ex~l#!x3d7f0EJmB2Lml7UvK~2BZ!$
zA(1|oa*nL}3<c{ds)+HT0(;>Y8$q73uoyFMkhhl6v;-+t8apO_tB=4%XbDn{*^D&S
zdTH`;g@UdyI=w-n#hl+d#nkW{$ql8+q;64CE~0r&q%T3$LFgn&0P%n%miT^1?7I-U
zgno}TufWN>rg`yd!j+8yZ<<L{^((Y;KZY9aqQow!Be)FV%RHmnIp&SeqiF>`Ui~pL
z-QVN%$ZHH6Yv_)La5Q`m(zwI}pEyiN6akilZkrfJf>0uQorGq$%$__&KYjyId^ceP
zov_b_TV>$;l=BrzrBO6*n>*Cc((I~y)f(dtCqP}fLbl?Q%hjlL6fUf!7#I`WH+`5J
zxBAQ$b{I;1mQ=Zh*E@tdG@!E^Q(aymvQk*3<9sP7(DYnt=4tM1mpEN{KZ!bvtZfr(
z7GnG!a^`-_)@xjKRi5a$oJc*zRCODp0yQPiD~-G9r3OrH7D#Cw-g)RM&u`VaSdU0l
zlQ>r-EZ%|YXDJ3-<a#y6ZHJkB9wq5etMAY#K1^fghZ$+Tz}@AK(yXZrSFTaj?qn@F
zL@}DC)7issUuS}s$m`pv_=E`Rib^Rjkply_Du^P3%=jEvmB*Ob{VF^1D3?n2p;KpL
z=L5_PT+Wu;6ib^3RY$iBVrjE+%Rt&OPP#=(9iWN?P*H?QC<Oh;$5BFzAi)cCcKm%D
zIg(>_aRObW&}4!dY!XHayMqJN+$l73mFePBtc5f9+FMD~0g>_)ljb&4(Kb2(iIk{{
zOQPwl4Nl@DZC<SZFx}obDcj*~_kJ3`dy1vq+c2X`WZJ((tT~`Ym|BETA{@1aVI{<h
zMyx4FO-Ca@_G79$_uvQnFysx!=cZZO%+vF95Gs1IfF3`M7u)o#(+o0?ao^M`wde>b
zEo7<faLdh;H%pkBNrXm}2tcBU1YHSHm4GF0fy94;gTW<+I!lB>h>{wkQuIjc9r|IO
zwBE)`(rkv)>_j#huZm0rLd;MyK-V4eX^Ajn+Tj=tZ<yiCON<v@BXA2eTQl^ipsKGj
zp1nb@A?faE_{LeT`17Ql6#L?v5QVJvZ=*+<4c{dUeeA@eWJspVCi%RM=Uv9#dj=(F
z6RHygibcmf%9i;iY}I7mT4y-<DtUVy$Mg{heBZ!xQ}hNI{4fpDMM-Yb?=O*dN@UX|
zRMo^zuOLN8-?xbp3xSFdCaPkgX<+Glm`V%RJdQO|=IZ+2A=s&-^sdtuKCXyJ^kGtZ
zOe(39igqAxlN|||w68;F8&{j5k(`9UAQRpspoB0}D7uNF1_-5wDt0iuRn*uc)W^_O
z1EDJTiOxn(C2MYx)jY!9B)k1LaZ`B*omLOM_I@hX2K$e`n@vof@?uU#f+My-1U0<g
zB^>!O8DkeI6Iz{^K~QAHzYjG(L)luVB5q=<9Y}lxl2E3IrHT*%rq)LhK8O%SRS~LS
z{JH;9$^Nf{ZySPj{rYtd9z6KB_ImHHi|3zzo?rX5UqcAN2S511Zzv?Wxw*;D{LIe)
z@UQ;Wzxqo@>=y2N3{&%oA|DZj^tu8OM(9=wvwVi#q{6iM5+o6e%~@)lgvs;{rF0M5
z1WnNpA|#1J`Yo4UXPZ<eCYwv)`vIF<H3Bcjw$hX*(&Q&>k}#&T-AB<t=suQ`plPYs
z`%WbaQbH2P1Yw95L@1WP$r(shrB%}zcyp98Y4(CkjO25eGQu)^JR@Pbo9BGD%trbs
z4@DkjeVwFl(5V$sgM`2yW;xW*+AfygU~2dx6GIn~ibA_LM58rEy{RFs0y(Wg+Gt^!
zE<)9alEb*k9A^JRsIrA(kAkvAT95F2l^}>Qbq`Zd&@@0X5qcV@s9>ZeaXdymh>;;g
z(jc)Fd|Z;AkK#5^N$3W1^n!%3nJ$j%LkOzKAY%`&+eJ&2i8YO`o+l9oLI?yA{b-mQ
z?Z?>bA7M;=fwFRmys|>c+9hT9L}7y<@CbaLhz!}`G}r|?$`ot6L*%>{(flg07h&r@
zd;L6(aGnFVWzgdeZr#T*uamM|s?Bk3_<x5%{xO7}U=1#ESi8W4ex0V90mUPu_DGV1
z#3-=d4Y|2cq9Z-ZddU8Ak!o9Ernrp4ErhWP=p<2vi97Oq<&z8a%vnse!a(?x*rgl0
z<VBasQpk4n2rq@lxiY%QcQzlO>$!YH3Gf4*|4Dp_|5dpYKgx1!`uF%bd6mze6D;-(
z@@9$4$2=xBhj~}wD5m}@j@IOcXYkTulgz|1W{<Ua<;E@(cRkD}o`0I-#t$=UoTkuS
zXSDqkd2t@q5;Uxkd-r7s+7eCMrs<~XPZg<11+AsxbvM~a=2<NNI74hR6hDXU#l+en
z#;wmF@bTLohMp%3batyIk@T=L4N8?Bahy=wQEApvc%em`0;T<VMzTGcSGUoCoBkx%
zx((uFk5J|rw;yKGImk_Qk1K^5?{ThkcVUT6J!WgCNGMB~DV?u0CYiHpoUAl3)lJ;M
zV!JkijPm3%4GQ^9I^jW@$!+ZR9lW^Dd}fn93e^23XNzAVpN`Pt5I3pN6Zey{Rbu-F
zo68<U`Wk(80_<b#3`$g3VlwkAF$wj?epKOL>n(y<rx~5bS0d(yzlg3xTxkCk*2V=6
z>@V}_g_w=K8j4UDmN%JAhm7TGD4GVin5l90<n5$V1yXjIM4f#--?Aei?9wlv24SPt
zpQY0KAdYI#O-89VFVa#SPL1tR)&qLUVcMCajAfpn5u~WPLkzo%$UsnckB~)SIo!|Q
zV2rmMSmCp)M>#faaK!xAq>YHB-YB)5Ja$q?5t4y%kkGo5Y;u#L@iHT&ms!3RphgZ(
z`2lvsebkwwALsFvB0^CqTP-G?8m4SfyZP(H?F*Qiicqp7LPsbehLy+4jFEG?fS^5?
zAP@&38fM2gSn*wUdV9plfZL3OBwj<0ULqx3a_Iu)a*ShlQ3z@G#_;@cQuz*cY70+E
z;VOAjMu1I*-JQEpofaeZ6U6-iL6m1NIKyV}Fo~C=FI8&B9ut|*FrRq|Q;+C0N>~F2
zUEk%U);$y^-px?TV$?d1tv>^@OQV~m-%v3E169$HB2862O(<gKwfD0Zox(F8A!jG#
z?JkS0aa!#R+fhhXEHNHDL(WR$8YN1}b*dXLpsEVO$Y2>c60L!4cCZx{x396jr?9Qf
zkjWorU+M<2(xx8Wi4^m66G7O1h8bgrtO312jcRX?*gS|{_&&N~A5s>nbYDdYF7TF}
z4}Gg#I`C~ou)g<uzn5$_%Wb#a#+fr`IC=8qH>EcHw;iAT>}UDi-~C<E=`_FdJHPV{
z=L`k|e&k1f1c0CY*`NIj8({w_E*yFz<<t#?i14F4QZHdz25C!0CN9W`FjP?0gg8#<
z4`O2JlEedq@DPeXOO?@#G-(@jB|)l!01ufYn8HK>&>-v!q5%kzpc)aXB3>s`38?z(
z*JF}^MC%~5gd~hf`Ys}g(QMFCplYw@8^no994a6MimH$#7HU!;NleIugh`rckkE_E
zSbC4NStnK$ntcP&t&*mRDgzR!(Hvy)J(Y~+p$JKm==8iI9;b;C1xtz0M2tvY#@04b
zGzZXV_aYjth=Hf0Dk_Gdk}Yc#M^a={8cL#&L;~UjMFa@NC5S*ZVgffJ_6>Ah1EC;{
z99lZSFzX26A<>Ct8qLlk`%Q$OA&xYXFeVr@sqGAChI91H2Pl<Kk~5woBff~HH1Q}?
z?ak0@?Qmpd8L64<wr(Ry%}`G7kTJFiLmwFhC^AM-6{OVhLj_^E2*t#6E8w+p-3GcI
zV3l%QT6cJUrNR7=$^&zfjOGwTX?lYRjHo~@(sA^dK$+&&(h3+FgLZ(Wv~f%qgi1DT
z5)PIbD=*RR31s3kbx>vVRsqwQWcH4L554wdc=~akutMG$?{HjOB+8zn9)$FqA7QZm
zON?$q%RbA$PY3KPW|>-(d`9~$r#eGCVvX>-##{Mc=6-?Sc{=89r-_NrtNo)mVV0V8
zi>cGYe0Ma@h1E53nGR$279A2=xqZ}*TT~yfGH=}j$qQtQyF_k;!YHmchS7^CB%37C
zBey?AvsYj`U8Uc(sI5BK`Z{s?0d#weQ07Sz3mG+u!)pwi&k;lk)rN_Y5@hU<Lf*l)
zEc|GlUc+F}8KveOVX2d&iOa0B#gw&+NsHkVL!7@6bA2tQtfr_K7Ez+pjx74pKv7gm
zPM#C{Au?_e4nmsEDzk+>L;``YB9sK()al11q&Y_+r4j~Rkae~PX?8oa*a65vpRHtq
z$gW^pBV<@%L_N=IoeW;@2J<<O12Y~Ot<8cwOlnZ2GHUUqg$GDdIriDtn0KC|--)Sv
zk8nQu`wS~LC|Von)Ny2$l(>l@ng|&Y#9(PHG))kN2AZ0uADP55p`RGUflsT`!x9-1
zA#l`${$PO6rm;<hjI|93xNep(8ApjX(Ulz(EsHM;)LS*AK0<EdhnTef54!rpe7XH*
zZXf!0*h!tO^&C#vCT)A@X&cA(F=(Jf9zJ6@&OA+d3dMLD%YT&{dxyyh!9*@32nEf)
zg_I7l?-TgY&HW6Po~E;RjuZR-zbq}P&}&d0JA|1V!_+kl(?TL3QCYtE6kcP6Y{tUK
zpF$cl*t$W=7@!Cj*Hh_s>V&-|dVxt238WlgJCkTi8f1bZA~d>$!6t6l10^9<)G_TG
z1xw||?rk(X51<K!*_lsLaGJRN+c1<CVSfR|a7mSQ(zzB<GQrB?K0=`ET*6e^NJU4Z
zho%d>q|9RN46oGgz_2GcQ~F(8rdjX5g|XlThDNSZD6X*=ono#3PMjoU)cg`f?P=6_
zmnc$DWDyyw2q0GTs7Vzi-eZsqk!W*-N)g2vLqs8i<`ts;O|n)BU3>jSd_&Pm%Ps|K
zcz#5;ui^S8{U}1u>r7{SY&B-!S@Z@rGSZ0?35tbg&(pTgvMNV-arw7!G@YYI{yB}n
z<EiKdKh)SF*Zm4EKAM{5?R(Gv^_}^j!M6>;`q3Z#(XUkk!t1@>jvhVAnKNfNbLPxn
zx?RrSR($MZALGLx{xHR2k>C8y-~5JiqA21Ae&7cH_^F@zsc+Z>I}F3GQ*0MPaB+4&
zQ4*u-3i+%`HY;#a4pHP2`U6x=BMe+Tw~uZpWGZRAKtZuA%xntH&<VWg_1qz;;15EA
zt{|I9p(~Jt5cn~g7NY48hXF~@W-#!HWC6!%fu`cd^F*<at#nA45>-<`Ymvk~27QA;
zFG3SOrXq;qm>?7+Y5_Ntpybii0*28c<@887c~mVXPHd7mjThPUWK1gAz(|@vmoQKX
zq6&#Lh>|*~bQh$c*EI<S362$F8WC}<5k`>20Rva1=bB{4GK|cYP=pSVLDa8fr~^cj
z0;v<nl1^VG@D)V3gPrPP+A2u`nr<RQo+Pqy`ysuai=qV-Dk`dG;1AL$=;&sQW<)4L
z5=8<s5c@lLy)NCo9F<BAkobcZanQr{Z9K1tkS12fCzq>Z7z5O7fiTXZDH26@iG{_=
zH5EsdSWXVxG)aVsX1J)TM;s)8f)Em94?%z*=|oY0sSHrm6sndXiCv_uBXEHPghVJR
zp>)`5rjf=RzMG&aG0X93;(^D6{1Sx}M25;v`!=%i0#gS!xp_WeXk>=Wut%g+Sh<pA
zyD-Isy+GaErq2+^y~FH|JcK=0W1#DN@}3vb{`CSUueEuq{1DwYPIL0}yL@ou4|(7A
z5C=xLc(v;BQg|OD)f*g1tumwcdAg+_<1{I2n!Ao3;c8P5bX`(imAu+zGQUV{+BDT^
zIzfmZj^oOc#QHG85O}o7$d|YyzsYmAbmldelc%d}?<ts~O2KUM>f&*fAV!Uv5O+aF
z*t(8s=&bh?d}lvLC;Q~ES>8JU!7fJ5;K=9-{Z4?}X%R<#!X$Y81%xy)1%ybUs22O~
z@VWGiO6bKzsKkoERAO`za@ml4wgaL^Dj!qb%3&)iJ>MoqXMD7SZl(x=*I%IG#3PAa
z;uwS&Ce$jdCWj!ZGn5L+%RR!#py|zVqc;zB#7XTUhN`ir9Ygc3ku*Qe)NmayJwl{d
zjFtv$-|}%g8c}?jM)46W&QaEG;ZdR&&(c?B*lK3zN(CcXCZnlLsW%waFJY=ZbghYL
z_mQOObPgb7h!7pBo!jVo1q``IO1+MyZqev!1mOThNNigtmlmX)kOYM&0hvUEk&crp
zVQ3Kw4dPfqvo)-g!e;kP)cs?4iAfNRAma+ENZ3ExWZ)ZwalokkakS_H#C3=~BnFA{
zdhS}77$njpWf?U33TnKGqxF!H#;$u3J$Hgqszb)Sh!<q2Rjc@32UQVhnu@9jEJI@3
z3cBtfN#Q2Y@;$o#0D~@$?$L^DYON{CK?*~71j#O5(8Tw<BuR{_8>li(AY2MXK_#aW
zD;1*HCL^jW)DP1LOK9mV_sqXc5?9zBlrh9jY^{Z=<Qa6bl!`S>qlqHhtZW~`b!Twh
z5OkaI^i{gi0s8SY!^TC@>Jmb>L4>q}5eA__%4}0CwrDoeL@pRgjH*dc48kN!E107f
z%%PeI>CytF{2D?{s8-8pYMHz}g5oWrMys@g5zJ@{RWngk2Th4cgw0wbA@mKhnoSg!
zXs7cS*#ukkD26vNgi1d-#7@g)&|O976|^KvY{Ycc98tH2?r!1GL{mUh4ML$4L?K$@
zB4kWW=BZf+*(YMEx$or1Z@e4Vb-%6+ny%}ArFLrYZA7q=B;ne%Yn(fGj#plJg=)3>
zb>nk$bDTbXnloq4e8c>tzwP)|5v)J_!$0JY|M-u;_VeuQEI;$?6GX8_6lzFeAQJ`G
z^~q#AsG?3Hd?HmPUkcEa@O2TU7(zE82@;T!L<-_a5QI8WBoM0kdRR(EBvJt-4I;+U
z2RJFPhYS=EfQ%UQbNB-Zp$`d|X$Q?V@H%NUED##qj!wTF<A)X!om{$yCT<~=T{In3
zB|+6vsKzitF^QuPAtbt`5_%iR&_zm>SQdyFN6|IxoX@pu>+Eg!h(sFO&~Xe&WmJ+c
z2Oz=gB_xABrYew_C?=$G22xrGfT)8I5t=yx!U9{OnK2NPL=t3#qV`EVo7i`du|gPh
zNunmI;v;l{R5diiB=RdLszA|Pl2~ETsnBVR(CH)y;o(?4N+S(yyGassNn(v|CykR<
z5o!i0C2=$$iTVhokLn~`zhNO_1ItpG++W1hOu}AB9EA7-Nf5Ynf(pCQ5FR?CnHC3U
zLsV7Zc3`nRMns;Yg<TZ2jc#;Mj2>Dx#%=1ftB}(6Fe_y?swdIHI<~byCe^_0ScEc#
zR0Out1j9tiV_fLH0c-b3MC>zrV2Pb&Nm^AYPtKuPn>4F2F$K1ReFScnM*2~<_fJyN
zTim%-<15M*zjpkSOzt0JtTI9G#Ws(8XqiwJxtUIJR2`?<d_RBpjK;6NFhy4%Vbji&
z-rFOat??GUilqbu{Qx&H7#*8uv$0Gj?4tuH6+~j7s|Jzqh^$f4<}T}g%$1Hu)=cxx
z!*}rq%O}XVOPKAaNu?g+Eq6Rm;?}sdqp^Q-ozK0tkInWvSu@XrLpe5FNqsQHu;O6}
z4_($6$<@eZeQs`42qO($)tK6sM^}8dw_QwOB7sgYpzZbO23>Rk(-XtYAIxy&#TtsD
zBDD-@E6+$~k5CF~?FkN_8PHr53_1>jcn&=`$LP>`s___Vl0pk&&h?ADy4NJ1z+uB8
zul30p7f8#iX!a-~y$>T3lTxps(L<p~)0<<vc^5tQ827(K5^Up(Q3M$>#&vWpLDNmF
zTtIVB!4DFGcmkQ6q7zQj4hHmMAKh_Ky<KE;i6BTQ=Vr)dM`<`Jn}(#EC~Wke;{o+1
z!{fW?noAgJ!~<~Skn`~*?bRB&%xT8LTilR!deTA<G)&T%p@ON+5_1B@usA*WD)p^Z
z3Z-3gITth6rQg#?+z?GO@j?q^1R_FFA{4_U7AA3$kX9lH`^2%2R0V2!4ArR+stTyE
z+Zsa+Z8CZlTXayRBn%vg1}O0!5h;SiA~xp9XRlL}k0630)EkQ!{m)Y}Z<53r5-~v}
zdqhHFrXn1ph9U#vKp_qVx)!2plCE#D(bL$pO}66!PLg8Mvl)s8Sayegs8em&^g@*b
zBW<$T6TG@RPNWM;dWXZ)FXQ<dStFoUo8^U#ecTL>Fq68%JMPoispfg@a)Cm8h5Jr?
znL%4p-OLbSAkeWhl9b*<h9OZTU$1PH86v6S40Ui)0~XikXn6&^z`=`D9O+_fU8I$e
zOGzwxBypc4?&AhN2$e!nrDXXSdV*pYXoiU?dLR?xKp~7BBJza7K?oH&aEU~S8+VE1
zEI~2}NrC4(62JE{L&8HJdyqQ{Ho6$FArpc~#Tc~ldL3H3YuKqnWX&-mw}+`)q%E7K
zKVZk}laCfz@dYo9K0-ps2N(YtKlgJ#$MW*>*L>*re9!mr?svcYujJRiZ3xz%$HvA6
z=gytu+_`fsE-ro@qb!%pUn5&bj~+$+Yj#WjcEGplitrmnu)6Okp=v6s07a<8al*he
z*m9?6C}+`RjpLIysjYVzo+_}l4DGr=3))0+$Uycm?IPJi8QV_K^&W=W1I-{Jg_Hs{
z>S2a^wBsqHu2Rmf(HjhbFj3QKglXc&D!$+6r7IRo+ZKn526O2l#&SNE)kHV@bi65|
zfs2~-u(gmxx~S?pnrYDP3>ft4n7W6iW>AEQqUhv?GDuS*jf9<*I@_yl!T@r`QI4J{
z;SB`q8ybnHAmjjDaS<d$New3z;1nh?3o+?z8$T>ltyR#3M=8|;kw)=VTzLSW5!?V?
zt>43#wau_~j-0WBrUV3X1Wn7b=S`9lE;4qJaRZ&}D9JW521SNQsbT0kaiSolhENm~
zA(3QA<R~$tcuJYLc%9+&HJoIFK|M>gmL^oXjFo*1T_Fil#Gy(YOZ1e1o>uAALbjHB
zbOs4R$k+9jND#>YA^Qj{5}83&EDA-Pkpl*rP*H#c0ftV9#ny&J&}}h$sKMTPi}tq0
z@UTH9SEtb~(B28qb%o-b$DrF`<Cele#>`euV5YB=FURx-qa=w-)Y~JaIQZHyX7(V3
z$z7iO;$y_E7uYvD&)V?!p>02n)>&fn*gd#EA-MPVTU=|zeDv@&u6dUk>ASpTkU~7a
z&PXWHrN$j+Lq2os6n0$Yvuc{ttum?LHJqf6zyA*OFl5I$#%<XRCe~l3H+6(_Q+G1*
z%pBGJ3k)ecr1~oaVTB+Z0#zj(Zc}k?GGROX`@$nk^`FArd70s!pc029s)l{wE{1i7
z?bR{n4?M;4b_s85i}qju45Q_b(T@T$Zk=)4V6iWmnK;0N{dsm9_tDXB!?Ywr`3^<<
zGHq{&B$-2VH)#?gEE^RSPehE2tfIsjnj02kuteH?g_S)Wf1ofin?vXtuUz#p^c+Wq
z5(+uN=9Y#hX7NN3$Cx5#I%v9q)Sx=>xxQYdAYw)ei%gDPCX=c$Xlu0U1v=g&X?>TO
zxdcV;;JYo_wK3vok{#t9GKmRDT1J|TY>-j+m^gfsa9}g&LBH+d_anT19vNE*p@U)&
zAy8$9zGCq_2HTlDWQr8Eggf;aZf$&#Q%RevR*Dm4g?hBcnbaPpw~Dk3!bqUl6THx>
zaB*-ITPade=SlXO<P(pH{DA!v8ojWKh$6(GgPw(r`Vq2GhDNW2m2|L_Jy1vRv^m`3
zn;EgUX$>}U2QBh)gYEhj>8bk|pBm7Ox_JH=TlFGKiya;~RmV><T)Z%h<0oWt8D{nm
z$d;Z#_8M57E>RE?#44H)IK}`$LXrrAz#vM7@T5v&#Z*eWIJSr934Bi{3~j<FMHrbV
znu}vLNvR=3F)|Uju|aQ;rrtH!YbE$1rj+TEcM|p@o1Q<4?0E#<4x?iMrw&V6eT#*g
zquku8kS~lflU3P&Xp6{?S-xh`?u4XN8x)BUFgCqLF5l$V)j2u?9WQa{$7x!T!Io7Z
zPKxAZ!1vzq3?fQ%{_+f->`~TsiBU+TpdVW#iHea#DELSvLDx;X=6<%aZ$rUFxT{3Y
z97$(^eD4BQV$m=xR^4reiW?j)ud%P(Vx=`qW9P>>UzkNL&oi&-9PBRP_t)s{ehMY-
zkt&~Lq5^xh9h!T)Xo)~m3=(u)8Br`{8Ojy7<r=I8K1LMLR}GquMKORwp~D~<=4!jo
zPV@JPh04E+7XR-V!TN8Z)9HMTY+br^i698RHfGy4Cr_T_%$YOXe*5jDQmMZ|OaJQl
z%OtsPZEf+s_q`8zU9J8vtLR?){_mi(Q>EKG#2+l(#CCl~<TR60HBKIGgBR0jh2+Nb
zTzb`D*ojE#eG(zj^*(7QK@(kqP|}I=bmTmZU<gNTP*Ij43fXmaVl8BPPG_lkgv*;J
z3B?F{>HxY@K=fWk(}ppGiH<-^Jk+FvAzkoqFp}P*Fp^`Xr;*YHilU*=VIt`u6rG*z
z6&!BS^G9e8s%WxBoFo9~n#TBK5d<W<q%z^4YB5NOlnRFFkn~hMSE192a63(85TfW)
zIMa_|SFY2En$&lO7|L}?W$Hu?mv+w}qxx({LwwPdoU%*Yp6O$VE>{LcWH3)BK17%}
z9Lrze%iDM0dM;6a14j**C}kMWC>YYE-S5$kM>&$e#m&YngLajy(WO#Kkx3i$ye{o_
z#7cjMTx3(!E2wFk)W}VyhF?ODx9D_J4BSbQ&?NLF*}O-l6w=(%S?kQv&y2FtTIYpA
zfalkExORqNzeTFIf|MRo^s%*_*GsJRGQ>TgO%NoctUSZRX`Hk`h!EeE>~+d$MW_s`
zTzqy7;ua@P8pH{_cCAL>CQMBWCMLjblyHMQ%X`x#QN;Z0Ifm>$>s!-goiTnnxQo9t
zdXbq*iZ4I^Rtj2#(R&grZ}X|%D9xd_^VZ%oC~}j`!&wG9F3Lul>zyaLnT=S?=wz?o
zpr1q>J2=kwBsmrqhA4{*xJiy%${8B^X?mfCn=G=EnP+-<jZD0S{UhJW_kZenuHQPy
zxo(Ff+D14kVzy2yt}(WIgP@hd=<VaqlNRf{f+$=fihA@Cl{NDytBhdP&SS*OJaDkf
z+-Qo8S9h5?APAxY*KgiWgiGvJ8M48&O1SC>!rG74-y={=4orNSC>~*T_b_-7At~(i
zCgYV&+Fk*JQ4CGxq71mcu275y{10zjrm@_h?*=UG9V7HYMze7A?m9PKJ4D`;jE*eh
zdj+aB1Gl?Jlx&jDRSA*-?Iep6muP6WF){8lm0iSDx-1V)aCNJKwcA3AHKM@=Mi%m=
zJVv+4WI3WxP;iY6Zf)PiR5Bn=9QHaoy+NN|5Rk|aM-3?Ee2kQalSz}wsW|xoQVN=z
zMf!~tPO60jVrde(5pKVW5H15frt4^oW(s7C8s*dqGI8+-HoZ;`P3@7jt0b0zW(bnd
z!u3*UR*Yc;L{bt)28JwgtDQkcDwD=*C<Q@xbDFrPQ|o83Y=;<~J+Hx-u}j8mqvA7=
zId1tA%x9K~$}<d44%1Rpo?kyjes6#k!gQg63>4gf%kac?oNR}!rH4Sqkc8NlAP(12
zcmdnq#Ys0%wE-Xyszk9IR3j!%6k=bHgnbrP^1QG+g-~q5&_jzAGD6`EN2cg{g1wfY
z-i$%@xb47sDjA=?tK)}Tr1gYQRq!<EL=r#Bv#&5g&%23fDdg>hPBemy%-65;g^r=<
z1Or&QF-#OV=%I^GhML#~rHgJ1)2}y3Wn=C;dX3#pllq21jDbrAMJQwolKHtE)>en;
z)bbQe3!xg+%?bm}AwO858<}jyc?Q-576#?W#fm+oyGlW?(o1Z1j7b7=^kb9Vc!2P3
zGO3x2WwX4hC7jb#GK9Q0oiI81IG6U)B=s|lhywM-M-iq;Tt3U0u}NyX9>MM^aiUX|
zD$R^ToEjl*&tsNmiLHQ+@g%o**U5MtF0Ef?5cbf7K-EkzObX<fFpm=ST-@F|XE!c<
zYaIH2#@`Bp^=A<T0hcaa;@r7&y!z^^v|6pNjVX%4p+kqh7Tp>d8Tp$t^qa*0l`;*l
zzUBAGr?*l0GFrGxujf!Ix2SFQxp^zg%;7RtR449wbd&?Q+A*?)7s*&I19>;kH4kzv
z8snHAGZ}q|5&1<jmP;%W0urQRAe9Wey*y8?X_y6#>9e=dJN^B9@>-63-{1|~D(=e0
z>uqk#VLa*5j$Xnw8WhwCCOaDC#uqqxWDX$&o)<9aws3oGY>~pSU2cX;%=>GkoGD_F
zB^vAzhCcP4hM@|^huh@xHuc&VZhRILiK+XT`Zl@ITR3SC0zqt~ajgu7=3*FKHoY_@
z>9ZU(xw0E_Xth9gA|@pjx`{(uX2@9%Qp<5sA7wJmaY)_a@%AL0c9XODCZAdw!wCdh
zwu0f5(Dee5R3Q%0G=)+@a>n=*8gT(3Q^*jmyRaO;!sJdFhcts|K;rw51>e>Ytsa?3
zkWUqu9+jl*25YrVR9%pEB;9s~cKbA@e-jaJ63GauSV$BgL?nH@P=F|t)$>SH5>#}(
zgJoPp*E*=VQ)uob-0lWFFL^ydU&)fo<S7(vQfURnlmw>2xfgt-zs#{SY5H9sSDN&d
zA&TNKrDC1XU&2my(2S5Mj9J+_z|4UTyL*TEVBr)$nR}Ke*UF@}--hrSr0fFY;wdh+
zFLSeBBbPbB;qtrC`p=Rn=2)0j7~jb7mE8}~Eu<*_(z{vMyv%#Q_zeGRc#_91-^2Be
z%A@)7Tz6-=$UNE9DC$-X%TmZ#DYBu@MBFFH<v3n=f<Joc=IbTo#DuDa3?*vfQP%f3
zkn0nL8m)ebo`@M3ITUG;ktQicpvg598la~*xKAfNZgBn5IEvb0e&!-CTq%?DhG|<T
znYEg@&O6EZw~(4c#uhZY9cub398F!|TK_&SHpiLLvlPQ7b~>a|x(-2v^hYqXDKv2%
zU3(6DqKs6^sEPy$fi$^vb%u)BWNdiAXSOR`+<lExV{p9GqL`S}YefvDjU~E7s)tHI
ztDCUo-^=vWopgH;2RS^W#6}o0Ui$)huS!3%7@a!_LZx3j$AQT%Lf^o1O={aigt1P$
zZ=e$sW73Hns)-<qBRtk2*`s6)*f(c$cxFJ_j_LN&Z0}}J5m<VNVT1^&p(HvY)@gNA
z`hAmDyUgg=Bs+~Jy6lln7jTR;dFLrSIfpO@<ns%}L6-IPX#!uzFhic-RTxdRIW>F{
zy{O~Y=J`a!;N@zTlV*<@BZp@u>>oeLiYqvhv`AVDWbGE{2KjwsD0YVnm&fULhRK*&
zGJ2XI2yy)-j_<#PP%QS^IlQFJ@K}wD=Z2Ulmg&_u@RJ;gxu2%$(9CwRhH{h)6&aey
z0kHB(tngLrk-JHXZzHF=IBJ9!gQ2DI23u6DDjRLVa=XJ#*`=6`NxC7uW{<RSnYW$P
zXvsJ6&*RgC(I)#1mxuipXR<LeyN4aMAWXQ`d=I;WJbkxHws(b5qk-GmCh&UngMdL4
z)72E3=^_n#m>}>NYP50FMb@o5DYU!XF}uK6v5VK&IgnZ>iF_LMgx#v7<*KwXSe25L
zeLwrykF7X(io~^Bl#;7-6PuQO8){%-2Th8WhLQxt{acv961`Zbo#;fW%5EynT4*pC
zRye3R6x5hq%jD_8Ys`i|Z_P9)7nf<oHXEr4k}JcEss@9eOJGFol?=Qi-_4qT8xz%M
zsqB7&@%$<ovyBuW6BR$!i4&EIlV!#8i3TycA7MxxOI1-sf-p=RyU6%cFMO+9I`FrU
zVEuV4E-rp8y0yN({&iy$6BGQ(ul&m2kY(Q-{;bgGd*1UN-v0Kt{}*$9`?r6a#~*+E
zn-&^<^}&C{+RaZgoGv3Qlb)VprT5*;Tbu05eiUSjE5YBVp`YTw@NXhwi%ZR)qfdz&
z)+Qa1rHf!Ox5E6G%lnSLgnHvLZEb?jwttj|_B}_2B~rmIZfTy+RKJJkIs<x%Wb_S-
z{D<4$O0;LQ_LR>0i_fs}%7=+P3)6Z8O`pc~7wCDfkhm8)6syFlNzW3*c0eL~1j!Dz
zWpjsh040&^Xp0OfHp4OtehVe2A&hZU=Lm{wkaez6--b2^$;}>PGcwTPfQfXI#Oh$D
zmdUnuXsLOgM&V2ZA5lBpTMId=3Q~EMFfrM9;0^5Fc{j-yKF6~cY6PnaXDpMVt}<*1
zCe4ISQsBkb2>Gdq@xzkdZpgJk$jgS{ZD;QQf<S%0rN2<1dc)-{;z{-@$64z3+1;!%
zVa%e2Tj)KgIX%2?pT+bx`FqYX(Vk&X-=drN%nT24BJSZo{S@Vvj?@Y)_nI_zm$)9S
zGaS#7H7kq`P19}NAnxu#6kw_jIdd4zDv;zRkfWodCIYNM4W+IU_Z@=49;$zxgb`FN
zgJZPOl3N5plaAY^({B-nK9!Qj#B_>Cm+UP#^vE)Evd7iu4OG@Bm3-nz(&$R+zD6$2
z;3s3ea^`#avG4<g#bqvR4e`)1_=ztEoOQp8((qyQ?Nyv~hB^IJKDvF0x?jUc4Rhzv
zKVZA}8SXVhu4N7~F+0N8kF4^vJj}tD9_Kf1byzyL#E2jBruavx+kMWCUE)j08LlYz
zkRI(aeIevTHz2esY&xSfHa@_~p#Xbyp2xRl@x2bVf0JBTM<gz%#{$wa;M~d%V|G9#
zX%Qs}k)fjHEpkc^-<YK2YsgSzt38U9PIK_s0Ml9L=1q^Oauumg(5v2#Cy$b)LrYqW
zRbpPcy2a<DMkSxabppQI_+v&DLCt&{ftkTs-6Dx~Y};b2at%vgrX5c)P#<Kyn~-Za
za7B)nhVzt^b>3mzV2cqRziD%}_*n|$yDX)L5X|xGodVx+sZ6OCg119fStO%{WUMkW
zZd2>uBG$5$#?PX;0U`)V(#NSfbIjTUTI~*M5Ry{`Ip+qo=oW!g886mYT0DZLH}PbX
zYP-vB+Xcm7*lI9Uh?$!YkwRs!s#34oxW2{6KEcSC#nMHEy(q^*SEEIWqsM-nV6aWO
z`BfZMVN;u+;^dgh1f09MLZ=^s&?x9O56?YEeK5v0Cz&4GWhC<)Iw4XTNUww6>rwC9
z)VE@KK?cXvUr$L$1W_UxBn2!*V?1S}S_(>`OJz8ul#Xd^2sRcRR3%L$^7KQ4zT0MU
zyiOtSbA5M~+}LqOGb^N$Yv@XhmX&<uS%-et<*F_i1U^H7hoadCD~}`cl*7wR#T!&(
zi?t{qB{a<PePo92C!0Hn7B>-t%iLLRv(_$9Z`P2q$#{8!7|EsWYh2u2LeCYM7|HTo
zGYh1nX*L@p$XH`yw2NlN4BR#~y~se_&j63!m0jkPkao`}lxf=81AKL`$~%jFbP}Fe
z@hJ=x9BH8|c|ye|juSEhqR|{HPMSjf0^P9B<!*+QndLTpjv$FxQ#!PgTU7iFM#4I(
zB9V%~LBl~q7Yc?5(diM33<G6^rk29DBeI6iut>1H0ioNb7HdRtf|c|UA|lpfI+06B
zIHa@+s$QWVCODZ4mGlNfLwlG`M6a(Cx)w%C!O&d{)kR226d1VuG+r-7Ffd=QSeFTj
zlmrpPsN_;M^|ni>fSbw@sSdaiYPw81O1SUp2fvkW{ck_P`m@;G-ThjU{IzS>h~t=#
zeB>j4(`Nmp@uvi8czBq9^Kbsm*Ig5KIvsxcr+=D$zyD3Q%BjE6p`VOUV;uYlM>UAT
zO`6VOD#K;IwDr%(mp{WP{lmN*{C#wBH+#jad_k7z^m9xU4fKqQ=}loL2E-9k*3i_5
z#}4n3)f)KTHr=4aGpSSD8dzxBW!~||689HpzM)N>tu0>r;D=a0cNsTZ;lx|s$w0vF
z>H;HEHl?vKiX&qbN5`=K%(bsv+J?`+3bsy9-6eHv8_^v@>A3Vo8!y;G8Tb_K4r&~-
zvX>#S3m7xAoUfcjZNWPRFR`5(qvW&^tJm<|HcH|nCvzlrhrNc!2j6OQ(k^hsci0`C
z<H2<YHCw_xb^_1NFz_Y4TU(Sq{#l&+9%S1bXKS&Bx9d|*r<j~5q2yIWMv!^o^E9Uq
zv!0ouT90XaAtQHh^7%_o@a&c6h-y9Tu@SQS50JMr9I4E3XXXS)^Ychw5c|O1HsR$J
zGEY2(>geni9z@i4ke)~Eg-AaniDL}I#L#uLu`*pNAUBjlF%<lrCh<-O6@#Eu#EWlG
zjT~-WdI>9(DAGogAyHbg@6Z(c)B>`brsg@+dkRK*os+re@gtr3V#L^NhxT9;-#ftd
zg%zTBK+)_V6`k$u6uSo;@^X?lHy-D=_TS`Z2YI}#!r%XN7nzE9XZQ~&P0ix3EK#=W
z7)q0;IYhNxr(nAr%{{<{XpzT^YitJ<oa`~anEncHw7<x|zP^usdYGQ3lgo`WvYFxz
zbApG$kMYc4Ks!3fta_AM@f2(R%Q(xQp{q|2Yoq+&p)SvDIjnRIEED!+Lyi<Y)HvdE
z*97g1zz)~3+zxVhhOCk&+ffjygnRV!Y`J;XlQO0K-^comKOt;h<4g&r4%uW2U4ouZ
zA+^GwH^<WY39`9iE?wK?x_*O>A{cYh*iMd=X(59R&ZMtk77gsYj@woVnh9!Pu-AEj
zoar%?-^Q>6iE1HL9Ylm_wP;#JL=J|cuj0oV3ypc6xi!is?l?>AWSC3mDD3Vsf4+@c
z>!8XSNotqUV1t>!M#wI1SjCOoL<q3P$>;8%=Z1`0Dh7gT-=gXj*uU>O-eiu_JqAMy
zpJ(l6lg>_rbW=z-B0myR91dA;DLi|<g78nEXb#tnHfFp=CD^5OXo5%PLbk7Ok{OvH
zR4dea9Xw?cBXyS5_$o&S9<5BCeQt|P+#^Ck5+RcSRSmI40}<^KL?i6=?xpJrrgI-9
z^jkFBc{0T_>?o&L?}cQka>t<tn$^Q2BxM8`!o^M}NK~5bEF0BvTDxg7$r>q|)EYKO
z4_)`!e+UvKMok4MT0#;h_<qbFi18D_OfE;1iMZAEsO}1~-6EQ<5qd3>ZXFRPq_d;!
z#0HDiWtL=_p3D&`A&wC;tt1@D6gWOL!AqNfGlS_Aa70MEw?e10#J=1V)1%WwLZwk}
zkn;D)rZ3?*Ax?fkoWykM34>;dMz@S&nm95db_}}H_p&+IM>iF-u=oLl^td}WN2aTC
zDAlLl>`*rX>XUgg>mJi;kw)mDx(ZriFi2u-N8_W#9;=&8+*V9Z>Kw#jR2#z<4xX%`
zDhaWk#}x)rsu)sZPjrY4pWF3KW|Sr>3f<UZRj4eRDq_&#5C;3q1Wo$HLMM`G!pJ7_
z5|Y@%i(Q01AW*spRbf1pMoD6NUI-O|NQcA?6J=09r9dnq6g{RJY4j6~fsrK>2iPJZ
z)MBDUqg%`3q*abhC%kk$B<OCDs5+jL#vaKqHr(RD&;8$22kTEO-@fa+zUy0(v_2RN
zc<r^<xcA<B|JrN)_rjlT_I&4^ck<&u{^R8Hd8*Yazy9mL&W#&4{z}cB2cQ4vh|fNY
z-`-}Ye;cdOV`Nhu4x1n5dN@zPzCx&;V8Q!GTrnD4H4FkuRMIMgzJj7SM7|)Ok<3g<
z_RYY|Bn(&n&plpRQ26xADsR3m=AMHI&piDU_uhN&Uub6-hCKcB)4cJGZ~QC$&19>F
z@r6GkmMP3DS#TBh#w>=%+bHMHA@<hT)TS70w#fu7WTFvk1~SozJP-HKB%?p`quBK|
zj3+)#zZsK$>m4W=8^62{V__A9pnvZJ#QFT!?H$K4Uw-mQ9`kjSy$0^P--=8-|M|fp
zjIW-@ICmNUp}PrB9r~~Te*zCxQ8Bf@IFWMW(q+bf@nh&l#9nAaB#}ZPmTBCsL%%dk
z*zFTHy4bTtwC)}ie}IT1Iyl6EM@|dC&=5I={+l1AbSg*T@-5o?4r09aB3jrYksx9P
zV^G6uIP@c%uGeBzd4)ao0HUrjIrRb`dTpGEb`yw5-|e!p?;*a}xSxt1@b}LB22n<m
zdBkDp(h91&#aH?#_`RpwOodaV3dgxkAEn!LIgq)=V$-87O1zeSkbb4fTl`^~gRgSZ
zY2bGjIC)~3Kj{4jR#cs}q=CrqaZB_$kZf?|uDj6N77zT%Z_!r{b5-5XmFkypye^xS
zE~tWRdXk4{7C4i>8#8ja;RVzV<xvk!alX^0zSpAkWQ**zHf~WP=t@Sr>zv4U(S^Y?
z-AVjJ<M@g1W%I@#P!ZddgC4zP3~A2NB*p!+JEYPIGIxPt>pHz)h?fd;yu27PU)se?
zpJiN|BAJ`##$=wP1AlzZWNXmn!I?#V>d*=w@1N&-r_4XLAK@#TMUv|}LT_^*dzIPL
z4SqHEchJ-VKeY8e7W^4Hg-IS8S)^Ru;+2;y()%6u-_hfDyczz))A>i0_t5>=fXwC%
zl+HF0F;Wv`qX^rG$k+o+a|hL^v9;93O(gxiL6DxKzg@-b?{e?a91FL$>GeHy$00S6
zB~|uti~&2nJl8f3Ld&9W@31{sq^o&E<~V8F;o$xh>gE-!w8f#>BA>q6Xa7Ls+VKat
zdUT#MyCDy3>5S?&dUuEABd2I?`8**X=Z6j-<AA?|--;OwEXvv%T5lB^E6Bj5D<|1;
zXK^JMLgT=sO}6CG^`PZgm|>RnWsQU5eHyaKf7~sSs=C~(-(n=~k}0OpbOTMiu3}FJ
zMy#?o@Y!mY*p;VQ9jvkIU*KrrUhGyAP4UUf0jH1pyxLb8A|joQKuR{3VwTo)s#-!4
z?~<N9$mv1_tyDm!awr=O3`-}>r^!vH$Ub_UzT0Q(E0^fD7tpwmROb%TUIU@mXjEUp
z+}uU&^-+v8W^R=7p(=hJtZoX^(GiZsyPOc)I*Zvi&{@(jyhXyW!E$XA9Ebg8k5bS;
zXdT*Vo#A4d-d>$vv&*PmVmE4|NS(gasTK<8+XYgIpk$hyt8NjhSAmFroTeLRhz$o@
z(IKjlRs+f!6!nChlLals20Dv@$9Cd_8gqa$2ZAh_*h4W@grO0pbQIkr-3gF>9YgD3
zXbCb2QKTS_RKiH$q|@wmLN=N`0wI_yjgvAgcD*L6xf+9cjhdd}+S7Y9QhVeN3*LUH
z#QyXguMYN;erAH)phYFKOD$F5%G5Y-4c2+$_&9GYJ<q}J%k<nVd+ISx|J;B4EBT@S
z8oq4^*7ttz_X6;N4}9SNQ39iX9_P-T<5z$6R|&%qAq2K<e@!1Ol}hpRKmYT8>E!l5
zMevD#Oqg^K-a5+0Hnh8F?HKp)G}ZWCmR26d7+ocQLM6NJ4cN8?yng)({FQn<KKI;n
zoH%iUOeXW+oY(1exN_wR_uO;OH@(N#ASEIQ*tmX;k(W9+n?0lt*cKw`VC+3f-$*ks
zr^y682CXV$&_uHZmh7VI5uxf3rE?hXemjuDSY1QfHvPNK5><x&t6M+*_~ShC$RnsL
zo7f+J0{@}AQ0gu8iwgvIogldD1bhptTo)G?F_-t4di*@85%Avr2+_g0uZ<@mxLXiD
zeg)&HXX%!vSR2VRe(xdD(>9lHUF3eFjJUFcx7);AyTU*lBC#^09iRC09Q}qMy|fJY
zBz}PEdKg0n;fTO#E~D%%@yh6a!iFS0Xz~x_8OqKKi7?o2UE%)pCuyw@@z6?}sXJ}r
zXct4zvYtA_aO2b5nASPBcZl34?!=#&rf_SUx+l4-yu>G}DaMjr8giU#PLq2|4<d3q
zym{!ixOr&^KOEt=-g=a%Gr@^a61PSPLxJwY#LPaLp+Z#oJVRgk6bIZcQWb>h6q&;n
z3WGK3@ff1zLf<7T6GWom=1f{;owy(3xGsv@quUr|L~Y|IIv4dUTdqeowiq{x6jO_+
z?EpWTN94YT8{U9z(mYt$V=nISlv3rb<ud1PC0Os;WPI&oxJHhttWCj6xZ)h*3%xh6
z*p_UdaCj`@)QHVjR;D;?UE}*luJX?|L%Ih1L283bdVsTCA)~1Lvh$t9I}P5|{Rlay
z!ujKWmjk60CWFW6Y6scB_$oJ7$9Um|JuaNg@y`2xm{aLzsqn|RoMtsR!)7(%;L`Jy
zl3n~jr61^ohK8YoqIY@f+Q{oIQ~Vtu!5W`p;6%K^>TrJgVKVtXJJ(YT)-;CAn7!_0
zg5qT+k2Yyu8X{fQKxS#|Ht|G=Yo)Q&42BK|vONymuJVgJK2B}GiCPzbbeiqkPVuQ5
zU*)^i)4VaBVdzMP3g_7l4)DcWAsgwNq|beU>0Xz<g#J{K(rx=VRys?(?qK!n=zf*m
zmd#F8<Jj~phNfYpHyE9`&cfnBu3xhWT@PUysOc=GmdEhxBwC+=<}z<yqMTQ$b%*FA
zlD1#NC84J(q-0DX=#h~Tnra{v0~E>O{Rzu!8D70r!z#qg9u$<*1~O7u-&JwFA&SN*
z1w}#0C|FJ(+t|i1x+GE(#yV?TMfQ@IoUY?23aXWWa0nX1Sl$40tU&fu8zbAq4Enf3
zhuO3qWBIy`cjIN!Tf2026h`zerBt8#a6%y*fG^O39>T4%mH0fL>d_DTm}Y`IP<dPF
z3?mG&Jb8<qS1wRBhcO~JC@qF#P^E${G=!?r^T5T&S7J2B!9x(l0%_`WE$DY^boOdA
z`U4!*C->OB$p7I77#ma=FG{NF7Tsuv%0`PcZR*!<;jXs0@yaHRW*al*koHR)$Q8(z
zMp*0h!0YhP^dz5M*{0mSoh9=eZzzoLLbAm9(k|^$fw`-ptveWr!kfRl&-a{iusa3`
z27O;+@x#Z7jLRII4u}*TBMOPT4nh&AhJrh$vy<d;EP<4g`Cs{?Z`oN5|9^t@ZHcwD
zH9r3Fk8}0vRl40S`Fx&Jr%v&%cfE^px%^G9m;Cy#(z$yUZT%(MC*MioQ~x`?JKjYy
zJV|3~0k2zS<k&kvbH46#moHx?pU*QfG4W0BdG6dfW@cvoLVK&#D%;!JoH}*to8IHk
zV|{&{ZnMMw8)aTi>G-ui_vM;os@rJSUnRt+pV7$VBcx#vb~~(2A7t+E39ReakgAH*
zb^L>e@#YV}U!pYkPYD(PL5TJEv&5qn!rPC4qWra=>CfZZwQHnODJC!Mz{?95X@Q<m
z@!t6`$=DEbw*|lTILr<s9zBf`hIFdCTz};?j?K-p(eJSTJKl)4xP$)E3Vl%_AH9rM
z8K%~s!FlyEs4CszIkG_mvL;GufO6p~Y}O&2!O2#!)J3BGV<_8IZnQ>t^2AAON2OC2
z#DhBD`P>4-nE>8(H`bS)L75(qOl#0Of!25&_rdR`@x?aY_@nd}X4v?|NAMKM!F-!v
z?38#&CTNXU>7`0Mdi!-eF~`SO3mgj~a=q&;VDjYXFt(l}=oWC}I{9paQC&x`dURuz
z)=xab;zvHge18~g+~&aEB1$ez^o9dWy!jC6aY6UR0&`ETlI_$<N*Y6Be?(*BJCIS1
zm#^$`GutG6!Dag3Fh%<mM&~@r?k&9ZW2}1rKlbiBJdWyY`0#JGS83I|Ra|Asz4wB_
z28;m%riGe73LznZgyc;EBq5M|NgxE?yo3}I5=sbQu&D-v8}7YZR`0#+uC#sU`$Mdd
zY?YO?YWBIWOBdGev>isX&z$p|=lIE2MG$UIXS{DG*$O9HU6m|OileaHOzJo0@|B|h
zGR=}iUBfOOXg-0`VWS}|hUsb_M`9OZU@m6-L`P|{m_A@vaXRY@vaq=%>ZOz1ZQ92Q
zg_}>j^Z2i06600JxQBmG6FD9C(&gA%B>a9KA6I8#^@Q{7s6VmgWFgBPZfs3axX%{Q
zm~Nu{ru*@i<#A)>r&#O_$caki$T3JQwK!F=?5s`X;K^z(cU6<DYhuI6X{Zzi!h9Y|
zR7w;|KXIBmvZXWpttFWPgP#VIk`$GlYbJS7<;0>YwsUk|47sUrYuz|rh-kri{4C=(
zevHjw!=aDImzu;98o4}8!I?Zgjp5O>SUkwZMTGnG$Y>aw)PlmTVAqifbk1h<N;7Ir
zJRW5P9#axZgMlcYL?nJRS_4j#iI&(X)Q)g8b(N?*HPqu~RLm(flEj%a35-e5kdtS@
zDTiaV*Mm_7QFS;KNAX&H%uSFv;d7!-8qJunQJg({nxf)7OhzM7k<nQFZq7DVA*of2
zmD5nQNQ@415N&QIA{@@1@l)dSQ>e5NIab4xtPH{`4JiDLs0@zQBC7alZqZWSluBVs
z40@lEQHo{~lXG#mm}!tR!KXw~Z$tL^@oLq$R9c+PdQ{#zQpcX8AUBnY@-TdEKPt5b
zU04|U=qOCtCNwEpG=;@zPv;<AmV{JQjH|qmxP=iAX@-Ufj%Uv2SCvQ57Bq3=K?UB7
zXwnj5Xo##L#aGOqo%1QKsl-v2$5g+DX`hsk7!!ki&RC9178KjgQmts9LOMlsqzacR
zf(l<GlT!4|outR&aC7pNVqCdil(GU>gcFSxRDK_lq(D|`(R!n4@p!1wRAU|$kD{oa
za1*%Fy)=|p<0`3Tde#_bPMVG4n$^e+wbUJ~!uN48uZ34(^Eac{G-Ewph2P?3)LmnV
zzb*w+K|M=9FF~>!@Rs>$DOHkVb~5_X#rPxR$n#W^+H{hWrir|KbQ}+!I7C#qmrs8%
z5rf%Igwn;@2|o<!{aOTA7Xkm4H*i;P#h!FIrk!ulJnJf4<K_TRTU$#}Q4up{%s6ko
z0|yR}nwr|DpzheQV?;(ql9ZIx?Q#VL1$aCj#*G`->wTQ7y1JUOvNEP7W#QXp#qEI{
zyBfP$L#n|`NrQs<w|tS$<#AJ1Sw($gBa<dgYAvqn^#&DGwbvoQ8U#m<93eI~mV|@^
zWLpbtKMC89qq162sKD3cLYo<b!lXggYmtoxWWAPV+0V(M0y2zY#MxbV#;4=UNJo39
z1iwd#WV51?s<B_X2vu1V>fCY^)X}1~P@^1=(`dl#+>cJyz>#VqYB!-x^Wu(5M6Rx*
zzD5fM3ySC{C~~2w&Lcc61xHE-VO8(r%)ARl<PlWrgV<8OiRHid<C^|ePQDUL%>A>e
z{j-O%W1ET8`f<uCUi6G(k|~xs%HLyDRZvnshpdSid{lab1^P@%s}B<9s-euUq8b^8
z8gwolibx$Ts&G<ghNH1M@U=LpJX3*RWyW&vDpDh^z#3*Fq9LD%6SY*uwqToQAywfg
zep>;G)8I12aPowWmJ|b2M3NqFz*TQRuKqix92#_{YdIiGr06qnVPn2)D=8W?pV<mo
zkQhr-a|EM)l0$vHonL>V=6H+;^E3^$?iLo};{WouAnQ}{`fOCY6R1(8Gdi*szhXL{
zMJ_^XtKd@SM!Z#pJnbAysUnpdM;EZf@gY)`2U}`9O>tv*zI-kX>TqsObYpHwAXoPA
zXu*fvpHPQhH=f1K2dH(=CaJgxU3EE1g+ytyj)s^>cBfwrN%7d^7RLH=xWsvYrtooC
zBPWqmwTr~OeUxS|!<umeqYCqJOwOiCrNn*WFsWPL=fI>fq!#X{X0L?ZrKfD!a^6Uq
ziq>3Ay4k?0Xd}tn&#*Pz#;2ovJpOh$+e(Wl*tZ*djg6SJH11d$i{Ax@ciC_^`tkc@
zCQtO@^Z3X=DU)nTLT@lrW$?1UrI?wESCi&2ps%XO9dD*?jDbT%d8CzCiEFMT(bR+{
zF&>3E2Dz*ZpBv6LWg^LEiP6*(q1Dl-Ps88frK#4A%k9KNHK}Pj+|w>a6_-v`b2V{F
z2Vrq>sElD0<(6{z)2%eu)S+pLL25Qop(<mXMIzlC$MG^H^RlXlmF+lNR5VDV@Kjon
z-7fq}1uCPS<ncEAUM(#)3#Monx-bW_Qh}_FL7@$&X7oZl<vGNZZKcr`L8U7ht2-K5
zp+a)I$<QCgl;mZ<Vji)vSwzK_qMeqFlspRQi^g%;;lsDB2}vg*IgY^J{|$>T;o~t8
zti0?}3?ClBojnRqxCX_>Ex1mU^UHOk`NUDoH;y)7vii_w)KMF4<W$NuvP=m?sf^@W
zZKOW3nXK9-oH{?w3^m~jHLfBR%`IMPoL;<kFMhWdkF3O{(^8#mrY^yVA@4Aed1r`_
z+^CEu{0S+z4JPC>X9>4!(8(55s!03_u&J%Iq?^f_9Y#`SG|AO&%!Ug5^-esw60$)}
zi(AHBX-78r!7GDCjVvqiI-U5PF6#Xr_J=oPb;prjJ_W^!lUVMW&&l{GBFmMe*D8sq
zEhEEzgwl)|REOyp{eBs$oi-Yc5+${8+3wDZeD{?Iur31rm+!@855uQ5VOxAFvhK^I
zal75lkt0Vs%~kvS^Us+wWeO&fsn`3=$;m;jR+FBd-tBTHPoBhVHj|Q)((8SktFf_>
zGiS~)XHIMID9bW5`6xN%p`cJ^&RRV>?U$2@7ZnxZa5$JSq3ispo_zfA$1GpIe9(&B
zcGWT{S2jR?1<cFra>De6h6XGa3kpDaG7rt3BS=mczNC2k;TEX#qc15&R(ffPNyB4~
zM(MR9X%sj{r*Qbp36_~_XpG3l^znyi&hAB%BBL}baE@Pqy~vOEXbFt>V=8M#ZHh<H
zauPW+8?SaI#L9S+ooE~X1C<eIj_;;QdkuJ7s7-$u=Y}d8YThHsZKuSjr_kkMNm?Fn
z@4gOSVgob$vBXB(_+?@)-)~OjIg7-MeTPZ2*WprXDL{ieE0yR=%_L0>CnDKQVYrHf
z14nt|H@h$;%_1#6o=eK&@uZ|sHYSGH)ErW@Cuwj`CF$({l6UHd*!Nmdsj4w4nlNXV
z(6HA|uDy<}iZLuStRzRRB|^4fSM24g=0c3BNcL3bl9nD%m^z-^Z=9w%+{Kfx!tHa@
z`0QvYk6m7a<g_s^bs8F3hqV7yK5H4ns>Tzj6!lbTr}J^kIOZ9wD1D9imBrZ7&8TIG
zKa}f;u~qVb+sWs%zJ@w|7URrb6nXEG(69rWN6BZtX#P^($RD!985<dkqNM__JQZt`
z6@{&wVtqP(O(RatJiNAePVGNP$*CNoynb}DAFtm>oVOXH<mGHqGUH;sTw*A}7OkaP
z9gfBk&JKm1@)jS<4xM7G?B-Z{HvUBu*=*L~(S%cL&7{^A&D2CYCB8yTN(Db^(Gbzp
zf_v!%BL4Xw>Ly>!C-u9i*}Rp!Pq#BGLCKtPX8v`;&-@rKC>5M=M-h>c%Gk>;<+Imc
zWl`cJrZj3nsX#F^8L}d%Z>+{qT}DPp1?q-6lo2lKO;ad3;l}L9B{Ic=BmPb_`FSX7
zim}CbDX%Fd%vndV$4z9tgi#ZTvq^(O7f1B>FUPcWG`^xj8Y@c4^|Vmzb79Vt2|Hk?
zR`RfIjuP#RMDDQ}i9V1+%lK)iK01l2sfM`p0u)WPD4X515Qh6JccVA^3IF_6yit>=
z8G9Ahx-b&hhNM;U@j)x2>zXk&oFPhIgI@0ejRw?86bfJK9I7ahJYJmX(<qyH6=!WW
zX3d%fc+nSb#2YpmchqF$GY<TFOHp_ZLC$f=&V=jNB7Jg%nh$p~YWWmUHsLu_h+OMM
zT0R!#<VaNZA{>#~{Kp<f#qRxFQekCEeIZ9;64*W}9hK~6mAjeowkDkW>Y*9@X=d!I
zTB>RkG}|R4l>+IDmU?Hiofc~oPHQ8+rY4l=QOGKq6fW!@7m`=TqV=IStMMmBGJ5Vb
zG)5EAY9&!;b5Jz4);9F`{CIrOf(~7?no_kMInIZAf(ET73di<zQhuI|>tsFdcedfT
zHKUlEM&2<8o>L7(gf)^ny%uGx7CCz?T9ZUom=b$rBx8!~P+y9_pq9$U3FH>~2-Er)
zqgNm`C`kYKw;{b>iva5)AU|^t4NLFB8IyM2dtR@Xty{Ntnq<Ct^JbPTS%ONX>h(Sg
z3kz{NojnFG`}glBJw2VMsHk4=<6JE*E$rXFpT&z82eo{Ea?ApD?AXE7sZ;wDg!aX*
zUAxH2$|5W*tk>&Gl0-s60u>b%Usfu1dr%fvpeigwRaA!La3KT868^Aod}a$c+^F*l
zsF8H&vgZ)t-A<!4pNKtw1cevB*MnN;#_5@WK1qcv8IV0KxFb|(j_<@f;j7rzEhPNo
z_i4QL29zylvFyGNMV(Buc?I%^AECH%I%g069CPUg^xlnF<U*?B=JE9AHKdv*QCoh9
z)0Rs9CpD6W8a;>Wk27IZ0*-6)cwv7f`f5Mv;qhdhEN6apJWXmlcI;T3O7s<_xFRxW
z%&jFtVW39oMjo#r!>2&@sBzR;kX$ZY9v4=t1FzAB#iW8}39Xz-qa03=%ZJgW#VIN9
zdR(X#EzF9MQL5v4Ns&*IZ#GvZI0(Od1HM(?<E^cgxNA;R6QyKZlb`R%b9l{in#HrC
zFgxmr%RR)h`n@#A&Sh_rk5P4>qt|%x=(MCLtFUWLRH@@BaO!FDn3&aE$7AtRiB1^D
zee<p-OjdAq(<^-Hv$3hUfwBfSk@}m^D#Q3;<SDXECA@9ZG0#_ktTo|Go=QU61YXQN
z%c}<u5g%pd{$-btAn6!ov=F5=AW0IM+^zVIY@;G<1(jPrV3whhlKKeT78B~`T9hW4
z@D-O(RNcbVGskJU<9=+GNJ^R;DQ<4ybc3B8#fd2WCL#=txYV_*X|R*5*P)G+m~x_+
z0#zovCPndanE}px$oSo_aeulOy-vwzO<GzaGtpS>xGIadWW_3??e+MKIutE-aJ#U2
zoE&u7NR1uMn6xM)y%mo+4tv;@Xm@{#w(d9u+BsAo*o|zpp{;MgB88#TXi=B}lL5``
zS8=wqh`6vwl%M6}*prVMABK1ns#r75x)$s%iN=Z1?3-^Pb<$Yo$EBg(dJNsWTgfd|
zqL`mS{B286IGjlD??o!DL>1M5>dZbgxIm%6={6v#RG`!1my~$wTJSb|kR=&)OgO&j
zvyqaMP^y%ePM<+?yO6vs_!WTKjihv;a9Y7`!|!zC_iAw3%y{K+B)t#Wpu_7>BE=Yx
zE?oxGry?npAj@b@o`FpV@D|jxrVm`Z7-@XFbPvA=P3;lX4X5!$W)hWkDYd5#5%%HJ
zc$-p@)n>ejNqADy@P+AdzWy<aU6rV_6VZ>3LSb)4R;%!)C*v}P(Xzh?&%Ptza-&X6
zK$jkcN+ThkC`Rk7M5C!iQp!j=BW@(rMl*hm7KOr(e^er#q_Ic}6`t5QJZBo<R0(|Z
zQq&EbQF=W%?0&o@XYp)O({NCYCRvC1rWxo~&q4CLXnN}J#QAbi&Y#5rn}wQ>PcW{b
zjQB(=R@qE`Z7da@Ff1AsvGEXZEWkK@9?d&j@Kn{I&Tup4*=PEHlWu>{9c}^Ezy9^F
zUX73wdM5jQ)YjE^m_nz$uDZGU)BROZQ9*TeHB+Wc>2|s8+qW}g#taMwL$}KX!{_ty
z*=L`zV#SJ}mOp*^G<v<B)YQ~I@AKfngCr*>6C2xgB77)q-MW?8vu6igWVXFd1FT@l
zG6!CHgGF973Y!&WrWQxU7!0rf8CAH9-y(q~0_!DTMbfJ<yz&OBx&!!(nb>Z-4_{&w
zmN)-H;|(_>xmpO@^KT^Y=ct>k6ds*Qly)aZe<{|6mDpn@QE_@A;f0$h%ACmCr^hfx
z8BK$=0H4mrHKQDytx80)<`J&;@UH6&Hn*GD@nhLjS;o9E8APGOFZ+=d1w@BANUWPk
zi^Ipe1!stjjYO{Wl4+Slf;oYDOC?Q*J|j#KPE>*wx53EidWqDSEBMq`#T-*AGi&N;
z@q6()nh94r2-kY?`D8wmHPl$utjmVR2PQElvIX1TXZY!7u{`yQud?#FH+kc#L~5F>
z<P;<_Q89@kXA7m~7Fy(wnd#k$DmIf@%>@|h3ZbqAJ5k8yWOO<`ex;hXtDBjA&mXab
zNAY>#QC`^oItsgubd#2uQ`fL${0xj5JwA^I<*p6vbB6Jkrm_4m<^UNc8~=%%!uv(1
zI9pJ|=<q0hz2ZtnSt7f<7PRI2(dT`_dgl}_jn!f*IDj0RPSfnG(H=jAY&5bVH;2pT
z%*6QOAMuXK#FvzcFEIswY$B*sd{}H{)5#iQ9X4pP^3}R>K1dkLyxODGNO45V7Dj1Z
zcv>2XY}|?@tMIv0D4aFuln#749dg1XBwaX8!#KQ(2>e<L&3=h}EoID3iXyuH6BOE5
zG|p4h8}Gp&9Y)`Lkf!S%1cegG=^*?+Z{gLZ(tODze6o!E$zim|bMc26IpJw$Le@kG
zH$uDx^6Dsmc^^&HEm#tageRL&>6NHlF8n36U~`}|`0-B4#2KbWn_G#>;X#TDgE`~z
zt(gr93CZQg^ZG~Fn>@G_2HZ_9{5AEcHGZNNkHHwPA!pa;OjdhQRTk5H-Q9SyI!=2g
zyM3tlm!LgchEJ=*86HkSeI27?HJEC)p>WsXj?6}?XhGpqA%&apCR*@}N<`M_&~H0}
z94_&Z($9jGYr4NLxE&ZzeT=>;AFo=2D>fNT{Ye_<e;<`K4^90EWE8k#rs0+1@jmz>
zc9#<Ms;T(O>rtJ`$E0y$G+0qYN8$^QLk>6LH)v6o9!1eqg)3_YO^!I4H|L`tABAJI
zkJKn5O0N^YQinSs15Z>G{(@Tg<OqyOfa@1@XpJx3xChT`2Z+0M0s3XBxJnh+wpC!x
z`Gg3~Y0AT=QGLa1#!t)!z>lBJitW^FIn12@Hj^DwNsT*<&#dWK)C#hFHsp#b%!|Ev
zvc@2lnHl|q@AvM$*n{3TO$@MK{pwdJ`k5RoNfM7d@<@n|XylU=gFjcJR;%qWrBPQL
z4hK4&E+qR@DwX(rzMz-)cszY-32M(^Ftm;G91I?hr_b|Z^@}7?8y!Z=%9SW8Ycc=j
z-zcsfi=32!Tholz)qvzIA!5U?ai>i{>8L`s`*5tf0bg<qs;Wx7Uj(80{6jd#EW>NM
zlIV}VgYNr3;>?c@GXDEVa1@Tk`B4&)cO=vNe~qM^KFnqMM$R^75Uq|Ua@kmF&+Mg9
z*NmMQbij=!9h<CYXep{;wK<;h9YttTGSJ9+Qh_+_9I7oAqArc$+vY4zyqe3X>`d(5
zLMjh@fY$FJeWH%oyJ|RG7Qx<aW@eAQnr7okGRvl*sSD?$%0^^Q1FPao&}l7{)!Qju
zl*Z}LbGRlop5`@UNXyE=Bg;ItcL6_G6-LeB-;s(EF9!ZEw~mEzP^T#*&1_*>L>!jz
z%Td*(pl;fSWHHmQ^e=cV(<vw@!0mQ3e*Aa<BFfA7#f}|3b>-D8l`LG6c@0YAY2Gc1
zVNvE>R4Nscvze&98>md1j8A9cu7WLCtB>&=%{=CL{W!|qytw)%GGpU<{9o-#oQbT|
za@m2GIjg^o?5JcE4l7~%-^Dt64a&R%=J-JlkHr3+pP?)(LRnsd_Vdjssw=?n=Q>GZ
zmDb2Er<VAb2wEZ<Sd;rM6^S}l6d$2z)L4!>{VZ^uK(X)=yeU~UMMZHWCzk~a7N9E3
z#kA{f6#jhV>{0l$#!}&O@ZjDJ{B`C$l1^{qs4|YJ`u$iJeT(RA|HKy-P19xHgD>uP
z=8c>2YLaQbdN#6Ng96}|rFi8f@R$D(79NANcK(+iJS&ytOS4JOsel$2-ik)tB@MW%
zY-lf^iMjMF&6h5M$|l@48wFX>OkBPI$?im*TZwM{UL1=v@yCRry7fw8bMsKx>^LW7
zwRZn~!6VC@t+A4^awW?0Ld>r`hi}t6v|M{TzO=EZifYj9&cPR<#XH4}Kf(f*aL(?|
zBYpWLxGMDM@(-dfJAtIO;>w(bU#mh>QH*9!Ies*>ES`=hDV^qzKkoAXv%+D+aCRT6
zl3YA4B_vO!rMVGhaXE5B4H54?Nb{Uqaim^>{KWt$2~hp<Ygm5uI&NDNVJT`<tL9^@
zeg}KjIy|vi04NXaL;uFVa7t--G*jS+4;|&`l6CkBEAelup<zlo>bYaV=ZEbFTJvBh
zr@<Y|krKb`(eM=2Vg0`?_;h|eKU{)gO6xwtw8u%*{|CoS3uqqqHJsLZoYmD|em)dj
z>R&?R(#gDY#rwQ|CV~~mi&);UpB>BR@|qlmim|M$@iMk_3&e!}zB=pztkb7Y5A`7k
zA)wJ{aJgJPE+@-!zXR&N@_0Ob>i%rcU@%~}+e36jJ@ff|Lq55=KRz1kH*Ul7>|e3p
zcnzkPeoy`V4-$6p4HShf=#KA4_IPkcWZ{~h34pq+6i-qL_<d-q3TT-yAM@dV;21R@
zQ^orjreslDwU(&t19%S<;W%z2;<2STepbhr`g+_M9$Jp<rE$Y3s=qmkHAnM#_Fx2O
zqcqI)%3Kychh`dhGg3)uj6_P6ml-BCUd2qRw6XXVN<8n$)XTLPs+*`Ne3v?tmnpwq
zK~&kV`0vi?9DTxqK_A1q%qwxa9W<O-K&r>e;j$e}3bQgfu@SEn%?@u3qu#oNif<nz
zO{rnh1SQ@pS_g@||LGBuCZu9DnECy_8I+g}{G*_jx!QwVqE{lR)zmaK5aW+PQ|AX1
zc#Tu>Yeu1NC_&-&6Qv6yr_S1TzNaN7vGL?FDtGQAUFSn#Dx@KPA*b>WQeJeF%DPf+
zEkDc8!lG%e%wxV<;%e(zJS!jPSAO{B+yCW>l~*z@I;OM#ot<*WO~N<j7SeY=k8|mF
zF@C-gpV30tzIQ1ZGoKohfyBN0aZa6rFKsNow6UFTXO>@PLy?^#yN5YpMI2R0{MB5|
zBNdxjoEnSk^4}rrTD#XBH8tq<dX$w_sA{b=uKOOyKJ+KHVtVZ{3Oz1fO`SwU-ga!W
zmXh-6?{J%!68_=ySeM_4H}1=PPyLpINH(zFu?Ups++QS#?c)<!e!3hEpYBkjPS$I1
zPx-P%TLq}xZcNYrhnCw`LsA?PAX%+6ojB3Dj!B1mY8sxg@#wdn!f)2$oI4KpxUnc2
z8qx1Rh<of9d@-$glRlrX?Y`qnOr!CECkfm7UyQH+1F7DDKW!TB*;DW)#p5@bP&PH8
zD=g&7mQu{`{RL;nB&@TqZq23jc`+RN5M9n5?DKEHlQ0HtWgf=jgZPUMknRV3-qsd9
zw*#fU0abGYn%v_^xo7b=HRFy=#xr#`ruYQ>m6iD2(RjngqTRa*!>PYwyYV4>>0h2B
z1%5QE#-Vug5Pq{3>BKggCNIQSu7^YWFnsi1ko?%Lx(nuKBWb<}T>L&XMMqK9mD6;r
zmZ*y3sCMo^6>G*nISqeY0)Dd_zo!CEc{BFC)i^fipolgRcJE^9Ts4Hdn$Vrxj_&MU
z{Dv?Zu6-C;Z$bg++&Y|2=Xuwl#UH`#_FJe-tKj3Bz2wH&S^mxzN+!={UxbyTIwcFH
z-^yx*hW;n2bTsS&tiFs`6Z%h<<qplU{p~r{YPCTHSVPI{_4d0p$Y3x~-R`MrFm#o~
zKA7Z~D4OqFgW;7AanHOA<BNaA=kS0M?Bni4mA{jgYu2@vs*q*0c{wz#z6NdSX<SL;
zk=%BawlW&$KSb2~cM!SmpOpUeFvdTw!hG|Gc%Q4sRU3)r^_y|t{b$Bi)smk!8%606
ze1ELw_^L=&Tw2M7jV2C_OXH||16k$SJZKF^K^(PaJ>_m6#?djvh3jaN>#={n3%|`v
zRZ=`VEzvY9tbFu;e@2!g@i_dfNLopnW-^t9E?S!Hq$x`|)>zN1L>Gzi4(h68UNU$%
zvm%W<zg<j0X&tvO4ySTV74LlVIR~vuj(xbF)GKFj%I%}N$;u5&GH47R&F(YdT(#h4
z)Jhqbt%)^<KIEb7rOb@}a&U*_X-3&xPE=za+1|70itF))kHx2r<_VpGisln+(i{0_
zm4v$fAS$nwtF%V$a@g@MyPaQz$AH&G#P%m>TKFIyNy+^i{>u-SEbmot6`)L-%x2wk
zu08b@p3$Sx9y^M2$_nE5Z=fk+EY68p=nfsmo0y0vDFIX}R5gWYijJdbZbI48h@!>H
zSLN18+40M)DQmzLZKhZ$@rc^O<;_h@3j|mW2MJyu>e4ct)2Dt>=0wSVBa?U~aRUER
zs)%f=Kw&K*D(5rm-D>1iE%i4(($;E)ETh|T3hkLZnr>fxesD!=fMaiI#`D$dG5+mM
z6jimj7fk=MNO0RlE~7eAfbOFmI9D#jpY&zxUuP}XvQbCN71L1VS7Cg6FP?D;c*ZB;
zm^~BiiBqTx3h|pv_>@W#6-pFMR+P1MsLzxkS4AVGEI=AtfuiIz+K&#y^3`~<r=hDp
zj>=Zgc8!_I%dbLr_$Ugy6Q9lqN);_LSL4W9is|$JU^w^zw#B#NoPRwn^);CGeTHS{
zn;`q~x44iiYLKd`@kPeqns+(g%qgH!BS{j<gao|px{TcmE<tm08)0w!4v!`o*P@kR
zj6~JYgez+ts`23%557!O>R0gBx=??<1zq`3oHyTych)?lz&WhULw|e=>Y5^4X;bjV
zrcskP0mF(ZXnY1*HlIQ|REE-4h)Qt^wZ?@;vJ)S#LOI`nq?BOaVRZIp{L#rs8QItt
z--0h9p~Lyt={gUv03;+5Jc-0t8(6Vo4a%&weDjkRc(AAvg`@yZx87GLUlzn)M(~DR
zfc4Z<Pl+V=L1r?Uuv)EzhljVl*5BYmrBdPbdb?d_sMG&K)q*vcU4%oeeIV}6$V9j7
zG}8V?6wWwWu2_hw>Ij;n|HY?@#yfcu0Qw^bai?Y=>ka4&k7Av5C6?WPz&7b-Q0Z`{
zuf$aS0p`WiXn3QL$aR+!IqR2HezXopR2=$0e~qZy|A=B-4f(2hIO}S0eQ<<1)8cR@
zCm_{>&%cJ_>U@4-J<d%JFJpd6B`^H>D5DA|klt*?qHtkaFcV`~1j##hGP~G=S61MX
zmSc5=AsOOvJHsfeIYGF>K%7oVx!cN`gd8GdD^-RlewCr+8&}O>`CoGQul*FGv)x2b
zUxX#%edha$cxAVpOKzRR^l{1TDa)ZYI*f0`#j&X%k215R?eA$^cnp78u#O+?e~)7g
zmE4>$4V_YjtTy7cj0MYBww#t(HF-ML;sb;iAL0#lGjI5fXi8N4dG+-m%Y6Fjr(ET6
zqKHew9o`y1g&qC}%@eN0sR`pd@4U%3=gennLieRox)UBhikzf*q}dK5$4KZ8e?*hZ
zM`mpaN>@47S!>V~=3;s4O;nA=coIhA$eM>gH5<Rdf?sb2<(GeB%F;SCXUaJgUc?hk
zwR|`45U&*+=ArB*Xsc_8b~te^S^x?Kb<Spfes~k34Pk81n~*df@HJweb|bFjxqSHH
zhpd`?`IiUl^P~Ud7%F=;jwM;hUF0d2mX@}TT2`rOzUKzi$IoK;*9K&x9@mmt_!45!
z>^p{L-*LR7Q)s^PTIBGK1(UnGzj-s_@Q#W`omYkaqr;$4;hva`H#Q7qT@!Li1*00g
z=(ik0viopPNTTJEQJ`(TJ|tHQnvyeUKYJhj2e0D|kHM9gioUK9Wx*Ld;X1TCKEoFt
zhA%1->5Bl?88aD$z8=#%FQ90u$A}iSSBWPw4$0bxKRO0~#yF(u(@?ZDp{qNM;?qM&
z?iM7!4|&#Q5IY`}U*7lK6Bpx;Pr<zHe^KoD7^$`bNifEdHUI$t07*naRC1#`ZooTw
z3@u?xFl^fhE+?KzGibhR9kQV{VAkXx!n9{So|se|la^tNO@}Y;9rgy97DEL3s3^=|
zO>EnrEX(+v9^85j=O&mOJa~|lloVoOI)7LQ=Ak~&V<Kw}c&>bargrbC)oMbMtn#H{
z7hnm4FEKHZ^78Ty0hZJ0>{p;0Oe>4a<r<J+`rOvIu7simtGlPB3yoT>#^dpH7=&V*
zaT(#B^;oBVjqs1&r{RWsQH(a=F(iW|p=@kKd-e>C*WZk)t_-iqLfF1PVxM>&-pJO`
zo6VWG5cU2YM6A7vk_Qi9S`de3-ek-rjnuxagd5H1p8YBj_dd_;U#8>9n8yFz;Xqer
zWsK=8pVt~u7%W7R!92qPs-Jf9USkof{ANnk6%-}MFnWoL#`kt(wX4aOGw?}D;*3TT
zRazoVE;Q;YTAFGx`x-FHE}Tve%k@6wSUnGa!%5XvEsLtO)T}?tM)GjP6!E>$>v(xe
zBn!?s$j`6k))`Z{d-)uEem~EA^bYsWU5Gt%JSAsNaD~<gK3`i^f3sT4b91ld-+2f5
z&hGWN{XU|!2C~0+D&NqOPu=IuEW=37xGYwV8p~>hk{`Ukk;4^bj5UW7rBk6RK0)K6
zn*h+3?82|o(HJ$62RE)~-J~hZOHJ$7|MQfT6pD(9h?}(vPfRAJBmbh=>cbP2MPzLW
zv48&_UP~O#%!OFfZbwyBhqAh{b;x~`0-{v-O{TUlR$p=yoGv5MqsE;*g{PekcBZHD
z!R}9(VDs<;Z41-)RWaFbqq#1RXUs-oD@yR0EVyGQ(zy61$f_^C1|<n>4%B7!s7mWm
zG&bWM9f`7~5!d*x2fF0t<uP~e+}2+d3Otj?<C#1jMO7`@t@}|{*5IC*js3oxdtDc=
zjY^4Ud?KFliAXjFnv<nyjus=Ew6ysB*i0tEvd7~~u(X|<09k9mHD(&FG1FRK@On_x
zR^j;IJ(T4o;P>G(X;4*^pscRIn-KrSiZU|b7`qVJXrig18h>RTYE=tZ4EV$K_;fNp
zjShE20<zA4tTEu%8jz6DmmeqMzrVs85l_qH75Gf?Xo^cvSgo{Veg$><aXitN<2H^$
zb@nXk(?=o2P0Nj6MGmvH9lyd}kNMMo;5S-mxbDZun)3r)wOZY2j;<t0NczqPxw+l$
zZtvF$g`&rY_Q8Ir7Xg+)LP7#NckU!JGqdeAr_&j-<nyjHH8phz>O!HjAfPLuXu%5R
zkNQHP(P(hH-5t)YtTW<FpMs%qKaPo6829YNKKo|E4!nSN&q)+TI&7D&#V^Yka(1C~
zp1_`UJ)W3}UvBt|RxCsQM&cj3jLP2~C*`-75uW{1<bpe>-cU=_wQ;B)y%FEfUPk?m
zm5lp+B!?erASFB!TeC#7t%AuhyQt1n;g)pN8jLjiQZcKYOh22CEl)?4WeS>%G_vEp
zG`Sja_z%J2Qyks3jGWqd)J`?V=~|-djjXhlQZS*Oo%bdpy&T3}yNrxkmCU~n97Yvc
z!T*cCgdb1Uu*{?<B6Ss?ZraHou8zhBY_7;f(*VmSjbnF75lx8+6gApN+Is-!w8_X{
z{9Q?s#BF0{aNC&H{H+?Nof8dJXq+zop-m?ubu9j|V@PcG1^kocEBMCx|MH8ui<oZD
z$2NZrC=@7~t1;wl;$ZeS_@6ib!?))xWI<Z@HRys76BEOM0|x-`T2g6T@>5Q2dYy&J
z8VGO3Ht~9V`Xp4=M$D(TB6(c+wFX>~>7bNQ7nPu}+mTf&e323OqM~pt&SdhxD``MW
z%E|pKw3f3(Q9+}>gf|sBT6|HI=wnEmcsb^RlhiN!Dn3i=012tZg*vYsRdFrLO8jVd
zoWegU2G^|7_`~#A-gph`WmlXRv;?@_ZoFP^r=ynranU%|tqS_w$g&*N!<=l^<C^nj
zj#~K_#g*d|BZAwJN{v50nTn)zTr0lp!g2xXf+7@6jkqRHI&bEPnxY~c$rCUIQ|C{T
zkQQA}L&{9FCl6xY{5lF}1GYss<Cr@eBncN&+ZOlCio-K&VaILweHadYh&Fd0w&i!=
zjqUpS3*4uBBiQ?TSNwkepy&IF082op)8TTtI@~Nm5nxG@)a^yx)YOFKoC%csD=>O7
zm_NkfkT5=ybahj7rcT1(u%YxcqOPn#Ro{Sh_I;Q>e;2iW2Zo{zd{n67Dt2R=_w}}s
zM(s6c-a^!Sx8YoM3C3B`G;XNIJi!R1M$%@yN5O`hiM}Qc^;2KP{qVoIBrBfp-{>Rm
z%?PeYaq+iW6<eA!DUDHpx{0}pbTVBw(*5PsWvrk=siDYSNlQ^Fb-BgFO|WCu#AEz8
zfyGJ(D;4$Vv(1#(#u8>fK*id4UWxay>QRZ&_9&+RBAY)w_aSqa#E`aqBEMS_!(+>4
z6Q)w}&<mgO*fIyEvQsprPvYgA10)$NnDsh7ICGl2XUro1;2~Vu6VV+xhOAQIjgP|{
z8`IW8BDq{7)Z0j|bD(H$VP9kf-l#~T&iV4T==40aXc?b=x}IvImhmb*F@7K6`~S>_
z$Q8Ws=_fq3`f9YjWmHvP_%4cche(%nw{%HM2uOE|bV+weh%_i2QUcQ5ExBm~giVNa
zch{Nw_rG`CPv?F(V;lyKvB!3^_F8kk@x0F)^ZCdF83h?`Do%ZKGf94R{cD$R649GN
zd-0;!ZhazLFYMvE2qXw}{+X+7PbBBa>a-EXy9~tjr@eY+nM9$bN1|AY<r#tjS;fLN
zh^u%fIXwlP_b7{Q#vsg}u^lRA>2mfVdVA*7U&)&%q#t@~PhaycN<avGZl9a{6(6t5
zzwL&ISG~dhO&ZfDo@W!<y1H-l_4VJ3#mMFFOs8}Jr|qhj?s`;|eXgl#Y3mjd`!|!n
zP&$4_BTBV3CXc1E%VnKdKMuu7iUmtREV^et)CO9*J#OFEaZTu#%pv#P$B;PIKm71F
zHaR}gr1Ki>OLwY4#4#f$L|>DmFW~AL-WiX$&ywL@%g7*NVPSzPMfhB_sva=6%hr~L
zChv@~zQ4aefZ%3d`TI9|-P||CN6hh<-*T~0TSXe#@i#3*I|x*5Uu}+NR8{Ck{_Ig%
za#x-Dc*?6S`1tlBb%tq;!M(%f8}{BJmBsui?jzZw%*oZ21x!N~a?HhikSvJA-j0b#
z(0p*mT-fT2y~x$^;_6KHv=WZ24R^Irq<~^)=&h9&E@w%G3sYtN4E|DQ?VR0j`o=<2
znq_R0Fwxy+#Mbtu<WbQqg-Q}fr0^$n^s&SpiBArT)-0EI*Xg|90!4m;Im`b>AkgNE
z<elRMW6GS0_0@e$Hc~9k&ibS<*Z!oh+s}M4=;@2%?flA8zebuQGusz44q4|J7WF#u
zucq>13~fkh>4hC0zoYBythbZT?<OLM6cMACw|<?K^l8TSpbqY6p9#a2=9Rs2_E4OJ
zU!3nZq2I+cf3~X6uJ#<IDE`^e(bI<|CMGuIbq9Bn=#>v}->Q@6bIP6yPH0m0yX|Ye
z7-LYgIS!{^<73Ek)5LGyu(+3_sF{jdcX^qHmFd#Qt#2Gm^8-yb|9R0s+}Kffn-hMG
zl<ZmvSv<KhCK=9OrReWB3$wx+&w>wcj;pw$TRngt^m`~=DGbZX%ChOz(9vzt#|O?s
zIsH>0GafkySoQibb9-V=fy)IlYD^Opg1?0Y|3*DMIX1T5QNruVY3YZz6ufX!r)k+x
zvMDRIvrD+jps6-?q57F_K9bY%xombdMzNoWGHU#J#0qZs<1g)3eT>e^#wrhQ<J<=u
z_jYOp$zzTE11jgBYY(cqYHr?~j*gDl3hjN%#2(MI?+%j}7W7|7vyo#4i<Wg!bwD<D
zdAQJ%`^<BztE(Xgz!zV%V$U>(u;bt<29rI!emX&ZkP&|EgKnHrOK2h7LShmfIXGwX
z<FVg>EBlr_a7^K2;@s*Na>%x0!%<{LEbqnh9_+{L>!ZM^sV$WR_h}Eh-uk9jr6m4C
zkgxmgSe{vUYi}E;kB^83#h2cg*QIZpQ<c&#UF*|)KA~7EhN`&##>`yS&C}9nFu;gx
zbdq#X&z;+~aZ4|*wXuE$<<{jRhA1V_qdf8TO{=SoP938fR;W{wlS%%rqx;OOem(5b
zVIkD_>FlU${VYL8w{J3u{{EJ6&$_zbOthIY)-R-j`iqiw%+_l?G~T2{7eR80>`cpY
zLe*U+(USbGqa!!<<EpBvG5Mllo=s`0>e1BUL>K%f;rXCF8EOOh@_*IQ6XIovAn{yl
zF@VjWoEkK~wRa9t(%y3^9O?bWg9A6TCu74dZOQ(u8EqhShe<!P*v`%+HZ6?S23}tL
zG4%Jfbpav%tu#vNku9B{6UC*1(uo}1cX6Ze&G*c)g?iWdBU=X=m2+$Mjtu*~SI2Vl
z76#Qdkcw`&oN=NWso7w-(#G;*|534nvM6zY^5V)g^Hu_J2cm7hgA7Qs@Kae$^v^bU
z_jlaOq1UtDO$w!U|FwBp$W1m~$}`!!Gm(|5@oD9<3q}Lz=DJ9}kKwp~(w3uCu00L1
z>SrNa+dIKct-dZwN>Qj)3#~^Tcky(Qfsbc7=I>YGqT=Eh85tw?_h(s}08p#ZW&8T=
zo4XKI?#j`TC-!e3G|r?zXbynTVCyAJa-RPYW>WaWXcBVsH=>D=!Cd?V&0Rsy9wTQk
zlsoOuCnl@aRA*W<5lZUC&Tq*#^O+A@&+`r&R~HE*Hq?oRQYg9{GJ_uq2ru@bXe%`&
zfnw_~xrG*b2O9L{*o)UV!_brGPxbVjs8<gDjxa_3u$dnjIs5p#lty#|SGI(ZC;fTJ
zcuA3sl&~w6Nq6mylWVIb-nfL;uf|U9v{YTOQ7hK#?Twgwk+Mu^MQe6+6<3)ySzv&>
zNSv4(JD8k~q1wG=|NXa>oUJ3Z@W`)PUk~TA-#bf0(+7Do)1VwPCB<`j@3!reS6*TX
zOAU|S&VbuKK^sQkFP@m{r1H>k?b5!rlfP#-!fpf}^4dGca<Tnn-YRbn&ho}ZK3iTv
z*_=vboE&6Wrb6^(L$%^M>B#GANz2QLoz&?@=SB|ee!~a7%YEq&Eo$0i|Hap_C7Q3+
z2zTX<=wgC`d-1h#Ju0TV9Bh3p7+=U{8&NAAM9<gwor76YZ{@RqIN?C1o<q4&_i;u(
z?6*L9-+PtvoF0Xhn5JttgigUh;nRT;8`>}FxA~KQFMOcsI(H&paP<+&@J(K<iKMI?
zQN{bHNKc0F=@ydSW~|SfkjDJj`rxn7!|zY<GhDF^?_?iZ8&S4zf9@l8b8{nkFd%$n
zB@^I=!>z>Y-2X%EWL**rVa-3Spl$nib=@CLZLcVZUlU`9uQ4DnF#b12K;Rfd>BUcP
z=1f2T7b|YUH?Q_lzpW%R2P7t(Hl9X`<yp1cGtgKP<$RT06Hbb3V+x*MQKn;4hmi3_
zkd%I2l?Y_psDSb)kXe2h@0Pw_s~4ym&;0VUE`+RTyzuAGFP$ANS$h?k3U2Eu?5vfk
zJd@wH0Qm0PI&*2L2uI_tUf<lj6u#=Uel@kYxVXw!SWoC+$q|DwOHJh1^YL1CKgm&&
zvg<F)OVG44JggY>INDmGxk@ZRHqbOrKHnI3e(sjHB@dK#xO<v0O^oH4(Xv8Wib>?k
zl)_c=TvSUQ=35uMG$AX&bpG_{mm#ch8KZ<#Lef~s(gvJLPEAXP;wZXeVxqTsG%h0<
zpK2One=Uld$K}Y>=*H{o$Me~?F*7#}#O=99X%u5=1{KcOwvx{*O-=D^x104cbn%eJ
z{5kNjwY4SYv;D0`H73i<!t$l1McCZjTxu$0#>g&l#um%_%G5OHlTnIo6@1z1ge<XU
zZ3o?Ij50{~PXGDy#@?O{OmArm%2iV2i-82F{`%oW!|9zEx#E?$IL@ecIlXqgUY`2#
zDa4}Z)Am=Eb2)-o|A;0!#zbKYLf#nd-6PV`BmVuDHi^M2k2fS0ZGLFXR{hiWf9cc>
z2e>;8dKQnCe)YJREL(layzo;CNFNl?Xg*7Ji5}%T8^H+d-T7$I{771MC%&3HQ+`&M
zJyzQN!L!D`J4N+WB`0MreMz}k{WNRm-B<FZq5ZG3U;e5T)y^#)1fz`ci&Fu!Y?kFt
z@aFkW1-V~8u_$+%krQ30y1F_z_60K`At7~i%X98R*3IozeSN)*y!^B%M{rBJUuJF5
zKawP=>mQy82$55Y^fmf1>uw=*s|w0JS?O{PANaMb#^UkTAMN=K24gAopALO9<PrU;
zMhV@_o1}s{`NO4IkXBtk<hlqR?_KzF3UR~TCazOrwi~ZF1i4Q(m=+cmy4+v8JU(7^
z*7{uRVl)0b-<fWIG*1((ei}_B%6Ltwt*opZu|s}Kdo1hXXs2aiVKFF=D|M`Jm}^hM
zM~wM<ZZ5*!*N9}7qsKJ+I}|cBWRsy<*|@=Wf6GLg@)&+R9vCY_e{v-|eV!Nj#mY9m
z%_8C9Xl<_lc<I(!y};i-Ju&R41v7g@WJrf4%A3WG&1yXK<RbOt)uF)YLgT;VdC!l5
zI}G=G$!kgvJWZ#=0hD47)Mig_S1X|X77iT$?&8||T1s_XU-k5KtIoMTd`%mnOnIAB
z9;UN0Kfni>7A8Lm#E5l1C|2<E`tw#;XnjMg>chNF&@B2!WMt&I_FbsabY!_8&yO{M
z&{aDo%V+^2-`Pf=_R$V>%#cazSJb|6v9Yn6g9)^+2ZR*-6W+ZlYrTLV`HR!Vq3D$#
zP81e;w)ztM#gqvmIG2`2J#Uy9*gDHqFFnD@?_&Ahm_z@^H$tVT_d~7w?Q(N-{3o+N
zh`K4pKFqK)&OyB?=!pE;>#HhyB2(EwukgIG{ZgL^=O_=Ch-l6-#n>cGnZceP>Rqn&
z_U+qW0o*rEOh{1K?W;TK<haQ>#`$GZY@^U_WZi(yoV+|5j?Q~<rp#dor)btK#N=1o
z6{Cz(8_C8-r}UbFl&>$L*^NYR5rk%A<W5vGZ6vSkl}fT^d}?;LlLpS|-Z{a3;5Ee$
zCdL!qmCnD+tmEa1J@NnYm~Yat@4PQZu-E7En%zp0JKJwNqsg+mD+4cS#f!@~^0A&a
z8%k=M%vK8rYet-&&c&}*{Fw{GOdhkm9s-tG#fCibiFh3Bkt<T2zp%z}jq8W=viumw
zPe;+e$Ty5(G8}DE=jq;}_It{ir|?9Y|0Ea*4nYYG3wx)nEvG$uW66Kp^PZ=EbZ!0s
z*QfA#b5iHba)1K#z~kTA+MQcj7D=&V#o?vEpPNDi`qVV>1&ju!I+ddQA3uIfUxk}5
zLvzzC8}VJY#x@RHj}ET}`Eb1r{0r4f^ov-I@1z?>yWaG;VrgP%R{?ou;vxM$w}--x
zVprUX`l%hjc7g=ZkhL2AL%qc3DU43xPtg;qjy`FB-dtql4c4QT$Ll0yhl`>nLh)h7
zN5q=xBtd=6{-u20WB$H>3y(MzszzN=m*dUi?(|odjLs{!=7&Dx@=4Puuch;&<e!?t
za2}m;d3^_2h5J=IJS9vzAGERm*tb<Z(mSS!esYh}k9h378ZwhB>PzGkZ|<e;(D2J-
zO=3KqPvAA==SzCqV$WbrHc3PdpVK(LbYNy?c0GK?o%QF7gY6!7YTRSSmts988g(CC
zk#k^Xic3o|=7VSz5*HLR&*@PQ9I&m54XSPvr5AFJegyAolc8_92VcGX<7?u{YlkUo
z$Yrlz1*ctMI5hl?wOYTt$&jPt;lK&u_-^INIGTo>j+>jCI;%~Ph9+cTVd1QW;PzH?
zCCT(tkeYH5{&!6lY0|GAeFq*mZ<h6|eDF=Pgj~ZnASs?+>=Wjb&<G|yitqwWbE9M4
z_uueT8q`_?S^6QW7A}->l_zUzLFIjsviYleC8T%3VJ{Xfr0$eo;OFnn8wb*A<i)+y
z{svj_?fkSqN$YEQ@50k)+>ptKk@9`krr5f8%_+j;?C^2?W}(b`v8|xK#?wYtEW<N%
z-7^k&%s=-vBV=LnH_#BWo6Xir9uDs0PQR)MX1%$8m12_DhZoj<x62YjcMs8x1i967
zlTB_EHTqEvZUTeiiWe5#*dIC2UaPA=2iBUJBJ=sSkDDMl(LIx)b^FozMfahUZTD`u
zX;icafhm^O<8Bpt75v!4b6{iep3Q=@1(gemi<#aVy(5eYtF;>U@M1rv<HpTLMet@7
zL$kz~H6_{Q{A_ww3@=dYTAAB5*wj&{-kO*4y=3VN>m&MCe5`A`HbLz77U_nNoT<|{
zEWY8oooEA_5~e~;saq+xLi!gZo*Y?<StgsS&|0p8JA~GeK-05XUgb>UZvGkSGOdfu
zpPc`?_Be6Pu=9UmBrgAYYQ1IHjJ7*Kw{vtk*|S>NU|cc!RAV#*r<Z(FypO50Chyu-
z6`f`ww|a6{QUgUL^CeKfpwyotto0hVDz^J_{Hp-@LXTiHCY0hnzUA|~{dY3F^7-;M
zmA~Te@UWsDBf`b*q!wlfz%Y!y-I-G9meJRFtuPMZ<SlBz;bbt75?_K>&4v}?61tZ^
zkoKhZ`p_<y=d@V8jf{+nWPMQ<svg5{HU&D-xYkuEh>}uMi9wD2WKqH5*!IQk*=bU^
z`EZD9SPc@Z>364dX$n&$h-0JY!qlwz){n-;>J;;l8@`HbRyZ|IwBCmm;dCXPDq1R*
z@{`52=mJrBg<GQ%KMC>*vG@pwkdcP1Sm&ER&;3qVQ@@h-6-1s5x&A)&C`o_HTG6+w
z?AzP0l8<%K(xek8^d~{R@e2sJIfpK~?x{cj$L3Ipa_VF}CNh|_WinoA^7OgVNI1s<
z$(v1u3@b6zePIrD<qQ+*j^AAO7d3sCCY_haL;p^3wJNuQRo2Mh%dq|@hXt1R{=^OJ
z23=bW_A6()R{j``s+94}KSBt0(-8CW^MybuKlH0;JAt*<!Ok<k?~fkvw4XmY=pBwD
zUbWkFqtCo74E~+rYgxsvYvjPorSD#al|f!M#%9#=wNNPq+s7PC*D297=OUJx^`GM}
zmuqGG322&l)zd|TT*vMy+j<1!K)d3k#ZNO@?YWPLx&cPy=$>NNo%bQ{Dr0_`?0!gQ
zOb#Sbo%YL!^n4zrCR55?G9#K;{Z&Hia5dI|@Z{;S20^}O2JZU3gz8tnk#RYra5{y|
z`i1MuWrQ*%iW%xA`0KS5{%W@X28|kF50^bRVg8g%GdVXNTLnpPfBcf_cWu7Abfvro
z@?3W@lfOrA`CT(bY$zqLa=6JM4LVi(*Q$HtmruAIYwm1N<36{2-WQIHvF9bPI9f<@
zglhQk{;W~&Pej#4w?5BdPEKM}O-xG@de6?E`++~BdfwhYV0(A}Sp{$ISSR|nLuB&f
zZ=(IT>i&US2V{=7&^`gpXS2uHE@9LOK*Xjb#=4kVU&r>Ti3g*E-bV5}=Tm%cs|iY&
z3bCx67k+qx=D=Ze;S1roKTwKJM#05@eZFf)TkTlm`ty723G<2Q-Q#S-22o!>cdqCs
z&w|kc8R44~Xij1?T^KLBmZ2?4+zkCm>srJF>$m%lyL5?TL(hE9+Wm>oNwwKC{FbY?
z-GsAQ1%KrbE_F4mHM5P8e(GJzo!r^xn*7L%Jod}5uMp+wi^IawD~^ZZ6taYk*_;Z>
zmk;8bLJeztqkZ3AVN}j3>FJTcYSPby$Q|J$4*^G`iX$qVg&om5x%TkB2~qdKp&Q*}
zed!HaRY*D7EHnb*>WhCn%?G8*vw0(^`r!iu2}yVI(Ow#$SHRD~RWPX}G42TJH#JW@
zY`N;mghYW4jZl#Xo;@el99Bnymf;u*V~psD>0-^_LK!DFBC#R<40b{gvbcA=BHxT!
zmHxOFq{|3JiuD~Ig-B7Ra%B$`sfcqnE%<Y#<TENYU9m!h#gc2qMe^%Du<45(9ZHOS
z<E@=f%z;d~ZXy69%cMN{YAg`<ESKor%vQk74?1@eLj_8d<gCuZ*?1Ly{XNtkU{ZO2
zb-?&>!O~@3ZCX2jd*0l_$~JFYT-t<!`5|Z~Bf-;XOj<DdoZl4lGQj`PBckSYEoxQh
znRWd_yxiSZvMq5j%i*)`b(T<JU6L}}L+OW&pPDQuH-1YT7XS0KN7Z-HHcX2#Zw^};
z=HS`$*YYf`zyEzj;__}?$N#275=~%x*UN44%KM<m(_%$avI#o!37_#8!knbQ?SWa=
zCQen^(H<qR0v(U*bk#~3xYzdQu*;XTa20g%ZIg*e^SU}$sK}hCuJQTalv{?C@6wIK
zl|BFFPxhAD0!zz%Cc3;>GDT;u_x;SPe&vA=wX0WmL*wIC=i7%rAe3o&d3m?@jl|a7
zyF<>v6OFg?{prk2m<XB4$gElR%XXE2j;$3U@)=Hv7!eN-j{=lGsSx0mncAAg{30w{
zeOY`n;ghP_C_$U4FSiulalPWui2|SMtx#gm$!w}GhaPdNw6Hw)t#W|CQ|Qg}lY|eH
zEqgp;_JUFcZjUEfBg|{Qac$9)-!}v#^deNCHy72lE%7d9+}mx(lerpYnb`{Y)4`BE
z`u;!MRrWasbav6NM(-%u@n=niAN38s(>IqD@1DVOqRt->R$H_Ch0lyZhy-AuS-n0p
z8{7Ne#qX$9d8n{~HM|qurvF1&R-vzTXUAnw_42wit7FVlFx4kXV>W}M#}%P0ceoQi
z;S)V($YrxYZuVpcZ})FIbobg5Q!Q62+hA8{4(G4O-=e27?7wu6McKs}ncVB@>Hzf9
z!y|&Q7GZN+JThhbSn&$5rD6vVwVVprWZtMlZ#8P<-f1|k5vg{5>Rn|3Wf)~A3hRX0
ztIka~eK?i0G;MoBNtSw>VZ5#0Zi~-<Vnp4nJBxRA`m#G^3HPT*&Tp}==mo?J_`P_0
z))7%tg19y$knmnY+yWE)E+4-l-$|)^`<I-MP|n+12(+6S`s@_?3tROXd3nK32Hlx%
z>1Jrg`R!lSxU~GB@bL(%5gIcoc$^e;CGRw>a=sa`q!+{oR6v}<A}|u{vh#r}N_u)a
za+~f4uIY_XpMT>~g-E4Ef9s3L%wGOEJZny&%S6-3FZ~n5>rH_j@d?;I^SnG8m!`;9
zWF<DXSeqC0mH(9WQNF~gcCZp!R-3=Giz)rNz@U=Jv6dL7rwlo4R++i{3C|$=E9nJZ
zU+zN$_f9>ryT16aP_Id4>q*;2D{Ju{;G=}Mpi772fO|?x>P_XgkoyG}(GgEqGS2Je
zrqe89`qED7q5<04$*$YJLxb5@#)M!~rC$}!(oG>ll*{!7UUJ+t`X%OO3D56u`Mx5J
zvu|cJf@U--lmg|S!wce9%ITb74}LTt%2mwmDxPv~DM?Rt#-DMYu`U%@Rc>p6I`qj#
z)cURd`X0gxaE;v<WrwgMHfc=w64EzAA>NF|7JYR#Lbt4Syo<)o4CBgy1CI#%$4-p5
zT#-|~C9P$hXRFLFzEHZpT<w8$@4g+gziVsDr6i_<XERenJgq|ZL8L~UlNFrsHqGTX
zjBP9`8q5A@1V6KQC!5<x!A<7A6x+Zd74+U!&;W9pD#QRD!MH!+Bbi&G-HeU_%Ndyc
zA1XWD(y1{M!<Gr!7-A{RmI}s{7|$D7^%Lo4D~v?mtNtYl308E*LFL~@3o~t{lOJa4
zSsp1Tw%^NADY6rhmrnbOP1E%pS>d~8ujvaCERUY8g!fDlq>TdP0Kt>zcZ77Tn^0u`
z-l8k4$*0TFvq{(=XYVIy{JC<67H^r>nX?30vamvM{!#YDtM*yv_`u}w#~%!I?#+&Y
z@~YTZhUu%0-$85AS(g-bD#trwA$DB^Zg2NH*H>TB4qt+0h(}c9!;}m3Qk8B*u~p0n
z&Wv_%0=L1?wOg^Q_6FR79)4I^ER7+D(_NqtA9W-P$WGq{4xJS=&ZeO!j1n}DL{iG8
z{<v6pm`iRq6!(5bl_NgXQx{Fmnd8E}S0euVHHvQcrb##r5gX9@)sLOqDo%-uzWM$^
zS{fSCfSee-!ehe&wJS8DqU5DB!c2F&J4$V>zt$d!2W75SdETn1KGW9WtAf{L(Hd;g
z(4RV_NgDm@N$s66RAa4hIlJa08p17#XQyPXPw-xEv#-{-*>#@{j&z^>x88yB8-@1|
zLu-Z^d?k<znZJC;KIp>XN<jo)rnvOW`HKnJh;P%q#Yn)5FsVsxdoL#ZMagKI7s!!P
zxm~NyxFjS(fA4mgQBmDPd|!k8dA**BmBKicoh|$T^0hOzr=$b_UPgbV#R-xMQ&4xQ
zq>hX0=^Q?vJRu)sHJdMRc~~Box3tnFPKi}mN@sew-9pi8bVjx&_>(n;t+7@&w}NLO
z<qXe0YviB6FCc(pEl}ERiuw~O@?uW9Dojg0#MI#aZsAnmH`pots!+-IT*SzhiCfv(
zi|H8|C~RG%#e`)EiJu5C3)M*y@lq(`B9hYgs#WeJ$~3b3_-||;*Nq4E+>JlPlJq?;
z<^>$}azfg^dIpK~k09!^wg(3A#L??n{CTI>ojF)>CIUZwjfzlOL|z<B`SSVxia!&4
z*>asJmS=Z^>5X59IFh1t*8fQAI~kc@-&IZ*XOdKl?M#sXn16OaLyrAS+fy~GJJt|g
zi&ER_nQ}UPV#^1Vl9P9t%%z7{;($r$JH6&6)-2E2Tk9=qen0H>0v!pe_+{|7yFUez
z;v4YYt-p@Cw|`*qccIHBOkUEi%e9!gR^5I)N}`JdmXP|bGYU*jtapEx6ciL-4tKQJ
zDLUEMki>I*8gr}@&*7v~&FrN|DQ)#J=~j_{{xcyo3rQE>+?=Gax~lXCDyVUpUb-U3
z$ypg^1!X_O+dB@G?ag~!c3W>9%KZuOf`2=j@3=<7**Uw-h487}Bp)D&)HuOxnUX?E
zb{&|fsbV50V_UC3JUlEDL~kgn$ujeu-Z)+P2Zw<I@=v6_ML4Bo%Ld1#;jt`{yY_=s
zz=|$Cb!N-qB4fS};$s%4%vT-#QNydOp!DyJnO;s~XYM*8Yf^u{Mt$}be&0qxpPc#Z
zp4Zv+y9!A9;=!#)tI=0oV#FmRK?Jby-6-g}=v6+p-K1#rq(1qaJ9q#QW{mQ$;|K!l
z!SO~ezZ$}Ma@of$y|Z{<;D2`s!0=~4dDu4uIQTZLo4Pap;jBFjSy|pLQ}p>@FIpJ$
zR#UJ{nJQ~)OO&m0Wjqi))>)&!u3^sj)}FJGJuAi}S;)}1Ke}Mu(RFHfcNf`GZJ@8B
zm9VTEwF=%xu^+qdGe6LowE&JfxKhsYE8#3hwNrmz8hEzVkl#xwUV%lW+lqIyS)joJ
zfy=B1v8JX*(B+>@XM>nw3u-IAJ&~Dbx093GY)GL-iL-b6$Y<q#%Tw2~sy0=qv58wW
zYZC7yvq6%bUAaek7Kge;{vQqXU;AI*y-5t6w?E|ZqTHqaM-+9aUlr2MaL1Y|TGpMp
z?cKD(>XTo|t}DGHh6-C0wOqx5!>Fk#^<fAkjjy!cQ5`VQF)=X@r2YcnE)azGo})D=
zv1xv*Y#pvt;ELeprAZt8)(pa+W#ieUkGE}YdTw9Iri&WdFHdLv7u%ZL=~i#?2NrBi
z+zDVhA<3%aQoUEvuwYtm3d%s7s)jwHLv237hbWNjKzcWd-{lia1o)ZYu)c@MOMHuM
z_vzgOLORM1O%@Om5=Rkn9#-YJto0`(B~5P~U>Cu$3Ja(I{Q2|D7^eYQyLc>6#}b!;
zk<PTSRnVf`%>1Khks_;a{ZeQ4{HTuH`0KMiD;rx6=enxs8+;yTFHy~ThXUC;j|Xsb
zSpAt9Qsc-hE2oBlSAvx~wJI|qlpVI9MNF^HcBB4))HYs;w;M~aol?pEcW*zdc_!*3
zL29vUs!(aX6q=ZvEcfo+JGG&zEE1Jx+H!KpV3N_pvPxhP_RcPbouVI&JPYe!%`ZHB
zs{Y5?K1rwAn!e%37WE3{F?-(wr=0!uLxMAq#Z&$0s>{6z`B!L!q)YQ;>qT5<d)r-S
z8pgtxTcqzsOKrmYx<vC*u(tQj;pvNK$<FUcil1XW8yXtQVwhlkfex52CJyXJNJsnX
zs{=()wE(t{0={6`Ln$;bTUEzIcg@^fNJC?ExZvb#arwRonP1+WQ>=e~Z&Gr7)}D_q
zFIciP32KBOPt~0F7olYh8?D2PrInRbr!)~n_zH<*zFs8Tv%8l)Jw3<{ELGW$9&+j!
z+FUb>@~6@N$&hZ=k{gOGq8V3z9Mwwlz4%mLU!VIn!@fg>Qn4bRn_Rx;zl*yx!n9v#
z1_VCk>8H2-lyguMgOGQH)YH%BE*DG$4%Y2bI9?~x*=A(Cd-ELcpn|GUecndNP(uUX
z%q&Yamp0VcD)R8tj2P<DTm(jaHbC?RggK@^o8#8IX<%Zkn?<jI<A$N_S*OnqcJue_
zEcVc&G&7imaDRW_u;NQ*8fHsprURN_nd<oy>@lt8%TC%F4qi7x?kv-aRPEQg_vsxf
zXY>!&b!K_23`yb0R4BG~0iZ2sg?x;7$$EVEhUwBPcVh2i3yH$g((>290M4$9+swhz
z%Hi>4h)s9P1bkV-srMNDAzTkqX)WhTx8KhLWo>Ojz=2cMJVXpPFNJ!viWSr3KLerZ
zZi)WI`ZZ##_Sae#8+c1wGI?}}vv-T5nOFN?t`z!MMyb1v`jZ}cktWZLkcJhBQHbTu
zcJ)@d?;+8$nu!Hb{@4dcCN?%Yc6Nt}*lz1r9(q5!_b$TOIDZxaclRP5k=JPKO@J;*
znmjwI<hDKC>g%`X<YmXl$HuBzyyQgyn@0Zm^QXbFXSu=j!qa>|8<|yE<;}XarO=tV
z#!Vef%KW^IpI6nH{`(k56f#AXk9MuhE<Z`jzs~aU_@6VuecZDpv5d4P)BCgB9C>(g
zaY57VAD;ycv227++SY$c-(NDK)Mh&S%+UaD$KGqH9*H_sxHOE9d@~}6u0+QOx%VQn
z?!mfeb92+U-joD0JYc40m${3SjNq-K1G|3V7pqOfQ9^Vthpq0jWY)U5vzRQW(|iTU
zyLt@sr~66lj*gFJ&?6^GiDCEoB;lpG=4aYQMp<v1sorljm~L!t@_ZOcl@tp<ROEXl
zAP}+NF|C0y`^NSJ?^*K8XtgYNX{?A0Rj#whdI3ZENf{ZLiHV6IHb}dpCB}!Tg~Rh#
zk(KJXU2)MS$&mt~C;K7wFCZ~~Zo8UL9%$+5%}_9om+hsNa;&no@55_HZjXp4=AEI}
zb^)^qUwD2nGI+Ldg7ob9!j{2sjWURH06Y2#%rp3ATU=4Wz|YT5cLxqiTwIkx)D7X1
z!m{MMIy`UiwQoY!4R-7SPDH#MO4a?FS1Imu-uDjdAg}f`tBTH8d4Yh}74^xToBONf
zJr?&4-NMhYOvd!It?JJrVscJv$vB;S9aLTLYLn#My+^i?b!lx<@5AyQn0jt+eQ0QC
zkRK#}wsQ2SA?rT)3zDe#uuOyGvi$k~qrY1!x!kGlE-lm067%pgA`c%Q;UbkR((^S8
zhOYF)_`!rPoLe-RLbfmPv8wM)!KAMM3Dr^KPbwFdv9aSvTZ~W3gQ||YVR}y+4J*Pf
z(RQ_rp3OOz&(7XFNfDPUpy*nSXIt+7IYXhvtgBGu1BHZBZN=SeXxtM%iXW*ea8kOT
z1FJUaESx2s9f;IEE<su$qzeZqXrRWIHXV&)yI+x5|G@28TgpbvIU0#Zu@bCZ_lJ6K
zAwi$+mbE#ugoDwBOt23;fqfT%zNwdSYo-Ez_fm+Il=SoGZ67@|Q>Jf<_W=?Coq>Z<
zZP^(n^U(WW*=|?yf{8zyq_6PZKcQA3n(5j-(Tf{~kMCXFV&p~P>W@2tOl}T*S+--v
z5*mZ9O4R3q@3|Gdc1pDaH3u>rR*=$@dW^${oRPwxll|^zMee!*)AJy0(Xgdpfq+0H
z^EfkszHW@ArQ~i^ND5rm=cuSX^O%WUhvu)jvwGe!m*HpaoWwt~iSR-bSmPrs`7<Kg
zWTao405o;>_QOJ*jTq<e$S&_~$WxN3e$|V_P<XV;l@)#|wGy@C_R^HI&5B-Nt^TE0
zPMOmR85sBGbh@8;L%oj96&_azbS}I^gB@4E?t^Id&)zs~sGOrC2bfPqUh{x*TD3sL
zTk-QJ4J&JDM!l3(0g~?450^~4rj<LN|Io>-co%62yKb)#3WlJQ`JO4#n6ycYD<}w6
zyQ3hZ=$&66<+13rmrPAg08z|~?|ht<RV~@h`IK2dEanv7)>71~N6OB*Hhz3Lxnx`a
zh52LnXAmsxxMAA_;W5p`#~*JL{|;_q0N_?U=cvt3B4gA;(kQU^VR;UJQkKbZVu6T^
zg5y~-DEM;;nZA^})iBh#HNapcP7)dFwFRY9@px2kzuw&MBrOZg-~1NLLPON;wNXEe
zicu*d`#pS+g@%K3q=v!DwN3qdPDZDYR8Aj5TNQNAeeSpdv_aGN`Wy}`rY&mw%0>Zb
zf@WH?fDbfrjwopjUpSg>KZgCrn++6q>K4x1|EQ_?sB36KR9aTXCKpF3Rxp4|NI0AO
zUjFS{ELe7EMHO~++n^b()s2KlXJ#0(o9!UfR_$YsC|woQQeir;M=BN2I@ai6fAM?H
z{f#wFe_Fcj6fKQN7HJXhhgv{s(Y)*SN0pV6!@fanaaCf%)C}>}Vb{&gJaevco6F;D
zK}9knwxcq|iU8DIF!`4#Jrjc}pXoeCh36R4Q}f2DE2aKz?*EwVT1))hIogfmAREtV
zQIY;aB7(XdyGbKkN->!9fpimN{2m~2^f9nMmnzUMz0>64PQ?p7Fp{uAe-iVc+ukrT
z<{V&QO-;wW*JMqkGvm(yn5XWWZM-E(&iLGx<jbX<G9<eK!sdet!>EBZlK3+LT^M3}
z5w1jV1&3#PVdR8RCYVIh$)-WJUZ+q=E<T8r^yBi@N3X?g2Put}@m$3exS?34gECkS
zBW{qqD|>eptLV<d3AQDFnO~sqd)!qO|D(j+_X{Pmebfp(FQj<_=H2`3dXh55)l1Y~
z*f*Rnt-aFV6|RwF&mey4x%W$qXpdQ#*SXU?_AI_A`g`omc(~YuG;aM$T|<MHP4N{X
zA~b|AvuFqn2_T9+$DR(%CF6ANaQ2&KF^0jXv%lhw8T|N#sJ3C^=pc}L4|WoG3UbNf
zxjpdwsI=dP-sk=J@j;g_2L)VbDoND$`M$SxB`3QsOIV1Fg2Fy0>&{1#R!Cn%h@W;$
z&P1sLhLmrxI@ajuD1yg0@P%9Trt|g<c+ilU`QFViH4PO+-5w+`X_+sx1=V*t#GM*N
z*MCTM&jDMzD<-MvWFeu~sN<>e!S{N1WS&Xx`mGVMKFc@sh~8lRa>^<=$y~L}IZ_dI
zgQ}KYnl{|sr~lRtB+zZ`>>{*4iZ{6LO(nu~Qb(QXMSZs3Px=sKd5l>V$ITcOlskx`
zuDB17c~;b|L^_)Z*Hby$*Hc;)Wf-fg>ae>4i}vrrCqfHbTQw;Y*>GD(*WadlS9QYs
z0t~s!6n0tO<J@2BYp>mkx#mDK^QzKigQ1|?0Qr9x&>8M1I3-*;xKG_dQn|zlT8o^a
z8Oolw>Z9!v%_OV?Z~uPE)Of+i@0|BDaj8$%@2hLLhL#qa^4p_nexy~yv&~UjetwUx
zEBtK+az{&Rsa2__tC&S};}BfBFeynlxAV_zp3c;Z?^}3@&+r<GG)kH{?05oK8c~w8
zqi&*da!guwL+(PJhmV=QxW{xWx2a!v_O_Ucg{Y@p6+D@&*~aiUX@AtMccn94qS=mH
z*kmQ%1l^=xLP~+Fy0RrDmn4pbudk}pKlof8On{r(TkSvNkpkh%lfeJXA+<`wP2P&~
z$)>#-H~U}9^t^TPA((D~Cq(i2WvKq0zAk@;gG}s8%<VGG-Z1AQe1I`96HN7;IL_aN
zw$G%{<cBy@+nS8}7bIJw{`VPN(@2h<s9$fgxz3~r$jGAT6qY>j<YZ(*?-_U(E5bku
z70@^nLTV=`CrjD9)Ly*@`nVxPBqWh+km4CzF!BM!91oAJ#6S0_85od(qg%bkLPq#d
z>pk%}i}J5l>7&!a7Lp_`q9kr8Wh94`WYZf#a%{?g>s3ir7NT$}7k1Qx$UQStK$GKg
zJg;HXP*a;IE%><FLsx;6E9N4Gi3u2lke8?-FGEv-Tm0`rQpy0WI47u;&KL$hT$m$f
zzXYE}fPI$xiyG{k5UGF3U?ju-2vzDc5X%4eJ)lFdOW~RWkpADLP`SDBzP*fo4MK#r
zhf63p1OUEuNd@q~U=FwC!2+x-=*lL8BP9xpjK9imj^k%(DbS(<P{Pwkpu=U+AB`Ib
zPpv8C%?=tAu*n6xz(K8p5J-MY3u)&{T%WmFPbivUz|BT93Gas>@km^B1Q#d4ISo~@
zzQd)~XSy}-(XN&}P2M#4=Hlf8!x}o@87QGD@$iZ=4h0<QyyNDeVMrV!7jQeB!{c+l
zZR{}Z*m$;`9|uA#__{I2qZ6;=8$Y-*qt@gM#}?)~Dw*v@H4_Ypr<-vh5V%8+Z0kwG
zq=F$E@F13PY}sL`Xun*T2*9PLL;knyT+thWbM^~gweEofzN{jWkWG?U5&%B0%`~fH
zFVT@qp(Nj<cA}_0DN9TGaj`3MAt9mrL(k5&G^=dM{7J<2C5eX})vsT_;!;wMA>fF<
z2Em16V@BgjK!(7w*C%imKoqw{KNsN9pWVAjIbr^)2M|x;%^TCcF9fiQ!^Yz3{iv(^
z8hF1(MK0nItz+W<4YXppuw(KfxI0;oA9$QKc0ORW8>_y5PX}Tg>c<yEgdoR&N;`Oa
zvFFlk_^Yq)qzeJZv|1PLb6ngOip2FZ<WIq%zK!2u;l(+>tE($)IpMBW0wwhH^x&*t
zk<OMI41^$Iz+I0AKH@Ln(4IqH8)ASvWreM|j*&Y78XDSbyHYJhMRXjAdoB>t!nNHU
zwo*TdN<Crzx|o<32e_$eHJl6;2M1>|!K4Ye98}uSl_MvJZ`1jd(zq`=77mWpYEKxP
z-{Z}eq?0E&r~(c!UtHd&>u1ZIr^Bqzm{?eB_oQBg&%QRoz-Lf?ox6Q+2iB9zX;~Bw
z9UcAl<DVWllH$GG_S4gk{PurdgL_Fa3GjZxzNVpu2YW=VsH6m{L*TNIr4CHS$H$!@
z?b`}3w?0f2C}ed=_?%lu%UMKNhUN09%}J?_eBhn94dcM1`s5;Zf8Z3@yLRFXBrac*
z<u0I#2oGph59&L8ee^nyc~AiF-lF{1T`&35a2#N%!Pf^h9Ok$xB+7t#!3YanaL0xi
z-GbhybQ22;%$QUN{$l%osy|r_#8#Vjhcvu^&$R+t6^fTvU5#f=f%SW)pbTWaKnjKe
zWI_3**y3v^)4F`S?KOzK5M0>L3#zK(+kLO#tK4>`0-RJ)vx3_wL1Ts2PGJfV{6!C_
z!-LRBR4fb$hXN=Lw-gI!`($i-W7;r3?NP7K{@Q?x0kb@~iLhnuW3$)gyw%Cw1JKKA
zznjwl2UXN^a5-b|4FXa!vgXIzy~yb3{X0qHP}qirymT8nx;oph9S3?8VqCe^y7Ium
z@~!yTl^f{p+FG0h12c0ZYekcJF^<)*|AI7Jz}#7v%T9m0JVHvw`H&&zATaTfz<TKU
ze~V(|y&6XJr`40wwmv<ADxe8MPGz<Y<mK<x-3`R#F@z1`cTs9WAn8u^nU?{TR^}zn
zPteH{H!y8eA$zy@<x+^qXmanux?bOqL#NT3B={<1{s-4F@<09U5hc!cFrGi)i+agA
zC<7A5XH?mr_6QB;!=38|!VJqrZjPh@>$2JA*w^(&9bltN<3RWujD-Kz4K?}{BN`qE
zjEGa(Wqu?)?NbZBZpHWS-ywJ*2lAv}W}{ZkURH#;wu2Rd3HqDFU;bB1jGOu7{mB1(
zic3nK=@+du1H0I2=r|Bd0k#{#y8S~aC(Mi!Qzs@Rp<!Sk`~|bKvpDd*#As;|+Ks7x
zdm!{yv@U=KV{w2w;NDwVUG1iZ1#<&&>;h%t5HhE>XI)}fi__W#>crW|w?4SHa{tAi
zOfSAPC@y61JM@4~SFaV@`UWut<R6V_{r5L#&zP8*cg{EO!P!*LU=zD7%h}AFv3}RX
zRe`ya#y&graE_f19@=HPcp<ce$WyNkarS1**DmHvj!qdTjN0B0B{s~3#{Q?RgM4#_
zpR`M1#lKeB-aptY^T4YWa3(AW&G88c`Ycn7X3g5?Oaimq_h#LN_x$e^GIM+nn;Xm%
zfq4U_E&rh3Z!Jau`!6HDj~!S&qgIcT9t=*n@~2LnN@KCVInt;x!A+E*k9a~Lqz;jh
zl|5NH3P=IFm=5H<#%V<y)Ix(<n6K?}yCW!lilIJ&SvRwd9ew$6;))6iXmMhf#6aBQ
z20o2%A(#Rm<RF>KB?|24@hOCp7QzEZ6>v=r{+Xpf9yd4xcUDkvrEI?+Vo9yQ9GzTh
z8n4yqdXj2Qz=MxUwrJ$&2U<W;mS_~!cpT`1T&{2X+oU02_C>qHvB>_^+Y!yo%z!B?
zQ`6JU|Gu!wgq(2^?AlS|8a@LQWZ129*fW0IE9BfGy5<Lyum3sJkO?Oml>a}E`oHnl
z|NSvF1F&KLVF6qiGWp*-XmcQ9xZ(A?ySA_*xGOs{;DQXH{FMIZ?*K0?<zn5dFD;F*
zax>-$$fK=n-&oL$5#V&Tkz%r$<+*Hju{*OEaCbm0s3_Uw4D)Tcp%@dOJ%P%QgQ!%y
z99_W~$$3UgCwIp72KZAzg<uZ><R?WBLK8{iSzz#Bc1YO&2$YM8-mE9Vfy02r*!1g)
zr#H&9_kt)^oHf<edy?4=fT=QcpV6X*I_l~Yv+7j5?+wRlyIipI+Y(tpn{NP@q=h|j
zINyKnJgcK<(t6>sT)VW@P^D=4<aVzTXYd3|es8XF;OMH>c~xrUgX^2dcH0>ie#gbZ
zt(?HI7=h(ChK7c38aYvk&_Ohc8shw{8hWrlUyBk1CaFgF-AztTDyMQi(@UOj^L8El
zpU;KRqxK+G`sevsDI5ZOPsPW_2SZ9_292><BA%xw15_HCnxW%cwEtu1Lc%bJ8p<_{
zjmLmY2m+oPP`06AVcd4JY{1Gy487mI^a6zZ&2cXdj0JahcfWoJ0M!qvU<$R}Y#Ft%
zaLag(J0zJM%*_XD2cytaAbRE6%Yje+*c8Gt06{o5k|hnvfJL&gu~AOr34;yh(qtJo
z@SMz(1qHcZ*bN%09G8Sa`G*z_>ell>0)W#F+KziL{7#1$DU2bbqZ@I7_p~5Ozv$eH
zMK11_T9oaBUNk-5ploDB0aFP^mCV23!Q?CFJX;>XA$h>rR>ImU+Kj=>NLg8=9REua
z9MNMqF#3Oc`s8T2oh*o1<Ht({^&-gE<mA({oTp4s!irrfz{fZF`?n0xL};Uv706s=
zF$}6^2@?eM_sgl|h`;sl@W_eP!sU4XABMc{X>fo7`S~#OQ_Jw<5Is=$cY1n50E4NH
zWeW8IYu9~!vgQruJ}4+E{_7`mq620!1=0r^^1S!T8-ZOjd$_$={0L#+a(L>+kytl*
zx+Q`GwKX3=kN}XwcQq#P0~#Tg|Bj^bih>~>FnNq7<@>2KaOBZC1c4x!j-+xMaa;i#
zGy(1#EHSWsv?3xIRaIPV#+*RCGsXSW$0eTHAQ$=h`PI5?ulV^to~|nZJ(XgV!3J8`
zLj-Vb^G32k6L10wZ{PO4=i&Y^LJUB<8L(9~Y-hlpB&Mbg0@!rcK$s2c766+3(ZKNw
z>{@2yL3nt0!(UsVa-!!G(#q+t&;V!zw*d;GRww1D=y`eZ;|6+JE8C{_*2Y1xx*Z9b
zn2%c#1XO@H-=5pRb%1G~uJe{Du=Ll^`yTUZF2_Z|*)qLer+~8zM~Da_d=o(97q@~)
ztL7m64OE#E!17u!ocYXHAWd00Ta*O!JPoinE>4*tT66(`7c^T@3u<JskNm-0b0CvI
zRGThl4MdhY6$@c|fcSSJR~p#+tKDlQB_-(N(#*Da=gP|E(cs{qu|sG3^|cq=m#C<_
zHY~}e`2WI(RSa;vgA~AO4aBIrzis(oj@X058mndj4E-g3ZGiC&lv$oL3JH;bT2A1W
zk7iC#cKu5<e{v{krz$f5rGUGJt~|;~N=jB<P6mif2-{ZsPcWcLvBD5-$Z^=`&!0I~
zFzR%}!ou8zYbqXiCem?ci~(N@2fn}*IA2K$RVR!B<YWQTm?aL+0SZr8U2yi|q9JUT
z!1V`5M&5&H1FS|G;L<6t2vDou>-9S}MwIEdy)<O{5BMC1Rp?jxv|`pFQy$dU)t%ph
zwNb5{L+c0T#QS_w-urA+07MRmz+8YPuPO&9|M&WD2MtiiJ^pvbxS@ytErl5_D3}A;
zY`xkKSSB~aI>_&-g0%}wKQ;npZ}3+nK2UIK(EJ6mh_35{cwn@Jp!@C%FrN{%^SY0-
z1+!+~Lu5kVrn9KUB*dBfIq;D$Q9r$$IMCM8;xoNNMbtH}Y?O|vI3&hI{-KgJ{8nJ;
zSCXpukVTwWxLiKSDxA(5IJq|)zwF}47?o_?MeFI4xz_@I1TzF^Go17J_M~wfHm3GV
zNy_iQQK&*w1zpUcpNGI}judbT2R(hE>K$GvM%I6^Byu;XwFY50h)A;oAH4yi*a$&M
z{O4=2*yQ4XcHP|EoW)^LuMY|ujli(pD-9zftce4e$>5M5X=!Qg;wq9&#GlDw5-Eub
zpaX^HVmDA<oy-0C-lzNVrz)QdTabf_o44=ZaZ@)kdaI&>-Rg1B10ox+cO5!+6V|Vy
zDaFz=Gs!=?y6S<^wcZdAP#ptp;{m1@mNWp=_v-2@2rhy7^*(C9TCg=h+V#mQZD>da
zllg;ybfJQSTLFFoi@06`;gHT%JN_5NsjjO#2t3x@M$OL7j{m~IVzVm<W>!H*#bC|i
zj$bH1GBASx-Ek&l*Z&39K*awD{3jfk`ojxiR&k1=mxkN_i450gfU3Gdhsu1N4ZeIF
zWnoPX$TJdxycP)i3yO+(-FG#CCe9QcaO%~B!eTfOfT?5&yBlLn1H*SSKOWFuZ7~3A
zxdB}^08>yyctAZic&i2g{|2-yky`&d4>;gT!xiZ}<PdXt6a5^k2?0hhlet@?dIBvr
zB2DXwO4qk@os?4!b2Bq1<xc(>K``v*Fib9qEBsvH5Ij9ms$E4hvO?lDI2^&(2&;pU
z%J2AD4I6LZqaU6jnv}qQ591t6!e{#e_^I9<w;GVejdz%{tv>}eDp$Rv>1H!Sy1_`Y
z3HN^#9=;B^Bk-710C5cJR|9|i8M0vxjI!jY4ihR7?|*vxAD57a^nV=<{eN`D{}H$f
z{k{a^DUgV#QvhTE|MtbQ*BTZ_^ZIjO7}Z$50oV_44$9$clx~2X<~=wTo&d80Y>IB3
zH6G}bK?DxJeZkRW>_h^bRfauqTp9Sly1fC$yo0y^tmdN207W#F1ZC1tsD3#E4^N`a
z^bZ#RJI;W=NCIE+?7{wEsAdG5sM8FP8c;|YAUhx&2WT{n&yEllpaWMcpS)r0WPmHB
zLWn4d8Z!DJ33S+F4hEG?TCcaXv{23gm3dfca9?-=@If}&Qm<nzR^<I_<C^zFT>(M3
z804O+5-u(-r`ck@AqyW&#!sR+JN}sE0E#A|9V7}ML@!=sUV$#=L?__rzKfe^YtIG+
zGz5XNiy`1$uy#{FjAb%YiF$EuJ7Dy@#$^X8g}5;)uu=ewz=3BYbkwf0eRj>K^LC~Z
z4z@1fbRW<Ojh8Xn4@TD`@9UyujDE1YD=8~`58N*d6T)d~X}Mg?=y(cx8tv=}iR*xb
z2WR`adgUC(H4N?phX~&V6w@1g24-}@BEKLcJOxcNrw>PgIlvHnZ=BB=zXWf9XMB!L
zB_1u6`*$<L=>q@^U`EV46BAW%Niu%>zjh{fq{3OT4|i8*V<JcAhte2Q#aQm4jHo?>
zRem=gN#c2Vc-BWolu6>ZM$)DagaIaSC`SjV^T;g?BNwTZ6@WM!gUy?*oFkVEf1!bz
z#cEj=T3Tu3b<n^#f8cS|bl=Rb3l^e=PJ!oTrBSQ)<=unP;oRQEFtov8@8tUSY#u-(
z_6%hPl6YEL+6@X354To77nf>3K$8u|iQihQ4bY<^$kqWWZz4Z2@p*&&Jbc~eBrME_
z1I{NRGc%K8&JMVayT(3ql0j+m<bd;hs`>|C;Q5v~pmVN%74nqch(RGC@Wy^8ea4jB
z_RDR}>=8TNC{!|u1so|_EZ<=Ge8AyytJeQv&t$-{F<*_z3!I;<TV*QQ2q`KksB&48
zgW(p+I3--<M40{Gp6q;jZ~~b)IG7{59@goYy6l7MNx8p_6lP~HKd85aB)h-)h0O+&
zWc(m-)IoL%R{*%ChmUB6fYWBOfg?2^A3>IiJYWm~Ao(}f`RJZv<N}<y19Yjz5(5-@
z0*5dM02)G6A84nAag6>F3R$UKW>V13($dmaqlU(<CRU|nHnW@4jn{TpWzd7e8Sc5+
z*@g$GJ^z*MQpNd2?ZHwj?3{&$@<!*?p6{1MYD~hJzLLb~Ftd;=AI#b9eYOb$Y=F<u
zZE<6sxZPmJnJQ*4njQk6sOJj-s~3<lW)6=2jgO$X7siUg6gf@Qn+K#q4?IMG=#6BH
zWl%j`55VSD0T}#DX!*6;Gh95p$%C3)(SgqU4bEpw92}cK^X)2Qg?M;s4pwsfP8BL=
z4-`!#paxFuGnYq|{s(r{LWGjUZ2#Su!QJJ-8Zazy4n`sePe#Bc0jMlocJ{5(4+*GE
zBtGMUvG3Evl?dIZ6`#FwhbJW6CTFvVD+hiuSR=WJ{S`nSYco0~viXz86Vf<f8dCru
zC;?<%&3U?KWM*bw-`a8oQJi~*<|8b`Zfg^z47_)NfpiB4cG&bF5s}tF#y#>P)f~sW
zD}YT}4J$aenncdF#;t%QhZ8;dh2LaY@qNyy!_V7bZ%Q@b6hGjqb>$r>^f<rW+8wvT
za4WTaMG82U=`9P~P-^ZvW>Ww)JYjr+2!*y&y}o6;F(<<5lIP0OP75fvaTxjy;taha
z2x7+iBhc01AU1`>d!UqVEy@ZCk>vRJv<Rn8fp<`jIHdR$K(IPq%_W&8E>^be{%mm7
z0Y+)#;{!|qy{B%0C0j7Q>!o^}SUWv{$@GzP#S8SX%&aW-756!#(;RSk>&^O5k`bj6
zlZ1h}c^>8<AQVx30(-j949`@>Z{A1D%~hJL9ISMk0#JWYXFt%`aZ%o2neFut%^N&Z
z&CvTq3v=`J(#j5fasS)%Ao4itZXi)gU^2D?(*uEy;biXJpgq6qDBm1hd6*0Z_COFN
zgm+vNp{vDxPq+5N+ad@UaBv2QMY143QZ_>z%Ju8N0OpM5{Q&4!fCd1%^iPMs2rw^Z
zYyC0Bnk+C%?m0fbh>_>_u@j*9dhI@ZaIkUzzV(Msk4I17h}<|(79KoXF}5}kcLt!$
zDRB2uKvsAF(3piijmPcX{O;afaFlD%FXzJPo$FDj0BLFIUNx#=@5=+IJQ$||9Uq_y
z#O%TnSe$4W0TFC77*Fu0-B*Ar@SYo#TtYZn*@}5s+Ua4zM9cZ(-BBaGSmV($S`$#u
zXJGgtg1%=lXwxlsoUO5h2qV7QdPHowiKP@<unf8SrejPpwZ@w<>L39!B5cNOsUX(m
z0h6%-=;;I7GPlu!;2j%y5@iBT$N2W`+x?DeAi9rOq52T8A+8{*@IGwb0&53L*is}5
zeOyPio2%FW&MhDXO2RQ0hbzpgUG`F3Jex7c?_)8}hA8+PNNhDezz8}RTBKJ>u46x2
zjiCAn3{m2@Z+%~xHLeFF9wl8|xKXglQEyIQsgzI-q%T?^i{nQ66;{>`uHdQb@e(M^
z+KCt3b-zHzB=vWp|3%nW2X(;(YttZ&C|%M@cY}0Digb4f(%s#Sbci4z-QC?O-QC^&
z9p3xR+&}M(jN>@K@0_z|_t|Hk-E%{QK6Lx^T!R&DXJlxIJX>Dlv^|9D2?+TOF!NE<
zm}K;<%4~98J>+@i<-x1jQz{Cy<+eN=ZvdE(1s=u&)#6ugjQZzohUfhry+#E%8Ynt#
zz#cSn|Ik|nDu-87%K#SwaFFo!I<Hs)yjr!8xxT(GJLAx}^a$3y{n{p4^G`z8`^&@h
zl>95-ijZz@YPt$86)a$uVPEM1P^)md{r?I)INixy84z4i`pPdI;xk_pF9*N&vCK}c
zDB3|w0g${{%$E5`#!*5RFX==HJUizdp!9G(-+{Jha>;KhDzD7%^@d^x5c}1EcsW;Y
z07?h#X!F`$;ABQL*xzN+@$nIwqLjI5{1C$7oY8ip0|;RYz(m5aC-)8f70#0suA98V
zlAG6J2Wab}|I+;VKzJ4uL0*$jA^tX495^*I;3vL#fy#|<%1!ap=!w_M1L^{TQtZQ8
zXV5~;1u(jsy$cvS+U9Y^ST|t58cGg7r6_i`w=-&`sYl9bZ_=t-00PC0&i?(|uyAUA
z<GdXVI<p0JIpjX9Fr&}>3xF+Hyw)yzzY*YL2lBx_0KThf2P>K!4wTjYej5O<ff2Av
z9v^8r&KaG9Zoo#ZZTywnz_gT<Pl@sI$bC$~ue2EVR3d$=&pxH}moLIurp;PgTU#i7
z{6fR}<yBjJF3robnb+_K1OnHy2Gs8mf%lz<L%K{<FE$2T@aNvpC&;W@3t+#N4^CDG
zE^nZ}pRIQnY1YTSMv|T8T9E&|CNY39S<sCG%y<$Aw<nf^i-2Ud)EWeVu{8<czt_g8
z=*gKG`VL@E{D9r~@jcJuVPRz(7{FHLC_fn&SN-TtmIn0Onm4|Tzqd9wtEveecf|$v
zZSGc{j-4zAiTPZsj;?goBU-MjOZ&Z>K$QG(^EyNCSHi)7ZmljXtwxPBoZ+9ZA9uhv
zHxm`u(GK#}>h@RA{ug+PWxQ@XiSL(uDF!Rj;^WDoZ9yR-Xh!&M4vRs1QTdZT2xNkU
ziK9DluRPErJcjQ?3oH;0-|dcPR|sWAzkavlEe}HcM%luVt+8?Lp*{E3E3gDiW2}){
z0v}NnulYafxi#xPa47MmjmO+`8)tnLw1c%vj;W8p{%b6EfHPcrhME3;0_^PP#>NJZ
z$LPt;AVATXX-P@5YbQ1&|DD&!WDCU_z#V%wcYs?eFAn%yONR~MG(<d@Gt#)|hsKXk
zg_Y^P|2MBeYkKD*CN*`Ta07?>l~f*cl|B;JM%m_qa|XG-!l$2r2Xages|G~zGdPMG
zlux?@7o!4lpqFhdrD$23T3`YEGiuzl>*VG&1eAfE?jN;EfcR8W(V9{w0(S$DBI_U@
zf2HOOf@U&3@6B?hlRE%m55PulUEM1e9h;dc2bfv_myE$(2Gjw&)$$OiekOC-QN9*g
zZ;qENy&8eK3RE$27l?mKP3f(G-g;~u_ZXhzx{anA2(Ul=&j1o%076ffJrzLg9H4{I
z9T-A3y`@Cx2;R7P*s7{x#f`44tn|~i>W`&hCZVFF9MCRRN!VIdkI)9pCkT3O$6WQ`
z;f8BxUN9ap#)Drc$jIuI#WE_b-^ROZzFCeN92nRHS#^C`nf&vrAKE7I^J&mI@DiKA
z^Oklt2v5BlNYj6Sddj?76Hr_ez>wOj|1%_)o%Ee8zVyaNV6imNw$jq!kLf4w;(&y%
z-2%X*J}XO*o`E4z;BFK14&Z@!3dvZ=IYZ`tFcrn}An3jl7-K64KNX<E<a>VuNJh7S
zchMLb9ZftqIC%XDE+B%QzZOnv7D1%|@3JLeHEjWWqGB%<Fm&bUWOY(b;AbM81|<&x
zs#=1POHVlNIY_e&)e^S;Tgb}Gv(p{O6jC0+iGklXILdnw{y1w86>x|naKB528$FuF
zHM#e&qy6IZy8TRsy<;_{(N+rR{uq`Z%d_N2e|>O6u=EC`*tNwsAOa0k5NOIzPE1TB
zAbTE<0{UZIPc3oKLHp-fiD%1A^NEA16Ob@lF4R=hJ%A|9lCz_l;D=UresN(0#y?tm
zUje(xrgPrk17L2i=|`iySB>{lqthTTE5!XeK#@`rbJ>#bdLU(8TrXG+f}%__aB%Ls
zV;|K1e65C61@|)UHKpPLV4V(v$Mdl+Ejjrk0M7$pc}hx3wk|GrV+8KO=_{U;@`{R`
z08w#zK5_zt08Ib)xG5+bn}BW71jYO$&=WAj01)m`?aDSliePXGn6Z}3?eGb>Hwr*-
zFL>OTXbB<&Tx+p%thn2a9V`JJdeQ6U32<nj0`;e+{?zsN%)uOhJFjRNxG_0uI=Z8Z
zCSS4aHIP~DfZEko0JgR+$d~}%yl%~jfP`cK=&GS~p2Vp_mCDzLi=sS!(WzGjf1$7U
zA5P`CxM_W9?p*Ztvx$U$t<M~kG=hidu^TkEBYBQ>LB7!R^88@2(vl8punK_BU-}_l
zI0evECjf=@fc~xroabmGHtN5tSD{@b0awRs$)`*Y8bITmf&#?UVKHFCxVX4OsT@&2
zK@f6xu>;?%^Px()SiKu0+b>K&MF5Di*A}t`H}EsaIXDtQs*yFh2LT>yTc;AZdy}YX
z`^K}CxLA1*q!egx-@XmpC-V;{A8bzg{X{CSr8WF?v$CS+=meBFool9UbYObHYj6OS
z+VtAz=ck8PX8g>V7jP56@DCQ)@FE^B^8}2*zN8;F3LGE;YR8w+Js9GE0AMM1fX$7-
zfxWg_A0ApD!$AWg>ow~IIB^1S-`~Eyd-cU*=GB%5(|{=g>VQ?-`Xu0KZkF8`0PO^3
z^t}23TU*=U(9re&Q8L)iT6s;se^rC%IRh2ODA1bS0Yp29=5;G<Jeskje5MA<^MFTs
zwP?s<NCn*=Ro+(zGob7YB$OLI@I<DmzgPiaBYs?k2dpIslCuCcxjY<=HoSg%5@ZI_
zHtwKt)7Oqltrh{B^{yI8xr>X71?`)Mr$bPOFeR*T|3RY&a!4d>dYDz<bWcvT!DsT<
zbpf^oycbc>3KBN||0-n)(OwJtcsQ`Yko2q7A(MDrZ1WCawSgSqMBXkNY@1LSFA<tm
z(^+6$2;#arIya~nx1mESGk|1XN=gcXyUHHc_<bUI2&gc~&Y(2W587(@v^<y4ycXm-
zPRXE(v_VEz3v?jBVQ-J5FI>AC7?6$4cjqe?@@R38lCC#xJv5g5SHJ6w%J-W>dY!ET
zjv9Uy)U>F;D}G1KpO-R@#cr#;N<GpupNrh+qk8SMSxVK5kD0A8>4{>=V=^)T9uxMU
z?m)+!@g2*kBT^5ze^7)`6)eclUj@4l4Z;AZTiSvQ59R8EgE^o*n$CLgEn68>%e+rO
zo+j)p(qWx7b8z?STmA(x=^C~Y-^q<aka%3-OSnFv6OW%dWa%IYodh3b{ZudBmh-w-
z3~Dz7ZiEkTGzXK{V1SH2petXK#v)~!Z1JdVfJdKQVmyC+Dh7GDEzi*k679;0!>Gei
z^-KjA)>E?r-8%==*)s=6wtQ<HK=cTzZ$K7o`yruqGL74Zl#S5J9V!Jp4>mYJ6LcRP
zSd8?fj_xY1iT3O3UqJD%zB&P5fo5*a0?h(o#Fik)Gyz2A1fUfh#i_u{g+MwSr%!_t
zsGS3CnCwel)o8kTrs7nl!|0TfUGB`mdomGvTOZwpjWbPW4h6LydtHWznG)e?Q+Z<k
zV9l@o9Q-!<Q5LEVze-`VX1cCUDLfD~T0~>rH~?jTH&yB>3c@?!$zE@nCC#{X$>yfv
zuLlLsBXJ~3O3FY(EkX3pir>7cm~ijHG({gK-Y3<1A|6ToeYIms3|)uzJ^R<{G9Z{G
zfGkJgVQ#d+l1oZf_Qw}j0WdQGB);0CeSN#=6tCVAy{*iPVVK3Z_UV`d&n9xT%X+sB
zo#-cEYgxdL0(JgVP!mZ2^fz#|E}Jpp;H9%8N5TN1_9mALi2p9pl8tiVPrxQY6o>3&
zsjHyVJMNz|yC)!QGUQexT1zKKvNOO3Eb)to10c{1RAD=(4^O-oLo7g0gq%Iz2TpwQ
zSL0?0i12{Q1rg!(|14dA*iY&4y0-OCeSI>}x6wBqRzw5a$7bnlSz;YcaeKy(^|$P&
zNUE{IJrsTwib)>taDyl1+-{Cx)io-By`0e}rVDuSJ1se=ESv!N_3D|n_VO}~L0$21
zp%x9OmcD#J8dI0J%nBmfuUb}mz0P4jD{A1>{`3$NE$=-n*Ez?t)ATWGZnAlTnzJVG
z5#kRR@4)DQg^4#lt9i};M;*U$@jn+47GtwQl(I8);D{?{LGb!8)!7?A`)}YHlk{Uh
zBn^d$$jC%cPg=*sk%s`u)u&IN=##Q$6JA<`Hc)Eq8^d$UARLUihV4Y3_1glR=@2}q
zN`j`}iodFfmvZ|68=xohb@u2MB^PL3sq%i&)8YD)fgQR1k3YkS`S)|n`K|Bnwc=m(
zi_$J>IAA5DfEh<_z)B;S*pA)|`!Kw44_nW6h&h5MNA{t->iMf!W6xTzTm(D3q%!&u
zk)IGR8p2WjCmL&$@HggaPPT|C6Z(s0xX|veYbXY^J@O}fy2nrVqD{Ba-hb#=R990Z
zBG2AQkdReUoEwO#gd13O3D|rrhS>GMGUixhs)A=grrF;w_;pdR_;+ttHWLg_1;r6D
z);9>y1Cenv?;B@xIbqvSJ29GW)%`xcaok1QkmuwsA|u=Ap2E|V^oBt-BJ*szJ=0eq
z_@!o}kH8<nXwk=f+a#f_A|K|qv96$^f^sSdB#G{lfX;;O@kuQ;&*+u;emt1>yrH?3
zdbtI~Y-)sJli`faPxg1fUOMTo!@pmjWxm_L#~CMGgD;qR38Jm`{5$^yAAGUQpF}K)
zL;21Tzd~F5pE$!9s~25H(!XPsX!1vHzSwM7HLG1uHBewe2g_j8z5X;(1E-?%&xyB$
zdW~rYg<v{utEvL)&q|-x^%k|fb@M@C4!*`kIUYHU?BC>X3#6eARDya27K8ea|6ae*
zVze+H_qQA+GMj@aETSBl4AQhdZ+Uu;sN}E1XUA<>8F9sL!QVT&1i7UI(dmtUhsonG
zetb5apBb5U#~2moqFi;#-LUCBcd|s?&bR)Gaz<dkb5?&qZk!$yyo+G|Q`?%t#{ddW
zjudfdOfPKxyjj)kLUui>YBfZro5_{CXR;B3k-(YwX-y`*WJBtUxJHsdQqV_)4pC{a
zl^?dQ9_|_qcsvb{|1oTGpAfL;UuXZE;ytd%@b)N>GB%4%E|fHi<PLZlUDgWfS6W6Q
zcp<`_ak#N?<T#cRf^nj$s*?D^@HJaL%MrYj_~oM}{d;Or^`g%<NN+v}uGf^yu&d1^
zFA*kY-$cp8<;t5!`w!mn$`Nf3#kh>}bPieR+%?BC;!(>~&JZ?5TEua(SYthz3#6OF
zTZ-W;#{a#o67AYj@|MW3rO(CkImC+of=+-U{v1dro{_b&yC{A;@g1Tsfn&}6;LWBF
zJAvDb4|(=C+0UbV?kEam=pvzFQDPx<ScBrx?{(FdRZPMcM}oN;{KqhpBbt)z2x;EJ
z=~XPYu@epPB<tLcl8f6;mY`G$?)4-ysgWI#x~?{nvb2%21VNebJC3*0-dM0EiqYbc
zvJi+fQ?14hSWEB+KO!<hF#g;_Xi<y=q*o-m)1W$XBHH8@u7?nMupF09Q*Vp-W=`RF
zGZ&0@Q(O#^6^sJ+p(bCF-#c7Ev~7ZbSPj~QsJDet-RCU|$PxK2reeB_L#N-3;Qb8q
ztKsh~yUpU^k<cr+IZ#`NYQ+=I%ndnUCGjsvBZAjH5v-YGb>a1W*{)=-$(Z>~<4keR
zoct{??K8&4r_qj`Pn5+@*(THHiK~d-htp(UlL=%}(%ofFC&F}}1Rn3Y7z39ga*P?F
zU=4eSqjrv{mTf$18sOYgr({gaRr#Hjy^UN}W<_z&N_!+i5OSo`F?pvJbv)tTl4c%w
z#+0mKT%&AfqebZLNDx7%bSTatND7nc2lFNnk`@%~3Qr-dmFK`AhKT(>JbYxqW$Q_r
zh@(c7Z9}(1WANVP>Tt5)nrK=`h#M{xr+Y3u7MSe1xhKZq+E7m;97dRXxA!Kj9L163
z=7i_a{Z9d&o5@2AT~)XKokRr`?O-cKk;tvq2}@DP4}rrwp2y5KD$cX@RqW@mTd5Ib
zPtB&_nOH*2<tJLI)IW=vc!CD3kbZEyX(5jeJns-G-6n#12J(|G^ChJ_1;3xrTt-=B
z(|W<x2YhMchm00H6+UGNqSwdaywB(!e|U#8{r2MvabJv}bSmb@1Q9x}ce-3otpQ(`
z{V}LXlmw7e+*lBx%HvA9TG#o<;{AG4WU=+xkpj=?OMym~_JsI5a>AAl)>kprx~)&&
z6oo&phOSrMx^`38e<EX@lX77@p{X*~ugW(Yutk)hjAM*l|IsT1^*g<mi?`Xg%{1pF
zF_ZVMEZH|Ga==bjd|X_D>KkbXLVFrP`0Se;PC^mfc${d6M(mgALiC@E5F;&l!LqF<
zeue0R7<wm5!nwcSj25t&-oYz3t5nu;H20l~azOohr@S%Wii>A#;0#4>lIC*~As)ie
zu(|5+@3;PDyJyw<gp(U?Shv25jw)or*2z4^Qv22L%v$2pBHs~_?==a;&5b~md1MV@
zauP4&DQOg1K=6SY%xc2~rZauI{#@FH3*BP(`G|7h6v2JPhmueITa(8Go=FH<knF3r
zPV{(`rN-H_7+iB0<YY95Qc=24?1I0BwkdHVe~YlpKG9EDGJH^xBavq!vh1`AE>E9T
zOozyCVG14?%VLxXi-6N{6oAM`=UChKgz3!aJzX?ui}8Z_K6QRlf#wiro&=o>xo*1A
zXtFe!lbZ=w;c-ba$9}IP13M??cxbVhs*N-JNFVM=8ed?3NO%NH99X)%GIrLM)}N|(
zCdFKFOCd`|VMPXO1+efpQ;jsJqgE6NZzoxR{3hwK!U=Z8GAYa)&)uw7DuWQqnI|Jx
zOX1G37b2v{r?eHOvJj`a(LW}9Xde~3{Q7IhQFqZnWmZo*f>t;9b1NPyiPkNFCNjo?
zxYthordv|~M7^pD-6!`hcrUB9sKAe|C8|?k9;z>UuJOpPbp5!Ac)X9q$hFVyAe>A-
zHQ^;bT1IccF-H}d&)M`aJ=+dGIj}y6un_B;9-0Hu;<TMqjMzQu4;rKQvyF}Xw?eO;
zg_WkQqNy<bjBq#C)0!uX0+pYi=fznTVWfk;Z*u^WU(5YoZ)c>xcq{z3dP}Pb9ho^6
z#zVUY-06;B`iJ+@FszuKlaN{AeL7e~77>z%2lz{9P@OgsQRHZD5wwDgGQS&_+qMTg
z75MMUo<i=ebVFsO$0aL{8^-BHK1cr8Vi-I@@cxDR62xZ2^_Jl2LEiTdr{jqT9ntVD
zgDCtsQ~<n2?lY;z*Py3TxLT9%lpCfCw!09imiEXAB?jRB5Wg!78#^!Qx$7Z&^LE~+
z<a6n;)9kYjoBPJ9K_{cLt0{J~)H_M^yQlasdy>5_Ho5|Aj%Y-}#-H(@m@s|ZQzNEZ
z8xnqWte`eB-{Jq@5HWz~IPzpL77~j<i;F}tu;NU&pD|@Wu~@UHTErExCHCy~Fd7hu
zG<nfV%7sHP43&MrHt)7&MM!4N;8^*b_%ti@A#jvfM)mv2V&qr0HNxJ57T!(g+tr${
zTt01KP7#h2M86Ue^bQV0=}K=`t-y>XcXBmwi?r&EI2cCULJm?(JE`t&ul}t(E*Xd_
z7<O+m5V&iu_OBgV4lio6rkc6bH?c);w)-HY2=Am!Kv6myvWp9HF%~>IM}20eW3))o
zZBvzOqZr6R8+xu>AgN^yiZ_gn_)`|bzUV_R6dG54^j&zV0pxZY5~IzyN=hpiEyyak
z!br;N`%T2d0x=eQb0=~EYRg_giMzplc=W*3>_}?j5xcmu5>aVM+`s<zFnu9};c=5^
z6cfhY37v__cWt=c-W4OB73aRaD?59mY`zF$5UfiV{B`aWaTT#u?=nh!y*Qnv%>O*^
zm5uXhM~QAdk42!jp61v@JSX#QV&<qESK>if*xlT;ao~hm?gQmy3?rkDeqtBVR41Wj
zwjEp|c+vwIW_E&!o3Z|r3WdN&rnL9CaJIgm-i!Gj27ms76fgT`-Au+e>(?Ps+XitL
z#*sKWOgQf38F}_>Mk6M&UzfjV&UdQlm-WP$3Wa}Z>Vb*RI3gIGT7ng4JmO9KbT4=>
zp+?kO@5vKryNLE7Cc92u%bgsfQ<zbh_`}x*-Dd25#&QD#m5fS8^;Z8DWT`7)F8Q?U
zD2ba<yTYq~qYwOqYY~%bf>*z2sYj51f*2Dkk)_7S&WdOJa3>#iVC2G@uDK1<LQo*W
zpGln0ZbAaHOB~S?E;g;fdWbl=T?Y?`<SgvZ%-028vtpEPrnJh&sw6zL-dy(#)f6tO
z>yF~Atn-zoDZ9-cb-eUlzP2L5owb%+E~TDGANl-sO=knISIs<460^2&{v1e*V=!+}
zt?#ag*W?hHIV12<C3Y=toHk!W1-_h&K7T_jEJv#$oG;1nZ}wQof+jb!r(72>J*!fs
zP4G$tNa&d&)N>cUzsu0c9^IQDD7BXV*#S!>KJKe{<F(j@Mze-&p#oeGmD}UOhu&E0
zThA*iJWV!Dcs~xZI8kb9;fCG9XdSpDiM=(yQhEs6D$KzkKLanCxs>tl)-4GEby=nw
zAJ2d5Z~qN^vhaJ5zxe)qe3v`y^Xof2d<D%`1W@f0I)<w&M>gj@_%#CI;(3fQtZIVO
z&##I_ds@P*n0$wKlb^Of5FlvqR>WmW3*bwl=U?xvRq~7@6N=9Cl`qtl*wC&d#rny>
zsCm=iJ^q7{kv6zoNz#ma1B<&G|4YMA(j#qP{c;z<X)>qaLxdqbGA1&nTQ&TLQGPr+
zNvPz2%5lVVCJT1^+5`Cy7gCHCsOy*lAt8*eT!N%bd+VLYqTw}UXh(OS55~_=Y>t;D
zbIo}5nM2pk{YXgAF0<dihyL{-a<~+8(-au1<72t|nLDs`v;V%Z=y<LG?=ao+#5T8E
zzx;9M)nJ@<LmkRb*8=hbL#cy#?R$g?R6GeFoJJlHGxPaku0@D<l!>D>94pr23+EUY
zSzIe18|TIHqaHX*n|xDsg0n7zgQ31fRF6+Fe2zkZ3Ll=CEnkKYgh(oKXA3INwYGM1
zaw5Wf(yM^Z_JT*?qSO})^vEtY70dEfRt;#Xg_Zn?njoOX6glgU`8ihMqF0}IQ8HH_
zH85{=m5GbN6VBv;8RB0PWe0Z4dAmx{RwgMmq7Zx7+SQu*l0=OmGQ_z&4xLq%hP-^-
zZaajn*NNU6;eaaNkBHz+m3K31hl@Vyswmz74K=%AOI?{tp%v%jEbRXjKcA)rs5^Md
z*T^Nvs^pn6G)q_icPjTxaous*(?uB7Sw9oiMnXD-J(_6D*KFcHG2tDbnL8J>gwvdF
z)Y+YAa41dT7B43d==j!63u8Z?p2P8Mw`+ff6vRedNO<@3*_w@;lBPn`cgf3a4a&@c
zIKzaUBxqyIHos6@+6N~J`q$QUj5+T`*(ze&+}WoNpKH2>G5Rj&(FgUQ1g}g3E2O#d
z2#8tudHGOtF_!XF%3xA`cZANwFZ$1C&MT@8r@Txl9Z!d1yrVxvBxp?ANjG=f+Mni9
zK61|261jd*=&G7Sub3lqw89G8%I-ugqdke<;dD1nm^tRNaFffAi;VGv_~GIKo9VuZ
z)>P$GRY;d6p|Fd8RHBHoR_3nUvqE0`l@Yxgdi*VAUy#+8YbUkno6-_JDpzZbF%)T;
z-XUY_YkP&$)E802fHuZxA+2AA&)Y&BdQm8;4<|}NTL^YFhomeuHum-SlWkR8=o>c3
zE2i}9Zaa?g10gv4#DRkmIANry-8Rh?KmUQje8d8%Hy5es6NrJ6VM+Yx7T8lHXavg?
z`QN_jAJp`0tI;OhWKM~ix&&p?-+wH0Rc4AO>Y!_M*$oduJ?2?EW|(+;41+0ameg5r
zJ&x0BKuoy7j1$IO>uR4CPD0*)6O2rOg1-9OOj~FP?tupqQa0V-D|%SPH5-R7!j2|}
zs99~fNiw`Q6E=Bt1KY%dNc68&PH1%_96Umi()jnQ$G9+<{`>kvrUdOq@Qu*ztfx)o
zP&>~8WS`7F>uw&F#u9SOPvNFN$v}Pgf=VLCr-v~a!6?ugbi?>6DXq|D&s}~~{Tu5W
zq%QuhFdyUd01)T9Kbux4{Ha0RnO;JGru;jZr`JH3^x5^yd6B__lIJg?+Y3K4o8o75
zrlTMJ_E3{-_u_tEmHY}_kfgMp#_P0zPkKpuO&Qxi^31u<Z9DO<FipsP$;Z6-Tsc1I
zHvN@IQ|J?(-d)C$;kTa~z0>+Ql!~E#i=I8Ki@rnEPN=c6_(L@Ir$g!}<?!ggzNdcH
zNX3_iR1E4pK^e;@mKcPvc!>+5oM9vv)2N7-WlUpsm4nOb3bfaL->-~cQhU8>Q6OR;
zzCFq8#A*Qb)tp$L-Qid90Qqgl3!^njo0Lp*%D;bw0;?%ikA-QCPO)YLXx`0U0(%W+
z5Pi^3)YaLQh~26<WQ_A$g>$~nj#Y0PA6cdIj#eGQd5QNZFs&IDLcg&x;^{(4O^F<)
z4;!Kt>Ev%=lLQHi?_dAVy%jaR%d5AD>`d^$^fsY?LKf9#=(k8n&GZO0WDcQ5l#aKn
zKRVOWyzk_ncT<8Bvv0X>^{aBQu|}SbZ2ol+)BqXL+CRC<&UVQOf1$f)B{HVc{lP%L
z=A&t=g}AFThx)&e-Lja_-f^NkXk#4)DJ2xCtF_{{xzu`GHC)$66dF#t@^0=3PoGH@
z7FHq51;=-9X-<5m#X8%{>oGqhbyY>R)E+l8L_h3voLM%(b1g{i`=22^bd4X2k!bMk
zo!Y4Sdav1k$e9#BrhHBReSsso%X{x?cRSlf!Mps3=Sy-LA(|L{a#pd1G(*h0?UR_Q
z##x-fvi;9yPfmwYZfK2RBb{~fHkA!dM)QY{g*j`*r@!phR3cy3#y5`c;E;*9=lj<-
z^4%?Y&>3wqm?6oMDe&-mH0xln=yCbl7_F^ba6e-8yrT$YXgc#K!5Dmy3>9Hq)GnJt
zXO=_`I#?AN@y+!a4)hoWH+K9Ae(M@tUFL%jcUW;Le033&+X_}7_ELB};@a*~u-hqY
z7X)YROms3cE?*vuS<Xq>jMAsVGN+n2OH=Ok8;f$)=a>KT;>~H6k}dGXcUX_&##8qg
z2|sS1{;M%$$piOC<F<3kCp+9-Wegm`Oo|ZeMQOiU_Hg#J3=d|19b8I#U8vPf#Wst8
ze+lE3P87~mpY`+JK+Vb_v<>bFLoYC4G^3{Fg;QPZqe7uQqS~WO9#G!<G59Ts?Oxmv
z_^6jR5vMiQ#Ni6y@y-boQp5M?yxDsfXlLJ3&};|aU%wN@zdR@7+7A=1#{(pjV~7{x
zm6e02_Fh~cy}17NRQ9V~uW;5>$0RemRCNy|I_Xlbn;xjv<f5Kv6c)e2&8E^KdZ9re
z!TSC(czeQHc1m@D8;<h4w88JTL)>40*PzFow!0nk)6MiC>TF|l#ANxB{7bG&5^qoY
zk`6-_J4bt-Y^co%12W}%!Td14IE2I})COgu`D1Y7=>zVGci)YKk-(uGW-^GS?TWQf
z!%v>HxttY^6Ax1n!7GU}O8cw6oe>^=S~{P<ZWdjR+K#;#RQ$m7_^h0=wPJj7`1x-U
zkq7T=q%DcpPs?8~s}N2fxr2#lg(Qpx(HWOe|4lGkcr?$#*TmALoJSsfGE$88C+f1c
zuy54oy&fTizrpt*`AQ4d(>SDF{R-0JUIV8}Di6n5CAOEZ9v*qc8`+1gev7)Zv9=ql
zMJJxY+7g55**E$3S?!9HOtKmK+g_RTT@3uSNj>`5{f1CMTH9fXPE7Cc_^$VQf4lD?
zy$|}Mb(>0y3W4*{FOsI=GbD`lsI7vd0frQBMENRf8ii<=&TOczA=<-t!C>T##=9>F
zbI2j1+EEG|DJmgdj9jfxFuqv^k@hiOgF+oE3(wC=X<IAV1xbz%rbzEdD9GS@)t@N*
z8k2C^Phot<r)mEDwYbz&=(6Utb}XiN=9s&OtoSo&Qza05P;4A)GA#ZVC(7hV(XfYs
z*E#&Fa%6EHQuXhBzh=2tIH*?*T<=uRbp%dOh38utQB?kxt5LMmE{(wu@{Oj7J4<s!
z3K2bfNW#p)_8b1{=+cbIwn~Po=v2&2@!B6dCasGD*0=H`>;%()lXRmspmNPf5XyGn
zQm3LJP$E!vvye3NbKz-1CPgns8(uMF7)~0{oWVnhxOQ~qy^C&IZyMiwf+G1ctF9xs
zzxNptZMAhvBU%zt_hjC^?2iycm&H1CvG|~XI4aujt*8;?cat{Ac_*v<ubxVw-xTXQ
z)J8X@kMKj)eurN#wbE2y=hBG;HPSEGg0>97ND=f{wM$)$2^|U&*uF^1u6mOjczdT;
z9MNaq4svxCs?7eV%ooTMrW8AKvEd=V2j!Dl``Pl4OHbv;RTKLFvZ4G!kpv2%wRaqg
zRd4eqN74lZLJnHaKKU}HgyW0#(trOLF*`!kmxRFlPv#Sq<>1(bGmiJH>zjqSfb5tt
zpNsfK3|}GvD)&91G1!EcGp=n-cPMp__c1z)-m}CV)C`ojcTt2=6y|ur%}Y4d1`6iJ
zzSMd|bqt+u&R>-V$Mx_DKGP8#!4Vu0@&1b?&z(%7$F3<!&&kd3{m0|09Sgml^|9DB
z1NlMgq>diK*Bh(ov()w4?1Y%HCmHTs_d?@MrJjg^3bmL)Mq(-)ytu$GFFvJdkYGK_
zyi$%TqCWb{o*wU=N^XhqLh<j0d`F2Eo#rN3>epI$7-cXa>rC4v<F~ftV=-6L<W@#j
z<&h=dVN|QPJVqEjJ_dcMznG4jYqkq6)vU(W;;7#rbm4u;{_yY86tJ+Tw=)kP@&B!U
z?o=yKp{mlMaE{FEvtts;``n3^LY?{*){L-!M|WP*ZmsCV@6EQPB2x(;62#<DK-X>(
zc%*QnZI&p_vtx##^JSBR$vvQp{;?aQKw;1=1|CjgI1MEnPBrALm+U$yrs07R6R|_$
zol8DGUn%ko%|hP@k=^WFjVV%Y?1K|@jzz!y;@MQ67PR|Lz&oT^&!!_DRmMBck~Fnm
zkJNe9yah8n0?xW$fblGUr25bEDaELC%L!axbo$bG+wIVAd6hKzh+^hmYz($^vE^wY
zv^{yb`aR3P>ts}5Bh)e%pFu8p>0wrGYKaQW)%3h-gi9EbV6v&$NN2eHfdUU#N3~b?
z1s?Y$?o)wrM3&ok8n2dvsKb?cp?z$*h>~`Ll+yuYY0D~n=KHuth1_9L%M|Iu2PYp3
z0sH>nuB0=(vWJRJK1+9=N{L$nB%)-y?c+=;`rMIg=WCvaqMOfxmqp$Ockd;%J}i1U
zV=-mx!te#9TM?TJ4qM$eN(xts#<c~%wdv+!`nh$fD7*H~E$Jf#7pGxJp>c$s+YekG
z<(4O(l|sPxnwGuty<3}m7j+L`IBcFDF;V#whs}cs4Qi2^&i~=ky4@ppG<LeL{S$}_
zHoEIcr&_Imt=p_oA4nkxR!3Hts9VkJmVS2S4~%J-*WZ+}nQ+#_fc+CN<i1Zp087vA
zbq*_%8OD{E7EZQGKHK!NgtTiN+pvvKUiv~L<~a_p_8!n~F1qviBqWq%yT=fK*Q{!g
zqDJ|Z#t45@r#{h3Cy3lDkA$kj@wHEc=}^0(`ik@VP=x51=O6YHb_Mk0u|7$2V!^ZL
z@d2I)Dq#!U8W+{*A5-UO0SmJi-IJMDf=E@%KjCFo?s<nk!^?>4M<P;fVS>Gw5c+Cs
zt2<T&?Qb(UOCGW+_MrOXLz5&|O<WT%V_rMCf^`jsVRFLZw?CpVsqKDm8vXV7gzfbc
zO{E2Ck`;I4vh1ief$3HVKZ&yCrJzS`P0V_Z$z-atp&24c2`cU7jdT#S=e<W)%6_&6
zQ-W70PMH3!Uz^XF3ak=mrk42m<j$H#by`=F>*9hoxdtEZ!?N~f0#>}s23p3+?t*lU
z;U{y!4?ae6ADkUFx8LtRyE7Z1<lp_o@omc%cKlS$colK+5!Gmxl`+_fTtskWx6N5F
zHou6TVq$U>lRf03SA`&AAB>NAk$WYXGtV!-N7+nTwM6Qr45d~@>v%l~LQGpOcPKJ6
zg`1^N7f7|WM!|c!!3VhT{}z^{Pq`5Orquf*(FS3oEq?aV7_FNPRoT;v&IgL&ecVNV
z;dLDLwZ5FWAsONkg9G|JyU0ip#C_a@!gbWhb>*Bm&T|(bgaid-XvQ6>kXSnba{H7H
zj%9tH;p(7HP#!TpojYmh#ytf>x!%xksft>9___OCVj3~{x~LI^Dm2IF>u^yThK|d+
z=yfLKOkxckn!n{#dhuom=?YywjA9D>5RuQrU6eYqx*K7pK2UEruzYFBx;r@C9LcP7
zx_djB&3W4<9T3GxhSi$+J2s5ZTIKlKZtL@G)Hh6H$A@OcTCh+r_NG0J<F~$EacIS0
zfsi;_;b}zs5})ej2A#q`4|}^k{nNr~X~3T;&dl<A?_=R{(l>4yqq*IoCj62o!U3Nj
zofcw$ewh3Joit%F{)(!I_3omV&T9Nz9gVK^3PRq={lkb%r|B8ARs__$4CeF{0XpN&
zzp|G}QrjisV!fJ>u5$jD7sJjYY2jRq*3Pxj1w`(qFKbj7VsK(X&R55sKpOVT^LU3?
zUPkR%>3kJJ$^j*bQlCA<V*~4JVj65i<i}85JYAgG`5=XZFN{6!H{AD7z9yzao5Kl8
zt}dKW?#+Lc7{NG9KcaTH+Vz2QCFD=AoExGDxI&KLLFKY%FfPLHwjfvK`-yM4Q2)0z
zQKosx-R<lRwGtZ)NAb=9Ra$qk)!}v|OD^%z{wq)XbsC3uP@wxUm5DCo-!5|Vq@1en
z5<6ZVl5bn=#x^l;&u!|^Y^=;?(|5et^RWYWt7C?~^rF>~O0of{3@G@WMfP;q)=a<6
zSad_5CN;r8BKM!QJ1b&h#FQ@+4XrwDf8*M0Oi6gAe!>$YlKH{+jv{$8j-8dNcyB?I
z1;LFYhDN{b+?B)^6GY7&_2YdfHaIAZ>hSBm@&_lhte;!@@$bBI*DO3CUwSgh@<~$!
zGA-1glLIL=8y$(7u94_?FhCFW<f-R~C9UA_-}ZR6s(px#GU%OE&z5r2k9S09t<D<`
z(MHliaq5kqMcan=uUlJveL!$%!Up{Qqar=`8PErapu<R=4<@ncu|^}_KJh*TJ=EP-
z$em5TJY%giuF*i`D1PMkys|J%^(R4`C1lolZs%IO*b}ID+FI&@Tc>TkaKKuYA3#|c
z)t&B#LX&;`DCc#^F;s6ty7NN-+G&NI)T%n`vU~R8$|U&5KI!cdi`WJ68z`X=?1iFn
zi{;--sAx;@*y(69kJ#&4wZycIuH84{anYo@Qp^Ke9E4~0m5(021-kP`v+xU96jIw=
zE^Ru@b%_8~1*8bTO&Y;VibNg@TZEGoqmUUB2B%1x51D?6TSFtsQA8Lpb(~kZt{O|W
zj`^G7U21@z9J|Mw*KtU=9683%I=}z-yC$C-QLfqfLA6y(u~pmnd<R?Q!QIil2X#ZW
ze<TPbGp{s!=J_y9%jmgI=|)H<!^Y3XX_C+&e(rYfOgXQ0p~y^*lwQ+?21`xb#k{(!
z1A#Wyn$tn?($#Uc70TK+xt)XzVQjXnyRD`0!#CrP3v4){kty=dYna&^jT7l)UJgb5
zeFe%*CbGHqPfn-W>H%|&DeZ9rUslv+AV^%BgEQ-q&(c`XXd0O=44GRs18j%s43E{J
z*)aKksaHG}!ict4Mbz-lI~|FQ(zGGp`v`wWpKo;1Gq#ieer|K*g~(Nt*_HMM65G}Z
zejImaeb;Mam95eM-{#OViwCd$#J;>*K<p}f!`l96y^#+WvFgLXq%bWDOHn`P+(N~h
zN!GgoU(w6n4c?^i4b!Et8G5_+TSTJ8MMu_x9uS54{@WkrB#oijfgUeFle9YEH<TEp
zP&O2tpK75IEpj~j2l_?93hHhLC<a%fUChv6?C+a~`B(|<Wrc-8-Q|Vjdr*gx6S=!q
zUA420^E~tw&D}2teEQp?dj6)bI#z<{%jTF5g{?GZR(<Bs-=Jyuc(K4Sy9;#YH#y7i
zd~4z9<i&H>MWPRJFp<W1{7mmQFe(+g42dDYJxQZ$bT;2{G`Aa6Q&;i-82YG9zq)=%
z((S|hXvCJr_$T;Hr1{(8)Vu2hONhm~OLBJq4*MKMi5QF#^G_SaBaB&w+xh>%XsEl>
z|I%c-I7yqMsh#t3mfW+UOk&R4rcN_~L(bZhG3g>R6D0+n1;IIgP5Sx^sFcXkJPQRv
z_E8@@7;2spIPd-_E!n+4EH+bH^6q-?uRB`R5x1-=9FRc5iyJ7oKYbE?``A0?XwhS9
z5eE-Hh8TunK$ev2A0v=r@lGpfmvO}8IT%Bh%+a#5<;ubSX>3Al<Q5f~$vav)?k^{X
z$qgc-y>uR?V(e_a7jd&qvM5`CyVZi@<+)gHfx^E<IQ!aQyE@p$V*l>B4+Bd-G7k5}
z-obd<pPM~O#Y(oeKnbGP{qTftb<W-bGZw*m%l=#MQNf_B-b2k5G8&p~?`W&c#k2#&
z;%#B7O&vk-ZwW?*KBbi=MDHC>cVZ`<XTIy!Cw31Woox4x-KakniS^b~JNdjH`!+}A
zR{y~Zya})Qw%4ybQB1SzwJSM2bjLbyy1RPcHY0!(i}2gq!<H=aZ}#M&;)?^;Jm!s_
zg=gwNrJY|+YD+x5%v`MA%BubbGqRVV!f*7pT8M_OwSrL@-HnnUp|ys3pL$nF91ewv
z_TWE;ahoC6Skfi2qnWpVBY3icD$C1>k3xd->qowEJT!4<Y=fOrBFEqP&^<9rTCAIr
z??53jj-xU)Q_<w*%~#GDOKm&Fg*`Uak||>7|3*}hTtQdEYm<5^7VHV*e|uu7yE^9l
zX_9rW&XWy-;ynd##WqvM?4yZi>$>M5yn5BL`)YvS-*?C|I}r~V(4Qr9oDE0b+qYDu
z6~A0Sl)7(=!<X{hUKaT6B!!BtkPSkdYB_(}N`02T+s>nIdZB`k;!sB$Cg~g-*Y-Mt
zuCp6_5DgU@hlbot@W_|Bg3olK_d<2(aW{OM<a5S2E_%N?D5-tNrYW}=_5ElNhdpkn
zXl}OVm<T1oHzGKhQQtM%?YDw)US<4tU9_lAlv2dVCncmp^h!9}oG|+<5yJ(N-0e<`
z<88M%%Jb|a9tm?iE|8SfU#LB78YJcRWA8+6l~lV$DYF5l7cC1-hN!5eh5!0^=?nQ=
zP+b(>ZPv7IhZX<zjo5OdN6z42d%Su<L_vQ%mSyF_+3JUPOa}DiGAy-O0o<>n`r0uT
z_+`b(obTN|emfG{*z>18Y0AFdwdMPKI>OYn?T1{^fr98U#zS7C8+791I$ymIpuRdK
z9rmIcn#kovYoq{>kO!0T0t@Gm-)$fm&&a3!HPHj|<>&=v($?nKLL4t-)!h!oS4M0M
z(FV1|XvaF9XgolLc+Eg5Xs2S}n_Nd_Aud}U`pxoHzKenNp}O4j8MgJ+EYssJ7kGgb
z=8%D8yZ)7?kRbMwjW`x##ng?hqY*|snu{oF(bwf?8}PU7AA-T#jVC~A%=a?kqU?Ru
z{&4rgJFw*Rl+;W&?0!E`s-VSlUG~)Z<k82D|J*cAoWt;Zhvn(AeU(FM(?gfuKZKM3
zg-)Qs#GSj}hE{T^Vo;aM_hiSO{-ks%lG0&^6<cfA)9w+dN5Gzn(RQ)Q{B_3jZDlFu
zgAxY`hwSs`<E8V=xZfC;pV5(_S)muR4Gz;vc?0CNgUk}!qS1XZ;vYrfN9_V{;-0%q
ztOcxj28<x9MD0GK%Ns|v%$$ez);Hz&3pf}i6Yd-DNI+J|3srMqdt3D5H1TN8b~cXL
zO35RIfqI}@Y_CpR+M_!=YQ(9b3dfF$ax{+{(Zn{21w-lPK(d48ONa6Hx6Ka-CpFCV
z08bFuO2exzEiFCXc)f5W4`t!<0-br|(le2XTI4&0clG;7E1okR0!_OX*H&}LNkhCx
z(j_fN^p62ti*?sGC!95=>d=_a2hxtqFQn{=ek_@fXYC#(p`_bZuBT-i)qMzbU$*sg
zz9OK)8|bL|G+Wp&agOixJfsS=dU2TDwS}WvGjvRkM<yS@eh!W#sXgh=CkQI8g;l)C
znttzNh|ky03aI|rk0pXSjD$OOXfX|s+?sN<;>j#{x=VR~>ZP47(iqz6e3Xv~j}0vI
z<3=_SjE*6Cv1e>zYN5nWjAJ+GJC-WoFd1yUc+_p!RH6twe}11Xuc`}P^_O&a6lXCh
zat?4CdEsOkuv2TX^2Y2@tyBQ~u^Ue=bP?!<_Lrvg8{Ar-_`+bc+~mTUK9a2kP$whv
z*yuA|D%0?|J<@@Wdt{+i;{o4jvfJeQq2|3%ul;+i881jOrUv$`WZ6m2D-)cD!-|)p
zu>>+%B7)C<3H>Z5v8o!znZAzf5Q(PR@CI7+j+Ya@V@PgDh951zIT0Q%Y#T5CIg|st
zTP;g4m<cxty@&i!a<e*VsNM)#GX`t!D5jpN6|&f!72-rn%-Q}0izx9)lVDkBC^0BL
zGA^YI=j31%y?*zLgl}8kfw_yW7ru_UMO#tH8s+ND_m%Y&E~MK<7JOAr4S#a=VpTvz
zo$%zs*PqN+BYA_qQeV*gsM<ai<Zr>#6mYiGp!j^bCujFXi_mE}Rh$yfqxV^>cByCb
z>WY`ch55__bljOdPjUM}n0i%O-pQ8*z$qXhmRCE*rjPk^j)f&jk%oZx&~PL94$yZy
zAEq&Hl^=;-Xq+~*Zji<1A&-&GwfWRH$h&qC)Q#w`E!|Y78-g(R@l_M7%T}<A+LQh|
z&y))G8AIlu!rTq`Z>Z5D<g3Acz$a52_gCX?_{9o8y^y98EoVnAC88i9liI%ctnG+=
z8TXZiwwPvpZi(;2;XBBuY%Snby>N&4T`Jfjw>!HMQwNJ!M#RuXMI_g&Xau}wpRaC~
zzZ_H;?atATkH`}7o-}n{M_H_ll;}J{@uiF5;;mP+pb_)x01XBP0V=vEOlrgckLQEW
zO57IoufMvLAG+R}ZcTA!diY-^6ZcN91g+VTiFW2t5zFQ3(eH(Pk(A>ks&~U~n2FNO
zVbsj#s+`!-_HD8vtSN4EX|^Pu94xrAYz@K<P~dgMo*TgPl@su>x}%})BwK7U3+8@-
zx?ZJNXo$5?Ba8G=j{j{_#~yC%j}7B9X#U+9oNn%5#4(b!!ISE-vmG0@Ownctq1N<U
zZg8-Cgp*qSpi|!7$tl}xew;pZOUHhy_@z^+_Ib4N_+X)8tL(_x>O^m$e5ny_m=XH&
z+kV;8_4?Z$%cU@OPH#=s%SfN&1cS`zVf}eRgfsG4im`A07I4{h$bw2XKfG{-5u=km
z2?(6MmKvAEhQEK7s`aza|M`!aT8N=k?8hGE+VIZL8vc6=C<EKjKCGV`i}M40ci4KD
z*Ao|)UluoGg54gw)|EIpT6~K~ee#WiM|on}kZxi#nh|g;yBoZ`@G(RMRqK+><oJ8i
zWvM*QsCOc1cE&9UHJPiossClXMt9C!uVmv<BCUmz`uaQS#IAGCl!yA!4-yl*fh3He
zoegb4$8q3eFlul6QIlHbvJHyDyK?NrR|AhHAkrf3Z85+WQzNo<qj7cM)8`F5zF3>P
z|1|eoxc$9%lO=S_D$F9j&gU~_0>|c|zdPC8*LKDeo6DAN^}ovTs;#-NV=VK3z7Kv_
zxHFC#s)4Ok<10a4xs?2tVT-CQ9#|L$8K1#v>xd&bgC5k;W=b=?<z?1w%PmPz8?6EB
zv#{)(UYR=J;;;g7Ry4(DS+2Ug#I)q=0NQmfKwtYg7zG9%f)~-#TN|g3-SUtho9*)|
z*6hEg%J^lwEo~kt@Lcv(F*Eq_U}n<wX34p*@NdiR@9b}12jN9ggT~L1%9@*T9W?1|
z59q7zZDw8F6p+qsEWgBRyYm`*2^4uEvHu`V$8A^r8pfRSOP~dBBcyrNnnd#k7A7i)
z1D~qG`GNh%4^AH%y#4WX*?%Kj?w&Vrfe-g%(1HZz%<K+d+*zvAMn`UWb!@j8sajJr
z_cm^?=c{ul={g?fE4%1#Ss^Z-3*OVHszo??(IDMF%yP|+zMuSF@7Bp*lKB!fvjg-g
z#C*M%nJ=JU{Iy>n#!v7^-5MN`+aVKZ4#goLASXa=-4Pfprz_13+yGNSoM2SE)`o_S
zI#4*k0lp|sSmV$!5dU>T|C5FB*Ah+r3dh1@Y1VB;B=MY)_>Qdu8cj%sErSJHzx7eb
zzfxA5_Xlmp8`$8LR*bd9O2(5%HjqJT$f3*G2AiQq=qDn<_$=^r#y5u6-)-VMo3Gzd
z&)MBROJdtyNakI1EH|oBMVWZY3CL0Sb*-yaC|z+j)JAS^ub+b9s3EXn_1|XhIu8cb
z<h9zCt<#>J?@g8ebnA185l+&nLVym$*M=%Ej3ALJ!`T;ntrKUEAwYqdO??>D>A;Yk
z`pC$3iHLo(vfS)2SWy<H9r|c8g~J_VWfss)WV^Dvm>f$x*ZzgjHlVX)h%qvoa{cLp
zei-lJ5WH}_#MY*ampOCpC-+=#LFJ6|>0+dT%YM|;C(1|>a%>qJ>FsTcw}odUtd-f`
zu@dO%JZ632yNFw?Zwe{Q@Onen`fevz#?UyNvN~NQdej5hXvIQ*hAo_q$D`h|#meX_
zo{X%$In9nM3gHB9#k$uXDd9Ku<0h5B8tAlXX9Vw#^K9#&MAxX&_L69c@8f!FQt9hp
z=MD#2-mp{Ci;l2KFo1S4vrH0&ItT|1#H*huoL=ro9Zo0R5`*L>=>b5$nLX2R>b_pM
z@{5{X+RHO(p#6t`mf#PqD@K=Y6Li|5oo){Hw*@68vcETUF(M0-hm?9feB~Uk7$?~}
zauo3-q_|6SzT1>|-L2aAl2}X1u%XpPWfbmgDKZ*ycb2vc)pbAwzG)OLCsX$TE0}eX
zuGIyNo^}>X4ez}{Ln>&56bG|Ze)cZ`pEBuyE_%qLF;*BF<76R5a7b2vshQJg)kXbL
zB$Ef}*cppHDX4QYSdIOCw?^cN&&!89_Yd<O<H`(7SUsmZ7pJ~z?kDALF5k7^^dy<*
zXp|b2m4uYO|2FxU((xu@&_*UHviv*x$9G~3I9e@cj$1Ic=KFQ~dzp5<Mz!dr_KGb|
z(H|&eFGIxp`A&q;VX)p|oj!Ox+}Uf<$x8aF*(KLIu+V9++Z;7fwzTT=IHmJl5HHpN
z6Qbq<um!X^LW6m)UrQcSla0YjJ0(NIf9-6NSXqj5*|Cqf9h1BC?=T+MA*n=2urtDL
z$Q7=|c5@oSDlkbTMv9Ko2n!goAMY%adJdA2^LyZBpp3p1c#a!7yki@V>t!}GfsEOp
z7hZg#^NgPlj<5Zh*!@?Us6c48Hd$f|rsXcoF?S^Twkt&N{vH<YpWK<G4cQE@3sP&k
z110|3;hafD+{sDF11nFl=k81}j?wyuD3{mq;Wj3l5(&cWNMm%Gz_Ogeq_eqQbJIA+
zdR>8UwpKG(1dffg6GouW2Z#~wgQ9HBw}2t_j0x&6t#=9jOTOI(5loswxzRtxq~*zc
zMnF9%jH40C%IcrfHD>z-W8+QQ8rEg~mothPy~k@A0=m>bkHd}N47G16?y>8n*p1yY
zrt}5faVfIDk6ieFK8RPrUc|uHoM-C<B+F~|9izy$I9GP;J5Vm4Grv7k-_GG5HCgeD
zR1*x&{q1j#tsu{le%QQXaFN@brmj3N=;5&o9|(p(V4rHbaP_dr*-i~{A8WUwEtLgQ
zfl{wRuf6vc7!Psk+ALmA4wm*riiVbj<Oq`*`V{fr)PPEtUL&$MwQG#f(2d1<4eHR6
za95OT_lJNGrC+uSPwp3Thx56d(mK4va_B!!NzTT24$EAeM<3k7jDPc8(bCyrDRRHt
z=34j(6Tvt#X5KR6PCA#L+0P!bAUoT`@$$t;(Mka3$lY=MBJJBhapBw4$C*gfe;?T_
zP8NiZ%TgByTg0v!1j=6I&}?kAqg7lVP?rZ|DX7XnVg0clm6f%k-ip##h|=y>r%f;z
zU?S9IV`YUHTUzpn{{kv{%M26pIKMyQ%tdkAP?|gNb(}&-z?q{3s|<I}T~QuS=S8#d
zQ3tSba#&IDv=DW!K}rf;xH91(F$%Fa-1F2?^bXDhkjQbfAWuzOkF+c$9ox1{+%qn*
z&77sXA>xL@)nEPINoMLLH;Vs?JKu9he6Ss<!fw;s2D8njy)i#X7(P?Fl~{N$e}$Uy
zPdewBww=c6_l!b^3(bkR*M?k@6rA^dn&z{nd~mr3J~4yMnd<_HU&xR`i5@_Rw4C7b
zRE}^XDZF!851}eb_Q4u_!PNg0;Bmkm9;@FKgRagQnJ3gCQGnn=nX!8?>&h)JbzpO(
z6F5sq!Q)9F^q|cw+`Y^2qjQ!cSQv<oY`C}lBm*BX(`Mw`4cwMD>o)|#=9asO@uI{L
z#cw;c{BpEVk8zy%7*G<=buR{an_D7GZi+Tq60IoWo$%4BW?iyd<BoT~ES`!oAO&nV
zE7NWzXHo6C+hIeM?H*DrvR!{Crxx}E<MZjPpslCU?%YRD$WHeM-7P(#1vHuuc9l<K
zew)|5oFZqucp!|H61QKC*>Ps-gjBU2m?jSCb5RmZLQaFe<GTC(!nt}os@FzC92^|Z
zdC>|`s0o4gqV9i4?ay%L{^|_jae=Bi50ON=_h%*+=l=mLLDRl}8M@p+dhAl9bO@!s
z4n?tHZ)ryJ79uqXIL8?1V<z+bta-?qjVqg1Q|?OOa+NTvs)*LANeFw=^xG$Ldi*|4
znqUx$<g#wlJuGi|p5LV&;>}$mRfCh5C!9`Ua1Y<yax(ijuHw_%KFi0Zuc9>dDK2!B
z@~PO9Jo&<F2!g=1i*nc<Sj5NkKZ$$uONfaPnhJ~9uWAfd*D$rejU1PqH#<T{xuQQ{
znJk`r{)95Qk>uwuCi&S5$egkOb$mUp=U+$cvA(M<mScJr;dj6LT>yMO9~(DrWaGw-
z6crVblauqFYtRXTz>PQFc%+JHu~_~|Vk(7U8i=NVnqPus3Wxz4!cZL3SA;gE40~%U
z+4?%9mtG*$Q-ZeQSu*YQcye~3P8f$+H382{pCx+yPx<9bf5tQII8NQRf@@bjk6C&O
zC**th@4-{}{=h9Pn{*)yTl*N>aW~gw1<p32oISaTnUjtuIdmMcp%BdpkyFpDW&7(7
z^2aq}arX+`QMHj1Yx3FO_ZfcGxSXHve1T?ngc}#1$A6!c$Ayo^_*3~=oWJq`qGw#o
zXJ^jl=PkRqrEMSAp7k-VeqjqU%5rhY($TK+_nnYP;kow-GN&#?tFIb;QkF4u1L(N{
zl9!!>=XZ~j{OrdteV(IRSc~N-I;LB&cJAEC&Ye3M85ueF+`zy9yLazCxbNNm?bxy7
zD3;n{vHU&KP#C)RK~4!`Uq4z>!(EmH!$c1@VA?=PXGpx=%+RB+lE|5ixnTpk*+qPB
zgrWa=h0Gs*kLD|9w`!6~DEy(kiIgC6@tge|@2TXry9H{ei)3faWPfuDZ&qj&?;7U!
zwmeqWh#a42MjT9FYl!1Zcsa3XkPXdQPCRZ7^YTl;2C;A%e{O!9UUw8*TOQ{$EoFF5
z2Uq<0P7G7$)-#H@bzhLAX~)*NgPG-(>=_<rplJdH+c$IZ<SOpju>WXR_xny5iQ&2X
zPo&R1;ZSh(H%z~m^v6!Y{lHV8X-Bqz7Rxc@m~O#ZxNsqYARO&tSS*(Ji5wb$p%7Fx
zA@AKub|{XWG=kGkwtO<S-Fp~(eG6tZM%AZgG8mpq;Iv_UK?9NFuuZxQ?K_v!v8jQF
zGOv*%x!D!U^2~&KPT#VR&5!lqnP12WlY`v&<Rrcn`ynrt&V{SLh5X&m@$1Mm2CJ&b
zdFy#n-6K2`TfpQ&C&w4A<=WTA@%x%pe6{6bIvQ@}8`Br^^*6skSok^Lo)V&dFw5PD
zT=38jx$lDOncAfAg|-v8|BVM2`S{Izaoz&HzkM5bMus_c(o{aTtA~zAlB(eUk5(LM
ze;2N&my`PBnHYt6?|H0VUW_t-I_^hbBz5r_V118UK7s_(8a@7z5DJA*RrP2W!*Ub}
zf<Q@034MKiM{UxG|95v{Mv~B2i?L}fS+|IDFoC;JVR+Hk2><GSY^N=vpumpM6Cyh4
zWE_Qq1mFGz@mbekhytD+57Om2jrQAb!<<ybH}Z~06V|h0XD^A&WI9efpC{8^-fG*)
zg@cc9@tNndrqRypJD%p-Z>IUFI)*VqntAdN6?K!4Ltbo|5FIBkrhU&!P(6IReJ<lB
zJ;kjBB`jUDo-uuw&~#2O*L1u2T8WQcZBOviQ?KMl>l1ua?_fchfl@V#$6kDn3tdiv
zBO@eyLAFFQG=Azr@CQDS`fM8r^U&)X=n9XpWYSnpo;r?z$932-LUaV%)^$kT9f+|A
zs0sq$kR?*Z<tQ_bLocuX`$3Rl;CyK{Vt<(Q$4|p_yWah{cj0_#HKxr*cIljd`yMSH
zykp_J;b^njY!no{zlnma0P7>d3a~84!k1|9Ti1}xnZS2#GGA?8!K02UK2^|1n=K!0
zW0vZ#eHLe94f3)T^#6GPy&#B?jgTv?#Z?X-Z3jkaJ<XDvHBp$}qmg6mVxxBfvn$GR
z?rvpsdI4SYYI$hSAV2v`Bh~-=JH9x+8_{_q_8rf1o4td`CqBo@*B)U-r-D#Aj?0rd
zEK0Z0amoz5ZLhMb?6dsz#UXATw~nGS7IDk3)({RE6cx8}%Yu*dO+#Y+uDdy9`i1oG
z_Hs|(Z5U$~(@|2xUHe<PMG%Ocd^*o>-plcOH<LeUJgMok;628UzAMv2h(|$H5ex%N
z16|j6qiukPw(KFt=i%aoGpQ-cV@2~GUfQ?=C7on`zJpW56xD-0h`s>o)Y<4&V=#O{
za5zY$Gbo8Ha_@c$cWp%O?L-^Xgfe#tMnTcRmluX3cpiElW%_uOIg{TJgqhpgAQXj)
z0;tGGa5+HN5r+m52YQhDda%E>7Ipd@GN+#oqJ(Z3^bAGl2o2L28lf{ZOjgx6W!gAq
z)mOde_*%;c<5>7^IGTi!7|xxo<b3Rm_xHM1fc4Q}1z47&{Uxflx6*UxZJ?LpSUR5C
zm!3e8#*kCKmzMStUU20hpLGJ~@8~D_%1#2;Ovj&ChTOXgA)6r)oK5(31L@+6xLn#q
ze!@+USjf^RmNDNcuyp!9;w>@W_E!+^nakEGGS{7dF5g-COFr>jAHQrE$M-+?aVq=w
z;#mC>Vp>B;Z084RlqXUR948cWi_?!bzL!n*a|z6z#0__C=Y(371?LxX`){H&C~Mdr
z+0GX(yqx>fE_!$Uo}ZYttamo?U%A^!oO2!DdF4eeFD_wPZx4}^Pvh!8ujBSIC~ezA
zV&P)c((=PA#?TRB5yasz;>ZwUs2{1f3n38$LBR9}Fm3kHjQ57gitT%;@j9q=+mJ<p
z{*f@DSadWP69go?g8|9SE4rIyngdgYpc^Dn!kx8oQp#X~Zej#{*cA;;)i6yH*@#mw
z$8ZV;Mt&`3pbR0CCH3*s-nC26+_Vo~+6Z&TAn$0#*0~2MJp_`7QCN&VwjRByk%(j`
zaNqr;lnDDwFA=4HOilr@Db?gOR#H`%i-5oj8+Y(_OB(^VfK7}srM8OWCrqchsPqVZ
zLO;6x`n$o{)&@_n1xbV@lVHXe1nD17))2BO>|Hw%(=o(U6fqUUv^hx3Js%|75x9$g
zl3^gk5{Sc5Y`ga(@9V<wc`&ApC-;;^@9Rq)(*c&EC~Vud4S;FWroHE1HiluaY11YE
zCQqJ>&2|jEp~nC#z_J|80BiZy-8ldF8-hjU%+Ek7pd)whL@S&^FuR7m&E<G+{T3^)
zyO)W1?TjngNp|csGF4MC$IQXm^#<<N7YHx@5nFG0o44!<92d;y{x=55>mSSA4ZGN|
zvX#lTYp5Ma@OXL#C(fHsOL-X&?d`<~@8+g>ANHHSh2VB0^fr@l=J37We~oWMLlihB
z(HV-9PA3^FO6cXq{HWx+oV2)~XC7*$#W{|P&gkOVC-RwC@dnwQyNF6Dq>?(e1`^Dx
z{}dNCKSR@Lr_vWF<0~&b%~K91iTMlJFS+>P${qaX#Bl_ld<0zt-610m^o}lkElHUE
zAco6}kTKEAD^aIU!}J~At(a9+uD$zlK7GPmCRP>m=<1hwZQFXzoOL{B&svDx?ihWa
zQz@K#TR;#noG!W*jlH`%7{9j@hs#b+V;S51Hu{ngHtcT3Wp^;EempbE#_)&bn^{m>
z!r6>q+p!5Fw*VtAA0wv#BPS2j?L{0OMBKg$Y4di3+B~q^(drt}8YiL!3o&=^!Q9_Z
zXiF=ZjsXw^oc?@@R26w<8D@GP1Cl^StwipMvem8gxG%-d%mAvY;`SD!WZjG{2vVJ^
z(=pgbT}cI>T6`KcMP*0ybNf+}+cwP5eJ?_FA)GT81YpHB*w_lS#c;}WgtB)Zdnd+1
z1fRW~%-A^?-XMm{kKqm=hr4j?SV`o}FJn57!ip@WiPYVXZQCBCjvg=>{i7w|#mMoa
z)mNd_R)8dZ^tuRNef3rDzWZ**jT^^JH{J9PkN@8HzQ>LoJGkz;>zFgg>hu3=R)A$W
zS^?H0t2eM`Uk5)O+=N&=9jU(uwPh_?TLq2<rHF5>VrSvm6zzPHys8BErz@B`cM-LX
z<(MVoaSv=ji-&P{K2NM@CK0WS%%7r|ik%yL3pw$G3=<lf*!Zi*`J}p<t%997&Tce&
zJ<Eq@aKAsvFBhIjQ0hTk^#a+ieglOFpTGBVas%Jvi!=Pp-EbA_rr&|Q#mytz@8aXJ
z44PA5pQ8q~R^lbSmi@g=l$7mdxT}&J*D3@|!cv0$u`Zky0lqN)3NF}lFRssim)qZ3
z%`CT@Q@T2do^>8Cz4SVBH@r;o*g7N)Bt&B8T!`G-jcxNT#AqDd>qgO%h^_6Irz}NV
zGXG#5Dw@Xizk7nSXHTHDcL!@*wsX;flQ?PGTtq=cQ#3r??YOpYLof_74NaJmgqX=7
zcJv`{-itZ03{fBb4iErGMJ1t0Q-}cT_U_=dZR^P>S%SU>BvIz;=bnI^jE}aejf}Rg
z3CRSy=|F#@9ph`Cg8V$pR0`It!+hgyG}C0Q=%8&VLQ$>{-Apht9HJ(kA(&Aq)g9ca
z%Zzhp*eA$5Z1XV7<KT*jot+;W!>3NW6iJkbWiniT&mTx9RUY}$<qVF5`0hi$;r1)P
zMxH--#6G*nDl?gZ)jQzr-J?&~WT?o8>LM6hicpgK&tGd_AKbqj-;5>_OU8ls@G*9#
zX+mosJh}=d)xepv4x4-?54Pi9b`Q~$ufcE!Fzrr|56z#m_3p*D;y&V2FG7f$Xf@>+
zMejXH;-4$HiJ+tpww3{yk_@7V*gu54trKxLiC$KOI;jDzrVKIEhrD+ea_dgScnniI
z)Mz6_Quyz>?>{fsUpb}&tXpomg^e3Ga^;m*vUKUve|Y?g6)X77Z+^q<*|WL+`s<HC
z2|qln0LyYT0<7OHdy9ccjGGHV9v((a+R&v0`YX?{E;fxR4O`jT>tVdyjxPFG#YDWB
z5sK5>C=kGAcj9wLapZtrd=5fxk{6Zn_)HyheU@A`%$WJJ2zx46XLm5X{z)#>*I|=O
z>C3fYc5dbE!c!=&y#}A|A#Z2}>fYD6-oKj#6Ru!f%{Y|8GEVD#1W(U{tS|flLc9d~
zuAA8u5$VZW%K3vUXhq<Tyg3ByQ%J-_)chfyE{0WgK_1z<o8?<KB8wXTTbo1Sq=i(^
zo5>YVJj%0n8T$642Xpzn+`yMlokMxRjeYN4JP$ofW=tLF@_dZ->me3Lm@^A}KBR}A
z#4t6CIWsV3&E)!3TW~qj^bhajk|n1zqh=!Ox3;l%(>}so{kY>1RJRAi>&NADQ(Bxu
zRe2th(HOI17nv(B1gGQBX8|ZyvSglq5~aL?<c!&1v$4ISm7hI%Kh;I!3B}+im!6IP
zuLiZ7eZz3av+#`zz-`C8=RO!1M3_69HF-tc`T7RxOC59$?4c~bkn`p)LDt;7@ai_U
zw07WE_Hc7DOG?V%3+g;yl*9A72c_NMyI}`Uoh|U0b3aK#xEH}txP9{g4{qt^=1b1T
zXA}ADbC2@B*L(}d-}F$Joguh)859KIlgA?j|9`GuYi@0WS2jaNfd%7XZX<%jhM85N
zD+KL>(A*AL70#cJQ2);ERns)ds2QB53=ge@a2(;vlPPVgf6wm*(=_3kwb0y-c=2rH
zcnJHBb=Y^VN6o7O!$eXPOic$xLr^uyW-$tzFarUc>LyZ6r$fJrkj{`@FdeO_?q8Z=
zDi5~f-t-buq#r~HQ?et)QwXUnNHV0eqswsFM9h3QM!=1!Nf_Z2W?Dh3X+o<Xhc>1O
z^FW|(Dk|K&4AGP*`TnQ>jd$hmJEjAyFMs*V^!4>|>#es^US9qWkMHT};ri>Zr?j+`
z+itt<2$b-{!wRr0M>4=NO_MvGTZsUC@ze$QZvQSLljhO;+BTl*33I*KPP)F1GHoa6
zz7V?MCzQ|$Dt#oyV#403WHk@v4hdT}iJ=W4Ipf%keRNE^n0?+l-fWloyd1(G?<O{3
zDcOLNi`RDW^MW3x^}I%>-_K5GjMGP2=?d4g#Tmk<N6E>=DbQ@VB_B3N4nvM6!sC`O
zqdtaHd6p6JI()7->03U?jX5Sp(a*WlyoL7dz5F_F2}{nL&7JofG>jeKm*qOCQ>XGw
zdz5cJ{zHlf9sJtUPU~6Ur)KN(6n5>Swz84PWmnQM9OrlI*Yo`e<M90HWwO&6F@Ap!
z=JaXk7hZr+_*dN%hJo|RWn@BKJh@>5Rq+U}S&alwIh8w}Zbg<IOlT}d*}H))ds@)*
z3$WSjG>siYLw!9#e*yZ|y_9X;$z8r8Mlvd*C}5i4u*-P8PHHMk8B>+R3@Jrk^Cpzq
zQj#+lp(60RWq)S%&K6X?h%cV8m<8j;U}hA!`62k~xgdji>+J}qo<wTeRDSm7R~d>&
z7>e%Xq6H_gbn0wg3vJ@p_pc-#*BB|#P;A|tFs_j=j47u2(P8$>FmBH#R?a+=<`d2)
z)4YPE53b?6_B0C{Z7dn*CC9I@sXxxcJ7umNH_S?@ib%%84?g~R6ivhLcEFQwLrV`_
zeF}u*qd~)jDmZ5jg8l!;P!V%)FFgD@R2IM)vk>zAqdN=(A(<WR`r^R<(>56+o`NUd
zf}t3kJ_njg!6uV66u$Mu4HS1~IekZfW%W^pC*(7!d=g(g^IH1*`!P+EmX;Qx(I{nQ
zWfT<^;po_hW95rT{rwP4podiCd>NZJLnb&EQ8AIC5%fR~$Pz|=0P=iDk$%kKE_8o@
z%o!IDSbjI@35&><O~J8xBl6yMvh$~*&Y1A`11(L(x%*9A+h0c)-RQ$0_6#7&b_AE3
z<g|t8CFM9*t;NU-l36kfBmwt|7qD-51Fg6eb;fjLbp(5F3rgj9(i4}U2MRGe2jSN*
zVoaHWw#QG+UGv|)4F9HMI>5T*l1oq&g?sP47mw#3=aNY#lYHhgpTX&La{vAJAAu5n
zczhTFthf@VJKjxWZljg|>;rJ50xZ)s`SIf~Qxx=b#fkG^)hqmY&3ayKft$Pn#jaLt
z?J**<Kt)A21ARGkMn~8?Qou5~ny=(UNrW71NR+ePE%A*-ducB|hg3@hW91gcOm5+2
z_X5gJJcAN@8)Ke(4u?L-PBDw18r0>du|?9@lpx!kDN?Qx#)~dgc|7~#WB5&hlap$%
zVYBoUa_i&NB}P~p(g~8sP}5?3MQhQ8^C$_l(6>hA2U7w}R!`%!iY~f0ZYLa8*nRxT
zEL%~<*|jZPe%cuH>O#J~wvDGZ{E~a!CHOXMqcy*p=O#_!mktO1h5$-#FC%ZJ$=@@K
zeohhQJ)7W@XW$=5B4`j>ycA3)VtWsXf!(ZMvxDj#8HyFKjmc%Cvm0@^7n^Lb-!AdG
zq$3p<v8SjMzuUuQA3Kxe@CaMB??hX(k+W@H@-I6Pm&*paj_Gisdh<v+{3I0<-L&)i
z@;3>ztY)g&g(|pc$T3M>{4MmH650lO`0-=EXE^C)Oi4B0RbAL8)j+-t^H=wf`pjj#
zk=A(NwYB7WQuy5l*Uni;SL;fCksKlRh6hJofPxyG9ijDndeIcx98GM`M3`;Q@cB12
zJlQO+9d8j4T_l!PQqkE@*R~=~Egi-_WKf`baF}*PL83RLk>k)X)eNS?$)dt4PHi2c
zt+p8NnX{QbxdyMtIr`atb0<8%0nVL^Fl+1w_F4a+nSI0Xhn3*8!6%NVcXJYVv5VmN
z0Mbw#*Xuhmg6>1Xi69`1q%l>2l&2UyrXlQVhLI?$kY#&p2eRa5&?(b*+60c9F&mrR
z;DzSriK#KZcESy8+O!E>*Qu?oC9-K9fj6GVt(Z8ZVg?&35vNR~ZfF<M)?GwL8W9sI
zWJy6;JQwWpXe(NG7>onUVuc2g3k7Uq51CWW!X4R-;c$~!_zBProG-t5AO*;&m>&0G
z_wU%d4)@B(&{QwP(qQudd5F1gvUx>_Jzd!L>;NN+o|B82?**F;)9yg8tVNwRA9wRs
z<iP=wbB{wUF2>%q6Ib&J#EveEp$teK1YJiKGuVIi=lAvfJEjAy%PzZ&OeVvxe)TJI
zbN_Ll^6>C5*IaWAcDtPiAAIl#l<>pjSPZb*qHX-X`S*0hIxtKFzuixsE02y?2RF^T
ziP~W8(JtcuD@P*0G7N(o|M(mgIbN<hV+no3!=!KiD&Mos;NvB6X7?osc5Ne?@lagT
zgJ3G`9kR2lH-{~~Gbj{wyo!#qF2QtfFTZN9rAUyOvbc)k+60CD+t~4Zg0jM4s`C4Z
z)t$(;x+P40^9?pCCCt8XGZC)fuE7>QzxM^a?M?>go<&39b7Tg+B->UXGL0U25}j3_
zq4B(2+(T>l!<yIdZ+?+;lLj{LO#H51Y~#yFGmGZE+gZJ6D&u;~DJgUCc8|iMEsyYU
z@KiPq&F2$^Zy+}9WJZ^hy)he;`&UsEH2G3IfLHZ%agmFuNtqpfk<A4rk9(){zuVX0
zzhE&!lMl=Uj<!CWt3pJ(gS19^aE+)$B?taF6DU?vr1tjk>HG}xKo`Qkem-OOFkQ4U
zY|D~yizGFTwzx(|el902sbXHg%A?~Qyt=%bi<d57(ex=uY8ojvM0%)~_U;yfBR%BW
z9GJ7tVpD!2cf7Qk(hYmKvZRx>6^(2xpTN}8a&q(xPd@$}pXhMGqAE()uI2XnNhBOL
zs@-<_LVNhc8D}t0FlbrzDv#|8keAJ}bX+d`Dq}p<x0^{z&SQ7L&Z4{_f@*}V9VWv{
zmfBr$uG$(w9d2e&HAuQk*lt_MxSkj<O|N5D<vxmBgM^2NNr@(dJr2@Qi3>w<7Ah{9
z7bFn#O6ia1vu95hx6j43m!Cy#VFhd2bn@?chMqBF*f(tok^r)3lJ9~-k4cfoB&LV)
z+C{3p|NNMxcN0}I1nkcD<^Lg5QDNO)ShXE&5`26iY0<;hA8sdSQV=bn5nI!b*JF}*
zb`ze8V(fV$lFvlg8AXWe*vd>?JzWSQWM<Z}d~gdlJbDA;?DP0^!6~>M61#+cniD;Q
zGBIW~PNb+@WZ4@pbNz%b6X@)vVDs~ck^`4mjA0MbTTn~9Do%ahazZXY&y<uf$8a-A
z_mQ5wU^KAO4X7!E(maF%%S4%)j{8r~qO}bn4YVKzZJ4Lb!qLBn=;>d;w7ZbndvHCu
zj9oM8xPNsA6APT2D{jS=H9@suG|oVfo!EBlAyXDXviBnGF2oT0B&N(p%d5fD-+>`I
zP*0d}@U{O!jK^?qT#p<IVMJAu>%wSq5vI2mcQA~QG@;5v&dr~CU*5yNIHm)v>#n<w
z-riom@|CYJYu2oPc>KC`>$vsSTPZFs=JwlfKLREEa4=qZk>REZDF0xpt&m6}^@R}o
zLI|3UUXY7Xkb{wzGdhU!eUceSvhvkeaI}CBSJ~`dg(`)p);*LOZn9@B=HcjzOe&bf
zHIqM!EIAN_|9@+`9cdqQfTig=U;q7+`1LgND+)>G_!)TgDRLYhe&Y%A8BOM6Era-^
z6#X%cnx+o+x5{kVSIX{485NS3n3<wqjFL68%*cr{#Wlcw-HBe9PgJcSEV!7G+sC*>
z3z3MQ;<5;xaxE=M7qe8IJ!6VlQ<=~2JEA-^w}Po}y+$IFMfIk6B2d8O;yPx8_8=HG
z%#kn=cQNX5i}6*|5gD#$`R4D_xN#NHf+m_m3by%E&=Qk*BD;dtx+3PsYj70K<jt^~
zuZABZ*&QaE8AF>d&67DV@r7O+4+e9X<}x@fKgfN<K_2PtASM*@<C7ONbMYd&zI!8g
zJ4=}G@$p=oGYi+|PI!46>470O$RSFm)bV3g<f=1|=aCg}vi;@t+>{ewl0BCnn(cgJ
z${5teOX(`rsaW|c@#PA8#+IPhiB!C`j+$Ljx^#^lb8Aq((!lP=`q{Uko7z%1UKnAT
zuAtfri5E`f`A91*$uJoV0&YKFIOB5&&%H%=Xb)op8m~+}jaLSGxqYj`Zg)Samc2YU
zshTpchl`Tc6ec9Rc>!{U5`>1cn7WAS6Hpdq7*<34c+Yk|TXF^Y;RxG%y4W&kl9pZI
z(|{PBc!I&s1V1j8k&I4$+h5FS&JI+!Nu#}jmWondO;r;|W@4ksxP?h_9&Kl3Oyl>i
zFcWHQs7jVlQo%4x@{}BU+x!>-CuV_&Q&za9)u7Yw;LVx>3Oqpya`SO}^J!6ZvQiEr
zHbg;WN`8P+zeLuqaAJu}p8fFe97WgZ7#XHDJcuZWOe!rykl=>pf1<Ok4^@qlFWLx7
zcI={r%kE%ebv;vR8fdC2LUyE(&0JK)PFqKa&YmGk3Io(u72+`r*xe0lT3|2=v+C)c
zP{`Jy9%3&>Fg9v*pES&nI7EF+Wa7lhl=oNRd~F#*v=c{R05R(UTxj+JgoYW|P7Ux@
zbTjw7axeR`JNe<9>-dxK3LSDExt?6gh6|`kR8W(uWJ9P6U6*kO(wy8CWqNjmSmiXt
zkt|yS#cazfVO%823F#MT@hoQ8(?G4Z371{rnPLZ<@}rzKW)X7=$0G_NrmCR6_&D0?
zSCFR6#&-NEczgO0qY=`f49+*7qwS;__(!(#r}`q&S`ycGjis#yg?TbrX@p3>!lq;)
zZx2^6CRd}bq8nG#Lq#GNO|`MoYoO)C$#srU<QZgP@$rbMCL}>2JFW^L;6_Yj5E2>0
zcm}c>>h5mT{e5VqQxF^y4%ZN(?nFCz4DEZ8%=z+(@9THsF&$vtbI(02Tegh)`g*?i
zz3=_QGz~Z1bQ62_>|ycZ#aw;$)km<T$F_k**MqJjxE%<=076j!v(kg8WDyf7#7q`F
zt)iz5w2XnN3Ye;i=#!Ci9LRPPQ8rQLO&#qk|2Go>s;goQukU5Ox(QE_2mgju%oj>Y
z+6&0wr!^<e9=U@_J$*bhHo~Q6&tN3mPh;*FJUJI4NFPi#>|<Ugi~F&cP#bIhqx%16
z0<2UvgCt7t7)1Q{#0E9?J*XkaWja%RR3zG|i?(58ll<Hj=5x6nT#zSIJg0^~{-K3r
zMx(@@B<^e_pk{e_T@{<tg;eKOlFctCMTWEyWmbGStx7&_!GoJDuOxl=@*`Z5Kgfty
zhv(a$qwDn+>`&~VaoRR+aV+8sWlxj8Dvz|Gked_7motLsu0oCYX&;bD#`jP#Z#G&w
zLqPAxEA<fV^`SXz<d#KH7Jiyc{^`i!jjUg@3~zWFwvdP4*88|RS<hX$t(2q-nV+g9
zXsVQ$IvG<VPwS;sXe3}8;I@-R27R9(F#G`5?{DM9+4BjHoXVeG`!OzE=35abO^eT=
zZ`NYuH`Y_Lbvri6&C8x4T&GPU-;u}dPp#l<LAZZ)8_{TrrWq&EKJYrf$gQM+QkMDV
zvw5JOfmj&9$WrVH(_l|BIhMgG3Eb-(hgU10DYKG^o?WDT;C9J4@H3pOBBmFTaYT^S
zVO(}6zEdX?2zUu?U&Hr$w=-kH0zMNq*qN6{&d!yr9GSwT*nX7KBttiz$n4j1@Ndns
zF*ikJARpUnorKdGp#lxh2|7Y+F7-QXWHK4{CN$n09HvDzQEYYu70O*+Qg$6xNYSfw
zQ|Qj(c4qj7Qy`=c@||!c<1%Tc>1k%$vUmlPc5+A(pq40a>vr}zWrhXVqL}#eU3div
zQ#VPcvZTEUrsN8Qvo6kD<fg8vn1Yv*m|ls2X%4m~CGPJ`kZ%MS=na!nGN`6VOmicd
zK8g(oi9imXyc~+kRmL>z#p_Pvie@Qji=hr0YzR47HIz##D<erV0k=%R<wueQR7t_-
zQJ7wwi=7@?J3Hv=&XA5tNJs>HHl|m&SS+~l?NcyD6k?{yK9@v%az1-K!$gw_YNb*d
zR+nP0^Fm!QnT<L|myII1jq&C>(xyPGJf2E_J$fR>kkmt>VIKi4M)j@;S<hr5C1Y6|
z+{XSX-Pi}ioX-pzJoR`gtB7g_8wLm2ITR<JN-(_VHGY^-kc>DxBnK0uLiB(OTy{h`
zhT$CIe;Ur>oGk`5rpoZVTDA@cDbHqbc|x>1QY>d1joWuHZf`ej$IoEXtZIC_b}?o{
z3poQ3w7gs@%f|C)S%zzur|59Py1XoO1P}!oZ@@vVsxT&-ATHLRsv;THO;B|qm?B}h
z2)Usgw?m<2Lmom<Co{2!Jv+MT><UvdF^v=yh^Za;9X_TNOlEx147@3s^c(BxbwWk%
z1mvU&LX@pFIdpi7C=2IM|N1>lUGa;5>$~;uIi>@wj*bq#{`Ic|FlWvjuD<$eT&{O6
z(~!wz`1P-U&D(Fk4Zx3o{9|fsKfK*bot>RL_0&`B*s+5|B0(S!V9Jy!oOj-N<mc!A
z%h%IhUq>uFjJbP1;;uH-sEL`D(R>aJRmY5H5WFtLv85Pw1*D&R9mA%Q@=nH3-PkfQ
z1a*YMQ_67<50W`yF50*;|Mct+(=f?C6=r4VbvD-R;=HyQ)NI<o&VmeooYKz~o2Rqc
z)k98fEJcP3=d@h})<n5ZT*bNdB`hkiQ#AcJ#Ikb{?A8D1#juU6Lyqml6dfQrFhwV(
zXhYCbpd?YdGbCFK991qHQ)<w?^%#!AV{*MTA(_T=&z}$~G=x+Nu|I|~Wg_ah2DJRj
z(J9e?N31`M!z<(P+E5IWC&N+t(h?`<*lF_F4;$y!74GMO<<HSJ(1TsJp=c_V1;tFN
z9?RUONfZSSO{?zQlcnvg6unzAR5<<Ql^V3J{S&jJ88UJ;J3Q5hS%F24$JpfT=9Y8D
z@W+??AZB7D;^cYy(6jrYpo)k09*4KbLsrmHea$op1BiN>-HaoiQW?_nnN=2HSIXoJ
z|2m%Q9!KrGa=Q0TV$SDl*|ST*{f8HrH)j=5&!xB=5|!E?+36_6(R2kXD-|w${UID7
zgF&H+aO)6jatv1I`*EhdT<qFIy`G_`w}Fbnw{W1bMn9c!@k!*AE1b0bI`nu6dg-Ou
zl`!(yO45ZA?HktfO<Nshu3Y|WU?t_5G&a-E2H#1@=eN`BC}-EEm$@k!K`)%e?%X--
z{o_xGInq2BXyAuQ7bRIArS^&JOBSIUZVbafH4GFzK`cIm;PE26J!De?g>E0FO<;n)
zk{p}NuAy>zvKqQgC!4P_Syd<&67<H42|Bk@*tDH)cOE_M#WbpR#O{@hI3X-0iKLSZ
zY94wr0m_^*bG=@=<Pam$FeQ-$!@9s5UOxmXm{Vdfzu&>yjFWA)nVjJW@?ds^<!Y3r
zPB*9E<>9;-zT^B1b?1;>E`dvBV5Ea34v7m&0_aHvpX9+UyBINLb|+#4?WMdF8$wl8
zd`1o~A&2@hjiu5{Bn6pf$7y7RZr)6#a2UCq5^Bb#MA#%05fCcynBWvb<QkjU>4t(6
zPrzLgAf?Hy*%xE&)~)FM3i*<Wr%;2Sjf)L|9IwRgTo227M%W%sA<H=^nw`nI&SF)e
zOg9J%;MYMHMcNz=Y8=q-lGq~2Y?DNKZQ%F8B3~cl@>J4Uo$x@Ko#7z8F((<#hJk?F
zW5?+ZV%l=4D9Pi5GC$)7y7BIAXHbdLnTW7AsL)rVW0raGiw5l*9ZamQV_N$p#N82!
zOC5-^17UasSGEPW(ZPs)BK!O&lTCZE83vLsN!mY%bB~EXE1}sW#9S4pyn@o9Rzm3x
z#H@xPnrM=Npa`HFM2iZ^mIuidHEISGiX93aaup8$DFid?*k`Mz!LQ)+yhX@Uj+xEJ
zzWFVL8S@y(nMhGj23>~1phQe?lfU;>#P-)vr_UqaG=>aWl4Ox25x3;TjYQw}w{g9(
zfnH}VsnQEsFtm?ib0@0cB_WnDA`~;C<<q4ehuan*nC>7)Zz0dFVB|owJ&jw;LlPZ`
zjF1sjVks{ne5i#HcEqEkvwkE)#;fc2@>;19Qnb3FtST7cs^F)n54-5~Wyt!Rq@4~5
zLjrl5pC;j(&&*X{dw;*bkL3Uh;DHAo;Q8mD2f*!iGjrxls;jGUI-O)P8QR<1S-*Zg
zsZ<Jp(@r~$%Pza@XcqZDvSGspZoBO^R8>U~1e{JM>2w+ZkH^DzzVjXG>gxWbYi_;f
zcSyrA48y=MKoM-XYzlc9kdWzAA~>@>I0m~&#$^&l5rWr&-4j7ZVMwkb8+B9dQSpCb
zDqgpS)Y(Vo%th#x@114Y)J)=k=;7h)<G735EZyj(DBQ|3;|2D%hAG}(g~t|Pk|#*M
zO=f@GgFR?tnfY_R=xO9jwvDVZ+L-V1@a<Xis9JO>x_2JZU$^2I8d9PaXWvuUV$CQy
zGf{)n5ex;v$Y5l$gq|@;w%9N<2}h*^SCfa#&KOE(oWkSwlh?EhY+e#$zlPx~LCg*y
zW(PsEW6E9($%`rbK(rsRKum}y@!owOPH{Vis{p~YLpF_>(J-?aG`~T-aw46T3)#AT
znEu`fQzwogvMWpf_88tm2Zk;%6wA_OKx)8EDi9zp+c0zk2?fDOq50bJRSj_E$L2Ak
zM8ve`qB{!d4E3|MZ4XbpwVJ89$6+68pmS9kDWPMO2+S%d#5Ne>#MqzFU2gWc#_@K-
zk7Iv79@F6bsjKNr)>Dvv4I!rqzf&jOw-tX*52`nh=KcnDw}?2M8xU2EQn8<Y)lSk3
z;t?7B64jD;NHD1?#n$j7wBQ^J0yygGNhM22`-*XotYd6qKRLmt7|ux&s5_Bu!&A|=
zw({%ZHyEl8aJl5*Q{6gvf|yzolmwdBhmjLNG(vcXw=fbb=Si27rRiq6+U#u3&Lk3?
z%@=KdWH95R$5lgvzZjb{kN?fPn3J3<7~A&-on_N-swy2VA*RahbV(->cRMI)T)~gE
zRz7btnbxh)71G(7u3|>kfh$-?RtVBv)kFV9liA<y<Hgl`n9%H{+E_rLr<AxEW-zr2
zznDWdCF02jkOh%BMXRZD4x#A+S=ogshz#fg9hDyPrEVt1o7uN(BF@ABE`1ZGo<IwZ
z!CvS`6deqXxq@)1hxUeE#Du}%8^et6%P^zBh4<7tT*J%Q`o=~&b__8sK1|JwVg}-$
zBrN&~7r7|$72)v=;@=x)S!D_P^PF_<>q70;p|+R38+yrGV&K}Tb7As03L5<srWIc4
z+=@1s&-6eAId&6Suo2UpY)sqPr`w4P?`EE@l{tAs>`*FrL7R^(XK}grbHcO{YMQoz
z7U90tS$6gXaAwb<ky%tKE!2sB!t2&~y=(@Z&WZRn2ZfG3tk^qDwq3(7r*O>-Ql1*5
zG?HYB*M*r3;*y}kt<qgz$cDugq{sM>k_iHGD|<INnekL7z9AiVR$_OagJPFXiISmH
zaq)B}7nf<H$RT5v)Y3RL!tC1B__by_BRVffN?G2K&x{d2XK&9%P1=d-b^>BMZef@>
zwTL1(NMaXan5gKwjz`pRd0eE0Tw+>~9CIH=PA*x`RI*Y5UNJ-fiIiw(AnPF>D<Nff
zVyo~I?J}?>hA5PK$WOmbqW3x6IWus$eVF<HPEjN+`pGC6{Av%Xk;3Cl6Yz_KloD(e
zO{A4!2F8_8lvzt##zsZr^Q2Wj>m&zRdx~lOPoWdyx3elp7I$#spv>Y|HX*qi5Xw)Y
zAf3WY>?afJCY=~z$jC6L*pW3m4pYG{XA$%eL=z0zCbBQT0)dH)Rdh<FD24%|W}=8*
zqV_rxqMv|0gGVy3+f(3-ura(Je`FH*-du`28gh0RO^cJ#qeNXjC@L6EldS?|dkU%W
zyv<yp7q94IlQ4*B%c0C!O+hvXXJQAcqXbQlFsXU%`}-Y!tOr<zVer5M5AfoPFaE=0
zPe1*1F1h5A5A6)Jp`jtZ{N*o`&1RV~V+L1Vc_qPMkpBLD?!5C(_Uze1US1xz-+nuG
zyZxWO?yGZti(KR<zY>gq3mXc9TRPa?o}yHUG10b*6cr3Io*kJeX{SWxIGKszIIct(
zkKB)*86o9sB0Av47I0vma~j11+rTN2I&Cphi3dS884RV_)e>RXo)Lz6l6*>V@woSK
zX1gbH+}0=&Wgou}j^Nm)alCjM?!pm<N-EH%3{e<KQQDkGOOFGeFNe3Qe#YW(5q-5f
zKXkOSySJ4*)ns;lC1=ezktL-*Tt)=@$SWW^(Y)i)+~d)`W6*t-Xuc{k`_r`Dyq#8O
z3B$!D$bJXjK#G7bOl4_^s=|KauO<mCm(X(~OuO)p$a#KJMRU=dx!8?dL@kY&9>Kn2
z4MIFZrv5x)rPCP7sU~DXh0BA_W<&bhb=pjmY&?!2ia5N7^71IjBsRDE(C5@N5!CEx
z(mW-DsH6~LNjy(Jf-Hx~R4!y_#_5EHz3g4xO8crU6p4No2KVqnEW>f7ZA8;KtZJQ1
zcg%t5bd&F|A|Mx`875gZOF9!lRYMqr(aO4*FsF}Q;W%x>#Td#3RC)(-ivoU62ERK)
zSgWBUSwcKxqQq0Eks(T=HYk-*bcKZ!F;3~C!C1*wVLbbla_U@JYMeU=xI#FMK8&n^
z5>H|eG!h!gkacCLwJ#^B=9AxKXTvKA(nbJHc9JLVW?RiE+>;kZ$_%hz+R2P{>?RhP
z$o$tIrptZ>{^(n5YwN&IC%O*yl6uOt6n2|QCTA*@j@8(l3cJQ%h}^%AN1bE1bgRi9
zJh_BR<}*3Bhc76<qA&kT$W9Tprx(3>1JM!(?Ugx9ioM7Lx_Hw$lP2c?#&7|loo&2o
zub|4NGR2ud5R37Uz$KcD*z*WweY6{1`U@He)D9zVRyf^U!(hsWOYZ@jglTHnRReoY
zB@QWss+y>oESe+|aTF8urC8xUop|R|a^fRY@-%XC7|{S(HW2j$F?kXr!H?nh7h~76
zD7t_<_8Qrd%|xOD2!aSUjhVC3w6{btBf}sDQG_B=SvP5Y5RatbHdO>8iQsaOmuF&n
zf*39zXflFoB8fimU4+}rqJ`HYWctwy1agDjY#3Y0eTqcw-aP(GIF5F25o-nwIyz-+
zb_I8OAJx2##~8uPosZ4eNY}th>ccxwoOv`B7ZKAVjKua3)!elEmrz+WgUPZ%T8UvA
zPIjhp8ROiApB4-)!lsyy)wVRQ!fJ|RGb#CGE}ooT#%%o)Z0|r<BvdVrtWkp<JB`vB
z9Jwm?phh;|fte%Is=%)|28iu0C6G-sB`-;_+n^zkCNEb6$%UzCbf=x{j@8nxR<S8&
zFiGFZnZ`zX5+j&`NrkB*m^Q+O7n?)CRy2*LixyH)?PG@cHk%@I84CMw)qqDaaBb;i
z^1yx)stv;~Qt8}7loI0RbQGbGKF2VTSQI(q!E4Bj3F?d~%o0vG*^$Ua*Q4l(Ry11y
zl|C;+nQly5m@#@TnY4l1VUn9;Ly|;v(T*vJ*nJU_+D_uV+li?`qT*soJszB{B6QPD
z)=ZHMzeIuCNm(F;t`4xFtB~gsY3lO3IaN@}sWEUk0u06$6ZcG{$L1ur$VTx9C=P)E
z7f8`z%J;v-km<%5c@s5IMya|H*;FwE8(CX1AzL|nrBd?zg)~aJG`n(n2n8cN!ql!x
zN+gNW#BZ@HyAhQny6I#@sG-|i%b+yOSXYSSOXK)tfsj^-Aypy>HVSM}Br%0k>cPNC
zN^4>yJDG@DMLL~FB;zKPZpD#$nH*yy?o1n|=);tAF=QK(vj9yl!!!aEs4pPe<JcWB
zQnHgNYX{$#-}1jW<^!z1*t>TxFTC&q+qZ8g7K<Hx-tYG_apFWyJMA>aj2UwjOZcC=
z=bn3b<&{?`Dk|dETW>uqh>Av|Tzl=cq*5s^z4TJfIOCsRlyc3I1$4$LiF%eYHkHPa
zRWM}%ccvLh4AUx1qSkLiNOurRj9@nt<hoVtb`9AsVRP6JMHw|K04{LUp~O@&-cl4%
zC)XaLI}xBgUP2<)f+VDIdwj@g2d#R7@wp;XoH~i5kF@GUFa<;bL{|jUG%@8IGU)&@
zYz&KKG!>5U_Q+(Mf=Ew}!in<Z+$|(Ie@PgZqmPGLw)5stj3M11-zAdc%4KTN+0;2E
z(AqCCl#mIUD(CfwiR~?+E6|85U?NI7nkk_epl3wvqJc-yks~SrZ7=R<H<~G9l#BRE
zLSza`@t-|Hu;Xp)ZJq2csiHkMkLj^C1|tF$BZCwuG5$DfDZ9-^hSp>;Hnd<%L<qV?
z%6xW80#!tZLJapdBPa=qZ5fJPkg~gpd5Up(awzu56qc8eUtdR{z8+~Lif7eR7-E3d
zL>)c5bxLimh_VyYUPQtyqa)%%z{$jd5t@b5k<7i+`ClMwI@#KPDm{ZST*D6$vQ^RH
zI~lKNFsrbWF`f*~J;m&5AELwGK_rmEu%+?p4T#Qa#N1cF6DHT`L>;asF*uQuR56lb
zAUo3(m@2c}rBu7O;7_))GE_oio{xMV7-||ll|qmPDe&)Lc+ic#^hEYiNg&xpneuad
z`A&9pHZgH_CtKcLLS7J(gU>SPybQZsNI@`(AnUZJMi@+NWU6}`oq?aSe%r&$b?!t{
z6LfheF{kuAykeAgd63>{7iC3p^5fg+*(6a@k-_UPVzck-3`lh}Ms^~lhS5}T1qUed
zwzF5BK)z&Sqo6@XreQdQKRbZWuTzr02T3q64I8@PC7E?1W`>EI4hD@BhR?<ZaXfPf
z<93&ToKM7NC)w4)ZrRT)c^xG#FU^_B6oq@pQFVS<dlsJ>+D}xN&w6JYtKB`EV4g^s
zwwH?Rdd5j>Ne_%57#bO~5L2`xnt*8sQ^YRzBbp&}!$8$Vh9h2vGiA7P3h;Sdq>}p?
zKUpCX$-|H<aXWN2g*CPa9z0$zvj!Agnn8b7q{y>@LV1W(yogXrB$Y{GcqgD0&c$Wx
zq$=|esZ13q*EpW_&tOfzo0}U}V;hl?`?lh67Vuc|I6`thXB4I}LeC>Adr8=<&;zGa
zD7dh9-9^xBN0jUcu2K|LCY@3cd=+HHAVXR3scpE7Fj-qQj{I{7d5cl$WQ;?iNa|v>
zaS}yFCso2a5}JqMj6hK6A*94<wmIqWmJ&A&`g+<h<XqC3T4p;cIl<hG%h}Grj0_oF
zAQrPz8B0+aA0ew}>5h8|#{@EljE`JAdK%eKu-i<0J|~sIC`xjK$WV+Sc@}AWBvPR2
zA~t!1#+?1c9Rl`j8n4U8gN2J3(Sm4^5sYLGixn?T_7O5>kgy}bc<~MT<Vt#y<56w7
zw7WtilnmuU0kwe&yd<b`bQ4LX>5Im(r$e}vE@VB0BIlB^&qR?6&=mz`Xg7i&VmN&G
z{aFgU{S?~TkcAX!%}FGtpeFWXxMvXzILY-4qpJImg)|PyhAfGIiD8O#jW~%WQV4ni
zx1dr`=p<O1L#V%i$bdmI6U9(tU<x?hMgPa%pT}#Kly$!7cg@2)Py5~TlyhcfWmaZZ
z)=U*u6i`4FLxY6~2(7K%w;QKpYu|g-bG1+7r~BH{9_?29fMN@XfJ`!oP}E2bIabco
z&OOijorg8A73Yssga#G0`iRQ!zx|1LV@0fp9r0UFJkRgJva5ulhws(s1q(=C4K)#r
zly!ue<w@~oW<8Zu-y~}^D3}{;x31ImHJ;g;V$upZG`x$IV2q2k0MEOQogT+Ca$E~G
z7-%nZi}e_{R2C_eRNC%guD4#sTF+*uJxk6%fvRYn3-4wozJpNY$mk(E3oo)Of0B~5
zjv=*)dW#UaH<F`ED#!*23PQ-lu|^U{h$tjZWM<4sKB5TL+ZJO@!GD{7?j=3b|G^Nf
zZ-nQ0IF5s5S>M(t>mMSLB;iMX<VWaqI=ubuZ|9Lm9{H9!e@?)*ZQI5#|MD+?$8EoF
z;LVKa3R7ksM_A1ChuNNAqnjy^?Z%khCaOJxVGmQtHnENC^t};U33R(%g0_Q_^e7j*
z6!PHv8l?BrX*>8qjAK<8$(R^Yi+<qaIWA6n9j9Mouy_lax(_djSzn(=5(=7}rW-nh
zA&4YqvMN#2##q#*8M2lbPC`O8!Z9T#OIvgk3nNtd`Ct#5W(rBf<R(7DWMP)oO^fU6
zkFsBEP)cGBhBx8Yw^6EJC(=>`*$S2}qbdSP2;@i*3xOq{K?~MMS{|;*&@64Eqm58?
z78!J(AZ=fwkXgX8T$a}+SZc`#WrMa9a$Qo$PZufWZIo+$?ijwzN6(sE(X)&V9OB^g
zZIqP#Wc}-u<l|(dd8E)mAPA5N9G}(oI#IiYlK5zf&P-2d#v0(>ZFz1Uw)ntf9)@J_
zvay8qU>BY2JLtDo5S=B;sepVsqM~2L6-DNHhd9H2@<xsc>ooh+|3o@mqKl0bbjip8
zx}_4J<3|!!HjQCwgpo?8ljeHwb{6ahS(OKHLW#ifN%cYo6OEJ{6X76|kd&Uqw6pB7
zzd%s0ao#C2KAl2c@8dM*7_3HA(sOisGV{x$j7}Y8s}m5mI*bgwKq++$q3okA)lsw*
zPoG?8S2p2_eJ79CE+Tn0`FI#%4RLVL<NnMkJaG>V=L!)`HvApz(YA<H8`rtaW~atV
zJ47EUbIXpHUuqrXrtEEu9lyx#+;a@(8+>inCx`@|rXw^RLrpQ9Dp56LGMXS|%BZS@
zKqA%$am{IZUQD`oiPB_?o|I5h8c4B)7a7E13*YgPd>4@Ll@LP?uo3}@L?~41^)#Et
z4hBj)$t8=Nibj}nB%1y%o^V$g+kTXMKF4qO|A<#!%5qdJFf?$A>V!_;H6W4@A@n_y
zj;j#6O@!Yfi3N(}VXA^$MxbesSO&UbVdo55PM&5bj}qpQV-rdAFtv38S)-?eu6HT-
z*GSA9jv_D!F{KC+K^*!JhlHU_&pAvOcbVz!=6v&hVl{=A)p+-<AA{yY)H?#L_as{X
z86;xD%<U+$PNTbl87+{aL!ws@nvUx?(4;z>HHhTxloUZaok7n|F}s`)B|Q{2FvSc)
z(h0L~qNd-8nd)(8<r<6rG*7oJwj`CwtW8$ihVI0uiG!kmt4Op}l}?c0g&{3sB%yGt
z`xLvKk5TXS2m^;CHA%5#Q8HGjCpWQ_yarDh$H9W&8Wry;is2>X1Z1HxF%Y1c3JdE+
zA}NO@_sA7j$(ELB`6Gn=h)QaP=B7!|lxgX=q8hg&&{+~wGzmBy|0%H_ve4O%FPHI!
zj2bqHWgR6qPPQ`4RCbG~KZCdYafG`<B3Drg2T?L(=!S_1S|p9<(UT^jRzTQAigt{q
zsDx1o#~+~U6iMPXit|+xZ;nE?jH)RJ$tPv45hgaFD1mGsWD7+$@Fa(nvc;-&KLs<-
zz~BlI1(p`>#MwB9?kyq7eN?HABI+Pqf+RsQv!t_w<ccP`x`q~9N7xlq)dR^OQYr{!
zgh-GOgmI48iP8L7ws@5FU<booBqiqPI37_FVj3L^#V)EHvD(|o_1<f7TV2fBM_AC`
z!kzmMP>|L*-Yjq;(zqk~96O`a=yVZkiA2p{$qSfbfhh8bB7-2Fq#sV8D_tzzM^#*8
z#YfQuk!GQ)F|t%gO4=yI$dZICDU_ddU%Eq`?;?VA`SN9U?b`JZ_ImH{ip9l6e)^|>
z8n}@nXmWD$Tk0G;c8p*7m0v-UBtH1T4}Qnwa^|*sS#3+4Z~Gv0?kzba!o=+)#MuK>
zClAo~I}FQDk^~0NZ5^PLDlu&IP(&L=Zj!`p`dyV~bAwWDi*hBw>xTrcM5h<9)mbM&
zU>jKql_Hf%8^e-`BA+PoaN9j3uSXmtM1g{$8Yqf^s%c2FjD&)uXhfQUmbS1JnU1T`
zb`&Zp&`h7$H2L((t9fj5owd?!#ED>3O7n^^q~&i=jdV)hCTV{IVWkKqnNZRRBS>X7
z8AzQXZ_fh}t#*zmfwbMnG8|-LWGMmJAn*r?+%iG;EWXo0mccS4bR$BNA`l62q7sV?
zf;{a=XJXqjt>!)yD^02xq9qQJ6F{Pn$Z3K=rQ55c#C0^KkCif!<rG0^+_2(>ZFH+o
zs0{G<r3^>5**HmshH)zieQa4`u6rx(XabQ0$Wa5^%rU7y#(w*YY;<EX$!Qct5bJ4N
zD&&g^>AcR`vc$@|hN8t(^cD&U4L^;i4KiHmkTVwWdmS`1!Z6Kx?^fpcVR~wn<?a@d
z2pO%85jNYrGV>AAVwHtNp=^NC>mw2%Em-kl&Rr;Q$(iF-`(I8F?j_rtXWQVHNTN2G
z@;d#_2*uqt=bvxm)Hi7h$jS;nDxMnRria;QI%M<!en5f0m^pufOQOSY|6$VG4<l(l
z&Bi(O#x>rX+|Kr!>O6S%qdc^0g+F}0#HKINwyQX|-pkI@>%3umhotu`kL`Mdg)=88
zL>7I&gz3zX$wFA&!`0<uWWoZs4c$j(<s!t(^zA8n!w++0WRnT=d0LB`xak_dE5Dl^
zxtn--xWMIZhjjN@wu`f%+PH?`xEs)tEgr5IXud;#xrZb&*wyW9ZHxkaR^t)Y`b{SF
z7uhzrg_U-39hF8sN8eG|b|}ZC<83-!58D!?Q!%cdBNkl@twc&6!l%W8A7e%Vd-WBv
zS(_xahvw=ST`xpUHjpKcOktFI-zIcxRPFO5iNV#{?QBUEwp9`e=GX9~2ql4h6d?(V
zp5#%mX3#Wnk^(`L;au;>v7~8^?0k+^+~UiZk8ni#uVgF(S#eQC2P7R!s$rT<Bq>BB
z3ckqV1|#@MmTGyH*za+E;Q%dXgzecL*2p1VSS+Hr%V^;iWn~SEQ*@&|p0Fv7+(O%a
z9VshK)ojuTa`fU1ohXAJ8_0@;5(Q{sA64{8bA?RsIBoY5D}jsVv>DFkspfhl3M@#s
zkV+NN;|(&=b^4KDwNa+-kC0Y!j2S&P;{mF9lR0-Aidp5(%EyVl3uLovG&&=!HV>en
zV#qRzoS<7Xl(H9bTON&N9V>q`Ns^}*q*+p4K}+3@8#*W=K}Mj<efAH<q@o4d3%`rs
zn*(GLb&Pd+gnFn^2<Ir}2N)WdCT})D_ykb~C06jgE&5IuKk6ak2um@DMTF;eiG?7Y
z$}*7eVVgA+CC2r$G`uRSy#bohD3%;ysS!m>VXVA~EUu!;4Z89k7902Dw=6c5QI?{B
z#8OeLLFA}M+Bnb6rPEBS*9jttz>UzfZMf#!5J|*lbD6kznn9zBCJhi`(3Q%lrj03G
z#gML(l^2N>iNqekwDPD@Ov6{X)GE-a4>1^N<c%&7X;y;+Je4Z*aQnX@MNKx<9Sr9O
zF|-VxlV%}WWW>DAlzf87b=j(iH2rZdm=96S*4b&D!`6!gNrk1hOt<GTWQP=W7r!@$
zD#ysEgmDTd9-uFVkt4xtw_aNP%<me4_2{FIlFeqh<(6AGa^wgH4jjNRjKBVe|48uc
zv(NHh{>y(sk|aL#p%0;bn=tv6l@)&SCw~%v_rCYN-|>~`+>u*|<RQ{p8%+)ITtTg^
zVyCKDQV%^PgB%mZHtl{u%5X@M7(Yme!U$c8(PfWRT1L?nqF5j_4Ur_sA|#0gp{HRL
zP3%&P--&QGJd!X#vjvu|BP#}yqJR{E)C18c4qTGRL(yauTSce}k|apt5Lt>*WC?*n
z7#awQsKP=*A~7ABL5Qx(WV8s0m;{wDF!6!{TTy{_U!qfU8M7A{w%3Ux8Q<6F^i#M_
z3NOgwkSEY8n8t1bHAO|12%R=s^kK5r8i}?O)9{JH9<8=RyAvT2P?Z?N5EQE#g_4P>
zDoB!sqG}|uN#F`%MMBL=gh_zc?_<jzsw9IsN*Ehx@*0}aLNf#jCQ>L9bc!glhDiE!
zd+XHWz0~#F3AHIA-(w>43~6bdem8>@bnrqQqzYMWo>IC-EDaC_5^j)Sm~9lPPZWWb
z3J`Ka6vil;MyH#m*OoD*9zm$#%S8sa4{~uO!|_WexNXX3?@)l}8Z3A3M6stR=`HfK
z2z;9@Pb07N==Ky^qJU~7Y^{cbp-)O}k~1V^5uqw;R7wl1tO>U54_I5sp=iVGyi4c!
z(-xl`f0W(zEV=?aiXFb}zsM`RKPBiD*{sVX=AGoH?&pFyL2lmQkL6=@;tAfV_E_>p
z_)2Og?-_kR-MMwf`%66CDPoW#rbVQ9++4VgZKVQA^d!0*ayh85q~zHBqd&psg<s+i
zzT99!evpaOBZ&SN7_vjg)DFYRWwdyU1W0ELR5KyyOXx<Qdb5O=8zxViILNY5emfhE
zjv1!OMQe=kNz|l<9~IGZT?~C4ISJ6!QTomrQQ~1*G2NER*2Vy>{xqSHCN0O1^bzV7
z2X0e%{>e=`UJe_bt+3BZAQOlIOhu)vS1Ibd>F3UJ&!j~rbBX@KB5@)UIWoN{jV}sh
z?Iu~f2l5E(-Xtsa1XH@o?n)EK8KB-Cr6KPkws#UqAwh74eVIBfcGK>47`MK_U^T=N
zEkb#KW>hAvZK8!e&ef+m;Y}e|-^jhj38szTA@CD68uzjy{c}vohv+HF+DS@A1BXFe
zd6*&dDKyom)fq<)Q;@3i*ldQacpN)fV4wYEwiR4-MJ9?BWITkF2PKP;CA#4Vp|TIj
zb%=ZGB<2XAreOuo<4Ywv%2DLTV~{>Tejp~VUgVneCaT`kjF+Edu3?}_9@(6UnFMH_
zgNP*NoLhNn<qhmE^(f{d+Sy5VD8E5Yx=159$TGv6+ZZI<TxP(oFeF}JEBlj3+BjM?
z%dqtsvg)&3JL8bg4^tR>6^U#RBo>iuf+{c+6EDiMb?v_+cTQoMd1CEWVyS?wd*sqS
znba1l;?wP0Y}8#ky#zINKP@$jpUhHKJ$jy?+t<mV5{F;Jlv-%ILZOspxTF#U0V|CM
zxY*vtgxzHS{>P9-08yJn7$ou#n%QM}<6g!mwx}<Uqxr{C)fHlqLc}?ocqg7@U}mnN
zm^C(>EQ{+Ig0{?UBbR8kkFXXWWlPU7I=sq(;uBa(1Q_Vj7C~6X>kSY(389?Dm9m&g
z13kWiE-kVdAHtU(z&2B)trU$wXDuu-yZ9ya-p9GEV3U?wpjgy=lU{#=g5^-ifTARX
zfkL;FQ12%AhD|PSGnn#_5*ybaB#0}7(H24q5o#LUu-WwB!s=OkYl?~8KSQrqLnONx
z?j0x9`4UmQ%tOtKFWH$6-$exL-S2+)*CPP|G)-gQzI_}ya)cvCj!-BR{vLbxzaC%s
z!Wa192R}$Uo#uCb=Xbts9mjEa*Sp>Yz|Z{5&v4|(k#DIJhT%6Uwo8)4%uR2^(&s>G
zqUj;AlqHi+VVEXJ5QZ@biGDx9?Ri+mfb4()vV@RjRKq|uRFXs|jBNa7g5tK3<rqC>
zqS`Sc65vDNf{0@jB>^G=FU0pXtXvx*DMU^YLzju;gs#`c$n`J{7ddo^y@({12xEm<
zF_DcNnysU#0!5Bdq!3w-Ajp8w@I;E4^;cr(5~3@kS9H|eHA=xTL~9vYcqFI@RAgC@
zL=sVOLoijA17sqi*dUJ6fI%F$QRFsBqR{g+)U-w4SMWPFv6rJzhVpQNZbZnjgh(I`
z13b5n(|1vfgnZruArbmEh#b0U12R!0lZXJ_3X#=>z?W`ZwTc8Y6=E3%f)Fp<q*u$6
z%cco^hsIV9k*L_&6q?#45jtopR<?&sK;rtyx=bs1If6XBc#DbhEK!gl>_8HRH*~E`
z8Ci)*Vwog?NS2TkmoU!ZxH4|HMk%$0qRKSfGND|im=aiO4}~>E;u6Mrn%yCU^$M<C
zp2tl<p@1gZNOBiP8bH@I$~;RZ<zUzet(wiyM2pZ7L_vv6J|sPs<^AX1hNU0od~uyg
zKErEz3*?k8m-hWM`JFoIe9XnQb7)U}p7YkL`0U*;@U9CF^0;;xXW<L{O#UFpv|Su7
zeUU#nKTJkZd82WLQ(ZyJ86z!Q=zDY?u1xXFDS?P!u&~5PY92}H(A724@+4u@Cej0}
z={vaEA7OT5J9SSX(|(LMS0z^G7O`?|CJtt}GT-Iq$u{d3B>a|+my8oDDMBQou!a<^
zql-4G8dEJNL~@oj|2|BqMAPqc+r$Y%zeT4OBS|K)P+9M%5J{V~+Cre=i$SvGJmo=`
zE5~)*SR+mZmKq?-g1)2^r)>5N6wuiqTewEIk&wiFGJ1?G`^2${Vhkgx86+vWVRa=&
zRU%?x(~L*)NkIZquY=c<n0F4a7UgJ$=h>znXC!S?H(rSyEE9LX!hz{FiWSorDXel4
zg_y7tq9rXlO+h<)H5aUZM<xC;h3Lzq)h>#XB9w~sr3p-0<T#I(tmDTrmb`_n`y{bO
zB60{36AF#%?gPxXc4GEVP}bMU>09(em0s6J(T1pG8syV8G%X~IK#F~$NXGGX`o2Pv
zBxEg{Tt1Cyb#ax4kTT2ki23;DEmVU=^4&6$w*qpJ;?RC}4a|@hFQA08$O@nr2%I*4
zUq+G?Bq>HwbxbQy7&`b~n@FhidNSwhx1p-HB1b-hLoYI2U8dJiuv8aGRzQ*wk_@s*
z9J<7Q3qu1%OCux&S(QnUX!$B@{TwIP_ORilxyyQzDPsW<dvsi%FpiP6JY6|YMRSnj
zHeMKDSy0F;MA&GmK|RUx>E$<Kh$0UTF0ymmC+Rfq!B7kmQAc7C%UVEDJ?vae5TsaZ
zRWL+?A`-N?NhE1_<k7<bIo9ZTBWy+cNGvES7r5a67=(2Wl;2O$UZ&9)W2tpJ9djp|
z)~6(nky9^YC>;zV21R8v9>k4`q!`CGOpM?RT67tY5d<1i+`$wZ#Bo9_m9eZ0UAKW8
z`<QY-oM`mD0yW2?>-SMjA9HY=VY!Y74QlO#c27c%e553TBnC7jB?bBrl0Hl==o4mk
zB1A&ioFyY#q{7Rz6BWbWk0QxDvif0M*Zn4)Kuy!Wt-<3v!FLV8N|J<2mo9PQ#0gHG
zJjuq!#y6EuPfv6B@L`S|Ir43<&;Fs~lb`$~AN}Y@DHe<T)^GjRx2+RJ5pR3j+W`2n
zANw)xzWeTPsq?XqeT+|h;uBy0dunQmAO7MWAu9&5W}@plh6>$oLbusPQyp}zPa=9~
zdP26SA>tbn5t1Sk3zJ?y&DNGl5;w5(kSSzI<#L1$1nm%0O|VP}B#4t9vS<;;3Q;nO
zomxS{BMNjR5dt?hds)>{)Cx!@q1(mjML2#6FIKP&hpgT}l6-`ah=qddf$t9jRWjL-
zR7PM}Dw66FB|aj$k&;1?G>{|&0#C?Xn~~@=*GVFeOkQVrLXgWuv>F3!HOENH4RZE8
zN$AsY6kNYdc0glrN0Fdqqsui^Wdp(pSs4OJAS53_Orq!@r4b~^bZ}c9a;&49X(TBk
zh+8bp_Xz^Q_%;beHEC{6AR&<}cCk`Ek#Ev%+cat>`3h9F`NW+?+^$FL>ZG%IkSyx;
z4z-#`7zzyC#I&GVX%Z<}`u%C_l#ik|u!{!ur5IDuQ4|?jwung)#2P}9$!2;;N`lu*
za03(DiZN6VSq?~&8@>~&8WV?YlCTMYWY~yUkVFoO6afjb(1>FlWQf!ZNg@$;`Y70h
z@+g;kBUF1ANb(t~xkc8m>x@n0Q3rIon*zz{g5uLr$9clOn<vT&|F7m@hMXFghCP07
z`V*{JJ=%`KPy9)d!n)7L#;V-i+DYvVZOo5+nSXs~iT8i4OjlAd+!!H++?j3RS~}M~
zo46~pCs#z1LK;{kK}ag@Qq~2!46g8TtTHO2^uiG~!dpOX;3g+IIubD3R;jNpl1kss
z!RjL0ch|UfVxGwzeXcDHvA$vAg)M|sCaW7vW_?b#LRwv)QsG_(v^F<apI~Jp#YVe8
zB-`v54apZ2*4JBv{Vs9bCro6**Z?FTK~-e-937y&1siKRaiWkUI*O!_Gh8b9>m&ly
zR2o^&&|6CpL@8GK0~7|Pm>N8W-(SOZWm;mKB-Du`g)p|rC|5}-HH10IiRc#c@d`s3
zjjA$3Ivo&-L3-iMBqS)^Gla$fmQ<&<_9B`Ykuo}Xo<^pWLQ+yRHpWp?Wen*e{WxMF
zIf_tUflw!LgvVy>JoT;Tu%dvXP#MV<87^8tpN{KNvY%#nqK<^1+p&;?7$Fjx{R*yY
zk_bUgujBh&d_TsEWujO@l5}*l2r}q8Xog8vZ(^td-OfO?LLy0+mV<~Dgk%z9A!LJ4
z%Hu@i^ukdJnJnk#yA(4DyNZ`-w3o?Ab114tpjnvd6uK!B#c4#Mkc2i$BH={_Mp8$S
zJOm2JMPj)~tfW!&D_pHT$Y!U87DmYZSqAk>6w_T~d4NEgBvATfv^KHu5weFayO6}F
zL`0!U*PY}{tISt78aReeCKYnC-)1O`$fPy2tcRv)G<sQ7Im@m}oj^UnW-p6y9n#hc
zm625%&3!1Db-JFy`ewpvdmH76*Kya5uW;?+5M}WRN`(&RE*xd4mqkky)O5(+!Aqd%
z=(39?ny5G=LJ-6%u`H8G`}F)Yj%T0{AtfLuf;g7(!Zfa^&{YTNh!lD*Vm!A=PF}=R
zdq|0fs(7e!0**@(Cd48`Aa)|;0VKtu?$|ik5IN|si;<2oly!W$jVuImJjg<{m$l{!
zs<((+xsOT8w1PEGrY2c3w^MW5>|OW_yMuLx?O{?<A5&8aW2gr*Takhkt}<Y!cro=l
z<YbaxSbT_|{n?*oZf@@DXXu;X{ARxI`@ZjQb*_Kc5Ul?h%gf80IB|j#Cr&UkGxJT1
zvRp2Ioowyfw-4p7NdfZ@0WTH7`gRtq-s^TFNeTjxWfcffwH87IgrtZ>236NEtsd=G
zh+?O>x?rM-JbAH*u6EJ22vwDlWfesdBw<91Od{(fvJSF@E`?~Zk8AJ1PIa)=b(|=L
z@8|IyiB@j_HKUNrDRef55S=QP*d$kIf#%cf4$!MLQ1Q@Jfv(0x!7K?)Qn@tg><!|Q
z1YM%g0U<EbgGf?B;BDgc4VE_d(2mMj${F_VN~2l|Cr<m=)&Po9!0VfYah-DE8l`*#
zE9D}|kc0*ZFimk|BaIZ21Qbm|HAhH-ERMeeL4=|^=w=Vq^pK>0unh_VNs1A2NGwH=
z1Q0ZklO9Nr2%T7%B#8xN5m5=JpF&Y(WXVO5+bD7uNfM~GK(#{@rHkLqQs2sxvRBb{
z6Gb(V6$xaYR!0!|3c99ZWef~Uqq*6o-SFsj6(mw9QXf@rgH$F_CXr=}Or}M7!bbrj
zSHkgaVmU)9BM51t*#Zdh`dyY@Tw|~pk}gU})*v&NO7xQy+eR*u%CwoEuM+w$o?2yK
zC}yPWQ17TXD>C)WJ?t%gh^0$1)v}CT+KFPWa`yZ-!oa4Ny`7$vrs`a!TfP^0&j6CY
zNNTmqheqc(GrmCNg}9q@9GJ6s%cU)x1Z?wu)UhuxVrKatbAqn@4&urn*7?seWYjre
zZeih|*lC2@Wny4}n%KZMb?Ter*u982>=8%P#7UY&3F!}ane<*@D^^gdhluj~_(Xq_
z!rW)s-rpn>G`MpzVf^4uUVLGc%J{P^c4dxTALF*{7I7le?K#*&Le(r{k&u%UAfZxi
zkjSGfFOTEORTNF;=50$TvPCQ=klYS|<j_vqtaUs#U4aly-f*AA)zcd7+6-wWp_21S
zr9v)jj*>M~>^mfL?imd?Fvw_vu}KrvEYtDtpet-F(M4AUm%}Y)y#lSe!mg-6N;u@r
z%apA1WXmq8f`k)RS=pLks<?!13YKaX-F1zEa)ppA8^JD8ib+aUkqn)#F~Csi0ye9x
zZceh*y9HG;u;V2NHi?n|kwhRuKt(Y}iS1EdEXjN!Y+xx0Zz>)@OI-9zpI~5oH<{E7
zO1w@%>7j=WBGq7}s}gLc5vhIrM(GOmwK*QjjnG*3aKmxb%npWKg*)<H@|hO>V1d!}
zEFzW1Oc|WMup6znL{8hpu!?jdi}ggIoC%o7^av9lRgsa2==wf^h!C0mqzfgosf5!V
zm1E5^_l<1v2UqWByQ8xsxx`5N9Qkq+hf(6%dD5c!XBI;lWDU)X==TP(<Yh$EM#LHs
zW%{8;5T_{?wn!JYhyn<Fi8uj80VxJm1Spaqj1<C1rsE}$sA#ApBBIrosJCTIOHj%s
z2uY?B9^jdUIUJGU{+(U+O|<EU3X7|Qu(cgmBs7Q9+_@_tYR8;>(Z+ENGC;Pp$-!O6
zSf0t_bu?5tLXjf^bQ)2CR#>4QmKn`e8BT97JoOc>U7W&cr)bATx^aPw)*`Dkx$*HO
zh$Ro*G>{CNuAGOcffCiw!YyL8jG^yB4s_avAZvCh+Oy=+b4XG|$4hgiIYv&IBr6r@
zmqw`v8vSOEo3ueXUW2XLXHn&t)WF^B9yD;BHcP#A)F{LbL-Yg;S>XB*k)o&S)MJM*
z4yZ^v1=%1<1arwK=UX9Ba-M!_p5Jb*{^PV@{Z;66I$tMS=gyrY2!gMdS(e3t0|z*A
z<Oqij9U_%V{XO>dZ;zMiityXv`rVVPZR(7a%5<GNUSHx;eVjQrV&|B~-3KK6tr<)c
z;#g&QVE{dL(4+{VCg_^LvLakp#q~5oVW3(dkzgu4ETx66^l<~5K+iB--DIV<ot4gQ
zbkqY#dWyWhify#nYNps|*eG!iHR+I69rCQPV?2!)wJ2sh1o{nas5n3&0s{K2Me0q9
zMz@75`T!`hj%{Qp6td*2GQQG7&&c#!9zokfmlUjQic}^;Ycr&_mLOq)ln_K6ETxTP
z93VS=A9m>&zMpV?X_|rjCIiJalCFmms5Bgf$Ad@Mm8mkSJkLxop`fT_wLVdju-F-5
z(CoA1jIfg2Mp0g4RNcf@R79X4!hj^)Kv!DWMjcJ*(03K$SVxg;BqM`n58y>9!Z<}7
z3p6<(SH4QV{5(duM5mrbwLGF&VRN;J>_(_cNOm|)s-n=}kZEn|^yNunEl21Jyw(ay
z*g+Cqlz0hAv=Ar=Oe7$i*BRWNM-c{wtdb-WNEv!92d_PgT}YGNR^ZBsHpC@Ll?FMx
z&id*Ijcy-BS!CPpgqcMU-7F<t;6@RtT$<8I0|h~QUBT1`c`A852M1aV4=wYRFTM<m
z4g;wz!jb#9mP}yRj$u19e12*#|6-S5Z6o4^cAIC!lk9CYPz{YMMv6UW7ujbG@XDL#
zc;e(<hEqMR^+L2bprwwn7zpOdM;V)*CUx}$LvMQ})%nZpt~Gga=`f+@aY`LzIFT4~
zeh)1=N6;={1lvdqlj>N)fH=myQXwrGsGVivz{l0nTyLh)@p<sUDNbLWWVik#gXK-m
zoXt}2P9v%>BM#fB&5Mj!66x$9YrQIY(;{b_z)o-CTmKAMPSJ4$zPH41?lN6}5JQ_r
ziMw1&T%4qWhJjh`b8z51t*d)5<<D}lmEri3$4=AczL%*yb6Ugq4R+=u#s+(=tn_Hq
z8bonSBvgE55=-ArAv=wh%8)WtHdr7s&#@!DNaQ8VuZ+>z3dp5AvbIkW1*BDv!O;}L
z=-^4?T$?$<pt?lJL4@2Ti~^#dkLSCjs||)mx|n)^1PBzm9fR6JmB<@LGP4L2++ZCo
zt|KRH64jus7nsGu6vGUvX-xmCRMJh7e3PL<mu47K2|Ex4c)Cr>gdkSwh7nOBp(_PU
zC55hbF*T1^NYuI(e$ye5a^zDT+G`_tQWaqoINdba!)YqU0um}@c5}^|W@aVDUh68w
z<TQTaDAUsk%e@X4movznQEnfbVr8L*V)WT_^EIxY+e_q?(G`_Aa#5@eCbum>auE@>
zNW759SCJ7IrjKGL#3D^hnox}~^$rRFo0~ebD@AI)MmMoQOtL*Y%~aJ#(t2z}J#xlb
z2Ba<INFs`3!bDK>6(o`12#pg-k<Ybr{Oss$Y;OH2+p|r!4fhd3;?!)Jt=1?g2Bgy5
zJT0(;fQ9oWiRYqm<0IUY6q3Y17zR6bo+Sz-X0Pp}<$){Gh{yyq0xiv8WsyVE=UAG1
zBT5Wg&O9m6KqaCn<+vhGp?hoCeu730l>}XCQ!u)8DX?VRgI_#E5MRgWULxIUAt?$a
zUFDjb<!tp3qVpuTna}g)sV&xP6MTL(OD}zp+w4I~ag$E(X=D*ntQ=-A(_?x0I&q_g
zgoU4I)T2HPDMDBUs@orBn{gd8y2{t;YqTSUx>jY`*h4!#$pNp&E1a05=X0)p9^qc&
ze+!TQ-462q3I8An);A&u0?wT~$B7dsICbh2tyb&nWwI=@d-v|ITek)W2mk&$`ZvUP
z;^e-%y2?-d#7_V>(gA&^itaBy{7Xz_o}}HVbMg8lXEv8PJneH}I-y(dvAp6leQ+0x
z*Yaed>j+sTP^O6VWybO?KxeHZC>vXtQbH2PIFTTbWLmO8=z<i<lm^o*w@W-fA0ntR
zJ_Yh!KggBiZ=up^;q}fCSceGd;YFv2{aGgU5r*s`^p$7XyCa9IW$7m+(uRXAg=kKb
zxYOmDTcnUYMoxC=x+M@TlDLHvM8vU&W$5hKS*6$LBkKYqS3xmsWF<s3`dDe1qzj1x
zQ6dxiSwd|RE8D}BH(06_C}}>j)y3IR5p@|oEAU)UvKD#WV-1}|n_vQk^KqF^ERV83
ztaAV08CLrf%=>$9TpNn$27!z^<kc?aR6r)JkX9RLqQS!2IBG_q7#^|TB<KkoFJvp+
zq8@Bf4Xemff|)4f>=M<HI-{e<@IoCgQqWWhO$ks{iS>D#_3J*3L}Cq<hBk<wR>?Y>
z6zqt}UV!JyxIqRelG56g?Mo<1M4Uc=Ej#pE=W*N?vJ_D&q{!t<s78)NXaq@`;-t@|
z<4rpC2B~7qj%_~e%^p|U<1G0jJg{w+N<N?&XAwPve$u9*tfDD!wRS5NEyZsYj`DWn
zIUK3T{FNU-?O!DuUSqh><710|il2LgZNm>U(ter<mx;+dYu)P@`Y4}CJx1;PGD*(j
z*hGc*W*S^d_Aqwh74(_spnjE4I(MU&_Y<%7u~dab@oDNRO86Xmv^=*Lb2Jl=XV0HO
z$S&z}NSraqDIJWqgXVNd$$55<O>pc=58E0cRw}q!2@i?L+ae5Rag?)6ORK!%zHyf3
zLar>8x#!Rds~ZE%&RAshn6x>BoG!8EZ)YSs49+~MOof~=iz$7YCFf2S!*McRj2y{W
z=_Z4vYdC%eBdTC%CS5PYbu)~OeF-<NGuyqJssUNEPdeukxCZNsV+;;%q3JTu)Nf`v
z3b{*}WiWRJ!&)baT|yDw2u498Gz-Lx;&u12)}5lRPBH6jP^h1#;5($^Wpo7^>Hs^Z
zCaGx0ae|0aWsBOvtw`|(7nZYlk&LOvq*WhHj&b8Gow$sj=*UK!%0QRNZCwhf9%0Wx
zp@&Ey3U&OzAPiJ&-NiEcpak4FfF!(r8n2tDxuqcs2}Lu=<vXNO%fwoqOumWN&9b>#
zq8s`|Qiv^VdVYqD2qsJOOjMfmMV{tHm8GshCXNZ!VFn6$T;HYLX;M;~6f-U0hIEQ*
z70B(_OCmKme_<5YDPvj%vZ{?HBntTzHtW!KWo|z5A}fp2w3<T{G8wdB8K-#-kWsWU
zdRoCsEnsMu=!*g?%6<yj6#4$A(P>a`??=wP7B5ND4`F%vIXYWs**P@CaJj@Ym*xp$
z1xra`%PH(sz)d&3fRs%0)b$Xf*g}))*s)L6l-XVxB@r$zP_`ZV(HKqdW<=~FM;)YK
z6HSU)UkvHg142b&RT;uH^JMj9QjJX{O%O#HqEM$Y2>Yftxq78a(s9WZx)jO*nQVm9
zGq`$rn2ylsX~S$!9VWJlL<*?=>*(G*fj&UrJ_xc2lE99Ayj}~pKTA$5;l(zaVUA@9
zR#Y2T56HS#n3VENS;K4?3Q1hylD<gs)`)jY$8eUWm|3`poRXMN4{?Vvg4dPM+I>Q`
zLZ@^$Zh057ZV-hnqQ+@PjpO9=H6krW@tX{4K0*puclt<CjGRPB2y{s$qo&Yhl_*xJ
zer4tFe3pMB{=pHf{~0qgGherEEiEm5Q`zX~DF69C|L4D_p8d`6zfz{*(gVND3mbJt
zhlZF^|B$TJV`~MjZoYz+mF3lAAECSDvnoGA!+aTg%I~Kc<>`cvaIJrsuB;O$I$LVM
zynUYSt>58@a|~5aXzG(}^(!E@Xn2C&;BMUMJ8{SMAel0`<^>Mlxk~=rd+0uSmd4UW
z6s3x4>?To661j(li4@0VHvfoWy@n(Ny>6W#mJxcEj#y>HXp&M=EOt(DAa7zB8KO8u
z3fja%ClWf5Ji*W)Bz{D*IYcNI5ORp3MPzK5^gx1^?x2Kq=1iIGDU%nX5xm|SR_yS(
z)*O$nk5U<vC>jYtr1E%X59enyq#TV027MAGMxd}wS3ol9h7qUg8s}O86IGe^LYJIv
z66qBJdxTy%Nok_Qtw%Q~FF($Ej(?n+jGc^n4>Q>Iu}p<1<>86|c{L$PY1jt>-0BAB
z%{EI*HSW5iGvN<2VT`a8)L31<MpKqCk`k7jVz4-l+`ED&Iz+-G2|bdqfh<X+^Z`;@
z7Rk;ah9*&SSsZT_b#0AYcpfRaPJ)eL52E1Hb^7$2Er>ldRVAOzQXVu>O9@v_)oC;#
zUDhcNtE|m67%G}r85LdAaheXk(#Q1!l75Qw-s^b7k*_e{s_=AD=513o{_E)q6U~=l
zrN@av7z>_2(VBdE{TWb3m>PaPhGa4xyhyq-%*Eakxx7vBCo^0MevskDPg8$>o%gL}
zc*vPzcySjqW9NBu*yDHG_n_qO#N4Q1N<PKJXP>6iwZ^&XuJPufKjn*yG8<lsl;1-Q
zU1BLl$PNY7;lXK@v-30LMMSJx#IcJU`5+50HDuMolq-zd8tc6RL)&6XgC3_A2T;7{
z*;{qFy7U%S+abFO6)bIxAZTHya>Sy?A75YL+)##h8K>D{EU^?lz;Q2PGRcx|*HPqU
zCdXV9vy2w#7(7ce*o$2<iIEXKSc}IwZ`{miu*Ds@uW+qd<%{)*`^KK7sBbXah}o>|
z$8O$E60TFRSINjBif$7JEgH@eL3S_Gd+%YftB~qSXwD*D60>Y<W75trnO9g}X`{pu
zJI0RDYI<abPO>;NO;)xEW0e)B%=sR)-OB`G4I71uVKQBI*gn=Ln~8B86(Q%zRm&`0
zF}T)DG3SG(C=6zIV=Cj={aFfX!dx3t_At8UQ7L9Qb8ZGff}&a+828ASr}*OXQHC;e
z+_Ps6OV1Jcd+7NAi=FEXY4a$0OubXZYvouM8t0lF<hV#I6&Te*a#ot5fk~?AEL-hW
z^2s#{<vv<j=J<J?mDV8RnO&sG(djv~y7TOtzD^hmiup7dTc#hC5$Of`n<mYLfa|Wo
zdQycrVl}EE8+mj)gPt?!$v)%t=NRiPP*(?$#~&q~+YO12=3k|x24t-~gLX`uxXjcQ
zGP=TMx5l}(%dEBLi4zY^nc_7E8|)g0I9b1kFM1Q?gu<hFkD;;CG`(@EJjuE44{}`O
zIdk<GuQ2Kywk3L92S2b;qz+12=DBqj!}F-yIWAWAlQPD+eSLv~+vifg!kJ`)siwoL
zZ@z-9^=UQ6h*~$Z(n(mgPojp`8E`$UNDv7XNh+Yp0~l(VM9Cr1Bpc7sPZYY6jVXgA
zC7800DhZO<fuu)(PLSw`Bq2c~R`U4BXtF|4lYlmA;*%&oQ#Z%h`H-ll5p_y5dKp5+
zrJIW=AH9X5Tf<vk!S+_Mbe}j@X>@Fyz6`Mf!az-QELlSV{3rq>WLY6jAP_QcB9Qd~
z?zr;DFWH$6{|E@yH)3;h^XpFXmo8l*j${7t5C8D*yIbE8zENoO9q)Jt4?q0yx77K-
z2R^`;zVxNPvC!z;y(28uEc$&PW#mUW?MZA8KEob;l}cIXZ1+c*k6y(@{=YG3o#I6A
z-y*9AI9Gj|$HP&&l8m0NbJN%Wg=jZN;ubfJewB}3ILMxX>%4yN=ZQo}DBufMev~hj
z44SPXsnJ<}{?2Xez4GtzhF(iA^ANpFg|#!6x$s9HWNT)TQ0&0#pCw9qgn9u}%_53E
z+5p&Dlk&(AW95*2+aprbKTh~tpTqBVktG?c-bING;{G~G+#v!SwM;srQBbe5xSGK)
z>?c2YGfPsIymp;xf02&JkxOQ%$pM3L3n_*$?xXizS_3kYB(a(sr1nFvr+DoIzFX&#
zk!9BtDOz=fL|B9o>`xqus?BEQHoB^yCHcf9iPfIVZTT^Vr8Hrf;IAxE?4IY6_Hq(Q
zW~<xdvi<^JlfOg~MBLLl%(7VG;=Lh}o@MveO&suVW_NCyN~(ZNg1mJF{l#Y~g*7$@
zrg4^<IQ=c+C?xcB5&^mv69sirR)wryLe3T;lOgtcH*y#zHmadxC<a~<GqW{|AA8tk
z9W!a72T)SdWHlWj=h<{z8ue?0N|)QVwaE?ytX)wc5>)o-EM2*iI9a3JI!m|X;Y(=>
zibN!3s2Sq~_Z{ZmtDmH~?JTLrAVU)xZ~gpbrli+#i+(EuBF5Fm*{43mm1dI{++{?R
zuxspL9CA#iE>r2%*&M!)&70a>7}?^7&i)=hak2`{Rr=;2lVTrtNe3xqLx%Jhd2f)A
z8Pj>y<-^#<FdN!5jkPZ!IcK4=kGJmZ@SE370@=a!dYAzWs~T_HCG&@_Nq1oxqtjtf
z0^2B&j1Q6@_8Cc^r8`$*sM}}R8ze4{5u3N-EIh{1U5k{8O;*<SQ%oPjMrL{S4Fq0H
zVWh;;>K4!SB2KA&j!cd)-@1ww)%gDWd2-q?fm=n@Rg%O&^AjxfBC@8TXnA6}f>1}1
zlL)K?UFxH<MJxq;UVc4>S?5*pf8fIEG_!l($;ok(k8h-y*hur5nI2=!>v;WT3er^y
zagVH;M$o6{uaJlUMJ-@gj*`jTiY5&FC}Oj>K|ygzNde3KCc7J0)ujLcVslAEK~yH2
zoLat%J$wFu6ROSmr4{a~XQ;{w4F{5_PPy1)WHP4Zn>;tOjZS+UJCX2{>(p(*58f-W
zc)3L!6d+xsm89t=MKZ&Wvas+O4$E!M^+R^;cs<STSq3zRwVsDAWOTXBfbbblohM>9
z_2?)o{tWqvE2R1cgWg59>IUt00?H_nG=i?DN!vE9po=CgpvVnW!=_ZuB3lB}4)GnC
z&W4214{3Ky+~7t8bRxjcM2t)%)VexG%15&mP<>2QV4<R$@Z~<tT$hp8V`j7-*<6}&
zU!$x<q@_Nz*4glM7K0cQL06u}VHjCUQ!0%yXet~XY|-uanO&}<D;iPkBC8Q&)g7cW
zc~<)?V01`TRw${0acKz=86e4MsXlJcL?j`nHusV=Wr`B$szR&Zr)f^&<Zt7J*^i^`
zeUO(=*z8(7POBv`H>VMVf<#2PhD)xHVh|HcNT5L^hdkGw=VW^Y5<x{7VwZUUQ!dkz
z66#V1&%cDLX?RkM8MP_K5oN7P$rvS_IHcnxBqL8VD<c*A<cLu`K`K<R{D9E!vxv+_
zUSU8TN8hXw^}1N9iDlV@_9p$!2ql)VOog!_3DaJ~&U8s65JDpKH3G*b^3(WEjxaPp
z2#_WGB%$Spw0s{gfg~{5HCaJb5@wd$h+Kuh&mh~|2+a!Vs>1hu<%eFvQ~kS$VEuXI
z+Z*5b#+Srt-EkaFpFYi9cir`OZtMRk{5gTDR;&E#um0*cT@!XX9e(`Bf1G~5|2IyR
z(|mgw(Gc{aQT!xL5an6c-@<tH6lan{4DVWJd;L?)$N!9l=3BU?c6lz;@g;+N+9V|m
z<WNRZVk9j>Q6X&!UU5iaAT1Mm5??zjV-_Q>N`gE0#N53nLH+Y-OhU3}e-dx#bp+K{
zf4yIRx69U*D-7=6kNTHsp2Z&dlkcK+=yyQ10T8Vom^zZKl78|rL@yz^C?o0ty%F%@
zHO%#SvYS`vdm7EAL?r2K+M^8ES&Djup~tw*4&8bkb+kh2fjdY`8;HwSXpT=2>@!h%
z4f=z-*|`vcVbZ(v9+FJ<o4Ti+zKHSUaojh*3O`rk`jrjF$_1>V36{V(eh&TAMS4H-
zmK)(tKokm8?S`Q4*`>?8|FMr?rt;jj{Q$R&?`E<%ge=M5{2qjW?k3{5K8tdEg{D=-
zuk3_SN3?syjW%)5Ck`WI+rmCDM&?x$DAhFa^#;;czl5|NAwq#`+jN5-ZBq2y2veEG
zD#u{o&QN+4Y2tQ-oWWeGk*svt>KOE7iJj>`CSB;UbZIv^<1}_P;ljx>jvJ%OE<%-=
zJ8&l}H*e#5dw?Ii^jY%pB~CnI@TODqgeiyje4$JyZ1I5g7VP0$$uFFxC)*s(U+3he
z&#B7m@xvAeECbQoVCO)Cpmr70*iC->IUbJ>@T7J(8<7LDAf3t~Ej+=t`-a%_C+E1!
zxy}XWUK+)_nQ5NI_rHvz>UiD^rQB|AQ6qL1^IY(3w&w%`N{ExlJiDsU*ig{Ih}e{n
zqBWGLg{0aHm>CXRn?yq9spcSs;R9r|Rp!pTpS>v=OV$Y$n{7MV3=akvnu99M;wMvF
zy10{-ZjYIM9VMl*O->=D^8^!9EElWP-Rq=npFIVKD=PsRBjk$L;GXn-bQcaX)LCRy
zzeXcHz@{iMTDXK^dR*1E@j&K7Xss0<Q{Kc)`X;rx9w+5d_C0zF6IKg(?n}I9ZZ8j9
zzMb;sCP~yG$mEd42Gg}wP`YS|L+o!6g-wKHkTxo)Qh{bT$ZAlc6*b7^mbqiv<FS<t
zyHjTw&D2TT5`mCt$0nJy!b~&8>6szyc9DRHi)xczxy{i#2Z&a5%Iz8l_sPtz2Kb9j
z7BVJbew<x$k%=geghI(%hv6b7qqHg(iz`c5y*Uc09OIP`De2+W>S(=nLSLuX1<TlA
ztv*JdLlm-8l*USg(=CeXar~}?6~L8s1(7khsoWuq9D40OLQ(M*jk=pA>7*G^Iz*Dr
zie@k!u8}qqe9foV3TZYhnjMGGkB|hol3;jJXU|ZY6~9l;))Bp!%|(Z;T11$r1c^<i
zGRQ<Z$7Ltx^XqHW6o-Aq5pI!F6f}*IffQFWf)l|exz+%-w4cG$UWQGdLT-(@xsMUl
zQ&g-m(p{IR-@plcvPGGZeNEP{XYq3ung~(1EX?sT@vd!zHH!`JE^5(-xqR+%q+Jgo
zpS;Fc7e;eFL**{I8q@685Sf_RAI0m0EOokE3pxyl3Chv{V`Y<zeU}SkF||dPOm~5F
zxPhT$$Z9*tYttx_jFjBa+4D7lM~AFjXT<bKL_)`xuo43+(Qn9-#36m*Vy0CFvO2?l
zfG)g0ll74ZVvUY3(4+`c16dZxvOq#%qwTU5Bq)}}xIKg=n*>ROZ#rm4^IWX2^X#z(
zbHx>s+#PIB9pX?Nu&39d(35F|9hUW&y+b(`q6{-zf;c5HR@k80n?-aT9yt4t)CcR)
zM;`^?fBcXC@lQ%%^c(Sw$)1lMJ<1RN@DG#E=h@iU;5UBbH@I@;%HJy4v-h#rLpLV!
z+Q?_;=@~o8Ci5h*OvfK*J>1SU-odq8mtZ`kI6Te4ohil!3^r@9z6ISLj1Iy02$<hy
zdfE<LUY0qsJwcJbwfqLj`YD3)J$R$vVaRI|l0Em+c*CzJsNDaTRx_?#LSJ5l)jr~i
zMC^lH3<%3b)N9X>L=EaYUXF77Dx$rJ67@-hgl_5Bw+tc^qSQC>Lk(ru1nSX)L}nFj
zVHqio>D~1*;$rD9eZJJ`VSn@sMB_vFue=MQ7~^ZF&|bVmaO5U}+Yf@KerIF;4j_K*
zQ&`u|5f;E57$VM(6We7XktQ76P47|@|M*!l^Jhp)4uNdYwu-2Q(<sGTDTkZLzJ%%3
zQAT<M;}a;Adoe7D&4E$mg%wg^9c#Hw)a|2sJrp}b&{I)6kE7%~zT*8e?$$ocZ*~hv
zeHa)!%35wa*IQloWCi2dDhIyspD6Ckksn$@?@0uTLtu>ZhfS9YUpCnz4l%a-Wd!F>
zVwinWYMc3Xgrk%>p;+w60&0c(ha%$k`x&$aALl)+SR=@Bnrgbug<yqYF+fHhWYQjl
zjTag3eVKl6m2NlUx@R&kn&j^tXWyvFNMe%qGPKtMHbaY4#h@KF5q=k~;4rGJ;9OIg
zU!P{@NQYEQ#i=(r>6$cLmFdwt$g6EE?*;T$gv(Ay-^QHC(K7?yXx8Ysf_TbhBz%T+
z<qBQHVqK}Sx46k>xkBH58^aBgOF4zpfy!sDf)@=iS%Lq!{mXcz^Stv+!mp0rgJoXD
zJhwv6NOMzI<4??2@@e@YZr%7W_jbR`)0rRT<=a2Y2#Xjkfm<u`+%p#8oxAv{RLJ*F
zyqbpx4U}3!v?yp^-=KeC1FhR&d~}m+&Lfp}(Bu$B3Au7H;_Bk;ji_NICJGbq6NV}U
za@jOz7A3;zJ=lkH#7+fk?i9^somwYkX<(7{$sWba0b_L;Q_iAd0}`!*pb$2>@7^4r
z?}nJ&35M3^XzkyR^^PClg)1#~E~k0$%q6bdBNQ_wCUd9AnDeaoL!4TuvMHz7*8D8v
zT&A3tFqN1ne={PANP<2n5^<QIhZBf!irIx8(MW?^NBe|opQoN5p&pNtMn-L~p^57h
z(<_*!j8FxJ)MuoeqUNZ~#xJLvo?@~4Jj>xZhI<NjB4KL<a{UlH3fZ?k#LCJz;WU@}
z*BFpP1_w1-4T<Y>A=f;EuAH!UaEe1#7Cn~mEsba*OLcGyBV59@a=3jJrxW6d7MVc9
ztq<UASSW#qoVci=i&h=S93CN63dz_{Q?E|38I>7aj8NQ|mJ`7Bn1ybUz8oXlE;%K_
zQ#Ob;YD`%%-E_jDrLovqC!a*zUf9Lfs!Pw`U~$N#kQ-!YtA`du#Fa8)RYFff)*2C8
zL4yq=#Mdi$F-XX0io}4_Wk~K~5Ftq_ei*PcS!L%B-OhY_gH!V>3{>_rJ~Tznx5+(K
zC!N?xszzV<tn^lC&91T9J442AF&r6;rm}>Q#6~A(s$8a&&vNq8Dm}T)XuiyFy22TE
zfwRLaELlyuEd_PGge1w_d~d?L@7hN>6{ERbYA@zE_Sns|_AE1%(wXXZz(~j|K1#WT
zl<wh`EA&T3@G2$tzUrlQDf%A4`YywX6DN4z``$+w-q515EbHq6tf^FrpZmF=`;ML4
z{~Ym$ewX&%3G8#fO>d%%J~xNni0}^YMiMcxqmm44Cm4J!DCYl)Vcmd;NzMG9$o?kX
zJ^%Y({jAu#Vf7k*BSH0*-|-`oMVIJ_dA#)+1tmh4Kv_Kt?hLYUNze(Wr-+JWl;$eN
z@(e;t6OBwFwojt#Db#w6U~C+3?@h#o;&(VUf&Sc!=r5cBNg}x87J?)DZp2={#1LTw
zzwjZ9={&06$A9=f;)#*JD8I6d_~2Iw4jn|?wI8D_A?u*HOO)GRqT7kkF4XaYGIGl$
z-b~YWt0-G_jHC~;L?o$1g*+)OL?{w0uENM5qC7-){twUx+dQMcgPYes#83H;a4rE=
zJx@NhhUF~rrsX2{3&_6q0O7?=^x_8b&Nk9TnP5aAzWZ%l{ly;9p}i=_bk;7s$d1A$
zPdYx5m?qyn#Tt{S17&uVR=I29Nq+t8UA(Hl%mp33{P0oMJI_(r*iNILr`j@@*fvFW
zWDEc5Jn=K9@G51-HJ|ChBGJGIe(wUkwvEy1lBpQvMoh{=!EVb0hEF15GSM1gA4K1v
z*-^N*me9{?5KE*>Rm_S-p}B@=Scu$Pxzek#E|)0`<an+33~s1$G3~J@G+5emEAPAG
z1zvV+hP#qu7>Z6}lqf0^e;jY)inx{AP1svX*q=AJ)OY#aRg2NsAg^!nDfLr)GItUw
zd?jhO#pjiSe5EzXP%y*4Qa{YG+m2!nzL6K#Mi|!?d8~6E|2F*#XqQ|byIjXyEK<7T
z5dNLh)KrOzmN4M0vVHjlGMzOd1DZ97jg1Vo)iOyUvw!;vr-ETNyQ5^Cgd{Dnr)9!^
z!0^l&Hk&H*jUp}zbt|T6^eK&R@k4JKVdHV1=8GGYCrrBgUdwfFgX^FE1istFuu9~!
zI~Y?FZX2u7z~EUWORKfc$m}w%s^JWb(U`cMw+1o0CTBPs4zh9FAk|-|SAUVnZ{r&!
zI=c^H?mNhBxdYhi0m<qrQn!wjBt(J7hHubwBKB<47#urAeI-k4Bgd5mgIEShHn4Ns
zkrf3m?GcOX<l1N0H4*Y$cZ!m?N!Xu9mQ^HGM@k?7WL+bpf)w=7fs~>%wq2#yjQQG3
z4Cy8g4qo2iz~mUyxg1ua5V<z}at1Zn#Ol`}7IfPtp_ivnX%R#Qi|uh#Igh04XoiLv
zdMMq1K%{9G_hYF|s*}gDjTVaoZ=?3?2CY+T1Z@{pR?!U&y98sb5y=vX<zeP}sGT}e
zTB5eQ&1R#+TGL~`6QL*(FH^pc>0B0m;t`r3doMLH%(=Nuwq_R@X+%^4ol2_0=)@pf
zW}e>6GELoO$*5Bws<IN~shJt3_hfivs)zI9RgOP-jrKx~ypm;V*Zt(|2}Bej+#bU1
zkOV%y+@WKvuo-MocRWgi<CyCz<F-m=NM<7mxHebk)rSue-L`|1x`X`@g`Gi{8D*U>
zS{Dg=4bonLv|J*;GsS_|<+<suGS#h+{EIWR5*6pUGNRE&ABAwILRN1R>Kdmvw^6>V
zQ4Iqw-IqnFhWM?3WK-pl|M1^m(!Kh71navHi;IhV>QkTM;>C+}yIu16JO>XR<V|mS
z6XkOGZ`@w;2fs(4o}#<+5tPkMtn*LM{Ad3kQ2%z?9)DNpTTfumzn{*&_mbG--%>6`
zeX?hM3}@n9gynnw#_h+?v<V`3vTe~u@W{?KxwDs;T^%C#mI}rCHI%t)#3K`ghwlI+
zjG1d_>#KOX_7DwJ;cuH0)Ahj6LH>4Tyq6B5-hod)4_B7aln8YsOYp!^#HWu#*Fifv
zf#Ul}j*H~^H)Jo6Fl?LdzHJ2iwqrehk;pemx;~lU4E=lVpc9S})*&-Li`H)<f*J}p
z9KH4C5>CxTNxG!<E9g5ze1_>?TBmo{Lr9e(QhETf9;1Ea!=wi_g4>RgIr|x+Lk}R^
zmq1U$+9I;rrK#*;_WAwTw?9JTcOGZGxymisRX!$;QV$jOw@+XPXL$J?7r3zYHmrdx
zCl(zJMIQa;NoHe%^I8>$m_|OLn9Xuaag^5VW!7K)5U+Zr$@Bl$<LD>07!e-j-9s2J
ze+d6IKH;!J^+JO9oP-*<s7{$I4F(1tr!)L0%U7>)eQuMQAu-x4F(4g6?JlC$KF6lA
z7vH*tlcCFCelKcfj@Pv><3%b@2X!789AbU{9(L^adHa(u5bsRk<zs$$(%`^X{u>jT
zOQF0I$x-+ScVZ9U!uE{MHvKWSQt#mG+H*v!^RON>Cbf8xgFG%D;$?$Nyft_~awq1w
zoBugO#<LXFIb>y&5B2{Qw}gGp^`GVQ_0xR6c{hjs8A`n#{z^dK%rlx_pri*d)F!D2
zyv(h1l$%JcpJr7X<Xrw%GJczvpZyrijPs%RH5_u<^l}!bDtTNp<oi#3nrC<H<NVY<
z4#@M|we&S+zG#x^ge*RE6#wpnJhye8d)Ix&U4;*hha7!=i_8~4#oXpHZd9PUZy%5D
z&r#^EaPovqtfVl8Ou}vtJ8p8z?ue_;bqQRZb|`2@DzZI{tfnw>MMjJaMM)4yu#xn*
zT9!Hd+I!g9dXnzEin8utix#@wWvgF6NLef)({5U9tQ)wNgoldt>MZLgkFl-2i7}+I
zG<k#v^Eot4Cs86UU7g{?nRCdBPN7t$7dZ6REVOnGU5>eTZ-$E-E8Kgai&GO^UXzeh
zC5q(?W;-GYBO=KmT?(mA`Zv;fg(-UN98NonFO}(3cQU?vi{j?fxXmn`_7J{p<61Uu
ztP%AE(!w%R)3dZ18D=hxqS_Yr<Rs~vC$V;vvG&=RlLmAW;>YXA*Pep)Ymf?1e(;T0
zVi6nzHi|f}I>g+{32MLb1Rvj_u~bd*A71G4#N9`Dt@BC#t#yQUK|!};3Wmn+FD-M&
z?_Xhbc!2-kYtp0xoBN-1$#^~1<x4c(9==kf#}MVhI6LGNMy-n*G}u@@Ma&%Ku`JaC
zd&%E=5BlgXHcv0G^!v||>t_&=gHj0bsu5dTbGSk<xMz}g3{_EgD}*BlaGWC26DR3Q
zc|t3sQ=21cG_X{Cby!?Y%x_!V-K{vq-KDr&f#U97q&SN^EN;b};_mLQMT)!2;<muu
zzW3hmdA`5TnVBS${F2Ez$vDrbn`9ag`BDwXEm1{aaWiJDo#79IadRFQWbY*e9yMdI
z%c|Av0O@YUBg!o-B_6%ohttBt2luKLq?w<a`TL3dP7V#{eE(rq&WD8QcM4xq{JTEu
zz*(W&Sm94&n`o`iE+ZH0={N6=fhR!{$NB>Y=n;J3*zIQ19dMSb-tb7xZ<Q;!5nn4F
z!z<%9Ohyhuzs8z$yvUucJfImS-4l`TKu=9l`o7`Mf%(VISK}PACHCs6S~)4qDH);m
zh^AhG{u0Mb3x(eAP$!rGTlj;MtVV2w{(Oh}11<YKZi2ZtTXxO&#VL^!AT9Ri7c!G?
zfameP0^s?*htXY?R@8%#%QmTSHdJ08o?87cB}Zpe%a$n>19URk=XB^G!xGQo_uN~e
zYN{{ihXWkaf1fP0JnmySb3`Imy9TN%`rkFWad<KgO5ENMa{yQ9#i@rt5_4dAJ+hhU
z(Vq2GmieE`Ss=AeL?qE@Tyuo8^^hYwJS|cwRM3Qhe!iz$sL~akJ9xm@&4*vv%RXyC
z9OH0f??z5!;AEk+N?7t`OyADO6PZs%I|ju$krbD_cZ_YS%AqE~iyFrB7f^$m$;8ZH
z>!)l^G1iTkZQ|0!rfene_?bW|@4a5AljeTntH0k>8FQ+)MscyhkZvlexIw15xo>hA
z!S?a$=n!etEPjYx5Vmms{I=NsXXU*z@aQ!cpmN2cPPKqcC$s%7D>G$WuuEkxr+nI}
z-6t#aXZm{s`7-i$YKgeb7_U;CiZkvAm#-G9R>g5el^mlNmPDQ8G`Ciw$+u)d9vpqQ
zA6fe((qE!A`F!5gWCp`+#ifrTzl6^Vilm7{T33T-!y=lST7*mTqoX;%ASOYf=MR2@
zIVN<Q#U&G}oIl@^vr1fd2+3AcLD#_E+b6Cn+ngN^GK0dd8Iy*D9eWnCeFe^;TE65C
zo^jo#R-cm)f47RnYHU8vpB!Ug*u^GMsYvPpFFbR1n5P3{i+oZ_V3h9_<J=DNxr2f{
z;b-@G?$CLc3dglzfmKW4^O+T&lvEu00q5Xdm{Q@9JYbpZ$f~2X7br$zg`dkZ@zfyd
zqrh-lJWYwNoxzIH+o%S&tv++K`(OH>PpxL~r#~NN-zL~H%WW0Vra#|N_-GEJgdW94
zQ^p{xG--~wR?pd-`P(5@n(VCfA33A6d&4v>9yMYUDy2_^D@-{A=FciC&oP|SXz1ph
zW#zt(bkk&S!1=Fq1R970aol;SL=$P_0^KnnK^}l08$ev_)~Dcq3w%+PlGBRK>K8~7
z^SOdHDGt5Ars&Ob2W3nKA0A9!z54<XxE$HDb@u<h_=N}fBy&{a##UCkyxSzc2)hOb
zV%Ja+LVpYV#brfhswD-ay0UI=F14?kL&_MiiDqUPVWX;w+_*3q`uHnc6w^PLHl&3{
z;_pXB^Gutvv23xPnVLXjaiamcMoF__YE)MnIfPhbfPNo-?I_9Ok4Yiun~cYj>N&&n
z`Fp#yx&T7Ua6^)-I^8*J^~8DV3`2IFCms`IjDa<Q8yp4Id|R}d22vG3U63vwB*)n7
zd)3`h_;T|AzbNuCeDh87F+%dC%N_F&_N}Y^22aK(I)<gdV|?U-zOEaH?S1PG*3Dmg
zOFd%~>yeUY)q2#`DSC_lnm`pA8mgtMD-Ivf(G>y!3y#eZexnG7i=+w&1;OyL$(2W7
zdwhUSmIcpd9l0f{djxcKCf=6#p-^K{98!z9z`f#W-0ITHn9>X_NQ!a9aKB*B_DUnT
zoqcs=+P+*;?R42vFzp0wT06i8P9p61-MBOe8*Nu)4;u3K0%wtK>&rW8-ozOl)+UPf
zh+kZAH+k%?1yb=^&cDZ$sAt6l@Q+3L-ZwUnc>ZKGjRtql^HSa*BPLccbFh1da+H6`
zZ0ozYLp(_mJ8z;$FYRk+71iYT?=CK2ny&2<9DyxwIWfQZV-|RaTP~M8+>RhHABLVM
znZI&dpg7bIgPMG8ck3fOYkyOXc47M4O7)dz2|cx|Z(0xleY}l0ss<|dg*o}n0X`*>
zEG(7&aj$%Jy-N27`uXh3qH9#)2NwF5TJcy(m&~iHkA1Brbh7#>--%D$lE(@zcY)hZ
zRI*|@B2j7DTUqj$v^vA-Bj@`<?!p65`x<ho8&R~Ji~3o4fYkCQr@cOI*oW?{ha7=H
zIAC{=%$Sk720oI8lvr|J_Vhr};j*h7bY33`WfUj3>4`p0czhf@7D8uXy)UP@qfKUs
zV|!42*SJY{3=!hmTcwq3vV9RZiFp<~LO1JS9|Kw(;H3OkU>85k@awT}%ru~J5X*0E
z>&2~*PMb9;)zboGP<-J@{k?Sp5Ae{8AqIMN^dh=%G|xA|<)iIgq0p?(G;1d_K8&=|
z&Rr{V*%Er>N<Fg#gt*XtqY_{J(rG91M4K&1MdQR3cH#Kr_koFBj?vDG;pECCspU;n
zDyv;co-|r~w=Z(*ti@s+@6#Xid{bLaDc7pCjQyUx&JG7F+WGDmzF)uT&l8EPR_V<y
zNod_)sjggDa)*e}C7^8x%ZU@MJiWrmC^lNdw3H|-S!UiJbLKLv^Geju1k=8Ull)Op
zV~-?{EBYYY77rrr!7vxAmq{RlvV~{k4W}DD>eVKGU7(`nj<aR)*A;KOacj9GEmTLG
zy-@)?p{WpuQ4z&c@poL%jaI_NOGFz8#4NUj>aGo&s^Y9irTZMnM>AIJMsaFmn8<!s
z&thf!QOzCSf&QYB{n@Yx4<S?GS52DqoO&EpVJmfl+Vre;@)b!kZ{(~qcRG~z+#COI
zx1a{{yj8z#QVN)l&e-TUku7p50Hz@pps}4~xGa*XpTv-Z$*o1i-KW&IN7STc(aK4a
z?-UbZu@pie#K2_KDHcGS^BqMN>_C8o18ZS25oLp%Ya?_4%v5o3b4^IN;_a;HSoK=}
z3`fb)B2{tMZI<+*pS1UdJ5lfR>*o7wcRbX?187M+(>royE89^n??wnb-~X;q(}f@#
z*r6?*WhgqrKKeDH@S8*-BRpjTN9wF0Z&(duY1u#s{ZRe%=bv~g2{fOQOY0Ineu%Wy
z0UJ6H>^?8(dPw_WA2v3}zYmbjc#W@)WWS}3RCdbrO0Kl_y8<4NcUOV4Bi&FhEA_z$
z4F?>5PAGjG-ZN^d&~_^Hi;KLGacu>)7+v1l#>4*>12_*f3rcEJs4slhm0eCKyNCVW
zMtNpdPn_JI=ts{GPfSqEjRHxCz5vU0D=69WM%U`Z#ZRMqL&b>=jqKT^<Y^1f{7cK#
z&_d%XtYJBDoidAYOPs{;wz-$HY#?=b+EMyl%UOF|1>_s3yw|=35>PmRXGm&iy2~WW
zuv=&QLSJ&tEPBl+z|`ATD}%q;m3<APBh?Zy>@nFSC6?JYI3Ss{Ec~d5qoH0P{15S~
z47Fa{NRu=m@^D<>sj>Q%91gZQ(eWo=ty{K3Q_sZ-x0K6EDWB)BC|xkp)Rp{e|H!Yg
z>V4s{>pZfOMBro4c!|eZA6HXyBzVoYdXMWRwx+A=P0>~qQQvvG6V39_7M}iv&SxhT
z<B5Li4K7?fpo=xieG8sKtp^Mqj{8LRaOe2a)*gT!Sh8pfUi^zsz4+Cc06had-pJi8
zti6xNA|gKN5hpM8YsAL+WrmvD08GqNUH$EW9hvGQkP==nLeC*sZ>3`!%PJN933GM^
zy_>9pqrsA;dTgJqI_s+&^Lzs!uEktU=Y^@wy)*e}OV|tV03-~S-65r_jmD8rBZ*C-
zz)+6yFZ2Hp{8{I6#?Wf^d@#Hs#D3JQjN9u=2%UKxO*wRi?-^Ff4?&cl!&C>8lmqL+
zS35M1<Q+GF!qJaAXuin1e?`cF*gIOHxEOWVl!F*`6y%m_rJh(ChzJ*c@DCf(A7&1#
zD3=6+Wm9Ix<2ZY*s!i@KRI{ihY9ff2KFj@Rqc)KaEQAZv7&tXhbbdtlBQ-9ZoHQ14
z0eYwx<q%3Ee~%wx*lhbkg`x9G?6vzTMTchXD4$Dd2W?Hl@tp|W0`af5bahUMThI_5
z=bmXjX!?Spvn1Tv9^-gNaP&J|H(7o$Nz%4zk{Br;Fn;Gl(?LApICOS^AwI23O|XrV
zxS^89S4~j8fDCeml~r6#P7hoc@}(Ed+=Z%{JCcN$-FJ}iEAbSq;a3u+c@+0}Dw<<)
z?XpF-1{d1!i`H0>d9_s9mlPdc!MA`|m&+$fnlRnRroocB=6cnUt11#gafaA=LDbGc
z!6A~}$8~<5*XM3O>xZ>V?!ZRx2Zz1xg7-)&S#Tc<xKDnz(vNd_W#wNkmloKaVB{MX
z*G!mZ=!3YfU3|0HobUokNEG0>`i17Q0t*>#F99$I(p{l#o|t}1XfrR{JmgQLe}~_a
z?)x2kw0uJUtX0qced$*7c<%J^Iki7?uvqrof?~{iA&5R=Y<wo4!xNsiDf}_F5-M{+
zvCJ#2GI70<XWmuwWtnL#I(S^qu8MWuA-81SPWB`4)5Cguj%#CI%L@#6LMTZS8GM<u
zb6hPbeG1k<)n%d8W7CeZoP9w`;|iNI2)VEq#+xc%UU;c#!{Tiv+)w{f2O!}`GTTR;
zPiM}p-+>pF3>7%4f2iUN>V9OcgZ8`L6j7v1Jj`m&K8#0W0{tfQ7U19*z7k4ZS!7lU
z<|j%=4hvK3@IBs4bZ6O(74ok?&4MTU(>M+<plq@)b0&Bx;GV9J)$X}4r62xzt94j7
zqN0J<<MHFf9I$#irq&t8_Fi&Dnk?@S&Me!Hr8`?-V5tLsR&GWt<U#n6P|D@0+ly)7
z<I~|A(#2jUbWtbv+fk})sM}2U(?^p6f2X%kZ(TxEt;EmuhLQrWf&*;$uvas@vfR>h
z)-F!QQ01Gw;h!c9&?Gh3P*BFt<M-qrMFZFVQf1uAeA|^+aN2=f7?lwEw<EBNJ*a+{
z^cjv+%;PJ|LG5@d0gBpMABD}D)VG7H&`YW>8Y86dzR&KRAx1l)ce>qPFgNK09YNmk
z4(V<2&<5~(3yR;!-Z5XvJdyg|U~3OprCwLeJ7}vhoAd%JNoCOkWK;^`>}WoT)BfIo
z_ldWIGH(b>kuQM8c-ywlKc@dMc7Xdl@e}Op9bUm{JTA(u-mqpUsBE)1;`8_}apHC?
z^vn`b;=WFY{^{-+cIcQdKZ3nCTUFwK1wh-}EF<#Z6kQZWl`d*xk55d3K?tuXdBkpo
zIrZ9%aaiuR|6ac*u)L(4=Qvdm3!GIv@egbLLFj(%P*^B!qKP2Kleo;|ATq##7a{zN
zT-o!L&1?>fJ3T{;(K6-j4<%I*g)DcB+s>C;yzJghK$_7HxE6%%L7WaXc`NtJ9<OzP
zy7uSb&o+`jp855(1560to`PgryJfub^t4NEPGgPNxD}r(rQ<pGrHp2us*QzSwYkBR
zrH+0iHiK^|Y{K)uwi#lDrdAElTvWP8zWqRA;Y5K=3Z7GBTZLuGBjAo`OPyQwJE-<C
z^i%U$!l+0^d{=>%de7;D1m+K*Z|IC4f_vTu4rjPE;T`@)y_JyBdi^DzOYIWF{3T-?
z4ie8#k$u^GC6wihVspW1o$nQL4PJA}p_<ATcN2>)LeeAk7Sin&8p+OC7-a%~Lh`#7
zuyU-P0T*yTnfi_F^e9ystWn8qDs7^cZZwbHyMTrrBDTBwg@t<L3Bgq@6L04aF3)T8
z>JsTo>e6Y>{Jb{t971qvX83h;5>6vy*I&Lt(^)50dO*4O^<95VL^4cDW89oPe=_E7
z`&2KiG?!-jn{RrY;S~Asrx!`;^daNgtGSy`UT^1v_450wtqPor-6B7j?DB=P`)&pm
zkhie2bEdJ;e*Puft_=M9iOzlR#Aj0`+qyPzMJVQsX&bF8B-a^D)eAcBu$#K4FNy*H
zG9}xFLK9NhpTpT9htam*juC?Y+JB0b;}_V{Ip}ym&&X#F=(^$p#;%PAWU(ABpM7$P
zffez450dd)yf<veO$c8@>K0Y`tEjT9e4z|TH1ojgghE3v8rLeBMhC`VqM-STOOqru
zn(rxPP-Tdl-S|v$J%R#<!@t}Fv1A`w!eRm1TE|ShlDt=^RsQ<=ZylX(5&hiE$G`bw
zo!`s;{7f)mI}CCo-sg$o^p)J+yju+pA*X7J1Cu(hOIth6dTy;#9g9$kWC^!!zGHT3
zZYVXFKI(>+FjkoO-k0CL4eEAvUQFavy5!^c;lJL(BsDTY{zp1Fy_A0*@<cS9IIN~{
z*I!FLmn>AI+8pL}51>k=To!&!g`G+}%ozmFmB3F5ZZo0fPQSooC6q<fAQyiAT1xLU
zB;~$1!*4tA7xQ8U^)`7tEwww;1*8$KhvWOoFW0HW$s5h%gf(j@R+D4^^)lx|w^WU}
z;Eg_n|C_Vxl2Ri2tWhNqcFJ}$z;7OEbEO9_mR!Ua_X&q559j-AJ_>)BA2j*s$ndm@
z-x*Y}6Y2X_Cl7q0y}!ACk$8bLD7l`sJ(|sevV=3?xAlPii_szcT#oj(1O-TWV%O(h
zGLG8$((^-6!pE=cnY1^1VenyYGwtUnxvvWjlA@S5!*?#kt8F7_Sze^7>r*Se(xAe)
z`U{Go1IZ2j4D*L}L!AwfzI4qSx2p3d>ib>y+fr&_mLKCI#J!Okum|2*jsT8=sH#F&
zI>fXl5)~AUggtS;WcW8n@&H7p1pGeu-(nf|uDW1Rn8&q&u(SHB3m+H!!bEtZ`5vJ0
zQr(U197-PRV{--Xjk&Wu8PanysC?Wo0C$uVD`?K<zNF&_Y2%7Fz$F&Y6CNWoH=In&
zeQDKFtL|9-q5UW5@2dqY+MF)dVv@8=?8kGt8^WSzG!1TOYz2mc58N$&@5DJd0x~y}
zS(ik9P*RzBr^{yfr04e(uXKBPz4BC0rhkZ#!0&ME9q0GD5u1LYX73cSq}fL2FJ#4u
zBVe!}n3DaaL?#2VQ@%tN^{mK(YVF)7#t^?t!AQBj#woCvZ!+8WJ%Os7jL$0XR#U}`
zVFZAchcD4;FVT7qe?FuM-XA|C=mx~>wDjXl9uye-D(|GJmGKbYg0x7``s+y~;Edxo
z^@bqph3<GFEbMzFIL$n9MP~Tg=12j(Ije(?@OwN*%6@7WWi96CLAgr$0NHwofD^}1
zh&;SL?Q-L;?x;91xq!V{Nz5O|-3M<8BHd*q+e|s>H8#J562m)Y2R_iXBMrT3@Xu?`
z-li`*A_7Q(tXreQezC9PsV#pmu~MYskaHw>;)zIK3#x}Voo-o%7M(@_w@w|DSdU>2
z&+<#vUiKe%#|;bK`yJof;6crm?ich!we`1~uf^Tm{8}3)MnXR$ehh!^RW$u9YlS3V
zN<{S7?w(LMzsa~x0qtBL@w5YTi^QSQE@e05QSFJeJsBpN5Z6h1zkfJu!w`HAZ|wEq
zy*T47pCwQEIYhaj(jf1pj_h-pQUUi8E8bLrTN6AzR&FWXE3R{ML_<@kmNqR0eea|+
z0_rBret@Gk+87vz-S3fM!0Y4T&r6DpF1Q{1-7zkz>HZt82Fot7x$uYyav99q4aPQ|
ze$U%5j4;QyC_X2CExeqeG$90;&$0sv0q%{Gb9b{G2$3*#l|jYm+!P&(GE&1T7acH6
zOnDAW`HQ&mVzE>jx!%*dvUQsWD>u~vSWk9B?{G);C0c~5qfPJaodU73Wo_>wZ*BF{
zROx4Cltff!#<EGiYU<Du5=D{f<@Sxt3p%fjO*-u@4ats>ywS>H5p(7DFM$;FQScN3
zbn^aj=<rnJFWD1aYnx<j@iL#FX%I&bpFBVwtnO2p-ZaECmwXRvE)@|2aA;p`5y<V%
zj#&^~`KMa_sT0?{!=M>4j{J)}^n$ydSOl9?khumQ^<wDSynKSf^1ld5-So$btDyfX
zmJ-th$n@WBQhO}fWRCXFaN*_Ieku6*7!zFGmC@K{9o&JXxD(Whzti)w6kDo6gML%b
z>jP=R3b=+sY+RZ%a@i?gi=g2RjK>0lJ6nO_JFav26U!&|6416X(=jE?zmo@}cydum
zrq<TX{@AZxkueOWc_X}0pmA4*B^cqvJehxYRG><}GDA*_?l&$d`yFXE7$knTHQSqv
zk>TVazKmnK>)2&=05fQ`tUJX%e#khI?oWI8p&g~)v#Td&_~P@`9JvQJkF>~JrZO|h
z;3~gNWbEP2o>@baxJS^OXT1krjt0(6iK-^1%~1zw=FZPtTY9l2_28YKJMLOnOT14}
zl}UFi=v7k_#&)jkL1GlF{PtSzj3rKUf-_b#nwR~0V1!B2OLIk4a`}hL{bTK=+*cje
zBU!_lB^=C-mrajbYbza{D{0!ipM2H?d{Bytl+Sghj}^UE9SdoZ?ztYBr8+_Y`J+_7
ziqhiGU|6JQFntG<=?_@#<?aWUY#`dUCM7d9HPueb4=#8^_0_(v7ee}{-E6KkqO1WN
z4QUWEe6LCyiu)tHO3X4#8qfxOQWw|MhH!JDZ#9X+IoW!U<g2Br5^cQ?>x017!b}<?
zLf>(Y&`tJw0fo<VF@Q%Bu)Ffxh<8$;`jtMk1M?P+0W=uAL;5S+=0pGNH|%zj!ArOm
z*pY^0H%>(Z!HC%w78xnW@~?*9{2hjIOC1MtvVoX(y?||OK`4%|sxu@E(wYVVH-W@6
zzK#C1#YMolJI8#Fb>8{mExA$Ag(EiN_1OC#7{B@@w{CVP2?J=|8Q(^%uv4L8R)ISY
z7+JpC2rk#4mzpX+*gGSkKc1g?KTVHd(9I$aU6ZuzNN?Af886o&tmpX%YV)-e>!T1d
zl>(weblEOnuvLCoC=aD`KL_szsCP$J*CAZS>j+BQTxoD&aWa2&sr#t!g0gZz2!`d@
z`1r-608<sEq#5q=x7F$R>;j3nlYok#k}H6PydHoZ*S0F#b3#jH6!8^~@q_8#kGI}v
zx%?>Trh_RN;*Yv$rm@}dOSh+@8VKHp_Bza+#C|fYc^Ro&GK#(GO(Dg#A}}$y`sV=G
zobDc-Lt@OuUot+<oGI%_rGD?ugm4mA-rj=Qnu}X6j5%#&Yke2gF;-1@9D-$mG=9iM
zHoVj*F^_*fgDr4OJy^wIo96T!#D#qDa~2dlln@oWSYdI_2TD)|x7mzc`DUJpt<-7x
zQA&A1WxXwTxIVoWx06L?Fbm(<sM1SHl7HA~(>L=fVn3d0pDz#IXeZ)77RX;63W<uk
z&?CA1dO9R?>@}Hj8L#7!d5{3LALBWB+znIda}wB_9ZK4|FOZnNWh>*8B#+d9v_eCM
z6O0ffVGw_n{r&D49GxH+U6z_PdZmY*I8-h29IjdY&TP?1s-8TfcsaxGgD7l^9a)}U
z6XRFpbX~oyr#dOW+6-D-*z7G8aKa17zK0py{k#{Is-i<&+J)}QWqxFb(vlDwuoTqv
z8`n_=b0eJG15@ovN-`G~CX2Uj{~iL$Zgxx2G`IZ^bQ2`Kl*9Mv)jTeaQ2{GS0TQ%S
zScN>GwKtSMJV_uA8F&nhr&2H4ssPj45=F-s7=X`<ozkte%?w^rfjjQ3&mGreP#`Z;
zS!7cS^6oPU9Wzf?K<yD?>=pqV^inWVk56b6OF8{Yq!jXt{4A#cNHQe1wpAt5KBvDd
ze`_>+n1c#f)zqy*c*=UV5;*rKxT)<E@qJTH$*0KGpyEaxKP$SEC4+L0HT!}vpau3q
ztOzGD7d@t8IH{!2g}c90)TWg+QfZl-iY*Eg!r$dE#p9Mgk*hIXg-N-6MOHpIrKl)x
zIwCfSc!uhq<jPSD?LKA4V_g-S|BNm>E{jF4yXRUP?XQhZi?liJ7+h|Zsb0b&S--)k
zO^o+nP?qVz?8K;1(GcTd=}qB^*!p>Doh}F?Ij=C1&0|ISM2QSHt_l`DD;P3iUJG3`
z2wVgt6+1ly9F!Y^x63arlD!b}LcT~0N?`eh;N1mPF8{)`VvQ!hz(uMud@Zpj$`{$3
za2e;pc*aZq`vt{r!uD$kRCk$?n)vK|@Wyd2HDh)kFGKu3x6~8buA1xFJXJw3+Gioz
zs9`)gbq@sC=Fqy6k3QSC=%)@e4jv5T?YaaO!b2hsck@X&@{^a1daGr-TE!`thFsbx
zcV>pJ7)S{kZxW=+EM>b>0$t+HZv4sj77l>ppV{dyB*x#7kVN#y1Jj^8ps@I-wLh&1
zlfg_boY|L}If_#cpDC7>jd7Y{Z`Pj9n3)-czuTbB{>m3?N+R7~O4S1%kC1W#anH1|
zx{-B}YRvV=SNFMvd24b)>JN>M59XHA?_nVSMo)wZ!%7C3Zb3&6hRw8Ql@=RykYjj=
z=Yvc|YrSWe?d)B`DEh7>rFNP_8)ABr{^U=y^m8%eoJQ_9D5OU=Z+!^qt>pY0iD1ni
zIXEv@L7k)(g8)O>6diSiJTl~nXlv_Nj-_u+(pJaM$%LvNg>l&f?^-#mGD$<shj*Kc
zMfTug?I7u0f#@h@V}yrv|2V_>S0!k&RBAn)#mt9z(4xOVpn5kni1|0bl}q{~Ob!>~
z!m{L1QKiTLYIreVUOMe&F@M?K19oo<MR6dJ7k$&;O2s#8QCXevRJGDL3!oIaDhmp2
zo@x3s>vN0-3Ulp-Xq42a6kb!z8i{IX#;?0})UM;-bU0XO9_Q~k_53JT77@kV-iY+g
zneOWSVm9&R2FhR_12ujPy?0~bwk<4N3@1Dwl37(zTyvpW`w=UvA1jw`+zQCN20o|Q
zMr4)jfG2g2=xylU_V+vPorE>*SXBx%wKS?}moJBQe^ZIYP|4uMe$$i(&V7v@71!^B
z?kN7)V0DIX>R#VjoZwj?vOAyPO|bkYu=jZQBASwUT-j9=s<%tu=lWEkN#hUeaSraS
z1r)H>g1C&x{LpPj8dzvIgzliAX#BVRR0Y*>@4y<%n#Adg-^vYw?sweUy?|BEyPI>W
z;81q^AN)g|FJH_16O+P4s9H|_C{v00dnrJkPUe;YZv*4s(0p2=D~vcEp6IPRA8BT+
zYKXz;)x(oeMX-GnGyq}iF@#hYfviKum%t%|uqV(kzRmq^#6%Ac4`w$xvA!Bg=r7EM
zN)(TNQ>P(hDUFz;6T+E>hFqJ*M+%A=yzd3I&AAWfQU%pLWEO*1>7lgjB+3$m08=`0
z0nMFyty)W^57lJ8PF!tsI-D_X;9i=Jh<Fb;seGMPW&-P9ziO(U<AzQTV5oXB@zxwB
zaxVLl<3mMuIGgWI0zV<ooLH@O!YRrly%|9bnXb+(6Io^XP;MMyxvw1!91do_6CA9Q
znG*59Ep5eHuBAB2J3?3VoPT8qK1u}_8~qxZpm9BA*Rwu`wqFmnUy~?RDmFh;uUO52
z(}>FFp5c5$)4!nDiW!5=ivNwkE!@5+*XziQdEGwFYM#8UsfNJekZ*G(VUp8=u{wS#
zlinQ}y{)qtt-J^6EyUcNArlpwU&gw|Ei@Vd2$kZRGg35DjEkI`@$dQ_VRLdt3hW6?
zUP+NS&|>)FK7>wUK{ci)x|{uNLK~K}n>RZBUA47JI8d_q``jE?aG8M#D&8zUk>p<-
zf;D!!<OI{7cFSs`@~Kucf0DOc`Iem@;S1DOaG~@KeZmi`TTwX)_4>o|D$Aw)_UL{s
ze)q}Cdo+Q~<;}7>J(*oTFZFuWq=a369FNv+5dmbu5sKE|n_f(Y53Ah6ENM`?oR-!q
zC=$&@y|37VQ)KM=9eRqNXP5Ad1)E5GU&(z^WY%i=cwx;0lzX*Qqr0k*HN{|o@qAXg
z3~a>X(qs)}S(TqOcj#`V#jT0mDa%^znUkA}fHfphKd8`#lR2^NJ%x&6U_97&oMMQB
zMgBO8`Oh^pp+C>E|6=LRe-CE(5cF~Q2x;}83gvn?>S9~b1OWNgV|p|W+*VW=$jA(5
zDLhvaS^^=>aDT__cvDpGL|A>iY+zFN1y5o!3#90mv*Mojq;thTw{{EcLnt2Q;|aW5
zv8^^{Z`8l3s;q?h<Zfx~M?<NV-z-(LVy#P5<KRcuxZy9d9BJ9}A+tZ!6yio|eQ0A6
z0sc0^qk70W8R0l0`POUwXFk6PHI~K(<TcgWw^M_a4aF8}ZLRt7l^-QkA|HP2O~$Ik
z(3AJ(1uyaQ?kurN>=q4Lh+bOd_L>b6;6_qQ$hYhaR|cK@Qt4as>SHpn$(ZEiN9OeE
zJ#J)E$ceRy8NkGdoHjCQE)I!BU0}ERMz5*oPG05STvNOEVL{~AlsKNA|I*>EWo*}I
z|AT>KBqf^f0(q0S_~WWEng}6Jc2Wx+seXL|1nx5*4K#2R)i~NtY``>FT_Yn+T<J=b
z#A(2TyhbjQ@$8AJg#H1?Cyv+`>6<757a3F}kxIXE1ER?W4b#$%u&P#UeR;me)$f!`
z{J&<GbwLt^TXG|VBpk#!)*nR2-L?n_L#W@82rVb5O09_6QoMAe^ddLS1{;2(4{i^6
zI&qi%K9xOaJE0d7Hjur!O@E|#Ilhc!No@jAQSU?vJ*{YdUDeSY9-B=~+KGwn&&ZU}
z6BBEG6*UB)k5?sI*~Qq`-{8P>&jt={L{qvGPLZ1`r{TGG9lKL%K~8{Zk@+CVevX=p
zlTSHyZT<KqJw;_U?u;Fa5!0)5RP0_;65E&Ud-=ORXz}YVH4?m`FB;{=EA7*RkEo{y
ziFv&Fz(tnmw}VZ#LvZAQKCT@#Wlc#t=<E?WQ3NwJA3ZFnV~qcH8%GdZfAZE?6TNm)
zPL7FK_3JE8oM}~W{z|Fsf=L5^I03O#+4NUmC#cG1gDD+TE>9Tg(J%8D)v<e3@~{c!
z3-fgzXz%6p2d~7G^3E<FJ?v*;Effeu&-__4H`vl5MaWBg1M9heA;D5#-)HM9$WI?V
zchV!i)u^l)uTNwhhYl@<AIp%&B(8SFDOJ5fFBPt8<NG=2C0xOw^rSyGp0}v`t@3LM
zlO62n<Bwm@@}h3>ByW>A^tKdWD?39&8TbMZzNpork%cvFgnFKGui+K$$VQ#t`-JX@
zL)&kP?Q(63HfA0a-gn8A4DwxnQV?)2Xj%7wqj41qo7ffgtN5hv$+xkLPi!h3^nKOy
zcQmud&b)QxyN#+YSQrvzfKz7PxJ;JC4;6a8b?KQuoE|?B6BuEMWy0ogMJ}>&AZ)bb
zDtiz&osB|%6}s2Ww<dkJ?OPK0`ka$fbWqFRmsk#JtMsu^pse42hflvHqF`p*5=iTn
z_CnhY8@itBRrbu^P`b(zW%TAqvn?~h2dQ$IUQX=98JItuRO&fKN;t~yL`{53czt>7
zj?~sdwZca)p*(F;KT#NDL=*0-rUlZD2>Sc6lo_487I+wse&g04HgfbJAzQok#+D?1
zH{u(l=33*w%x?-kjm9P_7+q?Uoo$)1;q=i{U%oq9NWXrm1=I$nAX!49+dQy~O0O?4
zxZI(Ug`#X>M}{bZk_%2>o`lenfl!*^4I9Qj4^MYbLcumRKgxPA5k2g63`vz~-KX~6
zi|z2dPen(pztN>VvwZQ=s*#svLelRM{=i;9<<6_4mdyiBqQKrkR8uE%=YA_D_7wiR
zr9#0V88&WB@q-3LyoiX1`HhXqzkU%WBq*`vDZx8UU5BFNI?bhDPHYjx1-Z;9P()@A
zfJ!cn{Y<|k6ZMbEv>=O@1wrM!VU6deBg>Huc>nc|AT%3*RFa;WGMj(|9IBiNwH)Y+
zt**VkU#?CuY$|RgbhdI@zjhR>{-~O{HUPUG=nEzNX%D=5>9qRE4^VqxQ>NY+`K(6O
z{krRRFcq<%Cn6~7<$!wE56iK{ng+^6CsyK_ezWDeA?xaz=Xsa*jgMxYG+p#JJ2@?{
z!AD--7<8v$gwg#$ZMKCJ0SUpVj(WT~^=?o77v3S|1YLT@;Bk5F-#x)BIX7MiPi8n?
z!>WG>Ny-dj%jOGC?yPilS(At*4FSm5Fz#~nikkWilyt-MR-i(ZzC>>L!DBH^jS%Z4
zQZRXM%ly1*kkXo*)NQs4jZslyVU7Ex!P{N6ADitWBV$T6e;=fY<IDqyNY2g8EjNQM
z_%W0>)CX?8sT;lH##~H_Sj^>)M18Fj>vfwA`OihJ$tpRwCt~_<1X`CXw>}a)6Gf7d
zH}Wt7Q{<hpd@WQSeW~<L|3yvdZKZk8RHmq2=jmmz-q`@>lhW<5zL;l`GXq{o5!*8H
z;5Cl)%yBH}IUnuu0?omqH^4Uycy`!CCW72E&r-P)#-l*PxmP}28dz+jP;A7_YtqW4
zF}`ij(8_M=+5;eM3q`z*N#=}c$5qEU1^Uf7Z&&7?nyS&d^6L~&4*WR!+*T%s9Sb*j
zDtYAr(q(K(R9kV#<;|E)1&DDGTv5?(%cgvcavbNws$uR1JKtZd%L4$yPft%-+1@)5
zv|j3|`E(t3i@E`J+2}h&i|hw@_&|G#v-%t?2LQn&nPdN*Hs$kGYJzr0Cja;Xr-Px?
z{D|^0jtkNi+hhe2&?3GoT)+ft`PGg3fktm?o{MOtohl*~vFr03Vr9P{@UrEHhE?^!
z&EmIg5-^GIo2$Td=QZq-p-@13^&7Q&^((%9@AvG^Q*yBh+(rAbVH0jves`6UrnlD~
zi>@5rgm($vTHYHcuH!WR&tGjncnU#Z8i>z7^5xQLA&T^nWQFiBQnTLW1g!<lJE19w
z{1hdhGXAJ1dwv#8!~@iI>`VrM=G&1D%*-}Y(0zjhj6dDY=k#kmeVLWM=(npF=x`*P
zt)MMGX0|vyxUo7iE7s%9oQ?vrSJWoAeP^mn{|Wv9`tfF<+u!1CISaZETe~(ukj`p+
z6zkF%>M4ItH*EXmS;Yx>dc^7gJrid8fXTZA9t6Oy>$Gv*A>EsI=-a*DZBBk^clZdn
zuRB|paFbeBN=p`jRB%#bMz%(_%4coM!Wq|m?nORmP@6prFLMkR5HcN|M6s%0_6wUW
z{#{}UKGHaxfXD5*J)Tb&_T`_PoNUo!23#lRe5f(%{nQ$z5)K$6a{KrO&%t!uP19n=
zq)0TR%5erGhWy?~<|j1i*g2lN2dx7}e9&iudIv5<Yb``>k15E#)kkqvH`VN+p<RuQ
zJ+!<P`7qNz38d<?raYg(;`+XQ$%YlsO|;*$m^N91AulYJbXgi^aJpFU>Ara5g0KY!
zi1>M3Kmh<tIQX|&BHZszMjRqjX+0e8ufZbkAf1i18<-mk6V<iGqw>hBfx_(Bm+zU}
z6^0d%T?-a)V~uQ2j?=H6<-JNZR3yd|%dDUJ?Y}T(bKdb?$<?(1nvwjOL9&-96IBQ8
z9-}#b9JK3I8@b5WjN$D1v77X0z@P&@YdBP=JMray*@KHS`Z?fbgpe&*6e|C5z1tUT
zZUeKVSMM*4+cm(^ZrJYtQZ;pR+J`B)`n}yzU*<ov4Fi6Pfc+*`(c$yZFA?0}i`!Xi
z#<9yxtYGu)@TW8V`6Op+mV|8(>ro?gMzoLH9&7Vd8`NY<x3O>slCQ7ls?DBITC{zs
zVDNsAg^o+{4oa+jhI`}dWy8T*v<))CQLHBXtiaT$KjaW8^2YWxmbL|n{25ns!Zmt<
zp(YGjl+A|KhlOzIlnWFT#;0D7?^x8A{7e1B;0}|YH}%#Dm-LJ7(7V3d7hB<#VHA#U
zPlLKxo{tYsf)6jlSHA%lbUsmjRMP_nn|+CX412`_JD$_YJ-V%Yg|L2&$&;44NW9;^
zk2_vu_=>f^Y1f1Zun%2r13UHDoav}zPzGRiXSMsBXcQ%Et3?+w;MX5TbfhK+98bKW
zGTk7j=$W@^6`zeJ0k)s^Ild`@<{tU=Ac^}o`g5`H9^MkD#iTE4UFS6L<WnEBYgDyR
zMK-Uru!{SCC_-0ho}`~<NC4zf*u*KdE$t85tiLG0N~xP&D^DL58uuAq3G+;6^cCE=
zgH{cJdwxwU_@@fHyG0sje>IiImaP`cxN(6bL3b@It|4LcTG!jCZ{Q3fC9UY%DM*v2
z#Sxfz1i@x^rs?&cP%P)mV;b7_?yLfH#TX6mBn?fz%b`lcZTtF}zxf^&drJwK%D%%z
z!s@GWJ+FLgxTk@f7o@L$tPL}rlvWG*cXfpqUx}QqlhvV9<nD=eq3^7f%x?1x<vJ0+
zoTwyV?4spIbO^+U?QkcuGG(9Rn3GJuJ1z4f{?cuE3{^1DU-&8^$L$XOoB>C=I*=fu
zX|!rZA-E9j)rdi@Ha%Y;?S`n?c*i7ow<AaT^wfBCM+?AvUFx-8<2FN<wmpeJX*T(D
z`d8gK7-7_KvbE0K53c(QvCEY+A+15|&JBQ|bd2>owlSl?he%l6MF~P$ztrL@7yb|i
zeKmw$?~Po~Kl*hWiRg#vE?&^`@Z>A4CdH-|Iw6$%VI;#zDkQkBj~dA!Bcz{9O~AuI
zSAIY$d-4O)o76KWoXg>R;_YgpilgeI`5E*ELuHY{>WJ?#0Ts;84U55J*PG?U%j+3s
z3k(Y(C#NBc=EROrIZ}M?kV9d;X^ny~m(r?~y&8B|!`1wOY$u$9d>k$JZn>M0Rb}tM
zwmkaSTrf4K;v-*K9+@K)<$$N0R827YA&mPUvuG}|W_#`zE~vnuzj{tdMv3vbVfDL@
z4QW)kX}Sb}Ugc4ebn%66XaHSATYADLZ421$X%Z)~mb$<Cg7<svYtHKu32<(mo}h8K
z=BuFFrVxo{GQqK<TeFSn%_S#K&?&Js#}DaZtTyY9D=Cp`U7GXpKhvVV&#@kpgNtj_
zQXl~1O=W~YK7~d|c>!WOI_1s;sXN#SmPaDt$74=k>{K&T+MG+X5isf{r44R6{F)k=
z`Qb1ha^o@e0~TPvimsud-Toy9j`W?y#RAB0%r@&5;{Ydc3Urb^GrCV!kITZ3%BQnq
zVltlSxzL<+D>jI<Uq*qx^hG*d4AF;U(xA4wq`18cvm$(df8LNg7rUi&j!=Pj+W0}`
z8yn}_-G{~1I)5dfIPY;Eg)%|l3v>EFYWD5k=mVqVv=Nc3vUKZ<W6l&*>}x8^HISW=
zG9ZrtiU8fbsID!(yR#uuRCX48ewD#W*w*dxwBJ_=wi?mGmfY^F^iJa-PtDpN9*KyO
zF6Vo4|L$moskr-YxVl!>=@^jTTg_9@xD<2()kEU`k*WV6`#4qx-U%4zPaVwbSQ;v$
z?n||@DCW~^$fV8cV1(GM-5i)F>jZu+xcgwGi}+O)1mnkLy=FCY^JkYwRqtDWSD<MJ
zD5vqyVsq}i_0uR?NkRg?Zy#Um(pFvKlFI0Gs6q7f<)M)zS2_ZlV8^w%1Ch{u!=|+N
z%v{rVsI7Vle<@*L$dUY>UjzD1hl%nNc?xCq47(j*xRy1MU=VFGyXi@jGzaZ8&(fOY
zdK}B3dfrA>Ifhz@E5+6#`fRq<@X>jlK~i-&(=W}5;5Tol!PqY%*{CzGuEo*EK)BmS
zF0t^Npov~gu}n>$UU3z{pL7>(O2hpzxJ`>m?3`>ssF$T(p5X0fR}tE>l9NnsRL%uf
z<FAMx#@+Xv7LK+n__ca&Zzue-q~T|IAn9qbOn2f49#iHg<q}hIxB<}UY*4hEvc(e6
zd>L+?XvXEOzzE6R90=8Oe6O-(LP^ekHr@^w279XqAtMLk;s!j2vG@?g`?*2Bja2<D
z!Djah>g@ct_yQ+=pbV2wZe5UbMwspiK2a8O&&%pfnv*Cu4%4I-GOU<lv458Q|0lu^
z8^&^NA&oxeC-E35der&_MgEzjT__b8;Mb${5DS&@<aFSXYtI*k<_0OGJ2GZmPaV$8
z>xXh9C70MFPh1N@Kcuz<F9h4SV^mh+OWv`roF1^GkR%Zd$EU=7Rh2{$$D9ISm(R_L
z{jQ8xRgL&y#~>)?aPk$IpM(fVd@#kfJN-;77TzWODFuB8T*x+;`63uug22hIE;$_K
ziDCAI5<d%f`aVCwAG+f3hR4bMAQ(98Shd;PzocxbImjk8knMHOKrZo4m4ghCOv)y9
z5Q`anSFY$IldP2@f?f5O!@gcwAE(m2ic^+m9@TR@Y998F{&Op^$ox!f#@})G&kx$R
z`7C`=A^cE%gviAbIU<q<ni5jBDwP4%80CxPZDRZ;1xVnk-Mu0@ZMy3GV!E=}Wy4?J
zSRIW18U)!2iJW+@&ndk2@C>myap(k6+WNZ$OByz|g`?+YS{{raxJ#mfaJcpgQO)jp
zKNS~QLYFQ;IF^BMoIedQu6~D`n$`olg1LlcRoC0-Q!lr7*o(<uf36<anc7<|^j4{R
z_u=k27}OTKFvVPz{~H#LRQqjVMXa<};-rVpjaabWQ%hRs#OYbkEVR+yeD~o+yOAM>
z0MA0rvN=x`yKnN~E4M!U?C?LmyCsOsH=40Y$K*&80?L&UW=xl6Ti)>eaJ=6G4inv=
zaahP8dR3;FzdW!B*lOkeVhlbi_y>Q_NoOC~25iK%G(E$^<36AK()GT5?g&NXj1+5Y
zwExszR@Twwz_8hAh5f-6m1J+O*ZQMlGkU&bJOmJq)T9Om)l}4iU_;K5c-?M|T45oe
zSo5F;@ef72%Ljob>{uq@@TmC^A5mEIBbr}Z3<7Y@m=G7>I~Km|aj%}@BD-cJ_&xa?
zPT4R2rEbnQI!cLVi1<?jOqE~d#(;flGZW|Y)P|6cWtv?KWiT%nf|gjgu=&>?tc~16
zsl#Z-&E<i8rVAdvU20uZ7e8+{`vqFLd=-Xkr|<FDD5wK!J|h7%%r&3bn4`&-GbZuG
zZZZB_9jIMBTroR;@{_~q$Y}8ZC;OUfdf##Ho_v?ps`2aU(L%Xx6DVkW=wnUeEuAT5
zq6&7A<|=dW5z&7l%QR-IJ*zA;oAX!SneX$ooUcku5m{O3={?Y4j#9qly_Yp0hwOW;
z&Ps}@RvSyKZP?hpDEYwge=>8C8fcvC|0T>Cl&k?Gp%cWbu03!6Byw1}-@BdaCiq<=
z*{^zij42fe)3bf00?`IJ4~gn#$Tt56FSmS@CcDdO+M*^Z_<xOSJ$ANZey+ANz8vJS
z$kYV0FBATCvRkO~p)o_HST=(;`l(8uS~9xGD;7Ra`_BpvgEN>o`H4TQWpM?FUd{SA
zKYp%6)s!Zv-kdHF&{VZ>+{wc*j4@~xB;C+z&bm~5vZ;Hy2K(xzr@u~ieuSXYe|oBn
z$W3VN#{aQ}!9@@cS#fVz9xtzq9)(%J-R_wTPl^UKzMY!O=dkmP^{xv+eBiJN=LZ$r
z`n-7?b6a9^iP-=2RrVhvx*D@rkII@;#XB;T-OF#nA{$^-5i&2f`b2)mW$?zLkQNgS
zGl6j7?s6TtQ;$h^7oObfKMPYHi-@swm-HMq4N@9T?hj>OChB$BJz(V&Y*Kp)+F$Ug
zF=cts|0!Ftn?p>$gZY;bg3sdrZT(yg3vC;j<HlY*_JJm*HR6fu+JWoUOS8yM>}EUS
zdg`gsN8*Y~az4QhQ+r18U|#*YJcvarBeD_JwytLZ2SdV4xH4KU2jAnfu!li=9--8O
z|BcROV4>mXEL3}Pzdzq@Gp6hswSdI;@c$_+!<t?3h68P%$uXq;MNGYw6YpO`ozabg
zea00KOu>92fdEy}yzMKbJS)<fwBzVoFnWH;f0|ZtACpspd?FY|KVWBa7MFx2ws6&y
zL~N{JQum)dP_o1Q!?u`k0VmSMW1TvdSiU+gAo>on>_14*?l;-tUzhc0BPK<I*o&<3
zcION|xrE>6{{S)l&TGO;D4B^#$ZLHp2u49ZwbCgV-BRfv5-GO>JW!(^E-q$mA)gHm
zn}#sNGI9Q6#ol@BGdJm%q3W^{4dL##Ncj2?mBinvx-`K@<NuM&8I#Y-%@)B#Ev-}z
z=ExA<-9Sk6YF34q?f=EN3;~MN=7%$W^VW5oeF-f_WMq`nJ8lRNasM|z%LZZO`fgtD
zHm`N-A-Ch!##Lf>-gn4j_J5B7##1xf9qlaDtB1|0kUMxeqnG329LC`x#+C37knou0
ziTY0R#r`<Zw2O3`W4Xs>Jfbwq!Ov>`ClDmq%9K1dwzDchr|sDo>B!M=APqg;k*-xb
zdOpj46Yw0wwD>o>U7oorXlT6E+GDu`(?Lv)kQwksEv6v^nEo)s)?i{<dw*+hXwiSv
z!0A3Y%unhK&Y0YEyMf?Z_&?9leGTSX+P?Ng;KrY|HbXar9Q^*1P4fLKLI`?3&*%~l
zc`&+I_=iLY(dc6E7)H(!H90fKdpSA{@m-%+WDU`WPp4n=csAPe-I`CbA+JC*@n3ux
z4(Qwd0on>e+u<Dq_~c(Ec6|oYzUH|@Oe#M|MI(7<XUCyA65}=O7RE{N7_CzrvYU{>
z68``AhfD&`3K8QimRD!?X;nLFCu7~;%YTa{zRd{iF^l~_qA(zO|G%jFXE>12pDNy~
zqF4qzD+&vP-8X$xeP8ZpS61Y#tms->TPM;v!b(d^Im+huoons>vU59bDE$1%B~=ig
zl!R?Dl{q>RPYDG^mB@vzV`*7;5Pk={xLvG`=81=uR#gpMK49VEN?BOYXzDq^SX*0n
z-YQ9az8$jcUlMxSOSJo22jd^b(v{|Y(MtRI?w*T%R6qP?0!Sj@aq_za<RM5G88~Wo
zq7}eLM;E>cKHxzn6>O3I+0@i@Jwh3)qN9W8KWf&ud$o1*^dXJI67}X_66uTx!;)#n
zce{3&^xtKwB(Zm1LWD7}spByI`E(N*Jh8Ubo!m8!63`NkKHNU*Rr>87kn9*gseI2#
zcC-<K6Y1~r^4;T-oT1$-R+~R`7cIM}eSLkU6%}UNeIeMmxYtYFZ^<P&0K%Z&A1ikd
zc5jkWQZNY#$6g;cr)ToSo!ZwsUM|`h4LZ`O<x}EPQie)Z3%st@BeIWTy0-4TBBG*9
zPyYOlCgh52Y2j7ZD5|K4)-?1@?&uJFd)a(XNK2#h-6o#b%|RJ<flLLy9#5OJprD}O
zbvx7Y-;~^>fRuyq#xm-+VW*BuDkva7Z2E~98ykNZ7#g~cG6a8$8WhvlCn^74$$!ot
z6&bl)YYO+_VZ)n6JPZ}4$B32H{X&mMDHFbD)v=ponTK*p&ha)R!=WvrB-<;pysGUV
zQMvYi=-Jrf;mCaAAeq!pH9k+*{@r9wZe9f<u0MfgW%O0uZ(d^J;!uCCyW}B?c!<!w
zxyg39eLc=1vaM?c(VIjX#ZN}NLop@#m&J-1A7m61%m%_SXa)WDlQlp6xILN$%7^c)
zF6jD_b8ukA6rUO*!3G6f?G8h!=;`^;OyYJHHb3`Yjg60MH`x(HL`3L04dPfXZ2`po
ztrk&N$NnoL<6|4L*f5!h&*P8bwJ0^~92X9sM-X!knV<)&sHkYxSfrz-<6Vdv0s_Lv
z6+m8;%P`L@nE~L*T#yv4dBclAr}BP+X!W1Z+7VR!{vEbKzfM+0=BQ5L#Ysa$*%lC7
zR+f~S3gxQz_QWr#8Xg;a`3Lsu{3NF92mk%$CR#&`TcnG$<3kt<5qDf_>hM4WmOwFj
zxEjRr2R!p@YcZ_aiAvjr`uqC(mFfK0QNs#$QETt{i1e-fE?iHrJF9t~`+ons>DPX>
z=_9N8SW<nJGPIK8JzV?x)M<4$aMWz)Aj45O!{S~5Vx_#wyje>Ai5nkX!7k_f$|X~3
z3$~nuANl*z9^LMw40#Ds#|P`Dg`+kvX{o70<XJjzD^9Qi7BXJ9CwVptYir{nr~nKP
z59e?+6Zsc5lS?#1vU=0PFN{S+MG*bEXulM8<=5UW5#e<`LNC{>rXeQ}NawHwtWNS>
z{wE@1_H_TIMyocL{~=&i*m*%Xfx1h-a~7}drVojw#(tIi)=LOY_|d4@#b=<ogy%VE
z^YU;I&rm``!=e408)3onE5Jl7lXm4$^sgPaAgOYy3llI$*9n{%bpfFwT8ff6^|bJY
zeI-XAi(m5cG^T4NdCAZ(OIi2{y7K$@G~k}2uD*V{lytToqKiJy$0fwVK5422Qt>G%
zZhhv1_X4uM!iK{xmRNf)6c9j!taN#8+l@p=O}!t?KD?>;2XMGK+K|e?%zSZ=+Pizn
znKT>aA`Y>DYTX7ajPX<!X;tit)<e?2vHz#D>kMi#Tf;$EK(Yd^EC>h)DyS$;2uoOy
zCPgW_6s1bjAWcOeGyy4!xGo|hAktlWlez{F5H<87A`n86mV_8E^v-=hot?RNX7AjY
zn_rnp@_pw!@AE$I^Smc>&isK-!dn^H+3YSu!IY=gp0q0R-95qsr4Fp!pKxz4PX3eu
zK!ogYth8cjZfm0hZkU?k><*Y@lY)`uq2ii?g|DBR2HY_y_}Ql{%!830>)RQ_^HXh>
zwSMxb>e1jpqD1^S`Qy-*=5xVsV^tI~BAz8d<^rR62fPOEok(`xSjOZyy@}Y30+#Vz
z`@Gr6A%=SN{5hFnWjUS<3B+RG@l2_9d!3FVd$pZ3Ou;IlPV(2~DX%w?U){2-aJf(&
zLXs7@9K?JlLe#+_P>Qj+1v}M0)XmS&_k$T!oi;Z!H)kf)Z~l<nq3i5?xHsE~zDPLp
zfL|UzOP0acoethdi9`$do{*&Z*1+Iz5;+$3D3iM%%o#44!PIpmD<jcIdF+goU+tJ#
zS`pus1(E+n6*NrLf<9bvWf(7JqPE00ROR8cvCM!-fALlAuIe6R<@xo-hou_?FZjm7
zcSdi`icydLcTzXj<J?ENJ3>WYuVu35=kF?Ye8*)`c&W!@5P7OEBcYtRBkS(p^$jHn
zupl3@9rRSjwsm`J0}77#@#E2CvdwgRlD3(dSq%M0Ztm&(QmOWXWmnusYLjMWT-&dn
z%FD}Zf39LG`Ab^Xu3-UE)6W{Frl#r1(gBuGBce{_<PvvczLi;CoY6FxE2x@mi6996
zxtbdOQ*DMC&C4Q*q+SHCL<6E4{_`SroZ!tXU^qy_|GBvcT0rJY?nJDfr~|b-<BkhS
zr6?ogPTKZj&e7;MZz9nzt%`8A6yfW&je&D@#6rvRzowpA@9I7)zAhsOO^+ybDx-Sz
z{gjuy)BE2;Bcwxt*}1ZMnp@+g^NNeP^;5JK%@x9+^^<c(Pj6wJUV>k<fyJT)N*Bl2
z^3ZkM{A7#mQ#Uw5vT`})!P#@?EUP_5B;)SGRgT*)Sru7io1}G?U1{^97gev)OhSZ8
z36WGc<e@sRfn8NdA_R5X%Xx3wmh|JTJDn9?y7Xk)T^oJnLi_ON>Q=C%(K8)=eSHmj
zs=O2XT>Xx^u(IdmU186Il9H0?OX!}9%|}48P_?bBtp^D{(kKC2?+Xp|nCNH;s21Qv
z%dZ+W&;>F}9)Y0INyBgItQAYX8okw}_VMG#8^b>R09+f42MIRrC{PJlJgS}+6A{6N
zNR<}`aacQ3J3D0TkhEDq(*=F4)Sj#)RlH1NW22OZiNC*!v_;`TS=kr@0Sg=%8yh=0
zIVl&o?4FsK*|}O*Y+cPAL)7;6RumKz97g77x{2qsGn^o2W??bzTeF*+`@L)B<HwJ+
zjE%YBkWHO}zSOUzmN==nw6rdQ4?Pj?giYBzzIU8H84}5>b$}8nU^g}qb9&ahFgG^}
zm+F5vI+_b9u)Yk^yEqf|`@OU;M@=tYBu4)%Jy3mJEM&DwOfI>@_S4Sx#@qtbi1CFr
ztVl_2ZhB^BSfyLP*Ur|;DX+=qQ?5HtPg<jzTUs<PJdtU85+BbTaEj@HDWdtAn(i|)
zG6F`KAH=1_CMOR~v8_RppoD~lRc?%-n(ppV&8p(+NkGJ9lx)%E`cwes)%L{3D+#s;
zMa0L)*DjOX`1trr{g{pl3JQo^gNTkn5be9uHDTTAQ=w(k<0I#eo;-O4f=>3EcqsL;
z9#VIEYc7OU?rQsffRM4HqlD1IyW``I{IYh2nwl)Y^M?V0Qpb+v=`rv%!w0b5oS_vJ
z6`pN%U*Dh=m6RMRt&mW`0GnJZ$Cm;C%+n2bSl!8gy&US-J9B0)h)pM_LmMk|386=H
z1f01+B?sjZ2+tr>Vv$9{$w}w1@Nk23=O%zi-@0S6@{c1oR98<WiUt-sMMz<>&-@pr
zeQdOBsy&By`zR|adPfuh;+PGrJaV8lKns>y6#*o^0$)9fkB=lyAT{>O%?&gft*ZN;
zokx^>MG%TO)CSaF3!SP-7!M&PlgY-x0ZRD&BXR9SwLnbBdT*LBp;kLEw5_Xa?xt!a
zl?Tb5w+R3;_<VUcF+4n6P~MRZ1>l9Tzw8zHoq@=<3R`SJQ4wR24A^G+{i>s@>(y(d
z?BgGtVoU^5Mm4~xTrUUR)m%d?EiH+oH8nL|b1V2wH3^AKy(KYO42C}xuz9LjJL>f}
znhLtM`t`GmqHV~DDh~cSI}=~uWrH>i>t?K-ot>x#kux69H{S(Q%mOB)=^oEY?iPc7
zo90dMOeo~!=9a`_g+dc92Pc6)5lxv`4M=Acznjob=FNPF^j@Q6Bk$eAZ`f=^#rL@~
z<~s=!Z5l&CxfAgqtV$i4*fH({H>?;m+O9mtRCrjJvDGXnV0ASAiF8N>M1E4KE@fq9
z&F$@oeEf00+}IO}E6=6;{0}6OP-)+IBvtzRv=M~sX08dkphb!0Lku;~7~%wt>1Iq!
zly~x*jMej_q~MX%QBqO@_?HH61*CgCVIcB~rsFUEw&feluOn9CYPmdQ`s<atxusSW
zl3uJaZq~xr7c)3GIKc4bLZgxFsKL)ogU+9%P!?)NxBeiCh13o`>LZc3DvByX@_p(f
zs4?Gh$4Zi|F*i3~BB_vApZ3!k6}tT`mrn3|-MW>ed|eb^M}ZB1-`UH7DX=VaHmELf
z<GCa*E}o;7FQpSAu_GM;%k+=p;#eC})dB;8@MARBw1Yh7EiL_ZeVlPPJXzlV%fL&|
zw#xpr#6&+`%HGV9Z?<zZl-8S*)la|q%Yn@av7H9`Qffue#*5X|{R+<dM7B+Um`t0Z
zvU2Z-4<9^4g6q>Dw?pGR`G#MoU$d~Vh#5Ktodhr$aCcro!IqW!o!fQ+v?EoX!>zz{
z?NDo)o0|_FKFpTWYXC+tGBOehsbKX`N7xVO0B`Q_#)h%R@M9-Vynq<yndYRP&#tI=
zvbI1u6|m@{`^NzTSJ&ei85v*|LEf){<Hdfea=qM7r@OkjU2}0kQGHvu#Mf0p5pgp2
zAjty^ana5{@{ryir8hpm@odY^&Q9%7dH+yY&%r?)f}v~PC$n<MyJi?zfcawRvtjD5
zNiYNWHS+9m4GZU<JxAc2<KIcgbS@*UGV#}%ra8t_AXuFH@?kZy{9bG8S&$>(XPcY#
ze={|0>FBru1_fuf1H!dE1a=mknVD(s>N@QZaqQ5c@X_t%>dC383+K;kczB!y7KQ)B
zU%IrPMxz-fDg5cAO(_mq9>k$+yjqS>z31I@qKe^v^#X2twK#9u1x_d75CxfF>nn&K
z@yBV<i@|Gx_GTXg!#O*k0L`o<LoWd+-_y_BiZw6rVLZtL6MbVQQ=p2p%*`bY6Ayld
z&C!un8{XT7zy0=8f{oX1<D59e1lliQl$Fc9rp|g}MMk$~@vIglytiW!l|l`l?o4^m
z<KjHk8qXs9E&wXT%~v*tY3f@Q%hG(Ar{h#$vcKt*Lw~>d??UD8&c@%pga1qI{LhP&
a?(lHzqjLOszw9*%UIu53b&9p@!~O-*0U$j9

literal 158732
zcmce71y>xw*6rXDT!Onxa0%`n+!GvvyK8WF2<}dTySoQ>cXxMt&As1~U+{XZfi=T)
zb@!=r_St(^5vm|3fe4Qa4+4P@r6fg_Kp=39j~6U7@JYLI@(S>a%TY|jQQ5}W(M8|>
zCrDP`(bm$&(bCL-*!icugPDyrE5la?W_n^%M@L%+Zbn9{|MLX~8+#MRsZw-aU=TQ4
zNlgb32wDH*1y(FjWCj8Qfuux*R9w?fGF&`WRG)&gJc{Jq<zWwRCOjk*RC?EjmyVa5
zPD@&xT~6N|XSFdsu)6$6VM*KW1&IZP-5KM*Wi{>J55$o8sz^%uJfBcm@2xqE@$K)i
zT#r4s?>|cm!}^B(&mkR5;&KbA@;`?hn+k-C*nf`#e?>%k%>Nz<NaF03|NBea*t4BV
zivK+h_5S~#kPsgb&Hn@|6_@%ldFUuAA;D_3#J1*s`~@FLqG;UYe63B(Wz~tCipr1)
z`^90g)y<(u_gUk5CtjYzZN2XMm(9)12pra+j`!E|o!#9!ixsL&*KUEii_M<p8Iz$n
zipaf-5!UhArq?(MnN+I=yKV8er}+*R+YLcKfB#AIx`2QHCg4qZ^AYXa^ZI*SO3LCN
z3k&lzmvt{rkst&TZf@K*9eE86Y=0Q!y}~r>t$AJVzT;cM$pu>4GEyLla`5~w7b0M_
zhef&_zepJwE2j72($eU<dwSAZ?+RtpxKEq4`vl$}$2nH-v$KgWr{x9e%)W^!irU-T
z=e;dA*x1yq6M4T(7R#HO78jS7TPr^cyglR%x$$0fLI}s@tIcDfpiKO+D50XGllhjy
zQXqTZDxbx_b-(Uya}C^tmDsJ`pW^g@m#bmMnYp<qZ}?B2G@Bi1lC<pMKq)CHZ|gk%
zE^BVV|NcpTqeOSuA1lbu?-fYu@`rI*a%zFV!NGZ}OH4?pGM}X_?|5?unOj&i-Au_W
z?+kqhM&aV(ij4Alxg0pnly`DsuV{ZVZ+V`*UU3+|1g=LGpx5aG*82YTY`NN;aCK#W
zb#<lDXiE|;@b=Z~`OfM(S)!)C&SIX$dgbfe%e6dcjQg0L|NX_m`Fu@QOblvqagkoD
zF~;M(Eooyz5BPAjDC^hKUellA+LZG83n02th=_a|vTmeDO&8stUQgA^wH9d{xQ<I}
zAc@C#&RgYhI$9<t{1Y-VR*lkH&fAyQ_hKao&74N?tQ&<uq)bc`=VgbJdBGR%ZC~yz
z4q~NcWifqVk&r$El~7hMaMSdstPGPfUJ7JzvQX8%X<O@hN+FY2+gzTf`NPcY&jD~M
zC}7A4ZQc9bEBthLc(~7LUYn}C?QV%<R7R|Tub2=hss!;B&+E~*_4%?N^EC67i<Y2(
zpdjae4+CV;yjLOb_q)SM4GVMD4cDtK>tME%Vpw*^Wewm88XAM=9q(&<7W{V$hNgAj
z=|6vB?0B(n*>APql|FIi0RefB1?`{Hcc)zV4S1wH&1HXNeo1|O5)g16KbDrQQ1~es
zDe1#S53<`qPVo1Pq%diZ|CD)xI5{QdlXu1Yg(W-*WR1!Ap5G@1Vt#%?|1LpS*RS!E
zvRkJO>;0$BM05KSMu)(3H7a)B#>?}&X=GU~*V|3Ya>gbm1`QdJe*K!9BNBXd-|?OS
z%&qZ0a8L6jQfNi#_VAz*wX&@+x^iL?60i)pfr%Uu<l`FCNz(GxE9tnnI40c4kJ>Vy
zp?<rq@Yb*Up4O%&fr5o4VQb3-Dkv!UQlG)&!tgm9%BQ5FJ@tBAAPcAtALqc9si~>P
zy;KX3>-8w-kJc>N$x5%++vr3x?H@uyV7i`{P@s4!`MrO16_(fRFbLST7_4fFX1M=B
zF*DJgm#j=a501sczkkD~<#-~)8QYVa9QKtoG(v`VbAb<m$#57TaAErO@}PzoIOqDf
zn}oydNKNE<0rq@%+Ouh^@Z-mD;+G$;Z;$(j(?!TKNeos_=^q6o6;F9NtF9ZHl@&d(
zZRWVPX=}Tipl-ipR&=?Wqzlx1`1E0~K~?3iS9e0M8%1bj!f$G7bBbj}>;WjCfWW}I
zg)<<+V8AqF{!uP6U`c6w*a`<rW;H=_a&oe2-$R$@^_45iD=&}2()Fy;zD7hwzJFgM
z9M_b=KV16tbV${q=nYJa)1Vem7SR8F-d-3YPmqsXkp)Zs_N8kwmjh)u79%A!b%;rp
zS7O<Z1|>~RDQ9O6o3`7}`uh5%x*eG^3{8+?iZ5Qr@hwzx>9C!u>e{o^i*Ho}gx3wP
zTj7kZ7hN!l7=gYJFjw2r0!m6s-EXhYkK^8NA^--es;Z8pbHxLt&EAqZGV<-L{n@%d
zieT8L<8_Z{`*A<(zM<*qsN@lVhRNgG4*>hPWLOwHkUI|#+tE^zl6vdyUg-{FTp4>q
zwA9qu_4S`k7xR>~v_`rEKY^{k#{XRGfCiP!{ySN$S@vAr*)g(i+=K?bU1z;3C@D?t
zwQu)F_E>U2T+IEjA&8w36^SyoLhShqWCZ^fS8=f;wsr<&VQ#LyrD^ic+c0BC$kNjH
zcX>s{SdDhirbYlGf5_JU0;Ua;7y;T}qrqA`-m2bmkra3X>TOv6<+1Si)VsSE7fyf_
z91<0ECnG*HGlM^83|#fiLd&)bDmbI#Zpq@+BIT=Ht}S<ltd7Oq$s#yP9C;|wuZNr=
z4mUS9Qd(MR&{jc`j(N4LOfALGYkAArRfE}CJ3L7*a7QOL4OYt>?{+{3Ffhmk_12nA
zr=G5>Ou1WIm%r<*0a#d8Z!`FbvDG&DMhIwseF^G1G&&xq>{WK#{d+dwV9Kpt9xlOA
z#Pg~~=atQfZr=-aTsH&72lhu&$eR7RVt@ah$;TJ~>if**`sI2&JeEu%tg}-P6%&&J
zfK1+4pu^EzA3pKq0%7`QT7oo}E#%)@s#%jtQ1m8yvKdTded!J~xi(NQFrnTHO>+pP
z!2He$WbH)|k|3S6PMfmj*4EZeHU&Y?9nF@c5g1<W41uF0X*+9%AG;m>DS{*pLLyi)
zXel%`)%$5=^nkbwbcT=q@?Op**!uQ#{3VLr^<u+#|MDO&8eVX)n%>^QA?;*6y~}Yw
z!{rI_cXxNU+A`-(S;HDyPEO7!zp|N`*;d>A8hTi+<I>X8?J*Sy6%TKDi(Mru-J+sR
z4LedC6&IJ5mX7Xqpe5W__4{{PfDpY1e8OVjJ!#_Gj$rK#Ci+EPZ?n$8VY5d6(S%}?
zlc|r6j<`Mf%|jH##0pSboKFqbTHQ|8JKifDG&MEfwgJ@5DK9Ty%o6g41_P@4$$317
zf5ng^?W6sqTB%pe?%uj<HrfA-w<0Aa#b!1B7Qb)Ffd`->xZcsspD*Pm8=bx&pfO@5
z4bPsj&&FqF$|)$I2nh*^ii>}AMB~v^v2WiHj_1m@Gd<4C>dyh#S!i~mvt_cJi+Kug
z5>tEt=5Lw3Vt~*CA$};JXVVme-|CagiXBW-Q<LYzX0Vq15Jm6604H~c%ejtq`=c>K
z+s%|X$##(A-jWJ;)CT}AENFbBM|tKyeNiznAZ*9)kHEZ2$;epzK4S8I^8~V!dun<b
zhs6k%$m<3b7};{6GN)%h4_AYhmWsst<r1cQze^m}cm5b)4go+aB>w)5VLYBWn#^oC
zI5=oJV>4f_{kA?1M71MlVrKmHejQm5h+xaUx=rux;WSK{+OlQK&CN~E6TY;$xp~d&
z{ps?)d_?<c{qlFMaWO1y$OrxnIy$=Lw!%4T8k)`a=Q9gtp*DUnt-MLLCYf@8S4H4+
zp_#5*3tyZXv;wDrT+iF?2gk>4)Zc-o@$m%hk9&Am*Vi-*40}L3F*hRizF&1|z3j)6
zy%Sifo26P&S66SaSff1^$(y_YqI$iTW>f!+W5zfx@XqV&>-*(xXK#;VaemkSa?vEq
zt_P8mSW2m8zWC1{FkG931M2?}V<^qU(5R?A040qVtA7Rr2P-QnZOs$^EqWU*=KGp4
z=6wH0{tgKN!LmwQ#LVZ3KUgU%U=>56nsB4ooZZ;O<QZ}K?_b)_j5;Us|8&|txqz->
z693w&Q=uEAHyA^LfrVA$cD>j0>xdHtpd)#!YdsQ#ZUH_%pmaH^asKBM)CyE$O3I*N
zhL#B6dzSzNK1OrCv}HzV{E(K0-*{eTGqEgjL;#opm`E_vZr1yYNs-Qe{j#;i6_@G5
zbe=>s<?~nuPtwtmIS{jE;{kPyzz^;PhfevxH$xzGt&6A%5L#&f8NR;1T&J*Ge5O+?
z&91DRc&D73*jTJGgn50wKmW}&gC|!ugviG0P0sxdasC=WH73LU2<K=!Hh}rCI31}_
zeoOA$8H(4eF-8QqEi>neZI3?B=4W~hK|4F<4Z2cZAji}O-T@Z>qLWpRLO?J|;Ih&M
zH0wbCh+J<bC6*hqjT^V4cwB*LTx|E^0eW*@VPQ~A49fdsl*V#zDEezoPk~Gl2ad7I
z;n%m<bMFt`K<K*RE7v0K>iU4{k;wnB0bx9nJXs0`-M()R3{VFDOi1$=29QL%Oa_LA
zuN|B>&};||r>iXu)8$#|=?I-?t1ZaWrRI`7D8^n{cREEn@Y$^M)41+!nZT3eOqzml
zhg4^jiG(eXb-iv?<NYeWTuz7}qheqLET8VBm}HvWv!~_d+=#ZtdGire)z^&k<7LRf
zJgBUwawiSNQ#thGn6Q}zWO>~!Mqo4h0X_C9at%PHWMK5iWgtd~BPpyf7lED<k+^*^
zBqA?=plo+Yx`CKqKc9Cr6bCy4_;>|SrRxDAZ?=+qm)c_J#IUe``WP4(58gHhyEtEM
ziS6v{K%TF+^BK;sPYN-k#)fY%kE8V^jDK<`O|dzxwOT6B(a^d9X6rkqE&l_XNzX?h
z)}t>BlU}EF!F$Z03Sg50AX|VIasJD)I4XK;|DBLf=lY%sV4NSou<<TvPF;R)YGzgB
zO&^9tMBEUa7uVgMEXLE7H-cZdRUU~%S?Lc%5lFPP$H#iV9_zl`Ov}GTlHPh=4N(EJ
z?#pg5cLB(UO-Jsgoj93?yJZ`&ti-ikv2XxRpm|)*c7TBB&Hh!jT&xZR`o`X98VtT$
z$j4ogb91Mru$mA$%fWVKxU3DOb2(_Vx>gC)uFyC>w2J~n+*;~KI3E@UMhK86U>`p=
z?VE5jyblYKUY2*$rW(ydR;{rBNfS(96OA<I0|pV$XTViD3S8rLNfryhN&WrfpSXqJ
zQl_@>@uY=Yul~_}slRpQC8eV)>En={{7gVk60p$XQZZp(2acj#BzH^X{r-CY`U;@r
zfLet~!?KvIZ6&C;4@-CDK<kGQ)<;Vk7ySPHd(CMQqb`Gv`(c4vL*qNZkA&mM!9oCn
z$;mw*YeC1r@VTn0>dj!>VQ<9Dj=pZe;kgmu8OU@KziwyMKjlp>NEU8h4iI4hD)jTm
z3k(d*;Qnk?7?$Me=8z1yOyA4nbswg>7D)ig)+pyX#^vRu0e~qVuUwb&wKD01+JO0E
z%+S!#(SL(403*jFAt5pN5Xj^NmK@8dx;0!M7`IEFLy<F?nu=Rxv(A4Bkby9Of_b+T
zWx5|#+G#N)C9|2u>84*l9amrhO!G5fF635MD*<Fp;suzZEr4KP0A7MDyhFXQ9vn$8
zKp@Vt1~$6<`{V^)$)#mv!~mA#3S_aUsAvF4R8KE^0Z=FUugm7Zw{hW0Griv)KiY6^
zcDA63s%mI@I{xKxMMqdLp}Qm?X~KBU8uMl^kqXM76H#(wDd+wr&;_Ev)HMTY8=2KL
zE$`PWw7(E=;$w6}UniPy2vwHn6%${H$nraoh2SV%U0qv%hDX!&eyv+*^Jpk8EybXq
zpfGs6+T8+LFsgf-4oJ9UHcYidjU6|SY@RXzg-*R31MnE$xW?1Dls$p60CGV_MNKUX
zxV0+VO<_Br6Fo&r&UTvP$>L}Lg7&SW0!0`oCXH_y+^P$w&cK9_iAP+7_w(OOh#1V3
zYX0XA072P?A{@fG<|@MbxD!vnF|hvYSr%jfv{Knjft!@__eUU}JeEjr7ETW#w6wIV
zarN+#bMGte$7S8ew;Wt*va*q1&s(pT*v9Z|TJ1F6>#;S2A6kD_({u7TYiJ}t05Fku
zvP=jueCQbV!=|lH_PFW1{rNk=xx$j6-sy6~_<3I{vtiKS*w~$iH^3eCICLEVsCcsg
z+HcF-wiSCN(5rEAXl3hkfg+nQWwUCw0W`!L@~k_zyVdQ<Qr+-7MRr{l7zA|4hh~0U
zqW!|^a;DW`VmDnV3q<h=vDE2!E)>Y|a3F^|!0Nr8ohLiIy%lwI7y?jo^Yim#Cr&RT
z%s<=<@>(N3sW@_Q2naEE_vXgOy|mZN_&JSQ)7XzP5c~c;6&4m2g*!tI;4q<=+XLZ%
z?opuEZEqd=1>9)BMZ#*+W)PmJv~(CCI|13RfI!Hr!3*f>+|tt0#b2k)l}C$}`u>f#
zb3er1-(JNO6k>o9CgtVTioj);UI9e?7Qp^3<_;`F?|?YM+HFU2J}q<Jkk=WZ5QGhE
zUj}OqL=&A0tf@iB!0KwoCL++2cpfbRgekTWxNvU>Dw(LOYa=jbw<%lL!-K2c(_vA#
zx{h1HP{%Cb_^jqw@cb4F{~QV=um}P!n<S9`uw`m=!XhGlAM{(6bJeleTRvgW?koOQ
z1nU?IfcaP-GVp^|=2c73(9pbH=<xxaBL$nqC<L3$GzOc?K7XOz>$xh^xri9fF59yu
zEUUVj1xT=-yVK>x4sU_k+1Z0zcc9bZFdIOcWH_mXKk)+eZUkTe5fKOg`-O#r(?6KV
z(E|8kWE>AqbH#scMCp4$_DZCj+S=a$NeB;W=(FT7Y*>CB0BHF~YffAF+zx2m4@t6O
z%^63o&xTvId<ueuguDPGUVLKW+)iC|;r|&+=wqzL#$=DPreIVuaoc}1MIVOSh%qZe
zQuyuh{51eFO3KP2qN0!$9dF#w{$1-0xw(D-FTpCB9vX}#YuZix0gH%O0F2SF<{rM<
z;)0Hf+65%NuTF)H<7(bv3BXr?W2#NTsS=3<5Wh(}?x6r;giPj1JP%s}G3bvb8uz+i
zg?T{86{!>08%gn>J_O(-=!5)BOel0xEj?`bBO7p}{V6Wi>+*vN*1k7=`deHJ)vyd;
zspquyrc?qt@~x(VS;!NwBhp`ACs+W0fe|=7egOs;kd$EU!d17_Vcmcr0!!xideYY^
z1lmuB>sA;h9c~6sYCB-m^_@C@SU`Vla%qohvZr8g-45_oAdX>+E8GgH!`?N1{o?<y
zLjY%vbFt#>0hrsDCRK@L_5X2jpL1|EPV)hKptY6PM?ACqi3O0Is6<5TM(a=8!Xe@X
zl2QLR>LSat=wH_!-k#6xT2=vl1gP|50Ud2^#0TMsTPO)+3VQmJ$~%eWdxaJ2dwpx2
z47vG}Mp`Q5IP%!II6rbJZ9dEd263;?D!94)$o$+-*UIdbOI<)>0SKrI`fx7bkdW@O
z9KPa%zMNfHxR$rSPTukT=5pA32+slkmdxY}%y-e^9WW$ie5m*P^SU-)q@38}ma;<Y
zpm$SwNzqgp7fvQrLVX@Ez9TmQpevm7wDv#z8X3m6n~;8G#8M6=6_s89{-biK5eT?{
z1Fk_)Nzn}X2fqdUjrw<|SI#(qQ1cSXtIHlY3S<1ZEd3(nVoeJwk9NuJDCNYCKKEt-
zVuXVu<>tmkmCGHjrR=|`<d23CVR35COY_%Q%OU+>+)w&hAqxhmUBINV8~)N@3m8w&
z(L}O0`wwruU&R3z^5Uds+@MNBQbuMQh^W9wf;k&5m~E5RXw>wDme+IMsR#9F6DuEK
zbhAi)q-(gjqNUtd+m01ys@zV$bnKZvRvzx7EX{^xFX8r3=rS$w)j?)gQc}2#S9aAZ
zKEaaqKK8!QH~QjQ<Xg9|Awxz-l~pt3_iBLn*aXB#L1}43Kma76$4M0>V!Hb(ZOQCX
zDakaG%U^xD*~uH#Ls!vAbU)-EqXKI5T;bKG#f(@>4z^j<Mvq=H1Zc}13DnB(32Z=D
zKIB$`D1j<fqZ{YD$A^M~>h10QsMu!;T%-b%@l3(tmKWT!&nH0D1b>Vg&=-g?)!7-w
zl>3`K>%MU67Sd89+^U!Q-NI!3*MYRmgo>*3X6c6mZVZfzgO3Em*m?mDuq!|qUH78P
z*B)>kE!GqX9C|I+Tgle{5y(tUT^dAmWAjqwCe*hhAvo%yRp--K#T?odR!@$m<ErZt
z3SBarhWp-%B6k%N92O=$pN*>_yW!m81~53FUvmPK<z<`botT@uxsSh^o)r+$AV5^u
zY7_(0Q|b9=-`P-8k@xi1kvAAeBlfTFYzDK{T8P!4?N@TfDLmXDo^qJ}3><AXR)8zU
z<IHw)16G(T0QC#?R(L=`^S(W7TOkc)03-w(0a{vG`r~geZpr{fXay{BjWRWW1b=<K
zndYgjkcKg|BY|RPsuV^Hp*6vhlPu8WB}DLW**=-B7@D4A-e$I1w~wGI_&}yJQr-x_
zEt@OX{`A1B2`D+s8Y`fkjNi`do_iAjV8(a9(gPS7{Y!Ngnhn+jl<{zBqtFilqC|k6
zp}Z{z>RNh$w3HC`Ya_aHoV@jA+gSvSAzl=izo7MAORl)T0UOEUDJ*+!Ibi7^C?b}M
zm^O;d?%LN;XDHabuo>+P#<l|XIUp{A33!|VgHy)Hi2Oq#c7I|dXJM&cy!^NV3~7M5
z3IP?i^LhT0U!oXDTWaXw-emiPa|3%+`U8UiASdJF%di2sLUF(3w{N@#w>JR#PK9FE
z!KT3smA=Iva=5k;TYR5wwx=jSt8@?i=<UV$$}{-%m<b%j61cOX_tru6r5N%mDkZ0_
zIXR~0e|fxx0d_-+sDMbHVC^egUq$cAd<>zUm+iR78}I|{bn~5FrE2mlxV#b8#d4V=
z+f_tlQbpbADgsD66{OsL9+fCAT_}2^8aqy7{hiFCVOWI-Ps~?TouN;iI?A7u60~Li
z@P}&)eF8hMNfFBDDVW};G{=)+n^9)u_<MMRQ(TLwZAap?P1W$HjFkq{OOE3%#~c$9
zNDxE+qb?<`Ld)56{Wdcy!o_g0`YZ1oUFA~78ys~sVxh8nXsE!9u8!P6YmCLwsF<v%
zQOGZ&*cyKqOdCYX>$2IDH8&NshT274fW?Lc!$4rPLzT5zdZSolJnmZF!{z{RtHZ8%
zGz|)v%}m&Qh`9uMBXW|Q4QQmZ0}NOU-kBl1KeOc^BT}t>L-Ic&`yR!E#om8oDMg#U
zGZZavT>6NMbly=cJjn_kd{1OV6-Te0K2&x}njy#q;+YZsaXB_;<zDd7&%AMd+V+?7
zubdH12%_S5i*n%NU!U~Vz`vI5(OWB?ZCVp<{rhJzX&_jX{CavLO$;w*UN<aw<+oEP
z{O%PzuBo9F3C}lA7Kn>73p|{Q&<`~~rojVqX}Cd+r9%F*WQ|%1u?$|Is4y{!{`wY7
znPCj6vXz4G_sb-sjSwWLXV)N!|HX?~#SB-g_$hfIiIDt9Rf}Ad+>i;EX$DcO8mY^a
zpuhN^g<^4_IGM92i)RfXy{3}Ik`vj@qnoK#f=YA??4p_24^;#oOB#`Ki{{Q6IxZ-Y
zC|pVvMMW+SKm<z{G0PqLqY}WzKt|l%fp3tlGH8Jtuy=h!IFnTo#b9A!*c9@QP;Lx`
zjn-2c#O`L>{2JJ;qy71NZfwBh`Ro+Um-%2`v{cqgm1eBMkx`9cIZ$L`Gf5FzqZ6}h
zTfobmuJA9nPraM{4Rriq+P`$LM$`Zo!ANuz2(m(ZUD-C`GAX3r4_W1hn2xKI>d;kd
zWRV@wi7pL8v?5&h*kVKxSYHvl8g-g(N>7rn=<Z7FioK?WU&$W6m9BAL;k!xBqWRXd
z+Jy=uJi+=&O3Zj7ooU6~px8si-5ofG)|u*MKpNypM?ujn1sKiMtu=;E%={)@KK-f;
z4W5k+VRv^TaZ$}^J8;{Lha%m%L{t^U)nO-5HkahR>+E0tTrLmXY_A}&PUwgomV5En
zip09rRl#+jJ%Hd0_m`te&Ge4}q_zZ~1KV=;=zPgPySqyQO=U+O_R?2F<qR9@%ap%r
ztoqe72hOUsN6McP`x4h_E`Lu9tRy8bP=k-S^Ab|2{Xh+~B5QO2K?OjV^K%`shu~5v
zNlru04H0u3y-~nWlr)zVP4Wt()E>I5=rczmEu+I2jA(>eU6?HdXZrHnz${g-^fb4)
zQ)Z6~yfgwtR9fQ0fg}hL-bSDSd)XQ4A~tj7c1L6ElQm4si>RJb`n;=N*)}oa^S3=f
zFTa)p@=q>fZZ2}4GoNCnDL9>nvMPqKojySUMS;rf&uLbBgf@@#D7CzSV;XB-ut_kf
z0}kZm)H{U?1cSWX!LVYp_BUg7!<7!i3VwW-=*-9{n9}#qW@apu-&Gjop{cAkWDocE
zUB}ilV+kkIJs&IPhn9d~F6f!~$I`|=d26pm{%`Z!%-u%EC2KNna_@GZ_m$2N^snL)
zgK(KH1|zlRj2FEMO5Mg|<&uTmg$47H&Mn0Y_!Q5gVA`aN)@pVm%(oy#BH{H+)=3z7
zzo4nC{wjiMq(3QEFG|T^1xLMWQpFgWUOY4{Byr1u%qDa?+SF%_{_tn^+L%u(2$p2V
z8;G!Cx^a<c*ilvohmZ_5TIw_C1peivI~wxZ!2FZ%^vY5y9;%!TxhDjwTENahGMQ|I
z_u`O(J+Pfn&NWvnDqx!&hygU*8gWIt5|lLDR}-YzYWl^7ZH^&2yiz1nv}DWdrg>^R
zyT}e9;STZS-+Kc8r3os*bhy$XKgJJeQ^QzC7y(D8pWbLOuN=gc6xz{r#{H9wOZkDg
z%ahU5vZ#bmEAY969=NejTWw#_p|jUh!uh;n-d!iMvJ`oCX=BJwXhfJz%K9+l{qo*L
zh3`s5)GI%^c<SmJN(nQk##nL$EUt*r0kP-8QQ*^{{bF#vU`rFphbxf4xSjNGw=p2i
zUY<S4h_@Sy;y9)D5wU#qC8Eoo*Jkf?rB3yBA_cs(w3`xc_jHh=>CY6!?}mAoL1vM?
zk}zLNe^ti{HdXaumb2%?`-iZ|QECZ9{Y&SAP09%I5zKEUW@AX{EVDsvJS8xafC77d
zLzZfc3BYq0^O&$j%;ZLZTF)t4Tr2k=NvVTvDY^|BpvfJHTH&c(cCSPb^RVr|6|P=J
z*#m)U#XJP#E_w^WHV_d+lsyy*yX==nA<JLtC%=~G8{IT<4Op%L=uJfh*pvmD4Bx#-
z@cwcVli0~zec@d?X9hVh-f{k``+Gypo54c_MQu0FVzune#dGO67Am`&_@$$!y%dQg
z7gaD_ZrG#ET|qx-QR5HUBzZESP5um0I6Rvv1$OF2pQ*}%)<N&CZ$5S)F^O_J*?dJW
z0RzjQ@<CFA8#hQ8s5~RjfIY!vX4_?NvvfpgYPp!(jlY!kL#E_?aFQCzXT5XxV4#5E
zPtAKB4w95#(mSCOl}yFX@Peuv3QLOYzX}ucn4^9-B%8hKOjy_F+Me@2B_Faea`W#-
zEfkC~B2R+IxyQLH&&L?CP~Qajg+_(&M}i6i0L3<x*-X!&V)IoYSA4VW_55*M8`FW3
zyYK!$Qu2l!(VYD8u)9y-IYQt1lJFP9Xg?Y0E8In(HL^e=kA^Zv$gr87d|j-I!^QwU
zpOf{MSq8-Qv*{YQtcaSqfXcLm4gsIk)@py@EMdJIs>~($qiRm{7+&lld<Q*#AMy)a
z_Xme&3@>t1FZSb+CL%JLF$gyUa0h=UxbTuif&fsmCkrAKEr1s3Xb5sP>hilxwW?x`
zJzEor7@MJ?w*)spPGC_~R<Q-MG9Y?g>bzU18*n$j5WLN=#VFLysty?aXL1=odL+5h
zr)cqXlDI&bw|`z|H7T?AcA2tm_$mIOoANg)Qk7$!4w@FRV5cO8yNm3RFESpbh_A9}
zI$&eaX&nKea}wvsm|ECu29r-=%b_{<Y#l-rMtpT5>)ok$oTX;>1~^yc9a;0gVG;Le
z*$VwTerQQ{1?`;=4Q+IVeL6TYV+&>Gfv}Q;@|F4gjJ|Rk*kX5k;GprtMTO;Q>h*1Y
zY^Mvmx&hykSjrW`FUG=x$Ls&OaWh}D2t=ZA&kb*H+4i={#}F1i&ix1zr30oZh^>d>
z@q`H2ZyQ0$lPl>gI4z_7WvFeB99Hlyy@6!gtQH1N-{lak=&!J?K$?E;q0Vje6Zls~
z(ESpGwc+Hj(lX-YQKG#ChE9!>6cPRCu~BrjjCKC!;GG0qs4hDgF~~@J5gj1)UeSPj
zkx6Jp_PrK=EHl}@SJCk<+By<3mx^ASp+j=L$E@Tzt1b>Ba$E}n;j34^+ookZ3MAgr
z=!ruw=`)y8dwCVKrRvwnrD8W=k&8AXGS$Ceie5MJ4L4~^IQ(;yZ!8PdzI-*>ysd1P
zhQZ;$+mbW~Cg!E-jiWGlH?V0)tIib8E%Cb!Hg75?r^==(+lm17Zz*OW&vtD}akWZZ
z5?DQ5Z1y<O@l2=W3|!IB6nMC91M>+<LeespL@kI-FSLu3zrsURTQsy1tn@zFs%bGd
znzo~=A#du$&NiLD+YmjDm?lgo6V3#6n-M*>$bai)?dKWKn8=o^&osyQrK&$9I^x>8
zc)s>n`%4fL3<{wOv(c&Bl}?;5i*%-{F2Epnan)j-^%}L3<Up4GkaaRZYtH4HiEJqz
zYCju<yxDDPG*A+XLoFmGPlM7&g7$<~+o-1aihCjsFe=4E$&bz^c4KcCJvJ+oxi`KQ
z8G`+grO`7$aryG|P~A09P<$&TlyjmY*dMcxf?C-2{D|c@M0wFZr~0HiQqLw-46{Yo
zH)?P=&X{-tQC)IKG@a~f;t)2QFAQLqKR0M?(ajnjyJI;R_jWD77#B{d3w}cW2tz5^
z2cg7VQq8q{!LD7Q62p!>1ce<kZo$c0IG5%22VyMqi5O)>UWEA*3fIh0HR4Xx?HYm4
zRTLb>(J}2=4PefE8rl?OPP+^W%v-M+o|l}y!OyTWORjEsK%nnTVT0{?EBpE+4=D%-
zFP;|!3oLbUqq2(@Pcf+dw!Gbyk=pp(%G>^C(h3td{_b#uxx(*?f`ger4HLzFb1x~(
zA0u!o!+h_)Bi^LJqLepJ+2{XmAZdCMxeGzwaR{AR&9d|R&2+2-LMl(pnG1I5aumz~
zkvs>b^0nmi{G55*Gh9S*C7IaM)nq=3NRoxV+24{2XlOsR@Elj7v1B$!iau8ZgQ_ST
z`Hd@GyMbHl`VP*o@K&-Z?{#!Psh@(}G<-POFd|b=0F5^#^+9=Cn9PuIiP6wrZ&5+{
z61{fU*`bh!w*h#Ol0KSwB>!9$%vSSJVeHF1T`8d2#C;@uNSSb3P1)X5oX8D(29)&@
zAdp{<SbNNSrcvU?spG#<l9v(Ea1kg$gP{>R{9e~X_o1S%>#M8NI9TjBC`U|l`kXr$
zw9>QR7VmefT^{&zrHWv{$9LnF)J+T4AI?gO84v;iT|Tf1oradbKtRKWA^YJKhrSkL
z%9c1KE}Jezb8x@!xJCOvj)6>p6rt7?@nOwW)73tm;&1<7#Y9CNqK%ZW5Z~X-c_Zg<
zi<rpik$S-N6)JL3NV<~H`>UP%4_jGy!!kb;c&)g%XAus_9unq*$AoX@FcapQL+u<9
zOGu#U_#Hv23@I?6`w{a_hNn}JU`gFb{t>aH7y4(HXLlUiU#R5L?`XN*zZDX3F|KIJ
zHiMKZzH2tV4HqI5>(rPFqfg)%*b!N1&N!JBN%pjjdH}Ef{8R_5C*<y4570=*V$#ed
zZ7>8LwA2&kpd2{dZ%cm@SI-QmV*vv+GZ2MFh)Bx=_`jW}*3Q@_mbgLC_K0gS*le>f
z$Lh^!@iQNKFhNcPkPciC@0Ksfx+gE-J_6ToJ3)_}7n7PqU@@QZ$Afy4P*ml1X7pN*
zWgZXz;Z2%*MaT7=ZmzO>xVl{$GvLScUTN#QA}^TCdn-oeP@-0lg86ZFuuq6!7t6mb
zHnD=%3q974UvSZVyTQUBtq0%P1Abp<1V{*$<DGj11`P7VmdV{<{bS;X1Pv!&1GY0r
zCEY<GH-|)VJ=1r`i5M(aKu2y;w#5q#0g=~wbdmtAlLuGPRBU>^h-!A0klsp@CbO72
z=H~~!AxFL(9k$DEjhsh}3$W@n1?MR3<97DzsQ6{b(Vg9wk?BK68MuMip(l@r<U{8M
z`;=a`5d7p=8^8rxG`<d>|BKJpy(@<CJvQFI#T~$7?Whms9U*Y_W_si9aJVO4Ay$V@
zBO1NJ8j`!h67;@K_p*zZC8TENfNDCC2m9bA5xL$7PF;LyJAp%~Z?*Oa@`1DQCue}m
zne@BYV>XV@gIqj9M^v@<+9b-M4q$kStQ;4xwzHJ7BT(r<gHK)JUB8^;H+8y#Yl>H(
zseeL$Y2k($ZZyQZ18ZOPT1sW%B~j#;Pv|%4J%+FOP+5x&0#7Gi8@GNa*hwa&JX)sV
zC6hL*(Gz&FybKDS-G9dNg|O}GIhqrxNYP})wwID=C8DZ3J`Y?Ud!|tWhM7Hpue(gv
zIG&%Tz^+Avx2}FAJ&%{IbVOFAy^rm%N5>m7ZnFHO_{l++0|URmr=}W<f2J&ZuV?Yw
z0n;c3Pf`gE!9B2+9A?Hfdu(`6-$|5;J9`OYme3uc>M>Jcb9g8&64AN&k#b)G30Zt*
zsq;I`9_YsHnYrS7l-X*u==-`;fY&4P1^&%H>Yz&h?tEOnwV2-=t9V16eqoW#807xr
z9#l}rIVHRr!r62T-ROA1h2>~Adeo9=OIJ#~ijzL_@BdQ1!ji+OE3q`cXnpfG%1*xh
z+JE22Z$+GX_5CKT+D_s|R9$fcZwWtQr})~;h@dm!cZASr&k<8V-!8hnw$8$=GSF!L
z8wfdht_=CHr-12rx%~nf#>>G42~cGdzSiTe0QKef!MX&yCzyLBipLcNC>UqM+wjnh
zk+)D&qvT1dxS}ywG8N=dA(kv{^ikP(Ez@i5gHNj~-a%<Es%R>%IWr<>?kRuk&{Sv@
z{=~co$D(L6OP7CAJSg0Uvd+KmR>arAi1a%?@`a5j1Tz)CfzE)Yp~g1<3pR1SDmd7U
zJTaqcFu3-umkRlLUc>$t*YcHNAk!I%LcPL@TzrX?O0NmuPEtoxeNXT3%E4}c%7;9M
zaVh+|Q%-2r7t-Z|rm+Q?x{)VdnfWy~l#>#2{sJNmn;h<W#?dI8pn$YeaS>nMk!1;*
z_PjiR+|eykOj0!pJp9wDSexy8JyA}v4t+vA9y=ffqzWly4Zly-iVxVAgkN$z+@0Sv
zH%-r^HQ=X|jtv=ijUg1?<N1(Fz5E*e(+iE~>aBxW|BaJlBlCr{RuzsKo*MS;HBmHm
zCteRkJu-{-uWLTjJn(Ort)Q?g)MJHfh)Yr@*t59uPM7@<WU-ST{3l4r++vg}Gl)SJ
zX{H&h%~+6?+gewjY2?f|uf=zzue^GueDBgM8LsAMx&J~j=CVZ<vI!NJrC;jfnNAm?
zoOZB5H$R`N@CQ4l5-^lGo&Dr9v|%TnZYms?|HV{oNZ(U*TbN%>sGj!WaN-Z_ykRH(
z%pETEfpE_q`%MCr&PM2^8-3tp$cg<QHw}V-VkeSY1W_JR-1EPrwdn4Sx4%_Xnh}64
zkY=oHq#gzn2eysc#6pcUA<xheKjVt9mPs>2EgVml;$@T!ct16$Ts+;U!6v~xajs#i
zP?JAM#9z=78$n53;c!$#n<|(rEL=dLk=%ueUr)9*5c)SjuO?&c!1+^u`4afzd9zKq
zbs&J!RF3V?Z-4?0))*JW*21B<FAi_%U%3Z|O^VT{mJiJiOA$H4-a^r)ll7)5N=^+Q
zH@{8i0Wp|}`+Eb$5vm11jjPd`xu|?t(E!55@4;v&l7e%Lu6|pvYY$-6B}nR`x`TJw
zG>m<CIFSGi0_S)Ma~gSk8*a`soJdT>rzb75?}ZKj#HA6vS89YmUM9lIe-^Ne0&oGf
z8I&C9w8?+p)z;tmS%3f1;&@<FTYm(zHy|c62fz5;;`&zd$on+(y<N9G_;?)KM?4W%
zikF%i=IXcCqP%gu-U2M0k|L&(8++24M&HJDNlrez^xp#~p|XxIuuSYXOmGO9xa45{
zH87itsu3@%qzE<doj=0_;o!Q^*OUGYXLYAA`83;MDLXBqk1~!OLKz;fbIOS#tGUoz
zSq`p+v-TC$R+KUH6S#M7C}Id+1tK~$Y)aoW<=x=8HBO=17Un<3tp*Azt4EZbH_b$}
zME{kF-VBqIKyL;EHb%BrIYR4BwcKY1k0qr0@tdqyX&u3Z7vD-{0Kzj>2-S5y@qcH-
z2Zbk$4yI^HiouT+t-#i0_-3R>Z9|Kt&%2D(j~XhZ^*Xj+>hRPm!`&3rP0N^+H5H6!
zg0Qn3NHLgc8sOt=2A$c0%KrxK_`UJL(e<1m$)+g#(=RUqGz*NcmA+QT%S?6i#`JAL
zIf%g*tUY#o7XG-5)Zj*NrxTe6QyzLAd&(oni6mgn8PCNnr!2f8Pn*&>(m(%A^vqGJ
zW948&bRI0rF`N*RD=!NNP^H6^3<mM?m){0uMA(@?*A=Bh`?Rycs5_#8QvboXqVi|3
zdTm;l=8Z#;Ozf#|;ZNiB8Izk{p1ZmSZNPCIkcrK0M9B>h#0PNX!M4Ji8m-v1O=6z*
zt=1524EL~9{D`y~c`$6*Ku6KHBZGQujcRsKvTd&<96i9E4KJ`)$_2bN*)3Zx?8_U4
z(lPFsjd~jI-Pjaw0fid5?mfp!R>rh;zW9Zc(wln+I=7t!pfvmlc-{LX$8ch041U`L
zZ(a$QH$A7~gRGnB{JJxQ5IG$cf6P$}hisw3LYS8AYV6G@-lvGZbQmxf;@a}oL686O
zhf9fz@~{9in8xkkQ9}doA+os0@ADsq+l-Bz`}{UVV>)~Xj^-3^-S0exzHvcX*X185
zwY*EaPY?;%3s@%Bo(g0nD`6cE4n<^;)vG~hJIlU*>Ba}<EPkKgyZb6u4D63i9ZjAw
z_Qa!XDqAAMiq>l~W0Viza9&mBWL)OKQfmb1AM2#|xNl2i`|vaN*y!a<5=T&aCoAq!
z+v3l}#gB0ByluL2{>~x5S?xnVegl>@Zdl^f5a~0hi@l{1C?Abq)n~XYP+<d5JS$JU
z)<e0mnxH?Cowvo&>9_|d-s_0PI8HFdQiR^06ZWV0_e@Bm5Tf+AMVDrmuJpH5sBPFk
zS!TNEmJ#dw_|0s<A;4N_wW!be<Z|ji)*<m`Yd}3BV{L2d`ng!(?CoSqD*CGQo7y2u
zTC04Ps6HjRc`JeQ+M)EzY#$dW<S-#vnrf32CWZ^_+$DN=`np8PLOY8k%pYs(8Z#1k
zJ)W=E!^}?pGaSmsw)i}7OUyiZP)8|%hw`)b5dR8H80RtTl^x>2;rV$~Xje=Jj=IWw
zPrq{?k}vV6Age`U$nuBw19%rs^X-FGERnhLG0hbzaS@w@vvdqz0TY)^%P69i4x{aq
ziZfHb*pIav%Fs`ToAce^69ko>qIL09(%zk?x5NRRd9KXEi#Jgb#J!d~li_kErsnc1
z)?KQcZ<3zTdS|Up2%PIpwTf%CD0=X|U3n!jwDxc_i4Mo_T{H6-wa{4AJ4PG7NioV|
zgD|rxf+6;&EkYg#RKUe=^IrrkF5TM}tXuH!v)8D7jq#NSvR6A^eNZVTc1*~y9&2MJ
z2$ed@-+DUFpp^0WG^jK}VkoZ`3sCqpqB0hW%WJV+93#%}{|T>b!iXfM{*!LqL_N56
z*#c6-$i;Uc9G2yAxe?u+m`f}2%MAo<22P)z=#+ZiC=Emg*w8j~&c+q3C0#isCoN%5
zdt30WDi?P?v6tZ~cY-nMECVlHc(Xe$EkOt_sft<L;b9SL)jhe|sdlJZ-fn!F01TkF
zE15y&$n}VbOjoBP;geC}hNJy$D>n_uk`d7c&vFmPZ5>zZoW>Vp@1q+T-k4P;NfiOI
zqQ8TzuIVk`){3%J(=0acIia2+k$9iI;0AvP_)8(<#;P@<%4H3jnhG#h&8LfR9GXeS
z1<>%}4)+lGLOLO92RI7u%rriDM`Gn)^BrYo`r8&nN_5y@N}|=V65W>#Z(h0;ecu!v
z?n0|$$j|PHM5B3FFxNMek+G$C%t!ZpR3Cz&r1tF2u8v?3KwpkIJYa#hy^prx)s^L1
zNMjt|3d0HLsv_zs^eUY)V_Fz_d6?yeAE~;DL@*Z7r_iO-AumGLXJX@t`iGhwi=qQ1
zmG>*l1~nYr2u^WZ6kai_3mxpErzehEKVDTD<}URO$J-b@*~lAI&FXVtKb{vLXP=b)
z^hi$f$b3K$gRMUs5fNc3neUoyc<JS-$QWwL61#p4=AmJ*v)y#6^0c?uwz1G0F3q1|
zll+I~_YV!xEUQoHs-NHQ2`1jYN0Kc}bTOQcDe^?9@5k`O&;5s`^&9Vt*LASUEDwr8
zq7D#PIZ2)Zso_hH+WOt?X1J3pNw@36r3mw}95r&H(t<{A4k69X!W`L5VuArrws%1Z
zeeaSBZ@-&&?&v??BifO>CexBnG1qhxKa=$MydCr2g0^H`o!~}sCC3QKm@!TTtCk*r
z9?G5JaRlx2vM)$HUA2appL#yXf?*jO>EZIXPS1OglCJ3J()<yL0e9596|@MPk+&Dk
zfLS$zb5+C2<01P~Qj|9Z_8&U{g<TFD-B0uR$OI;Ow#n|TDgkQNLlL(ZjGY_ru&sN-
z4AcG|v$92axPTMcXg>(ex%`XC#0Ut!o(MtYHWS0=mw!g{ia+$X5wk9pwwknFhv|^i
zOwrLor6YXRg(PD`%`|@!lijW%F2EJXld9<9x<*T9Wi)$k#wXmV-_gs^BN0}di4Ya3
z1XDEPGro>lVaU?oxh0N?u|#5f{$!WM4qZ`)<RVJl?DWj!-2l2To}8G#%XN*-VE-C7
zkhh-YUn9TX(|-?r3(_wV9NIOG4PkJC4eBG(BXZ*a*$Gh=X0ivKEINdorO6rj90{2+
zBD$b(kO~G@HhWPdtE5W6vgH}twKprWSIVJ$_*dE?=2TPJA>sq(c30DxssZvcLgv|u
zDXAEJ-a09eomB5@{kb;w*c>#OCGQ-5hggMq)bKQBk0)<6ppw2GoanyIzm8SADH)Lc
zsgkKH{sC}9rj$jBNt#3T%UFt6Jpj0*`)$U?x~hLB+5fk3cglx>3#V2l6c9{;EN!#i
zjc+yG)m?nKYmq@rEvClSgS5U$5qO~JtjaN&w;iih?hkj0`PfLd#Z3P_@VeFxTgKk@
z<|wk99^IrP)|9RU^=wJ})hWTlHu%1KmNha4%7Ho2st;!#&%~1`V6*c~QYyC_TPDF!
zV4=tLF4*m5{>P+bSDS<u#?U5Z`QuLr#tgnVrg(Fd+E3v%Qe@KbGbBgNg)E(yK}K^=
z-2rvwg^{WW+wdRdh7ORXeG@*p$)HtUmM5q<Sg=kd^??z(ik@A25-;-DH5U{LO#OUH
zvFm>V<r~NE4EnR@JfZT^kb2YA;2dA*^acaIGIabU+O+FRe|?a=xoug<&Dr1QyKHV%
zIVsL(X$eb*QCFyGe(3y$VXpg*BQHb&*5;n)@$Bq+W)Yx}?MT7fvDV<^Jwm-xM0h{0
zyVi{0Hf_L*J{GJKOxOG=80OCxLi(m~l`$STMI*7y#cv@O*t>dW!!maBSoRE~T{x*B
z%-)z$*K%SlUSBfp(BT%?f|sh2vf;+X8_3Z2%?t&%pFMEkIX5DRLd)w>7L{aXi|K&s
zBXQmKB#-{&afOlyi@t7Eu`%TOW%70FF}j8`t=`7u)W)IF_{r@6IilcnHf_I_k}$m^
z<vo)VKC;x<v;i{<rX<v}9Ymm^3Q<yK+TXvW`NQvQCSVS)#L)uS)J5Kvrv9nQYLMAH
zsOCK5+b<~wP)QbV{Lh+t6jLPQH9xUNt#)Js63CYOGrdRob%=|}<4+Hp+p3_Gb!BM-
z10wTqe<mpNrnB=yPlr+Izjw<q<gj5J=mPZV7s5PI@Gx@*c-?f^4-Id<+9?4)9dM}q
zhz&oFVe%sfQ51o1>jvj}KRfq6MP57zBYlIMv$`19W_>4ftjW9xRUUf=&2MMrA!N?D
z`rdK4SIRMomf@w!*b9hrX)H}C@!s;lmV{mI`4}FVW|<5fgOz<=REjDT?#lT5Y4ZDx
zMg118z{q@&J@Qy19QIZH#<!C|%eqZT+z>J|;_mI-ll}M0nvkGIWhpks-s2&vN~Y9F
zbQ6P-@y%wNj*Z3XaZ+|(aFeX|8=X48KYt(|tvwi$5Y<H3t;A-UQ^#uHCrE+KL}CHQ
zdT*)Dj`U;i%cZy)RG_2!sCdZpDZjiUT`ir1_tov&N{$|ruLb0kY*TH_ILNqmbiam8
z*@E~hqcknX_Uhb<HtQC#y$o^jZDBQ~t!}u#pvfi&HG|W2)5REtq!9*kC`zpVG@0_A
z{Z_ez8+oYVq-WvfsIm<=3`1mfn%>|Uhv-9&QM=ymya3n|(;PXI=rM&V^%Qw?>ih@T
z*<Zd~;%E?Jb$?p&a&v{g5w2cD5oe7X^<#p{S^nY2^96doG3Q|3QpkSBVB`%dhZ!xV
z3Ss!b!S3!XT;HY8`((7>=Ll<`LsO;0eLe}bJ8N|wu6#5ThAe*GifSwOwI|`T6(N^u
zf~!c+gvQ?{UOr!4XDr3-uT`QydE%c~xPnQcib=ZXP}mu=*x=h^Xu|{-W;~o*f%S4K
zxb8pMz<>TUb}YIoY<`cUfG&LOwltJL+8;4fo-nJ0Jd}MoPw;+Tj!a$I-vFUS2=HZ;
zVm`ZiPF%NseHHM$pTSChK2m_zP3{bQ=R_EPd+kj(Gd>W2iDl!8>oPf9bX~$L&3K|L
z5pRpwy2?I8T{6|_zieM}vNr%v=Yy!lWjfd#>UdtJzHGw_jiGG|CTtfB#zH6yh6VO~
z$;z?=>tHv#Zq!iV`#Z73Qono^y@V(MrYWgbB>ya(*R@QQ?4v6nqT7yal>jwd?0~`z
zQNE*sfOrHyHnbq_+O6lu?x(WoOXp0D<nM>JDVk;|R$fBNK^-!0oH^dp@%AmY&#y&7
zK0*v?g}I*dy}{h&6RWyeNF`eaCppyLkC1)FQo87h#7v#6GA9^72LW5aq$cE!d`)!5
zQ19O_>-uh_4@B}gesdDKW*uB;yf;x1wPqE(KL@z&^9xBEfCIZHR#wNW?YrjlZxG1~
zO|X+zc~d@>6O8ZQ|BBwigcaMUZdtq=5FdLO5L8=xq&a@8OBOgw5$QjnK;R||>vlW#
zVu!)>E&3<dHDD16?72oLx)GCu7eX2-+Pdr5)@XwQJ&rBM?2ih)UGnV2!Za+k5WQkk
za1rFNZV~X}jI+Og_4ExBoJ!Yv<mf(x^1{MP*b*eMkrLKzL=HQ$MZP-)pGm;j4h<E`
zYJiAtr^<Y=HS(a@E3LRdiuAWcZ}#I`K=%NH;Z3WKpyEZdGJ~_ONb*X+99h;DT6kcE
z8+nL7^=(_!Xb#S3QLkyp4dd1Z*=tkSb#=XX^e?V(+A#FNNnzKp;H<Lx;RdH^|4d|P
z;Tu37b*uDjft63sXvpxDe?Ho1n~sX?t0`;@B%~dH05;3U5#PgiwUqq3&vAzo4H9GB
ze}oz#x<XZ!$oRG3Mk5I0)Xq7%fA%Zt*1J5fusY~uq#)fx6*uYKi58S9;%JXx%=hSh
z)@3Mgfv7Gx6yzydb;_hKyqGUCXA$atYG1q-VnEaPLqquSRDO%5%=Fh4H(z<uub#_3
z!WDT>JJDksUR1ao{P)nacI4ik>k8bu!<~R%va*0FuK=pWtG4|{c#M2*9v*Hxa3}a9
zF<dLBYgxpf*#`A)C#7*~U=t?>Rt(qjFv;MbE@asGVm&f`fZYH`qVYKeUm?|{5T#$9
z!5_h%1|AnyZpnd*V(Oh*SZ7U$N2AMV%fF?hT=eNhay;=r)V}!Vl3ut!F8BUwttPFR
zKJS4O`b0?2F1i5E9vP`jqk$~fr`|2I+X!s4lS3ny66UF+%A|Od;0<Dw&#vNE(6&N+
zzBA5EW)I=kZI_;_ht|ggJ5DUW?r1feQ#D2WPOeGH#Ny*Xm?mdhG3ZZW0gBY|r*2@~
z5J-9mLmWoy&$rzw$KSNco0%hM4N~u_yTzW1Wi|H{vx;^|{dD-iY~ckSn-L=L{_ofq
zobD_ZW|!S4X_%^w#9~6_`(zWRp?s?E#52aS6N##8xCrWZ^s!=8?65?zjnGry^2QJ%
z7fXo>#O+$0Dx*0K*9G)`RwXFW{LQE^QufMJl4c|8sl~^R5$)e!@oyr-_BNH}wnbVn
zSH}>x{JtSXelq-(_`N%y9pJU#scT}zluZp0mH2OKe{pakT|~^VMkNc#6c9_}VNZ7m
zT@yd!UpCk&o{GZrJ@~#%r^`3#^%Gk+8FOQ0vO*>;o9M}=+SvwYl1rsKEq(+24gdFe
zu8K_Big(DPc(JntGjUWGP$<T-)jnhz@%@HGeC+Lv8wG{G0E=vY-G{@JbIea*sP*0H
zy)kw00{YW*HW4!l=>D%j<u|!57UtNcj&yg?V@t&U1rI^+zR9dboCpP<ThZE)LJWvb
zu1BaXEyfcagDz(;N_eo}dnMP^q3qd0(5p|NY|BHl^*eO4|G+qRwyzkp+l8(+8*fq!
zn%qJ>;r)@FRmiqtkR<Bj;z_QlVP~nG;2<3@X6)qgF=HV-7NLtk@>HQK&&3^^fVr%I
z#|NeJk1gBq3c--L9t4e@Na@l)KnQLek;)fa_G5RSIQnOuf@mhpZaM)Aq<1i)#t9*f
z|1D}p$KYMB8d%3Os)2P9A?Y+|21elBRCYxDMU4|F^x(IwcmD5b6h%P@L0xSPKkWY*
zfSVt=h3o!yJ%h#!=8@MQWz-a3Ig+<7e3-h58oVwKnM*dZ=F0{Cv20~K5uOd;-HaqV
z`~_k+UHCAbs#=80P1z4iDPQFChQ<8!HpU5K(Z(kc{ncw|!+c&1`{TEQ#|?^t*tZMU
zuiqWfT3bRoK|U~q#oc20l4DViP*+xpCo&rS&P+VLll{l_TQ{KS4JeaF;~94zo|%)W
zyZcGJ2`QLAdk5qGttcif&QU|rZ`c8VBjI$6dA?BL&juq`0%pCI7kBRDm65{;)9bPI
z9fz)@41M`d+);@r@meICpqEZ!MvplDvnvaLGX@T3pV`c|Rm(AGHC#0$nNK!lcj~=3
zQ904H<2nOTb9nxm6lU~EU#J|ns0P+ahIV@55lc3RYF8rzOQUU^ARVYZxYO{wYtHBC
z|2@O#Q^xp@*{T~WaF^`K^ZoyZOm==eAI0UtWwG+}g^wbI`L5%&HrV+n1lC<XEiPHF
zC*p<s2|N9I^t~Hs6?q%fG6aOJ6Ux1G({efO^-Q*=7JW?W5qjJRy&mn}d|c@R{D%#T
ze#9~J67&VTpw@^8_o5ghaE+gaC#4UDIbVQcMFd2k+qnn*&P;TB3s7u{81mNhO+g+(
zPA_4>5|<_=5~la9Q|OJjqmq&BHQ18|VXWGPR~v^uCxi17dQ$3eu(GTifWa4Bf`0v4
z3N1C9(L0vac@<b3YN$)4<MD+E4>7Pb5-81dP&qC*ZiIh|ii*g}%A&fu+AnO`5*J^5
z@iCay@rM*{^m#6h08#Bk?s?FNdgkA=c;vpn;PraxnV7;E@hyksCf|HMi{AVOAp{zo
zmdQ7r2S9aJexq-=UWW@Q##iDb=EA8If4$HbelX~WyRt!oeG?uQ{hg2Fdi@_hJ%*4_
zbmv{w`ntRV+M(DjnY7T&3@oM8hU@(djE{|Kb01-GA*Tj6d%m+hSdz<y&>hhJskY%s
z=m~&!cLtKA!QHzb(uQx5jW+B(#vPn@zkYc0cA{Oq1v%7;Cp7^@kx}AfklbMyHZLb!
zr(>}$jGmQwOrOwLx!;kPj-g-)va1rw?ZnY{1g4EkarPU--v_4i*R|{D6%<HxNGSah
zlX&dMIXrpA)!aBTmG{^0<^GBNI_;huuL!Sblt-!3PCN>du8AGJs^{;xrrR4>xw*N#
z_uhN#-rYVu8r8sRnxk>oADV+TbohAY|9Mbz$nor2gjYe*$mDF>!aMigj#jVd-v50>
zR6-JG-hU;1Cl4ck>mG)lJBgskPyo`-oydyE|BKh|0!boa*g)h123FsH-9gmM30O08
zh`Hoc^r1ljlz;vaRo{JuSv#0`4tmLq7hi||%nK0}Wk?Ar$Z{K;v`()talNf{Ll2hc
zr))%tt@VZtXx)QlK<UJS&)TvQJW<h5SL>6DI8eya_{(>Y(jRSA5kd+=iFTlv56Xg=
z_HM*Bbp}D-W+7*;!#VCu^qY2IPxtAr?J_#~r!Jg_>;@jJ+Qk)1J|!tIjEONROpHk(
zHaHTbAoL~Ma3l>xwp!6`EC9C?lg_~7gVK3=>vrB8H3IE~$vp7;Z@j$h4<4CvDxYr3
zq0H(aD&WYgBAk%axtc7K(@_XTfLHi7y{M=hCv<BAD?dM<C!Tl$hvQ(FC^$G6y<RPX
z*%cg`gLNoAsRlP5lf-kEorl-sGeVv?`!wF&;>&GG8QGtdk^LL>)0&O^W%I}E`f?$`
zDLsfQ4?&7G`_G3@8cO)2q5jw9pMONr)4tL-4z?q`97c}^9`&D>1A`&3dC$yY>vFVD
z#a%M%x|M+?>>iZ;wMgOZ{LpXBzzWtwCwj2zcMux4Z^xT(pj6K0HF$d_BZbDI%ioEx
zn{W&~xO-H#*CGi8)9wv8Pniyx6-d@nH2aJEg_~b0aqvb|9V5(o?A3MrZ`fbJY-UAC
z4li$8LXq9VtjK=E6|AOm>e+;@_y$+>Ak6Fkz&7qodIbfM8WhNy@(RXAMU!GMAZqJa
zm!HRNqkHkrnmznu+Q3e`FUKRkl1nYTFKZ<Km#-tiyQ~mlaiKdW<p^hZoT7RKk88TM
zf%Vl_U*T{#FquqTbImo3A3q+WQT^uFW!OBv9YM`;K<}okq69@bm^|Qd9=;Q;uC$b0
z^XAcG<VfNM4MHDiX3)*PkfHPS&3J=l^1k_ofW$<i#*S^&x9YpE8hPPrewy3Jz-l)R
zPrE%>)O7Cdy7u7tJrC{l1U!EhAUq0^wrw9`&26i%r?YdgbfqQKrS>9V<vQF0dV$xA
zVevdX)6T<fFk;;C6N(`jZ)gIzok$)xrakL%h9qGqS%E#_Y&^YV34HqnyonRg<Q22s
zC=(tU$6ieVW6`5Y>rG;A9`>OlI6rA1=O+!M$Y$Z;RkQijS_zVbHz)$<h(v;Z{|MW-
zGXc0hHI+v;ZDvel1h(NLd1BvQu3EL6k1x4`4>#^3uf|3~h`E&&o;>)J$XhVh19U#g
zj~3drgtE69nhK$v0JNB*poR#KYr3_+b?45V0Ni-vjZB+1O*O7MiUZ#!kA$Y`*7?sJ
zFtB2hQ_$)TesCKDgBrD~%E{qBqervgi6{7Y=1kUo@Ij;V-tszrojQh%_utR5OD<u}
z9d|T3AAI`EM&IlLM@&4TwbUc*-gbJhG~LF7B@}^YRS}x;aY$hXM0Gn1zvi~p*AuAs
zc_umu*<wKn4ndP&igUmK^eY$P8Z{AJS(&dyPHqNz+d9H#zd-0uuM@oBzXYuK2C2%8
zq^ZLboB$>>t}#;(l%w02!Eaf+n9;W%AC`oY9a79tLpa8rI|x|*C$iNS?yPkinc43Y
zD%>)fiapqqhoHCRgV3TW^QmWt8T9lG31&@s1+JtNf=f#n7uSOYS-ZJ&Y;XRvI;+#}
z%khXW+}uKl@F=yglx&Mn%HTw#rSR%eyjQDqJ>A;Cs!wJgGGs_AEmhis6r_hv_~4WR
z^@ut*vMlqj-&Zhj;uJ=lK7$vRtZLM5*=w(%90(r@MPb=1uQWPel(P!&fe%B3pzxPp
z8l8{%>s>_Ld^@`Mo`j4)kGLxzKDvoJ+vmaRPD$?GbtPy<L?dZr-?r|mj{6XjG@ZD;
zzJ6RG!0SbrgV3*ChHJuUXsfG`Ed@v(g^DYmqw12!slM=G>|@SH(U|e{2u2cK(D*)-
zT;r#q&D)K3Pc~Z$@<B53Q=QD&5n5b*dSOc+io0h5!N1MJ`u$wyZ^-8N90ObReJI-a
zJ)VGYwACfphfE`I$q)W1UZ0xEhkN%S0NcpX+~=_K;f6J&h6kbuK~{Nf6AL>zY1M;u
z6l(552!vO3x@1UK(Ue3(J(5`qc2$4vc%@q#SkckZ0C+sz<HPJkK?-Vr=%+2EVWdD`
z4i-RIOf2`$`kXu7dJpp<`B0I4`ZRiNj)*vT9j}5pB({-<O4c3z?XJfIkJ9gt)%3XS
z2}HTQU28cMVfXrsrnX}0K0>3O`TNnGo(SOcU{xJ?LGNRUrn(AmXc(IPc@S<!t}H`|
zjsqbO8Vy0KzQ%3t?JMql0OQ`R*!oY$yzLjf0nrBslV$AZUV*S?)7$RlrL~($hzdj>
zIRHsth2&N6ghlepgmd^Ld;pKS_wsJ(3esx>>0P{+@-M$aF0|q9-3xtw1{?@)H}qmT
zd-XxD2yTyz;=65IxNBS=-dwE~g7(u&RRCXz@CXg8N+)ux89XPZCr4OZ5YkL;t4WKn
z9lz2b!h3RuIJ>ohHD-)&ci6UV+q!rrCm2VPThm-2*M<b@{N-|5V*DL<5I=GxvQCFN
zDvGP;%<-QSWp=^`4k7W<OObRsG-fjszx=Y<v7|`jQ5#q|JYYEfJXqd+HAvAW{|B2C
zYG|_utE;!wYs<^<L`I>{*oh~#C)%tXczO>&cOdaySFi_L`q{p@y4{F1>u`Ltkh))1
zA#dJ<eQ5z=;UYxVUI4tk`ctWgi%QDLDtGe0uz|QD2BR<E!uBXL-!7WX^M8EKmZ~3^
zR=9$<lTs0vUyC+a$L%rEY;l`0?O2aHx);U`t5NcOrI@ZyJK)6<g4(I4ac)^Di??ki
z(ySvU(8${S7HVLgL^NCIxt;*+5r+tseKp9bAxAi~?vJQ(w&20i9k-&!!mVJxYspC+
z;_TK2*36kRiH(ir%P+sAv{Wq_&`}(b2dl=_;toP+Ul`z;xpR3qJDYnpZ6Y8t^5At!
zY{)TYM!xb27i4F1-tOH*j2O}EIC7Nf=sj4Dc6zYP-9x6q^J6x;b5s4V+Z7_Tx{(6g
zux71{=!6n6+KO^K5s~Qj?8iBvFWNmj@$~ACuBZSZTL2v{qXy;WHxN%fk7ny8^rwtK
ze*P)EqX%P*H-X-O`1)JK8lSrVyXnK}pSu;aLC56S7|<G7U0ugRi$7$STjH4k1G#9x
z4Wvij!L0Q^aotyclHpF|VXu`3Lz2<#*h}4{nFOr+4f})35gvswy`FvtyjVi7r*7JG
zUK4_kH>~CMF}-<b%^nmr5xMoM00BoHB2=<1E$X!$?=&Sc>Zcn@!n75UUkf!ZysL}5
zdMaH;w>Gc>0s{E^-~Uc%XebXq{4n2q^9{Rp?V_}_l=AZO7JpQlM+(-ry99$z1FLld
ziz9p!tw$-b`$b0EL`R5WwsRMuq|<=AYrmC=DhI;mMvgxy{3?aFJwzyKT`g~`uOBm5
zf5gJHEupEXz#9>XTw8}HJ_Wg=6eS`W-QL|8R{nsqM2qS3*9iy%&HZ-}lo*0*^ke{J
zvj?4GM;bp0>7n}(bACjWm9xrfC)*gx-|hKmBncq|&u3<FN9rK{cK($NDpy#t%gZxo
z#WC-O$1odLvm-u%Ny>I~&K|5VM4@D6A~`K+4K9>jRRCPqz>DRH?LkypZvwY(L6#II
zBt`PeuEGw#KgS!bYN`bud5BQSu0c)?0ZBR`Lr%UNtft>vkLS9lO11^vRekX+%<Jl@
zbQ#@RrU4)_GLlnIJ(XFrW-)vAY-Z1%-D)36lKASYua3d&j!&du9ZGKd5_Cniv-xjX
z_2V8zBCG#8B{t;oacyqj(yqofU(?}5ZpSXd?to`w8QMecQ@cWht>n!3#|+l{c5g*=
z><(VpW<|I>V3fh-M(FeezVZZeZ7s69l3Hg^T(7*0rXYua|Gkc=s=~ELi-;?O2!U<z
zshGDe!ZzY8xbrrguf2&QJ%Lvehw*;a3T(;^%-gjJ0tRqOgiLmMEn6&MJU7q^nrL+B
zdF%YYaqkbWV6f)$>7}te_G=<f@7O|-ZU7M@imBXKh9*6NFugAqYi&iPPqty~1g^^3
z#jGWZxcam+xoOT?ruT})pgl2V1loj0X;}m`K!>m%p`l>&AeptkopyCC<SQMgh?*AO
zTg}IB-BTsUg7(w|l-ydpdu!07ow#A%=IGWQESJm0zy9?v-hco7M!HI^(cYSDCmT|*
z0gk|fMJpaG4(uX48kAzIU&XyW9M#|4-ip3gQ*^Zep!M*OjHGY7XRXzonfft9^w3FK
zSh`(%5plt2_GThiSK>JPQan14Od7=P55c!9@qWA>yCW4(bP55E?U=SM#GVm=qu&IK
znJYo@BK3@CTi-OU*|L#)^`BtCjqc}Je6ao(`o&D6LN|u$-G6e%nSC&omV(>&jOsNy
z-Z<|8=31TnvhrL0an2MfqGk5lBxJ`{JbQ}#bG;@dh0pdKDE2JNXwJKcGj{F3>2z?(
zz(hXZvcFUA(TT#5e)$r14;=XNBZYK+@$s&pr4XTX9ES*%d@E9XAi8r>@cgu|^$sT>
z-TG_$&p-dnmMvQV=-an1<HwIDHa1pOaz9F>Al(t=V95hp2@&e#qu=Rc^Z3FE?ZK?|
zi5RxG-vNZfi_{*WQRs33Kw<YFx7R3a*uPyKtd9LqlWaDG$&7yIZruG-&@W$zH!cBX
z#Rl}=BD^t!aaYztodfONGcaYY#nW>Xj-){ZeEK5ZEk%g6dvNv|fgx)x&c5SVXe{M!
zOE#alFQ)hD!{EnPxvXC-rxk11zfES`a5o-maP>}O?Sj3eP3lENuoj(0%bTO8bKm+k
z*dh}+w_iW<Yx2kpoJ@Sd_Y`dDL60GQi8LCBFc{cXW1(+IFiL0`)*-`i%=wnHuez2S
zzhBEm={*TCs_#urAswL(mXc#ZPC1Z&6?_bek9P$v2sle-UAs$QbsM}s(PJq-5MlEm
zsvJmRCzqCGw>GerEn5b_si&UGEw|j##j`nqI08>oTXL|v3MtfpusGXqnAPJr_$~Rk
z!R~2aV*a7jx{;zxt+xv?APPIS9-%M6Jp%2vO*l^(gn4%c)sMY`_SvV9dl_-)(qP^?
zc=Aego425$4r^>02!Y%;4D4R?v%kfD$+?7Vn2j*lIluBpz8Lic*Z=t&<>}Lqwc!lY
z1QX<b5XZQuaVcXlu3N+(fiw6mLqqwNDh4Ho;<D@T)LlqS%>-8MT#h@$z_b7bS4|~y
z@C@|7f6V&q@eDm@CfBE>^7ig5{ylss0KKQ2%DT5-r&rc4ZX2D(J8Smv$dmycdasTL
z+T=Yp9a*T$w}a4UU`Zi{6IN`r*;I$)GzaU@u&3^<WZb{*M}KACqaWMp#k;Bq?I}Hv
zdaTZ-TZahC%E|yZ_uO;4cqS(nl173y=vp<TrLDwWjdV2m9UP$ti>?ht3!BI1xjPhN
z+d>NMN^<Yu4>fINIi8>pB*le({!e&&B*OC51jl+1+92vOtZ>^5G}bzV$$+GI5C${)
zotfxL_TU~r6GOBc%_nn^%L@rw{1)kn4{&jk7vo>Xk@f4V{5ot3L-MM5L)^tV*$*QR
z2xBjSeDSp%qnyIou?`ArtOUkZanJ1r?i%zBJ@PMN&9)%^aObfjCWHmSI%1{MNKh)+
z_3kSe9SR;H$hY}C3bG_oGHEJ~C5sprW}vXv&c4dJ4!u{$1$J+%A@(CJGOz5j_$3-T
zyL3}`#3wX*{25qEjs-dS;LcBZNF?5jiVoS4EUKNjf6PAWagGJu+Q1432ml~3FtC-D
zDxHp3w7JIJks=%((6`^v@$FtbiZ|Z&)*=MZ$z8jXuo(|lTXzz+CkLyeKh(4p6$qOb
zq$(710PX=p5Np?>*EvwCCB%e*NQu$tcV{6&bhx4t(e2p_vIZqM2-m>D)ZP6s`q)Zr
z8L-zfn&)L5vnpgN%;Cu87S0LNgExrNT*cIld5GK}X7SITr!r%3F@H;|=G>uHo;%k@
zOt_XOKCFU}VE!@u2gcNmVrAh4>^50RsoqJU>?P*3OGrHBRQT*U9<IpX%U!$tYdLG+
zVE$<^5Hx=t4^8aHi_3PNbUC1{?I1j=vCHj92R2xAM!34GY4us@Mxw^;LCJ0q+QsLg
z(@u`Zv-Ie9+zP83CA;Rh(AVnL23Fs`K6he%ets9vM5WEhN4}L>R6CKvjvx#fsPh#r
zK2p2_Nz=Z63SIrpQrMgJVENSCTlY8#i@R+(SVvhyt|>ItRmk~yP+N);8H>jhf<8in
zA_T4~4Z(412wV6M0*gPzoU;V46ohPd;E6Ee_Jrf!QU+T$Lb4fcs0MSzR!Vi@)b)tt
z4O<qg&b$J#BO6;<KTg>?kFS1==ehNN;cwGdaNgK_7Di^WW1EfK?Th%#em%cyZ|9Of
z6L8h;<N~s|?W{ERt~-@yq+C7?sG@E`20`h=a9;Bi3kxH-X4OYXtG)-13#}|OV9*d&
zo6Ypyxrw21Va)3WvJFa6$A)#ALoO^uyLC4@xem!v=U2h+2<nR<*N4we$Pi&G-oN8j
zrr}Tz7J&AYo_Lq!AN>~)n+F7lyzcKU?$!p@x#ymXEX&NEJ^Q5lR@mtrg(1`uQh*kY
zu(X4yIx+*RGmL;%>FRHm%@~Dk78`YWk=mkOZ|sCxXkIV+P0MjloQih;9^4sw2?(u4
zsr4X@8cOZ(8*l`jO~tgQ(3NdLs`KFJ-yhBT^*C!1(77`48lutbb0`^m4FOdW@jEti
zQJ)xgmlsl+HWutI-U%2(xvK}}{eN=p&>Z^azs=)I9IV{*4G--2f%}(iMYlYLq4vRG
zD&f@~Jt#D;qcm|dclO`U$biRKTlFjdEnG)+aSe&#2F9L!8jplMz~UM=VRK&wA-HtV
zP@b-?Mq6COEvcb=vn`ieXV;ZC5sJX^;PQ5B-L)5O#vV*_79tl_V6+rsn!AXAcfZCw
zYj%eiTB5KHDL%me`a}#73QH@g7X}SDkH1=kzW4IR3GI?WgA`*%lpdupw9SLuKOFC#
z>Z2OxSkSEvtX{o(aocUTv17*$UV7;zN=iz)dP*k@?GgSHZm%yS))tOJs-dZWlx?9a
z3@pj4>z3Q6+v>q;^LQOy@Y&-5NkXnE#Wiv~IGs>bgs!|4$z;Sn`fTKC2i~wSv{jV|
z$%H#K4EO2^j5WIv{fsbZC?THt*v8(>qoHNgh4$c~+;yzaT|;QZSpL#0gfDu`WaN^?
zl%!8&eC=xN#v;BDgV>)ri?~P!kNu?&uczP3Kl)$GWrOeLzH`R0pri-SS&I36_j0yH
z%_YFA@J#G2Z1Lvt*Ds%=)LKJYq>cxtM)Q2p2rLoF7&BL5(&?C(lFEXlWWrW0<MuJV
zd41)s*6#)2-BH=$p$=tl4QOS&TRTs1S+{;WhLxMJ-f}69#J<=@jlp)!d02110#CnG
zOg}6-ypu+1*IFCqUjav)DBqnCH7%&P(=j@K#~R^PKyG^8Qi$Q`->YqIG=n01&v`ee
zTW_6u>Zzvy2nq^f!-frP*sy_^m>9ys!jR?WKky|<;vfI`$FZ8`@yUU5Ic>?q5f*ow
z6WotRY*bV^kfPhKfz=TT^6kc?>6Xc-a+m?nw(eUWPg7lmx3&_EDIBlUgI8$K^)bUf
z4@zubJn><e)~&}nXb`shpP<wWeEke=cMt4_y-*ZM@QowT7p<jy$n9)g{$JjjIGrbd
zc^})4D~LS%UUqNLvA&`&*Cx#8@!W9kGX*gIk1u(1@KA0X6T@_mge(c_&J0IcEfMe9
z!@GOO^2Lx{Jh*EHTULHWjy8yEV_sr*$urEV%jAm~xZuO5dGFGD84#Pmg~N<on>mKL
zg|l#`4d?1%Be~<p*_;*>!bH7`@0}hpN@_@tX<1y+_1|q69vF_45Y%D!*t?+=-PQf@
zZYo1Np+|>}TaSL}I<)%>vEFbYXf(d}k)8+hWL@KjVVb=F{pu~a#t!ix_Z58hv{+K7
zA<DiQv{Mi66gwV`jn?oPSgm;NyFv6ucome)Dm3X4t+y?-Hu5|+q66MHh24Xk8iHqj
z_t&25)*h@KJ9e;R#}2Bhs{F@FN=nGg%=DjY>L(*3qYGz!d?2+)Q^w+Ka}w*(B%B{<
zh>))EV0BXgz;@Lm>;kkE6-fKDATAzlb{6i^8qCfdB%KC#Sbwx7B{(#CD(`)cut8A-
z-TWBI=l3Ay|1Kfn=6>i$45jLpzfq|>ouBe{VDxBN<}|P;HkO+zsz~2rWOJ^ID=$^}
zDC%4$70%|tNH^9Yr|``7T~HQ>A=r#2w+xMaEmbBHcE!XP^B%q^9nHP{w$o34DJg@4
z_%^G8P1+au$T69riK)C}n80=4zs<s|4ct7q2NgOy^P<lraK$$S8;y*JPvF=1cmh`}
z<Dp6Yd1ZMf-WGQ23Y!OIf33f;bVs3NR-v5|-|_lMLSX#mPc&s!*#2@ZXnY~&rjp$4
z7o3J}OD39q4a%gn^WUkGSJ%jJI}vF$MA!*<Gb?fb*goM;kynS~*>!l9wVq$tRQ^>x
z9r3;?8fYbocJ78h)^uwR*5t{PPsndA-GTNPSZ(!m0S6M!k8y~w14{I?`<mS~T+xO?
z-ooiUqTQMufi`<LXbgy$Ftpn@<JM_WawMd19nL;O@GMzH*^<q~TzVR2XFk^bF6?7Z
zCn)n<Tq%<=C8ZNvXk*`>6<B`zoI#Vvu)4~{vpqxjU-2G>Z(fXf`Z%)oNAiQUn8!sa
zPo91o#`J!?|K1X=sTFKl)`vv*UINzG(CGIO<}flk&BQ$2U;?zIgxH6%IcpqGp3|SD
z8C&^v{}$p_2U0pj;j4g4xOUlZ?5!-|?(w5|^^ZU%YgVEy&*PR+W4Uqm*PIa<MMCCQ
z?lRS}aK&cMoHVS-d!g*AL^C29rQqlctO`pVx#d+1NsdRddBLdh2|UJ_eU%Yn13(BQ
zYb}zc8o9Oxxz>UwEEM8X!PvSUnpA7W{Ke0B`Xu9+F}YDCgC;%PvW)eb^9X$RYpmCv
zj|dNG|G(1%LY0Rigg9|N7iwIs*Iw=5wYq=K0guwCP<(4Bd9~=T>yKwu5g25&qhp(I
zn{7eUjOSD`b-?DJ1H!CQe1Oke){TwuZf#)QamO89J%tk%DM;7mBv@f_Lo0O%{o@Ae
z5EX4JIDFW3TB^y_62>EUI}1e|*&CQi+hqy2Eq!ZiOU{%}qM?1FtR3~CrrW$4Pe=ke
zq2WZVUPgYTnSPQRuP%hzwd=8N-%Z3z4`SN1lIkr+-02n6<;nz<6yhEbOUN&effPny
z-%QTQ%;1(qi})#eAfJYhq$0#Ynr$N$C20sx5kbyC_D>tZ*ad&`c+Ge8AAcW<zM0E@
zV<{gE7*E0WrHqI*a_Zo78T9)qUX57Cioi)c-gh<EXI;WQi}$m9XdSNfLS}z7mFS{<
zOfu{FV9G7rv-Sr@TjmpzFqlX3&f(4Z|05u92p`z$D9W>wx;Kk46Q{6c=~}2QL^|~}
zgrTu_)|*j@_Vh%&tBTuwAB7NX+Ly<dOV?v}xk-(Q<n<r_pr0JbjN~MS2!UpBIP!uO
zm^Ay)lop|cgd>7OQG!Dd!J%NYVxILn$QoQD#^D}33JiyT!O`y6gYmZ&*e^K)Z_mR&
zSeun;Fd4C3bv6MXen;IMe>o5$Jlw#lwL5USJwyf{{Ge1Sn^FC)-*nNG2HbJTu?`W6
zDu=JyhNFFn^Ga?lno%)mrzPNgaRZW0gJxJ%vu$;kH)Hg4!271Kxsl9TG-)9yd#aH;
z%E0Qt9kBJB7*DB6yOBZ+h~l<|5QN3q`nRn5aRYTIIqfSX?dJ%!wvOt9-{tk~)M@WE
z&Du8KzYfRIy0BwQw6#o*pZc9lN2_-4a^kKkXHR7av)uVSVY5?P9EUwFo4JK%Ts!_`
z)W`ouUs^`#w|j9(AsCX&&~5k`cSQ!ewSS|=5rF2t2YISEi%iW}`s;ge`M3Y!<>Y0=
z^a-V6r$Xeq-^my_9L2tii?6tmy&u29u=zT^h$><H@F_f5xB_9_jc59Jc5nTP7uO5+
zRM+y0H=6N11F3aY^Y0l>URWK=-D?E*UXsA@!1er?dnymRU*L|~GG4y&O78#dQ>Mme
zGtMojt`?a31))FpLT>o_GiLYghpg3NzVZs*p0||0&;A<Q@R2zC_V*j~%HA4um-jh5
zmqbyJE6b3J^3W9Kp(!f{kK6YFpeU49)v&GHf+jMWe-0T$V0;RDDodGScTl!^6FK`9
zQ2VEY2+7Mnf~lP}l9*G^rbl=rI*p0Fd8K&PZzs060-G@cIoLq_^7X|3`Xj+HF}O!f
z!5g0f0u0MHfXhwY9aq31CCY@;4KK|`yQ2bL$wI^gp*7jiiW)R73zF@CRD|#l^7nhF
zOq;+4M=BY)8SE-8r^4w(LL$JZM<dHvY!0Rk?!%1X>9}?j5|ncI2dA$dq0=Xmastq%
z=zvZ}xV=caqxU+y7v`azo`~nC>=wT?iCy`i*CM6(3~D8}4&8;lkaRMJ2ZrPP*Lu*)
zP3L5}6<=Lcj~hwxBJ>9h<qmn@w0V#MbjZCz@hr@RqfvBsyU}K5qu-K=rpf{@Jalw(
zJA@PCDOG7V?Wsp7EH32Up=}#CP=D+b&X0y8RB@*ZbFf4k%H#+|_|&tTI@eAEOET+x
zc@IZnV0pY=Hh=mFyIp}?5h(Fwau~Wo4TI!BBK0sj+fCKOH}J|^-|@E$D?R%cVC-W>
zt|-QN>P)oGPz;U|?9S2be|<M4(_vg<3iI+^6ec{zV}(DHF?Ixfw6BpCZ^5=w%d|Tt
z<5*Y5{hof@T(yjcV)7Yx@oiX@Q<1kXMq8~AX$j@w^7-u7jo|;vHgd_Lee_I}DR*q=
z+S4v%?y8+U{b>L*Qifw>4MW@yv90(+=DhYO4^2LsZ`RMolQ@FkBX8%0t#6?lJcS!Z
zj^VYULY~;To}|nA5;&kA?}$F!SW$rShuK)pn2DkYbgm){YnPy_*@*s=^+=X#zqdk(
zh(d`=z?<9)*QiOL(}OItWanOf*|39WuQ>&|s+{#}mXQDFPxK0pA|Sd45t<ZY{(2gw
zxSs5-wX^@_`D`flQnY(HNp=V4IozZQh4sM_TjK)h9T-9{eJGM6m~2-NuIw^KmHddw
zT8R>qifi-)Tw_Oqw(;LyI9<s9`V`IJXmpkPF$9%EEqFvM9;XRsSs20?PjOrb^XqCz
za|JPW)kenZ{$QNhj58=5O;|LH>5FSv3Ypd#_7&zacg0Fxp8EqjH>8Gpi7Ss}(!k+N
z8Zeyjpx}cApW~WIqCU=OOGO3Atn-D%LXOVB5?+CKa~Zmed*NMH=u626KWO|2ArPDP
zA%0i|ap9l{M1DDp=>v66|9g&P&|r9I1div{VYqt;@_~&>rp*g5?pTRps6+l{Awr`=
zwp*whe=)Aq;l7J>!0u~NA0iCUwLO2)?M9njfLu|HTvdZyS%Xwl2NHPtrs6nbBAOmC
zblg@GAKlu(a=Bb=-MSTk;lqcwxN}fZ6gF<$2*8jbL(u7turA$6f)uQ8M~JZVbFjKf
z=S<j}FSObcl3CYvy9isEvlOC-S{F1IdZ=}^c_$Yf&^EKWA^gY+wN};Hc;LhDd82Fx
zQ^t-)msf&w^J={MFm!{%@$B{zFen{uwuOI|uEd_a3v+ZIER*g;2?)dBEXP$FLBQ6J
z@Qmq6hR(`OA7oK+OFuU33c}M*CjOC!Sb6;m=uaC&Sbi-%d;LMwuLhopk0Y|U9PK$5
zGiJvM#LCr3<Hw>T59a&LKk#;-nb`xUGPGzDlhf{G-qIfk*i%XW{BKyfr<MWZFW~fE
z@A9wA3z*((JZs2A={=qMt4jHJ<swSVv1~2ePVYg9%#x>Y&GNZSpL!WzY~DzDuigZ1
z-OOKx4(FD+>o_CPL_+p<LZ4iSD<m41DGH$*hC4V3IWh_@HAq!82(uCU#pfU9F<QQ3
zFW+v+<moHV=ED^WSiWNu7mYua^Zs%>T8#!}zXhz@2+7SyyKy5UG+KuB^o5`#i-d>>
z#XBGwPjXKN1&3fvP2uOw>zKcD3%hD^2#E;dlv7UQ#Z^0a_U0L+=I=(gYZJOHiyMbe
zgn;Z)l!Trrp|RLZeQ@7-4rJ#bmMp_tvX7FQI?AhS3EwGkzQ=<jB8<wI2z0t+-b$_I
zFBwbur#X_;ua`0L9UYZAFJBKa(<`|jLx&9}@6UZKtt;os;iuxXm-F<O|0N+RhPy*1
zpIBO0itvT?TjGG&=%JxR;Z<O3HdNL@ax^4FBI%p|-1BZIMKdBANtTd$1R#p6{(sYA
zT^1F;eS=7hfP2qF3h^1R!tH^TyU_06gm|+CZkUb~U_>%$G2A*3*Q^~FA09#AvM-T5
zF3Jbrfmd6N{?gvQi+Wsy&U+J0O)2(aXQCH7aJihoQPd>#C`k3PL5gVB6DL{f&~4j|
zE@KaPym-<QP$I){_e%v_h&gM}rWuix5_Fr2kv9U@-+tutYJzTUU@cv`l=t3yj{yS)
zFmmL`7Te0Q%rC$ELPkag_uY3NW5<p?MzcIlX+tt}Jw5}gZM*w?iL6KP23Y4l@?y<L
zgTr(Dd9V)TAT&q)PQvDLJA}oB6xoJC&-IwKM_lW%w5FB^Km49&CiEv}ODU3ML`0a7
zcNbEj3__E=k*Y#iXw771@hsK^jw3JdCT3gmx#g4pLyAj9n4JiH1y;Eip)1!i-8~4V
z_ayu6Rm3Ot<C(Mw)~|G9zVa%>{P!r02_)GS1IBq=yJjfA_Bn+irGv2!NksF_|JboN
zir-8-*jKoW^M}2|+qwY$>3NXC+F$6I{x~bOTj{xMK3nWNnE3N5a<xW+%%AXe#uNgy
z5tuy@yx60d@#X<kYu)V6mszv#d*Y|eplI7Rf`^^SJrgGJ)V8g>Sy_%VB8(667P2%`
zChV@iA;}toXMKeyG9KNk9ArttQ)<KMsX`R(MY225-o6~~6&E7Lk3lk-Seuo@$BS1n
zG+EDm@4v`jPMOI~r(Zx>MJ>N9*hI<JOcKh=iHiv%GGa85lcr+O>+o(UCg7*}c+Z-K
zw{IdEiv>-s1zll2=53ppX%1w{*;gQpMvAJ+`Pa9z=p7fsV_*Hsoo7vE%wHxpes&ZE
z{`VWqh(S7iIHI^1<+G2G9)AkbQu)ao%G_uT{f387RGEd-<z(96kr;|=a4z1$h{D}m
zo8e}0poYh4%lVr~W>u)3b7hHJOT7gAWgwGchvHalBIEWR-1_d9Ts&zwuig9rFVFde
zxuxqlUpKnx=XzTXM28~9gdWke+Fg+j5j7V1<*;ZA>?(jE$q*X`%XdItnNPDYBmmAI
zi<H_pU(WM;E`~b>10cr-pcGn><Mi;}Zx9zw_`hzZq^_pXmt9GxMM+6SnK}v0xFC4u
zE5x;@BK1!|P6$GdGZ6I7(}>70+{P%(Yd%2)2O!VejL_*3vH@%CGy>PmAz=QuxRo9V
zw;dMD#xeAKTv1a&YTx^>hFVNp79v}#F$eEO_vIhxtmQs+cdZ6I0;$@Hq7TBAIuOUq
z@pyy6(QjCVe#2@cyA5w-H1<+G?t~aL{h|<+b@1a_xc<ohPEFCR4Xk>P)WnGsTWN{E
zT}DO*D_5>m4Xjp>v@*0+$=&Ah>6f%+T)pOqYV;lH4njXV8R7E!uHT;PI*u&2s7qxU
zS_u*Q#6}&^%vNbp>q1U#`dpLa1?Uh*pw3@VQOzTt%;l*o&ZggQUm{Y|aqlkT_sVLf
zI26_iBj?(SDKkr4t^I?F(%ww0-2?8`IJ|*m(~GEW`Ix2snDiA$0TEydr8Fc2qsE9x
z4B!p>dTf?BM%FqhO76qs$pd(`W*x#TQ`F~jbgp-~vbdJ{o*;xJ93>)*(Ldk742=d&
z;-$of{>mQrDOAOu#{l<yl&DuIE5C=3Nk0>|+Qa{*-OPj<_#*QiJ_*>)hV*j~6;QDM
zbgrCU!h?ws6!r+^>M!Rp`_HA+1<3s6lm9U6j>q`cvJ^|vJ_5hYr0&Lh*qdu5Z*L`6
z4oSjN6h?4)CeC26l@uXrL(yD46X}L)kYpLLIRpL2U*q`WPb%CV7Fyl75@mYFpTm@1
z<5}?MHh!G_Inf~|V#{{m2sTq_38rFnDrM_(Df)RUip#~VmJ)W=nQ>RTiODJ>Aizjq
zU^GE7N%WhUifjE^Lg#*qqfdY0h7RZTn;&HU#+B^M`<1tU^|B+cm}{qvIT$_oaw$ZI
z_>8Ny>k)H)LWvwo;r)|&=9~G1YpuB5y9hN8<C<yLky%y1+aLap>@|=bqrsZ2<va5*
zE_PO+%g^Vh;8NbZ<}$YLDI?&EomlVxj-{v1=IQiePTd>9mQzh!yKD*n*tvjS!+Nt|
z_g)e_A&e!l!Sif~_kRPE0m?0i_z1XcB9i$i-cPy_^<}w4#(wy21w;hHX+z+eX$L(w
zQx3Kl#Z@qS1)|0V7mi2j*Au10hGf(rg&5dgu$>>Wzh>&@00zttM7r^GLeu*q2brPn
zaPdwhw-zZe2sze_=Ayo6KAweEu^{U`XzgWqTp@TzCSoWpL0DbL4hQTn0HJ`^iO|#_
zhB$BxoP?&NhRR*15L8)<@uPK^6TiVZawPWD>p*V7t1cAuIa@JrUWivJ!@GY7?vyn2
z!8W8CJGE2KM=GyDzhVo*s6q6PL|2)QTvtKBhp!;pt<WP1$LLdW44I118?mojipCLz
zuGj;M_Mwcquw(ylbaMl%u+XQuQD2j=HR{{t<>j@~Ql-6g_O|FF*1$S|UzxtW@&iZe
z!7^$(zJyF05w@o55Y{7w8BnU6G`Fg@)*<v`ZoeeOzT$HJ`Q^|2>zeaP@Y<=Zt>uUH
zyXd>O8cA1y5gn5?>(NV2Vmu`*tr|qny3Kg(DTG8PVH?$-J>P1{H|R*#M_{QAz)|fW
zA#y9m;lJ}w<DHoL3oc9>%J|s}s2<k?*QW1@uh3GKd<HQ&|0V8^JhGyb2yo5g;_RQX
zWks?%Jd_`zJd6%ZAh7JeXn*%ILU{>?H-@SaV=3+*Mx=O^I@1{X_Swe7_5b6?L4Rk!
z$a6R&Yd<5`{*O6>Pe(H-l-m}>GkbUz(Me<Y;@S(j^hX^#O12=E?c(vrpWvlnC;yB{
z;FXYYlz<?v8BoT?-7C?&ry%PzR81IwX5|{fhxevR3_=<*$bbL5L;6y8=NVYvUC0~N
zF0P7k&@0<Y_G=%rD>RxO)6#L<Dk$E%owUi589X4J%^xgb$M!!_gu>uny|~39;koc^
zyk8emXf~2xR7IW5L7ml!)#k)%UqoG<m3}GFoVRri>3_bDb?Rlz7%`P`{RZ>z?>=PF
zmQ^g-zKbWXIGf}O8&p`}u5%FI&OzknBJR4MumAT4zkmKC8mW-pas7Dk;(Pe1b`7_D
z^A^rb15%$rs`QzJ8ofMu#yA#u`Z0Dh3>8_}z2)5X>gUWk?{7rBIEg;5yvOHjYZ>Q^
zB-&^qF<M7rl*G0IE&CSiV~n|$hgbZ_Db^Z-3}#N%X-Ut_M|Z<?r2YxM=X>K`c=j8_
zg#K{ma3sx9<}NwgSXQdN<GK}SEj$R|sDqDIL7%8b;X43bRuS5LrS&8F{%g?Tyy6rT
ziwp793Pj;z6v>D--b~hO8`++}iECV`RJlETaj`<ymbWPUvygXheUETW_+giqx9=dJ
zaw*a>J6bsaZ+Iwf5lf(bEp@3=@wj6M*tG}Gz*Ow}U5H!8ptyjXB8=O<La&n$`Kh>r
zBXJHHPUOx{vCRAjcHImNt2Sf!ZW)Flw_qK06Yj`EoGFSI)0W>cZu=7tA$ZHJNHz!h
zb(=B#xdcV4$1BVj_U52Oh2Tz!^Qp+!mO^<6k|6+1&!N<vdM2LeNQ{{)37z{AN<auA
zFal}$1~loBDEe^po0b6`>zI*5H!kvb_0?D7a=Dl_YZd_kttT~FtyXTh;RcLGBOibK
z@iCa;@k3cz8E$uDFNEW%H5mUnrq#Y}ZFeN?s~lDAsoF#4>NRA!awrO^;krTBF(H0J
zo397p`XB@C8A<Klvg=t@gs63+J3X=W#)r_}`_fUk7v~}AWVDmwn>_E`UV(R475a;M
zH99Uy5^-^HWIr$u{mtoZHnKdciVzkTx-*j6)IKx6m>0hLjhC;#kf@L#%3ghv$8)sw
zmd!j7DsbekL|DLO@(>rdhxz+QlVsn<*RJ!}pXX+p<X}X20c&m1Y_o<jaeNW!f4vmD
zUPsNFbE(~EA*OE*_EBe(R=5($?j)$Pf(6Dz5~AX$>1Cp-#L3vaOtNcX^Tn@mu5kxF
z*1yBzqDY*&F_aCsh?2-?oMJ7tmRT70?B<q&I)XH5*!rho4yi*I9tgX`cv7>Gz+V66
zYUdK<QRB#eZx*`)Quxd`4s&$~Z%x=u*g2=Nbx$dO`{Q%|VRAER{RSqx6X-KIl{@2Q
zCRWyAF^8k<wlOC@oby~|Xp8p3U1QPIDFpvgh;u|dE=x3?jTXvsOOVTL7+nhCMlZ!l
zJ(-tRj5)N9UOD?nb$hU*uo1y7SwoIjrZy>=^KZMDX-SEgUj8q$DvRjZKZc89;?M@^
ze0i6$25(?E-rz_=V`8zaU5IDTRyNX;&-Tb%ugM@WJ(2S1*JCgTl2e$=t8>1>Y7gT-
zMH+fMb2Z)%KVrWrfZ4H$?ATL4aBUs7=qet+@LD2Q{mP#FGTz;5!krRH)L<jqtCle|
zITkr(5?fqOJhBa^!%okvN?zJ5Fq!HI$k_@muuU7xuH||@=qcEpWW!Whj;2N?NE?i!
zR!>ERhfzIh$tx)1Uz*-j>x1|-z(l3hOJZU;*Pb_xl%BCZ<?)4^aV^_P?L8ME1sc&v
zpp|_&<!$}GC<IhKy`IpU`=ja6v5ECcr33e8yD;26<gjx>2-sH)Kd(b6s6|W|PIZrH
zcK&BKx*#nvqr*wjR$)vC#5pY4w;)MESiOkl<(NtfkaQCE0VybvdR*^q<@2D$Y$)4K
zs&OD8eR{HLQwHHf6F7CqXwp-X`R7lM@z{(f=pEA=Aq2&lYta4tHJ)lG3EnvJ2PRMx
zrlZ<Z#>nEG>>GP2X?4+<eqDk+Uq(a)qU6`184?YNQJCak@gz;an`K0^d=pZT3xl?d
zT6qK!1GA_-<!apVeGh1?{eW!VgOpxIVUK$;N2g*a-b3J`kMWkdQM7>&8VmYxG`Zzi
zhL6W<3M63tYLucHq~WnhbxvHv1|VWXL2p0_2?MPT$!;TX#WFP2Rk-7O;*O2OlUIUq
z_ID5%0-7N7MjOIoBH-OuI`nVctqrVeue}zB!@)c6yhC{S;g<EGR905<*T4Q1y<X3!
zpMH7_W_WxcoDRw@wTBy6Pp`%B#Hd!iQ=MU8RoW}~;J5!#U08uV(Mx<`AW5;QBqsIb
zhngk06c>+;eT*<;Sevft`f4|tp;2i1wXJ<Up2d04g0a#PU1nhYoQ)J~MmsX5$@5A<
z9qwOqFx)h-(eZi%Yu{hzV)*;0W_KALig!yH%03Ia3({I`yKR2~ul}%@S8uq8kN^|!
zfBhu`7cb%aK_hVGZ{YrNExoJ-lvkTc9K4N!q6Dg|N|~KC6}?*~Ue=SPFDKt<<C<tE
zd#nPl0_nOMG<pX?ks2yXHT2i)#~kd%5}wMhsaFx|ax!U8DO+y5lK7olxoqDGK8!A-
z_kIbPe7te7xRf%CwK<rz!AK4x`vL}$Z=A-kTgPK7Ea1y^zmvZD6Cw;rq`9I9?gN!Q
zreWS*&P_4vImLB9(|YV>%YZZSu3A8!eXDqzs~PUHGtT%UWd;XP77uauDh$yYO5D*D
z*T__&Cp<(;=GaK`;)5yrV;|RKR+0Xn7ttHd2t~p5_<W4DMU+$&Q>JrMp3;-m5rN!r
z?b*EW?@xHS!ot^X51;MXL~2?Tr}qdWBGE*j&2B1FBarfIDKFoHsme|-qlq0!F}QBI
zj<UVEELymfYkN!}_T~}n*tr^c>mT&0F2v^6^RqREEJqU6_7I#RkY3Sl(yKRdR!kY+
zq)uR!r01GpBZ-~Aj@6mF7*$=!Z#@&q>KRF}+s3(NA*5=;={sQnHJPjVs?bfIU2s)e
zDF091f5+K&opqk@ckR6Q$*FR_b#s*NRhA`7PS|p246ljCM7Nvi7n|+|rr!@8XQr6}
z+(5rfLl1@qV}fa%vt?PfqIGp8-5jcJ-OAxqot$>wYyJ>;OydR{JhYkl{c}Eb)~dDE
zK6Pq8zx{;YbJB#Lk}q<~KERRk?F<g=qxySSxS4j@Z0xY6wkgu*^{qM&(%>0CBG*(2
zNHJ{`IhU#MoLymLzrxUHkEpcAs?nwWSj>+uDg5TpDvbj!c|~O=lg3iUxOydnGh|aZ
zbehGg#{T*`-+yhJkG=MlB!v>DnMN2{5DJNmSnMyOYXjc4Z-!Hq^j8b|dM@m>VbG4y
z&R1b3%Yi#He7!oW8|^**Xz4}H<VQK2D$?oqX!W{`mxkCkI)SQueeYMY+$MTr3*#M!
zzxtl6wc+tg@Y1c96W3pR8~%FCwfC<OlnsXe;V5IRh|WirS#74!-7NW>i#}2&(bE`>
z1hbHkdP@d9A7Y+e;?m**Ke6!}qzXg)$g6&UOAF6(+&jQTyTZVdycDeQOns4m^U#m*
zKYit2^Dj$3$;nHPp$Wj6M;&x%=MEEN5*PQ#s?T#}{FT^v4DT%R@lzw5nR$re_pYKG
zEMWel<JhbJ8T=l-=oKjYkD&DjWIpjRI;Cl>Kly#42kybi?&2M|i<<|Jv)Et7eCj2}
zzp%+CI}Kh{ZcvOP(q6*$M1ey`1ZlsG8|K+<mPyr2ET>Fx$Nk7_9^yy|;e}X(9sK>X
z$diBez$_&M5lYuXZFEo<*NGp!NYeH3b9a*|)DZs55dm?qK<@whtql`?TNA9G{^_4)
zYio;t`cMBUci#E+6C1x4XV0GHz3+W5BO@dH+OPfE-@yt0exUh%{{|*2_;;Q_j^>e-
z6r@dpUpkBVT~nyR0ClH^*xE&G)`(j#3x%o$3z2aMmjd{n+Xzn``f7WOzY5;JJ&XDC
zf7yV`K}>Xc!1CGaG;4M0{S}V&+f*>wm0NVwKCvQM$oS-b=)3sr+8^=GLl1DMav#Dv
z@>lNpGU-U6of-P3KAZ3}D~OVfcIVe8D}Uv6{v8smc&9<v&f&!>{Ywpkate_(v5l8g
zPaN~*S5<jAgy{e87qEWj^j}!xs|4#^AI18YfBpZ{SNC3Q5ue?`_<=)TcRXlHyfwI0
zt?`+2SNMl>qgbsSeo9&6CtrAykM5h`bLAeNSc3AxDrqxhi#?|D1Fl?yFD@KJ(K8Ge
zE39ih_L>P3Vx7~eMe?T2W8NqitUUG88NTzf&nw1n5IpoFEdItK2am23WnI3!mFGdO
zlkO`#n=9j3hq!-ygS@}SuJ<4pR$cyRbdh(z<)1R#x=CUA!vysVe$s=yNBYEV^v?V=
z;pPG_e)+e_Ej>@-mbg{X*qM5SH?+I_O!O>aDaQ{5M;Ld{aHqSB-aF4#G0iV)ujAFu
zFETSc#Lv!rAIAEB<iig9_ObWyd!P6qy?%`;V}k$fwQu0y`#;9Nc=H>PsVYBq!R5eC
zOjI54k<ku^UUwT8E-q6`1g|)Ch=2JXK0-lCMn`h|qUJzplFs~{>`oo0r&ZZm`x54}
z3yf|BY*xzLrZ;%p_wj38&WHw23>COCk!E6Znb+kb4rXkO><QMl4-zXDzvI*?rW;I~
zH7*V|*k~Ri-#x->$Eq9&pJOq9g!7dtUiau_CNd4aa`y?W*?CScs}$=A;b;-Lv%}i8
zb?nd}V`-#yft!;2N!sIjwM+JvV9k#);*eZM&@6UohY4!i#BEr}FyT#=9<R$R^8QAO
zy{^WawLOMZL0WS-U&`{*&=H!u<Gj^cBV%>>KaL5mJlBL!lDBjsFUI#`I%Y^QE0A4_
zdrxFIdAvY>)8*t-Eq>!plb&KDgFHKKkG*)n{nLlg42MN8#<s_p&5bi_s;C*A=^@GK
z&o8k#ud#5shH~dYo?LsJ6W#)Csq;cI&EncN-Fl3p<WO`UU++=ODcm_dLMjef+F3^m
zm)UWP(Lx3@DpK1rSX=c8>k;K{%<W@o4n;8)FC;ZmVDI(`o-$gTUAhVj3HzTNVR_#M
z;qf%NTPb#|4Q@*cJhIV6s(r$!OfCs<3>U>1kVG-Ad79?vAwH(Rz=ylP#}DoQ4qnYD
z7nL=x%=MT*a2GTG+2aHEJV(8e!rGbOrPYi4ME*4IT7819V&f$#454$u*@yO>XP9oh
z#L%rZmV^6=vOY)r9TswjG4n3hj5eS2uW@_&0N;5iP2m&2Np~?tbl?cdt?NXY4BqK8
zOgDVK(n*-8-Xhm)bLq6gj2D4#;BUrc9E*`8M6^s|%j7v_l8-I=I4y(M4w=ju5lt`0
zqBqH!)?~AEk$x=jjS6o(x{o)Oi%@IO6CPH!gsJExszzcOM9n_IS1wZ9H%q!XjVvz_
z0D3@$zw8BkcAv@QfjgLd!RNkT{?^{lzpV+@``-6H9)0vt_V3@%zx}uW_OF#`_*ehx
zU$L;Tz(Wr`#Jk@0uD`>RervI|w#G+4`cbZ2xk9hkBbUo@>eMOT`qsBnE|<UQ^*TTD
zuL*WLBpvT%nH`~kt|Fy?VhSaZBniYB2d0OKJ0?jzKn;7~cX0<X@xd}<c8B1hyIv+*
ze}&h}fA5PJ?>zPwLQu(GNay!A_@m56sLYL`f9@jR*-f)MJw{>{Fsif2v_m}I;?~k1
zvfS8U<=!m!PLD96`^+DDJ)|B&h_C-0h`zJ|LZChP&3U5258p)DpGQ6Z&3~?c7X&Mc
zq4&j06ka@!CK7u0p26ENaqg_3%;a!=aD5o~;06#UU>g$qlZ%vo<N(Ikq-yn&1hY^g
z{->Y&x&*7%Y4X7*KTjOToSZ$#@tOS;Gg*?Y9^offFyHxqdBl=PvihRS!slHIyBVrp
zlU(mbPAl7ZqC&TqLf4<7Ho3~%Z!7WJ=0R@%@Kbn^M#0=8;0BIm@t?nV4CSsP=r2n8
znOTOiJ;tra=;$h+tlvv3+U0++Zt(F{g@>ota21O<dl$8%_i_8fS#JIRo+4XVAe`Oh
ziSc*yPnH%*@e--r1-iiuk(rQneOmQ|W}{COMeH0bprNr(sZ%t1G}cBS+oe)&vvvE=
zU>0<?8nakef0>cSHao^XwhPCZ?<5SYGS4fwINIs(%l0w}3P0~na>U!^n*Iv@)0tP&
zIrM2Bb`+E^UqE*PCLaD(e)Y3oAiMNgzIQd^6DMBBgZCU};*Xv}WGl21lSl1<)B6sx
zxY;3N8Ejv_Nn?4H*Bl(?me$1ZE#5Ts8pdi*vpSgMsj7o13^W0@j7b|UZci-|_&Qtp
zg9N25W|U=e)Y07z1AmBH;S{&38-$%zoTy69kxUpiz8bNoy7<7RaQL{DVIb$xF!_z+
zdsLVAq3_+~xAq<5h%?Irq0Yq_n?c#;RbSfT#X*OqQbct!%dHD3SXa2$4EP77gh<A8
zWW;r^&1R@#8>1Yyhv?}ozMx#-S|d$fod9X^p44^rbBzy0ucQ}G;B|El$USZkUmz=Y
z(WH+nESl0H5+MU4<f(#W{f=qwI(Qq!#HM+3ozFkJNV7X&EUge~g835;4;D2}Js;C~
z>ljL2<8r6XC$9UvxX>gFbM!ooe4z4>=W{R)xoM}kmP&CmWstR0;>05eWBgbrKqHD{
z6g)Ijl5%2lT9YVrAkYz^Am~ftK%#33*_2A!5NIYuG&$h*xVNt`5h>KuF*i~wFGYeI
z{TR0+xaXk}?w>tL>SG2`9Xf?!ytROIqA|h}lkroy>Ik<oub`B%Y0E9vH@awB5RF-o
z_DDO=aDTVQPI`!5em^f-&v9wu1`jCn9N(~ULI=M*kF+zCO@++vGRn1cWb_tY`y^Ft
zCd>@-*gn+t7tqXWbQ>y-nR}R543hQ;;p`aO<2i0_xa{`=EMt@K%7?L59_ReA`#67M
zj;<Y{DUw3RW#;+@lh@WrQ{eG^Q}o&~|FAw_HJ&3RMb?V2aZ%!kFUKdi7&UnX8b^hS
zPQv+4K&Ra1?%2W@IP{7dSL+$JnkvDdLtF8QV+&>2rK8nY$}dtIS?3M?<J`MDN;|UI
zoIJ?G@hF;7V<lTeKY0|RpI~0RO!3;Ea`fCEd`s`&-_`_cb#;}W{n?k5Rqww0Zr=5-
zcVXLqxxC!-Jbv>xf0JjQeHMUU_=R6!ZtffJv-ItRbLY<SE5Gt9gkgvf0?V>+T^E2<
zD#g$L{Liy*-(Mf9`C43ATq3>RCS0#0udX1jE~5=pOf5sd+rdw1Btk*&Y(sC8Fp3Ba
zgBX=9_9N60#!a8>K9$ldM$uO{@m_l$(ZSiTyPyA`E}_494&~3p0FyPJ>Iawjcay))
z+toKS{=@~GxXTCMXtDIn4d$A8-t3;>3(5+|<h^{w`VtT2iZuGy_$TU9yk&ZlckP>_
ze8+<%mG40)fB8EQJzqucx#(}0`MPJ4VS;<TjeDtyd$~p24Nz>2Oi?BM))}+|-&|-B
z{_iDNQo?QvlqX+eX5|S|(IupAA|s&fk_;8`Pu$7i%p*uEg_M%Oi!dymZYSpQFI{4_
zFHjwg%HbS?0~U{MhXm(TB7eZ#oXL1uk}8Lcjs$${>}Tl=`h4F5-$B}TxUjsy#pMNB
z{T{Q0VSaM&B>GR>!MUgUy!gi*;!aF?(&kvI0F5s&zr9FPJH|`?Je#dHMa|>;ra!_;
ztm2+<n7zD3$tqE=-l9@i#q*mq?1Oyl#n&+5-6A!1i)8l(S-Nx*lPH$N=!CJ3ZD%<!
z;c`BjpclUZX@_Lz?;;+!aHdH2Km9Rx53e&mw8#0`X<pI0#tS=dq;g`OpHaWW1G|g7
z!%N6I1$s%D=1P|v_B5-hGC6gR2aV5TyEY%JALmWQFVbtMJl8wJGnF6Yo#|g<s#PcQ
zPq8$2KS#4Y9CyG63lDLro#r+DFHnwl_^9(5zN_&mbY+~a;wYQ<9wezfPId1Iep)D~
z_88~Byv(~R9(N3e`SIQX3dQ4WwukYDi?ltLb|5i?hSt}qMILTS#ppR`ibA3%_^!*S
zx5Y!1mq<j8mjaL0kk5!1<&fXvC3lqOuEPD3=gI3W*25Y6y;~H6Dsi%mh%~k{uR`8C
zOLAYrmoCLDpY3uxDc(>iQN2IFZaqi#OINtHQ>A7U@$`LsZ>7n{8n5Ku+<tbX!~2sK
z3t^9cu9*B`FXE!9qvaH`>l&Jw&~tY2wsy$A*5D22;BDC>)D@E;9H7TOZ4bhvLMX<$
z(UwGLNSWYARla}nIa1aVAJcx6s&x6{Zk?>vWxv_x;B1}ComJLXrl>^U!E`djw0D`Y
z=utXWnscS2Y^bAXu|*PxZ0+47>a{4E1IA96cmlq6)u$WBY$gdo!DK<?I9X6Q+JZ2v
zaQ#@8TiF!G3yb78JPx>$lS#r}2K<6SKbOX@R2a<F=xi-hz3H*oH3)Q@isdqtg)p0C
z*GzM1S7RinFgtXR_@c&ZuCJ4g0@_*z!>^I^R*;IsH5J^nKuNXGGiffIKgygaGC!9^
z)eQ9ZEev-7MGYafkMQsr8dDWoPaAA^RR(Sf$I#G~grwU-s4n^-!AWm0+W8QJ-DfdU
z1vI^YG|F^D9>OkK{|ba%3@gjT#1wX6m`l0W;<%R>Nkx22xyd^Wn<SaWw+^tSs1$1F
zkzSkaM;@W+1z77%((RbAvyQd!8HSH$sh58gCGU`pb|G3})7)UY+huJ#hua+HKrd!y
z?<s=eS8#doy&SS1r<io`Je8Z_FupR%u+YiIO;R+7Rh7QTl1LTlr4e?9n%Q8|SFxiO
zCJhu3<4T2UW|QZ70g7&Nz{@f2N4%gJ{6Tqv1Mvm^S#&$SaFeEV0gq^qV#0T^#Q;Bb
zlvC$F`7OPVe_InQfcL-u{e0?Ep8~*f9PYT|4rXR%uq+GD^H^C~;rZvEXE1nKe*X<`
zcmwZv$2<Oe9{F#KdcDqj-t!)O-{;JkGraSi?<Akkv$M0qumAe5v#_v0sZ`?Ee(l#V
zjBmUO>`Qn33aNddP339nQ*0RH<Q0#~m9uEOJ<^@4M4e@NL5V?XAGs+Dr{fX3UG!WV
z!>gm%c~&;27^_6+?|FpW)+$Q9h5MbaCaL_z{J7u`uA|;Lg1SFXbZx-W$1m~zBOm6c
zu0O)i@>#y9EwNiTNcX8WhxB`BnRQ~(<-T&7JwHZqkFZkt2(jGY4rhXQWWLC9Z=Him
zinkv*hPeCPymkHzx?e|e_fQAx#7%>6!$NuW2@*5^vX}19(EjWuwg0k)cC>_cpon^)
zfJhl+)d8)4brwH_!kdbuPsiAH4aM6=^>!d}0R@DD)G|n65vETPRbJL)^Zuu2ao$}9
z-9hSEq?-B*`~FSQ_h4lQ<}W_U*y4v#l$idBHzQLSjO`7o&#%(1`WR*lB~xRuo8m(Y
z;{^QznJ`Pnvaq8Bb8ei(QrL?7L>m&>iIKKTZOSAtZPeJr4KgUvfT@v~lgB$ey#Hx(
zr3$tD+o`p5URX{zcYckXOFPUu6AZZ~``=_^_5#u`I_$4~l9JeA!#qmH+@$OF=o%s0
zeVcooZM1%fo%HaHA}vd0+<OYc>S4}I^Wud`YAesvHWgCA9{qg6N5=MX^0qU)(%GUO
zjI#Wg!g22ljLI%My&3w0T@n-$-C|HWM3D-UV@EI}pWfgjl=9cv{m!4Ev9rY5N7`hE
z%KWeMEyf40=YMQHjbn{6mUBt^4Z^)$<m52@!>5qFFL7w;ajwaIJl^SZzrMxJ4VAQW
zAKg@eiTHE0{8?tOQBql=@ln!AgLB?tB0pqat}yUChLt9+NU<wU5jqjA+;b$II(Ij>
zu}z5*DJZIjv@7(DBJPO6!h!qvl`9E{_R193<|&k7M$9^Pt%>1v=ysdzbPte_#m{6J
z8FH90_t<Ceu+}dUbS{&4D?~D8a=b>y>9TNc4=w1RsT#39g4D8@LSR~b+~E<{=H7yl
z2sEQjDrutc?NDiNLgpd7{C@Ua9lN#0=-PWJ9!gW=BtO$lvnzZ2Xz_JCEF)?KkLM1}
zG5CtYt@S;u=@yOkD)sUbnQ_T?ET5q=m%`0nBXuc9)J=1>e}sH?lThok&zR(Z?$U`P
zu0{&awF@YXn149&1;S{NPYe#hu`^s)Tji8?gsvWO!`kLG$Ih~}bRN;jG9DdcKSd^3
zV@TUZYJ$~62XIEAQfcwU&N#pSm`8lYM*1FJWx%Od%=3ydh5GY*yvc51rxfD(0t>~v
z_;UMR)>i{0yBPjW-gWCSK40Br#_Ll`1kWQGVw_XuET2!#(9MpJi9=*87>pIz|H?J?
zAG(Efuak6cvHYo7#-E*~@9A`tfC+7h1dXn^jo3I&oG55`=(2|)x@5H-3icju;N!-E
zFbTQokKkv|P@Fu-C2^i(q2#zU(c(U?3vE=|S`Ist!cK$eH&Gjlv~GT!u5};v%-bkw
z5xTiZulZ%>O%F@aQ0*}asSYx^$x5eBXQxiZFwiFEDIbPybBO=BWm6H~&#Oa)A;sg%
zDTAcj<AJpg(X|R}A3DUH8-I$`+9W%o5NwCI-Gp8{Ac}P&siP?-1I;3`R8-wzFK$zB
zbeVH~?06GTW@+kE)GBw9Qzj_%J8Vmf>r!FD(s<RxA~|ydM1-Y<sKUn(3Jvcto4w=g
z4W^NbP6hD#9(!($6}i9-n(R1B{74jX)L%tQ?PE)=5Ne~0<i=2BirnA^aj;5A3njeD
zkxP4j>-+cD;@h5JB}u~j-~WC-^O?{5wR0bN<PqNf_P77N?X>>B_q~tLfBy3f4-fO+
z_rCWpkf?UM&AZ?IZU%z^KlDRC#2erE#&3AtPoMsNBI`9&@)pWaNMm7xy=srFoiHC?
z#4|=1n!1mwon@uEjJbIQ84M`xFLFS{M3Ep#`Y3)AnK^-159k_0gk#f;X)A=K3F@<F
zNX%XG_vHvbzJVKhwASm?Z*0>kbh*c~DAQrB2SH+zktGaO!?ZoLl1DdHX1O*_De(ys
zoqm6u{>(MDm1jB79niVY=YR9t#G99?^}D1rom0aF&Wx6s$PMwzas|irXy|EfY?aAt
z9tR6C*FJEN_1zMy_5_NNAXE=0+a_1sWBSkrIju+Q@)WJ7N*KL9JlJRKXA)#FjSvw=
zGJ?|^BYFCdk=LI<R|BlTB}C#`3JarCxI;sX$N)$Bw72`TJ4Mv&gY=pny=oOj(-=K*
z0yCSXv$;wA)-AH5qZIe;qck(cu)BvbXd>c(VBix*lI->C=$)G+*?sJe-p9g6H`!^L
z)V(t4`~lM0EJxKxSqsK-MU^9!r)ft8zEpjfy>^+Bl16b{2EsubI4DU1#JJur&DJHt
z126E!^h*>?gJJ(c+~l>G@&?_`2%2JG={}zBpx6f4v}E{_Nhj{pin{D~%Dmo5Gp~Gx
zfeVk;$2gD`jHE2`cAu28OG-UUrvV~;l+Zqa*WAX5&XUhvr5-%Y*ul$OdLl=vbT_i|
zBxpsH!mC-O!591`o*n5k7VPlDP6lJGz^eKd_U-)|f4D1{kUBHA!@hm5AYh69=4I4!
zz^T##H*QQ*o{X@I5Aw|Z|AGFKPczzBC%%20YH5Nyn;)fSogpuZY}f%#wNCo_d3s@w
zq%y*N<6ptjHtDGMl6G&hn;avqKF^*p%K@#9FEnn*EJL9|6c}vgW_ZRqz_a-SjHm-z
zZIl1M^FNc>?9=RZXeSfc(jv&6Vqn2Ykl{vqjurg^2lYkf;yP({oj{swb>~UB7m4Ex
z=r+PMP*pJSP`zy;Q6f<9U@%B%54uFbI*umk*k|ZyN0`e$%T#%Rix*>()B)!Ao#3&&
zpm$zp#*e6V7Z}nd)5;AhnalXGNiR;}=8m!~?xv}xcv$`ck#+|Rd@}wvHRlX3SVwr<
z<onpV)}*!XC_(KQtNl@m&ICb{@Irr?T<aP3a{-A*UK^n(J+=mUoN$MN?V&_%Vyl8}
z80;oRw77*3Dy{S@unP~8)h$T+q}49nSW*%<*ozGE$#rh^hIy=}5|H6!q03C}I#%ql
zfyHvY&R$<($D3h1|0>SdRc^OGL;ARh78``pz>5MFnssm^%Iye8K#)jkUPLoch_x&k
zvqHtT$(RZOc`kZm9O-<JjvsSDK1fF^P)wTKE;niB5=3;3a-{PG=PqvK%1oDhrmcWY
z@d%9zS%$0Exzk#~O>BJ2=74#TZR<AN=qQPBXq!5TP}ynKSle0SR8i;taoF?HEV*+K
z3sU_nr2K8nKQm_%K@cTGgBEe<B7{OF=a9)J7;1x*-NrUOl4zG$dh~@sS`}pN5;19{
z$Pf!1DPu%jB?zmWTd7jr^U;(%Ck~C_k4DTFVm4lg2>TKzGlr9$Mb96?x5fyQ6w6A$
zuIw^d{Unv;Kc%OX87=lvHH)Tl3@y{bQ#bMZeR{6o_taSq48M}skz=d5!Szj>Qt9n9
zgLV4KO^!sD$+^oIy=$mZ2Wi6aq{_rlj0`gD)JEtJY<%ksPG%p%m|$U0Vj}et6RET0
zj9Vz^NLeI^OALIQ?&h=T(KZ?#G$Vy(<q=2*KEy$YOnfxyVOtR$!{p0WmXD@NeDO2q
zzNI$(+n!+kITjZe`Shnh&E?CN>2x|@eLtJca{Tyl-tdMuFh4*4SFG^ujU-8U=R4m?
zr_<pFfA9x+^PAuNm*)IA0o%84AHVPmzwiyO{h5c~PO-T~x8<-K9b%$5gcCH$YZs_;
z7_+}e=+)3Qom8$uu~f&@Tf}if;3xRLL<&hNEeKqJ;_PD(W{`=6$dpin4k@k0cE_aE
zwP*!xVl750F~hgp%&w;J23Z=RV9<4m{e*$r!H<3NX-O_)vBNw$vkWpKlZ(0FPNVCi
zNTttI`X#REg2!yZgNGNH%&wyMmiX+J%U9}E6!T4V<T0kqG{+5v;Z_!Xxx(b$Hr3oT
zao)hNRU9ori6C%IBHw^0!S=T(cvmoF2VXDXbashU6=8Z<tW%j=B2&7_LL72sBf`n(
z9KEZ+fx-Z@(L~lFwjz^{tQKk9>Y-*cm<LX9SQqH>IJP&9<!w^kdlap=L?QD3tfU$|
zpczVbJ&Btwk;)H~nxEi}RvY>%pSf`q-HkbsTVgl9jdUi1m8_wJJ4g|;6HYN>TRc8^
zgv7~{*Vj3c`xLRi$HMhZD#jWjjJP0g#~q#F)nluqqzZ9?>suq-td<CiV{D2PP1mIp
z#`I%JM4coK7>b9P5yKP}72R+tBd8b|is?FIe1+|HLNy%c=(xt-<}OKpK(W|msBjav
zlhBe6U>PRYlcR)#vpksjHH^$YZfvXUJ1qF)&rb2+)H*M;RnA7U*pbehrn7IT%v7#|
z6Mvq8lI3~lZn{e!=1{OnLGw|q5v<e{%`nCJ)vH+V{%%g6{Qw^*9^=60wwN$BIXGNr
zsXNLI=MXY6Fan>H=aLC}9GObcb@gRoLut~{GW1hL#<VteuYpKB>|B>bi&5y&We&Yl
zr{ni=>0yZoRRpvxmB4Utlnlk5N78K|ft%U^J~a9U{*iYBrKuspJw7!2gS>uwoeRN1
z&L3Olkas)V#C)N-z-!kUynW^=EU`g*a1f~lB>faY+a&N(1c^?hETM6cw7Q35C0Le9
zyOT#V6>=qsnTttf!SgFfVG}1RgHRGgRdQNP9H)?~gErVj1}!|Zgn@|&6S{uLzz>O}
zLth?a(pW%>h~KHbnXsH;U7O&L=x|?gl~hf|>Yt;LBvd)bczlb3F6ldW;F~8%f&t3T
zr%1;aFm;b0ifIRFd>o9RjznPC1v){RI2IT*&}gBkDJZ>z>v9C&-sRO5kHE0`H1{$b
zHMv_njU_x*+(SIQJ<3-4N%GV4?ARriyK98In>g|~c2wlHFyf8!^Sl@i^A)8_IojrM
zcbQ&hjxayWIu9}&kCTxZ3{62x8W_O^O5tM|ooi%7kJ;&A*0+5ceH{&-7=v!2kk3aP
zn%Y5ALbi8@NO}=_>BIbn{bSq~D4Yp47!qxo$|So=g~QRu=>;h^S`$QZLffj)u!qr&
zB4e2pIV0v!Y8lU~(_i}_R#ZhN0!1NFZ4^Z((&p&MV>I^yLe0j_gsAxq4q0`IN<tK7
z2)ry_SEI4_DH3f8$4)bn?;+w9Qr0$!Pym6d*d&U9B0_3zh23ZdTZ8dbi~Mv#zhl!_
zOK^J|gi((;3GotzI9AXV6;lQ%G6F?IvC@=>%jC3Mc=|Y7&QZKX5Jwd>F^MA5q-2MR
z`$yDyh+6zGmL{n<O_sMez}qFGbVx8+4yO_6OUzZSk`q1r?U04wCs+*cB%O+QaJYlr
zdxrJe4dQ5<F2jUOVj1I<GAW8ypNu$%?tcYcG|@E>s!6Qm31pU#BC%$X(U&nq2PqtC
z!5Fvt4xU>@`ZcoVB(J*g|5AeWweUQT!C-)G+g~>)>+d7h*4FrE|LmUu@Qc6ri_FZ-
z{G~Z(&z|L%fBBaYLh!r4`@7%pwg3L`8(DTW^nEUOxiOYZh-{k<c{1DUIAbR%49%k@
zb@JkQ-2OC!;2@DyXelmkzl!5G2>mLhY=cT!;tm`zX6dwJmODPZxXrk+hlmFxp^KH$
zDUMh~zJ`p)S=)$d_nKJdC{@)&FkoD?$k;xPnP#Y%q9#>58z!uXjOh^(pr|&nVuGdf
zSnZ9xznP)0lu?~c;?i|mVwP961k-H~N0f>DNk-c@agq+QIEOGYAa#%liS)6Qb7a*g
zDOgugMT{2}*bB$l2=bJL#h7`6ytRy`B}l2#*fH^2eFQE-OOR^JW~8y!OOuZ)6m*5r
z=?xMs=KR(vriNcdZYWJAb&Ha65zT8NeF>@#LMKTAhzBIG#P>sD--Xa6^n0v%1y0^I
z&2v{1u51i=^-P+oU!j%zG1PDuC3Zm_!DR?v<{8z_F>ibpO)Kz`>W`7>{vM}CUSil-
zLw7ucqv3my#w8y3#9>0B2(TP<+r%&ugc8x~Bs9Ba_T(x0@hgeqy9p!cgnc&LDg)oA
zoUc$SjiPzm+@XG&W>@7a));p<0qV*XvK60Pu12k+aA76Iz?k6v>BHQ()n~S_!%*te
zq{=nC-XYYX0iE5L>hcPamBK0==Zissrsq;KPjhFx#OccWNYq(mZJSuL5aaidGxuY*
zUgD~&@@U89MCx&-s@oV9s400~Xxz=fb{XH!lhQi8<<M20*{XA~9+9Xfajr;MyaUzG
zQVh1p^=gdU4m0^YO46ZL-=R@_n8wUI7->Dr-Q^F_tf>rFu2I$QWGy*FF`A~+*~4#N
zXM(fj^=(vqLIib1rIeS*fq`2UM3F&ee2%NiBh2i6g&ld6OQrkKsk5>3er5(P_m<lf
zOPdH)N4E@OX|r+5K-w`*x<yJIpo#=gQG`h-1pUazQ9_I$!3%VD{Cylbl4JGe1iDC}
z$pkgnB#abx2M4IRQ)uQY)5XVG3uo}P*ORCNBIR)=&26TlZFB+>DNz-dMAKOtoWx1m
zJXe1Q-QGAU+u@D(eG<QWilyD#Fr!Ok+P_GwIiN<ET7*y{9JPgECB%wGtSLxMM<YP?
zW2!s%;0OCK<PFB>rdis|)AMu?DtfYj9zTH>+w`o{3^I>!|I{kA=m;q-WU1|N%gvKF
zOPHETghrGIK%$5QT?tW@fF*B%#DA27!6k+|ON2p)k{Y8@^hoO+`eB~5-o{JPY=+b9
zL^c_(icADT%uq5w*B$a{i7;c@;TR2XnBmM>#tSbIxCNT68G2Mu)fXAh-k{fzboVrT
z<6f@#^Q4^=`{G52LRR~?(WA_U?-GVScH&VoB-3S+d|t=%F5~V!i4wF4)d>Q{qGKLq
z%X~GqYBF!FGn{;dyuFTN`UnKRZ{WEpdV>spm<H*hB#ZR>OQf9=*>nk2HL=qxND<Qa
zZKA|Npdy5cs#s_mSo$8O(!w>5V~v!#y8Z(MJ9U)ab=tzm6%mO(OiGVQC3RBK4&-gJ
zBLS24b?9v4YBMyFlMonW!bJi~2s4GEn<#34P->`R2g6%MjXgqr3|%!4s)C>BZ1hyJ
z<`!AaBkWDG+kZ8S%A4u5dg!(HQL#4IfAno^V)D2bb21Vfu>~Ti;q@-z$mhuzyGWVP
z>ck9!A}jv=sQDSn);bljh^=-Y@exQunIe`dLIjvvA4T{eLKIa+sDkmQ|FV+(-v-|{
z1nc_s>l{3I@b7JS?{AA|o_U5}{ncMZ2*C$F@PV(}ta@{Elb`<Sp9bLH{kwnn4SVbs
z?s^1M^NAuK5ry=+0ue^&RtmFxhTWvXw0Rbih?~t>YMq41^bVzT58DJy(GVgei9`A=
zmtJR^R3;{yOX2$gn_D#kFUGdglqb^UCv1{1rnB8g(Lm@vmXe@psh9gsB??kP62}B#
zh!;dCmcYpwNL8g((;0Yklrm}df=i6#bC@#1GJHHEVY!><e7DR-`X~=Y9%X%<q;Jrv
z6;XqPz#e8f)X>^4mfv7%_#zWS7m<oWyEjCmHAcOuA*}*AtwGvoVVN#M)rgYAxXB!5
z{|`}R3&kD<Ws9^P;rS{-5M$~drk<c_fMO!_G)_^$NK4{)jCc?uLx`k7Vk`K#Bt0L+
zZJ?6S4d&<t31c%|9My*qRFOf(9$vSLmMRl#8eKh4A`FBO2qOB?FgMzdu-8ArnEEVb
z<q~;ig_5;P%J7N820`Ev_&yOCvcqYx3v`qz)^>-;dC#HwRbnr~)_wN+c^ct72X4!t
z#~s|dk7HgZWw}(F<J|CnfI<Edgq~mxE^=7Az=VFCrker9Bct|6l7z%4u-*+>Tqx0z
z9%Vgbf4NAttuRwuM&TC1*adWwsKUe@dA|Jd1$yQzrdnYjd`j%nja~Ah%Va5JJ9-^w
z!{b~Ty~#glK0w!V`JfWu2Ri?w_#*#{awmS2<=FJ^@pJMjpFStJ**D0WB`zQHnAjZV
zt%akQ`inSPlN+AF*_%x=6UUf6*5ZX5yG-2mFduv7362}@VAMEGp}Wp#`*HH(JgOyV
zSRwcA%Mi3Bnzl{TO*5D(QkDu@OU3JMvXRVlv;5->vCUBYG`1HLYlj%OK83)?Z+jSe
zo-okat(rvA!_G7)ReHp6LTyK-Sxe!C7HtZY_U9SN_Gn(+Mgtc8Nv?Gp#K|6^%rkC3
z%%pRWMRkuWg&J>nu5))`iB3IcYo|ykOPDF0FE=Kcvud2IG%(do+`wYHHiC@u<T4Ek
z`As_EL7K^J?DieJxX*lMlRXO5{U-MozeqkEp~WF?QlTeaLCRK%?Hg<^dkpDo^wkNl
zkFhf-QDKS6%u~c9)EoOzg@diP2x6UPbQ)iYm>d2Ax)O1r{Zm*Q7dWuL%qJIOHuh>L
zLSa}gGMf$=%hyme4RA42<Lt@XNu>&;>@tZuOUGBKb|i#d`sLFgY}EQwRC*u4Q4PAu
zDD~z=TB^gTu|3LqKrcB=J9Ct=%%e1d6jgVKVfQ975Y*ixWKmcS_p>(`<FyA?`1I;g
zj!hdJF@K4)5wX-8rM8pDPU<K^GB6GjT6dC77AYFfGg5k<<!b?I<lvMaU`O0fojLk(
z9$zUU6qT~oV$!K$$`-Z7Ung!~z|>TPk|hy3LJ2XfJXU6moYMsa?ZE_rI0(@&JHEk+
z@3Pa|BTfd~W+Wu>8hUh=lyu3Z3zW+-j@?Beq}?0C^T$c$JJ_i$JSByz<VhI;HW_wz
z?nZT5jM$G7_Xh+~p1t4<o58~*UXH$0sTq4rWIn}w<}9Wj(P@;h1`fKu%h}dF6eixr
zP|9M|I*+YC39?J0o2B1SF#-cs(UBreRXt58V&=8?u@{}fGhau}PRQF`Znnm0wKHr-
zAz87+c<>}SD~)TEC?(gaZaj;sDhMNkW#mY-2DaJ3R#e=+#`>PZwl+g1f0%u#8^lVR
zdUPjJ%+pN-Vf#sDj2*HD^aeGmy**;{AbR0@>56?wS)|f^5hb|5Yj^(eTV>LLZzF>B
zJ>T;^WV2aryX`j4oH@hElP59Fzj^DFzi;^Tr$5c_{_gLRPN(^u-}#-dJ7+K$@WVg+
z!vOs3&;IOR+W`B|apBObD5q{9M1&vZk$MT!GDur0GI2phgrS0}Cd6?<e-IN(mn0q_
zgojWBTB?j@q)FSLD+y8+1bE0K!4xJ6fCgb-5Dh?x1l5R874b5eN<h_L4v$F!60L*K
z5|S_`>AQ#|MzcXnfvUZnZxAOcaj1Y4D5^q|Sg1*XBrzcq5+-S)K|(JsW9dE8W}R43
zX!Z?6w@R8Ostib^MstwG_f#^Phax0NqSNz=c$_9m6f7k|6EPxr9$VW)(Huad-HT|n
zA_kt0s;C%-O17*~97&N)X()+85($VC6cHd4mmmVwhzZ<?*f-F14TOR)a%kxQ!>l8O
zheRiqX*4^F>^Bj9hB(ql!kA#tq_#7l8P3r&AD~n|NzQnhjQ9eY(!`@owKqerwZoB-
zWu#`Z+q#V;HA6YQL&n%941Hu2pvV|SRghB04;6&vA`}zPt$^3YbsOk<fK|$IY2D$O
zl?L-eDi6#_GMYmWrRfbOFrosrNXOA*0%e+8ODkY#4B7#f(#A1e5GvWUNjO+$th_|K
zCy<HH)IpWaTLnyKlG!@~{_v$A!_$xRs1@>-c!%TKO`_~M>On})`C$g@zsTq|wCsEN
zkLiGY#Vk{6l22)$=2T~h*I6U{uJL;Q_1rJ;J5R*i?KCm*d9i;KC(Kf_ZZUOwnD2__
zxv;uMF4JMm-l9W7E4Po@af|Bbs?1yWK=Lfv;x3UJp)iW;jbZd63dtsk^vLZ`(d-qN
zPFLx7Eo!R{w!TiBegNGbBb0fP#6m_*;_w>7=F<dGLbYLHqy!l|q>y*8Eek(dr`IqT
zbVjLpM_B6QXyP*KY%yi+V$x#x#1Q9i#9UvCDXS?ehDDU<v?GhYG*A?kl9T7eeu#`)
zgoBV~v&w8?50OCNs|Y1QH+A}P32DwzNU4ND7i697L7LspEOr2L&}S=|AhIji)(9C^
z7*WsjQYVAgyTN?U<G_qZMr*Sm50e^Hsf=2Dap3`yRE~Z2HRheC>33r4-s?D@{3C{y
z8x*Y#bm};=N=htZh$cct1Tk1z3r!P5p@F96=|?89Oz0;Dap2SH^sq#RL<k%;p+6WP
zv}tTpA!BVr0<N1SOvX{-O>|`kMa$yL0`*o6sgIDG_#q~(|DCS>FkfoFhTDh!19nnp
zYdwb(wn^I_dfLXZeGD2Xk%!M1jx$eFo<cF6!17<@#@=CaLNJjF2|_`$Zy}{a?E3^h
zbaOwArKjoao#Vv5|AVEQD)btZ#|~lU#xQja!?chHNK}>=AIEE~kj+>a`BO+^23t2s
z83PpI;(99GPMxr~L@zK&B7u|xY-bWpNrOyKM1)3{FxbQmd!QtwiaMs9qhP7r*u9Nr
z=K(aKFgx>c3QiNZe;bC<BJ3}q7%r)@PCC~jN+wvjxsMPiJC`t(Hd4{i=%MKXFDY}g
zc7_*fcVO5PoGJY-F4L^{U&~nVEJGt#DHPY(i%zlDe+y0$GHQO2qV@!8yh{`*D6)u*
zRRj>LdDNte67MlchDfwILZygej3J_sLGubxf03+}Lf2k?5Z_RA(y~i|8lE4~?Q6Kc
zNk59v^E%TRA6tzXcow~Zjf`~SM1o?W+4HpRds&quJh%K?IGWDUBmaU%;PH5LgCA;a
zk?VdL7avVc^QOIL{`SWFYw&GDuzuu6e&nl_fB?F#bM)v@&YU^JnKNf76u$W~`oB;3
z@P|LlAOG<mQ!Ezw&ENdZuRAA-BEJ9ozaM~~`l+A#x=padF#HRO?Lr7H&h95lVpLrr
zpH<0b1y0H#ihM$UfU0SPfs5z%(G7)6C5;y-D3*npO`#b&ffv1;J0unSK}gUQWHTvr
z1(FZ~KSt9+G#%nFAPL$G20oE2;5aSNRNQ!;DE6_H4k=TjY6@sAlDNm9Z!qXZXu`)-
z1W_Clgn~pZ;D!>EJepd-Fgm219w{e}s>Q^KO%kW^BAcF!NhKQ?NfYQ21}Z^RA&~}A
zQYV$}f)w<+Ccz-Vu|iBEB91k}2$DEp;Hvaolk8ZAk=YW8&>=F2`gII-fJjmxb>djk
z>8k|3f(Uo8Q(a73B}qWjO@zpkL^f_eq}Ov%w17fIMb!-aK^g@e-Hg$U2t`PuNI(W+
ze+RGErMs7-Qpo`lf6yWhdbqxg=M@ps#LD>Oa&-)2fSN53##uB)qUbKMuvodK;;0hK
z$zhu&i7?R&7ghC$g9K0zLW1le2=F7FC<-u@0g9SJ)iNZpi<ET)E|7qb2t_574tvcs
z(wM_{6Er1eIX+E1@R*Qaq>zHhP}ynUMmAnx>fk1e=M#oTX2=YCL`sE~D_OP+Q%u+k
z)Xi=B3~}5$%<jlT*mE@oy3WV%c@FKD7C3pW&Ew^V=)P*2lb_w?10#RJd$xx-FuKKy
zRgbgb{fty^a3r<LjNa#omV%7aq^xP~I(mewO+nCgNp)57YM06UO=8ogsZP@gLi}(X
zSDqx+hY^OrqfJJh<&OL&Pv6p+*IZ7XuCl$SV2UaQv&oA$kD~-JYSe_d3o^pibxcEN
zy{F(i`#Cz<Cx^}Q-T?@9F>(e+Mpx)}0^ClEIO-E7!OIUIq=_jYL<&W<*msA|r6*NF
zFD61IRs^OJqmz)!hUBvy5Is`)nCeyzTT$uxHZeNmqaAcJMG(CF02L=5N$e8GAjB}C
zR$(<c1W}!#R7hU#5k>}0Z;l(id9Wi+Y8Nq7jXmucns<$)`AMdR>v-uABE@2~G+_Id
zkK56R;?p#WufyUTW$hLoC3^8JePxENW`?d*Fp_05n#z=VgHinwrrJZ-nwWMUNt#aQ
z078Zc(V^P8jjmU~kb9)m>saa*jjl!z4p4-|wsmr8LCOh9P>2$cNkkawIH?kb7NO7}
zjukXp!%8V^c3(~1KZci>1kngGuAqv9{i96=zCjoVjM^VTi!MN1hsZ->kSH(bu7!y~
zB27}3L8Gsr#+x`=4;g9fx+l?dCn%*lWXy|rL55njitlw$6@jLysEWWcB(|-f>kg6>
zZUQaeqw5ba=;G)et;nX<nxY(}FoZ{t?BWGYe7{SQ#HhM~D$@kQrBD=9aw@S>A&PA>
zqRK-3FpaQ;md<j|{PQGnh3!EZLo8xzEmS4Xpp&IktYI2W6xn8F`w*@>gX@N%+l;5L
z(v1$#kEa<nE|ON45V8#-q#cYf2n|wZn_{s=vymop!BApUO@d+&CRtj+9KB!;)l5j2
z7AWP{5NblTT1HdL<n0j@?<Q)rN;??AjJ8lU6Ge5<l!!#wtThrs-yo~mL~)6BI**Y}
zutkqzxQHQC`pF@7S}ud`DnhTIC0Sx4rmN<Nx;=Dv3x_6}0-9<N3Y{Pd(GnLSV`?%_
z%{s_F5mU|m1AhF*+i+c%ucbx0u7BN#(l>%{8-kT23D>S&<J`G(yzs&cRIAm$Fg`ao
z$LZ6jIdkUB*UeA*`;KoF!TOUw`4j&1Pyh6*KhMt2^3zW}N)&5Ep@tL&GEs0{pG>xc
zD(WP{CsI}Nr2tI{Ulw7CA#@XxAOR^!q#%w2L8uc&0->5OyQO4AA{9{5AYv?ifRh4y
z$UqSR$cRBdhd+=I`jCK`cF=4Cuaic@0-@3E==9q$erO@l$)$T};ub>LMbkl55>zdP
zY78S3lQ;?yLZVwLp|^nyU8GcrWr2us6kWs4`CPlU&fa#9NTjh19mkMVMkV=j01~`j
zLNe%Mssf3LVnQlsAf<%>h&l)np_vmPEU+b-83Qp%Btb?fYM;cjiG2qdD}+IpBx<56
zK0+5rRYNmOBEN#73KY#Hi4_K&3Z2FXolb%f9*)(cG}6Gfn<PP(B-ZG5(l}`qp=OX$
z5=R4)sE<(ks7}K58x|rquq>6y{Y6a8B<zL6L5M$)1c6H@sIVIi;h{5{X>o8iL{$ZD
z2X3~<h{$uau#2L$(Txs@(L>9|xJ{jQ6;j$BW~IzV^(0zY$F>&8q#C##i%_PJiojNy
zV3<gGj0?S2V(mVLh<#=cEU~jJNvkU5$vHG@lV&w0roeWvkHF2+NWX#Y{gagR7I$vd
z__DIauO9z6ll#XQt4z>)uFdQIaG6jRSxl!ms*Y1_zK<V0qwy=xPSMpz*tGMc_x8wU
zYrIykVkrSZKfp~4M#tvaY%G%r`{)2l1(6u&szD??B5Rbixy!mAbEV^vHPgK1@Ll}D
z@(D8T5@!1eQmIFH?H$jMxHT^AXzZU{=QA(uW3#<Z*39$ZP>u~(QXdR4taw<$Lzgv1
zay4>UpT&&|VWgp}8dLl7=!(zwwu>oDB+v;4w7nkPpo=bGdSaOQgBh+oS3^-$q?RFV
z<r&HB5lTU=J;C8K1DZDlgO0->o<q;gF*<afYCMLTq|kzxbNwPO?ls9LaM-ZOYkhLY
z1=8{=nmvk0@59K%q|_^D^iU|$^yb)Z-bIf+#{Dmn1l#yx6hVfJaUESt&~y_k7tkD3
z@PmXPo<Jt2=!Da>g8{wRM|T`lZx`8IA_x-7xfycVQ5ufQrXeXO3LCwrc|cucczhRK
za|uI@cmQr3az37<y;>ueIn7vjiyN{|Pg>}KhDjPTR4}z!VosnK7N;j)q`tLEp|ndb
z=VIo%^m`hK8=`3@UTA@gKtw1?gkqS)!X!=-(n<tjpE&lBsz6PTp*j^pRRI-tTVtr9
zO-8R`iw>%kgn<Lm043fdB1Mo`#Kt`N>~(7Lb%@{y^~Oz%{%0wfizIP|L`)FL9+8lk
zsR+lYp~!$ZP>4f;u7#+Yr0ZL3^fWeYlkIqblcbpRY=)u%mffKr>Qoyxy-?-ANSkc-
z1TXH66X}AI-r?}{^LV~S)(EK8W_fmFAB*7;W>Qyp^Zgn-)jTg<E>MWCaQ}%fF=$Jw
zn;9Yu1Uhy`lG1y~FeHlP%ayG%LnJkvp$<-Jz|HkJT3!J!aPT4(N4nTr7ilHrQWA?E
zN!%xi`?!G*LZwhtDOo;-o}d^8nqgv!9>|0^PzYm(h&-Wi5JE)`Tp|(T#$6&gOOQ-L
zQs9}6#P2=NknqsQ9^{UKjV=ak$b=wLF$QhCUWeB18g}XsS#ylY?P2N`Y0IYR57_bg
z<fEIc_=2;euOlJk12_LUKlgJ#$MW*>S8eEbfA@Fuwzs|QZ)DfMZ3xzXjg5^B&Ye5Q
zxpU{ZdGqF9V3g%@`Kx5>=+UF7f6H#^-wyazg$Tc%2dn$$5~`-63Q&Yf948DsgDrQ8
zhH@{OtZ{sDk=lBf;i&>!%h0Y1w4hBChYVy7(=L)Nl(FpuUGHJ2J<tpyQb;LKqaJ3s
zM?0QE>MG^z8oj{~2op7(MwljUtm6B9&R(%t+O{}cG?+^dF_!bOtR}kIr{hf#4P4Zu
zhpmMq(nVF*(M*GOXTYFW$J9MEHG?8d6h$XDltG#jX(a5d)Y)Eb69$kgj&k%w32z`+
z-_S@r1tACMii;p2N@_T%0H-jCS%^tz+xTIbYOR7MJW8n+h%}0?;>rW~jNk_FV*MV*
ztZjy^bL5O2G$kOABWPNdJ#UhfaFMZ#j2q}&M@hDkF(@)bN)1ETi4z4WHH4y|2#F*^
zB1efC#Z$_}#p?{Gui+#c4C+~`wKSp9WvuLD=n6@YA`VsJSfZy4^t4K^7P7V6qccbl
zLcXlGM1n{L2-!zqk;n|HVo@mSj2tk~go*+r2rzU)EVec*f^Li1Lk;%UTeP<|hKCI@
zxjKz@f%Z;-t}7JhJO<qk8@Ch&GG?}N0yBM`d^x5!7$r$uqTU`U#lhExF|!9LOz!g7
z7ak#QJ<Gn?dDe!%7j63qw9XQn$L_)X3Bi58-{M*$=0k_Cam~BTNZ;kPgB0SKbw)yo
zE;a7BH{?^dPGQGYKCPxX-71p`UcyQG`1|ib4?}jGW89YAU}F7wdQ(R@H+3f?PtH;8
zKg*D^L#n?*5LO7nAy8Gq;Wia#kqO)3KNeocRR3|zo#z?u2`X_&qH5R&?qXPX*j^oD
z{=nlbZ<p}4wrCFqz%W|=82u<9<JK9s4Q}=&GZP1xus_Rg<9<5&ZJ3s1DBq!IU#9I1
zktB0y?j}t_gk__m;)#fnkyVs9LvzDI43<cnFR-$w;|~-jW^)K#<Atj}hMwcdP(mRm
z*xb_a#4MgD;uurpOb1OjkQ!76KG)Z)6hzEO;U<$~m&v4R4B8s4dV!8NNm}1!W-dX|
zJNRykc5RF}nq)`0hfHDul9rJsBO7GYJtht>5)NzzJ?OVx{C<Sj&m&_CA#_j-A_S`J
z&{r&;!C*U`his9emT;#&!>x@ka4KnY)k<-qtWb~EIFs7L^j49UK^O@XdxB?M6)q00
zVk<=|>O9F_lYHVaksq*sLZcUU5mAH~bkMV~Q9nX9%FyVwu#ygzvIpu2o;HVDd<`S^
zHm$)X?x00pZm?b7B0Y6K<5Mo(sDtN^u~jd!bhE<)r|S4ghKm=5ar}f#F2l_J0ol@%
z$X)}h(<KT*f>=cp0>>C2NJtVv5Ew+s5S~;?te8q^7svMSJb~}&grQ9sr3fPvMRRe?
zCMh+9C`Kj%H#X=E($u>Kd#wat#FR39@=n5DWYhCUkv)&V+hKGp;M8GBt8cNeILhKy
zg?wR@nXJnGLt8|C%<?shb|)mI+Mq~;fU)T{a``5=uFlaJ=y-`kKTgw%47RKSaZ)5N
z1HR{uClOJa^OtAvWRJ48ON>Gy1^w6}NmPs^LcvEW3A%35HTScXeIp7k!d)eD=14jV
z<a-ye5{rgmvFdI!RNUZbd5wML7Avh`8aqG6`NAw}d7gPq=U{gUzrRLr_Y){_k5u_2
z6BXF2?a<uYMN0&lVvwNY%7|hq%TTVsE!SW*@G+u@zG~2PEQ$df3LOT?Fjw1scACFW
zEL8qObo2k29<09#olfVgWb4wUO9Vmi)iK+)IeGFVXU?4A_S<hKmHO6pJpa4GH<IMO
zwY9~2-t!*dWwrWmRMEZmecwT6r%JbXh(B0b#CCl~<TR60HBKIGgBR0jh2+NbTzb)9
z*ojE#eG(zj^*(7QK@(kqP|}I=bmTmZU<gNTP*Ij43fXmaVl8BPPG_lkgv*;J3B?F{
z>HxY@K=fWj(}ppGiH<-^Jk+FvAzkoqFp}P*Fp^`Xr;*YHilU*=VIt`u6rG*z6&!BS
z^G9e8s%WxBoFo9~n#TBK5d<W<q%z^4YB5NOlnRFFkn~hMSE192a63(85TfW)IMa_{
zSFY2En$&lO7|L}?W$Hu?mv+w}qxx({Lwv!NoU%*Yp6O$VE>{LcWH3)BK17%}9Lrze
zOWSwgdM;6a14j**C}kMWC>YYE-S5$kM>&$e#bRTYLAy%U=u#=A$fON=UYB+|Vx_-B
zF0v`=71Xp%YGjeA;j`%R7M*U2fjdbOnuNY2oA=0+LYiATYn?gznNe0+>pWWs@cbGN
z*Um8Pw@CF?kkUhnKDM^=a*4HGhPVf`34(-_m1lT3jguA#5#qa&y-pde2$f-#i%+dV
z+~UMZgE)bguGI+KgsEx4#00pF5^j)Zd2gB|ikP20$B^A;eQTPmGsZ6mcku(G7n!M~
z_|h}4r=Ud`y~nWfHlOH?(j0mdukSsHA~(rAoMo`%qHLtO-g%70Y{bosPWJi@`bosG
zgX4U6l4D_Eh_bkVo8-8qoS~tgrXOkylAG*g=9wN|BNK07|L{NH`#$ju*KZx<T(?6K
zZ6h2NF<U1U*BINqLC{KJ^!9P*NsIMeK@=_#MLl|n%9?qURYtIC=P}}C9yr)#ZZyTl
zi@VGm5Cl<y>x-`-!X<XA4B22>C0um`VeLoj?-3{_2PQsA6pygFdl<ZkkQ8=$lkv(X
zZLfgAD2AqTQ3hOJS13jU{y(o;rm@_h?*=UG9V7HYMze7A?m9PKIz---jE*ehdj+aB
z1Gl?Jlx&jDRSA*-?Iep6muP6WF){8lmA#3pbXgvp;ObTdYqy0KYea($j4b3!d5mt8
z$#O)Ypx_!C+}gg2sboN$IP7(FdV@Z_ARv(;jv7$R`4}k;CzB?VQ*rVGq!ctai}V{Q
zoKy=5#L^^mBiw!$AzTJ}OxMvE%@oKOHOi?KWa8ovY<is>n%X04S4k`b%@8D^h3loz
ztQf-xh@>Qp3=CP~Ry%`?R3?p=Pzr+X<}`6nr`FG6*$y!}dtQSvW0#ECM#X0!bKLSL
zn9nQ|m1h{99HynHJhOg^{N4a7gy}*B87Q~|m*I))IN1(cOAmpJAqlZ9K^(55@GQ2y
zi<54kY6CzZREc6as76ejD8#-X3HvOp<au^?3ZdA9p@$YLWQ4*ik4(|^1bZz(y%~e*
zaod6OR5Ct&SH};xNb3oqs^DqRi6nlMXJ280p0|i;Ddg>hPBemy%$LLYLdQ^af&nbu
z7$yoF^w7m8Lrv_0(nU9h>DL>ivN87`y~ggQNqxg0#=s?mA{4R($^6_7YpX+aYIzE#
zg-{LZW`%*~kRPnjjZC)UJOgV23xjgxV#OZPU8SH`=_NKh#v}nb`mxDwJV1DhOll@$
z*(@(=3FkDG3?c7ICrnO$j!S!KlKL4&M1gwaLkQC(F5k<Uu}NyX9>MM^aiUX|D$R^T
zoEjl*&tsNmiLHQ+@ff#v*U5MtF0Ef?5cbf7K-EkzObX<fFpm=ST-@F|_ikMH))@3Z
z!`};n^|c6sfJ>JyaqiqXUVQOITCLVs#}q~3(4j+L^=^%fjQsaI=r@V~J7pSPeC_X%
zPj930CA4stUeBRaZc*Fpvv@1Z%;7RtR449wbd&?Q+A*?)=g3$t19>-3HxF_x8snHA
zGa3CMBk~JmESFd$1SCksKq?t_dwCvT(=ZDf)A!y+@AUWa@oPEqeS=qStGFv0FSofd
zhw-FKJ35PNG#E)H8FE$1jn8xR$Q(ilJTG9-ZQ=IX*dm2tyDWxF%=>GkoGD_FB^vAz
zhCcP4hM@|^huh@xHuc&VZhS8&5>xjv^=)#aw{X%P1cKN|<60RE&BZXfY<g)*(q}nn
za%DH<&}xC~L`+I5bQ6cR%#gDjq?Y5NKFVaA<B+<;=h~BW+D-1wH~GZU7)~J2vK0)c
zgsvBeqzZ9}rYV#Pk~79fX~YGDOd&(K?!t2X0+Tys9MTM;0g3NJ7JOSrw0dMBK|WPr
zdQ_6K8?4nfQFTGuk#yS`+U?Vr{vsmYB$5$Qv5+W0h)DW)p#V`PtLKrZB&g_m2g|sI
zu60mzr_kI>xZMqUUh;B+zLF)E$x|rUq|yoictD50iYW<9g>%pPNPn4QXVUb$KCU$B
zD?=2;VM@h1p}&Nk?4TJTQ5dtbb%2=z9d`E)^MS%C-kE!f$JWZEw%>^G8l>z3<Kl5H
zwlA~TuaV1~;Bfh^X#J<i6mu-hDvWPr`10-_(k-MY|Ki(N*u2cUzVIafOL&q;F5koT
zj>;SI=eh3Aa*=tmsZrFe8kVJyu~KA1pNY6nkjrtr@F@S~?BdHM<iv!kg$yNX;!)Q3
zIFRcTg&M7XiJpiV7&#Pak&z}TMWD$w6dItXIJi$IJ#KLQ(m0CRVt(c#&t55$^M+|#
zCz-XHxXxS1`L~doL&g>~yB%u!3mi>d;9CEFE;h%R(z6u9CU!ccQo0U7g!D%+v?(-k
z9bJ1Gd!md~%BYG234t`ZbajS`*<@^Zz^Aq=T-<$$Q)6(v)S{S})N4fyrHv)JM5>2M
zK&zXu<lo2i)SYyD5C=Itqr^rSGG6;Ud9O-8vKXB^2|}e`JI8^^E<)eHb4_a7LxizT
zyKkTq6Jyee9IA;RiX%MMA=#s34cIqlb9iPz+K%b=(roW$P!U*qh+%{Xsi7n~BGzej
zRQi3BR=dpT*d#lRCc5mAO&4&CG<oN7JUNFj2jue$#6gzz^=SfM$1p>l*;N=#wK+9>
z5xuD6*XH?H!{GU9mXl_W86$^hChQ+S$%-pDlC(%#3uNsU=mz<HV<>iq3zx^~c81BA
zSu%Q>AP8~&C64dEg-|T^+Bv+W&G1-_i|2-zD3<BfH}I1jiMgMq>d?$~v4(P#3>6ug
z$N{kOajft~?2)@kif<&Rx;Sct7lWat@djH|tSTFA!E(F9qU=)4#w6X4Ub9EqxXc?*
zYP965`4{nN!f2EIhRef#i!<36ncc&VS`a4OYQCM_L7u)_CEL5gsL{afY!i4r`a!@T
zis@<!&2*85JxmaI3^m%g=_2daofO(#?wDO*tk}it>l{d}lSDp^dctm1(sEVW7_3T3
z%6<j=*pIC^c#6ceTa=QkbQ7DFeH&_EVFyi$mWGl9#Qj^C!4kb#r=93Ts>*IE&01(M
z8CE!`ITX~GUCZQ&!b{ACKCjO-C>NJ$#5NnL36d+rjH(8Mo=adv?3E0>Bj3fEe;X6k
zr>N|HjPd*`8MBQPAQKfo)`=69ij!r<^N9vAx*uUk9ZOYFM1n9(9J|Q)<IjGpOgixQ
zkYN4SxOwyDSG`;7>+64EY+_=9_rCYN|D8_u&Eac>M&JJSxAUeqz3DH_`R(8SZ9ez8
z&wbNEqc1-Ak6By%IK$~O!ZPXUDOP&l#k{r2zU+rUwzv}fBO3ZC4h;V$BDT2H{5krR
zxM6M55m~wjZst~)A9H!n(X*&GF4NW~_;mY6cxd0#WLP2<?BbT@`Be40`ATa*8_DP^
zZ}OjRe?8Hj&D!HS>(4#O#tVN;>{*!B>(KORTz`R{_X3G~kwdXcteW&JL2L&kvPY2Y
zU|TkKSO-uN$&PlDA;o4`X2EZv1T};)j_MpiQ4O-rHR{{Y<{-J*V{AqSS{yKuZjx9X
z?9?*Z)($N-&l4z|iQt23hx=+FM^!;8uM#FE8xOpa-8=6l`TS>i>OzfRRpE?fQq)z3
zEy1Lj&`AnB*BT)|6)}ET(%TKWHVAp%5WMl;`{*wesNQgSt$2*R%5j#ueRemiOc=AM
z;TC!iYEBQY+vjF_oBTcZGSQx4Pv4@O_{<CsaU$;FKk+!_mX6d4Ecco;c9*ywtuq|Y
zk~J%g4o%Z--5~DnK@?!B4mooe%_@-OCXl0}q$UEKULBeWao-^r?4kPCNf<%ZGB`#X
zExAPyH0iiqI{g-L=u;_aOiZVUbjjX=Lys&oCwp9d#z19_QpqQdB#o}5?rY@Y41O}k
z3unHE9}C}4SX}19)({UJgP-_Pz`gEwQW`#tzP*Z*&M>FH$cMHsQTJ;YsbTIM`boBX
zpW;3<<XYw+6SE_X{qQPJ$io~w`#FB&R)?i?ON{t2ua19&y4~mAu}ge0Il~ok59zTk
z(-%TcbOS=G!lpAyW8?jt915^U=lR^$EWX#l_7};8bwuKFdMqF<1J14NFlGl-k`_^t
z5E&|3-Xf>;@Qq1IzJ?4nw%Vgu=`;tA4KST`78gCH%2lK~L9co{o;*sH4lQXhR*5-#
zb&JnPjY>X;>jZq4@u!R`f|~h80yBfNx<wM}*tW%3<r<d0Ogo-ppgzcYHzC(<;EEh)
zhx3$_b>3{;V2cqxw`g;3@zWH>cUejgA(-RWI|aVuQkhaO1aF6|a+8b}lCjFjxJ|8p
zi&)E28ow9K4G=*{l0Ht=nPb)-&}w&3gOHpm$T>HtMYjl~%6PHH(#<1idJ|7JskXc9
zwp~yRhOGuug_ybd5Ghplsw(xWjq6*C>=TTPSu9;t*o$&3bTwL}IC|{I2?pDgn_t0E
z6*jdADo&26Ou)It6*~P8ghoNPd3f$=>Vq-1Imz_cE+d(z(Fu{#KzbegUXOa;roI)^
z3o<yS{&Gq}B8U>nASqxe8sjM&)lyIjT`I#NrF2YVL$I;npeku1k*6OT^xZa-<8=yo
zpX<A`<i?IOnpq*0Ttio4w5;TVPdW6vE?0HIAn+LqJQU4FSa}?gryO2pD&C+PTdYL^
zDWPGO?<X_#3bMI_XmJxUxXhj9Hf!wy^=1tzn~awyh>={{zQ)DfCG=d8iIFVdIkP}I
znr5>xf{ZmLM!RTM%)o6^(~At${S5HvUD;($32FCyLYbzWJ-}B6tGuPyM<?OY6`#UD
z!I2iak|$Jb;y58AAR5iF;-o3mFVGG9T<&H_nOSbr=LnLBHKju<xkbg_U?i-gDiWy(
z95fs>bfI8~5S<>e$S_bwXlf~ZJ0ffN42uNI8xRiK)Dn#-POy?bLPW%ROeb<F35S$c
zLDeht!vrUjp_1NUXlM`9iRkrpLf67bDHytop}Ghui2?(+pT_H@2nOcM73(q~k&+;S
z7?oVgrrvf56>w8IBGmymLQR)RM+x^|{lK@<tpEKdSYM0X-QBMy$zQv6jW~|^;0HhW
z-}_kKF#eoC4G$0V@BjV3{|jNlPN&1W-~Dd-{r)%IDyRM`hki0bjdAcJ9MvESH)%SD
z85%D0*w#NMU;Y%Q^grhL;2)ujyV)yV<<X=>x0hqAY@lacOm7N1F(8hRvWBKcJaTxK
ztk%Hyw&?~Xo=lzM*1%%2vB(|Yo8}dznXh}M&ej$$ec%sSKX;kDJ3-~`-@!n@?&<;~
zQ#PfsF^VH&6i3Ifz9#G|m$u=vFM_SpQ+G+-+D3H8P&zJs(Z&n5PzF9lyMr2stn6h7
z>;lHjEaxjHQCsll!CAIbW0agWV)Z({+d@fv<YbP-?y%SJ_`vIJPTB>I_zt_nb3C~2
zpk_<B$4=nc83w*2xUtRXpL~|&wfD1aj<a>MhPUfePN$fhD52z4L`IN#_Ompn53`<`
zp<0h=dm$rtZ}QnokMh)&r-^Dk?6DED`wx(}GaRYRaA)QONAvSYUl9Ai-ZtUo6*8ZH
z95to0TX+yr-$8mFu@@r!kR*;V3=>1w(Z<RzSGmn*khZ|zX%g>r(4>K1F5<;Es74OA
zE}g{+C5p7sWJr{j>^n5YKDB`Crm1-j^`3%JUgu=)8T?46eluchwnKX`itioZ`oaoP
zJfLWHkc!TBc8c8t4tY7rYZ{;9xArgcvx7WdR^cCgvWrYbye0feN>j7=D@&B^I)>8Z
z2@X+h*D2U8M{^HwA-c&U#x=Hs3QqPIUr2wMSJ_|Sm#*)lpB|>C>Ev?bjBKX3!<^uu
z@WVVg7|@OmGOHe?Ry@U;|2)p}r|9Yv#M&r7c&N+MTMjE-1IvVc*^naz4>gYX%r!wf
zBe27DEVqLko*}E`$#xV(D&ZdeJX>y_^`uN`|M#+f<D-PlYn&;;)FGQ}p-a&7DWp~y
z^yXMvKS4G(%%y9aT-R^V5rVN)8r#W{GA(4V!I|_G%%Xvv*Kyk_K{G)O4E8z?kTX4o
z^4l1eAW<!(s)L9ytrktIh{(Zk^cB2VW1%t6leb3s*d6y0I~nHEISRYG%%5+g);g%N
zMv~g4G}vG!uo1G08&+}SHW31>aq_u4=(!=ImWqL(+PA2B1@`Z|jyIX3bdSN%!e?1q
zY|`0@kZua;M&w6Aio+r6ErqA9R}lUQ6wTqf(Z-C|s06!|4o&d7xsdJan`DM(2(=2e
zUI$N^#7N!CYJ8QW1CLfZ&px+BCg~BOAc>GkfU1VrqJfBZ38E49diT+F1=G0?5&A8f
z?L3*{8FrLYtoK5)RJr3&1I_B;5t1?j4B=v@6C^6lc9xCmIIZ0@nPiO=O==Arq=&Bi
z>^}sF5~HR96fGf%6MR2r5XAV2U?!I%%0%4idQ^7>*=`X{*9g59Nw<!O6VlmHc4C8@
z)n%4snV!rMDIty#G9wZWXA2ykn&9jv;LKn;1soC5?yb=2EU_;)#q{Vjkx*&Y8#sQA
zZ2BUO6XN6t#7Ru2o-k;ZXmracrimjXV#lC6eIJ{HeRNYX3pd}7kREsE=E!ta4yF3k
zn;q&#Kz%Y#X5C|2Ez$@*R98Vu3<gPz?Pz?c*kg6GiQ9_FNu7f@jA~=p!oia@R3#zS
z^SHu5N)<zD?1>Js;d8sb$&AuOMWGv8tO}K7Q$-9q9L8YIOwgoHEOa87CX8$%FCmFN
zyx2wP0|KRsP!+~gX_O?U=Y>!ah;&HYFi{2tR0_l*LeXQokw!n!7#LYHaeyrnLM<jr
zG`h7cPFm&Ibi&!|AwhSGMAh+}H1<e_vEddEe&+w7I#_>R`SzXP`JLaAr1imIz)LT^
z#C`YO_qSf_?+Rbr?D@_+@8rjS{Kv`X^Hi%<e*M>fof|i9{EeDD4?g=Z5TAYuzrD>)
z|29^mN64l+95(-$8{s^8>k6TEf(7p%bH!+I)i4MsF`?`DJq6FPh<rglBbk|!?3;m^
zNf@sDUwfQgQ26BYDzCXM=AMHI(Z7EI^CwRrQh#-Fp!6dAUptTWbKjVz*I)YmRt@9x
z|Aknlu&!j0uEO4!#qf9=<@`Cs-Wr?Q6obt+nV^MCG-Ay_CK{3Fp-#?{`T4hF*Vix}
z{UrTnO#1bApk!?P@;;1(RS<&yeGd@l^M7&gFvkDIbL3A9Q1%+QZ+ks5?Yuk~Mi^f?
zk8$oY{zG>Yo;vj3{`&+Ts-j|Qe|;il^u-1A_x&-d6|ooE5J{v^h-DhL>(DO^6L$N=
zjV_t#BB{Lwj@m`U5gi;7-y^FBU}%V(LjN^ypmZun;qooo`wn8f^c-5)B9S0s1!GXd
zYdG{Ho37VlRC$3t^#G!-F*)@tfB4ck6YVAtk-pnyW#2=5q45eTdcZ$C_ZvhRN#=D9
zLzh-i)h)i<Kf&)k(Pk=~B2_rfZTcwPrptlMHEuRN+M>iu=?Cdon!MH@raAZuC!Gd<
zXMvL^midF;e_}<|SxXv-{2sSNp99GTNA9`{y>0QpM}LdHa+s^?ey&u%h~stHtaL#Y
zWYd#8JhQ-=^xc?|!woN>b|{Z}Xo~ZlHub$0rN>%iueEWD8bMbw+Fj>FzKbplp6pKI
zCmP33d=Hy9{(y?urX2L>C1Xf)mL@4)F}p)5tsrw37`Cp{3x+sbnB)1IA@ikO%=EpC
zYf~h1^W2!slXT!u&zWoux;!{@lb<@Y!bkh(xz;K3Pwdz6<;^0=bseF%Igq`|Z0ZKT
zlKTNPwZIQ;y@v&VhE8FUM@DW^u5R(dS&Q_3hy8c-_#JPCk9s=)xbk+oA0Cj|yn)i$
zCL%^^f@~CF8xa|MfNAca8a1|-+PH~ikTdWzbM&{XnEhSuJDOwR);7JqhweC}MzW;J
z9*!|!r<dp2#zAOV^z9wC2RG?z9+5dt+IBd&KZUw^1uJcFXtv0wuJ)N9Xk0t~09TLB
zb7nW>fi0a;-Nva`Sw41(-Cd7I<>&aJ!^b$_@8Gv$1_O(-wuaVQg~kdpaOuiPcHCK9
z35L)(Flm!5d2~H!ITmJ^Wqn!W;CP>gZ1SIXi=?V9_vyD7NxNi<DKy<g6A7x~LI_5z
zvN!PAYM0oRr&%4WvFl&pXyHEWRufI}$;ttzkNUjWR~aHAosB?BHkV?S)^w^`LK5$i
zo;}FvLItf<K&Emi8x0IgN2W96r&8E&IY!^@v-RamblVGP+)t`=2WhW?&}%fRFJNx&
zqV@U+BaN9GrF^K0p9ia(!gO?mBk?XL#J0}O>?`RkX&By3!mz>0-X=H>^Hz^i&_HM%
z+G(BPVw&DwonEucs9j<=YNJS<zSOA}3h3JfQi-5snw+a{5vo^#h<===8)t|O2V2o0
zs*zR$${G~)gq)KFEyV^pHv^CD#0NFz0A&sYSu(MQVrm#dW02QSbdz)^K>BqIt%so{
z$RtFOf;dtMBY~4nv)2jPX!Zz%V6HSy%COk=nylt(4CXazdWP#?u2E0#l0PhX)1eak
z({sEy*iZV&337uLmCP=+RD~;36TCiH<I&^eysGpJ2fNSHbF=KJ$2k3S|M_oZhyGjm
zwjo&G^F7}K!293-{{L4AjQ-a+ckUd&@+-eW7={QTux<OR`e3P4il6`apZ|uF+y5NF
z$NmXn(m{CZC>z_*?xMA0+{4qfd#_+|{UMlMA%8+8yYH3Qwgo`+r40bIS5AD>*Wv%h
zCG@xMLm77d%6Z9lpYRjQnD0FHP4DqlNQnpnk}uuDSgfJcx=0_eEkx46*n5n=k!D~{
zlL>kZT2;iLiEarj*+VlzLe(Kk=P=&(CLo2ex`woE`gh$+R2lkjZteY>=dk|OU8pOY
z*dKWm|Dn53>Mit(3j}waAh_!Ud<&~wqc3g1W)=OVv!q7Ad(-QP4$ggbJPE<wg79-!
zFdl!3USSH)7{YmE9(%^Z_{1%&GbZB74&H7PbL|QPZHUCmkam3H({uD2g7nfd;FI_P
zs_S7^3`9vo?cYS%TjGV${e%rkdeG!2<r&J(42dw<Z(ZRP>5tP|AL5~vHdA-n#L+H>
zo@G6ChT+C1xiPJCZtoDekKKtsGfm;vHg!*OS9yt#Ra1;5yENoD*PJHzlpaLnc6iOu
zZ?Sl32tOR*w_bmgs58NdP!hLB2}6PI!{qcn8j(U&`7A?U{safyE>abQ=@gm66$*nj
z>hTz&<wD;jD-%Sb;O0zPWu3Sm;<zq~+oRhUWkhY`Cps7PEL*NeHny11OB7OzsGR^m
znn&cmn;YJMZPGkg*kdm4@VHXt_2n|>ZY5Z6-DG_2!?;F{sjN-GO1R=2;`6;%a<eVj
zK;iIM#HkURFRx5-#JtWA3}5AEw*$Hc{6T7iOL~B_T_K~W{Ic^8h<6&iwfjMGPK66c
zf0X@|6()nv(bW#J|K^J<u8#5SvwK`Pnd2?@zk^fhr>O9!xSVD+IKyT&;o#CUl#*Ti
zK&2n(gocKpgQ9nN{MyLNEmQm*Ai)}+V&Fu)(&})2`e8EpKGka}ycM0Y6S3F5Oi;Yc
z<k2S0OGBiq8pte--6oz0aji6#n!(WFK(@!h+g1M89UrGQ;6$y9KRV6!ZKwFejj!;%
z@f|#%PBC;OLxuBf2M74Vt&olMBI$FVXS&y=FTtHGQMzr8BjtOE*Bz{W9o?_8+p^iI
zY8;!M#n3d2^ai67*IBrEkn7iMLf1oB25LHsspT>JI*Hb2pt;POmni2|YTY3^iKOk<
za7pN?3Mm;=2zq2>gr*uOih)!lhxaEeuVr}gRt>8VGkZ`_P8-NbVSQJ{^@b=KqZAYc
zC8J<DeQaa<|77pJ!{eyV#gBhywrh8#Rd1Fhx%Y-`aKR0OP4A|ckRH-*$PLNOO-P00
zCV>!0ehDcg^iX23O~+t^aqm^OWy|WlZLf2Ff2<{2w#rIc*|IsG=h1`Not-(m8qL0Q
z&U@a2(da@Gf>6XjSyc-4T7)Enfdo}WXVySTAlQ_N+3&@alT6a&R!p`Q3=ucJjImUj
zucV~Ng8$$aY*lqQYgDofE>f)?8Z$MLLtY3d7y@qa*HWbgSZ{UX33)J?G<;qiSEWuT
ziww$hj#0IJC)Jh=EJ1~ln8?sTCsYiI9!00e?FSzL0%`<(LIQpif)NE_GT<_U$JKzd
zzJVr>mjqpaq$}qjZoZuyZ#uatf?8b_u5b<M6)o6k#l7<wEj3LX+*V0bb1Nom0=7UZ
zqmq(IOwFRq?FPS-h532Bb*!4S)@d9uZDm1n78|r9>`bkrHCw?{r$=9&fKgMq>;?}v
zPEEk#G@@a|6VOxq(nP|>y^PNf5>^cu!yzKB1Qb<4XH@a!7^u-4B$yS15RCZUD{;G4
zgAA|+rLwXzmM>q<{{8!Lxm-9L4yH_*!VNdvKw4T_ulJ`t`54ZN3elHurgieQB(Hn|
z_lz6RGV@^nQD|sDyJQLII|f6c6-QC?Z0M$T9bj}N_-qln+1coZCw04BWPcNpy^R=`
zjqLR?P8Hr(hp6;GAc5^x1Azt)bCa5}*H)u1+D?c79=jg9BaAQ_p~;2MIuX;N(U^-4
zAapu}!9Za2So|YKK@3xK+XAfUn+{=qcO8-JbVAd{fvWcVJ)J7__A!)H3%c4;*m4M?
zO~GK-;lFkfT22O{t_A-3E)-^>TyX(vD1<oDMEJELjEi&79SRcq#zp9hYcOm+hDS-q
z5#EA7J(C7c0SVjpf=-7ka~O%iCP*})TD|CY?T3m+gxyX;Vl8G}G2xLpsMWO`Y{_Ev
zq{&zkbT}IoBHl)>`}7c*_8{DF5#|p+LCyD~<?Eqk68ffh@y)-HrVm>2=U##5PyrQh
z{2RY280~1~*UnTH3JrbJcHGufu9#MYUm3>o(qtwC!z8(jIE0DS*_l`jNd#TV_#%xs
z5}U|27%<fOaYb~rd~pfI|9*oJo=nWS7Dm+<qbAu1FBrv;OUGc#Rd8)eX4priBsv?>
zQuSoyyh2mOQbah3E&J*@oY;(Qmyi6>nWR{zV07+8tvia}b|s~LjidTxlI(?yj;v>b
z>St}BhIzS}9ILXE|CNilv-B0FI&x`h+Q9dl4-nK^X--UMnjyljjJYIm5q31vQcXB)
zZ?mDSkk^ll#~D&+QucG7Z3~OlARmNh@rrLEqxF0EBLAd5Wg6jmmymeWL}`|n_v^;v
z3?=dP)IYIi|1lQ%g1A~!2_7z?rO-yzt=~YaJi;wCAL4K~BXV?zlo2T22K@RA);Hv^
zeSaO72kIDNZson57Z5g^NsNRj*XvMq8kxpMCMXB_yLSj>W<i5pCC}jIx`|=*hceKY
zx!FA{o#K4Bqj3~ZC42GjJ<O<;@8j~h@L95m<ma+D)XL(K3I~r^Xh}-L>j)vrN=b@X
z5W>jFAzsv=%7$IlnEf6sIy(kq79m|SAzLoGgapz<Dh^e{XtLn9+3;qhV(=wlY^*^a
zs;7w{L(>mnR1^*#%w|NkkwZru_(c*<cN19kklIL)-Gp2bF3b_^i}<nR4rfH-P!1n1
zqO|M?HmjA?lr)@Lki#vtC<Z+vMF9q{!mvaiX?73ENpSd}MtMZzn9fDYNF(#d4<oTA
z0aa^3pWurYQANY!HBr@?PlYQ313HGPZgPec6ZG0?7GoizLv3;)A{t?nfq>qG-(x`^
zY9xQ;0ZNVxrMfDSNKiv>Fk((j#FCbZZGsJBo(bczGE7B>P%g_wsVze(DI@8UBuKGC
zb259!&gPdjyD*isa?5s=@US!rv(m|G@}NsQ%-_7T*%2zo*LZ{}nvtm=l#`R5j{Cxq
z>{T47A0MVpZKhf|Kw65PfIgY(ND344EL=3vg2NYN{|jXVio@uHN+8*f(FA%ef}*Gh
zoe5Jojfgu!g}ny*&@9x_CX#FrC=AnFRY#z_fobDMFn!`o)a$N7G&j(=y_U#(WvnnZ
zP-}K#F?w+BtwnQ$8Tz@AWZjsD?PxO#)|a8U69`vocq?=qvili+={&TQOpb(V$Zy@x
zfrRlqw|68D?At+VQkW0_dmIUNH_5sHH;nmST(8$M!1@f(*1SrvZY}QI%dxG070-;T
z35<#c1(74IL^f1oyz}%Stl)D+=w|gCBy}dV{0Qo>M0AtWyWKAQX%)g7#&GG-ULWIB
zk)mcIJL@qlDj>4KNiYP5+y>lsBl!to%9~YY-+nxwD-<NMuNm!_8^d+Oqs3Lj;h2J|
zlXVEN&Vb-+#pp&SqnnV5aCzaA{qV_N^iC(L9wMy)Ok>kgZAOH}gs>(cEG9G`gx1uO
zP+&$ey9kXgBr>cJ(~feqkPgM=#HiHazVu@Bm8}?xt59jgYjRMp8%@xXK&opy81=BL
zj^u{-FcpLersg2(8fmIGL4pG{Efq=wsC7q3D#*i^H;lyExA2es9BRrg^oH%Y^1h1W
zm2VK3_IdWdkU{!4X43GN5S4pYlVZ~F3q4PVMlsQr!G*ftVbxbtUUebk#|`7%ie1dH
zjHRM(JBfjMDm6WI2z&-G2h6A`X1w|&@~0<Zboz*R{nQ++M$_AId}%59$yeY^bdlVA
zl;nL4)Mj{b&2o^hYGi#}f?5OtTRQvqx$x#CKy?a*SqTK15)gI&;DFDF*>*kKghHNW
z7y(?&4y+~5Xy+r>G3MlC(CSHM=noIk)a2$@9~ju19>Ou%gwyTg0<(|*cXSQHl216|
zqAr+Cy}pp)DGg}qG(JkX7)L`LbH(d~Ymf1me<T%ZKDP`nVZQGjl-dxk{482CNATyW
zi)d9H+>#f-?#-rHgm|dr9lnv>h{Zgbd7f=F1ZR?4R*Jc<3Z1G@;W5*kp2Eh$Yaura
zm+&$&a)?X(+h|Q1g)?O$xwRX}J+g($v5ROKc@smA9mO|k0=0S_!F@Z)U;7qyY2z^Z
zHc-74+yM)f3m5Tf?i5V+G79YpEKRdA<dcJ}O>*(!&<MYHy^4=3N-5d05l^j)v|$C@
zvmgU406RCh2)1Zw5y7N!VIrXjNB0YcIC8Nh*r`njv(;P1^m$iN;7h<#+k{9<q-B_m
z4b_JzD0h<SsUgSKiZLe()t-*1tRxbI!>wac#9`8nO(dJlv{(wzn!~g<xCsRPgta<`
z4l@&+dMWzMLTWvAWa@k*W@e(dCQ@2l!OjoY;;C=M*qV;wNuXL^$>=17g2YVrR_d5F
zzLpH(#_!eBtPCYo<3t1lXgU?W)xwa`F0`--ugifgEr2=EhoY)PjOnPRB<hFHB~*2Y
z^vbogxRR*}48a*pL#TR`V31*!-6Up*Io3QM#*ZX5qXN^^2`EE`q8#rW7rqFQk6Tg9
z3W{$R{Np*8cL~9ULd-v&LBcz`2u>JED9MPrat(ofRs4L}a6a&r@s-`pIGQx{BO9ns
zw{jqFD&uY0r0T5{J6+`ecs1i2TJf7T{KE_+sRjb2dOY4R_5LtncNi@gCM0wO%qHrF
z*lEnRl5k`vDMt>HtOU_pZD`qf1QTqCgNJcAO_-D<^!gMu6<h`<-a<R$XC{(6HjN>5
zLF@_DXia`X#R?+9fIk4i8aEMZ1i}K0287TN_WRNN0h+WBTa!FEgP9aoO-5b3AIIlr
zvp*}9lqwyC4LVX9DjDY5Mfvaxs7o|6{H;p#>s_>170MgnvW=Y=`R*$jV0{K?&wq)4
zJCTUVhHKs(2=j@gajo7*=#|5mzBcK!*9HEx8^g^bQPX292XV5{`(-Ezdh~O0y5DY9
z2}+g~{q)}VlATJca1(yF6yxW|14N6(wMHmE5TfLm;KCa$m`x`Z6Ay2!L9_-iEXnWl
zG5x>TjOoGYD2Dj=R&}PUo<UL53`eVB*4Qo=OxMa>q}h{cc7)LFKZ0@7E);)&NNyHd
zk^>qwEahbgT^MhA0U>)Dy09C?s1hv9C$RD;=`)Vek~{(1`|n^pycuJjKxbF+kDi0O
zR3p5*97b!{Dm@r%S*YIqh_Mq0o2EmCAUwp6spa2LlZ<iiMruvhLD)+};e+^B)Y4r4
zCb>a3<yH&F0s-b19O3niHxkKd<^nB)j5HTN&nf0Ro*bTZC|s~*Ck5_C0y-0=!iaxD
zK53WQ$sLzO@(?@6lJsP6+s&)L-heH41_fDJTvC}uC@+u75$R;)A0p4RpXT5cau5HJ
zBL}{Rd$SY0z7Ct(ihV*k&70j6yBk@nj$m%W5)SE2B;&xXZsuywF|7I&Hq{hUP?$xc
zA&cU#6yZq<@W_jB_eBMKw7Y_zU)F%?b1`iA6pX@*vh_ti@{V9>%RcmK6Sbykyzd>w
ztOO?(e=B}-DXv002BGl#Dl_S>8onL$^XZH)U?`lyD0`UXo$p``ufZA8@lhm=zgD&I
z`w2;mOvym?RudLeaJD*8T~(A>3ek)$_>Hp&yRta2bvxw;4v`wxFbj>a79lh2!K#Eg
zoI8ZEX<-)F%5kNcs52yC^d+%QwNT}auyDr#Mv5SN3MZglJdV|NGa+LV4bHJNxYC%C
z<EA`v44Y2n`(7i-tzLo)#*qB4f73YWT3Xib;l1iNIkff@W@PKQaFm^A_i4;d52L6m
zdqb%t56frdWtZ~N%P(?q&O|1+m_VnZP9Fl}lW{iI;i<2rpt2f6b0fOs08O^Zl<o^+
z_Z5?p=fIbBFUF%s(AAgWN)J<2UqPb3k+M*blqLnMA%#Gz5yg^8+IKF;wqQ7s(qpt#
zS5O@CQWgndKO#un=B7aj@$rQ^Oc&(vMVFOPt4nB^GztI5d(pSnlUZ1T+S-856U0j*
z!8`B6V%JFe^hLs{6R970HO|IFviTUrq@(P$5aGlIY|RHrwbWy=gurM7gAP@VMAuM7
zhY||oFPw^N%yoqKhcMnf4hUm8wvuq-aDu6m5C?r|n=4R5JK)e>m@pP@x&h^bT|{2m
zhV6!Nplc;`@ED>YjIwAXx=AVM-KF?aCh%`}BDEW~varU<<fdcnO3&t#p@ry0kflKn
zqg}1|w={tVv;sSBeFL@iDjv6jqE}Il_tg76ZoJM`{LU64t*z*=pb9;$Y5;dAfD#rs
zOc5-01J<MrGA@~j(P|^jpd<D0A=H*=ZNpGRBNPEIX3QP~6$T3;GlFT1kpv|T=f(o^
zema4`{w9KNe2nJupiU~FZex(<vPK+<&E!vOK$l@cOc;sDrcj%x!<~}Ch*CE+RiKqL
zP}4Go;$smKO%X;|RFr0w!uNj@*Xy+mus#FC<6oqC!RPR&7o7fFH%aFHUv0(o?I|c`
zeXoxh-cXHj273%%VjW71g=qE@e6|SFH>bqb#(w0OwF&%jH-?)>pk{QRYZfnor}kpF
zx)3$H_XTwoMIk#oo9gQ76P1dCA#`Qc=#N#RFReuJ1rPv2K}$>`Vt0Tqh~a1nLARB_
ztm!0&KcPjLP4cEcfEq>%hcK9f_(Nl`<mwSh0wUxkn5@URcRk@TpU1UqE=ljdMa%U!
zqw^ldvGIP?MuEq^81c@#s8>$o@XnuNuULU4yb^~vMqTDC9$S44`L>BPRPCV1QN#b_
zr_fw)VQ14`#thBIcij=5+FFC9PGh(|o3TZe%$|@%tHF&MHx9oJOLYZ-<YBZFH;}9*
zP_GLjMjIIxQ4t{nzD5U1AV44#!0Gf6wz_cG^x#o2iLtbZBuWDjtN{~#MI{^xU{Jlx
zNEhe~Sv;d2B{wpYE3<thUA}_I(*NQ=YikJB7g3+8<KtG1Z)z9va$*s4FG|JkYa+9F
z2Me1v<H@*)&7~2BHhzl57$#&kk*BN0W3o|W$fCq=p*3V<hNqFAWKAJ0dldK2x`{-g
zQu5Y|tO>hV6>OriIY^4-R!q7?zL#=<3AS=xcbS<LDM6TQ_=ij(yI>4Y7a!)u?K{Xy
zweyXImyoTP8ESQqYDz#+6pY1diR}8AI@_fvudF6}SSjUA$pjrX44wvbHbK(jOVDlA
zNc3&Rd(Ss;IZ`P1v{2@0rl{G?y0RQ}nvLXy76OI_u4#5N#A3#jqA+=187}7}-k;@Q
zWxW{=zQgE^FY%4SFc!0pon<yE3rApdx(U>ja>?SQq`8}jSk0(jHv|JXLw<Jp+)Ou&
z!G3`q#o{Dn&%~X0C8muZVrtw=iRnV>wrxZ>U6`7haVUwHjV4q(U`xPw_tmhj4l&G*
zcgrDsn~q{2LPC}eeTE%>qZfBTp=DeeTV^}RpE#1)nFScu?!mljEfq%%7-x*Y_LVuP
zK0nG^n^7ui(5E(|Kez=W0Z>)^!2}e&9?T{*MMtR7OV|@a5dvLi5|L>$QHJEA)9bJm
z9YhHRP{Lj`6)*%*bOBVq6WlI@FGwU}#P6~b7D*_U2qM8u*r!8DPe8eJAxxWsqSJv8
z822AU|K>LQ74^~df$Qg?j6UgFr-d*!?84AoL?~q}spBuD;lK_O-+7F1Yd*qYC!CW@
zD6fD>q6PoU@1t(0!7w2Q%kWfGw+CU+6D}M=z?z76Ybl{EyC4w6kduwMFcrN~LF_BT
z<gdYKY(UWo6tfi(Rw2oTW;CIy8rsktLb)SRR6U`LOhN~n;XpZj^->JYtI>r+DD?{J
z(PHX1Dl~65U>st`e(MF8ueuOL3lRRrzev&_fQx6a&E=r}{e6sTt|TkRiBs4)+K@p_
zD3KJsfz%v9mbC=yv{`u8dkNJxVi*==#1oJA{~~?zHFvNDSkFHDY_Dd>Nj(!<goehZ
z4om2qtgB(J{tSOb_BIkZ*o^VU5#4SV_`@y?caBC)G56^>CljFvf!}P${68~d+CKD7
zDN3>l{e^umNE>|dAiAj;=*FCx#mED{--+?wu_%t---L7;V8u!ZBLDji_E7;;mlNGs
z6TajTB)t3=^hpBEp@1<N=Ov#<vFJ&7;Z^jF+lW}l;=1d8A~~rzUi&vKH{XU5@RGRc
zIh63H7+Rei+dYL;(|W901<vLrxYH+6T{MoQWA9Nqb{wx4jbMZ>jb>*F5wnZyhWa>M
zn}gy!LXsiGs=z^9!5|}Z$MT-LlvyK&k%}2jXb820v_u~{jpOk8BCIMoNJd5qq9)8(
z$3(L2*)%z7Xx;G<iE0w5*-nB9R*ISw^3$*2!$>U`+VYuR--K5S6ZUy<=zJua!bBp1
zkA#tWr-5Y?pyk^W8Ij_}wfS-W_oECR{n_VP^5kp0dUX!&Iybv3vl*+KK&jtLh24u+
zywCLTdh{7%nc*oRq45|rdI<+I&=PY{63u8j1FzS4nD)g#;7Cg4(__1N>XVmI-7d!I
z6PPjOYGzEHiq&W#5(=T)u!1fAME=@3lJBK&W0=jwzf&gjR_Or_m((*nDV1L>zLKGi
zlrGN&Q`J^1M?Ro--8_<(_%WAlLu3@vI`djgdk-M2R-Dh*WBKNAtWW=e@QATQa`TDg
z<e_EcfL_l#WlrAPUr&b51+7j#-&n=l*&~_Nu$x9QNfXHoG5ZO5TS#eHiz4(y0(uOd
zdJIM%5wjVQJrTv6gg;>vVKo`e<iMjTZ1GkyH$9b%#t#W5reX9Spvn405|o`-Jlko#
z@c~eED1IMF|NakQQ$C(cCK3?>@xe|^dyCN$t@saX7_KaYBr9Y&;7B7?&u^i%&Wj`4
zO41M;dW#NyAb?ih04^Wq1dZ^-vFP+>l(K3>D1efh2p5hfa?MOo6_h}b(97@QZVeGo
z69~2j(CV8o7&TJojlh~^M0;^N2_s$TYs&E4cpsth9dB?&FoI!gIi|yvL`-Iai4Fn>
z+?Xb5*y=w<4K@-?nSfI5MUCiDl5B)?9E67EAk1bgAMZjWDKzb|VtjC6_t%A>59@*V
zvD6+VY%mhY7=p2BKP|JrgWh=rW79qaD#7%rgq1A94?K-Kpu@0q3X!TN^aqY&Gy1V6
zI8oD5h$Lkql5A)RCUh0MQCn*XjK6?ZUnZW_N3o1fB{5Nld5i&F*pH?&6U-h)C^Z$W
zqyawI1tYTIra2vY<2}!A!?S!Vwl7?SWnn&n3KiGK)z}YxK(eujR^xP-F&E>~=p--=
zjn(QW)UVmeg|B#+kY0n+<=_Kv0XDP3goq1KU5kBQn9%qUD3x}G|Mz!#cU|m3@4F@j
z*e`$iOVoZQ2P=xgkAM8*IJM~9r>JLstwzOW0C(pB-N}SAfRYrS9!tfbgOC>c3w&Xe
zKJ)~2IA)3&(d_TnK6*p=!eBWIf3}K3$e4ono(oZH8nFNMIn?V%B65cjG<q-vno<1a
zB(L}t!Gba9e6<L71mDt|i3~|cUt2>sBRULhIl2Sih=qi0SCaPbH!*+b`yBlKc1C|^
z7rtX7@xPl($~{By{J$3Rigt3DrG>*S!$>n^k+N_k4F@;VV)o!B9W!u?&CL7GgScvI
zxGFh|s&%Cp^M+v*7V?2i(}mPI9Hd^F&e!eZ+4o{GLnn;I9X>|Qwzn~9AqvNt$@pA7
zJ1djf{IQ*xBd^6{-Ot#{$ru}xc(<kn5o%^>Ryk&qgUTj16&Dv!^ywk4%g@4d%?Jv{
z4<jT5KiNEo|6ZC%{m$Q#kB%@2{PAcLGjcT=O(hiA9ZXHm#F2D4`o=sAty@qWcA6Lb
zm9S&lX?cmsRh9f~-8vq<@>&)s4lWsc9Xe|fjc<&=G<gP!QHSF9kh*yVH3gH1m~DKn
zWDU-`J$%zRi&<d}UsaH&uez178JRu)sslOG5jqnYbuZD>`Z@HewWvNPiCb6UoOum~
z;$zqgJ%o}{aDVeh=qgLmRh47<bTw*SHE0?)Dhf+YRyO!eWThwLO>X9z;#E}Vm|1dk
zHx)Uf*c}QpC$JB7?j?lt#uHA+!24zurms#yf2<hWhSyQGqlgJZ(Z-LYI^g4h%`5oZ
z^jTyb_=J|`T#_@_<GlE5q<#D^B8h3VUiM#b{Ca0!xtg$X2%c+aA}mH!fZG=k7W1(@
z@hVKPqunt3#2X)<&yY(eP<W^syaB@1Ed<M(3D&wWT|OOq#bG>`UJNy@gsQzn(sME1
zHx<S0$532@dHH61^Twj3C!)XON-~O%pt{`nCytK}{~Z?+g1|}@?MoM;t2&1Lg(r!;
z_XghU?<P_(5`Aes=8cDlB%26NwxcCG5J^cywl|<Hx`05n1@qDESSt6S7@P#g&OkHi
zF;<sh+*E~z5%0WdgmMbewr=V2_pJI{Bplv?zPy-FKnFvn;PteiE2}~@*OR>J0X!Gp
zfiM3G#PJDG3ZVbP7jXRYWrD6&67vk`m(Ipo_Xh6q%Lrve(=&A2wqSYnS^P=?A>(A&
z6~Rmu<{@Sx$7=8#ZNxt<AN{P65Ygb1ZP7f~Nd<7vB9xre6Q5UUBhLS~1~sgb^!ZCM
zT@jr%ooL!ij^*F@Zk>Z?)ECf|xQQHWKJorgxm24^%YsR~am8D_d@z}%JIk2w+{!1H
zT*ylz5j`VWQXghy#TrQO+j@iD8FT?wQBl#^Zh{mKHUq*P?0LJ0K+$!cGc?ddAOhz8
z1)oZa8BynrQ;T8{jDYdX<a>2R%SyxfmAh~}@i*MJT!-zM-_i7q2T0uhD(W#W=Dk}H
zp%DJ$@dRd%1;9{QK`1v5v<Sx961-z(W8e8td_!krtA2}w$>V9Ly@AvT+X!zf#kbc=
z@=q4v`%xn!nwkg>3*p_hnU)npsr%|suGxK*C$=YZIMvAXu;9|93-Qp*YbiP^(iQS*
z!(3o95LTyCYsx@Vb%fp&G>HZh>RPEjwu(kun909dOlsvXd1d`Hc0cSO!II9hu~*^`
z`e;5lhy0L}ot5jDnCN6uP77frjZZ@j4EfI@s=vOS0-ceGV|0YCxB!5+KHNp_n0%ZG
zc7C_z0?O?P{IjHiY1ZvrYSAH#dg@!7N!OAwHfn%M*g6HxI21#3IciXY^b~@d0_~so
z)SO&a?%zYr`t=l=BdE4xG-u6ar*eoR<-4e9tl*BS!~7^Q4NuJxW*Zc)bsi?P<QM!>
zgRj2+3J)*2l2K{hPdGVQFmoc2sS2r|{1Nw6_hbEZB@wHG#4W36$({!^VconH|CGr@
z3Puts=zJFN3{9}2)J>^7#D$5a?A9y%!&=XeYgRL_Af3SFzeSjB(evt1GfI*PT}>_e
z1}81c{tH9|%f7YPUit~gLIGaPpGfkNPjJm#KvL!J3EJn9^v<7gF1nX+W?}nrEo-);
zxWIkS#h^Ro??q8)QAUz%I7nz`QHL6J!eS&i`9xZS9?%Da*#7))ymws%xtS<{Qtd&k
zEQ!9xW+phLfY8V+ENc&-+0FPb8bxr_NYv&QEL*n|965qW`tcdyCtY_UIR&(Q`w<e?
zzJm4Tf1)(`&<ds!oH?0rZWfx&hOV_0Q|U46!}g<pb36WF6LHSGHkwNt36rqn9n6O|
z;hudnq3jWuYK~wn+m0yNjyu(Y770gt^nyNg?q>9!W{kyqQHl?vwR#9<3?VdSCbq0>
zw3-^UU>f1Xk(f5WN5X->;kxC!L<&!QMk*S{rK3<^+ks{`q3rvZ)=6`TR9Rrh782fl
z1r!a})t`ge6HtuD0~alVv2-{3#wxTAToBodx_%w{3_IGS0<_F*G<y&&R86SLgL`uw
zzSW0N(`+PuX&xMMW6(EY-v0^a!<*3(5^28vL4?H?U9dhe2(2gnZrV7sWbSs~PEA2I
z$2RX})rbb>zwsgElV-9d*~xCRjycor;40Nf>S?d;pFtO3^`#7f)PF*V4&AZ+9XVEP
z21E=!SZ9?ljMC5EASK0&R@B_{hH=zY68o7X(o^x=dkqOMyhCvMWmup78xda!bl@I!
zFZ!eF@m{wqTB<?_Oh*pUdewE9DvAi?jz$T((YY#Vnf+Z--@1pCW&fh$e|KX2!&2<G
zy+ioPCISs9I9|RD|9yX9RBZ!C3udBL>>~1qI`%G2VezFktXOGd$EX7K7*;U8Y61^9
zlTgW|!ET`{7{NL`oy;UNt)dC{ryI~*VQO=;Sno)~qdIx_|NR9aQV97p7UwRZz&MGT
zV*$J#HwC&1_OvuHBPT#kmXF3-!7~XVs%H)3hOd`VQqjoW^OC3;QOg@2e9CsGjy>;e
zCI89`I1r3b*Xrcv`NL>Q8cxjzS(tCQ9>u5;aJ6#Hj(7O(gau4b%WMBkm5>LWrwWt)
z5a!GhC@UkJG?IuZjfc%D)t-I4XR-3HS_MPXc1GBOOf(hnIiH*G!n^rdQaXeKB!BWS
zt#cnBr0Dp@idXpF{6)PAuG&O~O`z`CYe+w^oY3%LnD*?(KY209yO!fj8jpYCc+5L?
z63)pXl$#BDJ^K1%7)$q}dRozWTTs1DJ}-{<Dr<skDw_$X*r^Gt{Mg{&a!)H$j|W(y
zC5SOGfT5xi|FkK`%be(VB_)>^a>nqiPESf}HLA0m)I%Q;YO)|EnP|G@$L+mV2!VOs
z0Za#v(0cb(rw3Pn2x*9VKi(hTi1qKUq1HAKoHOl2k>K_X1^R;}nBQH8f5}|5+!MWj
zO0o&j)UoGUSj~8^n2P>rE!NjJ6B?CGXml>VnbR@tJAk3&7@EySMCcKz8fvQ(T|*;=
zgO!NdG?ctKC?l&;%Zo6*yAu{&MQFlQ%yoOwyP9aJ&P4gzLd-jNqq_Y>%vR9p@lL-A
z-}nXCKK(Zd+uz1D?+*O4Z$eZwVm!Q##PzR%(9paAM0Gt%Z5@%6bON(3Cp>mC=nW`}
zf-XCo@JU0)!8w;;-2X9&ul|;haR`Bnmw+_|eRC^;@uSd>PQtqVd0O-DL~96O_;d~C
zs@?c+yM^$KStxCvVa*XNd)Hv7FC|bgnQ%q{e!C9!(ouwsX1uEppzNqb=Q@U7J%GU&
zz^J&%%F?5ooe;eN-?9^}&QBzL2$9UOxaQqXBssgo=dUCg5zfwU>J=2SLpdbxt>B_-
z7NbtOj<0_36c3cvpeia*6uquax-4$L4bT7q002ouK~#pnjMxpj0PE35AC*b&XPA<a
zfT;4I<l0U==#TVoD9WUZ?xP!LJN-}i<IsbZY&xSuglF5yfp~D(Sj-EHP`0+9`ZMuf
zF&BO9E{wZhA)-$sJZT~TmR;Kk<_|+y60jWGjdRA8I5z$s*TmaEZ^mD^1Y6zP*yl~9
z`PE~jEW4bP89%4y-DUVvGqL>T3#8ut2h>sZ9M#Xl-`GIl?Oj|rH531kY?LO5M6O}4
z;V3_I?&a187cx7qhNu3ro1w?XQ0Q^uPy^WJOvjp-%#ii#nOPPhEK~x@BAkIll!PpT
z{zNM4_mQL~kZIOY6?Ae<_92pmliGw-emTs<SFXMQ@nkX2hKd+IAxPS^i*Y2s#q3Ba
zFKl#k$sHFmZPXApRUV=tEs?KeX7XOi5%L0Q?UO}DC8hJ%Im`I|);HPHT*Ga{refCV
z5e6$^$4J7Ck@%n4h<WaCoMqccD%-)U1`n@lR*dC({&Lk#s1ZTnqwP3Ce$>nYf=ST;
zDsksO@r=11zcG<-zVRAgy>K>DvUB_X3m=|MQ_6kV3|kQC3YMMk5@`lULOGEgB{*kX
zgYj4~j{m%dzNL&%_HcaTXQAa!Kud6-S?r)YaUIcBG-5nhg<9Og!>vd7){z~&RI-!r
zPMA-6QynI~3;(oPpsF<bJ^Xa%dkjxVWQE0sVhll~1^3ij2n@L>nj<>%q7!Y6Xjnej
zgWg?-Z~l0MrSsX(k!^M8F314A9?utV#<2G=3D2%TSS<wR&mfYWj&aK#j9c~+9-fEi
z-s=%b_73|{%=&0gR42m2G6@e&!*HY)%ey<ls3$mX2;q!Gbd9YjhiftGycpK(L2*Y2
zj>*M)$xtvwdwP_B7i0NBOdq|4<?WXVC#4g}$w#eeLM=H+D9Maz-A6={5{aaypd1fi
z{ppiXElt?ocnY<(iAcmuxYbBVOGR<Eprxgw4I70rZ7Qm_6?0<|>W4c}f?gCYf|zj`
zWQ+#giJ`LKxOr$<dDuVxBkHF2Q5vdIlpyB43517_z?(RqgpXH3z)xu61$aKU43QB1
z9x)!>fo;=rLh1SVCN9L4Q3%Jc9ihY`bh=b@1xeUHe`2P&5CY8~B4{ykYN!-^;UKyT
zGSQ86bbhYdj0jf`H}#r8(WwYs0--CvP3uWd84L#cp9$R2pbN01Gfy`;jmYi>)RO`%
z;S8eK`##wqre2nQ9-}L#_QrL|AMVo($&)EbCPZrtL!svbiynLtNI3DCxh}Yjq|kDl
zQ@%jbyKm8a^OsPEClE>)0*ZpJr3KUBgS6aq8~Vmd!ZrtqTmFE1+>L}&q7xuIV{a$*
zt$Rqm;cChs*oJLRCdOHlu$Q;c@VX9ev15MX^CW-i&&>RJA)#SY`G5ELFjqPmVLQyH
z4OVm(2PuJJ%u1L;-D7^<Y$;`_W~ahXP3e$yhR+Ys^5#aIZUaZfFd~YMOska~y@?cC
z0HdK6Z)*egNHbOu!0!*S$Pz(hSa|R&erng6xVY9t{qn<npq1cCFXg|6FXQ>iDa<+O
z<LJ=_?zmtw_bs}Rh^F!QyKnG~i{|1UJDT!?`&gWBAry(USM|3WOgwqf^*ncEJKx;6
zoS+sV)s(=5<9Fp7bN4Xs(+U=1<<O|{EEzhIt5hBT{nko$R#!4rO+lY7FqiG4<>Ffb
zFqLmW)0=5Y9mfMJm$Pi*WM<_T^y^oyn~_OmQw_emml8@Ji*47lghMLfA!D#Kmy+?1
z|03+j#6NZ}&Vswq*EXW7Yl%*|PgNmRk7l#Af3Ze}q(V_8dXqwU++-dL`dD9>&)XY6
zV4^R~9}Qk6Y^i3F=EBo>gvaexGOEjo*c=2i#?dnGhX{S!*PsF}ABM^%^c790Egr(d
zQ_y)^2#j9b<$DT$QrTY01yv<9X*8ipqfu)cFs<E+uBM*g^a;4{zpdAG@!IKighuBO
ze7$8*9N!ZzOoF?+yIXL#1%g{}m*CFgn&2KJxH|*_1b2rZ0TvDJ?(XnTe*gRNy|-$%
zYHN4q%#rSX`gHf{Cdv-pyfj@l{^H_E*lS63j1_Vd39`h&8uq9U<aG#P{L&p!4kM!|
zvbv68E5({XYRB>EdoUiQ8CO9yo2<6B693aZ4Jjo?kkht7$ZQyclcaF~PF)o)38J+e
z9+jm;zcpQ2RxAfSMGT^K2@DQQN<{}v*QG-5u&x(9E1lVBuZ~vSA$XJ2mp-hwBV>w=
z-kLP(_1qLix{Z=O;x1)^8jJMgM0-W)uh=tv#;n9ute7}~5F!}+dL23Uwx$5ck~`jo
z9l{rrIC*oU2Vu;+ah?tcJ3IIsM4O+PMr63Sd-?TtD1<8_k-Mf&pn(ZpUimF?OeM+L
z2LsqnUYiVD%KGQ1R{DhS&1_K7k7+%JCdu(P;;uDc=<rnyiCpnwHHn1UOb5)UbNy6s
z61V;uB1Js;aJNAgh@F4!Lhs?%j?cWYFaN94myoAxMPb#6joPO7jY|GB-%%R6eBR2;
zYafqF%!jN`JB8!Wlkxc3k;_|-u~`_2Oq(ZZici%Oq@v0>{mo<mdw9t4oa^LV%|Lc+
zMv%^&M5{ZblB4Pip5G!`nrF}oF`jD~C35gukb6et3>~wA0d8`PjoC}8t7?wQwi|I}
zjE-Q)UgHTUSMQILEBgk#Mhr{6?#FTCk?^ysy}S7m%y(Ma_~!Ou(%7=Kwe87sS@zGw
zFpYnf&Q-EQIAoz=q}7`3`eB!Os4}`V&phj@Tks0Sy7#azAv>tl+&=sQ^#1SOoFQhN
zzn*blg)gx#6YsV%TxrXgDoW!*sLyKsd$sR#=U@NK1G_-wp2)1CPIXy91QGl{(WpX~
zHtBC&pnx~LxP;=ot92qzY)l0<A1mbBf(C|ss0_w0;_{UHI4H$CWsZE3)%1ypiZnd9
zYwfjvqeKVKl!jcanccEA$FzT7=GfvD5j)GMGc*-xaGbgx(>~eg-Fs8T?ZY4r5O+Hl
zA^Gb<<F#RnvQZg)lQ9`|t_LB<X&d)?FW{EKvYzby;DdSnSX!6TFvjgSnlkvh5%Je?
zH)KU}y%$@+c0=U{2BIm70Oz>y9P#9@FpQ4`p})K=pZeZ)tExvWE=rnA^-pWXA%xpu
z>_*<F4yx{{sHw7bM((yBq}@6Vbv}On6v*{6+NsYIqNs}VUeRVvn43CjGNy&}E?@fN
z-&eGfP1a_-6)FD0qbrr#{X%RHpT4CoL{Ta#agn+M+z;J}1sxwxRl}o0tx*eTZn?VE
zaX~s#5YL?CD$QmfQZ`$3UOQ?w=scvgW7-Bkrkjun!$(w=C2U{%6zBChlIGrEUy_x;
z_7K9yvz6s7)~KRwT2o1#4~AtOP2yD64R*UtU9uv|9^<<8P+x0Dew$LL8UI-LS(@~g
zQ>&~--MJ?-xw1L7{s@Uf_|f|-y67nFR^9zLE9M7dh25xjD3y6)oh?!Y=~kpLEjD#z
zLSkpNGEE4-J?E?-b#V_-doeCIUTT8CVC+g-=*^4$?tveRT4s%6jmGRZi2`5ZSw4#k
zNv)7#bVd}<(hnzA*!R;(XU>pkFp?NqpE<tOc^9%(V%hxFN~!23J+l8_CiF=?{)9br
z2Wq~aFDqudC&AKw0gH-~<Rr8lrX;(Dz8F3t8<mQ^ga;=gG=NLgBPp6PR`gRme(G-!
zXHlWh&ghb9<M~Q7{;%hiH;x{&5^*O=!{~4IH|&)kb;mTw1G)>f4HX(iI7PeMG$rJC
z3wa*ZGzul;%4l)tE16X#MaMoLePqymCr)99^d-wXFN0H)bkLxY5Cf(zY-@rv_~&eF
z=P#`6=}>}A>VwInZ;*%<>0<Yum1fUYP9q`M0Y?iR2Sh|^V(V;w;*5nT7f;5pJ|2W0
zk>}q&z2}l$XIA4>WEKAtX(WZ!=s=lf9Fa2PuGDe<XbY};G)gHBZZt{@S-o*Zw8AK6
z|7??N{muEZC{NW?^idvqm$VIF*=5e(mm#W^oCfebsQ#Kforb;~p^_nWS2mqD5}yK@
z8{>`pU7cA^y_>LIz?{%LI25K6vT5j*eSD{88BPzJ3@gUkxC(nBIxCo+1l31|9i2Rr
zrI)-fl+Y}QP@l_4)ea>Y`2$Qn;2ud$$_3`E9p_bjODCd{_*wy{*yRG@fGv~?f?1^~
zd1{D@roc%r9|mZj1wKSeq<7joF4%L-zS4IdYec25^HC%#IyJA_W7=zrdY>;)Ql^Ki
zS)-aRO`!J5|L6}t`{TPfo;B&V2bE-hE9Rdrsph%&l;bPf9G9Cz{MUnba$QWM)45$S
zS8eR)-4Hk}rMsj9#m!yHSiknsah?RYjIVtJmi$q=Yl`j?MEB7jKQfqDyNL$Gr&8{|
zx2)#{?2Fb2bP(I|VonKk+Hk@jr2Ra${ImMhem%JpZk>8qb@~GL&-BYKPuyNMTyK1G
z6YODey{6ok&w+DXcfFA9-H`5+VjvrKfoSh$q&XyHUB?Z(55?naqzrc(>RKq5>ic)s
zJPm0;Nf1c={$w2FBMnceiK!{ro7zfX#w#!BeLI&1Da)^PZy{eeF|R$P&LSaDhiE!0
zCEr`~g%*m7fdPp)A9e8WIlY<2f}SB2H`AJR;sD0Zjnsk=KLQ|lb?FMQ+2LNx^hQb{
z=(|lm9DdZj63v*6nG98v6s@;lKCKW&*~FT;)|$a1?PXQHkvP_0l`iwq+g*;?L{6%4
zB~Hk)5T2hno`lY)AuQ~>T6ljH=3YjI{!^h<MLo{GvgbOx+~vU_83((7F=%QDY7|%U
z&zTgIJtSBRWiD<Ad2ctU!fdsXT2Ns9{><2`m!V}P1_R+sX91R!H|)kT$yhYr<ka84
zImAB})SZo7#2z0%9FvR2a-<=aqERL$OY|p1rhJR|yrviP`RQCq4>VmRcJR$<e%co^
zd+h!wMGWiD$w}PLqf8&jzO39s47?6Ky(k|yH<YX8M*3t<xVvz7lo5;|dW>1|_5x(Y
zu*?uf2l@lZ3(t~WhW+|W=gRk68FT>zXx2rczc+@ZR?ourZQ9s!O$nEmSKKSELUYi$
z1<Z>obvtNZV-9b>Vvl5niM?TAHNC}Ep83T_(W7&`&Z($k{iHW(kJ?BTR(aTML*Uh`
zUG?GnGa)h%Qh?_=g;JC%)67Ksu|HGM#{#`A*zr)Ey_<ZTLdnT2@rpqAl!w6HhlLKA
zHGnvljhfYi4^f$Vt^z4!a|>4=Z#7X6kA@Z-;nR8dZwvL(UCEN~=InmGe5COAFA?lX
z8(*l0Y!^DZvW#Dx35~4i=3Yik=i$>bHCikVtQ$2`xI{b=3W~R~>p0R8cF<{)#c;T*
zrloskk7207^_1Vfg>-jr8D?Y-avUW>STN|`KgHF0?5hWSsC+8u^e@iLkXRo!BuLq&
zmLvkZQd6Sfz4xv|*#7fg9PtSvzzh)@m8jn&=0u%68k(F83hYPmYcWUgYyRH9V8dWU
zoI<)Zx!_O0N8Tgi@@`|>9!2^)!JYQHJ_i}=&9z;`CI@APA5CXnj<X)o&jE#25+Zwi
zybiR8)&jcBLN3Jc>tFb*q@dcnPE>hGu#Qq~&g-JH2cBeU-!FHePUMoWqCQ+j9=}*6
z^QtQbRrO@}g_w!1k8T(YaqiJd(TjJ&&I((JAPqAGPE`Y+eqqn9gaponHt#J@UF`)N
z`qu7a&gK|(!1;7iYGElE-eN>qipd{B85gQ>?!T{0S_yo6VTkJOdc9#6sB;cF7%au|
z>O$$`flxX25{A6qn(Qn@9NX^u1lNR_#hk4)nu#F4)A~gSAqjeiRs#}q!+2zsK<{)E
z)tBxOIlwwzTBGD=gMaEoKQB`1)#M}X+X=OX_hqx%Aa+BJJPJ@uY{WY|MkINi_fzlM
z=zVjci&KC`X|X4kID&1y%j6hq&n)8kff?)kNrNzxaNA!ST56B`a^9Q?*-%z@a(mr+
za;PUCsY-*M<K<)8im8a4w-Cc0PmW5S@DeGd`Z&hz0%Mll$iiy3rY*DAXKO~|w-K5t
zE*38|?W@x(W^cCIs5Zy;$gkhBO*+DdwERa@I(<c=3NYkGs5hNTsLW(9yyO(>FZxT|
zmw7)E6?~X<7d6M1{{EeXd2?%InyiUrL7BlFp~nZej`gd<3v$R_KyK(D|5{nrGG6Ap
zXG{>oSL^e_{z)O0Ys+57KEzU#vwILt%+7BQ5@KW7Q74dtNSM0i`(Uz;5?N-I-u3Ff
zZ6@lh%&&W`>DeiIP^#DzpXYt=+0&&>t`DMTbLUF<@1U5=cc<lf`X%|L{4<sdb*{6~
zAWe}LMc6Y3HTH{={9M5`YfF>_8p1{>J3IRsdI(mZ*V~+Be4VsexP5`7+uv1Jn{)V1
z<s`{nYs~U!2zv;Ruk~1nUKoaRAy5ixI3XCNKrMhJjR!I2<dFUPt;T#d%y`OPVWE6Y
z+H6t!-t0BRyHqnSus{rtYJn8&t8%#8rrdq6OWV^aGHp+g^+CSAv6{1zepF{mn6oS1
zm#(uR=bLkDfoPQqGr>5wx%iLXchN=c1Yu&-@rSaF=A<Hs{$7M~vt865%wQsuk_fnZ
zM%)i#g}?D7X&VIwlUvXg=6)Y~O%1=)?8-&Q_Efu4>QTb3`t-8LK-k8@g71-d#d|LC
zndnQfIVQdp*VPXJnvyiHh5&l%S@7#iIFhL6ybe;>;zGSY{F~o_=JIrDUUk`SiVZ#{
zqwQvOb--Bcyb?X@4rpQoxv@6w2U_i<B^6erb8~GD=K*2Jo#wURos=98HIZO|_fZyV
znr)O#dL2r?WunI`^j-fFCNzOTgBpEN-ih7&(ATQA^64#N9_+QUbeMP&@zl&%$2d|c
zHQ1g_b(TUbPV$BLt4n4GN%pfyXdgiZGiS<oGZsNmox5;9hQYfCL2`MSGyI=tQHl04
zLW_%6VWo|Iq#>f$CJ7kX7E{?DZIL>4@eAy%`zzUpoWbaN3RqF|(HukwdpnpUA{Fx@
z$`>Ux`-OZl7pqPMwWGQ#1;g=zy_k3A9#)euI$A$)o0gRP{Y9k0(L|R1JSeJ%)8>;p
zNb^l$D!HCnA;Jz=2C;=DgJSV%nO~7<n6;#GPnn+F$C5i&hHo?YP*S+Mj@5_<Dr7&k
zn*UX$%u0+s55wGH1DhvenxaDXqff*Ip;?gwWiNe=rN;t8T#UU#HdTgHAG&-u5`=1S
z-*DH`;5m-2bt-*?mpq+a<UYirZlycAPhGccJbMfXy3*5~XLbpXe@~sDKU=pJMpvX^
zufcz+aAkX})=w8Y>~}AjS?gcYlrCydndoSWH{0eAiWj@_eEvcam-(}=We2*`R}<VZ
zbE3)9EG&vQF5p6c79Zk0jBTM<73ZX^Q0#Z-W4SBsmIAV?neRJ^ssLxHlSP`WU9gQ4
zY6lmXG@MbJDbXj3HfleeFuz<YN}i?W@6r#lepHj?pNy+7Al{(RNt5cH3HsoMl#l66
z)6s+kNnxm(rbL0m=@M(T&`@UUd46voMUU;%mZc-5T{Re;LD*#%muMzwf6}++Poo!I
zK0l<u(T|s0#*`2Pe*Ubb$fqKWe_o)=;?FL?2~=I!CQEXRij6Aa`ZnkiC4p^%i-S|+
zd1mx_5g+J0tErvv&3O|&zpM;Fid`knWovUX_JMFZCA^sUAn04zl!l}!3l2s`M1W})
zh}knA?Z7xryVPu~C(3G~3?L_F_W_4MLrj-4;WhSJqxE>?F5|G*U)C6f`<fB`ujzIv
zpY-saGm2CKqa;yv?@A$$^|6OTM{2#)n2Y+>CE(84WEnF3d+;@g$`f@ff%>VXt|Ufw
zD1Q6A2h^D*nvqhaW%Q^=hk57IsdhoO_)8jesRE;Int!1R5u)i#9NIf2ik;RN@eFt-
zPcihxZA&7xe{&Y#Q_2}1Q^U4)_kI{!%DmrU?4zkpKHhxH$M&|e`X-6yvi*@~o~0d|
zA|sfm1>L(y5Ec`n3TA5bx4S^i3<LBcJ>y7LZ}O_Gx9Yp6V`|#9IITm;+I_XBTK>o3
z8BDnlBLNhJ%R+&ep?R9vqN1tx<2Y<$87hW+j9!y{j-p~OsSf#MyoQU8at-w{YpYAk
z@q!~mRjeshMIUYrKg;An4X07=exD94tk{Uf@l>|xT}d?igM1Ct45*_i1@_Nps~sf#
z&Oy-dXkf3?jd1eQ*-ju$XmP4hl+~3e_Dn6KA=<&s_e4{P8E>^;f@tQ}-yOl`>YF|+
z{Hvo_qZp<-(fXn?PZ%5GLPt^|BIs)Mn3xh?8mPOu6Ngt9RC1x*hOgYWf5d1Ub{zKE
z-dG1!*-F}mlDw{EL1SCPLic!Y8VN&FUrmqMtLaLe3A%>Y#;cL=>u!4Z(ke55$5T!8
z7Aof$WGF})1<g^;yYr7@!_QM1$!|@;(!IWJk`way5p+F5?!4Rbzj$g34;gA$I$td-
z0OgT0#X1J&yPO#j*|UGgBiRu-X&vwB3%I2Vx)OZ3rWvvI;2hPB6ytgEI-d;B%H&2a
zSPfU3k03h7_)UzQfDx(xCYj_zdPr!{Z>W}Rz4`Jp>{j?sz!}%d*Rtqa+o%+i`Mxqi
z(t<jJd@|QWWm?;g{lS5YjHJo7t-I7j=iO;?xR{o`@1lYTAd0YpN%;cIs=8syNuz-m
zMIvtLAhy<hs?)YJ(ZnQkmd-iU^rl(9C^>jc%s=r_*gO+)S^<wWiDk}(w;s1jD2t=q
z*Zt%Np160n=8d#1=rwiO+hi}m*=Wf~`%0NWQ>~#XTuZ|<Y<*nVyZSS128M3EM<DZH
zmyE9;X+06=tp7)oQ>pgq&s>fmwl)Rk7N>iT-YP;E(Fc0Iorw*byVB+4u8=2s3%9q+
z52AOLA#+>!x4S7&=r5+IPHzE19=t9^V05wPYNzv^wlkB=(E*Lo+>Ki~{F>v<{h2pD
zvA@ITUr`3*Pj&RRV}ErR2w0Gip9uc`tTA|*<Ne-TkyS_DL!4%L50To|<NaeImi^P*
zW(Jl+u>YN#*BCygT&$CKlFq)Rg^XL=W1`p$qO{tg-Oddy!ihs9Zq;}+)&ym*=r-rg
zUYndi-@6rYbsSiq3*GBa10DWdawTlx2oqpjPXdsL4wOO)i|KG8Eq}K1`!7(&Z;$iu
z?pMwN=&dkwC=WlvFXrE~8ddHtK;r7VW8$O_K?)df1?qm4QX!r9J6w!#Jd4!4lR%Ky
z@fQ{AQ+0Nqn%=YTrasO-;X^Z9A|DKArH`UGXbSeh{Cm#``Axk6?5O&sCLQev;eqtL
z*?GexJv%pB97Nud<$WCvY_!Jprar>oU2K&6rohNa)3>U+`eUfZk91TP5+Sg9CF^mc
zcrJgI9|*=|Dl&;5p5kIF7atjo(>SA-c4e7;wLkII`m6*5JZ&ur)+=Fu)s8>eJ#%y1
z`0>NY;*&C5puaD6(vWfdTuppY>?mU5?30j{QlFzhNM~z8$`40L0>v~Y-meksH}O)#
z{B<ofP_1${Ww4PhhV}-ewzA1>1$}(b+2mW%Su2zt{Hxg0Lr2QS6}h?WW~en-LK8h$
ztIl28C;QP7xF!v9ipTtxSvfgu(3M=Ef1ZZHjI@-D$k0S9si(4nK63|8my34QCUO;g
z^PllzU(JY;O9N9w*h!k!6pZ^bWNF(W9yvY|pQc!?Q9Id=3f$?x@sgYO>Alz0&Ld6@
z(jp&ha(Le;hbqk3o_77XmXyD6UiB&xcXD-q^*(l`f!yWnD<ik<SNJosc!$xm1(P?C
zAM<1u%gq*|b7$SUOZ{I;)EhgVafWX}BYk-~_Rnh#O|Bbd)&t)0eBISKIs@ok?x?Lv
z?`bJv&a}uZB<7rN$$nToM&yTZ$Lcjj_a|r<&N%eybHraStDMgPdn>ZOMB1Q38%mca
zp?h^?n+lRBh_%GtPs;pz!wmLU^7<}ZQ-a*Zqlua>oI0|r>fL_#+(QKTgw45qP*88@
z4$?sT?Y=liS%f&vuAk<{p?)Ns^-)ihOT?=%@c`zks{OpE+n%@WB1CJ(6k2GsjVt((
zc=w0#3zK*?_HuEjhAb`i{gxxxUvA_iB+*{b-}a4AXRn67m;8;;8`?i#%$>BmM;;Kv
zb;@Tp8dHTLI{uhr%{WK-#+bib-$V61gT7XCZ<gzfeQ}T(QDXFi<N_H)NJDc+_k`q}
zUmB^K2N6UAT=7%mS?CiR(jp(q6-oFqsXO6}syWVw79e`QtIlcUCyRZv<&4XE&Qust
zAnt(Izej!-aj+Ivg38>#Nlui!UVnSMet4n_xVdce+n8GLGjI*@hV7G3b5?$NFPBMH
zntv;qsNi8*$vnX2;kXwn?azi1i%USnG%0lCqGTxl_glp6t8xU4-14PW7FTE3d2rcv
zUcYx_xelX?k(@Yb0%-rHFmEbnd-ccdUzBw;33Q3*b5uoinI)7>9p9ADALMm)zFfmJ
zWj6*l&-O=u8m5T#Uv0GKjZd7BTN6HXADZ-hg|%u!%oT`|kXGWk3ncArd}*k1@KQg|
z|K6qsNAXsny_psa3u5MKlYC(tUu1RKKE@-8P0%_z0W)<0j%%&ur&bB53;}GOzc6|j
zGy7Kd&6J^&#7bkAmX{sLBG2c$qh3zhm}_#xUr_HaYG9vL7F+||o{FE>jNf|Sp0@*`
zA`oK3N7wf7AGGrrkixUs$QIgi+2e_NLTyNW!(Pwt?sPbOS(1i4Sx5_M2z7mrG4P8}
zd-BRY@iZjnCXAS8if;74Mi)3VmOwt-92F(MBHitunOHmaUR)sOiM>iwiZdWZ;Yo1m
zBNp#$FlR~9aI&`Evx!qEZpM{f#I+_yum(>uheM2W0&jinHx-BF#b>-IdM2CPHxm^(
zzb9ihT(CkWW#l-iGhQ%`COeo3P?4ToD~(VvW#-LA0tM+7eFmPGT#ImDXuVzR)$HNk
zX7vQOX5?&KP8ih^l_GYr1@IQ3Xq)fC&WG;e8efz>pr9+Q^C3NN^vt#$*>ID#t)b53
zzBN#ijCCB`4phk=oKR89J<f(mHonmUdAuJ4*`w)K^_Dtc1_;w*%83SvM{F<EpP$!n
z&<Taa;)7T9*xX|V303b;R!Mchf&rqyVOT`ct{`JyH)KRSY6W~{!75hy#Du`_j=Oi!
zj+<K@17pNu?~NHi(QEUj`8ywfD@&OW5-z=k*&X`Vvov27q055;Tg!Ii@F;n%40{{P
zVO*^!zG6}d9da)7b0}<Pp*lpKdP(^|`hH4`fskF2{iN5+QsAy9f4lbysl|F}LF78>
z#@`wfQb8Et{auZFco41aS=`idR~k##{1w{A;dCSqIQWN37B-4JIq@fQ>2*e!xZoL-
z%}~`Fo52UgQ?tl`BzZ&$Pq`|h<KX!VdYGK-dF2&kW#_)AZ^B1mU^sRjDM8`JxSR2v
zlpGAJh8;_A<3sd9MwKBxt*prJ<@Zd5*KnL4U@1z>n^I@0O)5Z@s`UBXV3@O0#FD!!
z?ZZL+y6x7jna3IXo`NUaaXqWPJ!_0=qH`Kc<zj0pbE%5SABY)V)-SR=Ycz^Pb?fvO
zs9RE%LMJBCi=qN>$0z0A;pQ(+=g}Kpt_6{|8?!t6_^1L^CCe?!q-N1@;{N;JHAqU*
zY)vEe*yRJ6COzGsjqnKL&@gXn;T2;2ceBq!l=X3ZCOOHC+XeADbi-#0&Q#xT+K+dp
zyh{NS4Os4Lh=Nj|go-}}mtCOzUa@$(s1#ALit|(s1C;usfo%KSc(=yzFce#`Qj;UN
zfkrNHiL4ec4^Ch8Yb<@-EQz=rFBcPQc9TLBK}z}vWD$FUet+H4jT+tXnbhcU?Fqmu
zCH2X1=&ix?tKp>Ibsoa#eF+Hcot<CiSC>c7JH6dg9bSKE_2VaVHv0v9&F8R*<kiAG
z*&E>`W&RO8w=X%-oBVM!>uu1-nKm*r2eemldg))$Nk?)N5Nmbaa8JTDX)6qAHOu{!
zpBuP4%7w!1?xmjV<WYcJbw^Tf*I+dBu6eht1Fc4qp)ugPsQ;diMmU=tNd(Bs{Wo<q
z5)E_kHb6OB&Z`k?SprUHiZBnYp)h+USXu{URfLLThXVWX{^GPpP-;MC;#ZpOMF=;J
z)O?R!d`I-kIa&v@!h#$9?SGTN$;_9lGNO<s$P!N~JGzw1r_D<L&0By0Nte;1^QmQ&
zzu63*apd4+DX=W@?eXGD2V3#^F?^IGQ?M(qx>{(EK%c1G@w=xdiOFz%ZT-DJOt0xw
z6=`^dGFu*FjFz6&3;rtSyvfp&x^G@FOxAv8oC(vKcyA9bje{4;-ZeWW;L^_c9#nRV
zrE44;U}?FWGzJgtUQ{@dWRzS);9IlVj%NCFk>tw<`g@jNp<@N_Be@3(!gc%n_@8j0
z7QPUIMCq%_W@SU!eM6s;-wQ^=&D?4)@Gl*zBdZSmzHr0ai@jC9rW2p;Y8e%q<3995
z?ye!c&Oyt@*p4hzeb0>bfonB_91Jnl9WXU>>0vP9uL(xBMBjn%X}Mix+2p};Xm`kr
zURy01i+Mk*9%dRmAJ_7oKYX<)qWus6W*Zo?y?FTgeC*4Ym^I_x`wQc1DVpQ9Cu}r^
z-O)o{W5n8uC-j>@O}O2l62JdbO1I5J*hW!){rDq0xN1k|t}Bd+n`#aWT)lFz_ektE
z#@)KZzpxfof*Pwar{Bi*r>%JZGA?Mv<dUy7%?m0*GJHf1DEH6mK<3q99fhBX;6%?c
zb1>v>pP@&Z4+p+ZbR6~weirHd=)zngZ6(@6Y7s=6{f?g9fVo1r4BCK&tMxbdPDBT=
z$tMzZ^@c%&7AC~eQ#9lEOEP>_zSu2YvR^lp6&0*cbmF<)AU#W^P-Z}v6_TK+DD@m6
zCz>^>uMv^PH70jOh<WNhRrc{lvy)A1Mi(0IH=tG>GgoXUwrr&f=I;q==FX&Wa0)~x
zA6tz4KsO)dH08<kx|@`E_1I!9bs#6DI&L4LN=y#F>aF&C^Qgl@5Yvha2sm9}PZSWx
z(L8X!Sh$_1BlJD)A^M%6+Ch4YcS>>Xg12!2J?KHAQl@gVJ5EDOc}rHQ!`uSR5Lx=k
zO-uptlp-9Vm<uq(G)r0Io_?v`Fh6O@@YSD?Z3oVK*2`acE6Z_!^^a8nZKq9+?o@@f
zlJ_;sj#Inqog|5I_iTufX6<1tPQzS6jz!_mS~QIn-+Q;8CmzP>HgYT(LTn}L@(4X^
zXbziKg=`=>j&lzM0d3`6aTjxFZ!~zzmjh!chm#{_+J%tw5Do*wzkB{!6K0QXZsCvk
zGyNJxxknoZ-^tu4-toh`*7#_qcj61w0Xw+3y&Y*chl$nLNE9IOhN_h=|0pKeTGgI&
z+e8|UADv|!q!Ua~!iC;U)_T*RXWWEMFcb3%uTw_%b(o8j`=^vp&NdoHe@_462(==4
z!o;c4#MWpVvfyyT;SU}jSwOFj?js=e(IvMwIc?r(Z?(c7rBgnAmVU|VDPllMp~vfY
zpBlD`<rN12<p2k?kHYdDmchfkentwt-vo)NZ8Edf2*cNDV^}H#0&~|{g@J*-H_jIW
zR@S((xBmR|o&NTNMbwR#``%R~d!zgyw9<j;dkGd19lbzkmTtalWtN=@neeYw5UAbW
zWxu)a<ez0Eko2QR5iHnF?pziTDDQ_h{w(vk(m}y9+YR&SslCVanE%8{E7UYPf9rW$
zL^PCtJVB*Kye6HaGJ9Z)3+-MBq6RmlUC0%<7mmN)6zHeC(`y&J=pR$BYQ}XBp?)2T
zNccCAk|IVG`C@i10~Mw1DEX1AtkW1jj1+}VtM)f%ti<3;OR)&_0DE5D(Y7A#pRd;Y
zfkCt}<p@$tJ_^#lP+YV^sd}ZEwWr$rSWGcTXI}2^ocJZEv=9PRj~v6gbbaK(^WoFr
zF;)VP+fggOlpEDM<rx%vbgjyUn#}~{l72mfapJe)?#-$u5gpDmK1hVKO!b?d3vz26
zcQD33hNP5_!&N&G;2M&z%i{sN_1K}J{ML(*kFr^hioGqFTowNX?jp-5yUQ=~#5N&x
z$0*&vaq8LoIOc<04<-M%&nrBVa)Yiu#ZV{7)!FBX{I|q)^u<A6W{al<7|*zFNuhB1
z&+o4+M$C(SH(T@`udQE@wu{jUMnAceg00=5H3m9f?rZ0IkwA~R=oV-EQa_hGP%qu8
z`Q%PJ7SH6Or;x4AE77XazcM#o>*npx?kC?ob8(P4&Uy+(tJ)p<rU#vt4G*!`w_K3F
z7s;HBP${`SU%(>EJ2=lK9TCLxXNc@KT!Yh$SAtv>hfud?UVE3IPM9qvxZ)|3%${wv
z>wAA|Ne}&t0ztkR&2_X|SVnekale;`CQTVU=ytO#*$$jzbU4EFxR7QddS<YJ<{PV^
z$;7-_C2PVS@6>j25=&X}8VsX`H;DO6^tgCM57#q-{|jD0&^#H3>+stbRtS{HT1zCI
zn7sV+nQZ}}9JyT(b01;op{}IZL_|tR_nQwEvrF1dXY-f7ie)9`cJmx?zTy}Rj>ejn
z#1o9nZB7M{1KHcG;_SC_FsHv*7vHJek(<8WW40f#?#cgZ^Q*E({Jnk6mFF+g`}5j!
z*GOe3-bJL>t4Nk1GAzxv2Cgj)IX0|b6jt7<?yD~`p^2PTjNnY%hi`TmIR!u3W2}R4
z--H(5RqcxE_|#xsBNzkj@?O%VM=N=stjiib=+fCHM(3i*{fmU$?;|}UtpVg)f1;pS
zMu;Q;?^f2GC!WjjHl(a##P^2QVCrzc)t}XHzB_UAx9Op43kf9*$~h2-aP+NpYdUy#
z#d%+Vc8;X7vq-iKX|X4zE@K@H2nZRc==+rb#7**352+_APD&TFSzit{{I-7LOj7BZ
zj8ZK!MkZ-Gv#Pl^Ne7eSsf*~QMhoXkDn(0`!|j80tQCFWq+-!{XHv~(j?UqqL^HVy
zY}%bIggnu5=U)HX5qr4yRWjo6@p8}z5NgyMIXOYFLip$Ok_6{ZTm`K1@YUp^sxsQ0
z!}8WdbVRh{@Dn7|r;6dDj6$6!9@2W3o;3Mz+P?fA_W@IXMo+mW%ufSDDo(97bq;pf
zuvg%J!vEO%Iw6S-L$)NhuHyUH<!0=q`swo2@m_Pr$6W7BX*fcq9BxCnL-MM>lBE(8
z`b?9|!c~H;El%^+`;B?zu9n7=8vulPQ)69RSVG3Xtd>SgZJESFDu<o^?nX295}gLa
z-g#}heR>Xeb$VN_e%bFiE2|kdCxb()_NYeoKnV~djGWcfGBqqE2;m<q?+7D61M`+U
zC`m1H__E$CMEg$odh8uIX-d2_Z}v6|W{GqI6*Y>o_cVe4S#Yp0Lx_Z&O87JH{@)lD
zCOy6KTY+?5;pz!*9aE*PHQKgj_rEi@LpcxDT%N3Hk#sOZKbTr5Jbzz+R>r%|sc4mF
zdh4{e&+7`>ZV=#GK~mx7H{W7NQ%P7>A_-j$$%e3(R9^)8mclbfX{Zmys|m260Rr4B
zcD(X~V>r0kUd^6tE2ikK;U@2!4GqyEJ6Rit2Q039^@7HVu%xs6usYxmuuGNm*a+b*
z6rT~^We(<;Yx*zVTuzAqW;hm0!)q=l=hlmR=xwW_U*+w|>E2RmIIuii@2X0o*B3<2
zdDe=^d}<C`jddv;9U>?pB7)J*>l5%Bh|*S1IrNX*pfqdYqX%sYXqE%v;=%H~&&D8+
z8B9Rm*~qDd0+LTrkF2~fNeb#9#WrGQFH1)YvdgnbnaN$0`?2Z?8Ta!n<@~<hrmXzQ
zNJqupo3Q#v=UTS6U8^-yAE~rn?Dlz)b(xo4Fv<C$6T6{0c?<?b-;qRx^X_GRB3OVN
ztgWv!<E8dtqI+zIgt-8ClgtGHRZJ*7_!I?mQ1yqxwJ9$0ON`=mD%y$Nk4>3>tIF6)
zGkPGPL-nD1fE<-6e@B+n-%UQ;kLzVKKSYe-=*rQzF5_8TLsoDSjXV1l1j-}u=`8AJ
zMrYRponJ%QseAA`dIklL`wXHEZ;DGRRo^}}1rxWp-NO>NL&`U*$jIB`H9z={arot9
zG&thJ4l_di3q{aNC%!=$Px~%NpYZ~ngyxLIGZdyZ>rc7k^%MQ?inB#!oi}_m*^z;F
zU&mRGYZ}}Dmc~D}R)~^Df1UP?0UdQKXY(24#2*N0s415(6=Y^hdzmYhiimMu4CNz%
zv-bCPF^uM$@|%)wJP$B7kiMQ=ukCDCl6cI1;#y6R^U<QxM;{{lJLi>c?@+luLTSE4
z{`3TY)Z%o(0vPgxH>Fs}TnfC(6TeT|1Y~<C?i!;aQ3bs7_nZNyH5`iBu^dqg8mtkm
z>@|^3<5`H*b83Z!bk`!Z%?K<zmozuJBJLe8aQdAgTk(%JnCbC=5X5`;ldm|NZu~FG
zSWcPL3828CxetagM@&VxUFqOgoutqea5XD)GKmBS-?+03lPb0J45#$f(zm|(OvnoJ
zyO{cl8YV6EeTgCh3Ln9BR}{P$@K`=a-a!T|kgAF_;dHDLD?p>zSu~6K{+4Lf7PNWU
z<;C4TOtb5vo?!^M(PXV@G*dEJeJwHnCek>{RWCllnj{SiwRX}tMdf~_6CE3kuC;cU
zGz_ufpF8q+xF15f{AD<S>ku5m6I;&Ma_ly1#z|OaYkP3vu1`Dy=#nw+7L8)JO?Puw
zp$dC|-3FBmy`tcoy+DFh34vhlEG?4=gMd{a-n5l8H>AUSl2i5OR8XW-cg<WyaXIeu
zS!YJudA}2bYxjV<{me>RW>XL7A4Mw2iTYpce5v??tKn-8ms|-$C95|va<L^RR=UNJ
zUv@Ld9bBW-F3$u0Tt=OaWW_91DaVq<nUN~GI(KrLfg#*@W=@vI(e+XbSDIPKgKEHE
z0TqM`f9rbEj9A*G1134ekpzX8jDInU-$SMy2J6LJTgZyEx-eSRlNzG>-g)vrTSRp{
zkyZ92S1(`>6v*DU=7wNREH`i|{p;P2I(1a5%b$&0VRlG}U66@H)Zm~*Cs}5<26Sv0
zJCgyU$=a@WDF~j%RX*xkylp>z=wt|m$p=Rp4lyByw03F)v{=xm?!?e7fT=$E9j>_h
z*$ijhzP+7)<ctoB7d~l_FL-A_A0`0OFcF_?O>UiA@Civko!z(e?9j4UUYcCdD{>jj
zKX&n2Ar-Xp@k<UNn4>0HZ=ivnYFV(Ai~5piDKmqfL&g#@&U<)bRwV+9Z53R=us>Lo
zhbtY9*wDIqV^Yqz8&I`GP_?=0j={w!6u!cvIX3cpukX;zQkh{r`{YS*rIB{uT>2s4
zl;1`!YY~qgH<neAm@NCyaQSbys;ukNSZ@+zIw|%_L!#Eq`}9C}I_cC=feX*#S#P!D
zu>HxEbXzH9$<$(^5Wr5>zvV*GhPiPl=v2-Q=(HIy{#_&UC?5ZaP~X-{L?_tvol)^o
zXqnIsT0Z!L{;B=6ah8;qArDl+D!x8y<yJvo(@R<CtaM};FSW)rgQInK(e%}Q==`rR
zEF-<Hm->^qmdyK+$NBr$e(C*L?9{%l_O>{7_VlIKx9XFXKe5<!9<N3purYY(;dPW}
zOszao>nDf?Ahmz3y&Py;VWq~ciCdXxDgH%4xU|+PaC-zMd7$0gGo%ps)Qp?%4LV6A
zK8nlL<z?&HgE0*JaN00^^i+;%f_dQc`#4NNAbh9T?;YXnkz^5b;-%6uOZ%U2QNPf^
z=psf6bMC>7fRN9~_$NF6&^O3FY&14`gLh{Y<pnsC>#Lekn%KLyd-w6{>0sI_nA20H
zAMhJ9(u1@-)q~u}7=3HT>yx79ktl(P8*x5?lNjFoHg!}zHLgPjS%bL3zo;&{;sL4=
zw8JkXbb!!lFD}x>Fl4#+<8@E*TO;NCXaxZdNI8N(EcWcKb~WbG(u3@PeKAz%aCtH}
z&--tmYp?E=_%0_$nixHJ&zqz&?<Z<Sp8dx^xMC?^^YRF;JO}KAKkuiEE|D*N(i$0~
zlxj2Bf1Dv>5#Eq^coNLb76z4(x)<y&P29(R@+>Bz3eSMVD#uN@_%Ka7qaBnh1|xvF
zy&h|xTO|MEY0d)*FSD?y2m}I{h9Vy!VLCXMsfqwc-i;=Oi7_k+ddzVOa8fWVhk#JH
z;ViwSpfb5&vI`>N^WEcjK>Em983pSG7OY?@ZG}%%ZHM!*4>$^NW?kj_`!)yk7O}+_
z7U^NcLV|Q*s4=8?d>K2F`>~}$HsYBk*++z~95{|BogZWPDM8%(aoP?{No*P1fuj4A
z@XUJ9cFsmmW|Y-1Q&wTts9BBt=L>l>nZBuk+!4?$#S{r2T@<QqO|rc%4%|n~a9<2P
z)`EF}F0Sy*l9IKVucG|?Bzy6lvrhRa;c+X|t_3_oFo-g28#soKq_*dhaJJuiCjnt}
z7A{q0cF#xquCSeD<8bpE1Om|$q6jHS)dNyk4o>Y%N-kbRtaeWd?4QKYz9CTuz)y0{
z<uIJhnSbTK?bI4r9*jrkKuZKC6*Rj<*{fQr(2D{WRgl-k@I#vmVaYht0>)|$Yo$#u
z{M-V7*ko=#4=?+kkOaT>>a;#hcThccD5cnfv7$qCG_jS+NzIFIIJ)b?Z-@xr$H?1H
z*0ipXS#@$thVhQBK1~w8#nsivPCC+09GGlnNQrYddU7HJ*==Q>zqWkwI6R)vK-5MU
zhcKN&?J1Wr%lYS#u*2tB&}7|Up`JJ#_F?1;Mx1S;jLO{F>}$$#7V^MP-k5rPw?_5I
z+(ye|LSjNPRkF*aEYr|@JzA7*Z#1QswIiAg$)lhS?bEz@-mz=SZj9%PzP$?6Hdwjx
z6?hezjT7KB(49QGqaKjGFO)~|90Ydh7_{?IWw+gOT(;Ek85{<hUNUjjvk#BpI=9BG
zj6s)*Rkj|UzrUdr1gjgWaZ?kVwNi%<CQG)hO)!}^(9jNrLptY()Dx8;y)k`{=bPd*
zC0lWd3VY5{BIaDmEP-6^I%FE*(r#dGr7aypY&k7tOY@<L=GCpiyy*>&yJc!%z!bI}
z5w_^^jSZ<zGEvAKQO<B`Pah0O>1`Wvt44wyHzNsS3PyqxvG?30tEnXQz}D9^1>@0)
z?x!$1B7|cPrM2IrLZ-Y~^^lLe-d{qoUz2eCAQP@lwILW2(0PF@<xh2{&B&3>4S&-7
ztfNI#emmU-wf1*yV2VHcgr1qm1hquEMa(XlhPqW(SHy`w=$~eC*{>+MfgY@ee@8j`
zGv%KVHAn0n-rl+7#DD5&X;E%jC@s;%=?4J^AKzNiO81(_A8P|L<{XU7ZGDQpt2%Di
z2*_cv5jOg?Twi{74jSR=f8QK+)}(xVXt8QQl?O()3koX6Z7PTZ_rLK+hA9J<TDI1J
z)9heFTqC@nJuALz*#ETghJ9CoA?V7K9?s~Rc{mA|nJ)lWspyNb0hVrlKK5Y=ISuph
zkXs#+%IZQ6f#T_67r{acI*bJ!YV73+ss@US7`E8ybZccuq#Nt6F2ofmnr6?Ib+;I)
zz2Hb70BxaAERFuYfAhJ`R$)pmc_zv7#+pj7IDli4F+%mM^Lm0WsxV$EB!{D4N8_U!
z&MqF#<#6pPYt2ipe_Km_=Aw2fDg6RYc8qi52=vEb`6Z<wkLJ(fJ~ciDY<mWYGdI4N
zY`X9YiEyky9+UHRWQ$}AjqrwP(P*6LP8C?}(7HV$9r`w#O$(!iI_BLI=nW2E+lutW
zZ0svL9BGMRMR8VOCmb->@ZA<eQry|ZCs|Pc{K0_L^#_fI8|!s=VW{SW+TN;@6aXxs
zdI`0G4yEeoSosq(Mu_t-#Y|Eq1R}r^Zthxv4>$vNBQ<=onXP<Gh~#@)c!a43aubOS
zlT<&UF2|_TLY(!gRoam=av0?kYnSwNtbUZ}3jZVew}aXJfgw(>%WAW13Hn|lloZoH
z5>$E?^`2d$#Po`r4IOR1%j5V+7poh=23#I~)l0?15&0AcS%tegkO~n{6d=r%2)_Y^
zG^w)^gJ}=j%l1@JD|tn<+{D6%f%eZBZ7l2iScA>rOf#)t)qvyWrx+swS=$TL!9<3W
z4fsAw!LT(Ze-Y+LSWh`6UX7QUoabi__CI;sBtOdhiA%8sHWR2iuy^Blesi`Hvt*U0
zKU#7}fy!KhXXQ3{RPg$6vH<j(kx~g815PD1^|20R@R<V|UXYPydPe5x+{h(clMDQN
zz>%6<TsU-XyOs$4)u@gNEofoI1*%4+$8=xqtU~ljkq$>t>B2)&>J|_dMgUX}QRrka
z@?ySaa<T-lQN!B8*bwOaYoqe`3Hb*)0FF(H86yg99v%<RYfX-uSJPGnIa~Pd2gmA)
zt=12i(E;6;;W&n1m!l*b_f9uk(q3M9GkgJ^9E_-w<#C&2z;CmvF~wp%P!;?Go_Ub6
z*Ui5?BIlZR!MOfb6dsvkEkUtvB6>Q|$7E^quD0P<mUN%&txs1Xm?%5S@j6|1y(N2(
z<mBYE0Bx?t2pSm>{QhtZHoMmEI(u;b8Oan#E3ZVm5B*syUr{oRgdE>9qa6#KT$J)U
ztt)U@WlwXZ6!l1vnn{uJaUh<q2;fhw{ap0>$$pLUzkz?^+Mjj%74`Jsj6a_(ii#Q4
zS$)@JF+;E_3J#h|vAms~tEsI__CzP$7I$EEyFz}dSCJF^exZOp{t;bksVMf!rLmTO
zXr2;=zX_h7mJu#WS(-G5+pD7a?yGaS>cmA`^J&(BkBMbR4q$26B-iIP<w~z1e|tD6
zR+t!W3$$@o9|!fQ{Ge>D`0|ItdQLa?hg*A;5J0VuF&uB(y>%-g)9E(|#{7DacH~}v
zM|O|Jq@R`;s71tdiibcc%0zAgfT2|F0hq3IbA~e&N<!N}_bl^aH;_oKbh{U!1Z?9I
z5uIa##MYcU<k@EeI*-#<Qtq-L<9~L<X&6^=o+52e^-fxJ3-Xn$24n`jRiRal%4rT*
zB5B_~HcN4`+du10rcxCqf<>c#$`YW;gR;?gNLV0~C3QQl<Ke5m0-$@s{P|Ji8<Rp5
z6}WsUr~OB&f*l&O`hGrvz?y7iJtHh1e|w%_ssyORvQH>0ewOOTa7!%|1Iojm;vgU+
zI0XtEid2&7<AbM5<2d|h9i%*uX1pj6au~N=*P2Ep+-3)JL1_auja(vd6&WQ+g(O}R
zZd^Tho%g_BJos6)F;3~yO~4*lT>23Z0Bc$_fj|jEOG_)l=Eaizw%tOJt(b!jEd{6Z
z?|B+I7eFoiUsL=^?^0;|We8B<99s|Q1fW$C_rA`25hjNV%aUgJ?-m>@z`pq3V~pbf
z-Tj~6fOq`YQWO^;)BpQAkZuqmpExe@`Sa)Y*T<vdr6zPBv{YRkOQS?_BaGOQf|a#O
z<p~AmeWgzAS5#tNRc-C?VT*#iyddVE&0mq(nkmN5#G_KZa*%sWzBw#4)|wBY#gPa|
z8XA&jlx#Tj6L49gq#6eZP|L&+<atsJ^obh~E8pxF#{Y8Jl7ZTt$enn(TO&_>$#L3d
zk(3i0vR`TaK1AjlqskCcz>xN5_m-BeQj7WRsq1a@e522|L8WQwj}*EH$lF^0%Cat9
zl>tP9^==*L==z+#Q|uXW!XxYIUav~vqsHyY(){ZiT<|+hO+=XYP(T!XRnzLo&Ac)B
z8Xwibz`uSpxa}#E1>A4kzNNm?nzuktp~;paA}02Jz8FFbl~l|X&1UyMPyk9g*xK59
zT@KR=fcG)FUQV3;-M~o{%XxMOya;<|XNQKC_Tt1TF!N$-2pa{?`{icd`({@AVIuIg
zF9MS~P1OGps#B<(4{p-{A-vDR%Bs%m!mLCkSJ}gZR}z7ViRpe%>}@zl#MkR$0DpLN
zG-<Dwf=hKiED1JP;`Q~e%e+?SqnunmP-tTOZ1b7Qt%l}+<d@%rD-hw8o}TXa1f*El
zaEAK!{rf=R+g)JNw{PO+=G12$cSd7RENpC+M{`wBep|$ACeQa5Pz13uDXjW~SpsfQ
z_jg@yq-%WCH>2WN$eznC@bMzI1lq>_JPQj8;`Q@P?CkOI<bK~MrNW?UY-cN)yU5D}
z;WqvDj|mzY8kYU8{s6-sDBsy*2Z(7(KyteNwmlpuxOQFNHd$0evpb%R++CU*Ky(!_
zUu}#oZe&E3M5iQp^1xi(jukXDHFZk~IyfdOb2A-F<1Dk?Ge(vvOwg^fe5b0eK9y>z
z0Bw;s9-gGBsab0_fOL6z+5CJt`ZT{jf$-nk3JMC|mrf&2+E9Qmw`AkV940#U<@Cq@
z^haU~`3KyeZ|GFbp)JW<&5LIvi_|Wih+iWc5($s@Kb!-D&Q@jkR~0T?x%9}_Tuka8
zf9yp>MIliLS|nv=E*<bX#3NIhjl^R}s%mP&PKrLeF-fca9tQMHIH1Q7Zj^XWcW3Yg
z9obXsoRfQft?oyE>#We-cE@Z~D8Kpq<5EG{`uch($bz^b>qtgcmfzy-3c&CuT>Xo#
zyn@rW1}sm>aI3(qiwJle6J+u^!Tk%^d0EZH5rg&?_3ALn@!lmIv*hwzan}yacu1%I
zugUwDfFMUJsO)EhrQ6!$y3&^nMY^C{6Gg!`fUx$JDKOR}>2t)Vxsi~Nbn30ux^C$Q
z=EZZ++1t<Gv$C=-gQt~>ii)l~5^^Q}CkI-KY=~5ZFJJ%y)?vZxys2^mq#=@6F05=E
z$p*ld^n84&0GDst^X+B*uLo&=EGhJ&OPJ}!<{SN4o{nw097MDoM0BSXcrf-PwR3z9
z8F`&nV|q;1d*I2BKMctV`T_(q$sG$EK&b|NXU}_L?7@ek-*VGvvZ)s@^MuLJ^Hs~H
z4Wg6Wn3cy{_M-;OdMrL*BEYo%8MXFhOYxV7cA^*$9T&bD<MO-T2;T<_c3x$laX2nF
zi=N05=|H=PRvNaY6w1bb@P7mYBF1I0#%xJ(>Lbn6t3lxVhbzFf2Ji}mceL68PgO#q
z$7U%@IJ3-Q*VuEhk(rV4z%^`rm<#pu*}ysn#$Io^QNY7ztt!3H0)}Pa;Eb!th=e`G
zc=+R^4@K+q_=@M+%8m!XOy(=C?&8;33Ce)Jp9qd4_+Wt$85s$6yiiv<?XXBj&TCJA
z7foC8(x}vSYMToX=fKtl6o+YVh*5(s5dpM2TfJ_BEpBz^BNLSI^CtdM^e6e?Y4Kci
z^)&!H6UQ+tDjKz?0s#I+2$dww@f6HH@l13WUFtWxJzjuHPEGanaS6Ek!}sp@#KhSz
ztrV~&>P!n%jn9qkKdON`?R;{?V>coR$5Vi|0eb&=H09!Ql-=`Tn%6)$@b&q2s3`6~
zivM=>vkfh2806r<8ZY+h<!dAjeCvAn<8<yNTvSrxy6`#G-D_o(y=&~(=TSk!o7ZjW
ztX#j#;ajsrK-L3tqT!|2Z<MtOWnC!A#|~H~03Oa~G*sR}*6uX54SCkjq@v=#@RJw4
zCJ5*xg3;uZly>yj9`XK38Gz(1M^jh<vTHYD$6)3D7o*y=<inr+usGj2_<sbv*u$_2
zN9LapNlK~&1Sq~`XDMF{I#e`h7dGLy=PLwCD6hS2&wroR<=g7O7rVFBARKLIcZY9}
z$^c}7<I+X_1>=P;5k^zlt=?W=nhn?hsgw5MGZN4gw2h5T$7<;x%Pk<-+j1ZZ*ZyzK
zm)2H67Chw8&`<-H0o)Hg-ru6`S|;%f-qklY4z{&SK@msT1<!a!@jtN3{|`qG`O<^`
zU)Tyz-+wT>srY}v@PGfRX8{WMf9?JMLv;&YK8;+k9)PI-!g-$>;^}k!e)*H5i(F%D
z4aLXHPQx|q?pk&N3s=B^q$2u20}$iO>fY6a*aWdtdk?S_0|4oghHJ@BJt*A%!~N{=
z*O#+EYy=pcR<Mo1SLUD})ty91!~Jb%oeGAAh6cBca(m1Rz{sZZQgU*}xh90C58U9<
zNY)c%$=<C;8$VOw8~eGGE(v6hzq4C2`DA1?p21@WER})(&8*9klbIRSzc6HAR@<+q
z6#T9-*J74BX%GDV36VrN9%(h;)@)HLZla|(2M&VP<#Bu7D}Y4NKR&?~?u@1u+7P+z
zjSo0B4Y{u=q_Tb98Tsz_cu>0RI?8HcX*uZrmI&_r$9gn!dzgSaP@<FxmB!~}w0xJF
zk}{aaX^tTYFvDT<nQ`LyKQC)y(bej3<YhK(%NoGcGxPIq(@K1`_6r~8s*NX}&bm}=
zY#0+hhAb}|0J07VfUTw1jEV{-txBC90Fte3Y$!Q769~C1Yk)`WdG(u4$}1{1vprW$
zCvrr%d3g(Lh|0^$6?25s?S8g|0b*aYYo5n$4g)Flql${v^*+SVaStr$eN@%-x7Hk<
zhld9ySi+u{7+54692^esON-tAkF~c9tMZG!MQKnP5$P_aTRNpfBn0V@?(S4lT0uG_
z1?g_2yQRBx)3u4S_V0hrJ@@;)A9x-gcfIdgbB;O2nCo3@C^=ZUK=7yr3@Qg0Wy9eV
z9%h|dj23;rAF>lgn+9KL<tF4{*eY_f8jKYKHlsWb6}=DK-?y@By)|<?UhMxBBNDL!
zv0urrsEBi4_6+rfUY&wzLWu01*n9j~s@spw)+|Pgw|4>-2JlQzPy1Yq%fM*EHehhO
zYEVAAMYQ(K{sdM0yh&Ra9obXym$$aI4(-*^(Xq6(&1-H>1A+DBwOYPQ3Z>}h0em=c
zxE14@H^zUzJoB|GrcEFHk7K$l_EPvOf<OhcwiU0yO2xzTBPE3xV86fP$*Q=%@1=%x
z4EeB0jIgww9c$g96MAO|CJhc647(oBGoRjrKswtRY<Rd@P+52qgfw?njf$YR4<&PH
zSDHTa^z<zJEiWhc42GPj*yNjFpQSAjkw&{?*)3N7?1Y<raWrt>2sv^Fk6@$qNk>Oc
zQPFg+^0VSk_Q0+#slRLNuCA{5FJGSS6=b^I-c?s~lVYKQ(s;PiW&jd&>e+wU?4k?q
zpl-!a@OsIe;`a7-)`k~UmX2U-k+5!KakLJa7$FH|Wh~K$J(UG-kBQ02hRc6C3!ykO
zCECvOt*L-O1Q!>VHby}FuA3Co-r|OKii3nmU{Kl44kb4}oUH(Wrth)#Rln|OEL-wO
z*rYQQ8{$GzHlv`biVJ7(c$U;~SUCvjMu%Ayj6w5Q;m_zgW5P;k6ANUFpq=ckL)OgE
z_uNs0|5!X(5(s-9@Rs=v-qa|$1bTR!aH)DQhJr(eHeBW-q?7_K|Hj6~)*7x?{4)V#
zwz7Hy*q%&5@65p^EUDnYH6h0IP8MH%R9CNlYAT-dP06o$5~QQc`v?`)*3=|`1M<Lk
zIrRU|GoV?j(<5w=w(yZ1hK7svj!Slk<CF)c-dBh47Le>S=tKG=1`#I`92F9%e@7b7
zg?-<>%R5#DO)#2Z$l!0l$&<=*a&l$Sj%R+90@kOSSxWJ_jQ@KAoSdAJMr$s$=;-O)
z1gefVZ7EZ*T`NIS!u|WB(+l{Pv6YHFdTy<)ea)w)rQ;0m<2Cm-C|P%Rw-88?+=2ow
zw?nO-Z$zEBatVEXeY>Yxw(yBK2z3i&bylY^^Z@cnZo*OTQvcG8Bn*X|;oPgG#ZHA0
zfB(|jn8SHnk=$#SO5gj42Z#t6@SNS{<)shc{9@HfN2N{2`@E|9@wvzUq4pjIz%maZ
z^3sNF;^XG?5qN%S9kvh54LTb=Q6^wq0GGoe6OaNk+vIk%4gwVRlo41{+k1a#E_%S(
z=hU<$Rz2aT;@U>LS0%gsA3DR^cG>}kjp+8R7LJJ&%e`=XI{nKRB-pufFbM<V@2`sA
z*^6(|G;0n&p8%)QYb|AIuUt6dxZanWFb}^kj-{0oK%`g6z-T{SYVsBqWY@HPb_NHq
z$9KNB-f?5zTv1a~)2%^o;qm<J?9PQ$PGIGK-;EYXG@zL>M|(4$?#=(MIn*uG(RE+<
z6srE3e{m8S87a8bv*)tz)X=yXnr}HZJq_>D^xj2Bd=d!1tH$*B3vEguPvqi90;Z<a
zj~jN#AFt}#Dl8}IA9ws8Lt$w#{!7NBZs8RA06y%vJ4VH8Gb;vi7tEhtS+o&1F_DPR
z+fXdBocj8o-I1>{Yn6c1gH>@Zv!PW0S6Sudu|Qn}bx;Cn(0sd{dQ|gge%~wocXoCl
zD1!kY#AGMT)BmfyBe8?5O&A&)o}hZbh&I45)1(Cg0)neO!dH4OxZr1uXG-<Zs08$4
z*a<PtV6f0cI@0~hU?`qWLBQ7zya)$G4u{#$Pmvn6_!0O2h_gU2;8#P{mXjWUqs_K>
z^MQc{^Q=h!0u%y#0s>9|kl+*J1rMW{qL~2I<9d3evB1QC!k*k6|8+Ya<JSc$%Uh2V
zN=!^lKrX1iw68g^J8jAmFl&vqW;vUS+-|;rBVg4H(`RdwrY+)%cw3_t2}adL8QMwl
z*bWk)eluR-<}9g=bjFvDm-nou%oj5NfN!&JKdD^2K)l>BtU4yc7~VV8n~O;mZ#~Rb
z2K%-Lpf}A%GgyL|<n}}UXN<VOL!_VA{(c4OLbFttsO~`^U3uB}TJOS3xNgZ!XYq<j
zZinVSph*t}$}yzhbRE!%C>^$c13#F6vS!w<q|Lv4PPbR3_+R(}e$kzL*zq5sk^6re
z4gbH8q5m%Azn}R3_;s(%fVg@EIxdVbIw(0*<_#2k0~l3VC8c)-li7^VfdfKRACduo
zz3godHFrFV=`f@e7EX_3YyBBY;rFwrr$_&&jxF<4^yzjK%huy+&fH}A5!84+yE?OB
zVp!~hViz@R)@jHd8z297sz|K?(h9wqX?uKUX}K5BT9@#QN~^(%4yFN!`0PkQ@BncR
zqo^DvC@VKTd^ej3DmW4sUMunV?h^5|uTfZ&6tw<m!lQ|S_l?ia&Tbq$-t>yrwry`_
z_9rl)Q+=u5$?!&^1g?r`InYh>^GlN|W@h=b)s||C(8B}sdk_fjZ?}OZA@!Ct+7cQc
zA3vFajfAj%wO}8!_Yg%P>L<3Mlggq~8wN^!*Hr%AWI^Q7LS1jOy&N&xe^lyc^VPhy
zhfv1V6E;dPjNJ*h9w)Wk)4{>W3xK$sygcNj!R`=D5|olZ<|%_)R!`u*jE?4OVB8RH
z>fb-7qna7Fo5RM5nb8|{7-9o$*W#y_TIPFX-F)&F9ZuI}{9W_SdL;0oVnE_VlL_|x
z)+oLiac`B>*9Vry;i$I`&`;+(qvks!>0nivZQW82pbh*^n`lZ(O8Bo{RRPDK_2es?
zA#dtjqbrkr^QkmsxtbR2Zy$XEkdcr1Q?)Fd@oc#ftQsTWywdkDsw*ohF1ChfXtnxy
z7A&Lz?^v&4JH>jw?iTQp#SIbY84>z;g^U&W5CRTR2-JiaSM?7?!dl=CBvkR?!$|Dv
z#Vu0)Z8>(XmEYWK#CY2n_%G|Is>YSi*&yJ&e*M}QsKzBb15HhO7|lE#lf>?xVwEFi
z{BKyve<USUfvBNOk#U~UbB8YnhzaV()Yd_>zCE;!469d+*YW)w@PbwzA+87iT$^kS
zL^sqP!1SYJ<>r0?K1*W~OUQKb$GRPM;gfbm#)yfnT7mRv5UusSzE?XfzPE!0Jx6Z8
ze!l_3fdagWJvV4`vk*x6eo$2AO`2#eDPc7rmt6RI(b*yer5#Y*e(*Q<*u9`F;i`k@
zDlRS#H9>#HdKeqFR67j#2pinLQa$fae{Wi@mlrI(HOusekLp&G{rp6LH3vW%fM7?N
z-(@jt=sK9if2}Kk7q6b*-b|PIbtAvh4d`40N1o{WKU}u@%ccXTP!Za8u)p89R9lzn
z_z~s}=Ddpx*gdgfCp^?hB_SrBf3mGx@V=Zcy|`?#U2aaUv7V`IvpZgF;2=}cn8wO%
zp-snxA#{<9tw9hNPUEgH+|8}63d0Tr%Db)CBV#2jZ7ZYT5=Yj%BRzrF_L_+a(9cyD
z0a%!b-gIF9<hH~M#ilrR6OD?B8cO3&ptxT}wOMIR|M%}7yrsR)d-&M2w8f*^)BA7!
zfUzRJ*VOD;0VPhqh99t{hZPE+6Y(<rg&(c0b+E#G^z``mRVz+Xt?WcHHB9_8)_fi$
z0HpwKOr+ZRtStt_HbCvgH6Fm)8Ca7d0dcPpy#iLIt1L>}MzrAk6FR&5@gmk}lP)VD
zhHWmh5Iy&$ZZNB1;})AuD-WzXb#{4x^`D(N!Dx0|Qc^D{unl+n#Z5|Yp8nOfcE{1k
z+;p?~i317(s!fSOTgI~&^cRp$fp@B^s?fIHD3X~iH{aWDO<dkrHi^vI2<@HNqKcF_
zVYfAr1T0n%y}LDR|2}(vsLuYufr;Nk(cSs-e27MrGz~0oG8ZW2%)955;1g&q%b|BO
zZOePrUImk{nF%7{U>@7dp0$F!{Cq-@=-uuw<+^a5{)d_w{TBi6@!vI{_K>98sp;#p
z0z!yP=?7$@%N&6itfnuKmoZe(HW&cNILg!m<TGjEa)*l`=REgPDU}zD5MYn3y+<ln
zTWtOfo#uJJfB$4R3c6X`5n*_|C=d;QfL^=LC3>{hrKOR=hjEznbomHbu2!d?10o?C
z+MC2?uza-AksP0yxnemN4MU!z1)=+sPUE|ay}xEv;TIP!jsT`2fXfJP83QY3MGC;E
z@_qC0@}us!(M_LSo%53G4E(r6j!34x*uoh|ctn^!1T-*3xsC`pLjOH_>+yKI)3i7<
zk*CnG9>KK!kGF1N=}}EbXAnsEzksrLf)YA@a0!FG&CN}hyZOMoZ{{Ou{XnxLx5F|=
zzvT*?%RnOvHV&xJVit2LbOsNq3q4#+`W#ss!1$$NGUrzyncbT*A6x74^XXTs_{ELO
zIa7!4!Cd4wG~C+oZE@?=+GIC2Ha_eCQxA1@JJsH9#S9=a%;U0ItdIL2S<v-4NsmB{
z=*MzAj2!EE0l_+-kfB1pZ0QVy5F$tt)av8dnFHIh)EbAizgY0YMWVKyK27eBW6lof
z08`mFYv`eyH&g}ah4bxU6QJ6^kqf7QC+ZzGqWIiy=L12`TvcU)$_n_>J&>3Yx2^!8
zGQo^}|MBA#6g#J3o|)K;jAf%#y(TxuPE5X&bcj#E-~&eDxlBYRV1o(3;s*5BsW#Oq
z1<X-pW#zm-@awukYam(F-w(<QX+FmS^_mSBBj#tD{r3R8b4yCTfyP94i|~KYpkUkm
zCLtj~5L2GD<>CYQ1_2vEoM>`kc}9GMRVIU5`OtvvsmxkKX<%oQ$EpEO%cgzat1=iB
z`z)B^KEUDa;ubIBEs;vPKut^1?$aaW$;&q>11K;swlKd%9Eiufygb+(k;&5uUCo;4
zU7229x71vE)Kphr{9c-9AK!C<1)I=m*9&!Zb&TB#(1S37ISZm7($iac0TW$x9(7#t
zy>`{H%C!v|>~ASP{SQ6_rWY57Krw{-$z_fOvkE`~B=ZBdU}v-EIUJ0R7XJA|7F&Da
znwYr)fn1z^`SRtFdxu*h>?#wum@rEND7V1flNmO@(@13lcY2Wx*!VL>z#2Bd3ziaH
zro$i;`0fp9Ndjf&bmi$`<tRq<b~B;CmL%p{Q%eg?3h{6`F*O!t1hi5{zrR-V*v$?_
zxp-@EJMd9i&|LXp&uSO+KMV@MAPjzB!)bX21qxso^c&ViI*<vGv@PRlG3EX5CNqsc
zT_0^`t~?yOlU?DK(O#zuy4ON>Krz~%gofv_w2Z68dpkQjduzD1=(9ycMyf2(lV?`o
z2s8X))2UU2qvqk!c$+>#UKjI@oe;mjzaIeyE7U}6c>xIZ*+<=ymm7J3&ZENDVb*0}
zvuvua`5No5$^|cgb5Fr7cg)ZPG<Fxrv*{yV*riMP`L!~#u~EeG_K^de7MM<=Y6~Q$
zXJ%v+)A*HCOd}JG(Z{hqyyj571NM7aQ-)lPPMO~)WZolbXjt0V*km$~8K49Q0<c9O
zW4fvf@AYm1?X&r(r3EkjiS`sedvf52t)YS%V>znlI<2AW(18qWiEQ7>esH~gumr!d
z1$!a1US)5YXZj`rzX^Cln^^q5zGT$QEG%2#UAwhz^MF0N!XjRV!nX@_X729!U983a
z@&dtS3Dk@gg#QM{5jL)1ZK{R3l@@Pz=tji_vF{qX0ZzbAL3d!P)$is+8qb$9nKz;q
z5C8p&jtou;Pk-yO`yRS+diU+?ZUd?U8r5<AM)cKk{>szi^}}%oo<tb1$Kb<)f`YJO
zde2*iQ~AnT)VlzR;i)xI$A!IhSQR_8mx}1`7uJ$MtMI<I%l`fQX8F2xW(|_{hctBI
zh`^*b`lVl+fz4dyJ7&E`bu=m|MtnRVJzk1rs=)l0MURarYW(NV0Eq>vr3(c4{IxUa
z<JkGn>$_Kml6%RTe*WxwmzHn2{s@J<;^*fldn88<f?@L>H^VjUq961~*v=pL(bd=N
zm$f?}JYEL;{{7po&U-ZwHNfJu9}HRbf-OxP8lY?~R=r}tUG_teT5vfVD(1Q+LKM0f
zlLY+*U~DxGcYkX2;r9my**wEbmo3o7<NERAhZwi^gXyV{J*@CoeEMUN(&IX#*L!z)
z(6sasXjEW`yLx+~S*`-lCr<FVK3MdA4V#SI|FEL>r;sOSmHB8sKqAn?1C75CP@^sF
z?949rr-8YJS~WMcKV3Xm??^LQpkhAo{WU=4iU)f>I=Zj8G}126Uo!`Sq&kz_8Gd(`
zKv!f;W+2u-JwiRfzk!eRs(j&SYHI4eni?1TXEPLTp9EU4?87pJk&zKhIlGa>P+6*|
ze=D4nvNG7Rvr{5$)+-7$I<~HCGknhERCRQiB(h^cs{!nk<T4B69=0o2jR&PK>|1a1
z3rkAyhlhvPfvi~vyoq21x_sRQT&r$?b}MT&=EbmBAz=AL3unYm*abX*^*bVTTpjF0
z9EnAMAq88)>5UIBRD`JD;=uL^FpoN7#=u{Xl;25;n~yINI69}GQxpc?`jIh$8qTO{
zt_uv!f&m5On*Iw;S=(bHuvd<RwSf{%^#HKa4PJexHu+=@Dcv~u4e5<(i`H%9<2$x2
zIX-52nOhGn?}#M|wq-}|`GVO)cz?smOW0`CnJ1>8V2M7pz+IDTx#*mrTW8WHYA5%a
zH@D~QXfI97_Tu?%8k9dXZMpe;T*L&}x;>yrY3#EjxI!fB4mvIV$Je~RA{4eAoZqIN
zn2M(bPM!>J&$fE*Z_lH&n9T@7j1*J2`wL4;c`-WK?dsQ1Hh|N|38VQNw>z19;6Gta
znT<ppJAT8@pl`~D*<M&wblY`K;rl3h;{_U9*jhy3$eI9yaZ^s;KYz3;j8`RhK%??u
zXT<&K;Tn6>8<bFt&Kn<bC2nFeLX5}pG6mKK)3)kxsdba$Z~pT$AQbBimOF_I|L8V2
zQ69nUK(T{ab`k#o4FdyvE#|~gjB;|%&A7nTy*A&MFJJnWEF6oiETH}?(Kh);#I^1G
z!y5Qy(i$4mJAU?)f#>UyY{cg2u8Bs3Ar+qIW|E0pfpFFjcb7dJy`(0fTw@{`F4Wp`
z0b|tY#z&-+9phJV@t}phy{OPv(RPt#KeL>If>6NED{U8eQ&Lh+pbtQ~o}Hg31A@(v
z=73;V2UR=g<Ku(<P^B-_4S2KqWl5la?%YFU9-E&2kPLayI7?AP{Tte3F(UeOKbj6X
ztQy@02nrvOb24iZgL(M%dIj|6VQ2_rr^{XkEWq*=b@fCpo*sZz;~yXO`vI_G1C1kR
zZOv4n^$j?_Z<v^1eIbT)7d!w67dx!b4qo7q0<)zLw7Fo#>}rAJ<o(ns>cHS2%!maN
z>+!V6lC@zI57;y9Ksms=cfdsF=HbD`3ayy40o08h_>Ib-e6j*67voDnUb168Uu~(b
zp#f{X!Fn6#%ifUj>FIZj_|z;cQJ~ih(?*^<>AfKTMX#YLSS9Zw2~O+U9-=@A;k24!
zq*qGecCZ5+2H0ePz+xP_3Bvu7j#`I_ZJ@!VW?VrN0p^P#BO`|%5MU8@u(!4o9Ie1D
zEiD1fB06jD?p`n{$4o%t!9qh54BWgOFm1lfPe7W(5cWMjvN#Sv4n*H3pgRm6_CKm?
zYWl5v`~PUBPv|%0OpYcs3%JBhPfyqNKB@un9qxI)&Ea)nk*3VhZyFEl^__HLgC0`f
zz`#1_zA^Ep+EUuv+p~$@jmOB+;=vjsAdBJwO%o6lYyhOJ=+7TICZ<SG<4B698&{xy
z|IaTmZ!`am0bR#M$6m5UhfYkzbOBexZgVh=V00Re8xI21#V$IQEhu1U2fiC<y3=12
z4;F^O6ZiK%et=7?y9n$Z9eoBH-%xn3l*P}0>sO?ojOzv`s{Y+_;;<OYQV|w)+UyHd
zQaLy{K-HgdO$S;OuITk3h3)4vua=<<VUhs%6<>GoXck>r|Apu4h`*rib#73wlKOa^
zJQ}puIkdC3%8ppV)&ZKiMeVzYfByUdogBEHXfkN{E$G>|w)(a4@U_b8C+wYn!2b%0
z_`iD`9`I31(d}~whoA8OUg2Yfg0>_4Y+2qxuwFN^cvfNI?u&E3lSU&#MDz>a>HjnG
zLSW>Pg+Y%KEcjlsGY6ssu?+g)M>*YXQK2QmVJ|J+(>vk+f8V|>pk>frYrCM;?7;yC
zvX%h+3gV84R^3jO*^TebV(856?Hf-~dDZVRJm;U76IC!56<0`uC_%p^ni4Ivi7~%(
z$cI3Y!b}AFHR|1U0XQF9nT(9=9tg^JGp;=`6r=s1)YnH|goC~Xa)$5KT;K*+sR5Hn
z<UM%F(cr#<VeOF6CPLJx>;uB<CCmVa+i5hcUL)4=xC8$OZFXOd?ekdU3axrzfnB94
zy8Y8OcO2p0@hLh;hX1!Swy-b=+9iU()dhuC7dQeGkr$#`KX{WB{q|i&e2#-J40s?i
z>3(;6X)Y6Th`kiwtJ>NqG&DqcGWYy5Dbc{1nhjtq80bEZG&&0!Tk>1^fv?S=_gV}O
zZIYEKdAc<3xaj^lir81FC@qchQQwnp<#xm!MgQqdizpav10)1^(5_h-pPZBg9i}#*
zm_<0+Zw;4z%hCqrFlOFJ-k!`BVaF8RfpOfQOySbd;4u&L>GZ|1VTw3wyQZ=ttmiB3
z^uOaL)MQFzNoD_(^8Oqh+r2+p_GuDC4?0(7s4ppM`PKsI<|7ekX9H}9SXx`tfHgL-
z+(T60_EC3q<T#nDx)%}BDK9TS3E1RGRy4G=5_`?uGb^acAq24yf-r|-v*a0r;0}!k
zlN8}0Gy=>oX|UQSIXM}o_#TH6f32^t2Z}=gKxO{i4xV9p^X4itz72$BKhg;1L6~BS
zfI~@>ZdYhjdxPhO5%Z6J(>r=D#1a)?gu>PUfyM*yvSG{0oSdCSxndY2!15f#06K+4
zpAtb<LX1k#tE1#Oxfk2wNp9U^KC-pgBO>&!tGN@iS(LKzw!-aP>s04V=)X`hL(!th
zJ`ey|#Ro11bl-uVHSj%VZJ1OR#7rHQ{`m0~c<s8qzNoa674S_gFf7{I+N9ox6{y@G
z2bH#U+d}%j?@@?Sp?!(|6y`l0A*n|T!zR=Q|EW^FCapR<vRJGBJFs@(y2uiyn}LMo
zbw~pu5qJ!PFrx%G<yvii!XQ2^xS!_|;5`7&cNTu2=L@iBlJCdnK}Rghu0Dhz<Ky{R
zoP;<##!X1ssR?H?77JJVT^ROgmMncjW`oOL)Q-_mC4guPc1=;h_6Q^sbOR0EzL60#
zu%;@_v4;o*p#T2mf7zefSL4S54yzU6ii%GSU7QY2F>nZz{|qLLl5pjMKY0a5SXg+Q
z6LZA@WZ?VvVlpzlPeba57f(WgPlxE>Q#BRv3g&`wd)qhN*!OHA==p4;KI9)1NVhgO
zNyn^HOv(YY&BPO8{SsVy;?b+DM^dmJq+*N%19N18qD7yuXWc(B7yaRczwyD8pXYI4
zvA^AvlT2cpka?2o72SxL4$HewSf8!-Uu_Cn+E*;ppu-1x`u4t0CX9$yj`>5-fzz*y
zCC&Xr&h8twI453de6k~-%FNm^Kd)F>vQC*a0KoOb5Zs`P?ANd}=wYbpI8K1)xZIHZ
zx7>d<FOb;Twc;AS4@75|40?S3f{)amoyS%46yK@iF^Stfv2@wct3jtQSOJ;0`|ny~
zIZ}}nQ8j+P9Swt2eOP?fZe{-R&8Ig%@eFHB&^b724agA@e@MNl$Ag16j;A1dN%o_>
zJ}#{OfqgM*FU*KAs|d|%-I)$dUxkZ1*`@>x_C?Il6Zf*h<2IcR9%$vFe6>sMH%x7Z
zT9Hs@F_=8%MU;o%6{$y)V7F>vQxkj`pGM{SgyfR7aK?v0b*aEpVo$5ma`S#Ueh-Z*
zM3N9oP}}}7xP6H0y_3ACU@&FY0vTEbV@T)ioTU;NYB+X8=1K7?<;C>prB|hpdL^5+
z#I8A;ies~+P00y8T>|}pus-eZ!PoA2Jtmjv;_DJ$CdNopjs(RpIA{f4kr}+HpZ6Bl
zIOJD!HxpQ7CL;@r$ZRj+a<Db{>aUC|oB80F$js6^KP78?(<iAe|6g9Y;ih1v;0dQ<
zm!;b-k&K#mhy3atRE=*CGA-^-*vgwq9?jn*UsgJ7H*t@POAl1}K&6UQvG(?dgp^SE
z%FE&2>(qf-uq}z1fV|!7ih=NYw-)RG=M7_0okSnw3@L5?+MYW}ZAI`?m}a$x$ykgU
zGoFmK&&h%n$g23&(t8HaP;5fJuDsqsDAzwWji~v#_wPf#wtVat^(^l3Py7yKbJUKN
z*Z2ZIlv94t6JMb8FfgpD?%>9MM4;C0pX5*%rL7In4KO5e+qIu{+1(?q-4?!KZAA%?
zIz>B#2!n(Pu)P+DHH{CJ{`L8|Ewu1hN#;2cmQ1)3$k<pSa6yF$caZ!QSzD?LT_2h<
zbKTyv^5_^OzRDlHRnZ%4mJA70{Fds_*;t!yay~7ZBieF4gN(J$C2``>!X(8OCcmAD
ze@oI4?outklHioyh>a+hBR_e<9D`?%Prwn1#G3h&iiK-F{K+L0wR26rg%a&c4~5b{
zuDW&6D=Thyl;s&n-cwqt*!Qc!;yiQ8Tj=-%7nWo{?CQejdW{7P;~VAMXZdK@O}iRI
z8`AC8)wL#XW%{4t7wk~da@*~DCm39@ZLvJDI#Cmt-G$QJ$yeMC{Cq(wtx20&({b5M
zrZs~1l-l*nk+a$J8>!24av2ehKQCEY6T$8VaCjP_kNHZW-w82|ZI^=MKQ=!dtckc3
zzmN<6<?S36Bk+6%I_k^ppHo6=9XzLG0f0<|tDTdKT~k&1evI%nZeU@yV|DR2nMf50
ziOr@zWs{%_lW}ZQz1(rQJDQ`QbY}clMJnm!fO?eH>lx$oPxeGX_Kf4Dx(JVOf++@+
zrAS1&9?YJ5zs9?V9?&Tpu};ZSv3RckeWtAp$=dWUgpRVGG@rBGsWcLJtMN!s%iCP|
zFfS?frF&luW-_yM&M$gcpxbgLx5fedxX8PS_j{as<g`Xuxbl9;s6IbMb6cFfQJ8PI
ze`~^7w>7$PB>N(%w)L;0G*yf=R8@|pJqtml=Yhg5lsa78)@DVE2sxOSE+~7U(Aq%4
z{7EySk|80v39jT9Jkb|!*{7@4$X$Wj=#S+!ZD@@R?*^U_=2oJNDrk^t7?Gg}%+S(n
zS%Mg`>unq|&X+PKJZK0VCS|m?w=`Mws1w9)sK(UrjgQYDh5)!xqxn$=FTP&VLX(@e
z-r!5V6I(sISF6w7q)thA_*Ra8rui?XC=#_u)foTtCRlxuB|3mu+u-qz2~zcR_8g%|
z_9@uF^URM6`8sc)QiZzc@&!86%~!t(F3z!FnHO79IG<%v0@<~eay9h6{=9%Ugm}cY
z=gMH|fBlK|%-WmfG#<BJvs8R|x#^%KzP(}3^=_o)S%9e>QS{v~yA5&Upn~a{oQI~U
zlEv~n#2MAIv$!Tf)pK;wJzGTpQ2{WBDwrpq9l4yIiK8z#ZSO*rtIJ0`vDmR@l>V*J
z*S=a&I^$Ve7aE%=23N`?l=9I;HBnhKq0X0u*}C+XN`Ds3c&7$(vhMcKDmd*$y&XY!
ze@Lo(^^X)B6Ls(0MEIbbThAQ_TqNatQ%Ag0WLcDTtx3`@;$<;blBhaU{QZ!RxWR(u
z(y8$8g@SPtTA+Wqd44``EwO~FcU%1S>+-dWHGwaeK8ns2Rf)!A(&r;vIsqF2LV>WN
z9`~8Xq%dUxcvI^)aW--f#cwEeWHHi1oF~_(1|Smq;j)Q|Mz&Vmh|CH7F7K1|zT~Um
zYy3*9+%|Rl>RvI@7Tv(KgONtE&OGPu%Ty7YMbO(W*1KAEG<Z8)PQ(~8f?Zd(`a>k}
zT9Sh};dz_QK6TpIsSAN&_2#b{f-#CD?deU*S*@@#j!aiFg72|p*>n`ybeYwUKE^HL
z#(I9$9`Rc40S*(&9@n3y9N3m|t8h$OC=P!I(^ZE)P}st6PVF!KJFau!6^$tDja#=h
zZE>HVDpZ>MNJpDPSo!ibp_IZ3-_^*!=JcC#B50n5lYGS$H#Vs?(O20AGQ{5g9K4c0
zEU0Z`U=B%!G0GJ)Eo3YNQ?fBhL#I#LuM5m5y2tm_DxPyDS0)XfsVuTVE{2{f4-~J~
z)mZO+#0%3x9ocI~Um|XKPKZ{Ba^LdIYn__HMo8<`_u0uf0c-?cs<2C$EAJSjJwrky
zx6+>V{=b?+c5UZtRHB_YM}#@)vRkf2tWsiF>Zcu7f(Vq1z6KTfiePUXXYBq937aOj
ztjz+=`y_;=!sW%l#3F3k=Wi<fEF8RZd`N3USfF@X%tahpDPX+-CmFNZtL(iOQ5WAN
z@Mx!6^aAZ7&D+lXNv^5_A+CBmdCTe542ZHpeVrR@`78wMm!)0<e^_-J6_Zl#KGP%2
z5um$LG$xw0%Y^C?`Fxpt7P#7;%`+T@o2V+`+ZE)i6`C$vLRXXGPVG)?wQYKztm1dr
zy57CB_PY(c^F4f^$MQ3SEKSAGV4RpWFL$1lw2-`l&{i%r^nagH>*AQn9x5(U7|{7Q
zN!}`B5l3BLLO<w*d%ynrPD@~3H9`UF5%Z^FzCA5~QD5qU!_CWNdk5c3R}Wh3Yn2;l
zLH^5kaa$X$q9?x5Ou?wNn$GUa-1KIj&-6cj>210%<c+d^?o4<TKSvs{xvY95(}0A>
z5h&6LM;0QFfTc=b>wc9vjgb76NQy34iap|8_3DM0;dj!|&nk%W(^#a=W-n45(Iawv
zwte@asl9ee+Q;u1t>y{wz7~-Ge9lGY5fNm)Ay5)^NodFPsK!crzJ^-PcSsd)5K!Yu
zlHKsiPbiZz3!D_)`LKJ8fzd=lMTDqFqUFKOgH_xC;)#Az9Pq__6`m=s?;p)uYgeo_
zT3pkvugc{1pPPRl*-%ky9o!qF_}tW%fFMJ>LgFtlv$NwYqruZsL6{)4Ve$NcP^?ul
zN7K<!Mbc_yHRyTzBP*Lu$_K;*1+JHsG<d$x;zTHE^s=R}6Lwz}76tx2-K*cH&SH=|
z-v9gKUlhw&I3?O{0>fGaQhBo%+pfUc_<5MdH+twL1r;3vBhkwXmS#*T+$C)Z)0;9Z
zPv4Z*pVeCmas){@`s}Z)RbCLHG%iHdG=%TogokB|xTySN*j6G?H$Es~;Pt?Rlh>z9
zEcN;xL{+pAM6C;H^X@zD2IkuNPe7jy`Woz?BFc$rii(An%D+Kcp14z?^RoNI%BfM$
zZf|W4j`A1?BvFYw=f&I&KB{kAdf_hNjA4emUulJRvG}lG{jM675UQ|e)@)Xx9A^lK
zyNj?3Kdf_TVi`-=*XG8kzQQ79MKxCD$SGZ)Yy4JH=NE{7@NP_lxuvH5x9IX`3jqmB
z;tyGwH-#Lt0@tyOgh5j?k%@6~9z8Zf_H5EB(2Kdu{zcA`B}{1aV2`owVk281ZJrtR
zV-kT1&_8#Tu<H4hw#K(D76Zc#xe>mvoZl1DO!Cv<gQB{e>rvjny1QJSKObDK3=U6!
zNk-EdJ)IB85bJ7?B6g&bt59y@Q>8;+^sypf<Z7+7H=zfRTJ&688Wxw)sAkOH>s-0#
zm~EQu?MwBui4mzs<auMuyWJLS^D*-xDUlKOWiXRR*SPNZS$@wkF0uWC3ZVy)#Fqk?
znTV=-cxApXW}t^*+l&fha(FqPjbp#t<J&!TTJbDq7WA0u=-<|~JU=jszaE5OZ<%j!
zm4{KHJKUCY4@_cW2w(ENoiub&CQYHUc&W`!+m&^%W%Z@W=)C}Qh$*rQq6?yRGCI{@
zN<<=U;LW0CA^+Si0eZ@0MOmyi@-6{MHpeSt%3M|k*)P5N<tr^=fzq4H^TD5D^4WS@
ztx->Lf8o%;yT}luAvk?xu+kTSOOffC-+vmirma#azc|*5UJG`u6si90ol{L}?cB+*
z$(^j2Up7J-{Q2%@q9M9-W?EzpQ&>>n3kKni!}U41MZxplGy_MBs5LBQHo@lwHs-fE
z#dBjbi325_BO!hvUxd<Bb^o$N2GcG`Nx{p9ezMrZ&r(8y4>2pYF@V79!C`1N|LAxx
zN%(eoI;Hz3H$`~q)C#;rNFZU7k;?CvN~20S+lkbWQt=PDfoHw)(s-o4+_IeVSMN)f
z1jCXPW!$$ga{E0V7G_D35VB08+TBOug8@K~zLTZL#e3#bhbprqjfWfzAM5Q~s9j_y
zE*_qh=N%`waIM3x9!AF@1#d$TfBR!LweHtuB77_}d0>qzLx1H|JUJMfL=7gatv}%Y
z?QyD*2QN584KAJIz3>nbhsWyeZe5}2nLk7m(NQTv)oKyP=1IgN^2zfaJ>pAc)2?;A
z__qUVZ0wYBNV4`F&Pg7os>6#k=_FT&F*Uyh>WjgPzqk@ijGtd#eZxaP*!C_+kD}Tk
zu=+RR%pgguFIC~(%ruR(IL24F_gqZjSfZY7tIyk)F9`lFU$H1al)K(9!2gk)Ofp~4
zlQiCSfGg3%q&*){W2zuQ38OYHe6^Gy=kZUq{$m+w9|KCxTZ6f<gC9|76|`1f<W5=E
zt3EkCLbW}=eeG!@2no<7s2%%`hXE)!|AbH6GpV$Jjt)8LEJ4X;uDB<sR-UyVL6~>`
z7Cd&7G^y#?wmN**Rr%edJpT3JU)6+YWxWO-nd%}5i%~%HQ-$fn7fer47fhzWKofDG
zaWH9cdzb%7jI2Ci7ZsqokQEgmgQE|1WoIGYOY8U5`|M=KS1IXTp;#)m?k2m01SH0c
zUykMebeq{OOFNAby2PL^tw~{^;CM^EO;pF#<BpzHrEzSneMXfiRo8@T;vIa{?6g_>
z(1esg7hGPQVsZ{rFwh(bLy>Kj^T)1%+8-A^UXBCG8E^N(1D$0=PY|tqh7H?uj3%|`
zenvRz{+l99IyMX-`dsA58H7W%KsP}$E*{{_(70zgU1X1f^wzIYT$#OnzAhb&I?c^9
z!1UMG`8-xQl+2gXRvO_)xZ*)+a{^QSW2wYanal$nbN?_=&_3T12I2&DKG!4(%HH_Y
zLhAj19@bAtIp)8wBKu9z)fFZGffO<?ihvSlv=bn_fiqpYSA{l?7Q$#ed!!|}5A-#B
zxr=MoA({VY>)-U;Of|C>l{t9c)2v@ugLlJUaHR2KQ1bfYk94QXePijKZwU3c^}vzB
zD1Jdj(BqK%XaTt3M&YtVrBmNpy&h1nqC=p@QJ5qh*|eIT_v+j4Lvr&Ah)nFO##3vo
zUn?7kaj%+dAF-}S{8g1?8gmUkz1>^%osdck8mhT=dl9)eG*okX_UUB>CQjDpVlm0!
z7Z~u8!R8caoVp85%!uVjqO8(y?<mu(`sI0p?UKgl*U^v(a=GNgr?efKKSug?QA+7p
z3A31Z^Po_^yQZYi@m~0iG4bk2wDAf>Yy8>A7wHa{;-zwvuRgET1mB#f!f6Q}gli}x
zi5>6LYR9E$FrxVGE~_V%S;_U*v_!AwF&NIWAkK_e33U;C>uIQd{<@6mr6GL(1cz2?
zvE1QO+xy`W@vBSH-wRyHiYt^b!sYC&WdpT^(!;SC+}oZl+EIri)is|{$H^k8;uF%C
zJIz!HHr!m3an~}rTw32>JT+Qc7#U*xyIRV!gf_xo#*|F1a;sP4ARZW67C%@pN#gLa
z6UP_&+e&#ky|QYLwy46v{Q5rg?v=ERVE=?u{AXyLJYmk4y*{&rs#K}1W$~kI{puF<
z@K23R@14#*Y?Li}>yWsTEo_^8xj+lyxvX+M)>qut5$&xy72lL11D!ppLtM3`D6t%y
z!^e$sB>1Icv9NBeC8ZRALr5?jYS?Pzdh0!eknzWlL>%X4t~s*Ltzquu;Q)0)=*o=8
znE`7pckhSpeF0xT9@mXwbAr__#hl4l`x?Hilv<pIcycrsGu~z1gie*~?sC%n$m2$#
z5at3ddpR3%6uBJE?q285Cb(@@S-LUTG@WIs=XdN<;jPYg0_{A;0<pAh6ia(3k;qi!
z;&uEeyiNq_FPRBSY8GU%<c~xd`L41Occ{DY0BL+5Az$uhlWo7uB0ElQb423k#wL9c
z<g3Gfdb%;j`8@Vc@XC8-GwVaia1?Dw)Z5K#8_wiM_hbM;=ndz&*08^8Z`;mede)X5
zM|CBdCH^2iGRNb_ZANK~f!tyZaY`N$1w5lG{Pb(yTw-MvVJshoyWKfKc!x!5_I=7m
zI@d!|q~md%WupMNf4^Ez%xqTL-7uu;FrhiBT`Tj^*A@Oj`Ns9>NPgEe<)3zMmxDtA
zJw^@k-QivT^`Rr7rXYNC`Sha%bA+ABuvQJPJp<>)(A2fyr*Ia+sAcnR%{EjXKEWD+
zCL2iwCi)ajMVFf*Q|1Sr+CP|Gy)g<kTAr0xBT|Yr(R2e$j%{@V|1nMY&oFSB_O*Ya
z_~pm*t-(L-oqIV{ZBow>(k93FCdF>-mEBg+%NlMMl!l`S?V&V$qYkN88z>7Nt04$)
zI6Hj~W+|~B-kIBwUsSWRhdb<vW`FK(-Kf3JS~Vs-6O39+_Um#XJGef>?R^_JI@~T>
zWz=S9wV$-@JQ|ckxr-vf9<&kuQM9HxQ5X_;8A@b&f9ZjCO*Sjf<!kwGn?62x;KPbL
zU;JW|-;cavXTyLd{9S2<QOPh`F&y?Z-tT{@naPf{ntsb}Mm^2CCcN8-`@$<_!0xKc
z`P};aD)79KkL)!e(!&e0Kj4|n$s|+Yn~98XZ!0aH-cgKWraMp%J@Xfi#^gI9xp}OT
zIX2Ut7RbjUi^@475&Dd?S^rG=5z?)6ztwb3lmVf{duCEKaKAc1;N|_n(!h(p9lOn-
za-|ZTLc1FtPWbnvizhlQJbaoO8UE7u(Bl}BArW|QBl7HS4Ky#~wl)GJe~Jtpzp&V_
z7p?1F7Xwp`@?W5RH@&xLjUnSJ5?4pgr%R1T?HXx&gR1x##XQpp$g;Rk?OMgynhvjk
zQYdwyoc8)bs``C^DPotG<SMb|i%8`sQL!8cyxN{#$L5bpo8Pr*6{OcbL8(twolz%f
zBO@xRYqGw7CtrjD&a^@ZvtM7>+AM~(+E1$>s6Mq{ySJVYf|GtQ{As)5haqYiOjOT{
zFkOVONb3BoSw;D63CoyEskms;MHd^Q1Rp=W%d|J3{I@g7Nc1N`8!jZ928|s;&6t9W
zhJuE2n?O}7692pu4kN5I2B*R1^*jqn-%0KZ+e12Tk<h*^^W6Mv^Z;g~BAuYAe_u8a
zsE@7;#Dty))O<b{Q}_xO7JefBM`m(|2HL1vrN)KWt%bI9O!U@#?^vRrN%qfQeNH?K
z#D*f&8fJG&rOIlIhO$c&^Z|sz<qzdOaSwi9WD!_|vG*j=V-aXWuzK~I4k(w>VI34s
z9iY#5Hys(A7p&VPr`4>Ll~^-59qgvBl%RQ-z5CjaO@bDux5>KvXxfRpr|%k0w_na4
zX&yhESLj|>)!}@ZGG2@&ZYq)12ojv9w4>~M&tLoVC!O*_l?YtW0UdL}c0P4>%Pnal
zPOS~!yX$l`l#6>W<TKmJ_o3g{p9Z7C(uH@sZ*%=2hrSBo!~(|NOkUmZ<G0krzO!E~
zCmk>Qt7=TH8Nu#S$rUlb5%s!;HoSr`q%$z@GwS%W$k=)4_;XINMZP?Z!T9Xu(~1KG
zO0>c~I@vfZ8y(`XQDS9Xx0A<GFW!sd!^3BsLW9G@OG`zl7oBRKVJ^7Bf49##nmQUm
zqUp3eb>49MedT0RV-zE;$#ktBjbi8+VI<v|`JFbABH4!lqNJ71iv+(;%azuIFL;|W
zqB;X-Ka>`|cN`a?yYESr;fpa_uP2%Hp^|L!LvV=P$Qdo!2`v6+fmpjZwllj$A7w>Z
zFqtX6kOu51lut!fkj3Py;ymY&-fq=7oY`|cKGJ(>bM$eBOg?nHXN{%3Xfg3FFIa2x
zd)*(g*VUUI1nF_dHu{qy616z}H6_(5?#}T3$LwBbWi~NQn$#{f<#lb&=a)uH|0JB$
zPyKFL0*SwwZnvU6(%>N{P_l$APIQ+M*spiX5_@g9ZGYc#n0fZ1T-)@YrRL^wsmhQ&
z@CyyT!_<(5oaSqP0qCfY_sC0Viyv59b>GHhZ@RoIx9HZ7-LU<|8P4NEw0Q6ES=Iqc
z#P4jmD2v}Cm$1QbzhbwMqW6dHuoEaobDE_cZP?$)VWJAW?X`M~-b8fS`@v}^@x`ZU
z*#nI-oKN~Ht53q2^TECBhW%z3Jkyv&Hyenw3?pJh9MP-x5X8AgNW7=yiNQH@hy4<&
zCKSGyZ8C`g`QBo$h~uL%^Oxh3RiACw%@MomF991hTe2*|Z=Wuo8w-VJ9M7}0)zqQT
zdCwNG5~qM8fxO__Xu3GYkr-G%bx{|`oFWs=nuZtWW0~og;Vyh^_8)^x13t|K<I@WK
zb`y%^H)~+&-@$I+4Bj)>Hg3)0_V`yS#(N43YYST&(B3w&w?9|SugRl2*SB(--Y^my
zNva2j#Sduv5121v&h2`U3KP*<H>a=dY{sem9Q^)Dr89BE@ce7!v+sSf{u$!s5)u}R
z5B<p1bK&~uT+}lw5gF<3?8SdCG>E(xh>_tr)@7W%;@qdQHL-#u*!q7J{2D2x<n@Nn
zVGE0|dTNc65DKt!O(-M``s0S`WYF8IQ)x;PGA;hm25jt@E;KO_wOI8;{-uD7FSxnY
z?y)BCbalB5WV<wbuVHd)rRZZD)Wf!)GYtz>Sq8bH{tIP$nZL{PO6Hv30+@pLQyS3v
z<Ef-%_NFkkHsJ`O-o&#=zI+^X+7q6T6M{K8GrB?#j)dwD*wHqqAx2}b>`e~b6DL~g
z;V}?L-3Q8(-r|yKek+nR)O*v%DUba2+y^5S^YKEb>#VX<hXd$543x3SiNKbnVE(*W
z18tejO0JU<U1^UKoHQK+2320HgJZYN6ykU;8O+T(R~vd&c6d65SCENUxQoP2mrm8y
zHtX*?-&dk$qa&zXe<I4gBjofUxD|Hfb#>i1hEOrk@UZL0(xUu$xo&^3$sgI3{7W87
z#ua#BPq=0QpYL?_y`V&Pk5J6rkdC1W=Z2>wumaldoIqdqo<77VRvo|D(%a*Z;yN~U
zi)xHyZE>$nMwPonlPHxP4<mdSQX6MrXVPsyvp(#o#>tvmQpsKEV^@Ov<BO==28q&z
z%@Li+?^j2+Uh$VjbAANYqP{yThym)WbdW6y%B}>$C1HolYc-Zvr*H3fQ9LXm^%V|q
z3zz6PLB52Z!Lo}D7^dgrq91Zm>iyXte~16HX0&ny2U7&%KhN==D0i8{CG%qTii;Q{
z6+1l3-uaAZc(ADGu$bq;*BZS)OeN&R+Q<1}EVRY;)miP2w4DT134Q(FiaFjUX%ojC
zd`@qkuGdYzr8pumV5qQg5>p7IW#0MdYR>d;<|xXGPQ0`P2#}d{tJ8DQuy__jqFST=
zYPCs&X;$-N_io2VAvpB!=DoWjH-X7}RV%aQsF}xv&1JhzDcx+Rpv-3p`5YcLC>uMQ
z=MWZ%>bV;Uk9{5ddrx)ND<$8;>=wN!giY2IsayZ;$tPp3Pw%PxR@6Wi2mIS+xcbCX
zn$T<H;(D~glFNv=^2y(yO2Yr6RoF);IrGyE(SZAtPps9z#k>9`J=(#64tAUuxFsZY
zI4!&QW84_3NRp^}y%V#coVjqmrXp8-nlD;5x!<p&^|NOjLGX$RV@x5v^NX^TPG~87
zp>C<6c{;q#s>e89G9%K*o@g|)@)Ly0UUNuxl{OpOBW}Dkb!UUOG6~Eq48D_Ic5m<S
zk9Aujy_Hj3>Wg~;L?|T#A1*WUG>(I1&B99K@I{P%z;t}XB(k_+$DuZ&<wZ=%Hx_NF
zk$N*ioeYmq9rOFILymH3+L}_@?LSO5s+;IJcGmV}v7U(&^rfUILpJPBA4{6TtbI)l
zbZ_^N)7S}YpeU7UycVlE*=^p2_swu<dP)Y(2#Tmti<40)38DDMl95_t&YbK*teg52
zR+<D(Dle?;UOQQ{S*g-{iDMPMx!Ui}wY}#GqRz?xoWMvd?K6u;D(H@(>+Lv<)umcR
zH2!gPuM_<}=KzQ4%bKCcG4sx4z0uKa7TSfab++OaxnZ%IxuWvt-#yYxtnM$!Fkroy
zDi|_4^I!jr#6iLp$6@SaHQwJ<r`%Ff*!bZu{C7IZCsOp`?$x5#Mhtw|yI*PUm)xe2
zUnrkz*>Z~BEm;bA%(cy3ZL<dHQ6(-xv7GIhH+yUuI4<7?_V(U~CyhJ`PEwF|?ky<)
zovV2H<c&!y7&Ntf!WpQ<lKXU)J9Q@$6!3nvhm)r!rOu+}?~9oB2J^o>E8@+N<G@O$
zq$l1QwATnBv<b}@+mibJ`6>*Iau~%gt=(y+kisaqUfdWWUn7*T2&z`1n!GKc4DSmR
z4(oi7we}5rMv`NNLzZS`IWgG`y5ka@H3CQR^Ta8gSnGMePPuLA^x4Dr3uBgi7jTHZ
z)&69p3`|d&855#hm-)tY#Tw1-Th*J*<2+XQVap9KO2Fd7@js05^Siazc6$=YfS!Ly
zT&zP;UA*4S^`5Lhymx+UwapDzTe>jtuBxp&o$nq?a^<f<W@}o(%zgY&8h1)v^-)tH
z{IvaXPFrp0zJH0hiWTD;ZRDs*6eI#1h{X6u{Aoa7ks;=n!$X;afo{ZjYsB$JY1YPf
zYdD-GyDoc!AdmTe=nuV2C(_flQd-a9qb`UJ;?^(h4=l;8j8w^8<+-28{|LHgf8H|8
zEr5q!QC8O;cgdP&eK+4I^vC7bQt`O!4nS<E32)z=tZ*$QuQvmRl}(ei1?G)hm0;mM
z#s^+c-rB_U`+OGV=y?UllB7K8G#*F6CTm_JLKM*qu9%VcVZAg|Hm*&MI-f^~HU4g-
zl3>Y90|YMPhjk<D8j^1@$hhy@@}UQ8#}bp=7@cBj_!-TR(?I86(d4`*pmnXtZ!Xl)
zBO=oLB0E3#6Nb<)^lLqJ{62kd&dWcHcz*YJ>IcC_Sv>AI25OgcU*9lF8aRlUZu>_I
z@{ql88eL{_!a&S!Ot?9PUZH-!^B(7{!dW-Uy<!Y%!kpHTYu+S`E!j138cUf}t&*Xl
zM+l3<f?MyDHY}U#j})v`jnf|bJ0OIix@p88ijKFm>0Kqu^k!%G)bm^I58Tp)A+|aj
z<kkGIy_MO$GHT2bn~<IFxbK>04u3J=i85b;RXDA!|Fwy`H&jbo?p#JhEUDSrPG;K=
zc$-|?T$D#!leJ!`yv{RDiOLyI)^&kse|u|%_U`;mMg7$_ZkB}`Kioz}!}q_D1*?Ta
zluv0NN*XBUpKsADB%^uv8tgSHUyK;wJ}%D{F7TNMR02>eY`6{U@WYUl7*%HBjmQ_z
z!iEk$Nndy4=+qkj@j_KvsH=$+23rbWP)iwiDMWWHH<G$wcG~sE(z;DSvW026%7l`@
z<5-eR<ReIQ0rC78!>^4Y#T{0!4gGSGj0+NWbUxuC2a1xqBlstn8bg?6aF9w<dA_xk
zl=3U`fJHT}rT^Woo@+mKt*xGlfdSw3{cV!^$3KXx`E5%<!$y+$?<T4y8uoWS!k_Hh
z#+<b0)qMc#z+DbKQrE|e3=%6fw$pyBd>*UV`vzUMi1xpipq&1Y_ijIInx)`8d`Fw>
zfivE>sN-^(q!dmLNwr<T?rrU}BFn3BNLtX{BF%2<3WL|Qr3H)G^+=rJ@t(x+aA&PE
z>ZkrzWTUNU-funWVZ39)?+EqDl!kh4A#F4~N8-m2q}PF*ZtRJFcnAqz$&Vn}q!;~(
zu|j{&uY$81-Q`(Wl%cw(Kk|l&j?;(!1A9of0cuF#2kiiSG^gp<=ZUUvsw5ax;nW|~
z-3VBsF26iHd>c`a!9%WfyTevvff?{Luu!+u(}VV?5ruU0To%JIGQM6d;u$?z+<xWZ
zar;Z_y4IovI=dd2hwq|ca!FH$5Q`z>X?3^7-B$7K_tQ0@LhD0l;DK9PwG(Abocf-J
z)oZv6=jZ~DNpyUBzqm!2r?;{CWea@47<!VvJD0%@JNbz3o+FJl>u;tAGtz`$G}{?m
zy&2fl?)$>g{LAoL@T_AJUc*_z+YE2~-g&-p7L?PX$#V50d1QsXPTUQVE-gN66a>Xc
zI>sRf%18wBq<pg<ZyNH#o{`P1NR-%MROXRLUK*a)I33J#+#4;pQU8_)GVF5?^FNU%
zj1Z%fU?Rx|`=f$GV%Wli%vI|uEKM01RPdNp59B&wQBZQXD$Vtuc4(IRiVcm7Qm&P=
z6@*vy`_H=7%~3_j$i>7;t^0fv95T%SoQ21waP`e{W|7fYrO$>KdH<2v(Lz)H56V??
z{kvoc)h6h4AL)gN<HXUA-VI&kckTw~i6X%lP0OqwwiH+O=JfGQBl%x3G?zUfr^|o8
z&!&_oWaS%IXjPeCY6}TZo^|J@zJyk^HKBA+(-bz$HqBK2ViQZ<ZU1xW?6&u4t=&D?
zvp%mK6(1MreC_qUq+`~tlmS{;RqwTH==ZTDUGy8pVAgA{zUAg{2Hw(*zx|VieGcb-
zRWU@tmDrB&V6*>=Mx@=!&Tcypl{~Aq_6mIqtW*q!j6Oju$?GA!;N%tOxgVl=CC0mc
zJ5T|^SQdhb$`5U^ekXsA?k_hF!tW%%>AwB?+MET6($_-HN^yGGpnf8>$3e+wZ`4NM
zlEGq)u%Td>&bnhW(7CY`!k3EMetGjDXGTA4eEi$xZ<4ss7(vEsySx3|0E*#MtVXQg
zSR+$}g3$O^xDiYoC3w4d5{;RrSIvPwZU({?=WS8v6-{#b>+jO}$dCdztEWak=|3_j
z5#XO><|9pdeVQB33}(iEzdeFPsme}x?S`tkqCE8t;rpVHkiDqlW?|LOjP&82Wxou2
z%dH`CI#cD;@M=%Qg$Pu~t?%-s2F=NPblPZt8IBa~KxjZo$Kf@>vUb?MAmP2&!>e)%
z3Y}Ipe$uRy+0+r#AAO&aGChv3cQWK35{CmizQ0i3-fudlVc`o-{U>r?QSJF6l;cj2
zp=x7%rsAzl+WoyP;tnaD=g|Dcjo+SzzbFs7S(eN%G+q+PS8TnXzR&Y1R|`5mJ$yxU
zPsk6Z=V=$lR`_2Wol{^OUmu3sG`4NqX5(y(#<p$S$%aiD+qN6KvEA57gT`sT`F|I=
z+1%~So|$ug@B2Jz6jG%GpU7qtHromOXJr^Kxo|UKO4v~-<>*t4jV{Y6at*=Umgo<f
zd89t4?!39WQZ7F9eLfQL&e2B)>Ivyd`tE{@EB))a7MT?9n0!5i-wnq*uF&l+v!de!
zaV)3s5jV$j;>(}S^@QA5HEXp;2i^qdr4tTgE|;>K{oqh?y@^v|Ika2LVvAt1npA)Y
zmZd=9m+G=yA0QbE9^Cy6lnX2Xyw2+7!=OInLg3ua5(xM*aHVWI!vEIwPAqwDJ!W`Y
zZ2IwWIQ)Eb)$cugxh{%S^Toh#z>U`o%qpm3e76bbCUSA{#2Jt2*W$Jpt&xvUYV3XC
zJUb|wHD_oowNG@zsLN(g99{2#p{jz^Rl~YzaGj;USWWAJj6g7PE=(TV5Y1SK?Q9pM
zZk(iYReNAv-23)v8~x_a?HxP!`$BtPTX;SV0v$FvzmM>hr@=_z6-p9h@FYEhSM|?e
z5@eDH6^-eszIWT5{mfI>r>jX|%9|8PnOXB+&~t%kE_4&<2gCIprW;O&Kq374eP%1x
zda*O`1lpqe=(u2asH;BsnZXea13@Ctdso}#Wj%&!K*R%{%@umh;Sg?~A^mhF4OTEj
zNXvCd&DLXdpQ4mX_<CU@9VeA2fmf0bt9!{0$?w$rNSJ$wlG1wcdGp*rDq*b;PkJ0b
zgx`<RB%j1xnR>aVg|VjU@Puqo3%^yx5suaJ59H?g3MnP}r_}cO=bMuvEoxZWXi711
znQk*kDPtRP>xZj0J_edBo4`+j>>#&2GYhxYrk<*la&${$bK<%So7ZYxV31KtA<*|?
z#QNIqe8ihshoNLat)|3}C5nkg6^&8*wjFT1B65%FE|*?Ng$|jS<^2}N@gT6%Yfm8X
zaf{Qe6=&wi;+WU{@%wpC;7Y1~?JFi4BR2HbT|#JpQfcT{^*#XS6QL42S>Jn$*^n|b
zIKLKr<xCFcH#9;d>9>k#Vv3DU;E(BYuE^<$A3`kYS-ku!CMN*xHrHLN(&I*PkeC|l
z`%Qu(PKxW7_G)DG&<RlBDWBkETH?j|ahgKUx6-KsY@X;&EXtS&)ALG-3?B5+h{c#c
zA*4<qNxp<79wXjtD`FNNB)kcs>)O3dwooqz-`I|DFmS{mFYSh73_y~AmO*)?PkXG%
zOGs_!-G}p1&c`*zj5|=H+i@-j<iGpBYxQ3(etg#9?A-CT4fsq^<x%9}Np^hXZ<pV7
zIz~f@j;lc+Mhl?<_YH~+O?rk!Od0cHV_PD<dx&N#qDRE=c=}PLF@kIuUvzy%w(|I(
z04tqrr5WABvZ=Tr6gjr<cbp))_wZ`f*@?)V-u;8ex`9t<mOeU}CVsy%-9x-wz1u44
zciw`G(ck)Ss14S4LEjjbi~b@#rGUaZ?lPX<I5utD7SQ0GUdBvvx7UXxF(y#NFaKNG
zLn&T(7MiUqdM+!gs!&`(@-Xvp*8w=9$*M3ReW?s}o7aAGg_2R+8-32pixnhY5wtN{
zcmKb^Wgkjf#~K`Vq772RH?<-)xFOjvCGNbO)O#e!9SxnJNFBF=MEp6Y<6}Xcat~bw
zZ%-U5p?|Xp*}SaI9j5UOB9aB*Y(F$oMX93x#=mtdSe$2DSL17kS<Y)gGw~y}F-<R_
zv5dE(x)h>_s-gM%f33tipGVPYxbPTgI(8`|by_*|<aL)|bG$qyPi5^Y1J)fHfkNH-
z{|Z3=kyHMw)d9sQQ3r>sUFPJ|Ph)t(+1Ehzw)HsIbT*YPmBf89;Mlw^OY(e0?XmAm
z`{V?zz~koNH`RrH@>jp|H9oEFojCSJhz<vuv&1B=^$iu5MrXTt)T}^EDNCAa9~5o}
za_nnqLuJuMp6G`Q`uk&#(5VQgtw%IH=4~S3i06$~m&y8~4!>1Y&Mu-7Z@it2mf)XY
zWKKu^RwJ}59jX9g{SmB`-cgiGJoy=iLu7l(UcIiglU48boq+J)+UcKJ@5F1gPD3Z0
zR#w=`nnH=Ta`c2NLSVQrc3-qV`~ww%>FSiL#K-fsOUDyX!3X*H@bheYQ2>P*M4;R4
z=IIHPF@*0X-OMKGS&qx|-VRLrmtZb3GU9&TNO82kkWl@7R&HucTJHiO6Mz?$V|BQ3
z<)j&wA3W!Z8RN>Xq`fYjX;}u{Z}qCvb3>gbqNAE3_waK<pEj~k6-A)-w_n*1Lj&9A
zoh5xTtklLmdB38zcdbb`P~_=?yOMB5vq9|6_`O085Dt6~64=*26WniUEn3`fO(=7W
zXhjR%U|W|f7uWSJM6eM^1ucbfZ1F#QEb&|?Tvjg;=I~;OrYnIthIBbaClmsyfIwC_
z0?sXf>$m|*+5i2$uLy>a{s%fF3YiCPWESzOYiU<+R5z@toap>Yt;%JxIxj4?S$T2`
z(QI~TP4=*#wnW@r5rNx$xCOW&#L`o=5?7VdL|hP+Z3RpLDY+7<mIx!a$0P22<8I-v
zTH8dw4NV)Jz8^Q5I#V1YMcfQ?8=))4{>s}4jG)P33lKUKyVB<lsWR~W!qtWPTB<Na
zQ-<A=laVq-LDFoZT|<eTGo+O3pX^C+{@fo|uz4526v(@r9R=*C9y}%5jHpsT|50OZ
ze}|$Jp63OQfNu&u&jZgA*kWrLd;LUf=?km=dae44b@=D-u?+qOZ=4j~UB7`2SLIeI
zl{CA)fQ?JoUT;_-YK#mY_*!?Cl3Mraj4+KFYL-=L%hm+Zts2;#t<8>GP~)u<xsWGp
zUEQ{f(i&=MWEOM`YnLCP=9F+Ag6{f{y%WoeLSqTac&Y~Yi}M{q85&p!obTy3W~TIY
zY2Ov5pFsCLf2k>4drqJ)&ftjW&w$5)^iSZLoG)n_0>lUSAmhP^|5#l>t8nW3rb1~Q
zhr$<?q0S=c8cq`LSBs%5WO4*0X`kQJ_aS=Ccxt=3n!l?vR`mwiVyF|{aQ3|~KG3|G
zaNHd#m*fy%W)~X0U8cV|_#csNXK4osw<DfT+n&}E_A9wglm`fm&kd&U;tIj}Tk@zT
zpfJ(2_%Aez7LC)^9aN_O`z4gVsc4m$vbVK$Pc06a>znzDWBRkGk)i`K%5}wY;{^Og
zGNhU%Yl#g9moB&S<u9~1k7w>H0r!c(4(I<8{VozPT2&e~5JmuoN$)u+!veS*=b+oi
zB6BlRO|E1?Z~O<CYbuvH&$;Uk6zL9`0RiH7k*eQ?&#MQNCaN?VyqHW?u=aDD*>yjq
zPaeu(4Lu-gk?K(S&%{cbx0L?27sPEPg$6!QMRf)AlN1spHCB45W%spjtA+_>-Jsx4
z&3w#{g^i;hlcXq0mwipYWn#wUahbYnyGy8`X(H28VB`+&x1U;ke@AX)c_Oy9W>#dO
zI|@J2m}X&t676#t;WK-CRk@XlD<of-Ix8i%NIxRHIs@8E(oqzhvGrwTFhOdHe21**
zLqHUi)};=GivxiTzyIV6LPbK|TrUGZf+F6F_Df77Y6Ld<-v@H4(DID%r~+0GL!|Y%
za4+)n*^e9M)=UL6VOQcpTY7UUoaDS?qx2{4C2y?u!W3AZ?vXb3k9dAdY!^+ez^AN)
zx#y0Hb)#dLHcIW5={|iu3Epr0_a~3-d+(YVnaIIbLAf#B2j3LQZ)R)kwwtr|W8uA<
zioV!iqlR5v5E?KsO9eiA*Ji4Ye>s25KRx;bnKGXG-z8#BNBGpX;r~MpC}1IDcGTf0
z)RSvrR#&AL0i)aoH#}xfNd2ZHtAs&5*LrTwf<tp4dx^T|Y`3(*N=QDpuSn(byu^Ed
zNxAU~J4~Z`nhV}q54GIJT*NUfuz2x<_x10#=}30litMq(YSSPQCr=#VjUCdLc04@Z
zQCVHwhC9`$#l6EHJ#uIL_2~MusRz#7k8gwDX8gi6*?U}xPWO@J?Bfn{)V!prxX1Lj
z0X8FV+V}oX9W4U9&RS$2wKjr&Shhf~lUCX-h|6x3^%KyR{qMO8B!|fVzL27Z|MN*@
zQ&XOZAiZ}FE-q>g_F9s^V7lI`_C@2{mSS%sd_AH^FN(<D&?5zvJMg^xA-pF>V9HV0
z%-ubLCd)a#boODG;Ip4$MzmxTsr5}>zCC|h3hlUup6|HZT=^lmMOul&UT(=?nY%S1
zB**Qnv|?qkzJ0VVXCF6TdsxRHpxjKItBF)R4SA}$E#FlW#GxS=)A}NUJI?#b9516g
zF(vk=J;N~;uUA<?)|Jy6>q`B&89zF(4O*rv%MPK95d^?RN58(NoCb#B#+%gWL>eR}
ztnP%KA?(s8%~HUNr3EwmK~8I>P7W7$T4a&5LrTQuLN9RUx!Lw>UTG`5J{_UfNWtZZ
z-n)YJ&oQ3H)fnJtxxPJ9(KO<0{ZqFqP4@iucK*}B1exG5t~;0K1>U>+MZrL4r;nlK
z-0NUU;B>q*cGRZ2`pT}9>kl-~zrHCwWA3`B@b1l5!l~;kiBCs4ok6b=|58~c$CNhX
zYL5Ir)n*FE>MjU+?f9hRP2-OcRe2C^!wY}I#5(RZ82KBh^t<zej!>yP=Dh_=<}XuZ
zml^c}+HMqbJv0jOFJKv*0<cN|s6pW5?2La?64(?P4sVO39=zC~k7h?5oQrLA6Gg5=
zMabCgwuDLRhft$XaJ!MIR!1Hr$|i#lmNRX>c{0z#ettC~vj4+tkj0Oo-Qr~amp+Eb
zm=Fw6ns%h3$&X#YEmh`@NE1Q4yE?}&^iO`--Y3zVtL|pz1f#o4t+?5jks};qT%qpp
zSQlIrurJHJ;R9u<qysX(*UdI%IMD4s_71q&fDP$uxno~F%o+7w!`a(>gEnc;L+kKf
zWT4+NKa@YQBONq8+$zl-)SH9R77RY`|41a{$sT)TCUqIs9>SRt#p8k;wY?^7&B$8<
zz5=1xKRmt9NS}xkBI5~o{zJ(FfN%ix`1DKY1XA>OX_f>3w_)HJo|l3fUr4}TNS1Gg
zLy8AcxDql;F!1M~0GW9}M^oBF28g}Io?0_})&B>7GeXwR?ok*=9IeHVze1pi%6q2t
z_BS5KNg;dcMmOE{a$<!Q9>>|OHP+CRWv@-Yt;y|z?^n&ak=4Q%y%bblbrh$wb~JfB
zU(BTKHAr9Ia^zUTKp&`$ZSU;BI=q-B{olFs@q}u*3jU*Q&l`Wt->gSXDsuuHG6SJ|
zg}Gy0bCGZJ_SAS?hfN_BJJT3S<@aZ}1Uh<*QC4zYxHVa}2Y}&{T_Z3(c?-fAP|-sX
zl74&YC>NJiW0_!=D#c-1kUL0TaC*PfCfCf4-*qP19>|oBoI~3RX#t4*9v7>kfq@@=
zwgBDt0sx`>-lXxj-}(8@nzjy{wc}T;z|{DX7JX_c!r&_0V~h!M$S*+|tPets#R%xl
z+%DT8&t^k59famA3ZHcl>G^Pky9pGEJEOBmH$g?BdDgsvEesihy7q8MwMF$5B2{Js
zQL=f%|6Sth)-6o#ZAyq_(ype(;iK1!UnLr0XAGmcIQr4;!2OMe*W$s=!U87<D&!}*
zL3u!$hvg?ZaqO~qEg3_5jPzb7md*m_W03b|2Te|t@$h_i4&88Q`Q>?$?U0pAtNl@k
zbBSPk!9OR>$ImqPFwR1MNKDE|dRW?DU@4{)E-oZ_Nqo`1{hh_0HRBH<oMX}gsKSz{
zVT1aJKwBheOh|ur<4XxeqUSZ~9KnDrV!s2GiXif2txo68S_m4f>Pros+pEQIp#l`8
zPVkr=qbZB%`_eF{J^l#BP1|^4_QeJ0&+Q3WcDp%BR-W}B7eji{Xo>5>o$0gjpT}+$
z-Y>QPpl%(1PQL$(c1ur7zS*{w(0%ph<BfFQ@&HfhPqsKF9PHkHe=9zM$c)$;pP`;Q
zjPMMMP<rC%CEOWIyn;j_by>#fJx*$>wH%0|+;Qa1l-3lH`tWZ16Pn@rblF<7d49eB
z)PV7HHO-y*h9<l4!K33`{DMu$!bIV-JATrkotL4(Fipc}i#}auNaNEFG711^{S1a2
zBoz7=KfAC1c;tY}cIluDDkQ*+KRG$!wM&tj|L4sTAp$YTFw0XzwTs!{8R>jPeVX;C
z<`?LTISF?+Hr_zq{1+A1m#}ryVSeWWp`c<VKNh0)GGSqlH+ZD$dH`2<Vx|!+hPB+}
zCoQo1#G47`OF1@m*tT8m=i5?p?jN^ov}phC+1fkAvJ-zpW6l~Hj>~aqAWJ_={@C6y
z<ZH$6AROPq@YVTdas)4q@Ri*22(#X4$_Lt0ZzyVEy`yw#TnRz&!p;jULKH|9s6}#g
ztb^ei<Ca{a=6&>6lW)|Rrl&Wro+gJWn0K((9l6*WMb@9&?b&ND2dVk#MVr-wc2og3
zdgXAHB_8!;RJ8@Uq6Loa1coa56Od-G3Sb)_Z<>pl6c&P=cfW9~7Q47d6S#&%EZa|6
z@P~LMsA6TrMn@<MJoV)y@{=C09Ne{N&>9=(t4Dy!`n=2&21Gx=VJLI=hI-<ZrobWe
z*jup=pVEfxvxXuJQkvajJlsTp57fi%;h0?d!m}8Tjv~L<fKq8QwlrJ&;^j%WczIfO
zHC$gY_jg2p8iFm?9~!E0{+dKtrmj{Q+Wi<UTW>cTgLJRGfw!S5HBk>)^$vmIUDXOt
zGat+h+W|3$Q=qVcBt86bBZKPTQppr&p6=m^LWZY>^PWvU7b0((DS!@C)4x)bl5RM9
z={miC+&T1;gHmrb&*ygKa%VKEe-e7U@J)FdXt``M!$KwqB&~2?AC+%qjS~yRoD^65
z!84T>Nirr4gUF|a?L>|MmsV6eoa{w2wU~M7>9KmkA9`yu*3}-y$8Uf}$bU_=Hps-O
zE^kGg+!V_Hh|u82-AX~`CfL==HscN6G*G&ljvu?6Di4)T%x?H3MC17TGF(`smd1dB
z&l+?5bYB=d3{RIJpXL)4pK@~i@A}|UvIh?ej}|ibW@CRxritRyAtgaH2{?rn>+`=0
ziwn}ON+MH2{*;*CB{8Jg-DOTK!F60jg#W)zl=m<V*X0!Z7b(aW?o*%6v;J$rM81lD
zv#u_>-0u3yFx2XViRCCLt%@%%b>m=zkDzriCMJAnHNCkFG8;$kUXdqf>c;Hwrx7Dp
z<n_n@>FHLCFny?Mjj?7-V{gKYkf%Gr*wr@x@`YW3^cJZJQ{F(V9GTSfJUV@|88+nm
zSVI2CZ%5hte&vmLwi$1~L=eS>Mb;g^L-#p17TL5lapv-Yb5Z5et}z$vxvu5V?MNW4
zN&AbBBfaZ`*htF-Y2$6<=^tPEt<^8l*XhXTB9(rhSJ<B^9r1sxS8l4P>Rhb@K4WZb
z{2}p#(Cn=Tcg5z{7o`2!e5MT_e$|YtC4+pA@)sWZXE2njSp0w;=7b9QnPMu|xS>>|
zdj%=YaYLbFLn?eBgc08D;q?R#TDAWNDXF%-8%QzDN-?dH8xe0lhcp^}IxO6@h~Jg-
z%hq{+<~J2AtU=bqzo_B|q#mNuGqrtxu*rrnBxVG5F}fh*6?}ik$Fusg-agncPPNE1
z7$i#EZ~8SCh|fwPj<RUq2;b7q73T>>5CpPEdPyPo-<X>rl1NxPP(wh(@;Ds7XF_)?
zevZX8^OK~Ljt9!g2D@ZFV!a*0Z)^FE_Ce{(A(R6l4Xoa*A@@5pwy@E(%V|VW4WuTV
zK|n)R%P!0^8!q_}b#wT*_#C#M)x_}AWUbGE5Yq`U&dZRB8FQxR*PS!qbt-wB5*XY;
z8SM>4=RK##*Ph$0H^T)v?~fQa5Q>V-QUv{1JGKmJskXs+2>i&o?>4a*COcb7)b-3i
z0@DaJL~Jb$w_m?OG1U4-v1!N0F|LZ5oJj1IV6Z|fjczyMTW*>7-F<vry1c&2<%+wk
zwifK{jIEw75M;HZA<$T4t2IHw(l^eHS2+5S(Ns>yycfN7dGb?#lklw1XOaaqTQTgx
zX5azQ!T+i3jd4~SY|l6)L}t<eD=rCF!<#39`4(Y%?0I{O;l8*k?Q#WT>b}+EHkH*#
zS#3xO!jz;hFP<Q<I7)PMR{T2|$Ghvr-!1v(btBhp)r67DmF_d%f30bEd_5XR`Tkrs
zD=}-wZldXHvu_I;kdc%2Y)9LJ*0~`~1!1rWzIrlHV}{$3c%@B(bNheH`{f$^rFL}G
zpBYz6*jub{ZP2l=$aCe4@%Kc6h3MQ8wN*8LoTiq#bQn3RpXct5vbV<OClBDhs2nkF
zVRIj&rN%)zGMwb*C@Tz7I~{HG$MCU0_R-+>kwW&7!j4#oUtNiBx2KsuvWLaeHfkx<
zK$a#FhUOB&G1X*}@~08fJ&WRT4<<EInxs}zNi4%O9(tIif*blSI>z+5G8=!!r|=@m
z6W|RhdJ2z+r4;a;rkdMux_c^XD-X0C<$d)wm?QId=moJ8yqx$SxYJICFIWV9V%&iz
zIL{|1!B!BXeK~0GG^vlg*Sw+@cH{39AlgcbxVk5Q)p4>j4E{JEF<wO(1T#hiFRn+M
z+cK%D5#RzngqzMej(H%KS*Vd3MCpIm3A+Q3iHN;^f0hChj!*IIycsS4pVa(E6$Lmv
z;M0XE;SUrJprgABU!SYf61*;?@K)iAVKPivJk6b&*+R)kwR(g}{<AHasG}^oZQr|5
zc2E$X!FV9f`x_$52rX`SlkFFqvB;)pt`KjvKUI=L9~gZyIvsNy>84;XhtDc3_rFVR
z=5HD*R9YDhj*>0N#@ah(#0s&0Rysx#nOn$e_2l<xL@1*3u7%v_GPZS}`wuuR?Al}8
zQ?5j}_YNxTADs<Y!8SOnrVP>*iC*GW`9J+3p(MLbZSf=`OsOECh3Vw|>!Ez3)2|ac
zvzu&42Aqc-+h2Rs<=y$U7w6@Fr*Z&rH_smpy9&3F8srtEWaxsIga@4(j9H%K&|+2&
zG$5`Jt(B+-E3&f??Jw>>zNy!K9J^-o+jF{KZfNT^#k(F8PBvgzlERbQs17f!N11MD
zK<d*7+d)Q9l8x*~DG-fid78%2i7l$;eTFb%z>}C+y?F|D?`peySpGYd0yi%-m?)7!
zpeTaRhc4Sv`L|4GB}@i)s=lDcLE_`IjZ^@E0zaJVoK>SY!3MV)%bxT8Wqk5JAJ6#Z
z)rS^k7?i+(X~TWBWG2PGe}QI}+uZ)+tkJn+X9C;=b611GEQL-La>JW0{KR5{7G4(M
zMYr`X^mY{8>-zXzgo=UbJyEDjnw|nZQhj6hUB3c{kv-K+T$>n?NrHCl?QLa!;d27>
zAcr^PE)+$7&j+r+AZvc@ms|rl)5+a~idO~Ulr930?h9$~eyymd4_mcI;^S0aQ}gvm
z(;J!?#<V0XUisnhiFck5Xzvbd^Q+7Vw9e!wM8HBS0lWflug9(8h%!uw;|U<P0NI?f
zFW!%e2c1NK8!)1|ZcgftG^p!3sm`Dlg%6mVZ8-Mk02?Zo!|$4n0ORu`GXTJxy#cO}
z|7ceKVR<6+!wgA)XbwN&=Vg)fpVH|fV@w^SkAKOe7_C%s?Z+pp5fshd>gg-j_2ZHW
z<|I%U@InQ)l>+P-_#m{ZJp`vewIa^mDv6K9{qb?ZBo-gk$|F^~Ve?x4=2wfptZjc^
z6PWAT?5=en#?Q`#JEh*8*A?{^WBbR7xzQ)R=prEUe8Gdw^8PT6kp#rv7KO2%H?Z`;
zd+r(-iAvwsd56vYEV<r@?PBrha)#PYW6N)F?lmBaM%9&`ers%Q&ab3?X`;O(Wu|iY
zLC-!$B#_>iq1OJ^QRY2NFD@;l<3qiZ5_wa!U#529ZnD)wu!2#CN}>m<<|Xid_koQ-
zEmeX_fH@sMo<qX&e=)nSP-_o3#3pRT%>ksfR{hcP%p`*^mC(x$>!Ece7?xuRdu|0?
z3r=3ym`9e%I@!a#-=H0LKyMSSeGVIsjGvyzA#c)iX|(mk%x*dBwN{tEjS|g>$ZBuX
z`h@%$ja8z$6c1gG2Mf0!V?C{D|86!Be1dgzr}*__B(qxZ%HQ&fIJ`Zl=aOn_&LkcO
zHffb2c5lmfCU=EmD%%dKWK#O!n_}DUwDf-4%viIcX-7Y913~rQ8)b%LtcC(1xd&HM
z`hq`8zUwmcV<ku)kkkoJedymI*pZwTux9%HE+|Rd4@XE4llj=$>|HLm38Km(%MIfz
zG8%D$%z~mQ_$r6O=^^e;L5a!hian5+;8}+sA*vT`%46nb0`(*Yt4S=q8%37)yk>+8
z-QA5{Nr1-kBZBa(ztf*+ndn@lQC5^EF&TuY9$FleU!EwFe+=&X<I}*96$R!+<Hriq
z${xxFl~d67&LXOHbfF!W@+7|H0P%xlEILfdDC)1tWN9+?gXU;#jX5U<G!gU#uZ6fk
z%kLR>k&HqGCZTVYpqu~%MXVEJC4>3)(8zM5_Ur~6d;JBdVNqZ(GGJ;@1c;&^wlA%%
z+_k;`eBcofI)KF(Sro2U7zp9G(SBhZWNklQ!h-EX0q2DtU+v6_cu-$DIvx&lldKTL
z4@G=aExsaMo(nB4o5NU^QSv}VySwS2NmSOy+@NHPhV5LBHA698dYt8afOu$U@NQE%
z@^wM6F3<=m!b$$K-eF{q5jbsaYO=AxSys|8NPIB#k6*`6eAVQ-zX)n9DsoJPiI)lm
zTNk>g741oi+2}Tr^x=TvK6Yi-xm#|u(ZOMYb@uMxubz=hP6ylLf7MWoyx#ba!j&9$
zRycu7%TdH4!RZ8F-rm-BQg-b312iez%ihv%D_6$s*TjeOcb`}~l1qQ0e(3e)?tqD-
z&qW-QfAA8%@4~QAD@X_&Glp%VxGSCTKOCo{Ut8}!BN5OdJv+-2DZUi$cN~}So2`wU
z>^@U^IvUB@Bk6b`W5<3+6Nllj8$+F6aG9<2Q2W*r`YPysKZ+%x(#P6o@!h%WG8Kj1
z%*h%$rG!>{DN9BJ6Fq|+1u8g@**{oaz(%=QFu-Zv?<kHi4ozu*NvTgs5e6?#;983J
zpH?9TjngQC;~c^50>Ns3hb!1(H_W<wt10@GL|>G)cs{Qvxw+Zper(q-&`H=_=~0Dc
zaBN+n`iBeql60PIw+|lziQ%AQHQNz#TfI?nR$Mb>7QeV)hxpNYl7Drg?9HhD+g0~<
z(l_<_Y;LcA{^i!8RXD*csqpwx=>ygaXw@GC;*xP&mwyffSZQGtGh-5S()bI`VUr{(
z&trQ&%9z-FXyIpiV0uJ(o%!QvA!Fsmlx|~>9VmPG`lB~`7>UsH9o@K1V@Gd8Q|d~Z
znlJ`gmD4y)n<JA(4oShkBphl6Tld_Hrxjtt=6o;@?C@d*6b1dEP3FJCKh1UHk;<K{
z8I0YMJ`1qD=*-S{4=M2@TsOi*#pg;FS_!tQ6C?q(r5{{q=C>zGD9zuXUTZy_?R;Sr
z+zS5&uP%pE>Y@=Ul4BefVquyZc3=xJ<UEB`kizk%vy5~abJ+xtO&oy6WJQ)A@RLKO
z&<L77O=ZQ-Z6ZDPf`tPFZS3(6AE#ap*!@7jkH>vZ5+_NX+8aP5I(7Ve)nNyuNdS0p
zWA)O5*#CY`TzQ}_p-wyqOBN7%wy+Djws-tn6Ll(w`0tl=xyCatr?h`-YB4ZD)m?8P
z<hax~<q+&AO_Vl58lVjz?7!E75i`HMUtG-?SLlr-a6p9l+S$S4G)>XnG<kPf{}PF}
ziYM_O#)eL)+Eq9vi~;jSL)d-^HT1{ITAo5?3(i0JW-(g-WU7^XYS$zk&HsW&#jkvz
zash{Qbj{}hu4#{$nvWfGpHaoTvNTSR;@7?h|45*5WXg1chT6vGU#5L?=uUT@fXh~%
z7ds!ZfARx)5V;e|rKh{tNFt@@vf|b-rW@AU|1LoaJS4OHoQtGeG0D8Y)L{BtH6^vq
z$};}T<7Fp4Nq-~KLx*@IH0$?3ip+ToX*p_kFDjydi7CNut$wv(Q%>Wh^KFU|UN$Ju
zmBGYN09(6koBjq|Om=vzlBFq=xiCy+nI~Udm&df>kzczuR)Nj4mQENtX#81WuzpQt
zQ(MB$S|S-b)A%sQ{CclOdl<3^O45myagfxfp9N?aTAkSJw^|aHvg}zniQ@ID5NeI4
ziMK-SJEEY!KTuVJD+C`NblCM(=Ck=%6!YZdw&4GvpVG9ihu6%@DRzuJ<o?y;b`(Tv
zMYD^2&9I2S>+w|Ai-rVWUhm=%h2bC<7I&ni)p!#cu12<K(nvcSb5uu#NcbkmMkov`
z@8NO_+_}i{{j5!oi1FK`Q8JxxciCk2JzER#gz0Ymte6+f>V6{XyNtqJRD|-c1>ypm
z_k(twN80H~K!)T{@(gL$3*b_9x*9r>!@|C^Axe^-O-LhD!U|Lshy;;Su3~S38Tn3I
zC*87HGuKkej2q4vYXjo*(GSX`ccN~u@s-_+*TVlyTg08=ut{Kz=PDilK_9v?Ex*``
z{??N6^}}h%2~%4(Ia}mQwM!*d%@WMZwta(7XOb%vqY1%{WZCcgYq2&yxEUc5PNLVW
z>nnYT124pM*WTB*OM^()VUF?`f)KX)_8`U~d79{I!J$@c#+D6HrF?TU6SJ;<lm7bk
zS!nfq`RwqfPWX<l*s-`Z+UI92U60@82H@4jkZl5(@$h`>F%!b`9RuEckzNY^zD~e6
z5;eO22G~O>IPQ8M=^p?7bp|l#MlCx3Sw>O*dmw>_K2?#;_6;tfEMVG+@wm-bTbuDU
zTETNW-~Gy}kg4O{lzhu`p@m@7U+H+>sbk+fIvj8X7Z%ketTKu0YD}6<Gr+RdP{{jC
zYCt&SJRjP_N+oagXn3?*)|dFRcN9hlR2bJGa*S_H@8C0xVVI4~uu%1q%R3xvwDw|`
z(zYecUnqurAFXe3`MkfaKQ&_Zd0~1jE^o4<t}EjD(jcyDPVq5L4L9wT{>FhPDdI3n
zzF2`+&h@knFF=ZVdYkLbc50*8J|Jg-f*<=4bDr>0O9~6klzyqJt-)p+QmPe4P1$V!
zy_NE=Rd6`vbhN3#6Z`nMR*JA8beze<1BNN?Tn}W>*^eS_uqlg=bHMilHEAuEx{+`6
zxAr6DKgSLJ`RU9A)`2flxVqvn58s6#brve_+ICMgVP&}IOB1L?@TfYw;wKyT$Ml(C
zefghTmxd|l#PX;_H|fw-)bYjW71lBcoAOgLa^RH`8gG^xHJG({BfV2bDCpRVjaVAC
zJ@9pHWv(457EA_z_`qj1M!L=rRMBoKPkx7*s%FBQ9@(3dr)8uTkG*?qs&ffQ`EvAK
zwcUfs69rFh)uP~+bxBcK+MN=AbVi8c)I^(?MM8SDL`XOV#~KIi7zR-nZr5)_5AT{^
zlV?==H)=~}v+4564ID%2>H(=gZ91`XqMCy2(>mhp5N=0`Wj&DB#dC`Y3=K(C=JLCy
zq!>w^6_uhoKrl<L15w)HZV`<YH44A)dD|c6)yl`1j1@wq9zt0bxV>0?sln3dU$K!I
zi4p<vlq()27l}iaOvdY7g7yn#uo+?9Qoz@LD0m>K<;#fg8-3*c-mcNn%#{JX@o^2O
z<;LHCXDV(ohgPde|E3=w&7>mtMhqkR9F`bSGS)Y@96~DQCrdTi+2*vrz{5VzpEBu!
zz1s}Bz~rw$ZkxkEVRwJRy^WRN?(NPtMES?|t|P>kWhkC%$2;WbX3PKi5%mp=Ox7oT
zc3)=yFa)CXTyeyP*ku2x7=l3|@>Y-bm)L5TLTZ5x@5ddyjW~;{CXz`fl<C|zyPOtC
z#W&%IrQpTYi2di1i)_8|qN+^X6w_n326*X#Ps1U?e(WK3qm4ajUP&b5>)>Vv9DNxI
z!2o<44ZhlGYPY!vm;008$A3Y%@Ozu>#2sZYLiwoL$Kv1bSU0hF7yMz-z8ELQ-tYLG
z2fZPRI00i|z|TT-d3pH;geWY|7Arou-v9G4-AxOO&&(VH2zOyfsyCn6^lrtSs5#1y
z$#1%3gra9Bq8BHk%3RIa^7q+@_tkNWq!V8#x3P?eb>-@pf>2dgFZ80x|0<Vu&@Sds
zDrU^21h3#_airOf=m#^dp@x0*2yG#^gc2E5WR9?q_yvR9onpG8DsQk`yWbJ<xN!nK
zpPyRkT|E?di0Nc4l}r32F#fu;XFXsxP8v!?A5dFKoML{VjDt+!fQa*SQ>j~<b7_L3
zrFw#d+2;_z#jEYVR-)(~Q)<!^RT%33CRya+By0<9e&?hXL}QW4y4%wRH;O@fg*)Tz
zikogYevqpJxfL>ZJ$U^~Izxy=2}JepCmG|$n{I@o9*EQulENoh%OYMHDPg~3$mNXw
z?gtkAXqrH{r@tZq7><ysN|5klMaspUvFz@D++Y&S&Fz<noQ7LF6`W6>R=ZSy4A*lI
za1d5InkhQu;kgOw37R{O-wTPW;N|8S%+if^|Jx{fRbb>t)ka6YLM)JXyyKO?Rkh-x
zR+`S%iWuO?dE0aos&d3qT%ufLHmn<#MpZ$i6Qn_>db`a(;R$Uu_pNn?mgafi_`;_&
zMTkJBf;OxuEP&buglWrMu*ueaR98g3M*#+}WQ;s2y)X|{UC*tnO)A$-B*W3v7gyzU
zRV81zc%av;P3@ab(z<l<^5{u{dgaq-zQ{3tO&19+h^8eDKIrE4mqlq?a@dan1P%|+
zYs<?6X%3<77oQShL{T+q<vm@0Y}}et_GARQ9l3_|zztioZt93BfXEyrCt=ArEZY0W
zI?&j29n2(^4~-)e<_@t_%|dcz(Dix7WG!a56C<u#Ob?<~4=Gm`PdUrhyxIgK2{rlo
zGS+yv))pzb&{d(yu_Z*!{94loIHSY3#@V3QwU^&TT$3}U)B;J|e>wpFv@=Evf#hL+
zMVUe(qLmG@n-l9a8>W}#t>zv{MKbn#W|c}kBHJh&lcJWLmlan-nX>P}Jn*TYof<AV
zudl*dUi|9$sT8@u-;G(l#~#w~vB>e8wNPt<K|?y3Xc9oJ2Hsa<-Y-jFgDvbj42HrG
zobt6@jaJPVM}56n>N8-{1&4BnkOM^C`TtQc7J#lu7ruj343Q6a(I<*RS7#SOFxyNX
zrL<R1EmaHie&<I=y~9;@Kif^w8x@Q6vCXYixK9lNmaXtkxJa(?$!BhEa~NLZKZ2#l
zU@=SyM5^f9m!|TnG}8FIh{JNp_6>ftF99Y(&KK7|Wd|ElK<9OPBI37E6=;MT->{cY
z4=lzhiv!+rK-`ip-o15U{TcM%scLv3m}Lht%45Q@9Ei9mBuabo1T}eF?-In~z+cgm
zDW%fLy>g;<dBu3axG~~ll50ybsyo3tyu|&~#;*6|HXe(nFc{id#kb4eF!vlcz)>?X
zU<gWM)}H|64efw8^5dKxiD$=;1HkV70%UQ3i1h_E?S5>T>)L0Q6S546Y%4bLco_FU
zOr9EbP-Vyqf~hor*ln>LTmXw36MT}C1Z=uAzNm1^OlK#aF?=K=e5Pjzy{~b!>}iD4
z%#CeEV#uJvL~l4krHSv1Lv3-vFx}wyGAYlCRmzbMEKJ$W2z55k4kabZUaC*<x`CXw
z-2RGZ@bCM7K@zPw2|`e+Fn83`0%Vu^gJ3Orq}loa(YFUKHQb%h+&HI%lJu&^OkN>P
z@<1QHkAIp-N$s-1Tw-Gek(!`CN1dwNqb_ulgc9UkKWLpze1a+p%onMeoZ*?XDYejV
zevd!6s(A3c+fdaS2BfEX+SCiT<?Ld#xpdhR@38npUwqddx~I&*BNN1XkD6A+48)Ju
zXHQaQ;^QbQ7}@h`QQTA|2=+j!oD#E0$~)McjIzv&y4V<d;gWNHZ8bS{zDXb>2DTKt
zKY#JVn{@n&(MWWl#l*#T7N?T4FH^(?ugnkYk4C%sPLFOp;;yXl{CR2CetJnb7IEB(
z5Knmy-<ghjE}LU>7rs6Fo2qF)NY3ZIuoP=K#~TrO_k5`<_tc`lcXg)o5~?C4&!09@
z>-i+7LC1$#zsVJgB$VR@<qzu<;+LLaybQY^;(U?ZC;pJszC<WBq{%wcl2Q(njf_WN
zeJ?2sXVWocA7EC361fCEegbrn4nD0lyUP#u^29=sj<0SWX68u^rcewoqa55?N{y^y
z*9xPompO=y%QT?-7@0xACm@*{U3G6>(T;O=@)r+r+n9_vp-G_n*1?m6D@JtQL{d3_
zb(h*^NjZ%6a$LhD2QK@8SELEyo_6bPf+s5J1{b3RcYzUZGendEPvVcNXwV}UgYN~q
zKZG3!zt~*B2?0IA0yUO8s$(#22J;UUVYc85=rGF9Wjo5KovM?1y*x%naGj7^_i=vd
ziXt<v2$x)RDca0yY{fpT2d}-6eT+c^SI~~f!4grLR8&zMwM5raJR#?MPlf~rdoty|
z`-B&fwM=6WIn_;jvi!u%kSu}wltOd!NHi1`C1p1;LW(TmFPv<z2g<qE6iB2{A>`=U
zb~}%*7g&jbZ!+PCy6RCa^GM&Hhj?sGn6PgTpr!E6qwpYr#3ytKk|+YqDaQKjB);?M
zXZW*MQ2WRp3+}}Fea&Km<M8_BzC1O@FD}THd{v0b>4+-_j~6lA9=1%~^qVdx2oOqx
zej}UCgybE6pRr_W=*fe@6_E?Pr6VhCTFU)&Wqu_~&YlEeWL2b;ZmPMR`BUp<+~$_-
zpi0UbXA9!YbPnRSvba<_2^T|(sAQ2>C+&30WFhC8vAzaGW_MIb+=gwD7>J!0jhZs8
zh?d-W7}UA<l~uyeh4{AKB)gT8i=Yv8o@>u^y?kq1)-^UEgpIA(EjWK(B6DhRDBC%1
zA}daS9z(Y$*FzxH3@invC50@fpUEH3kp?M2hwgYM-Z*|7%K5hjWCFVk8ylOw2m*&s
zMgU6wKMx--A<0fDaG$sWa)~=Yr}D*V!@f;L<>v3D!GCQVK!9oX`fwRGXbjl70hQ8m
z9LF>egndOYRPwhZ5;Y_lsr4DkL8ATqg@U@s$L=I10xgE3ohV8iVUEEyO6UW*Q<ChA
zII@<vVJH+<R-_{~#`(b=L&OLAY^*=e_aU-?fYRW;q41c9TjS~=E@C{@alH?m&HF*T
zGk%yw)37!tCFMlx-TCEpD939BvRzSc{8SwNN4hDM<GkHaA#fyP{&6`~e_tn#eAS0)
zPrAk`ArN6DI$M|+mk-=GizlnHM5`m|MIDj(8!icB@AF|Yh%2EVqO>Y#00C#3bo|Ct
zSqfQvia0eB{hcl(ht19bFKa_gmB(uvC!d1aSuf%{8u59+{-%y!j$rGBI)3MR{RDP$
z<v@P6-$)vg`AAg5LCJNN#+F`I{%#NLrS2X;)EuK<wDx(_rVck5sy4Ut{7yy<d9;>m
z+|&{;ph)y<-?2q}_A5%{n2UQp)frh?DvjsN$kq`#nH6oWjTEeYlun#}93`guiF#9p
z&Vi-n;_u>S_wIH6<d}@%<}19(`)hUOE{^Cs!`KWyf2z+b!@PFrp^Je{gK4q$Lx<J4
zsR!AfxqZt;3rwkdRp;gk5!00yoEL07IJ`D^g~QgiBvPO&-&JMpqMRs}4=whX6vD1c
z{$}ORI=jPKDZ&Q@p;3pjoDNzuGfdwx`PiQoSKwpz*%+np2?R&U^VVcqYJTKoZ66#(
zkuZ7Ecd?f>z3v2(TgBeAd*b#c@Y2e7(KdsPl_*IRJdIBHK?*b#k#G?{XnGE2Ww8?9
zNLNn#>tW-TH4=@J)(#m;xe5xkxzN|(_fsjK#eO^}3!gsFyGYv=EoDgRnhFnMF_@gg
zzg+%KA%8MO>r}_FcV?0F$iQ>pVRAuvS0#b^$LgQiXXA<QCHKQ1pQCDFWW7D7CXFuJ
zOz!x`OJs8C6T*ce_U_SmHEHge^?j>Fq84?qctKTfG?Yek6MT<V5+(6?xSGeT<Jbi}
zz`@17m8!>)RQYp)#~X$ifmy+rx=l(x_H9Fvl&tyIfip&7#!N+tE3G(BL5$d-05biv
zM?s{#KZZbdqU*0Y-n$-342^Bu`@4V3^v%<hYstY3n&EB;I42Nz4$=A<%xSHEo2GCi
z(>P=*HAbxQ@4iz?W`dQ1IFUG2iu)~!HlcHnqnVO_X@H8iAgqah9G@DQrHL^X?4HLo
z45lmk&MNA)<Wu~1({2!0U}MZk#WZtvQ^7Cl)N#JHDHgyh<h!u+^hpN0AQg=%WR@?q
z&yD<Ol%?hdOKu+0^v*`mZlJ!rI8)j<ohjVwj@Hv$@}jfxVCzfYO2~Nm)L$)w<YdaR
z;poKsnR^vPuN{2$6r$j;^f{HOh{))IN-@SJCF$g83^`~KhsK+ztdiv#N|?xneu9P4
z*dt1S<$AklR6Q<fY^3v9XehcVN_%u4HcW+SHisDvGu!Ms0HNW=J{80P7mq8S4T**>
zlN_bixGzy?y79`Z;h4W=Alm$g@aX=EY-cr?yd5qU>K@_wzG|(Rw#ixNt#~wZY}RJ1
zk$R4UbQX7z&VnqOTjC`e0lvRHi&&7hBcL@BVhG(@rZY}=;g8vp3cW;yE2LJ&!i@Uq
zj!D#vXcvv*fGLedo5~{DZjDcHq9?YR#=rZ%fB=&5&)9vY2|^=)6%0CP;nWPUEdgE>
z<F<|H(S5+?-Wc%iQ#eQa=|4wJx}MAUF5|6cqwyd#AR%GKloUmU1UxJaT8N(j$0^|F
zV*qS2y|Y|Zwa+xFhN${0bM7+m*o0}6+RllI)`~9;H0$;5ZK!bLVSfc7+mNaz6XcT(
zI#MP2KpApmmv3<GIrOToFgGd31xPO!>S;(zr1y2)x$=Us95dqs@ea3s?%jg2MxHqd
zZ!fBP*es^{r)IilXX4D&r`T!ufk!a4yKl3NN#A|GG!Zff@VQf$+%ZeJ&PcpCF@S5y
z!_VtIyQ8SI6xdDSWnU;Eg`)FE=l0=z47j5fwPw}fHb@D;Xv}*8A(UC-2h+7QwnK{b
z?QkgXbe%n)*yh52oIuaTkaf*b@kCsFp7R-lU?aoqfA6DM9kxFK6G9HcN8?KA4a*Fv
zEVzk<j?4;LF{^L9oY*~b82>VQ6TonDK-imZDX@j;>4#+Em*~ot=rIs$gwkI~k|94)
z`KCmXJI`Dz=u4e~Ac1I0oynAbl&e^YZ{vLhOpV8~<6As&rx;9SjFEc28rdi^r(F?)
z;eG}kIjNrGj=%15+WpOGN6g`%sV<~o58GUYAH!A5)TdZhk<^hQh!KcAn>N0vL~GdK
zA*H7eH=)Ui`5u)7mZSVjRw?C#W?^TYO24DEcz=50)u4_{hEGR&G(Ni43oh98VV^fF
zW}ygayTxsNQ21I?x&QBN=|0W7<6GlRjRun5DXtA<vhlYz7@@(~^2gs-8)AX=KaPn!
zutzGbt?L{4*q{PmI0KBHdA6Kk?7=P(C5NUBmN$XgI8N36eBuHc3woSrU4^sX76u_Z
zlCV#;#1sjj2Gd=$bVeT;p)qt*n(wW?4a;U^*YC>IQIZueXsk<p0NJ9oE0dcud@0Q?
zx`pG!b9zd%rxWlMrNS>#G%RPT?y-=u`)>8rb>BJ8;P#8Jm=c|w!KI?ijU^f*VU=r5
zu80p#ILP)G5!g}+Byn6kNGi>9LQgJ!;mr7vEff*%otlqql@!wlgfLh849@pVB{qMh
zGFu<n*%qar5BxgCaP}}3U`x8j#(xc8os!$PC6t81m(MgVbeBPusE5XQcsN?o*am}5
zBS-j>)(#MrD0tG$K(1Iep4=(jRAyR8X8mHyO-*bT<_Q+VJ8iKUY5b*@e;b9g2Ta_t
z8?*a%tB+5j-%}G-;Vbi`HK<nSc88OA!;R(5l^Y}a_X3^xxHPa8OT~%h6c?ifOljoK
zeL$R*#p5c3YV&kp54Dp7*6qu_sN(&^{Gp0je#&&DJGm&N2U5uauS0$h$3~9lVGF??
z{OPcvT1J9r<oFP??4#n)^t}vTL<DbcyrTS&U5q#RDlN%O9fc;teT6^(FWZ>0nKx3g
z!LC9Mys2T;twyPxP)I-(!g7;qg_A<VXO`}ws{?pnHnNobOvQ)>7$J(3Fk1*XI+(WA
zP@L#;t6?1X{e%OImi30zVl=C{hA`jp?;B&_9;Nno^=!P920kHN9UKo8O6pQHr4f+Y
zx^gouvoxY(ri@bKC%JK0lX2lrDeOcXLpkwHG0>CmP%7s#h#P&G7DK>Lq9`&@k&#Sw
z^%q3m&>K}&V)h_vOac`R_Au-U21+YB!s9~K=&7Pkk~#x71pt#IwGu*wU9iO)%)LN|
z9AV|GP@#pIbw>rJt|!z+HI$5{yDcNmAbt&7%!>f-mov~^0@X$iC|6EW@xGvvtWYN?
zs3^V|2=e6121)2LQ`J6ZkTvgP6WO76vN7Ueu1$`C%#2VRr5mvFZ30F#>V)d^cBOrS
zO3wKcgdT7Kd)rH(g7025jSDb2^0&9l|NHQ8``-jsg1rA=Jf-7yf&rwYRMym#@}F*U
zeO(8zakjr+bpdj{yw^@gg%21P1N^nnuaEqI^4(VsqYJ+X6JB&g%LBb6%t5L_h?vwO
z9hXzpB90}D;$o1>vvBw|+D8iY#Kq)homEjF_^r0aC_O5dm87CCoRq-racEV0-_p`v
zq{klZCl#;P@;l=~w&@RjtiHU>!NJq_)z(Tvs@x!sw!G~S^u?Q=gO?&q4NH{;i^2Wz
z-|zDRKdvW>ip2IGTctc&R+36^<tK@U=u#4lMGIgeuSVB<AteMVeK9LtF*AKxGc8do
z%Tm4k<05ohRV-QZS$aS5O+{=F44>bymDfkkZz_s8N}gy_7nr|fcun^vHO)sI0lXMX
zlO+zcC0vtglJf^HSTd0tGD}p(Y#B!>JR#^*UO>HoU7T>WV1Y|1Mh2-ebhO>Zti+Dq
zzvp)4tBCYP6jY2oB{zbWq7r5VxpJpOHYqd&Ggabw3+QY+)_N+zBj0t$FcyAf8BFdO
zWv_)JL7L!IR})Cv&PEt}Cg*6xXikeSA)(8LXl*7G-skU&Guas5-y;K?BF_86BAOYK
z#4ds|+Qg%nl%u$PwMpw3Ow<?xN^up;Ko+Ra2$&O;EtIa~re=-d#xL-dVJeF>u@!EV
zv~7-~=O_KOp7}Ix$px?)*G@h!`;>%m^wpD5v}<Mw^^L}$A3v@nzh9a~cdhFDjDl(M
zleu9&k{1LQwCY3pj<BBR&{#JZDC+zcYUSoklH$mOUJfC{tWc@O4)q#=gkIAyZlGD?
zJ0m=p780~4`8BK#{o!K1$M9pg{TKJoyf*@(H4%x{SX%o_t0e+h%vCGG)c)1q=W(Us
zo|kI4#@AxklLeO2UmUgNXj^FG+9J`0{Pe<{qoCiH8GX=+@!ffH_y+%I+><#dy6gek
zL6Jeu$>|q^r#6r6*YS$n33dIPuCg*;A0MAa3(g`!DH&48M#?@TS3kSG*c*Z%SG!*9
zl^aP`7;wD(=f)&RnMMd13e1Q(NQE=j1wM7p!?%O_yY2ILRv0`yJA_0-$fL&^o0@gs
zOUsp(<&Tb)o_}qA!S<S?ipyU$lh{Y1RO9A3OFP9eLF6K&8d&^Cw8PnxBz%q~y?!ty
z0a@0<vD|hA#rf8Bvh4X~TZ&yz4!6%Lag?O;kc!u!kcUaPPF>i7AY#`QP{OdSzF8TR
zY?AV#^A{MFHR_@WUUso!@i2SU3K_Ff8JlC$Wz-}Ib(ch66fj~G0Soz?LULxlp5EcF
zT;~7=jf^gp-Ro!=tzXOD#scQn+TuK7gxAzff=bl(6qAod$H?`Kf7KtjnbCBxkmHt5
zsfgBl&fQEShu<jVSCpK-$=wVPv$wQgq^+6ilg)6=w-2rvfGyone9hA4w)NxQbJ#QH
z`F*GTA()wy!su1>$YeZ?jhw#ve{Lc)#xxD7jApd{75V4f68^pxtOhFxR*#6|r+Y;p
z{@w^t8INeHArxEH!-rjjH~paMpu~LlaF1vk%B?C>Y8IBrAI}-<0Du4DEUX)d)UrlM
zlX}dz(UERJ5!r*lZXEMI!7knAz!v4EDsH^qshH08a;qrDHW0B^xNu(hjMrE(l4~-M
zn-nzCw>O_JpX>&Lz8mt1Kh;Ys?TuL^xByK&8N`^%PEZl4tIJ@1si4R0KpuQzfBzeM
zUr4Th*b-;SuH}&<!4ElazWO9?10I&>r;2Xn?O`7{h9>T+s_NF3NcAZBVG(?}Z3{$~
z>q~W0&-sh&VHNt*kZjt94{Ah;>4>VQSEArC;-oES%_QjEApBE_{F4dJc$eN_UzgZ%
zF4##ZDD9g&OwBXd)Xn|=T(b^T(e5Tn=rj*AYc#pqRWUuR2?%m-)BF!<K$gF!33lRX
zQgs?3bZUARRdKP@HBv0x_#o}zD4l2q&#Tb!9b9i7)BPf)^bC%_fK+lwtxT%vs8)?w
zn?R-oYSH5;MjylM;c6DgUflkctmS{qx4ppnV{Y8I!Q+oV&c%xt>GgVF|9w86=g5&G
zyyY!#Vb7jDe}yCb%k!ZReTXl8=}Xk>b$;;|fAJecRJYsZ$A0X`a9x)VeBcAT?QP$D
zQOXw{d64DaG~LXj>~lTLAVg{c$G?E8G?*8+Gndy9-V(h*8$%8#I}wHvqZul?siP<w
zQ6K;t%-w{&2tPYcs3eq)9aaYg7W-oide=~ehm*;nc_#D8fWu{lV^+don8S-KgcK+O
z6uX0z5~-E&y#hUSTFL|mN7_8!K8ht2)=D9-*FMR=7el`Dkp{N8!N;y$<ZI0y%_OC2
zE0pXqchuj(Zu2(gH&vPgjiQWr*Jgv>jWJdV2e1ngMNNpMN|-|8D;P>jMkHvRh(de=
zr@KllHPT6i+}I9&ZJhi&+7y?b$5>eA>evj6<qCK97TE3xrrO)o!X6(z`6yTA0h%ua
zq^GZ;4>}Ybg^8TOSYd{4bBEUY1w=StRQDOR!8IIunNiG4iP4P4$mAH+y}K#w-HY1p
zl6m?wq)LJL!EV;BCXDOzD4K;d>I~!rOC1}5#gST@3*xP)@&>!}j}u6XbDM8wZM%ov
z`WQR<3`@B;l2uYpjx4h$<8xtclq-u(mhww<3NESckxllaShFbQFF~e3*|LaQvkbP6
zFy@Y;hAEomQIioTopENJSI7_N`RdLX2P!$LIY=Xq#B~wsHnsdETH6lB`0KgJG=<>`
z6X7qAt6E%IKFE=~mwDy+N2nBGxcvugTi=JFjZiBN5n95c+h%)khC7_|EEoO{PM!Z9
z?zJuxM*~)}w{y?<yT~eC7PW2GyDLo8`&9eqSv#w;Ysx2^uk&*5r`b|>bD(n>)ol?+
zU>CQjXBWAl-9}Z_IU{25HTJi5$Ol{G@(E+r>!>0{raFnpG7KyfzeQh~Y^N@1PUp08
zn0sj8IAfqy>F5T-m1|tp@|@IOV$9BR!9Pm9u|_FM_*Zj}@&4v5dfd+`Yk{XSYrIar
zo{9JdQ^6??sW0MfwGnBIFGrAyfg%BEfK)J)O%%C9lBPt7LaURd<xgOjYUHvu?(i0e
zkA`$Q6;f>)$4ofeh<Qb1$Yise+zPSdl+8e)o;l5k*2L}C*>M$Ie@L3Wjd<i<Y<-y-
z|6{oR46c2MKggfpg-wV5eg8A)Z4GVX9Hv#{<HHBo(W<;{#3SALJW6<jfiXi;cq=2q
z##s5+6y+j{Y9Q=!!brn&Lqu+hKq=A;AQvrQrwsyq7PI;t>|{rYSZ0r@Qdd`aCVd0-
zbeS3P5`#EH%NG>I8arX13%bQpcAUOU*;rd3)yjDO9Cw@3yiQ)lwieks;o~QQUe92<
z=Q7=I6C?qv{Va{1z)v-Dl*uF>S{h>Ll3dPWy4WQgw&^r`G_{j><QTXRB?`LM=0NEd
zeN$ir9$7obZ;!l|c3dRxv`L30UK?gPXteQVk%n2|u<|S$+B9p!!$f+SMSF)q=rbv5
z%oV1{GGLdvO2_rs==L$Z9h`6lEpZ98GQM#ap;jXaL&D}&giuJ$9Qk}eExXBxzJMlN
zyx5}C3yB7|NS%`u3l`-}izvE@COk}4M^hC*l1hb@wncZ~B9Z})h^UQN6z59pY}V*(
zr40QpY19KLu$(%!Qzwdi0>8l^TtfH_v{W)tHIP=Gr{s5W%h$*ZE%IiIlC{Mi`zHNB
z=h>ZI%-Rvh$M>@qPI0*r;`=voveWoxksIMABi&W*u%F<L+A^hzM%TNOo1NFNF>u)D
z+@cViMpJbzL=P~Z+)E@2<cx@YrB~QrJVV9a#1viP!7_y2tHsfU28v0Fij)dTqLU^u
zGLA@6g?Ve1kExQ)uFX_i@~;=4|CX-le{BTTpTzflT-U|6?LRXo>#rken)3Jm{@<t9
z>+!z#y^qHpd+bm3`C|dLd-raB{^x)Go4)ohk9-#shRQChi7Rd9hvV!iZqUz_$oCVh
zejCl1z;wnb<=Z&sO@{siofP{0K4I5IO$SuVeM&_L0v)nP=yhF!Fu}EJOyn#~(P0<{
z_^yZB-NYR>7%ks{t{uit6E-&&5mH50vh*XDC<2)#%+>`BeTrp$jxl?M@iZdRVq8lw
zTiKzX+L)2X&xQxtwlWBrP?-5Fv!z?CZ`<75d=E$D7L_#NSacgfb2pXdO=3Mmn6F_Q
z3YsbrQli9?L`rPs9D2Ax+VSyZj&@}?J$-_@yUeKfRkF?%O1UL$+hcWOhLw(jRJZ7g
zh?_#CI9H}pbWm>$xp(|3zkA-|nvrK}<T%IX?xvz1As^hNqMRZp77>w)L=vJ9x&iB(
zP2z3`H4V^JgZY8MygkB0yNldDZu1*Y_?W`vHB%{@;eLAg_cQFQA$u!SGa<!nOwG8C
zC(A4hj&qJ96wLxN_RAdB{w3LHg+2}<?2}VM3|k|_AczHaK8tDTM6pJ%m*wW*9+sTf
zv#yNbMuN}{$P6MzQ=N>G5aS}#h>VfPa`GH>9w%%zxad}yp39(Z4sqKHjMign*#-Io
zg~ioLCU>1=rxy}+dQ6PGNG0<UQawypG*R^o&z#w0e?H}!b01GOE+c%0Vls}j$2d0X
z^GNP2zI>3DdySYjTftrq>N_NwgXdmlyVqc?8)1x9xnpm_KkFRhw*1{pox03{!t;z4
zTYT+SKp0DW-9YLFrj}tmQ=x7u<a9~KQqVMkM35Mxc-9;PKOsA~LS?qYK%`XE79z3n
zW0NH65V!#%@Bl%eMwm*7ok~ark<@55vuvAt8L8}}kS=pJo?w?NXb1cGs<+P6o|6=d
z1^(^uKk<euc}~hD#zxLkpD`GECd2|6!O*wpc`Aw5Mg|?yM4}2GOOq6G5?zPXHZe>a
zr(n`?i?n-1)ToG(SO_`5(l-eeoq+*{(Wg4xAhim(s>CG15;3HbBnlvjh$4l7dnZxS
zXMS*ii|t29v<!Y;=LhckIJDnPvnSC9PoWQ=MUW8X?m<-yTKz4oc!>->Qlo~{4ZNU*
zE}CpNAXfHJQ6<@I4kN#dTdOH?IzVL$OU@&OL6m<N4dXtn%z*o9H&_nlc&2N!BQ$37
z4taeyhMS<JE~*NiD(Gq&y)ea(B03}psdAV1GzZ*|(;N(lLYFi%OSxiGG1q9Ox3QAG
z1z(-U#fI<(HUDYK(G`>w6sa>a5~5owOPgh4QNUIP6w2%5E30&Z38G<4Ei+Gh+ahc$
zbd0;u%zKa+tjJxo3Ar=*5=juT)Z0U#R0*Vl7PUzf1GO+szBbOT{0{MO9)I-{NN<f)
zsiT&Tq2{JAObZ!yNLw#pq-`R-gmlW3odjLgh~f%vFhbuglO|nM_m4>Z1xooUnyw;6
zK*ru6N*y9u0mVcrHmYLc3zv+#!@78cl2v46bd8u2D@*s`Ze76eR}jh&O*Bzu6QoC&
zrU)xfHa|+CY++~{=;2MIQ$y2y5GJu&L!uyMia-)21rj$w4{ou;d)N&3GR|c(a)F-f
z6Q>cD*`rkMqd76_gMHi_ycMt0$7+0xCF9-PcjPD~vB9Z!iPN#pz47PR7r%@_AE{MH
zwH&sxge8}VW1l!S36oid(F}&#$2I~q)k9GOR9zD5Hky{8h$bTKqLQEpfg)6@PkG<E
zMV)UWfpzujRrc@S|JQbV?=Q>p@-jd5Q$Gc~S|Vt6cJ@#8dFiE>_=R8i1%wcM_`@Im
zrp4v_-4C(e6<q8FAPpX>xTMm;>!l?5qts`QG7Nf*D^HPzCeQC2rIM*IZVpgo7gcGK
zCS8VojdpvBN@0g;EyW*3gr1-`2-)dvk|J@;Jf&Kh+N^_VE5va?9Q%0P0m2`Ugeh^T
zqG~3pYNF{nLQxQ?2vsN6P4ujdqbl?~ovy1=%YbeLB$mZz*51Su+na1u?j}hklOoIO
zqKHngMLjmC_}gTIEu@_x5(<$ph+@d(wi(HsrRXdIF`aIKIEAb;#5P?N5)_ewViE?U
z#9o!Kf1beYp(tRR0>g|EA_kd~q#B9LAt}<04Q6()(rF(?wX<Z(5qjz(+z?WgRLK&C
z8vQ{NHEE)&L+p%&qGSjo^VKL`)WxueMCu4nUdeG{w}YG3Xqk7BGQ?2?3;nz3#xuw?
zM2TBCR)JaL363~lV5^^yOJ7D+C5e&6qeiiuk}Vo+tP0jPbyPi}W^_<VX$4t)eU$N9
zkAk^GFzBJ96Gd4z2Y0c+4>8c{toC<^WyEBCim2V?4Y`kzmFp~}DpeEI!4R1OS;?B8
zaN$ykEA9esJn~w?=n(n#BD+VwNE&y^RW}*-CMX|pxcEXBx4BJMLS9h`(D1bgFFVd*
z%Oz(dECe%Lkv+zTZzsFwPJ|xNZe74=-Qa`iJ?y!y$?MPmE^pqy#_zpQVLK3XojUGa
z53%p%O}=AKk96=HPwan;rE{k##WusBg5}PW%R^K@$o18i$VDaY9($PF+GR*q89KWd
zjK7@|6Wh#KFVI=u#>+PNE#(K;TeywaMoV1n_sI62V~;!!nuBLbPI)06#pdlb6FqPl
zt_~0~hg09f&ekL_WIdT+W7uZac!k}gJJ?wd&(&x(3k+S2-Ny@DIn|}t_i=1VHk05P
z1rpiE)GK6+F#<X)1qoIha>!UCpLa+z2WhWQ(f1>?bPGlJ<Vuq?hYpd~pzd5GO--&h
z?qNsN*j-C0Szp5!F=`6MI7UdDf$%BW^XNLbX^Ak-abfUd*kX<o`<|zhbolbs6PytL
z7dhKRQ9U%-17To`2A0)EhzOag1Tv2oP7tJd>eX8$!GMcPN9ni|?8y(XCyw*tav9ZI
zMUQr<svFpxr5_jZr9*k*4!X|U$k<uxR-0B>V36eK#W{k+L{SB59HK`<G&v;8HFDvT
zbiFIAg&w-wWjtS`UKo(7uq5svlPO~)Tjb)K3}eZ9t4cGNAgdObG6!rYBh-r)3*K&2
ztImD3PmuVR$mcg`^(I(vA4NsOR1{Pt#jxk8<S*lOd|ImpcJX%7w8$XLvZB6@j&=Yq
za#3Z9g2YgU92rZ<#7lISev4qR04Su|6r0Kf%}A#dEl??rFg7wr(Q1PX2;&@Tq7wK!
z4Bb9KJU}KfwrY~d7~kuYNJ%!6XQVj5u^Omqf*0gz`E}L@Bedg5Y$e9lV#>D4RCOCg
zUPn_}^p%4ww;mzr*leqlti&Oyt)beZDDi--d6C;IFEgjzB#Z^27o+RD@vQeE)0pk{
zD#_qwM$JCD7$L%>FREykgC(wGiksw>WfE18IulrS5ltkt0*x!3620aaqp?oW>=Tn^
zJv_?OnJRDZ{%b_sW?S3KcySa{&*8gSmf~e5tefmoP7`|`JI#o8FwG_F&D8Tv_SqM3
zj51+bW2LLmANY(p5oN<87%ZSE2?`oflEF<z7|L;!Sn}4LZ>@jkw~fGh&wJiOKA-1~
zJMQ4bi4z<>dKA+%|NDRVH-zV&dyaqgul^N62tM+WkD&h<$K==6*7%8^_z3_$_`wf;
z(_5koC+;9t#>nbjbS=X7B#o|ylc{5i0Y*jvB_U26y2Fr+>5`@iL6{OpF@{Jm6rW61
zLDf~_L?U$^nWiW*B26TbuVa@joJvB_i*dJn(kMiCB(`Iqs3t;HLBt>iAcrKOM;iO6
zx`OIxNKHiuNt#3`B0*II5|t=2k(AM-jX;oEF6}VF&=hidj36OJBML42u*6PWqB|7y
z8Xi;5664M$NvseAI=x{A&&}Y6d0dKwdJW4wK&WM?DT2uDqQ@U4Z*P$5`>@P_I2zFD
zx^#OnG6hXdFilChu2ZU5Sel9uI;y6VCKjP5NmPNB7er}@KOEvHKAKR#nj}h0bY%nG
z?4X;H6blh4guODVq9fBG{lO;9<Pc5c9wL1gao{tPdzP%&WZ2Ik!XAEPfT)qz7pY_$
zBw~ap6nJ5ZX?0P>kT?cA6C#zAI7(1;onAl7psQes0b!&QC}l?XjB<G`$Eho)xqDZ@
zp|KF(Gg<B5hwAL2Vst3dAq*ULe4U~?pg&OQ$P${Fva=o$MFAPDO~Di>GDcH3s8yC&
z+mP%&60)&WK-I_DcfY}@XKX$-{T>c9^B5}ZE%*3x@CvW<zeG4Fv)xokt@|kMdW1{z
zG=)WzKTuwxm(1`1ZNQ2@!B;Z-_>svE(O=kPdbq+fy)q^R5<0}H&+VnV*<C52#!q1=
z5m&<+D{6rQKm6ltU;1bK&X-%vD6eNG^B8jYIAc!4l-6TBy^5afkOJA9iDspQLxEuq
zX|^l)g>i~>Ny0o^)%UUG8dy=5LcGBQpF&F;1aTR?(8n}3QPL1Yn`G#25T`ztozU-S
z>}-wD8O{-zS+Yt3=@6;yaP)4K7oOUt=NE7=*olU$g$kh@!BRD<MxC;8fMMZ056;@;
za#t8GEt8}Qv8ynMvjnn4-f5F}2B1u^>Cdv(OtHju4%FJX?g-89BrRn>iL;MbM1<iv
z4(FP5I6!yMW7>Y4(Rzd}J4DI|?YK%--$suHTxia5+TVpze<u%_r<pT<lQ2lxYCXi7
z_`6slfcR;u`WY%_3ztzmWt=hVX>={1)0;+#GLWhB#H}1V$uv&7#9`;l>@Im2szRKo
zDELTG1T~LT1pR1&NIi`3T#~^isWm~Q>)7E71foJuJ&DqK0<uRbjwBSd%iIv}qV7M#
zboF@_S|+;i$rmiFG(`7ZWGq;4@8apT@8CdXK)Ddp&Cjw|{WS{WGOh3!tBiADYm|I@
zl@X`Ln0%3){7)eCY4rFO<MwCCYtM1xoJ+AdPHF0mq>4$H+Qf<ln#5Es{J6-@jem#I
zJBw`<N%Xr&L<z_6DP#k3nH@AWpg*+PYI^hrDO%<cI$E9}y+vK~8TgX^(4c@u5`6(n
zbkGfzQYFuLMI#JD)>@Bpxx1Sgr_GTgPoT&U;x4H)NtH2ltIz7zLrl-?&|IBH4^E+J
zYa}v*ObWQkK73(f<!+!_4Yu4o%bPjEuEO0DSLk$4u#uc($0#s4zRuC|SFzO?Ffqgq
zVN}H*j1ajgk&?#~d91XBkzB(N%WNmd36w{1tPEK@Ln}1ch$`G#{vyWU6Wm>L$chfA
zHjThyFx;YKyOeUEswq*Z((k1-`ze9xP$)W#W_(2I;02?ENsTDpL5c{eWid>LZ67YJ
zpC_<)F>~Oj84Mc8bU)*RQ)GHyBu-X&bNlkQY)yx6BZ2h;Kkx%zKM4q+>pF)IALhh~
z6P!44f>NpUS2()=@jU+c<9ztTA10g4@|(Z;n}22>*LC^+@Be-Pe)^|>niD5Z{HZ=s
z6n%qZyAXo;+un(7EP!aE8xe`flgnl>EeixhQ36sh9Hw{!AG;iqA2C4@NJT+2O*B&@
zO%0;hA!w(lUKd44FftaJlOSUW0fZjNBtcbEASU!9f<VVEbdf?OcFUNCLXxEP{XS-4
zfMt3pkw@akq=_I(R1(!fF$?I9fvQPVB|#MtiV{PZ1F7T74D*|Bz%&H1uVB;+w89N4
z;Y-NQDvI<;(U52;iX@E%armlXs-lD_#Keh7l4JpsB<Z3mUD8x#;Ol5vn_-|5^c)hu
zK&cAV@f5?1Q4)bnA&EkKZ-_heP|cKL(FZAr0taLP!*T$HI95nyh+#)4T1ps*SGQVa
zij|45O%q9kA8j*e6e;AhM1f0dXMjvKoO}jd>yt_YbPYQ{Kp`ac0u)1`lfD*7kwLP<
zO!XFVm?P>z8bz=AT3HH;nvf<6X$r9-5UNL%6mUHSuiv1O*+JD5T3(e%sZ!2JY;Azb
z1~T=Ck|OQ?7}9<nH?A(?rJzzmmtBO?#}y+OhEA2|$YoqiC#BPH7@O%3xso`nkSj)H
zr}BL0;(M`;JGofiWR}nJmcbGQwa=BqKSgn$fwq`%dE)~5)1T*}{YHNOffxDyORwii
z{VML#<NS2-7%%DjxwG;Ge&^yiIaTAG<~h#xB^`H)tYTvvG<bV$7tfxR$QVXTD@<e-
z5o(XVp_5f+iQ+D?5n|8X%k|*|x3>1s^i^`*C-|<qV0~d3yU=CkSdMFpeQuxavUy1m
zbPW7-nncYIA&8>}BHqN1T{JDBUQLOWJR8BoSfWBZ7;^W_X`-M*uaO{xMItpehZ$tr
zC98Fi=mc_<e6>h*)Z^MI1254@Qi-jFD2ik#43dn)!I2UMTjWbO=(keRWJu0PP?Ufq
zu~5x%gqA~y^wp><37Q&{NQZVZNk9ft5Q856K(Oc@Wg{-ojxMrWJH<rSp=rJWCtM}z
ze}$uST~s?^C^OjAGAapCFG5c{^xBec{3b5h|4(Ykmnp?xCad*P)eMm+GZZsebSQ8U
zJ>4Wo6l`S&#|TIhom3W(G9i*WH@!z$?CirDo~CMSQZRNHMjC^DfU1vC%e5$G8|ZpO
z6oW_t;#k2A42FS9nx^D!he9!nW%u#aHzRVZ3`qFI_8rv2Ws3bO!e0ZWOnK}G`$y)<
z$`?_iTPP}ElnC7}!B9a66(JH-&A_sYM3GD2cZsFOV4!fZc{iGN7fKv3I`#^4^;HHf
z6<hNViV8wO3I!C4B=Sgt4yF#Oo<#~3MN>!-bOMcyVSzIn2ifwo+;2a{E^`T)`1HJh
zC`nNCB7LPuO?Od}E`AhZ+fXX1#5m}hNi)s!nbmh<$}+DXU1s0zPtj{Vh^d;SvWZ|B
z+g?J|e4Ii;7-rb$)G%d=DpT~NO)PYLiWpIdlIRTl33lScq&Ae*OI!+m6rv_as~@85
ztkP;tvC_GRp0y8MA5xJoQP8epsy$3I0aar=8O4jsWSGV=EzIy7dVCe12_!lq>0!w&
zk|ZS&Rct#)-)o^H0hSVyq&h>tM8mb|2SYR~z#5%qTxlXBlSVhCI}j*wfJkFV6F^6(
z88F5W#yE{|NR-=$lqpgB7CG4=6J4d7YM9OuRH5+L`bY6R?;CsqbzT2610LTD-!=j(
zO;fI1xx(qwr#W-x3|m`U-_SlcH^-fK-pPp*C;rUsv%l_q>QkTMcYpVHDVNLq`mg``
zpV=plW8VAT_X6;vKl-CQ@W2Cqs?Wzi{&7C}$xnX$=UuyY@k3wuPbjL1qFWe-fvG{i
zpVDvl(KQ!CACk%ex{;DE>&WC)iwL1AB+_Cq%(Am%ktQviBIHVWGKB(>3t>0H(o$?o
zfPf?&pvVqUq7tW*IGHsBK5=LuWCXlA*(;iXs?|VPL|z|v5aR|J{6xhzUGhc?Ap)cn
zBvQrmAqYl+I=OsACMPj%4WW6&X@HDhEy<t?9fUw4@uk9zc|oteNgDg)iU#8|l0q(~
z(;8u?Jw;Y&QE(PXqkx{P;ssUmBRZpd%Y+>VLusI?TM)%4>KF)#6akWiR5d_kk)$Z}
z@H#$9VqjQVgop`~4l9d8!ca23TcBzd?d=%^f<n2Eoe78oi+<Ok)vzemptd_8=`G{+
zeG<<gn=gW}X*PQ_8a`1ZF%1jLhI*|{tmYXG=WsFss@B3On>1GvEY(0&6%@rLAw!tx
zNTHC=4G?OIKS=RH3&&0{H6KL@Nz+$zCp0Y~iMpgw8vtQC$V8IHE~<!ultk(zi2(}4
zT8=aoM7<#@4v{j+)xiYy!6njSj(TC4&6@^OGexu!gZ{QexP4FqdfGH!bspfWRh9p>
zeJ5jXgDc}c|6%Tvtl0y)uF8-9VVTlqz{jWRJkZ%k<2$-oANw-@@c0TJ`dXE~&@jCO
zDI)I6ckpb3o4!NRS2$QGql<_ZHfb1<N%~X`iJ^ce16;d`#w3Gig01Kd&{}xu8BR`w
z-0EsH*O$p;@8MW|nLP&@+&I0+?A{?aR>s)evhbr0QdG$sCbRi~mpc)ien6%45F>h*
z+v{ItZ7ai8w?wQs?467#mQ*%3J4C}iNirl#6{5rh1dyVs3I|V)(A|Np4TB_ANmBz=
zs1!_(TJa{S1TB+AF>(wxGK6u4wc!Y*kzMQ>eTiVWf#)f7<TPnyki;rcVv|#^lTjN;
zYnIdT9Tbx_#&SA!b)IZCB$A^HqT5MHQTykJ%n@wSq_Ob|x)qZ#d-%Riu988h8CqM@
zXqhUexXdt#SxQeLwbvoFSzPI}-MC0|=XvZnq%1Wi@@2-$HZY{;c~qQd7@uh(ko0>t
zN|+#JN_$wt^DI&+DHu(HpidAa_=!TC2!t>&tTHHI7@(ULd83V~Nem|k@fxWRShkBy
zRHU#-u#t*MB#OB4G=pf8QZCPh#XjYn%Kq|ITHRF&VgXgt33VGQo58RY;v|bqRno{o
zO$B~zVx~=0;UiH&DU&E=5;cozT;qD<^=$VV=uwO^yv3+-g>tr!qKpuVSweM4PVbV)
z0IB#GiU(<eMob)8^u1Zmb*lW)Rtwh*$YmmK54wy+F}bXcp7+spoz@_arsUaQYZ7Wl
z*&gJPo=etVqc*Wlt9=+Xw@Keu+1yT9@9w5L^EU3^`xS0n9-}HhNu|`|!ljd}4D#ry
zik6KyG<pS814Hq!Wg88bR7%1`BT*D`*?>Wi#q~{8Vnhl`DoGLrKg#0C8hve)p3Gnr
zVx|k*6qIEwZGcF1G}T8_QgA)eC?%0OLb(sAj388-rt9G1K<r|89%eSdR5uBfE{c>W
z$tX+lAvW4;X#O%@?O|rA(g`;>lbL13+C#(Za%kzZ90)fVcgD$xA(pNYCD05Nc48F~
ztux|ecqQ{TlysJ#TYfYD<e&T#78Vx1zJ`9+cYPP%{oUXF7h2c9Z3NbT$?EDVr%#{e
z^y$;g&(D8@qO4Y{Ul&`44<APT@05V~>%g~4VEtJUtijt3AcTqp6h#9fG`)kAArTp3
znL{&lEPFt=6QMd8t}j{WvPe-bV`zO0Jx0?M6h%W7k~E4*P)HSnR53si7$QPX0z79g
zPNs*WZQ{lmf}lv?3Oa)kw46$zpwinKL-y*}a+^Y_1A0KaKf<8VLc_<<B!-p{hqp*+
zlPP4$=3f;qY1k)@T#ynoJBkn~p}&ngG+Eg`NH?xxtLHehKZ|CooPIgLu}4tV68_L4
zN}5zlH>ea_*clI@KpL4K!LsD56KSlHrl9Hq&6*$$^SHrYBr&StVpsz-%SVWis0%6*
zArhn#k%$=55W*HpIsgHwG)SaHn%Y1f8CP(J8B|R{5gw}2MOFF;A<-O(=0vD!pP-+o
zxl<(LtYa7!s%D|60+fJGPZ9?zhOS}fOiWv+z1^qV@)`711Q}E@L{qvTs-)^Hiei(?
zb*Rn+s6gxq+`u7Ga%6Inh&H+-fe3%tXXTX*M#~Y|vOw6Q%wMT6Of&4BxJ)M3WpS}i
z6nOYrosqGGiK<Jpr{S(CG;<GfsPYk3t|-*23QlDos<qDfi@S+Jhe7@x1|mz{y-vUS
z5X!+3M6gU|z0XG`7dSV)MC?a++Y20BuzB~D9o!Tg>k+i6$C<G5{Ko}J-+4btZ4~?B
z?=xmLIcn`-<DxoQq}OL=WQ2y?BCrga+tWCMm?RpI#B(HRmQ;-xj`x}MUt}jyQR~Nv
zi--B-aF)`-@3UvPO)hM4-)zeCv3<Pq;v}`{=UDD5ymWJlyYo9FsX~9?;z)s}+axlj
zprk-bt==M4CRtsb##8F3y29<dS5Ot3M9v_*9-(mQrd>9AKHHu|$~NEeu+8<Cb-Imt
zvT91L5Rl14T-u%_Z)G@qT;amAI$mg!(<M{07MfM17u-u<I@q$0p-HYrJKXY1bebyr
z;}#j|Qnap8u`iOZdSprhH>$I?GsCX(3Wg<FY1s5PbxP_rBJym7`^l&l8BIf&27Pmc
zvC1VJ)>+@4WoK{)nlN#a6$rP9(-4`)AR|CSwI)fNNnWWaJRY^MRh4&@kD{j@#+6Sp
zGJSwtW*#-!q@)foq871cvewrKx3kF1VScT0jpoJzZ!S#GTJ`awX|&v4#yypLi+zf@
z4#RMX$?Pp;rihg>dHK=-^uY=ReH+s*(~E63Q<Z8iWF|KtN&_@iK_R9e1cWk1=8ljp
zRmf*jUhZkU)UNXI#16l6{So%K27A*hOk^)mthRBPBxzhEE8G8f#83f6N4H{zgHdc{
z6&ZJtiB3$FVWbl#S<0myvZWp35W+x^q@b!G63}FbDkM>?62%HVKZR67M<bOnouQ!F
zRj_PHrH~?pLN7YXvr7xOGRGtP`W&9=GK^G~*GFMz51veEk7v1We@NU-IP;2w>zU+$
zd}W(s`(I*pzKGw`(Ucffi3u@i#U(mXjbT(}vQTF{yT$mfuW;k?F5GU0Zc?V7l*s8F
z@@kt`zkEp&;bT}P!gS~>MTlFdaRWWtA<?Rs#(tF0pleF<R-dwSi$Zn*A!2%dmTT=P
z3hFF*QDRt`q#5cA+XHUXN9p-3b{fBrrX*xW9^k;JiRX4%8Em4(5l$3gq+lu%FMyZ~
z1I?hBxI{@vO&F9ElQ@+uq?26iM8xSuhM7hFZD;*&W(4cMMX%TUy4bpK;R0b8e!b1M
zZH^v2%83&vIDY&%nM~%daHM~6zExX<e-<|%m}O(zV4_l`?>6y=f-B8w7QC2!Q#ubE
z6$Cr;SQaFS#_G}tM&hE27^$Tgy2Q3)JWs>(bs}k^*&s-<)B(2I!BB^Ip+jio7_V=$
z*4V>Z?{0e9QG}79XsqLyU3S_TwptEqGC)gvWHpx}8|<CV;>R7zIUkAfsy9>;q7nlk
z!_G3zwoR+wL6JiMRK>tCbCgPXigkrR9bn`Xh8>@<>thHNJD(ww%hB16Xl$eiY!E47
z+{0G82=gfUxrcEoFA)SOH&^BuDQ+`T-XQJ!sG&y7Re3UejQzPflj;l14^m31MqVEh
zrzy+5F-EN+EA9kq>D`o-4JNg1992VxDl!U5qb&@zgJU+))gD7nB}oia;ULT$x-)_w
zXNZyvNg~mekV5r3#p(-~(F(n09?kZN6P4}tGKv?YsS)|{ESZ|ha7&@HZ7@`3N%R6y
zAn`kEq)`tc`>4qZLUxd-NGt@9FB**QDWXafQ_)CM0V2ns<KlO3;gquEcbB+!x(i8#
zO07k~X|lOKL90JRRhQX)AZ30TWIs>Eka%%SrjVsF(LzPi-BhuRQJzlU!LgAJ<72CQ
z<qNODrpHKThiKwqZlp6fjhArTc|O1E5PxsKWMeDl#cr2p<x?DLwa`qRYi5Rn=a)Hb
zkMM@u7x?O#LyTtz+!#dYNk~VVVmXv7R8KNBH%I3BX~y3B2I`AfInZeH%F3NYy3bi{
zl<`zB=Kcrt_yS?Kgc<H8H7)8>DI@YF7S$SA*+T2Bl7s=Cp5<mci$TEaU%!i&ug-G7
zc#6^LHs{XgY4+!k_1BO@U9|RPCTu}AKg!0SPSLU{n5S{F+XVJ^q9_@9t|ahR7%yC<
zAB<w^bErw58>xqz*3dDrszZ*AT%>dTAeQp`T<+vJwc@kSa(MVP8qdD069gvviZN58
z1J>3Cv>GkqBq5d>fjWzA9H5k+L(k;Mm>OFw5nC77n_VXMQx?~z=<S3QGCp}HAdN$^
zn$PHD25I*2#WXkOPcW*j5OEBt^oin-I2_^!9@%<}v57vG5h4JIO222)SgI5I;|ME{
zM8yj?(UT@h+9lOYx<-jx*jRF$Q7wxV{1LTmo3z+wtkkC+CDfuG#38=nkg*_4H2P6Y
zoC*xJgr#OMv_6*ZlSo0MZxgg#Qc<9o>CxSoz!!C-S>olk#X(-CW-cMnAa{Tp_8jwT
z84lUkDW@+Jluj}?m$EwOad|a|(wpR-sa>osHBikV2XDW@%?pQ!{VIm4k;ERVy~XVA
zB}gwLqYkMb5eFIy64MG$os>joNyrju36{}AC1iWs;MQ81MxfJAZIH9<$<MK?9w77q
zTk(K`d7crmgAxnkBq2&AjX*`n6j$n;PRo3*Ti~Be-p%&Tm)MhUvwM7ql!CLjs_b+o
zK{X+h<@Py=6NW5Zv`Bpqomanv`$8p6O{8hEci(y9P;l$UJ~}>lGK-8YKqu6*jMkPp
zK6inYg?FMRu;VV0ku5Z0+M>WUWfz9OffJ<Y6wpX9M3<7;r%#C$^Ff00al+&#X8#J=
zP6wf?R1A$9N}lue<H+7q+-<$UckS9?voXWx*Ygar$GF=WrINJi4W2=f5#`#QjOGTc
zuHGbRbr9GDsZKK<(h@P!E>Yj}9(J2IvEu7|t+_!rR%z;WR?UNSv$Gua2fWTrNCyEI
znirAY4gMd|slVJp{$KFdLSX$#!Z75*g$tZMeVVgp&(i61zTT!N3I`4x_<D3}baeEu
zZlHfozL_NV_4Rdr{KtPBc(okRH|yyB%G>`LyK+y_Z8f=kbCz@4tK2ykaC9!E-yE>I
z7BF{gKg&0Y<l>u1MI%&q5gV&a6+3{zMo&^Tcd$fCnk2ZfBoqoA#U%1T#0r(sEUVoL
zFDyn#8cgp3<^J#E+NpO_>vZr3=LqfNL=5obvn0VSW{nBPoH2~G=Qy;tfT!mfCKa-#
zOGZR!UYn%X=Z06Nls-X0@#uRMkR8&bgB!*qiH~g>?A=#q&>Er`60=Z4H60W+LNkZh
zS%tI@sS0tb5CwT6eHJ@Ez*DwZX_Tnw0gBzn-O`Xv1tTx<Jy7#DMZ;$UgH)ek29=9R
zl~1ltawMwr$mluNhche&hhE(_l<}(qGVW2-`cyL^xvWZ7YoW^)OB>T@If-ieBte^S
zAaVVOooI(<xI;avqlgqMRVg?X>Jv>SCtt#k4E$I{*95v6qG^K7MTgCs0j*T9fksOo
zCCF;z-EB%v%<Le<_Y}M^2b9U^U8>F%R5d2a9>q~yhMkMJUI#_QR7x2N#R{5PAeA~{
znx#A&aOG5+Ub97}oUnIyKzDn<weB=4!32-)zD2DV(oXWofyprKQd8H_Rk+@`i<+L{
z*GngPpZPqlD6@F&@1PB@laFpNUK;T6<u4Hw9%J|T+nMM-LyX7FY>|!rO-y5w&t{&W
zadDNjVDr*UjSuEpTuBcyb^3J-S>%{;olm(BU{sHgtPim@l~fIA8yaf#JO}k6_mm5?
zQ=jK9o<k}g*=j_RGbyM&%&v>>_Q)tj4ouDP(zOAOJwc+@@bn5kg4o|73UA@6=b01h
zyzb#?Ru&?ztyFpN_!{e5Bix#|$r%Y*YYZh@VI$bXM1CCHMKZY>1@jh`_zWxVeJn@Q
z<opCBR<N^eMk_aPgB)gD!_+PMeuU@cn40<`Uee@N{{iYI<gFpuf=B3?Y%WhRI=X{y
zC_LM|oz*zve)Sfkg>#tpCTZdk$>`O?DCk61iG)e~{$V!yyJ%{=xaDq9YQ9V<aLFXA
z7%H^15%%qxrKX?44Pz>`9U4n_A(AaFt>*D#1xriFY5}^E;3au_NtGZqP|Pm1kv_A#
z`;;;RqJfLb0GUD@83dt86lyqzhiwi)4S96|68OU`e!ob2M@NwYRW~UVdt@@JBzlot
zv5nu)v%OxS9|goB!jTSxAjeh=vz0|=YHfzHNPDZ!O5Y@xBt+UcBc&o<;L+{1sc3D=
zxeoBEb&6(}DC|8%Dq38;G>PX{vFs9g%|VxfQgMy#CUiZ8+fTg0+VUKo_86sH4n17O
zZQlSCRK1FkRk1TmnEDllvc#Htgi=03arhYwS~R;yPzrCwPqPdoSY3Ud-p+aUjg2v0
zt?=xXMWRH-Rx>zC1}778+ifo*(m9^K8DW+?=%R^}1mrD+J+(<v>EQuY$7L8#(e`gg
zCLT)MLxkJtB4KkmqSp+GRKdDBhG!MY8>?hm+X!6}$2sE2pf(DJ=eD_itxnqWD3tn?
zsv)_2j5{#7es!Fl)EVgG?8)3oVwZ_k(1tfL{6#`zgrRc`6bppJNdo*q2XA<bf?UB*
z9JZqZs{+<E2hRw}d)Js1MRwWaY?&%)QsauTO!=;u9}q9$uIyrd=`u=2u$Ud=UULG!
zFVMR~BCSTR@&I0SKZ;=zM;+qU%S@W5C>9&UdV(6X8Px-%2-$Rph&Vw)qPzwG0Bd1M
zL_t(ZV+0aIXymjEhN2NC8uhQN{iWCPKgnM^f%RW9KR^HV=+?^0$~Ux4PEPWRzxa!P
zMI-z3@jue0;mV^w&x>14CdbCurTrdxd%(^bT;F~j9XrpPranf0CtzK9jF$Bp4pu)z
zJ1)|T9^=OFPWp;Lk{ax2A&bsM_H=%e6YfiBMoQb5WoK9exkJmB3`P&&&E1DLbr4}G
z6xx@#^S*V87k-5PQ|D=|Tt-#vXyyS@)gn~}=vas(A-DaX7&jUSDH-&ego%PQ^7Q07
z6K0!?nqj$jmZL=r+sqLs5hCo8NP}1!#L5g~qmTwM?e-XvQbH;bsveVb6tW{JdbWoe
zHCeC}_GBzxj3@918`z1<=Q<0#XLFL;l%Q;;gt5kxxr1E1l_TToJUSYXstFR6-G&On
zq94VaZR%X;gv`_xx=Vcujzw(L2%QNA(JYmj3U{5{qPqGdKXU35+-B}$(tkUn-2mIt
zh%+9Z3{loo(u|ICG{moMaoOs!xYpqQYX&pHI5Xx1D`A86)f==G1v9N+D;Y-1(<p;$
z__9YVEz-y*jan!|kTFKc=y`;bLypd(7xN7Lb+nBQ3eiPGdXp3f(-}o2pzjVDxI2*e
z=$b|`pQk!%p;c0@oo&);L$+#A9oN`cXfal{uyY!QZs4|E0(FQNgrvg^7yY;K9VfoR
zVyDJ4X_fcxYVd!(Tw|vF8tm*eaRgK0S5fsgpV@pC)CqQtzXMZPOoy+Kt&MYeutK5e
zQ2vP=SHkaOy!BHwU)bcAH*&n$-NpFwe&(kx@?Ft@-|9YyTD%WytAQl~%4xu1-Jowz
zbKTqEyT-o67nT*a{0y03fEIZqB0(xHCC%maa~kIt=PAmVM6*c}4<!yjkzna4nvJE@
zm~?bD2PMXKCsam#&MuFj`Y&*(?s0wP-K=*b_Lpkd`V?W<!O0Xz<bXf8xyFUD9N%xg
z%wBVamH1Ik`7yI;o@}>?s;n|Q<)K<t^w7ZMIojbNoQg$)f*im`GR;Nvb|%9e?k#+U
z8|^w@XvRD|^&Dkmi(9RP?Zy$D_C2K0CN*cBoD!iL4oTRd<*pFs4>5P>L6-X}nZ7`G
zm+{ktRdYA9PLA24%H~=ZHHq0f^%9-7Pj2iC%ky*O6^AI%SaYjf96;B*N+>sQP^p;~
zb5)l;Q$zB(1lQG&N|8dn%E~p98|@4W0qCmAX#N0}I*l{DMM+Cp=t9OB$IyLh<viyu
z%p*xrHJhW;J~`_wUsyfKSZ;v_4=!LE1>)c!gCJzNcat%F5!Fa&_UibZ0-I9jLc52O
zlu1O1Nj;)qXBiurrJl{R(_N>S-k?++qE{78T{Kwhj53|uPnH6`flH^q$l<x0M2Vza
z%#w2yhH({{U1GRx(OwF<>6vV%bx2~?;|7XZ#Bg#L1(SgiFx`BfslgIWZ4_ntJ!A_9
zAPvxi>r}Lmyj^6}Nk~$U`KC(FP}%M`xUg}Rjm{!T>Z7Z>c+0UC`$uBVG#}&({tN}F
z@}8p4*wo9k{b}kv#fAR&aY`0Bcl{+^XEwRh5e)h+LFk~09%@$M`ArYg_h~u>F4vBb
zF{im_bBU5S<Vvx|xpa$NZI?IQeho(-(rHZ*cW!5`m$L4hL5prO;`!LIB$gUNl+cwC
zOsz_)77(<_CkqTymA-JW6tG2#r37d~k|r*s140bK)Ig>wDLRQ-BtSt|RLZ&lx@c)Y
zss`-3J;5nP#0{OeSD`h?5vd;iLQM7K9hAKW{^}Zzzm9DLB#B0==im+%NK}v}T54b`
zIw}yvF(6PBl_Z5wDtM_xF-Exe+8=z&)^zwAAh7-<+uPe;Pm;fK<qAoX@O!`adw<o#
z`lk4kMx*b4|ND9S+u#1D`uxUk{03kA;urtiMxzT4O|a6i84d%~i67==U$7_qEC-Es
zYE^^t{U2sAej_u*f6b_UmeYfOjG`UoLj4(@j3(&|1tZ(!wy6<H@c~XG9d4WaBR+BI
z7zamg@{U8FCzcVBgvYP_Fkh^gv^!-olehTU`*w5a+CRr1dn<$7n;C4YY@EBwrT_F{
zcIKCf<X-&YdE#_HWR$S9JhB|1kARc6s7{PARgE~jCnhuZV?@9HIf8y4MJU+KK5Al;
z3^z%W9x>o*RkAsql6I5j^&COz2*ugkSrK`P`c3M?WqPteA)Tk8gp4K~L;_JV#29*X
zMihh)tQSUU{NOt%-#AU+HMwHu+5goHou*1EZK4>Cq%LL6VY_xWeNEC40ZB!$KJd7^
zIK{Zg5=AM&+6v|VMXu<tB^3%g{Q*~v7x|j<MTDF1+SUmc)D@Ob#7MosO#cvvlOyaY
z?V^?`p^&2NT*G+fIVw?u?U6a$l{W5hha`@Oe1lYip(n&)lZ;&>Z&Xn7Wys}7{K2a=
z3{wZqG%!^YKTVk5xkZrpI8_5HZDWK`QM2TA1F00*c0F3n8$@cKyLWfVkA!SoQz4er
z4jZgoyN@K@pxZf5zvmN(EG1PCiyRGen(*N}dFcA5XzxBxrZvjgjL!Fb{wlk~+c>VD
zq(+RVPjgs%nrrPgFM6xUIA#CT+i@u{o4HDD&}4i3VYYAUa%p0RA3Xmb`0+D!Xs<K0
zMwyj|xnCTkl8+cOUg3jbN^Z*FjaTo)F~`}`=V)zw5#gSP+F`zDUypxt(;`${Jb!={
z!nmgM-u(){=UMcZRxx`$Mg=%#g>-t9;&{MB_B{QC3S<2ttNtiSd5Xlk3wP-WPVQf(
zQf{-hafEXAB^(r1*S~|%Pbf`PSXtlU`9aKCZODn)2^KrovEv5cTf9g?A1CzcXog0b
zn&?4_tzAaZbyU4bqSTPuBuW~ConnX~8apH+<nziqFs&wUO#TIz*5|l&=mVUYw)n(W
zhMBD_Z<!x3)xL>8T%{zgQ%VNpwJee$gJ6wRhNxNzr*@KD?k;p`62vjvgDpy`M@EFK
z4%_UXZF6?@ehwb|9ZqWw7gyG}znP=1sI**2<0jSefQi|JPGIr;{BC;PX`ECLq&I0g
zlJ9#+uza;c5|$uarjusrr)6^E?_p`_v)rk4xiE~_zxN%q`{x<aT{Z?jhEy<=E+aBv
zI&+bj12p54tOfHFXReVMnvD9F*=d?|yD6xX#9{)&$dYv&I$<AOETJkbG}EC{&7;^7
z%ZUhFh2ECH97c3|7GC)33FuUUlZ%;{Non*A%uImpsGtQ{n#4xKu;9x>n7^r@Y$nX>
z1M-C|(}7M^jme53bT--Y4VJ?M3rSy@!(|*r&r+#OF>0xt9PQ8_4!O13#87qO#6!_y
zrs{ji=8CKj*TC$NsjX4bB-3IA8Ji#!^vn=%U?J0pv)hMA+X`g?hNjXP4ryDnxW&79
z@zy8M551n(&N%E}K1HV^SXj^rBS|V_Jkz64$}ozBEd}ThD-q9k7dg{igH%#e$JlQj
z#ZsztL`qZi@PjLOx{farthh@#iK*&!D&{2F)Fqp&Aj~4|yn-kXDUhK0l1!vx2O&`~
zWEq96qRNOijj`Pz9`vy_3)^;xoNb2NF=`^PEtRP;f#q!A<ocunq!dJfPUt$sL6*QR
z5Je_P35p;{Q#wIJCkXIUNJESLvo$m|Wq!4bEYt{t9E!7>$f}X8t9<uYe(+nks(%{^
ztUo^a_Re>{^IMX%?z%27zx*=y-+%vK`da`0;*SMXy<X>+e(9IKVVkhm>+xeh_G1i(
z!#{Vaoc8;w$d+UfPZFeA!nnw)@ouK;XE~Q1XMF!AdzznSG5JoG+VAFu*5~=iAP^?S
ztVKqeD3O9t6NDb4YLK-huRE?Xl2wR&!Pm|!Sml`OLUP~1ga;0$Xn*_~(}?`}pTHk`
z8)5xTUmsV{@3V958ly*!p#9f8&k~>FneV4_{5L^!0Fa#lSO&t-$UgN1a*&c<R*=n*
z!36lp2G-^x`R!{AeVuk&5DSBCXOa;oPuYkujRddVqu*?zP1eXfdM{bAg}i!=_Vg~o
z!xrkG#c=ch`<5awEe7{JNSe!k!|?Q%FJnG+3h%q#NKmM7^V$|u)e?5u0$XC9x`1)^
zGK0VW?pKdH0dXYJ^j8ga&#zqNBai<sd85R!L$`Bi&pu|$V<<xT#?L`Y=x-x`{r6E%
zt<kpY1hst-8OZK{q}3%E1SC<6;@CJxr^vl=2DP3gx!FSe(H9Y$F*1^Pjzd2j&?Upb
zi?P&O*wqA_dl<{EBWCVFDmko`2I*R#ou0`+5$wzU0ol@kl`97*m@nhhQ!bsU;(7_1
z;vqGKg`@YecKdE_c1QTpE5A=Mxx(qkOx|^NktpNxBac_<MIByee>e8{35rYS87K~S
z7H@K9JK${X9RyK_qqd10Y_V^oMcBBGWgeio=K@bAM|nzrfUVdCMUu@F5KCWW_rqfx
z{KE^}@80B+`w*@21I)M269iwz)eL-po=V{WcW5#D%0({u4tolc5jDb16`osHX>F<K
zQA}b9M7)6-cMzJxh?V0`dz)A)Jl!6pG=7wPzRtqA4{<1?U@HcZ>acrnm+{dMQ+LtC
zErN6xS1#{ktv_IX*hI}}>{c>}Y>{wg7pvtuP46aIC*WYo<=R?E&WyO`w|Fr7F#V-t
zjP;h8G;Yw!j<78&OqQ--T0YnH-8`E62zqCYC)9Uwo3Tw}VZa$>lEd%0gBiPnvhYQI
zWZ@8xUcHCv_BLtUBg_?0<Q8*{bx`~0sY?><5JzpKFv*%VG*O}*jj|qA=)^4wg;nmI
z^Lb(|$AQdwCUZ@)jv$nRZeo$ks?4`DygWaK(=8Jcb6IOMsCGGd-w5%VLABf9*kOfR
z>mk8%o28sZRGenNQf4MDB2cOLn=oF+Vv<hHW_fJ|d$2$$Q((FlA<_YUqlrG)Bnk`$
zeXz|fHkwlmIZi3Ri^^1mXs$z9J4MhJ*dbioRFOH8+p0aH*k#ZiB2|q*)oFTJ(q5Jc
zwMQ%r)^wA(XoIYk66gVgPDHz9)9$%ML5z^#3CZ}Z!NIXCYr&9$V;~0!+siIHjhHCa
z2vdh#ZIqd6fvax9=QlTKs4j=g6WpO>DCs&ABN?veB&Wk|3Y`%gafH##A;ztMQelII
zg^v?9Gt}%UvVD(u*uo71@@0jI!)-Qi<_QWmx{T0vY^>=j$^P9$4Vx|hej4#dxq9JA
z#Qry<oVmeNA0`U{W7R%}me3wHkhz2;n8fcztn~Wa2z!jk8LDE0sj9{0p~t1EgvPQ*
zuD?V!+QL+G<n_H2^*L0bAktTT_5xkv(<84mnXr6PnbHdcc4}g$#;dj@NyJckSXqsc
zyuo-7Vo3l0w)GK&iB2z&=px3_K~W@%A`z%;bv-u16xFtwcE+$3i!hA|EEoM`k;~0Z
zo_ndqLV1m}a4&l@$2p#a931p04HQ~Yk5wb#&{%<`ILG{sB*_S-N?X(iw~&38N6-Ha
z&B1!ld)@=UfBcXC@qa3V(Lc$bEcSfz<Vk+$hkl4+vB=ie7Qgmuzs9v|*ZxAqp8b!%
z1NsTE-$gmU$iUo3K3ybD6neolo6#O_@P2L-`h?RF<?%U=?aMGVVzS+U%^m0uU~&wm
zC&2nMUQgGBtE&np_N1uFpKgCuWc?&z^+Ei}Z}P}%8j-*7Q~2ZWAgn#|U+rdIyMnR0
z4C_PWH9-=9QVxl#Wwaa5lEy8XdtZxs>N>K!j2aI~rNFQaoI6HQh)|o`1d)!qe+KR3
zF=DHZzO;%+5(f9bhNN8iuijtu1~|X_IPvrt!5i*}IKlkdS@c(~5T3Y=@SbC!Yv0^6
z0DeG$zkd_RU->lljSEC2@J7Z+iqj-cl~`tpMh`H!(k3`{p4{R&vce@)OuBX%t@JW#
z`7Wx_HcB9{{3hzefN**Swe}FEE!ZBJL|IxR6E(3{yTtt=nm<5wa)bj7t@k8q!RIUf
zck+P#QT|Q8gc!oe)JZl9d$`%@b1*NN&eu8m_`jsQuRw8Z1!EuxRhQ75<oDVhm%eOq
zP#$OMz-tIEp24(+WV9}e-56J`a$2=Hm<O~PkBr46-48M9NIt=jux3x7Bw6a&E|<bJ
z#^ne(Wt3TG6t-Srdhlh2;dT1`n47-EqHI%qXqv;5789vO*3Z%12-%KoGBuNK)J6t<
z^peY@x`um0V{vnieG@%09SyhH=8R|2@-*fq@1>}9vHce@Ix!ymAbU3pvcSL!d8gH&
z=Sh-X9uv{CWNX*xn>L$jokQhqwyQOU&U+beSzIZoyc}wL_B#0S2(vZ#KlXeXzjBce
zoJ;wo$p^8m>sS}o7?@dZiyHi)^#(qpyqUYUKFUM=FY`?9hk5Ou-)Dkl%#OrslzIMH
zo9Mp%{A4ELduQIn+eb~*MoPRaY2Vypcxem0-(q@ln|#41lXcOR2vv=^b~)zy@~u}-
z4XX)pltPd)Rx44+XF0blh~^IB+*u%TYuF2CX|EbIdJ!ul%WTdLC|?bkYARSt9t{T&
zbV`y^)aK!b3VgmFVfAMi+gzY?<Oufr{|+x+>#%P%%j?fw;ifY|Iagt}aF(34$XYPQ
z*`+$$N`~F--)EYuREq*jO^A!PBjcDf9D*uHq7);VK}Nf{wKO1}XmQu%kVqTy^a~R-
zlS#5DXx$BTd6RN>4a-uHn#2@CCaM`4uEwq8we+*QSnj{TYIK3|fr^s~9KA$g7~#Yb
zhxbI-c?CC`<I3;`BTB^Rs7|LPxVaE<!#C+GDThXPaoo;hB!a-!iD&ZEM|Uuz6+F9u
zH`H)@5x(q@3w6Ba2=11R8u}=yhZcG0^=Yi}2{M(4obwFL`YyKPDx=FWs+Z7lL%5l+
z)Gsqs5){XypvL&>7V%btU3Nl0o3d={EcZ4krZM-F_Or9@F$lI;9<wMFM%mXHpocL@
zt%_V17-_^tD`qEbv1LXCMh!m!fr73IMns=6rH@IB5E?-gvNBs|-w)oyVt0$Pi))P3
zjxas8i$dT~c)Ce8br71)PzJ0G*6G~ZV100oT+m@WHkr)iiDJQ4FJV`;N~M_R%$0Qp
zN|(uEmGNwibKVl?$Jbb~+w?ms+GYhI6mEYg<p=IROf{3Bdwm+O6nN>0+vyx!Wmm>v
zSHA~lN>L3^s~tpkfM2aKoS49`RXFs<Z*5A^-wLd6GftmA%`gA*FB3(tdQsW7{dEJ@
zOeVw6{LIgM)5-0BO!AT6qI+lt=fb~bFjK`?Sioq-_;(&a$b`hzNJsV%j=mLC>wm;!
zy^2i8%>SP#!8ZMa|J#52UWxx|)NA~mg!MOk)3->MJ>st};%_!6sWFBCb^Sbe^C;3I
z#UPs7MO?0;w%0LN=aG7rcw!d0XBNZApfwwWQ`7i|ZX+p`zsYBl7|*|g@!~lUg7Dru
z2u~b-_3ZVx7#YRzb05K+E20HMg10|RGBfd?+pn!6Km138$B!ZJKZ02mC<dtB3f1lx
z>GxvvOHKT+iqi2&wzG7-I_gdnGaZ5=h=oR6Dw5G7q$*%}9VSMR)iLsmzk@N_<yqtX
z+`jn{elmEB3n^&YMT(gXY<Gost(JL2LjJ8si7szrl($IsbrF{p!U>h+f%mfTvqOTr
z4k1qIY+QPUy`^oQasz~%qu4*o2D4}*RrXibxqs#<e)atQym7e7B?G?v_LFS(o~N|6
zht{x2y<;-7dl&hM9fIqNB+s73uT`1W1Lj7{#3K^~gG&s$4rZrMu4Yo0u&7EEr>hW}
z0jW&L#T!IJkVBJpPvyo&$}q1(BFI+iST&ncdjr|Bk%jN!+MvOvQl&gn<SqU)c#+2C
ztk1#7WaZ#p{PMjo@|u_Cxj%ggQ#DA<3T0LB2gz=($-B76f<u**BSn)dLyzBDx0y^#
zipCC~);`Ur3TF_}8_0ScKCd3*E1g-!!g>CI_EBEC`y|fjJ9%Yef@yu3CwdR_kF!6A
ze#PU7t4*xsGL?Ie6WljPLle~Wlo5ZOJ*zL0>unI5&~6B}wsJJqtE8#Ikv(gi4aeE;
zPm*_2(yYXpQ;3Ek<MZd(Zfh*I%6O<W?S!^Dq%yt3558-HttSK8uWV7BvFIOuD>wZu
zZhq#I1YRH0u29VHWlBrAd#XVTljqbtoz5l`w^s2q9d~4k*33P8PnfWOcAoRmC|jpY
zGQ&*<%~yznE`eF0ci=eI;bYugIEu3wlCG~K`b|Wd5{Eupfyuy)Ik;PAbm}b4wLG1z
z0@s#I5(R`};uQ9vs49NeCy_TPbkDJWCgS=2E-L;u(Qpw((GZ$}NFf9iLno(!2nQHI
zMm3n)qcLbFd~H5~Y#SFBzi4uFc8a+|0XtQRJ%?d6hZb&Q51Wuk`dy32FH)*?2xF7w
z?lhWGL>LCTsbfVxYCj~DS-RyT*jk(V>?s_x!}7>`X*{<@=j;Yy*F#e@3{%Icz!V$A
ziXgRptik}T*F<CmjRRe_TRk?~K8w8=RgHO#`rXVG^6=x2(f;@cX~=OdENruLYnh2w
zOf591Wok^$jIv`D8O*QJHau3$Ce5)rYhjUwm1FK;j>mQla9_F3si$txU20HN^X%IH
z2nA;b8OKO(fb@E#VL+ht=$UJ5hdVS~pUUVo)~3d^qfr}E*h)igEHru3oyUpq-pd)o
z#rc@ZzOc`{y2%&p%Y=g#S-(V9sZiXP;pp3n+;)GJ`c6dgm3ca;hWmUK+3I3ULbOjM
zZ*++aotL+FQ@yHFk3z0IoJXxk1f7s{TjQ~R@$bH+bM@Z}tZze>mzVkUr$5c*%a`f*
z`xJ{sjvYJ3yWaIKs@3YB`+Di`{0BnqEd70tp>A(uU;HZV@BDv*_80T^_{(DKd=+Q$
zL-Y=Rkkpy}Q|%%il0WyOxHI2RRDJNzef{LwE@2E$b#1yx9^2QYaQ+In*2gHkyGFTr
z19jmB$;1rNo%aF)bN&YU<~siVgTy0s_>0!W^n5T4Q2wki-nS0f?7?SVfNQJhYK%6K
zCw%lI@-wHP@1mcaK@9?g>mmH$Roe>$rsL2*yqoaw9_%MC69*P)KOh&LWBA~`^r9)E
zCgc`xp%2^0uz|{}iQYzg1-D_LrhT%;HH>``0pkp>Y%;k2&4^kVksU#9Cg>mgDA`e+
z@a~i3&VQEp_@gM!6)>`}v5cbi>2rwXXKqJ%_-(X)^GP<_>)erF=i~Au%}C`)_cTs;
zj@RCMiAx*r#U9CXdfDZ8>@#ei;Z|aDQLp2Y&??51^Lg$lPtv({mCZN3nK!<{;)Q?z
zB*y6-CZtdGz!>Ih-%Rk9fM{H$eknzMPN0Pznp-7Li;<Bh>5adK)$2F7xv)*c6il`&
zjELiC{bjVq=h#*c5!iQdCh{099zxG8@Ye2C{8;0eu*svNV{9Hd$lfCX?|bS+l6@Kc
zV!{v2njHPgzh*}FC{_0%T$PV;AI|t4?8yb}HlAQ7^M1~6JWss72%8C0qQfg3<4NT>
zuNht8d%_Q)^b(%G{qHhnK1W$wKv5_8$nYO<M>OQZ@Hsx;e3|dH9^lSkp2}cAuog13
zicA)ls2CxPbxCUyKX(^B^)@n_FSD+Xa-nz^xuDBy&wrd%ruj(n7LL1J1_hh5wIZGs
z@x5n1!*hENb8**Ujw*}Xzw$NazhIH;MJ&JhB*6p6cz)+14{ZiadnzBEjyU<k4!JLU
znuYCEytqXD@L}F_q(G^^#+lO!iJHM2vxxcwoTSYi2V$;2-zW48x{;(EYbee*ik87F
zl$kJdl!YV|u$2zDURAjBtq-!V^A!C>4RzDSksS=D&(5%f6nSi^&~4jnZJKztz(>P=
zQ=ZK;FR{D3jX9>VGJAs87YpdRL8``FxjxV7a~DulgHol+AaogQ*y!B?hLZ5mp&XaD
z)_CY>AGaa7x*<?970T5dRyQV%Vq)QvtwhvkgICLWMHvR&0&X`?Agc80`<OnkLwWld
zymp>mcZ|Ss@N5S!(TRr=v9!vrxm$EvIp(iSqB%Cs>@3;aXR-HIu@5^~vnKRXk|&!e
zH=c&g8;}W6zwe#cav59`w#v9~JkG+}X&S%wRX(v-XQiIuU%c4os}G#ut?sAz$My-j
zB^AR-D49A3zPQT0zkQ9#@e%&_w`9qN4v#$Lk@E*^DpzQG0|K?ofHA72Y4$1^%tjwC
zY_YX|mV^bWQ+et~4^h19L5#`$Y`?t3%5OhUVVFb4E@~;lugC1{EZ|AW=)qauKUPOO
zpb||S#dXVwubyEjibQrqudzVdYGD_kttPmGF2+QGF~3ckq-@y^g<Dg+6m<CHFU@i=
z-pfB|WzYhHa{J44b7g+qdoATlE<bzzdA9dVGXMG+3hVQ{^Cy4yTRKnwt-$)9fb{eK
zl%Y9}cIjop$%70}J_hPvjkx+_6mON>#s3#!{q@Az{Up{HsWpm7Jo4v$1b6q35S8xw
z3td~L61f&2cOnMM5!+i5BTn!iuCV{`Uw>2DKZ#6IxUh)${7Z<%P1JjKBW|BX7W1Tq
zEHdLDZ4;DNllMpS1zMkb0{xXMq~!uheGHN6C>sN`P7AaYp{NL}Pk3+^@9+`4G)vGE
z$VQv7mB(2WuVwZ#|6i<XA8i(-uhXz6Nn2gG(uYW(DL%Qm{UoITGhHLB{T<R-F!@#5
z_x?vJzxD>w$`LMo<sPQqm$LNSJ88dg2CsXC{dt#v-@FSipXDd_{Q{qP<v5mK<leni
zPHDFo$tTb&(q1^vq}QOE2s){T7b{S7hznV!Z!?KzOK2mb+`7I(`}{n;@=5Of@jKc3
znIhSZP1cXcTzFT&8-fUX(4fBlG~H|Wv-RaElu%<mF)7UY*hGYDFL8c-i?z%fC@FLF
z>^fPQpvf0`iyYE+6JG3W^VTE#Xq0bp>jNvi^n8wKPvcX=kiYlFK34~IcI|o%-?Q=r
z%JMDNHrJ_JF}|^feB!elPf^OZ$PgfVJucOb@zp||KU}@RuhhHDwi*m0n+tb+fR~jj
zPcD`DyV~>IquiumU*%tJNwy>S`MHROI*l8qRNN&B?EsccmKz4^>w;x}hFGx~I3^n+
zAyX@ITiIhTH(A|#lG1dYJ1>43QI5GWc7nd#1xc0{MhmD?@|OSfQIee<ZZ2r36Vr^p
z{SKa)e3U;}%rI8$GEf&NTL%BYDN;FogO49hd2P>R?&1bF^-uHJk1o?(>M&W$@ZQ%>
zaxR|Yr3H<me~WkT_W1ORA>G8FSSxdU*X^i_TiCltnJ8C~n|;&+HI&=OnU4odxE{{s
z^N8hny8VQX7@=_6ZpO0<Y;N6#cWcOE)}^!k9Iq+WNR$}Y577cpA_GkqD0}Wfy#AfU
z`X&u`o11=z5vRbEnWbRZY+u=8@u_vT8+|TK_t~lR`I&SK`)v=?{p?G)*Eg6OpGOR0
z0?)t;#~4mbBPK?uI&0+m*XgwOLOz3Dv+$g845fk7zXm%S3_2<;w@Pk8q2RPZ)fr}I
z8B`9CX{=H8Pt$$uACk-+20&|H!)Ttv-SrMo%~z`|oa!UDTomIfJo6;%+6VI?;{A`H
zPE@d;xPX5=gZ#p2<a`7DwPnKl?&aUKQ=VVE!2jok6||zobY`9B9{E8=ignI)Iy|wl
z$s_A+9{$K_N+M)Mwg^RvmN#joQ`lyKG!5u>cW7*{Gl<$GT7sddC<&yVhSBX~B_X;@
zKuAE~iwMtxI6s1|PE*g+IamrA8&@$M2+ahwv5ew+B%wh=t>BX*XbQ{;hr*pYo^_CL
zahu@f>kQY2bbSY}YN91Mk~hV?=8h~S&En;X!#}gO`A2dJ874e5{}n7*q3?{avKdl+
zs)yH<bZRztf8k$!OXugm6<GfhAph+@AV_Vx4}XB9F!EPDoc~N3U~YXG)n7&N)=`2@
zMB+2t`;UnWN4{mZkrK8#lF`y%Fe>#o1R(@tV`FS=Y#^mX+1$Z6brE%C1CdISkuqth
zBLfL;g4$^#LLY#zHcK$M55sAbi7qj8_L2R}ub}24l%gQA_A-1$!?>e{n6fahFB4f=
z^jl98AA1ks-n|%|6@nuMntuV@IqVnz9l@fY+n*x-M?XX7H*DPX^8_oW**kfOVSb$#
zH-C`jt=qYhUf@W<=DWu&e)H-Qci*M+v}Uk1(nNh_$l>k|1;2@HPEmYl4tHXaQEAaP
z6eez+<J@`%x2bYqvxc@yrEzzeTwG($+M+Lx5^Nags|#$dj<Ur%o_3Y{bcJxU!@64M
z$$rYd>~UmdlWGpbc$?{HiQ|<bTZ4d4_PhMUV~1HO+tmNj4dj)t@Y7G8K)k(1`ZT=j
zaEWH-9RF}{84(W%&wmNOxSLW#V%$2*hGCPI;1%@<PUN#}O*1_`LbUKS713v9&86wo
zslDfyxp#aTAq2+adF1>OA6OBb?wn$#aEKqd@69|~U8i#8gZNTs(=!+w_PJi1Mk(!P
z^vL`8(1o-7#;F&X$e2uODpQfhM5Hk`2$;F@Jlk%CFjBd9Vwu)<LbI;{2?9Zs3XF=u
zp2-}8UDG^s_r07CJeG%Dyh!2=??O-O?5=d_shd<u`MCuT-f)!c(|^RUH;sAci>QOI
z@%w+&;j4ep;=A`|sMs)8RCspuA$C3Z2JC8;$A9bJBBkVe-}PRc8>__SJW4^p#xmEh
zoncQ9;}pv1d7#>-cl1XH8Xo!2{sI?HXGq8PP<hP}ieG&WnOY?E0!FaKm4=78XNH;Y
zeG?nMb&BmTT)}iy#@=(B;yqI+tuD7r!I`J862G)TYr^2#LwSxKKg8R{_A&QcpQD|r
z(>=3=zPm>Lp=k;?&yYO-B3iNqVN9rHv8xHGUSx3Rn@RQ^BvG=6%_WAP_!5Kp4n{`9
zDS~B3IAH@VqoA4+MT7|PYQcK|S5}FvGHG!N>@no%D6*npgy(UMH<6y+LTS7RUITI8
zJ@D{@h)f1K@KJyMcTioIG#`_u2E6Sg>0QSVGQnuPjNZ9{S3b-WaUH`?n0@w(Oe}2@
z$SipoVGEF&L6n+!*V_m`!Z}_fEY=ys5;vD6Di;yD20|bfR!Gl2Pj6iza5a)RK`%Ju
zj^@b*n`F8zvZlar{&RYW2t$-OBrcWl)I7sRLQtN<+=-F1Hs+C-oYTe}+#)ebT=|20
zQ4<%faSN*!W4-+(;?dU;uJv&L>4&M-FVky55()~V5uL&mkzJv$r<fgZw*~&v4l=PY
zCP%5h;UHtro~7Rq?E2z2e>(r0nsdM11lDi=_HX~W61e}C|331<(=<j8enSbJzvX{E
z{!4-N4Wuc`b`x!J4XG%kBNftG8JV#miqX$q#dz@o(zc<lk(BC~&pnIiFQKMwBpPvT
zAIazu40RK+x(#e0njQR;KaBg<yD5J1cj&zPz2sm1Ur;)S5aDG4`y`zYzs%@?7iksW
zk8|TWq7*udIU3CgK6m6@*f&RUH?Gn#d`8O+USF<q@utUw)unkd;g{lPuvZ25z3rzs
z`?3GPFaE@LFxVMze)T%(tu?ge2I|NRd$%&2(stNHFrzEnu~$d$O~IB+l3ZeAIYG~+
zWSo$=Z_o_K5cV9SIh!QO(nzwnk%#nJ9LTg8ak6YA9$)Cs@|MX6e=nT)?n&a28b9@`
zAK{<8ZiipJUgLrNWxRBX!eWV+4mGg14esdWxHtSD&z6q!3*|h&yYewc)&^)YW{}O%
z&F>}F3Jhb7Xyr1yANxsOsP5xezV>?@9o<8*)93WYMf&*?2kN_-EF7lc7HKc<@b|dD
zKO5eOqHFw0;dfa*{$upAF~4*5EKgjz!R|_#pLzHVyyeIVHa9oF;eSCy9);(B8F$}X
z2y2Haee&m##X9bhM@b@yv2+Xn=m})5g!TE4Bf<dh9q;{mx`C9Er#Bn?`uPMk(Ls2O
z$Zh_YjV`}BTj!r%eU^s#dajsRV!O>fV^`RE<#XJ=xlYs1F_MP3t|asYg~9}dto3S6
zpi@B>E5u`C{C2p>*ug`*u~5XiaT>+FO56TEl8!@V<Jalm|2@RV4l}s4fdA1?kqjVB
z6zoJ`^?Wj_AlWqmnhFw-l6bSnaH&IokRbCmj;)ZZI~bJ=vXVp0)(N+VIH%9z`a0U)
zS*+V9NcuyP<!uNe_`oBG*%6YDd>r$+KO~7&l0-$3F^WhKNsOWjlzaxQXrYOS@R2v;
zJ@gm=#==dMW{)V%6ZtvPHkjRYtidfbcLf=4qa+Q8Q`~-q#1)VZV6={W+nY%5JkB4V
zFwz$mu%Ep^GO01lOe06@i0Rs&o)pp;y?FtnbqQOm5^eR-TW1JHZewudJCIfe#ofec
zo`-IW*5f+LOSj-V?<ae(jCx}kae0w+r$;c1(6TP-_#|qnh>|3TB!rzsL~E7MHwjA9
z<c?L)Y+m)3(^N22g8W`m(;*%kB^svi8()U+e;wk$B#O5KG9|HU_@8+m_fs#Tjc4gc
z`$<!a?D0Hx`z7=Xr->hYnCLZcLRuMCIy*f18=v5zi_6T8cL*GtPv`Gpt5o3o_v(zT
zJxTi%43>+S_f8Y^o80!R|NL7!=YG2htOExQp!_BCSA-D!+|T{ow_;d-W7yf*`CEbY
zKRN$Rf%Q$I?6k1H@HB?IO7DBVhr+-7S(vP01oMQYX@sFNeBgChANv~G_8Efxe}};j
zy$cce<e&Hw-M4=S=JK;-7Jh}^q5qB2Gaux}SN}fYs9?_>zro6dpT>;O(`X(id+GD6
z$0}#+-N^KQ!mSI0<ved4TjlX>$pKkqB3k8gdyV;S3nQClM})X4Jp9lRvh^C%-s1$h
z2dS=^1mC-hXTI`0or~AG(|#?{n#D$P3uCy1)o`gCQt96vaOt9kQ-2t{KZ9FnP@UgJ
zK4?O3iM-NdF4sq3u<A-aO^$mRa_IgnqyO~nC<6ZQ-+hKwuE+=Oy2xW6S>n?_`ab68
zPZ9VYjh+3RjtsVPIqn?K@V=FQPSLwcF!d<z{tqAn&^E3jog%4SAa#oT@`bDHpE<xA
z_w7f9A<sYYDHOHCu{$5ds_gyxyD`_UVc&X%?#ag(1R=Q>KFF^Yj`KA?Ms`y4Nag?6
z-kpa>Ro?&qf1cTAGMUM~k_{4;5J-?!7C}T&#EmLax3*estF`)VZS`Xpt8L}i_M_Id
z{a9_)R;$((Hx^Muc2JfOLPAJF0@?S>zMS*>BN9Nu>O>*DAJ@foF=x))=RT7=lh@qm
zKKK3L`EwZLj5&H+2nUE+`xm^~(+R}q6Z`r?)YLrOqt7F3j>Wva1pmkps7@!QH6LNz
zybi))Fq;XdW}-Trs9l}x*wcvB-Gw<6z~XYDHyE&(jaa=d)R=hu0To?W6Asmd8kI>X
zIg@Z^HoABtmi97C`zr9{O~YMy5t<Khg;~CHCxe1fjG+cYxD!QRjW2C7YJ4J&jsL<u
z<thSMJ-y$i@-i%|D)1GJATTDUXAyW!Ls!>C)PI-YzU3-3+d-2x2g4Xv@5J{>Il&Gu
zfo2zKAOxC<Ar!<B9RjlnHM!@;7sX~qKPVBS(~dq6!asH}p~1-j=$o1`RqVz;as(l(
zonVIto!NlVdEj_TdkfJoK8DiWjqB<k5*|FP=Lt>2u)7iS<|;y22?RzALW@4|I$dWo
z_O<`TT)P7`I)$(?4Ll~apc&0*Kr`vUsNk77k#J1%QGcHmzX#jy&oMPsV;Yn}x7rH$
zu<Y54H+w3I>O!?86Nn#;YU{cBp{?3M=;c*(1kC8oI_z0Cq6>mpJ(aj~E=7%xLv`3O
zZd!?H{VM#qV+o|>fmbECV;{cHYcWpE!#Z~q2AzhcX@ojLuz5F>?SnWw+;~2U^T4uq
zfwBg=9$$`m;$Z9xCZHJgJvSC@Uyb$CMKt=yVYqHChD6(8=eVk)f)AH}%ynDb6q$BV
z8yLg-b~8zOmH2`%LsCjHnr*0teB!VB#Zlj{6Lrc3tVlUsCK&y?NWc=22v`7U8n)No
z#n`luz?ghYOaDvgoU^c(eux^hpag?x{ve?a3!V2oikjfSTv3j$s|)X0<8ZEhgRr9*
zohOL7wuCn8e5(GPK-O>dIQRU9J&XT=@w!CXU+*Ml!z<Jz4W)cX69M}q+_nJ8Gn&XP
zhIhR2q`5teGzIXfZTwT)$*A0!Y%czkL@j|i$?4>Hy6_m{*y{3N(V|JU+6je&?A!Y}
zQ3TN2Ei{K4v5ZpLTWF!=1BL8_sZ5GVqp@4V(wd3dRz+=lHRmQakQQUY)#+ui!-lIc
zp1k+lm_EaZ?Pqf^q&R76>Eic~yv5%x%Hua39qgzq=fNQ>`J~;zQp?qx?QCU!dJKcL
zeHgkoqx03`Pq~Uf;xt0`bTm`UVK-R#LLt8M>PtL((Iq67mJv?Xqce2i%Qzo^HlLgD
z_7#LXoB69Vky=kDziwO2#`NhF4n3C*m3ydaYvb25&qw*9>|?eCHH35h69f{66Nnv!
zbMaqM(}v+HJdcn)0qf?i1TzK^N=rScq8{}1d(m}uqB@*tju=*Z&AhnBN4iDFceZTj
z7bz-twbxN&AH?*|RU{5CBrstv96aw^D2(Ov&4f}CFg0w&vTFmryb1i(Y{#wFbC0`|
zU~DQ1%_x2sx>i5>&StvK`yQ(Oi}2Is#`&)$xGtDPC@<}>)6?&%!@B4rTsL3U_q;P-
zv~xmX2!=6jE<s=4jQ7gfz3-QD@Xsk2#<H#)UAGtSIr(UI3yR;5xwr(?=_HUl_=q>o
zShlahvgA#ImKcI#&cjsgN3(#MY(cY{Q33%pgMo0g4U?xHV^=+4M?ButJWTs`V%fPG
zPtj~NXELUS-RN6e38kdr%PJsrgn*@YwP7n=i+*=Gp;i|J!<eJ&`2Bt~EsW0BfkAD<
zbMf`~3(h;dfDbmH`*a(+Sp^tl>oA5I=^A?rnxaFuaT~T*pCuTM!Cy4JCotK}U^Ro)
z1Z^$?A8v!ny_hp>=%S3MIfKzAj)bA<C|~r#X{v^QQ#GDNTR^Aay!|}%iO~QUnyQKZ
z<lh8S^KebP9E?XFRuoXfywh6DhUOjI^!Ylp<Xq~DF2$z=+2*am+_Z!5wNx_vdy&lz
zr(D1~nY-lr^5m0GMx>m9LIReESit&%<KNGrdW{&`%LvBBpyp&@`D7c4Lj_+QzRa0;
zZnzcz`-%_ojVM5iG80v@lCH5A5cknN_*2rbRIQ+KdjYOM7IAl9ihlWvG_G1e^sllB
zuBm~CU!u}>K4lHnSUmx%oP)XkvOT=F-pY>lB%%hnNN#9ls^Y*DV<UiuwbO@NvC{6e
z6V#h<c39}9jn>XhguN;q!&9j+mE-p{GILZF?^PAizQx4+%*!!{qv`h8hz_~v?5x2Z
z3UX0ODQZ#%ZEbsaG}ghDQ^pbc$5zx)HC#P5i~4V0LYJ!J*MEGS=utV?EqYv~n^6n%
zX)&uz^{nPMX*&tn2D7Je6YZA4j2QVtRL3ZEfe!TUedt~L(D~cZ^kzcNA%vW{XvUsz
z@jG{JCv*2M;xavy8Ew4mvs3PBC#<Pl9`KT{H?nW&MDm=846R&@YEQwJGlREwY-i1$
zD*kxk+(QDvakT|aC2Hqe7}~4xB~8V;^&?2k#y@Bn-mKA>OG?p9CIZ9q4i69E5IRpM
zI!`BxyA!|LMX0eE+n#zpw}&{p`ZGSA{awZso_lCe35BqJwwb_?9Kv7xEeHeyeDd-0
zjM`huXuq3ad^(ERk7}}@YxCira2fu*2?x%t%Y)<PkMWJm!hcr55!<g}*B;EvR^$Hu
zmA#Vy_qktjIpz)9aDQ*!G4Br6HFsfMSxPW3g+M_DC<?|swHO*3@ed!0YPTOcb&IB<
zYj4N0r36z+1+?rUYzgC=a}~kSV?j~S`CQm`uEW@}kDx7`pgjqHLBWB#1pV08zlE``
zjP7%;C6qiELwh}zJ=-yKH4{k80=)sfy8~T!J4$^$+P(%<%|KxE1Oj8HKtj@C?Ll8%
zM)WKHOV|{PXYO|i=Z=7I7<1V!6rT^D--vP5hp25~LY7oeRZOl*OokRbSAQRE?C1kO
z6Hgb`9iL*Z{0vY)Q3xw$eB~Xe-F{5bDtasEY$h=33ATmsHGw)P1O4PN80`v%<{Atw
zH7G$JYE&%U(-xpQ`nc?Q44#mm=5_zURQWlz8ABQ3$RN$0gx(fS%*5lL66koGasf*Q
zx%UqVSR&E^O9}dMzVr`*ZYQSZD#HE_6hj-~AtTY1@1yJ92Oug6U1tZ*CGXRI)wi*4
zS%xpG07F*=hVH$%MqNYfvRi51bp>_XqDc8=A*NIa{qF~~D3eM4X)58>I|w}d9_9Kg
zXm|SvH*7{{k7Mj)mA`hi5?7T+Zh{qeo0~Yhj=Z8YS~Fd|_S!16k)xPjl!dloBkI0d
z%thy-Rs?bDgVfkHbk=8CwmO3x&SqHBG`wCnjh&5TDM7qike~rBj$4a26wQ`oH&1z!
z_?9yX<BmEO**@c;!pQ^+ce2$qil@o~1U+6dW)3B&1laT8XM8ks9IqH4GcAqjSy|}a
zy9q_*@lw?mK5eYxkK-=JX*zU1I3?u8&{=_@vjQdLL-jgPn|=J*UCT;+G?xu8WMX0#
zgQMdx``kD-y-UZ`1)$SmY%0N8^$}eYZ)bT$IdAUR&ZBcLNB^Z@a3XEN*jkQ#>%RyZ
zbJ2CXP!luJ`+aney%1e<2gbeo2s`ZPLQPnzHlYN4XnG^6&H2SY2bv`c)nvn1+DK?n
zGQKDqJGOtuqiNCn&*+(CN5>r$t_BlM=$Y8Jq`iSZY+KIliJ4r~SWPe~8dL2C0<oh(
zGvgUE8_j&+vXH*16YH`q=&kK^&b$1WZP-v&g=NVq!s*HQr;kTXi0yeoRWWYeiFx&A
z!ijNsub2g<<Gk}))i4#;VBA$tIN3>HWCofEOnYikJRTHP1$sKj^bH<#ogso5i3G-E
zVRYAHtSQ5=X&tn6pyuVF*ll>unn7^TFi;c>`|2>%)#Dpe2!;a_80)%QiC*~<N+^IY
zZvy`8LNuKb)1DpZD=W}dRzO%KG-5QtqKT;Si70+Ax_}2o4U?FE)?s7vP{TM@K8Cid
z4O)X>k0UsCG)kg^xo#8wv~l=tBQR}RgJE|m!4ZY{FSrbJdeBtN<?FGQd;%!=@~7d;
z9e>#LK$@x%Zs;Ub-9oUsg>YjRQIpcKW|=T_HKXrpMm1RpC1n#z$Urk4-x|EfqHn9i
z(7F#L;6(}gFsLD-=YBsTW$z~e>kJ_QOGG+g0hssh#JGJYn$HBu4%|hB#J+qlp0soD
z&%O#YjhNS8p?l`}sL^(uYu~_|lZ|EXIyxu*1ax`~EjzHS`#W_d*V9%XBIDul*tR}I
z+dJpek(5Zv&1nSxxt#E)rL=zc2DZM@fo@|JqY~=rRFkRIVyS8GAgo29S~bkEc7_ge
z(N*V0tE?pKuo7FCO=mcU!4;bc>z#Om7R-Jx`mh(B=EI-^4KE?hPQYj*Y`0?Us%1n}
z3-v>@c=UoATK_wQ1z|I#w6e^*g{MYLWzhF$q82|$Syv7ZZMO1%f4Bjg$;b_hUL-FV
z$8TnzL*=p$$vkHo`uIa9t=-bPkA>SlVthgd1+gg<#HNsLbD{xdolR_LsAgDA17<D6
z=BzZ%NzUb$AAG=bSA83+(FmG`bIt3xM$I7XNI>y-5wrS#>6rFEtgUb2nT_js^0IGX
zHXOc+z=^g6CFmvk^Jh@Hy=dWR49$BnxZCk(7C<P7zO#i;bS9y=p#(E>2qna!MMWLn
zvlR#t_4Y>GmygH!{@aunjpn|6+ekB7xxL#&OZFfV)3b;&ns{=@D%#p>cpy5OxW-a6
zqYwX}iFk5n_xu4rxPERQ#_DE_Wpx;R6?9#8IciiC$3@f7SM9~TaubR_KzL9JhVp8H
zqle<3JO->MIr*}tp|9`2w4)YXmzQutG&;8*#n<yWtSJh?VQB=1rqb8)7fMGfrY-AG
zIy=!f)q~g5^L{Fz1cK;XE>x!z?Mts!f`OjiLvI&~rlLAy(Gud(MH^AHgZ>8S^r&WA
zPe9c)qFl{%r|07-n9+Nwl|TSvO)XL7Z=ws=qj`0xEh<`Ph;TwWipxznC7s~dDTH!I
z^!BP5nyQKZ_;~_ZqwtKLg=RZ+iLq0W(P$(w@x*(?jz$938A1Y<=#PMfrr})s2JR74
zv9DN3_p})(x-O!(y-3&C?_=6khoXk@jGKtHd;@w<4SLTWIw#!$x&wdsW0&1Z%l1oX
zbElvm7E9tqA+-0_<L*qS-86yJ8*KRh=ifcc5dG<To_u!=&Od8hn%&Oo;&u!MP&Ea&
z=EO)RMxU4Nm^8{$9mLnU8K+hfRt%KrvQT1^$jj6d3_D4Pt-%z~v9~FS&wW8s0$rqz
zauL1NMS*o6f4fnob3_WQ_v`sqmytaMI%>jAjA(Bo|D1DpC`;py6!Yk-t^DAYZ;_Rs
zM}wz}>z{dn$L3v0jKjtgpM1<i$?1d!r5`$G2?&J4lyx<+y}g0$?G5bnbfRe*7nl?H
zmdAi@*f30K2gVRBuPA3-?H+!4?)g}%x1sZP;~6pKi?H<&?h#k;N}ZeccJAPbOXp!b
z!lkd1Z40J`Em(Jd2#OBxpvjo4c4G+m&@6UB(Q$;L6Hu|CctYsh?w+wjaj}Hs<53;a
zJv}frEf`Dp;-8d*WAVFm&zME1Y$xS*7oF}ZqC59s3%W?LIZ4r3P%z^jHl1KnKB^_A
zr~WP<hT2vPdt1?Ud(muWLWANkxb~r0EqDvZoIoQ!=zZyOq2Jd?Xjo2UCkqaS(RI4f
z>{c|h;p8VWK8WIWW7%5Vd&5DWG!;Yh9zY@NNI*095qjxq4=G8Bw5|C7Yw^b@9yh_H
zLPE|Af*FGdCnbUwK4ktxrK1ha5p&4<qy&7}SG|nByOpk)-$ji+@)BdG8VOk9q)EUM
z{SvSMozI1H-J7_EPsjerO4_fw2ED7E=*|Da(9lBLrN2ZqJBeHR5MjGU=h^@7u!(LB
zEjx%R{wIywuBBmJ2WbyaAffihG_Cm!<a|zB_Z6fp(D420WeoMrRQ=+7p8v3vi&mLv
zHYzM_Gh$Z*1cMF4Y4JoE(okAkC{)@>wghQSpG?S-M7Pd^Ib|ywn;Td#{!>1wxt&3s
z-I#nT9$zY{BUBR0+OdbX@X;@av!TA3bDy+h*O_UaX~L@oP&RKQZR}X~UO1F%a<W<U
z)(Vu$)m(qU6kMZc^2co-v2IBPZ`^e=&waL$bf=RGhU8)1UIKap!ORTQXnWs3BYyzX
zt_lc;@aK;J<KdU3?s|U_BkWf02shxGel6&9*mk{7C>Y?bS`#r=3qPAW<FLzuhaBfC
zwgsK16>H^(n3{JGj30(Sbu6kW7DHz<rsf*-u69DPDfp6yplN0dt?lT#yV3M|!f|mJ
z%bU=7x-o{gqBGW`#yAMZ=Ms$1BN&&9YIYL6c?n^g1JCfu5K=K#HDRc2LD%6ywOa^f
z#1k46kLKvPWTflt#If{!I<8z0kpOdA2n4WxwgvyNT-3PZT-K`(3Xr5X(6MzJy6$dN
zy9x8Y4d^`WxTal0DDm(WHx3aFVJ-a>>(&o(Pnw5+$k>yv%QvMz0#@W!pcO)#kyMMF
z&Iy;|T)zl^ZXQwV*WjKs1)8$xo;VA~#-~8jqiF4Pp8fkiR}ly$<f9qPI4`Lu6iTK3
z&h<q9={zhW_M&Pz#F*F6_}Uaw9=rzkvn$A6xRha|^ejI+gYOn=_|*XMwlEcqF$CO3
zvNBXgCUns5$Y6PthSJ`Sv9psV+6Yy~VZ%X7cLwtu4b=IPNsKX*V6CTPTP@ZRCLWj`
z!<>I>+_Wc&e;c|<AMMAf=}4}upd%%Ly%!DRhQT@1>}zG!wg#R#SBI{(2A|){y2@(C
zXZK77y0U6FPhEZ`=ydo;6`*fz!&tosoy$eo=_H(-gyQp|Z*4>8@t_%v2YL*S;LjJ%
zCGg=3+|>cPk3Z!0VQHB5e$JJRS==~oBC~Rb_Tx{xhiZ$*U2rvSO~u$&fqCCXjBUFK
z+u{kN6yhB`0>TRB`YMdAd-10a!#lPRy{iG!zEX@)J21HG@n?*~xW`Gyq-)TuJ!7f#
z-L1rIdKGWhDEyft(bu(MSzShOSQ`GZgHfHf!vd7f)s6FmMRc8i(U}vj08A#l<In0D
zyEa%QoOpsaiK!}vz56ik-A5=RgHTom;pm<__57p8pzmnFzVanBqXqZb-|CsD`rw--
z{2pvumSV2hgm1(Y+UEb}n0NG@Nlv*QtmmJ99*d>tns-Y}3lO<G3(sWIgC+W_2WvmQ
zs~yM2chK5QsCEazq$GR=qp+55z+AVPj;Y^8vmRwEMmRv+;_uTr>0as<cA&>a_O<WP
zvg#Ma&VGZ&eOJ)AD~;GGpj2(6`lS!h%o@>lC$TMFs#P6Bbs@UlHjLhO+AR)zF-~mJ
zdSVrofB~ACox}u;#M(l%bXn=}n&=3DFXX1cSc>L|#}?-#Y%)>l_3+xhCbFkzbJ3M&
z;eTr#t7~@B^!?e~GiD5-aG0O|_9gDU{Svah#TXlRvoRFSUn+xqf701xrzY^*<x6<t
z(s_rUtEQpr?84C0gle%6j*st|lj%6Zfn`rIdUprz{Ap~dsU&UPpLjqW&(ANMM^;Si
zas90NtvA!%gsG_nLsu<^?mAF=W+T^oyU=;M3C3mPPcI^nJc_U-iKs=J2#!p^R{A*|
z7tSH7VgrWmHo8a8M721utSLwF2JlVKN3--j$lTD>Nc4wG=$bu;aQqqix8jSbErOXD
zgj0?__Z84H*Veu|j5W1{(ozX!Ws;hne#G`*tlNcc%Mx_%j-Ju^ih^pkq4RX%ExG{T
z(20kQi#y$%aXnbK-F6#_qVW9l&&y>)Ax?2&dn{dJ=McT_U6i01oymi9&Fgsb#^K4o
z{n+6_Z=&PehlpKv8{r53kLsJY;`yW#&DTQb`njZy{VUeO|DkJ(4R_6GJb8YCn?A*&
z#^YBMQt?vU(26m(o_i9Tm|buYaT^?Dw?MT5im{zSYcn>@O{+_f+2JL5NDMh)6Kz%P
zxNbb36{aRiOKO<0-HJ2T$t@!a8R0O}{n|GE+gQarg=XF;Dgxm7S66Z2jM1bd#o!A~
zz*6-QQSCN-Es2a7oWU#Gws1k-u)fb#QBY%?1Y(XbcIF6l?hY)~#dJ*T`9eCa<s<x4
zZ{~@#Q{$418kK}E=S$0RX==|rSK%<$sx6rJmZJ0SM78WCG|Gl~Q!T-)IFg=wlCBxE
z@Qj*-zRitw{RRSKatP+89PxOjs@+6wTt~;{-$Jt;=b-k1$e_nJb_|xyTTuc5LW9!#
z9zzxkV%%4cp{|ZlN;2Mw<3X=KbgGO#1k>{9Ogk{CEovB@w;R>wJhOTXPtYk7u#_)m
z+5K{QK1Dj%gb>Fe>`1^hVGj1~9}|pC#hpLxgg$^(TOwU&|B~31cM*E*arWKcgekoS
zYw0jL8jFZ7cnHHe_Yilkk?^izd|(W6_Q({T+4Ttzwt1-fK@^K#vU7Q3GD#maG4Tf@
z*lpC<x@<jHS>iETv#3q3#9`mU6IGXC-Kk?xl8Nc(6kyuX%BrGro=Tlg=cE`OT~@>I
z?i|O{Z@kHx`kic#ZRNdde}|$dl<umds-~G67o5{maf6vEb0Ves0NFY}dYz6BE6V%s
zy*gQ{isSRebf0x0==7NCJ_8K`r%1RuqWzPI>h*YY$KuT?#L(S}&gVksb)jY}=*vU6
z<ELQxcn^kT7s2#YJQtsZW;?<c>re=5@fJ+AHMCzbzt6F1XB@pA-&sW%E32_?*o0;@
z5=u!Xl$40Rs~baYElMCrC@r-&Se-PT9yKZ^VpSigPMLre6%~cc<)XQ{nas>%45$-A
zoU%eONpws-`IQ-hNrm_Z&mpejVN8F#4$q5k(y%jzgrO6ON@#<B{EP6Y*<_!S#@qSZ
zNf>O#y>TZilh0wu>j5tDnRwSyMa8t0EGyZ_a|_Zrx3~yjSmXU}GnE^{G^fsH!G-yZ
zxW$3aA4aq4`EhVDzsa}?n<buwf7r<Uc`4lU`v=J@Dx|Go2=h%th>eQI>kIJsKbEoZ
z-m4Dz=KtGpJmYJNnVXbFTU#SGlj(?e@tq7?**g5`!w5&mq4RYRwexM-&-rD<%KzHv
z4PVSK{>7!N9ANSn&xJxnf3y^%cMn>#0nKPcGZ@i~Ms%)jOf`Ej*6jmDA&{Lz=OtH2
z56Z!GI)b@_3FZz)@%b?{He%Vb4K><MATJLs>hPsxME^Nu0#<f*Hruyv=O6$02Xp7n
z#b!Iu5O(g|iSY!#q2%Z1N4knah_8uv=(jLz_%rs+&k{X)H@eGiq5js*bXAVUs^3I#
zQ90T_cQH3Rmf^2$B-VQtj+{a47+T2$a}<|Uq)^#;9(z4yxSk(}l4;;SS7$S8>tC5^
z^<kOz1B?e<LiuOIdd`W;Wr#I_cNbS<Fjn)ztMBpc?_SSCJ4>)s@8G5%-3!2@&n)G8
zS5Lzkec&^ytg{J=#m*{k3ODBHsob!Hi-(Pm*!y8<ugBQYK<A_@K+|w+`ainQx)BTm
zZ0Ll+K=%c6Fzw!jp|Jra7(@w$P=Y~Jn~gwLcFzqIU#0iu453-f1hX;;W=V&|H|3NG
zSm&RAKHIl%r?j+`($dmHo_p}Y2T!OhMNxS9<(DH_Jt4%`tb4-GG3{GJ%%?vi*7_{E
zKiq`>(+-Sh&%{vmE^fm-#(q+Qr|?7Cl<yOW_3-w{Bwp87@RyFEyt(x=ev)=Re`#4o
z@wu5iQ@)9K2e?N4jPOC>s@&7WXRcZvAM!0e{A43f{_{nyx@<DHUiJ%a{rE!+W$StT
zhxZU|wXtGNDK@K#@kN6Vsq0^NuH`!!WBGTS51X$Pf2V<2NfDX@C=|rLbvd19&jUrl
zR{kD=#1VvIvLjReDJU=`kHC<;WA7-$DJ+6BseLt*CQahT8*d~w_W16CIT{(aCB(oG
zNS{pG>?bidd_rRN9azl`SW8MsWF<M?o0&GFm|w<Eq3E39Y}r-Af(;t}CKI2{so{G=
zM)6c@Gm~zgOZzMDbHm#;?D4e_jy^DrK}b_sSi6h`{#<_Xz=J&f!g3yd;2yp`|6BZI
z#Ya%Oj=%o!9%Ahdnp?Yg?cI(1@P?U()Un#thK5G@?ncfVJ&fuhmtoX35?{XdtG@x7
zM)cMX@eDs3&1}QaR)MLh1kcd9U%hN0M87&^dawXy&z{Zf*|X{D>ca2$^Wz`?7=VW!
zdPwdf6ygjOiW!3%XQeyum)L7QrgPOKnhTyL+Vl_9w5#ZP`7IJgrBMA@h+p0|m93kW
zF?@v!)5XK7`S%u<KiAD0zrTlnE_s`)o+;&=n!j@1n2EGCwe#v{pAc;Kus+L8QT|*e
zjfo~FH<2HHxCGz!Rs7@DUlMC~psFf=eDXbh_QQ)X84vx~{M*j8{Ak!@9{bNn{ONmF
z@Y1%=SrC_k5@^BLSVb^7=cLYC@wst)zL-E_CV`Y8C;=DITb`$5$}bKK92Y{IvQDXh
zwV%Ur=v+C8iHQ=hgg8?v3L$$Q=!1Ah--uzDivRD8xaQqN^qz<K<scuPs#h@t-Dqu_
zxnrA~=bSOL4Ju*8=%EZwO5ivD3iIb#^;~}WL)`boGd#BSc|4{t%~n4bj~P!`i{<sD
zWjIHb@uvsd$&PmL?5+0_7v1w&^x_+9nRM0=axxE{C#S*FMQ6ZAqCN_fQIFkX=F{p*
zZk&4yx^;iSTDb*dTV2m=<R>r~+tjcd+s?JP3TF|DP3akTwehdG3a>{qM@RJS6+-ln
zQ!-%f_oE;E2;hVVxC<c$7Ju?=%uS2&L=QzV>o8rHi2sFV`0l;zZhnnWgTlqS99o|X
z;T%##-Xt6M?OnwGciv2ve^A2J7v}Kum#1*=?^1d4cMlNORBkDMnZISt!PC~w!+$B~
z+FR0i+n>(MMTO+p4=iQ#>H0FN_qOn>J1#w}UjJ9Nj$4LJ;{8qAxoGT2YC76Uu{$u>
zV)128LGNisGg@%2{x99*=Ac^oULt2dCEz1!$EPUaP|uy1hMvzpTiGIli6aQc_x~*I
zLWsyXr32QC88g1=DhMG?0l}DY*eajueXNTyV7fdG|3BN9AD&8ScQeT&<5}V8;>ruM
znFfrmAI|>;KO+|lYW+K0zhDNxUAT!~|6(lvb$`x8UoIcM*~qq%HnJxs^0DUTiHQ?%
z9Q1{*e0M!>yuXP*{p#w&CSz>%xv6n?FeW~oC%1phlRvzgXEv?pk`X<3Fne<^AZo|!
z=-nl_N6yBv?k#*dg{T%gnof_VH-MtU(Ak8sr53%X6U}JBn>C8SL6bTfTXte>tDy7j
zpZ4#YEQE+CxsWe}IQ8iasODsJ-hBr)WtuU6H<9>TGq@*pE$J7ev9W${@AH2sm_%7u
zH`A{k&T~uKiObICmha|s*ZpgF<4^UtS6hh9v7%jOMj3A8(eYys30Ey`-8}O5CEWM3
zD=-=l|1SEET^qP*=mhpOw~-R-z-%<Krly+7SqH{kx%0n;YKg^K^)4M#u0jciz6ex%
zG1pgM-n$bN9qtiR=$Q6xI?tYWNVqa|)?nZEB3<KtDDyoDahf@$d$5EMVn2WKY|M>I
z@n(OocbnogV8ei_X~f!Xw066DpNldW_)YdK-YNSFc^7z@zwrOayEzl>28CawOy=#{
z7TWY3+>tko%&0?`S@HP--2d=f-1FnP#5fM0oUtq5qqx0+y9#FT<oheRWc(<0x3-WK
z6NlkTOO$wqU4pe@F^;Xz(KYtw;~t=HYAhzI^bI;E{|wD^1}_66#A!-;u!In&g+RhI
z%*`M6EH?WkNp?GH>-S){nCbTVdbeMYoXJC07o*1fgrc#9G`<-`b!W4@zJs3*AI9&B
zMjsZg+#WyoKl~OqTseiTL47YC{Oqm`d^fLWBGHYz_Aov#i+4&(dM^)tnK$=B0`Yk`
z*F1#2yZ)HxYN=j<wPFeFQ}02w#2j;fA;hUi0+tZs^q?~nh@F73b=6@{6{V!Hw5p8J
z*=cO8I&c|L@7aUJWaFHS5&Y%a*-UZ9a+4vJ2MR|q=u69nXqv{yYf8E6f&VaX&bY%S
z6Wy;P;AL~`KF&=ULP<?M`57rFio*KZ8YT=n@~qjuoSC=_uExIoWgP3D=sRd>8d2L{
z#n`r+&a?mDz?-REh%<;>A{0WLHoTeF5nb{>1QVtmvVCS&E{}h{ih1KNV&(Q-OwAtx
zfUV*&+=FlH-S5tuXLHy6|KaoEJroQ}XXLO!Bqca#XzJiE&n#tdW+H!i;9AV4Bj36F
zZ25Y=KXf9BqVV?mZOofo#OAtv6sD%3*B$*kYsi^N=h^?SXKdB>mqF2?8m;I(ZJ>n#
z2&9goyI}swzC}WaQ-lO8A;f7zGsUAB<I%gy3EK}$Sukl(Hosc2n30*O{PlyC0O-5R
zKv4+W4-6VNn~Xg2z_nD>G*eQxkEj3rF)eM~7z}!T{JmLZXCxkW%!9T2JruV$@Y9jg
z39Bl*>YEszp3J>V-sh(A6Oa2m_6IG!s|kRxEe>?@aV*3@BEQi>h|`KE`+L}`|4Dbj
z!rpB$7AuMhUBRC5SHW-?$L_~*4gJMouQ%xR<mIH0my^Qf7mhulV?X`HyjO~%u(q_4
zNyBpRg+lD@>L541@9|nk6SgOv@N0w+rw18>C4@MweP>XVO}8zGFG(azjv_%NXNgKw
zNum;zC^_dGRR$O(41#2Elq^wlPLgv@k_TbPFr*=KdU(H6b<VB2Rrkl`&s0%QKfQbR
z-fOMh-7^h-b536KV*%HParuglB>Q~FLUS{v2a=xo3L<Ua|3pf0tSgkC&TMYlS-89u
z#oBRruo8_**R9D5pYm>D^I%|YZDPSz!FT?Hve1W>ugr(q(I<ZGRrd7|;N=VBNv2w)
z_48GLom7^%pF17j!}9yUQZVZ<yky!?<?Cdo00RbGfVD`u6pxRnR|4gZ?{`1kr{&1B
z)Eu5^@<PgpmbZU@8_niXX8{lE-qz;eu)yB!Z#Us(h|%!(q!x`K$ZjJqHYH%i#U;=M
zj)J8vsMHgwT%^sZojkkmB^7`;x@4@pPobs7=26wSrQZV!f!{t*MefdJZS^u5H6^pR
z_0m6jVA4S*N5ml5X@Kwib}!RFsW-%Sur}{S8OxG9_NCo)tKt4Vmywa5IgS=qr#d@r
zHoG3LHnxrR<#4g+yYudM(?Yt8jkVm_WfPo^bYwzEO%}eq2jh}n>vg*$9ZbG?GZkA+
zU>A)LSK>;ig(tVSe@=ql%+G#4;k2>aRSz?ITm8wmD5)>*)IVJP(b0^K98@UAPY|$*
zUM_p0)4_}1nn9ZOiK{$oc6NnJ`K*b44Yex|<BgDO8C}RUE*Zx6f8sn;aizNihz)t>
zx?|G`8}|etq&P8{(0wl;%=*Qu*Ud&oV#cscW}HWgOyg_eN(WokflPpN8*X8;zz@sq
zy#AQvv*-BE7E!=(8h)jFnNhhgi>?MiFj14!f1HQS$7&>3iH^CTYS>L%`=xmeiN8~x
za8GNs|Kr_q_q8o+>*ISM2n38lZXulU-b~kpI#(y!<xaW|n@cyC-l>Eo{5d-=aM!E$
zdpW?~?CH5}yzP{T>Cp`68&Vu4o3bD!9WnKo;FKo>c7NPmmVV{dPVWW>5y95pbSr6T
z#W~zx{$09feONVgpRicl_Ff(@gvR)uF_?KGMNR&-!``P%zeOE!A{Y%gwfdJb^Qxo+
z-|j4pWyY$~Bt>WzSq?>#^D=6Z{(Jz$2Nxz*u-RqrCsG;+Kcw@Zpk`FGjo*M68qFBO
z)HOR@4~UE>gd?c6^O4iYa2(^4ZG&EhXnK?nMz~zJHFvY2Gw<tLebG6fZazYwI`Q3_
zj>P^70_fquK~GP+ZTG+ov8nmGtRjk*B5aD~6+R(rq&fgylgG5F(d`u>68&n7a)UpL
zohMKvZbq;5erL3DM;8n|)>t_0C=r=)3m8yHFLIo3uOu|H1}RpINf9D0z!*FZV#w^<
z=6Q|Z_Wac#zZXp#`Y8x^;oW^R31UAyr?Vv=(4?lStA4$$H8T0K5>`5lduVwWOp0@j
zWA9Bx=!)0FtK_h=!Wn*dv@Lh|^~Gf7ReP`AQ}vM^9PvGz*>m?p*FD3^FPd$EgsW02
zu1(Z{QD0{lb~ekS;H`+;s%qV=JYsPZ6Lyc*FMaj5HrH(y>&oip?3wSx3-OBG3N5gd
z2oY2HTy2t}&qOK5z<lj8OE;SV@%*Wvkm8Kua4%)bTKXhd)fN1+?8>&LkT0`sQhTF}
z;lOPn&KnE2ajo6lV;JctcHF7uh={Huq<{76>k5(47_vL^0jh+}!d}j8?J{V8Ycw)r
zI)%u&744u`llir)1<$lH0b5sFv;U;JL^zTZaeVDL@nUUyMngWV%E*M?g)#-1+?n8>
zjh$J}jNEgN{g+2R64jOmALbqg@^^+k6m^*m#|fI9=iymIES?z66M#hYy|y8G)-J0D
ziL(&eGGNi$NfdCfl4q5qR6F0oV|&^22DNr>GFrV#OjmWe5E#E(|Hjf(C>hJjxmIBH
z@Y)mzI2<TP^fdj|%c(it`Lkmfwb65bcRbnoV`AC2XA-jXk5W~HNDO|RY#mNJO>(D5
z+F0#WC}vJqtH!mH$)&JdyYVMKdqlyZdp%4I7l)cU-0Ue=BqwK|shM3j>)B4OEutQ1
z+ofn%lBvs~ZNmQ8OlJrw=hN%JdvI*>{j8Zvm0rc$8V41ZBVSSL9}s}<#yelEQQ`L!
zAfak1jI$^)G4(~ZlgmMu*l*c@?8>kzrS)WS>Z};m<s{Avmb|<)+7o(38yl<i#Nt7t
z?=p@<t(U~7{#E&-z<M)!9jfq4i98+%4a;?E=IiFgio!z0lM6hjFD803r#DQM?Qy2j
zqp0=V0a|!`TkDUh&^qlg;fk>dXY?Z>GC3#(`!$Yi86A7KFUWViP}Jj5Wk~YZ&5@X_
zNwVQEGwT`_mxIRKHO0Wj`08j&$2-O%vFD!?IaQXxL`7d?o>o+fPiHEmqlcbo7~v5^
zOEFDS4k(7;+9>Y4A?TP@#*f-Fh+(Cf4lVWHe_zRo>G->WNN&_bg`@P3iMmSHQ0@pe
z$no>*W@Xk>L2nEUf^)4q$^)%mu{mqgtA}O6Z8;z`o!1Wtr>5}>u*JBGjCGV>ncB)M
zA9cMtt9%KNMg!yjrexU~s7{6bqm=-?jSXn&6gX78hL!*>7QLQWzP`m)3ZmidLnik|
z&WS?AQE9fn8nBw^8X+wq-fYS!?Pn-5_<U7m$di7Wmucy+Dj2C810SZj&~NW*`8V2{
zksgrdZH)rGmV%fpzdlU!*O<_?ycuIS(D~P_LX<%UwF<613SsAnCcSfbdsG!)fb^Pw
z1*pQAT6*-vm`l_~gfA=J-Ih(@KcUZ!B{gA*Zu=HYY8lRoA`tfQbVW)!4l(Yg+tB4^
zxu_qJniPyX*7$%?Dqu8a_}=KU4uT}~S8^|n+wdno$SU)7|6eaQC<s{<0;7u@<?vY{
zq+}ex+u-x=@4w`Ww7-p`n9EmL?VoIN+CO2~RCOS^aNhpxk?{r%Aq9`OKKr5qkxOB%
zGvxD}_ZOQp&F|pEm9f5sFdk+)4FxmaPnwjasio!KnrYISDF5f9ctTm|B{<yiZx5K+
z0q;>rxPDS8{ma9mI`VYY67Tky3Kn9HtsjA%29W<)C9V5^nD^g}Cle+48c4H?lalD>
zd^UKVKY#92tuLOc{`vFg1TjY@0s;a~t*rSS%b_&Ie1qD!tSpXR3!$m0soq4P&|=dL
zrDGz6422S&n>Vm!&NhWa9p`$tXKSr(Y~-}GOiWB@Wc<Xb4cy48!8d)~IPQ|4E|o6!
zFa;dH8!ynqYdTmPsotuXzWZ|fF<a0~uy~){pR!NNOx_S<erOt(E_d7<Z9;ll+VNOX
zKwA{6yn2pmd{3J{dRE!qo(GF6EZCU;sW=0!@m!rZx9%^N63)8~B~L4Z&vqK&(b3U!
z9ZKNaP3ocZJ9v*ZDXF-1o9^i7lTA^Okqt4!ZyQyZ_fRqU?KaPKkpGHQ1vQL#L|H|}
z-fB9GoCudz%z>eD#^siPfPk>D@NO%G#tTEk{wr`1E9L<c!Nkbgne1;qpa1-Mo1)I?
zIp@vErW|>X6n}SI&k^;<wg?5*rJ|CPd#aq5PEnh!pH^WNq=dmw)zr+#^WTKii$#u(
zz7|$9-I=SGLeIETQd954ug*im!-=eKWhY#o+KKD3kS<JF!rN@h$*HM38vM`h`cdJ8
zg*THUg!fjG9TDiWXX@%J{gONPI5=?MfBi}saJdgREuFHmw>MuK&g?L-P*nUUS=9c<
z!qK#&<=@UPSP7~eD+BO>ulHYJc`e84-1QYiJY0iSIBk_r>~*rioVwWKqmq&c4-Vd%
zo0&PGXFY|i23fG?fVZJ=*s;xNy7Ym2cze52Va@u36m?68jf@jWFNE-qT$`P$(ES0~
zt6z>k)U#uLzRJGw%ja-?iPy6)Nd(Kx%#7dXV7292<1r!(d$QD0V~1S<)wf<$!S8qM
z<W|#g#SJX$mpQY;%FWGH&-#-FKhW_N*EKL;45Q+?%f=QI##^(Rr*(`u(*zx9ovZf+
z3uHG|h42~c>Pt#WJU82lH<?|9Y({fr;LL(%_?nuUp_>mI-dv1PMY2ms(5;>X@v1W#
zDf@aIO<5A)2F-XaMXVm4#uRPRViG(1Q@t<xhIG8$@W{y7jOCSw+DN3WA0*3qbZiX!
z!0_@!P*L-#ii%_gF(P@4*?!S$bFvs`b#03>JMz+jBu~2_t*R>F{;RA5Vph@)ko(XP
z1!ZNtL07TCFXKdE5fRdMSLrC9`g%|37IW!P{KWvHMq=94p|YNM-1@qWsNE!16K1W&
z#rv+yX{ofA6qBLX;y>I}w<e4NFLZvc&|(VOYy$WIp3|u0d*T3xtILj8E5+R+$$eP$
z?^OLtPt$oABIb9Hs19ajEv=H$(nN4)rp^Nm1?|9!(0D_iPmz(tg>`$+5eS5OL$oD^
zYw=klpK56_1)e+G*xDAqEtqlcV5A`uY#B&2MsLq@>s5pw9JsCYChn{0Aj{Y=LxQxK
zVEe43J&F#3Pd8qnzIx}opwaqUJ6+`S`IlC=l=lusG)mvK;D#%)0USe<bsR$-)dS1$
zw6spn=C2~NtY_Rt)W~x+KGvDarEna<f?R56Zw58Xbi8Gdsz59VP%E31zZFRCJHEI~
zkL;Penn8WNe`*w17Ti#``}>yP!I1Lmp-%v~GB+9y4}7@{y&PlST8z<<`B735?Yz|f
zB{|u5(!A}$GdiSYaSqw=Jc=0#;LSN{GBAGrvi3dj3duBbq4v|!{E4UV89FaFR|3KK
z5pUj_tDZVL1dPDwXg#lJZ@YFUjf)U$K_=%bdlPQJjs|CDhz__LU0ZI8F*rAB<!Kk&
zj6L|C-3P__Oa23d&XXYAMJI7AE?(YkSNO#=9tl(Un2mIy3wqweKSS{0!-vkbvsjdr
zlqoM#6|Yu{Dt^t^?lkn+7S-c6^@+{TNIuIH7diCwCFT5gmQ&RyBx8<-GgUyChDyzk
zjg6hDxm@juc9`z{?ZO%zA3r)-JfHL3!H$ZJb#JXMX`RSx{BxseZ@I^NF_;>wYB7X9
zLBv-3rVaP$tH83*lYQhq7#0(1{<5cSBwJ%=mV+3G5a>wfa=cOGlwDSF@fT%g|1wW~
zMN?C@KmZ`X+}4f`*XDny8TM*)jQnH4E6~;J7tLYfvZz*y`j}_9H?R$Tx60>8R`QA(
zYM2L9Q*wa&Y$pnr*RtWbJ^^!JD`pG5Px@tudFzRvh#)TL?x~-jl;?~y9!zQvpI+3?
zc&R-?w?JEpiDXb{Xu-g9)_wHE>C|PTpwb1zj;5Yok7MAO9!P;^<0vO_qNY0UeINM*
zaghUMJug%n^^oxG_ibU+rCulm+x8i{@#-Qk^*uBPfF>y?Mvr7Cf`}+~T9ljf+gJ10
zoP6TxDF#T4^3ELr$2lo-a&q-5)!NzqAQG9*G{rF8S`QvIH8o(5i;GKwkYyy1lZ>Kb
z4bLWt4pwSv>X*X8Rm%(16pQ+|G{$p!_G{K|5X3Am0RAR>hmimvpYE!Hj=`q_1fw_r
zIYarc^Xz}hf&b=P3|WIlQ2ZEBk^b+OjAIsyhLe(#j#03{^Vn`L#3xRlo~oUOGnz*(
zX7_SEp4&P)A~|JG2*9!r;G_j7@dlSfzJ}wwj*S<h!1K!?^bXL+Ji#<o8F)Y=;C|OJ
z^!}%Deju3IkmifiKNyTR7EOLrVnzVQOm_bj^uxc4cV(@u3IKP4W#A8ac+3}n2V>3n
z?f0oBixv!A)YR0R76fFc0jkr^*Zt52e#b?H_mgflacIy~sb#6v&|SlT6Z3$*7`Q^d
z9V;$4g9R3slCIfX1}>DST7M-*7oj{eU{bsbg7HY@LS50Z;e;bMSI~X^by|8l+uI{x
zUZ><vUCa7dUiImE9$>aes}ngQN|#SBz#vEg=bs*KV2dMDTtQ!QayME+Nt8!~<M@o2
zP<z2NT$r&6EHFyFXefHJjX6Nj*Vm`-y&T&MmxYVij{mZo5<J?Rk{4&-kd{sb=*aKB
zJ~}r6@Vyuq|2ZsdZFRM2(TP9c+zSvSY}P^6#(#Z%UAN9lpslS9Xo9rd2PhPZl8VY@
zEi*nkD#~dXS!2>h__3J<>|zkni*7>C+}+(#muEYr-uo7GbaePPZ%l4^Fc9MbnFN{%
zns-wk_*}dzN)@%I%goHo*Dd}C63djo6Hd<Bpc?QHLW*F~ki8IQ4me(9oqq7(f!Ahn
zM@~@@GB>Z#q$iF?>U_85*so#E|E-?h8(<bYJNx-1y0OEi{OHXk#&Ifq^$Ow)GG@O1
z{?dnshkoa%ju~%cYB;0hQO0_s!>j}r;jLSml$itmN87VK7wCBnOG_l{w4|iu+U90P
zMMWIw{cBoUnhahi^_@G|gF{2j{i%}oxwyoC)({FrVS*aUm#<$P4b&fR-L4$a9a4y;
zC2K3Ig%cz^J3l{s!q7M3T}ucGD2b?V-}=XNjQSRugHUG|+(r#4Vsl<WAbc<hSy;W2
z)Y5GP261&d(TJ76|Lz93UW$W_4JTC{@YkK9`Xf4Xb92myx%I1}dV6~*asydNF~o%R
zcV&gixiK3akksF=4!paM9LWCu9V@iu2^VGB&!3-CB|S@k@L+3@VP*Z0kU%3LAu(BO
zijmQ$ESRbaaSKGfzH6TdMgo|bo4>1^?&|AX2B_a|Qx1+?-lFEc$HNl=<YQxHD5rqH
zmw#?i9T>{#7n`)bGq0?yM2F;6yCPjC3_JyFM!A5vbrNU5L<K-C0h3mI5D$Fy2g3vt
zjdgW(m6mp$QLO&kODM0&YFADy+2dxCs)diYfRt!)sHC8vXc_z=UwtsFasu}Gyhhg;
zkMOF%mMukLHmT(e40fP`A&{HA;C(F>(_0=&Fs9p&#TizTYzrU#C2qgSQcb*Zpf6!-
zZT;wPwRuk*84>O$7z_!N=hpr)ZqNq+&UEkllEs!hYBh2$ebL)n7gt}lw_j<MqpzHu
zojG4$HotuN5-aED&qr&5|Ecp@sg)w=g4HL`9f->&6JffpfdScdnL&yYVr_kWqQPnT
z<^7Y>b1{r66jn<wDcOUpHwHHF1vNXh-ha61AqkQJOX_U1^tF~&>YxBIFP_i#TPg7}
z0#=_+8UT66a&~r`Wbo;E(`6^|)4I~_1^@4sQlrfv)v$ESZSDXmB~f^qvU>C985;Ka
zv&4G9{7Jv3*XobZoSd8mFi9L>M#$KdFtQQ2L+$0uVF6gVtg&@cNYC=;Njnq(3=AA2
zZYi(VOAPsc=k#LeT|%We`G0I)AZT3iQcd9haJF3w1Ij8jI+{EwIoaC5!D6{P_OS-v
z^db1~=!ZQyX!<oQ8{veteVpD}8CKz2uGuKuh&SEbQIz;rtaoy90uC2|S>@v6vqbi%
z+RfI)&enRqdi%E9F<_sb$!p;QTL^c2&p!vfWr6wLjSz8)uItg$Z8mO>Pfkucc1$vZ
z>s|&~UELTX`Yh6Oa-bm0egVD;0M}N4$^t)Ft`3wB%6_w#@9!`&`p?w+$fZ2{TM1~T
z0XH}}7|U+DVhgfEEM<6x*NFqFla$xAz^Zyr)$QrZ9q8E>pDY{OQbr_O>tjse4;q04
zYqt_c9QvGqdoh%_C?(b}&+yvd&>!-lN5oA<IXSDY@WMjgn%Y{JZb)vfu!smYgZq!w
z3yP#j8UX}k<9=)6<91MLwob6f$b8%JLrO~R_X_13HGcEmsgDOKA!s+r50D&n;s@Gl
zf<oy}xh=uX8&U^@@|<o&F<q^ob_4#(PD}gvrqqJ5LIad<Alb~$k5K@k;!;u=KoRxf
z@%x$@37~H3=c)^i1~v}Od3borDl2gqoVy8G``xbR*471RlkX#I$4J?$XYTGI8d9iM
zGIU>8*Q1}Ns!771_V!#V9A-afS^F0%)8OCKt@k<9jBiN<xC@-Hy<c6RS9xQ>O@da&
z@A%mmpg+vYrJP@cMPE|e8_U!-Aibt4?CEdcz72#pD02bq|NZ;-#p~Ct$EYQZ+;eav
z{dJ)>KCb;-MTKPJ9i6BhP2=TZ(S2UtEP#S>aa0nLl0)Fj6$vzZdwU52rb;^>`~6RV
zJjNCWg`NP--vKD8zh)Vq#`s+js%1x$rZ9}A!~kl*ZV<CV*(P|mL;ayP7L)(M&>Xuf
zgfukz$+jH6Koi*PUIyDwfFw1%M2}5R7J^6yg(JFRI90015nLE~(TWw5nAlZ~{1!HV
zTuSwv11xP|V8H#R1ZeH1%EpT=Xzas(*Rz2%z%bCY7I@a`Q#|L5WIPX$1x}JFJR}Sj
tkGT%oYn8(Ef0Zl$Uo_AE`%5OTNO0hmRu3F@x3R$AGevcULOJ7){{=60d}aUu

diff --git a/dev/_images/sphx_glr_plot_ransac_002.png b/dev/_images/sphx_glr_plot_ransac_002.png
index 86e8c3e7645c1d7a609e827fa5c320ec538568cd..6d993cf13dc777c77fee79cb9e2934df9e058de8 100644
GIT binary patch
delta 43
zcmaE`gXzHzrU@Q$Mmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>G}%4{~g(w_G>l(eistj

delta 43
zcmaE`gXzHzrU@Q$hB^uvB_##LR{Hw6i6sR&`6W4-NqYH3>H3$}2-|E-`!yQ?c`^~n

diff --git a/dev/_images/sphx_glr_plot_ransac_thumb.png b/dev/_images/sphx_glr_plot_ransac_thumb.png
index b082b39198bc1b9267fb78c4c697b3154af8f42e..1dac7c05803d6c7074931ab15a7ade568e7036dc 100644
GIT binary patch
literal 53106
zcmW(+V{{%}7j10YdSbJ&-PpF#*tTukY4|2-(4?{5xG@{s_$J@1HGh)z%-lQY?7fd}
zl#+rJ5<EWqmoHzCWTeGazI*{o1a4edXy7l-dWBwJzD)DTh>NIs=AQoY$Rx7#JNn3S
z_ukwnP1E@Gt(Ed2ntmwE1f11LRP<-iZzMQKRez8k`p?izNJCNB(Bx%k(-8TXUM{Zh
z%jtRxFS4r!Q~4X^-918!hYg)Nci$%uy>6HJ*ewt8cw9CvUe1zHgPUWU&%^cg^c3*t
zs)&D&iVH44I646r54#goWDIbPD{sT2;s94hNgoy|)8{1>MlY=QdBwxusiFKH+}EN_
zlT95rw_B4;2EF<V6)7D>PHl4|o0^(dR?G4e3yDw=4YMG^hk>`+L!iP!!a|446X%SY
zUB0||{@RdPYhGb!V!%L-uw9dzFIA&MixN*P-GqTCQ=ugsCPRe<esSL!Zmzv|<7Lvg
zTskce$`~&?;T0@!nB&x+`mTpGupfJfVE70=p3b;iT~oIcO<%W_{Ecb5uJgRlDYyUm
zb!&^XZNr;B!@!%C<as6n`Nc(Qyd*(zEEo#m=j-)&JMfF2N5wHePwF}|@l|?^`=Jk}
z^2Rq`CpYC*>rQwbeAd>qI$UXA?$2uM1CFaIejZoX&|t!Uv0H16)BWBa_Ko>hDt&!d
za!q}AHnZQqZ!d9&hVT1^nVh!R2?F=a{x2P!on9X=o6~8U2BYel`hyFahLeV`gN8Fp
zOCJ2hVdHr5H9<dfuVUlk8f_Nn&O0vz8OC?M_B<g4TvG@1HJOk9d_Jy0d3ur}_6ptD
zFfj1kh5`@z(&THhq&{eZmN49JnjjE9eYm?FL2@8Q@{AgT!+g+jQddLtuuJlRtH1Pg
zS06ArG6EYH7uVwV<eLvXqx=1?{wA&77YcXDPNfQyr7rIEU%@*q5fKsp?Ti=*9gfRk
zLoOiTqqI?t4vX0LQp8OAV8iEPf7Q1B$Jxon#o-WvgV{=xx$n!`rp3WT*6r=><@$wx
zMjXM{xs45fa*~vByuknON^MdjNjg-Vyw|>MT~bpMhk(njl8Bv+t?y9i!|QwdKDOX>
zQbL3M8rK*9>y(1a>5tcGL}cXa;eglS&!v1h{o9_B;CE{J*Y{@9_x+}TI!kVG>Q3?F
zR`K;RLTGRE{cQ8+e!8w!kH0|t?xo?!onhC@`o+Po3qR(b$3bRfUIY30$l={T3kz44
z0r!>@nXDmhCyNX5wAeAPkHbO-Bp+8KaL^(A*CP}uQ)J_8B#*yg9<LGtChGJ%Z4T8j
zp(K=X@$ig?<B5Ea#7Imwy1f1@ExD|iXIyPObbHKs8TejFNJ>dP9c%WCsVWL^%KZN8
zwxsX*%iz5IkXWNmPli0nXfPV<uiwMEp4)=D)H7#$7aV}D@tol5Cn?xo1m-Sbwk)%S
zYW3egFF$v(-08vGw&~ATq!j7VeUs<v;nD2-<UA$tptriV_EaMDOrcS$CF0@nb;&S5
zAWSq!=rKfSYY@k9Z&BCbM^<>g*8!g3ePaSE3(If5%_jx)C`gYDFY1r?i;t<hCBtdT
z481;T!7I4)Uk@7)@tVn{*@hGa)2a;E|4vV9&prSnN^#}v->*3wKA+SdMhLxbgD^6z
zvp?6K3p~j8uEsFW_4`_DRZUGvSy|Y}#mCEs=k2W2N~g!gf4h&pDE_~_4)cb6HeU?L
zlVE#Z_nCv7><=1;iFfrcym7M2&mMRZhFu~Z_V!pfIMj4$5D^jO&~K&202B?>``^(M
z`<${SkAlR+#Q5JIckTZEyz)ePn2bQ(v3ohZrrM<-d5Q$gxzlwsg;AsN1AW#??b9yR
zXCGsl-Q-L?ug=EV7WQjvoA2&d?bCh=uw(=J9_y6fJN}igb}I%v&+h=-Q1zClP%#*b
z$36go!cQ8Cx)V<D9kp%UUDy6&@rSO2lvKp>f7Yt@YY*KI0*w}v_}ko5{=0r#K``Qe
ze!m`{mwK4GpC%om2^_kV|2hp56)VyFiEn?qUmHAY+hhVB2LK&ya&poHpbSx1GP<;A
zttPXm$5BOpas$6R_1V9F8Sc;5>4^hgomefW2$Lo)!caxK04mzawyi@0cErKK5lLV7
zQ<VSVuS<(<sS54v$_lOj^Lzn3S?FVD&kLW^zp@PYwN?qi0vzByJHW@@*!D-N2!$c`
z6lO5!(gLN(T;*N(O1<vj^l<N4+O1&^nl#?m>oFmag=)2Z&-*mk;N;g$1}?j0(tQ7C
zYp0L5hZscwfhqZGWZVlkYcg+#&%%0Bo^tbhe_f`3Jb}BP{~g8YzJ&6>3?aD$TtCBp
zt+mnX#$t-^f}e0$B;6bUf%W(A&_gAORJ>DP?N<k$4hsxl_^@Ldt!BxA_x$eMxMKpz
znCy?GwY>4UpBlNk{%1j)42qI13uYJxXy(=bqx4EPS-f5EV8yavu+{z(S{rwD9t-gV
zczD}U)cISVJpcCg2JjQ$)+j=+ECsK7)V7DLh#_h8n$Fu{IL=G@9!}$oZE_t`Jcqgc
z0L{xPDxv_Kvqf+C1P_>);AHVf$&Vj#!z2NO`b+<gkBfVH3KnWKT^`mwnoWn10WJ&K
zyr|G(AdYZ28rZ&h`gz(k?s?e@0~aP5vEPFaEF=hqxYF-JUS9rno8+DBFwcW{)GWEK
zjtQGVOKH9<JR-t&wPM^%4{XPIXqOxL$}@L=JOiQu!0;zD-`_SresNV9dhMtA?$aCg
zHZd6eg>)%YGAx*us#44T&%T&65oA3lURF&9(Df(9fly&dLxq(w0ciz9ujgj1RiDow
z83Z`0W{hLU-J-77>(wwGu&$5y%@19SXh3&gZ!3iM0q*x?{G-ujJlAnE#pkuux$)`o
z<(yw90Sd%pw`c&&axh&mJ(b62ZEL$bEcDI_u*oOowA`ePn-hB<kqN&2Q*3tLm(BOw
zffIb)Mj<))>U0f!>~W^f*!+BA_tWKGq_2N}cetI<V8=}4@}wxyh*PDI;m0-kzj@;m
z5Li1nP!l4XW>bm6f(HqoWxZc#^z7xjOjQXCe>@d@^tPV$!w+#2IQfw>IlxmLFlUyJ
z#uM?`Ji#v+_%Jf}yt1X6v)V2)SWIS1&|qfosb-FR$|pqve;=UfUjR#*_J<?sxv!Yd
z6ZZhiR8!w?Su!YTZcfo|wwRrpbDnWDA``cF>+!y`Isdtf+zpUX$qDbnh7a>6%X<R;
z;(5Pf>GgS^HVz-1pC9aJ7;Y#^e-fRZ^C+e7nXO?BT$``p^v$%8kW9#@$W&L){rx-f
z`}Y?`p*Ie|X$;Tsrv)AeKQ2)|e!o3zCK%(sE*QRHDGEM;Hb34USmm4V?E>CT3~%PX
zF%uor^U$h={pQ=aLjHua2`+ShfB&ZpSpb{izx$(FtKXSUUErJic>{6}sh!@w6^!un
zaVMr7xV77z&E;+NI^7vH4ZJA7pa|Te0t|tIqwk8AC3o;=<H$N1(A+Ls&+AcYuW6r+
z5Y*t_UXk$d@W*qH9)#aN+BW`Av+`fp2fDm&0-YjGECp}yzIR<o%FT-}-L1C21G`B4
ze0N*--H(ZUfgJf9t}B4j69JV%#hvc2RH*#I$jJC90{Z~)_qt!sDKOz#d3nc<7iyjW
z>vnBwF^(7OF)6MB666=lX}fs2&m52iDDG9(v~T$H^YiL^csO)AgLdC1xoXrK$d{>9
zS*v~_`FI>|zvzCk5&gF0CU_O4NE%uQz*M%ZZzzu7X^&cH6bRQIfj7u;6CMCGnUz}l
zIOWlu!tA?^@Ot0Y^BI}!6Kp<07ks=PK3#mgI~<>!$W+V&<oU_f#CINU{D4;=#qY8J
z9(CUR@?A$q$MgALg|(esX;D!S@Ik`>4D0CX+EVpsF-VdpEnn!Rn_o!<+)8oITaYJh
z0di;w5IQG&@wizj#E-s>f!rnnY|#e5)eXG=QL<$ro}Hcjb?iqHFHtt)H+{tEd4vLp
z;gegg262`&7Gc&rTAP9Bvi1AA4hDFmRxAS3&p^O9GQ&R%d-5l9zLwCyBj7NZjV4o$
zG)>%}t;tZO=()~Hw3ynj9b{SN7XeHKg@Ek{1Qv_;Z-7Nhy1VnAZVnZBKL9u|cU^*)
zsYC(5b_A$TF2{IdZEd_<KIb!bR9@Ju-~MEu=t1&ikkfve<~h#4{{Zp^-u@E^e?R>t
zODI4P2>)8%6#1_pJL+8S7Bow&@&CDI17Sv9P!Jf0yeY6S2A%(4aZxtYKv95cPrr5#
z6Z^!*$0K7i>A`+RF=wkSrSsPK`1o4Dr*70bE!-Tf+5^<ENQuUA!|QN%ZS5Nfy{M`x
z>aZXnUzk)WW{OWFS6xU}GcZ>iP@2xoHzr^W9ACfQ00N$_$24py^r9V#`noIhP67M_
zkhV-f;sSFVy0gZadjJA|`V_b`!Hla>1Lagzf!GuUPSP#AVl4)RYwg_d+*Sxaw4YS9
zDUsFHzJPAkzO64T3{nd{$p9N4F=GRAicenPkS|fGx_sPCaCzF#Xa;=M`avHcm5Ljb
zf2CKzn&MZQEeq7MX6t|5;}a)D494IT92e!PeX=5uWOU3^q3qiop6Ybxnv^TtQ&3RQ
zM2m9ZmvwgLl$V!hhx}Jl6Jy8qtzFMzv)ga}eEjgH#U)LaQl;t-NcVjOkUna~#Apm%
z>J!H-d^q=3N0puvT1<GTxqr8ykEInLHOM6g%=XD8?bl=UQR3v7F@rK>1%d@A!%j19
zdCu+pXWg=8q9AmzAs4j!)0KVziZUQ{m{=CxELbv{G}+4PXjJf?&49ndl%b!YsC4pw
zhDT>k66r}V-bp_9CO^8rC~WUBh8ms!ZU4eqFuKwQuwcA(Hnkf%j%cAZzHY0Xv5`?=
z3{!`d(8uaZG`+9_SV!FrkW}Q|-{0$8XG|aFlnNYm#Dio!`ST&pb8rQkO$OnCC^ZN*
zczb(Wr|MEQ3?!qKJ_xw!tW~N>qqME<iBr8ReJCj*@&yi_n_dzKG~7GC76L1Qn)B6o
z>NHgKHnyf6VWBIoStby`6I<4Vj6SLQW+Q;6g8yvuX@7$6flRfrH{b8u;2^<Y>p$*#
zY=qvk*e$PLZ>E<B`v9O)php3@<I&O4R{LT8n!~26A6_V`bh7IhHI_^=)!pHUMRUv9
zaL%!rbKkkPhLV&dY7y#Ctb(sD*EZ%gcQ0zLiTs7@W1S+^!o%AB?ba!KalR<w@HP-r
zBd@jE?*eJ2(Zl)r>1s<1KvKmLF_+%I{sw%!)dE;9cssS!a~j0@0`u3SW9@eh_`vR!
zk@ljsu?8QV9RX$9fQ^kLI(TynlA9H(Q?^h5P6kHY3j%kP8pdLFPR`TQbifoKCDTAW
zhB5b#!@s8>!T+{o&zZ;nD#p+e0On14TNl(;;fn&tHES1nMGTj#+z6X2Q^@6uQ<tD4
zVXhJEsCyz(NHc@Y{Gd7dcjA#8#9=2~A|e4gl1L6?w$v{K5w+Q5HiI_7dk-iVTM5d^
zARs+ou}cS_3?!>SIFOUd?ZJ;Kii!x$ifF20aqlFSt_<@mqTYy~^V<nEI@sY5d7|7R
zcV_gfsXU@|r5c@OYoMTL-!@B_=yvIguxODI<Msn;u7DwQ9m>Ey5(va#2Lchpzoi%J
z8D}jFtd6kjC3h0a{2M+T_(x|D`x_b)nNpmJ>d`to+!)s?+kGgjDOD7##MDAwNm|rM
zs)S|*QGwfc><uVERKPEV?gxkWRi^Hm=6~$09q-=Ol-Q~GB!c49=kUQF@fPlr)gwk|
z6j_SbV<^&+xE=4?Kr)%-QRUVx$iCsmxn4EqV6xvar!Scj_pUDW$r?h)_MHDs{+R0c
zNeHe9!84u|m|Mvrm(F?}%R@OuoA<4+#--Z<sah!s0=X}7hR#6liY+}=j2jP<P8uI(
z4j``Dh2Uh+zu0;HMDsmSVpQ0Al<Dp`qg0lII+4erH?pQ8ia&4PDm#DXA_0EOAd!Y?
z29k}Rf@%JUV<b$6p0X4v42ubFUbePe(Zw_WW*)g;9K>6e)?ox*vPE668KdWmOZJjj
z901vbgGx&EqR%icI?n;b+{&pKyCs>yAQ>QsQqt6nSUM4)DxyrhL_F(_Uo_>IB){zw
z(`uypQ}lhJwH-DAr%Fw9V8=1{MpsX73Q`Zu8GAcP02Z>f;ooe86JgGjFoL{nX085q
z(~%xXVyAH%ZSmM#gT|mK8Am4da+NnvFr<}*V+f~2vz2TQb%f5j9mkA0z73g7U2}J_
z)Fc34M%gmwz7|xOWL!c*5H6yE?0@{x7-X98G*!xDH&YTsD-l=@gWofQcso$|76XZ5
zN-WrLo!Tba##f@~g{QzlAUoq5y=!fgd~SAd_NT3Q<~dEg{ex$Z*;=lvx^yg1EQ{`(
zjM_qssW)sjetZ?03RF2QYIQ_kgN(iss=_PS^TuJ)e8LvNyP$?6*VEufsO6(F=(kNr
zllz-ZM0ZLO(FHeh{4M~*#;i#YUQ1%%Rj3GBWfj<Md(9Q1n`!G*|9l&f=@47$-U#iu
zw1*SV!l$`}lQ5yj-n#tG*0Kn4$1yVA)4hu03WfR-k_nDr|1?+o;RUprLxf}PK1Y(Y
z{}EoL4mvM7WxYD$>Psooo5M@-w$2lZDHIG$TZzNc2_(u6v5Q61|3CwE4lH9a2bKQe
zK$TFA_rXi~H{(WBFzsQN9S;HncQb<}vmF`aa4#huCJ?5f6TJzxC&PqWaY~fKV3nuW
z#>x1~SNDYn!O=0&Ysc5>KEmp*#TX&t8^X7rMzihwi7S0$L)x)%czVJDVoh=bx2$$D
zh~@koHRvl{5xkSabHSdaY|)F+ta`tNZWxbN87A&slD^3(iKZUBI-nZSDuZM>8Mn+}
z6K(b~ifN=s&M0N1%cDFVkW(8uL_N{`5t_}JU}3heC|0OM7ZT~APL*&e3;L@a907n@
z68(Q+p<;h9_6suB!%(?MysnteS8iOU81-Y6iuKmr!3sQ|crZ<=?rdPmpe~EIB2nWR
zP~&4|^P@p%X&fBvQFQl(dVWxiMQF7@K0?!d;$EBhXc%6&lWUD|R0AumNvY}K$DIh(
z)CIhaDMu^&#R8*PYY<ujAl+PXf7xOso0>-KR+>UA&qAl3(zsWmai#=^5AAxBFfmzz
z18k@rNKRWzpf@bk^Ew^-&vXL0g^glHyas)z73#2o#$cF{anhC6;NV5Q6r6(x-C3ts
z6S@l4K(}uc&bbV{6<x$32X2<P)Evk3kDCb$L1PFKO&M9=Nq2DWU+^aPIX<Z44h0%a
z-se@_)-XMWEpahvEQID?c<pM?5m&<OGCpD$aO61byXNwAY4fWn&O`efKXX}s;*aDI
z!ok5rF#md_%wKyVBua9BcRb)^C<)0c(eC&INdTk5-@z58jhsA7NFFXXSEA%Ft|fux
zil?jWh=|pLDOwh2xkT!0iH`<f+@_~s-Rrj8$o0w>AiK9z(64nxtmS@4@E*G9Qrwd0
z+%89+M4B>6_!MD|$CDyzMJG*ahDC@`QwL{n23usS#FYdNj`@U?vhZ^&5fNhhE?-0Y
zUot3Zd>_zEpn$ep`dFwp#iR#zO(jLDr1W^RA25~NL7BVhELiYy=JB|HP{DfI{+d;O
z*~45gUVYCZ1_4h*mi0;;BZ)K+8Afd)CMhv6MuY6Rs>Yx{7$rf9Cb9l2X=GPOlF^~`
z=e4)&p`qf{>x1g~PyEqFYWd10hJs7MjriTIJMRP?2xWHdOBz^hiDbe(74#Apu>81R
zxCkAnZU%qyv@spPwr?mhZn(Fvny55X$Nk$`D$r$;Sr9{tipT(IogQIhW2*T2>7Wf^
zlWxuRyNh0J<RAhvLJsv^X3e|=Q(-}Uqab|Kvl9tPbE`gMmVYxQIa?4_W`Rr;azveN
zfmDZRIMA%2aryMydX8vGo8Lv932T?_nwEUyWW6yd1vCi6TId`&t1dki%@&|Fni!UN
zNr|s`7!ayddZS*@s&Q7NDb%3o*hWaLdH!q6lLmvc-=ul&daBGKt35(YRZE_4RH)eH
z=HTQ^lB2S=w|4_7g+L@hY6+GMQl9(v_oYu@!scji_pm2INZXreG<Gne=gpMZ%OW%3
z?==vHr&HB=&cajjg8RD*rb}dkvy!XwdIVA#qEez4@^j0M*K*}LynZQb%NUc|l)8ra
zK%vh3-FAfrS|eTRLN}M)U$2ICE@nZ5&`wWK=ua|FRfDJAl5&<Kq>bIfg$0#1{mxzq
zt?)p2&UI<{B_i7M!jmkBGg>K36UjRhV!if~b*jJ_ZVZUgFi>w!lZ66Gebo_rTw&fA
z+q|>W;A-0D!<X*w&-p#u%_x4^CS?<Oo4;~C-tq#5T;-T_aE-lO5`{YHM4Z0myY=9M
zO4BbR(W9_oWH^=M;P(yV=Gu6o{B47GvfXbRU{<(b{qE);{T~gD@WlOZmq70~evyA+
zo9<smtE+=@E6w_j+iSqZ)AuQu^NKUjh>^&~rOU%gz~W(w=$0E{o0Naw52M+jb`}x4
zSwXI`$)t_N^03)7I<CT@l0jBiFY5H>A5)n%G0X!=3tbxTzNr(ByB^XW!*6E>i?8li
zS-L`l!HZDK>GG{A#gyl}Q#l*GyNc&~Z$eMZ8&11edM~Z++4!nv?iRFX^vdzxPVQNi
zE@pj)FR=Q#q>F@9cZLbuB(2JVPhg@S&v<*j*c>E-wu0d%n2lX%sc<e;AQ@^sh(?B*
zMTgStCx4K8K)agc0Jsu%Wv6?ImYCMvjiZj}hzjy{C23s2rgeT)yE_Dd02;go$$oKv
z_BN<Ui|_^X=am;d6xAv_yzZpJn?^cWyiseQ)gDNU74IDN;?Xn%yWp~Hh=DNg67uoU
zEg<Gg>*?}{Siw78y6M$?flx0qaX{SSfn>2@$Z5V{o!>Wz>T}8iMRrS>M3ryxQ*DcA
z8E&!=P^~>p5ku4l60#PJn`{ZM74LZ4HzD>a9edM>lnvhZTLsB4tc{A#Q4NEdbXY*+
z;&&2`gDW9uO%j&Cd=oa=u(#27<Ru)nCY`LpTjYNGY$J62Pc*R=sWswm>UI|sgxjo2
ztKc19UmT;W_}lVS)dMFi8LH?X4z^(@g?5zERm5?Q$?WN|{fWW1`wg?@);MF_7keC&
zuE-s~o_A!D*Xsh-#J}SX`M&YY0lVMpx@)5nx?g1TJ04hxU(eb3pPJVZzaI@s!Po2b
z9gZvG%duXb{6h493Ya<f$G=njE}V-Y>HAp1U2iYCaZQ*%-A%B+FO@`yFx;9{u@{&t
z-RZ%(Q>i1|NGFVZlARo?S4GN?KQ@Ev&Jr8>^qb^&)K^mK6q<IyL`+n8XV%FZ<{xEi
zyT)!K(?jc>T0(3CeXY=o7pG-rJQZPaJ#;K)+Je?)X2=q5{JlnrdQ6A#iR^?AYd$H)
z+SsFJ&Z}^88fM-R_l?aS)D%_52h&;oUgH@z8*PRX)~>PZYvJuj&%F3Y=DYLtiFkOX
z)AJ|)HW&KyeTYl;h{(O&1m@0_3GGUC>q2iddSj9I?CT4=Ucs-s8A<6=I?(bNsCX?C
zM)as;q`jdW6ICQ~(<NEP3v09x@UMQ|gI2dR=v*|4;j%JdljkTGUENg{5jAT3=l02U
z=_S&iw_17;kFCjt1GB$W*?=m%<&r@_D^J1ORwrXOfnIpS?9o@yRlh=|>a?xCSo86w
zEg<#6_qbE<za3`{M#G79!&jd<pP|Pop@1}m`Z$*xA11SPh!fhh`TwS8R<1)TDmmi&
zwpdDfmPH>+mI@ggM|{s?wB*ldHlI*R+x4}+2Ee|ZM>N*`f|zj9eHqmYQ_N+kA)MVa
zTN!ERcjpc&tr{ugHxj7~z8q{=zz&@r(!gvzTaL2I9=!L()1P9^WKyb-M)dOaL?}sh
zP1zQOdcs6VikjYYWieJ4`vE3egj#N$p9(+8M2!r<W;78L1r&+s(y|wEc4oU6@|%;3
zf(+hY<4>LrK3>4z3k!zQq0{TLq@0%&FgF$Io@d(sGh7z=sa*W;dgZ^jf8@2--gNyT
zo|^6=AjEk2Cw7w3+r~At_}|+8w4S~&6GMUql<O7jK5Ck+>L1b7)l#mE?OK6NLF;p|
z{0%tfH_&_U_R_!bN&}-PTZ+`?_SAD;jiOl#B8G;vIU)omkSmW&`v+Dnl#;Lx#&}Pp
znsQ~YSZAj}GIQ3ZebvvuF(rV;suB&R9{VC*?1{J#G-AIIaP=Ie0~z$r&6C1tCeV9D
zk4luIvQ4o`vuV)*1sTvbT0StDNtmu=o4<~S7*Z^v9tJ7;=bc)S#H&+1d4J7HvZOgR
zknRf_+cJPB=&*iWLs9a4QMY15QZvwvp}|2bBUfSJVB$w^xE3@32jwYXM2S<a>)v%O
zj7raQjO||=7pQW%g8D@v{b)`eL`^ZCpE5*wV>&F^754P@T!YX0eJ+=&5c&=9PjsD{
z_!=k-nEpfbH=vvS!$aVA=w4gSb8GR<RUBg3GBWGH46~~?Tt_o35-6Xn08u>6O1lg7
z=JR43P!F-f@D^Eao&0QqSxjU)jSac8Y=)S}@%=oU(Ctg`zvmkon!{}3@xN?WM0c>>
zCL;OZpm*qwopQludEBAu*zl%wi?Lw6*}19g^u&74Lc0Ap`xt_SL<{(k2>!TI4K1Qr
z;#8oc;pWt?)tU3-h56Vfmq7<gb3b(3n!N9hSD&aQJw}`K=7o{#bE87daE-FKql5o$
zhU_eJ&(dh<!x)srV#Efii$6$?AXE;M=WPr#(>4yIXOdiPpAl>aL(zLRDp|A$1?J(I
z(Zky-e<*KWG_vK991F|%rkg7>U`Gv_P!CSH@j~MLB>YSgWQjeuz&<OkjBS5a#sw;O
z9tt{SOvzQLV{B-XjzPMbo1u(m*QPS9U5|XnI%}|t5?5#IgP)CL+xJ_=_In@0t$l}A
zg8KIz|8(C2_QH&jw`a7y4&GBy;+96JZEm9vL9<pHx-4E9!Wuk@WDw9#PLek3Nv6S=
z<XlKTk7(&g1A*p+nNpoF;V5|!!I0V$`#NtV_{CmkGJc4z=#sX3vDb&GPsQ~@bqqCp
z9ddEb#ikR75Xl}2kCe<A`N}ol<wD>2=5${cGNBOKpb+$AWnzFBYip^FWJKP?ph|<e
z+~z<+uUW@m1YTN=rTDfH|CPGN@Apc)tuMc<-P%DP0y79d4jmDi`i+msu0#Ficdv%`
z0vs2vqT`{T&_Tc92Uk;Z(@7My_RD4esrL??nS}A}=w{PR5X`9Ea%8<NQ}g?YKX}1M
zPoxnngG=&d;HDzHYC(TvCId*OSf$EnjqA$uHBrV%oy_Y9Bg8DbkU%<(JhY_J^euJD
z2O)kpq}L#nwm~B|q}vC<R!Z*pz+LIGvew5QVp}AnFMr+a8?@}l_w-OvyEH89Mb52p
z<R){50NGHf1w9_+K*H0!1_s-|U0%V%X4)D*a>t^s$6?84+}0PI6~ODDol`$svt5^c
z2te5s7^48B{a#F6U2gtw{r&8KdKD_TygE=%bY(OQvtP?hgFk$|BAIV+Bx7g(8Th)4
z8zcDc6io6;dWT~Wsb7WKzGc!RAduM+e=oVSAx>ojfuWf#b-bJ}t^N`zS<<4H5rr`j
zRQ*aEkDByNqSP6R`b(3&Fk95km<6ag6f3GX+#a|26%k~jXN0h473^cEE2W$zp_4W<
zPB&OP%7?(?oU?>cz?!ptk5{|=h|iqie2R<ERLL4_UZ5vpl1=5`(^DR$G3l*}Ci*9t
zMe(+JonumG+!#oZJ7=nyIDnyqiLo?#Md@vYjLlv6#FEdpIsg5#sqgD9Nr75&Z>#<L
zHS<R@P?l8X?ih`7#Rw3_pvEfXs?sXg)<t^Wb;4eE#pr7qxxG{FaU{Fy;H{N~3Kh<T
zUS0&#Ou%3-qy}O;sI}Hvx4fYt$?K<AfBX?O7x@Je=Mi5_8Br$8;S)o1RZjzdtaS`2
z`9mdV)5s~B<G=27Se|78ByEdjPX&H-F(($Y)sw|e$`sRG=>xhm%bi~%n*G>au$i{Y
zT*KQK^d`D~=&t-jVCN$iPT5b<srNYkrT9m<+#hA(!GsrM>1u#O9;lzm2QIhz=}~*i
zB-3P!LxO_={e`=`I~ai;+hblXpm>w|dL$*($AY-=H07b7(+)=#IcQSh?&$b?;XoV%
zT&}>8nh>T&1?bDljf<w3pMDJ;?iJL0d4)vU^Hgrh(|pNOWK1&2J}5PUe*A?hpylO3
z2C32*noK-YyN8+{&$>&v_Y=i(6mhSG8C+y64;w+&)GA(dsYBD+(3`UNncUWpZXUlo
zJ;R%r@-J?o?KJFIdR(ZE<s44btN~6%DuMB?Rp0_6>x3$<ET6ttMwQ<l<9Of6U4Dbi
zLhIS;gHy4bR!80ZpFiS)1=LB>gx6Z~^Lj2z$~&J%J)Fw>Y^yV9HEgM&m<v(Wbyu)C
zi3+5X#Fbmaa0tm+_VH>^<-72Hgj;8)P<4k0gy1KK+GR_Zv4J8`lcAs^@1g%x2A!dh
zGZuv1_A&8yzFabOgeI-?WtlIJsE{bu>P8x-{&P^#B0bjPt7Jc5=k_@KG8x7o5GT(u
zp(}p0QgMWb%!-YIenUqnpH+M8;r4S{wd?AXQXNb?{A>5cKdRFx^NpJ6D>Fy(KF=^z
zt#k=}eWH%Kl<|E4Brv|;JKfJd2Sr|>`hF4;S8S~Lgg3eVQ+a-QQM_Y`&-_Q;jO>2u
zT251VFrE4QR0U_J$}<CUXQA>hw;3<6dCs({<6!^;--7+)*V*ukPL?*#%6j19LW1#@
z6rL(vC1D<moabPF)GG0gk?0X#nXCS8=ivt>^G7(6*vAwz^w)-lZqfS1sd{>^K6V_X
z70%EuONg+0_thb9&tCx_dsF>rJ53D01deFCo*;h_^Z3ZR0A$-aS%cTt>)$LpUo5(!
zR@cxLQ25}>yK#oaAhLKhhMjD>KbvA)IRaa6-0@;XN`)#_K*d6NCwjdEgdTOd6@oIi
zzAmq-s%qbf8Vt0DPgAoSt5e?9kc@>?7a)z<@>nVr=2VH27VM=~9ZIr=-D};N$}vdi
zt<}_x-G$|)lM`d%Rag^<Zg-hujr5%8%W^}OFTv9}qaB>s*DTsDWgU|CJ6oGA4}3iB
z$JseF7MuF#$CJHo+5?5Q+D*a?&)$&i-F%E)p%d(U)9dy%Z*rEtI{lj?t@knWtpf3#
zP)x);*&^QoP3zUw)pD%4WKhuvy6A79A(3v50UOcVB%*w;xS9$|6kcy7Fy_OwXhW;2
z8J=H{*}EdGqBFt&(YPwrt;LW(V|Q20Qs1o@QBy>0MP|CjweQ@Hy{Nyg;Wu5aGwAxD
zrl0!w=0CRY%*frpKjH{AqMR&S_Bja#bmdD`s#e{HowR;=-_bsV0JCvbYO4-uf-R<o
zcONxgSQu6Bm*qL92~@>4Cc0}S_I!M-*|x`r39eYQW_b3VUxq7<%)=8!oyL6TxlK!G
z<PqT7;z^+&SpQ=jPU*%CXfzGgQ)(asIc?WcX~d^TIWX^vw>GML7l)hL+Lz6ibRfRy
z#$EH9PKus3@_!&Laty?ycv-g1(xN}0fP%>E5c$|5b&HFG3?U13wDG5sNFPn3M=W<H
zwc`)^l3cYbk8GUw%?h2HSjd?>_!4GVUTvT4IDI|R5!Gc|u6Dz~O4>-W&y&lpe|}L~
zLOrp?NrW8kvJyVte)r)?(aNd+_`zTS5d}v({olz+zZ0RwRPHDNie*>5bkXngJiaUe
zA3#D015Mh4zoJ5FS7q^{U=|&6BNHcBK8LExRKuC&LTGAouQ>r9)cNJCt>Bo9Fwq90
zC<?!CAl?sydi8iymHIBqqU0apL4<QLi4~iWPS41Ii-Kh<_gp1&)Rm94!<quykCYKA
zJPiRe0)_((vr{={oon^vAa?^K+uR;662@-u#i5tkj2~vTGt+g;@Jt!-w-rll9Owtn
zTtd#iNVH|5iUC1W=NwtBd9?)WkNu0V^`mSqRSh?3NDM%UH}`<7Tsrcd_>UuQg`W77
zd7^#JhFN%$N*G#+C|g=7J)uRd+74$y!pgSym?<8A82BWbP#lqcCF9w$7m<$!jDjvj
zS8K=-Lj6u&JApcGW)@;sBGu;Xl*0n9H%M9`ERl|a07~?VX7$f+1Q}i<{pOOQj;&0a
z15D9ChByD@bdV#VBV?<6%B00`ii<fOYNSB_2v!IiZ}Z_4nLxT|GS<!&u1ZrzgK3E;
zl*WH>MU{~dTF3TlLnN>!yx>yFXwm$2X}nyxRL)hwr6-AFMFS-bCRa{A*bdmAY6Fa+
znc@zCsJ)poOo8@SuFrXU1%H-f2kK~bmJP4aU{Gj~D<&lvidk`XWf0*BPtAK=l&C|s
z%bT#m>XlFW<2wDxztyFFJw(DD5<6xw-2!TThnXg4vTOq>|H?EY#nd1?2QppnES`Ux
zJ1Z5}sUBP&6LCp-IK~$p{D(ftxACypQ~|@|MOn9NPS8U}k`@FXKkz}|H&$Bw1-`Aq
z&~Xzt(`b!uAh9j_tV)WKOq^T<TaBB&bHUa%Yu=M!4pqgRuOolUy~F3Uhuo27wy-=8
zrp($-FV)y2EDjBrrZcoQ3=#wzFdFZ@2>bgmSVs~NoBU1$qx(Qs-yWA7hGtwlO7t_8
zQA}@ErQ;8lbw}p#?_Ith`l`wIazGYq1tkXPMH0e@sOUq=d4FKy!36PZ2qVVEksRHS
za!Mwlqcvr5Y-`!+;T;k66H5naiiU#ItUX_rA@XWWl~*{BAgwd+65$W1E`?^}iCo!H
z=r9zA+DCc>LqvYvfRPwX0(B`sU2CUylSfmahR3DO7Ac9a(VMB1K$;p8+HbIKe&hhv
z974*^k*Gspzy<^cq#QyoE7L&xv#_je{}19RQj1UW<_?nE->h>O{{4&NtLkbMx(tyt
zrM)*F8A7`LH(@S6?uG_l+*W&ebkYTJ8Fh7(${@LnN~&L1g!vn*^7BVuL<Xfkl(K(v
z1nc1!mz+}M*!6q9VeRxHZiJ5NHOA_$OhJFh$(5yLjUN6KB{rRp%-A!{v9{5T7eXsD
zcM4XUX7TrnC8$Nq*GNx+HJsdJ@OYg1rg&4Kk#91()fCUgHI*Z_)G9F0(Uy|OM{t+j
zR#>+=a^CrovaXTe5wC4`F}tjPTy(_EUy!72p3VIu?{@O|H}fcmxuo{S#>jye`_BL$
zq4j)R%|BmvC!c5c!Fzxa2xwz6!$pZkhUMj7F;FgjUCgQp(<2S+e+O&d{Zl=|mOQBc
zxf6y%tNzvM&U_Bys5UQ>^yNlaMI$3|=1c^GTSIf`Qv9<)zoBJEvk=KT^q^kw@@V@Q
zUS2dZ5=gBpdb$>T`J|N7Cv6UqL~HaAOAZyh+^P_SDWJ>6hMUm5^=uo-`Jd@Bl|>QB
z#r=;*gC|CpGsNT{+w-EH&yddU)HZ#jgm!}^no45zMoc;(M0rt;g#Yz^-yv8;Kf91(
zw^v(<F@q=$o-sQ;pehaLg=R=Q0E6gJ4Ub89Z1J1_jDbNZqcgL!tk$~Rgp%_d&h3Az
zFi69By63K~VCC`JaCEVgDG~`0WYUL-8elR9%q4nR3As+Sr-ynqrB7tAc@CXLUZ6b9
zNa9W9*{J2wq0yzALMh7Ic>0wy8$fUzNb^a;i;e@2ko#9wndvf0$bpWDluGJQWJ7N-
zq}#Ln4&uv!wSlG5xK#Yj*3@L`Grs`ga=&*{Z9?JX7>V)8Sx(Cp`Bo_`(Q?EefPB0-
z`G@mPnX7~&OW9k8AnE1V%1SnQ#DM}+AfYHS<CleyJ@c=r*bbIvj^(AfDW6h7gJm>w
zVw+t7MmT=vk96X)pe05kfwk%KZT_0?+Cd%EVpmr!w`Q)<rs&P#-w^G6@?DDIUl`zc
z&~^zsM;w2P1(KhwAd;&ZjY|hbc+)f3-@2?<GZAlez)j~LMlDozm4+}@=@F;mZKQ7V
zFphVvu--1JzuufHZ~QVwSvp*5rYN}@4@?jZAz7ndzT9a}E$~TF6N}7>(PY!Lp?Fkc
zzAkRZJUN*$gVJT1#X>=U@M1-b$oGSo$X*H5bYmfk`qhqTAk!B^ijP=a1>aPfJTFg3
zR-}!*D4eWvK{|A<+`8%nZjjdTqaRYIWJCkC{**FB_G%=3SbB_y-&r8cDjvuG0pa@(
zL)n}2@8mi6$%+GbNLW`;eA4^9$bTA*!sE4dV&^SIoWHcoQ(#z^Uk@bEKv~QwjTqhA
zQ5_?xFtn-8^=;ju=4}RLZU%v@Y5Mz@eV&h26D1k(E6*zGxR3wE(hJ8YON07a?bnWu
zkE`v!m8qCDYl{}mz_nWdQ^ub|FK%vbdcd^YOByX0OTItWzxFtqJ7x5J{^Sk<o|N8E
z9hz3L2FiHfxX>djVwAI5$$sg=5xNk9m*viP&f3WnZJMqvqz0$){?ci$Xo8Ht!9wm#
zt-GX3!YWP!1pb&<4TRzw17kUrXw#m^!B63fq+rqf8`v5uA}Wa>u!X;;U&*7X;Bd5u
zCjNOE1VGVm^?(0PRZ~L~9ZLJshycCaKx(^;iHH{z`#ocsoh4REInq-Ac65M^jMGeY
z*^a%nC1-gAm(m=fe#rZAR~EURqc8pa%M0`Y`aS&hAZGMw!+E<Pb{hx!1CzPK1=k<P
zs5&B<V^j30DdJ}er2n4WXWIP)@~0G%UDAPhSNC8$Ntr`jxIfLMxh1dvDS(a-%hC|E
zZQ`9B*c43_N#v1YF5eSm{0A&pKu65DvE~eQbF12Dd<prE5cWQ8jW$cTJcd!8Z(mmQ
zd7@>%)O?{O!+^*3^lgq<)L--bCPqJ%INALh9D5urHHpwiWs7n6Cx0nRlST<mnT#y-
zrtDXjnsPLBS|&E#%lix^6RN(*E8Wgm;^4iTPA@A*jBh&XQ)_qVW%1AkUkTk0F?VE%
zaKcM)1+$9NDsH=CzsJp}vf(ONUX3He1)wG%+B=0&eIsjX6BcgulGjkqIbn?fgXiM}
zwdZK?h>@*_mhp|ahZ*HeFntIPk*`nKeJ8E70;N#?(exqvg{F$6oU0$PIf~9ORfuX;
zRIeb#X-GXIAnrgKt~r18aL5wS9-`ERXFVY*gVZpJoHD;w^#IE;KdzCWAj_rQ^(*5V
zVQr=uJu0?ft05NFjpgs2rBm<lDaLh;U~|$`AIJNybN{FJ{eN`*bMW(TyUVCW^D8ia
zU0zZWg5q~1HoOkg<g_dKek1ge0*nSVdt7`Dos+y@Mm%&XeAF9So?gXa4iSQfP&~4|
z(CC0mH6@wBBpg#T6+&#5-JpHzK%I<3EQ7w{A&%BfKJ`DNHF*oUJ;D!CNexw#62Z6d
zxwRfTu+VPY(ZHT;&(>&{X3e3R;UHNcAnlnY{q-Yw1{5j~%zRYgABOVdJLafU;yAcW
z)O^9*mAK!4iJMk=sI?CoxLQ5RILFoFo2PkD1H<(w`L?Bh*jFCu?n09>{H!b@J9&wb
zSk6QO*Tm!CQ<*HYG=^FCAaWdSURzj)+7QkAmC$+Poqew32sev6dvW%0L|vA(2VNV|
zVkW*&p+A!d>n<}0{h$;1+@UYs1|l)aX7wu~g(rGD`|xMIIG0oL&0Jq|$h=b9w280d
zVft;+JlsvPDNgBIX0%%2Y(>D6u(=*}S?Q2P#s>`RljiOlD*q}z2xoh{G4+nv`Tv+4
z5K>Yc8QG@Ipuu;tctYY}lz|Eflty2;SD{T!iZPef2?e;WR2ANZ14f;ReOcF}+aoYT
z;2WOC;T&rGjoDDS)@iRs#7|aC%b=pfi9ts-l=8oQf!n5KALgyq2Cc`5mxm3%UZg=3
z6NzKojgVo`VFv6{7lHlclVoTam+43*jCoyKx{?3cvfn_v7u%vMn5GI+_7&oln}a<b
z!_ZzNTCH!$ePfED+QAHq#TqM?A<oW4H6QQ2l7d}=s@gLxMPwH25gzZ3PQMsJ4!x2w
z4LwDNFOjZ}o|_YO$O|Ud4~&3>;t899{|~uKcp2AdVog?MG=<|Aw-~&R2!%;Cw@zmC
zA9&)3ry$JMW3em9#xdjD=%EIE3so;_gQ@~a#dPg_WXuGZfVzyWg&J+wB~9eR3U7@t
z+jj6hTu)$5A2@{KFG7_fGS30bWfFe>b+?G2GWACCzD;7YzkBn<U+^?x`54plhyZkN
zx&Qr~{BRcH>%PP6mL_;NVMYVNO3vVt?YW`uBSzO6d3QMW-Kp&u43(mL)5$lOVc@FD
z96)B<qgf*t*%D>SW;(Ns=RY##!^ffBo%JV%Fd*kD+O`KB^nRg$$V=rU=^a76+y2G9
zhTy3dvYZVnk`A96v5*}^!#`2KZi+a|Vrk`%fHuUj=?<19A?FJx{ARR+TB(RiM6ZgE
zl+1pp%m4{1gXKz=lB%v|`ZYO?{ETA;)saS;cJUjsmk$qA4RR^0AhlfW7yWm1dj7T9
zacHzMxq&u<HJf5meCs=b$n86}zZFgM@$3h>(p~1E8qKl!uBh$AYK9aFB?_~nN*NKN
zg)#aPaYK;<wTaP74QLu+o-9%vTEE%oFx~LhA!X=haqNoi#zD2@S4{~F`k4EJr`I~6
zKbCl;R-nC*h7n0~kXzX!OUGb;#S+<(ZIBwLgH&t;2D@aJ@j-=HN}PGD>>_#^xbrz)
zGCT!?S9zWYBC^n#?${)hea{wZd<oX@a?Qlwkb>qSPcKLhe^k&K&)Q1S;<(X8k192Y
zduSBR+Uz_ZU5q3bCE|g#pvmh5np%nP3l^IxiATN1!qn>&Q*cR6sc7M7iH$Tz57jD^
zvWS;gCf!a*$V`xL-OlJ}#~80<ic-+5q~_9ukId{b@1~hE_@NNDi2p7STL_j;4!71k
z8kHTu$4^9z*^?&rwfFRcbLEuJYs@M{x!zdG6sN&Ag|+8uS{LmwD#Bk=#slrmj;=Ic
zLLKZBMSdTBY$5#73sN!9RH2MA97R>y)k<w33d=XaK0FZGiVk>v-hNfn2L?9|D;<8S
z(KR}33i9&tQNu;qFcx88d8yN2KK`i?92^$BXSJ9n)-3J0En{vp8%5u^Z*7z3Z9O#X
z9^MFe(KN~b(v<!i!>+$(Z}gDUH=iw8P1H^0k)KyWpAu;7B+z)ig3HWRs$t5lgoq+1
zm=z5Q2*YYG&UE4H#vvPE7zcZ1CaEXJkWCcJ=zFFn1|&K&#aMfyX5$o)qcz-{{F9;c
zhWiG_xkY*YU<C74+06s_2eFTioKC{dOidBajvxj#D>?zZ8SNcvZvxwleOhihM$JyT
zQWsVnaZE+PohfeTC^b*=(hHA%NLt+@ah?fOi$9^<n)3Bpx?F*`ph7FD3MDl1#ejlv
zG$mPQh2u}?&Vmyt#DaFnAc^!OC(Piy$Pkuk)_-j39oAG9LUU<t?;FG|t+G|T(VpLg
z85Nj5^#PuVyB{;9Vs5l{L^@I7UO|Fk>=s&yv<4bkOVS_H)P0c=JWs+rtB`_It*9h)
zO#7%nOE6jT;bbKgNiI=^grZSo{{-=k)Y%r?@*?sT^lIuj@&^<42yrnA$tt<3Owb<V
zZrV7v!WVf)W1cZj)Z~S!{MZape-b#uAn{^6-)7bY9<^M_Id@oXCXsij2^AqYw?r%Q
z=u<`|E?}%ig!${%mB$VOb`*_IV=Q@@Gf{j+7OL)O`L%Sn%V;J2sIt`ZU)i76;0DRC
z6`}j~B9(5CS1Lo}j#c6#xMIz%$|NmG3+|Yc1G~)IH1GzD!L=i)aol2~Jf(yvR=+@h
zz=E58Ur$ou*F*R~jzIz0slMkWjW&ZD6%_T97HhOV!xraD(toUSkZ`miEa5b3bR!~k
z$K;sm5}BP<%h>zBo%?uVw7*UipAdXFatkdr%Le`wOr$7Oqq_<rdHpia0h~trEbdR_
ze7y*zM$*6lr-uJw#3Id<QS<i8a++9@O*>d@&8krf7Lwrd8D49O3YGE|4v#G8^a@On
zPz)7mY@nD}ZACo&n!9i40;Q0KD|@)N5;wI8IhsF|kxmUn^3C^!oB600&3_CHflo<X
z{HAoCN@0q;oVL)b_j*f<axYNsKh8+)>q0C1?!fRLnwKNmpeu9>nKC`6%dodc4!rFF
z)+<!CX3tu%zBF|A?gDIEOn%<@x_QDMV(F%-lCsOuFjDr^xV5Bo#0_*DUheZpn=*3m
zSgjbvcF#`YfwAXO>YS^^ynW}A*l)0%aAXT)<Opy>3_IJ{2APc!K^tVb0%EC?AX|Qj
zTKTE6DcnNsQ;YvtFnYQYy~;%Rv&gelP`~|{VSZJczz+AIWw0A3C(vCH_#0`Ah@nC#
zCso2kD2@%CB+Lv~(<i(kH9O}hhrviFLbNDdDHtpp&y^6LUk9;WR5n$<7dnC;TnHJ@
z2>XN;x<hF>^_z<?YP2(HUJ*6Q#>yF2*MZdfNBQ0Wjk;Q{Gs=%%%phSQ7YG@C8q9Ix
z<R?Ps`>#if%*yH!?u@Z?FIRNDy^?s0<Rh!BO<_zNq8tlZp1H*Q*VBz@Y~dJ#Nf?i5
z#GwMQWRvCxvERp@6?Qb3Mci;}$;Hj(7Gf9>Wy=I*+x-x6DSgv3phra)WkXNMOD7cw
zTk=~ylZ#9+jDJKP&sSk0UjGBJItU>V3w6|)YWat1iZIzzrah3#7;{ufi!@$B&M&(M
zCjJK}Pcy(7L`av+E~+Mnw;h*M<Jq{E1<5bMFdU&wYh0!->q>5G3{RO;Bo`Fjj9cM@
z^Uo|AI8lKSC#iVk@GjSjMJgri=O+;G;1M7NoFl96dFM?Ke5OGWd?W?V-PLL}28SWw
z%&o3^|E<@Zbj!rOGSglxJ#Nk}-@fyX;;QCm1oQr8ZpJ6ey(%m`sx(!tG)7uwu9gtZ
z<aIS>j@U2$_==kkm70efYRaAsSBOj8(FcXO&|6C*zGnck3@mD7=%X$2ih<lke+m}9
z`m>#2Z6;+dD~VQbNIA13VTA;%D$z8C>DQe2hbw%H4U96ud`Nn~U%Zq|bVHEN3x*JD
z{I+nb#Line1PgukY*_<72t^*gSQmfPB$g<PT!%HhN2w2u=NJRNmsbf3rB?}~<9pKF
zIIcNS7-D%#M1vG6S{$q*E{T{~toxo7OuK#@hmW26T5}RU)Ny6RyHR-S7*~2Kk&YV4
zn?`D|FY<Q7q}4?K4sT9TP#G@8FUS^5@|+?@*1m>{AQfIkr-X^vbjh7ND3uaZ(9M}=
zng%=+b5fv0BcbFKWu@%|c_^tl{W4fidrZU#wJNN!Dw}C)9F552w4+Mj4E{)rr1KuE
z=e^Nrf949gTkm&rxEx=F61AT}YKtID++G}xq+2lGdt5Y%K-08;%$)4x)5S7VGe!3O
zB=j@*xT5M%FB2>j;j*QKRNIQER}aCdWIU_Us(2Koh$W%CBZuESyR>63_3WCnWJe<u
z=~bpEt?H)Hnhl}(6!~k7wAuP5Osk3KTE)t=NK3^NISCXe3g_!nzVT(IHexd46>TA1
zlrc3%^ln2FqLHaa&HP#mks_c%BQD}TpwtBB(RU`KQ?K@nK|&Do*r|4K>OcCKwK4y5
zndKyjPZD>VJ1RnqbHbC!lUQkv^z{ES&#<L#RLju7!ED1H+(sLhH=fiOA<Zo~gb3BY
z94^%f3(N`2nR{;70cTrG&8(~<fn(QAz{w)u>>*r4KZAZpsx6Q>{d^Jy&eW(DJY!z?
zUHE9X*kFD6j5UA0Kc4`H$wqts^>4nDcz>MH@0r8YU!vX;q>2l)&i#(8Pg}}Uz!%HW
zD&iLtiAKLJ^^z#)4{vRoTWm~y$}u*(`R*KsNK8Fx$Ay99#d^v>2i12#W3Uz|nk393
z3PLM1n-Gl-gBwh#EM?`0D`lxPa{+<UUMF}?*DTSTj;#~HV=;G1Q%SAY656b(+@K<;
zroXE|MK$iAO0s_2sNX?Zn8$6<wmT~VPXB4uZ((8>9hcTJkWosHti=k|7H66oA&KzB
zFdQml;u#Kvl&G<cNyupz(i*E(L>kcUf_Q15yAa_>2G3893JdNAHDRGF*qfPzvpIa~
zl4uUwQoO3;&C96np%2+j+Sr$rs~)hDVsg9~sV`&5uw_Fa8)qlU%b9~T-6QFFj`4>%
zdquk=XQq2g>iQbSPE*`5(k0=fe{k4fbw$Ucas_#&cM+8ok9yLxiCLhuE5VhZS9sBc
zD9Vy|vC59wU8lL1%7%Ngi1(?Iqpr$IWZ)8ACr+f%$Y8rgp=BT2fmcV@0!PF!T`9w*
z6pT`d`14`+<&ruavps8L_f#9)LK;oLdQ!{y)(5OM6!}q0$Ou72ciTv#X5&bRWrwI5
zh{ro#zGOthqs^Vv(gCA=$h_h^#KmP~&h12%cT2_9E^vG$H10`Y&Eg##a{puNt%IuS
z-nefOkdQ8sZjkO0DQS@g=?*DrIka>)(%p@ubf<JlDIEgR()F%=|DJcAf1WeL3<ERg
z?6db;SFP*%ewZ7R5~JuYh&X;Ca0Pfu#%;0I^uXaU$u=Z(4=(+CEf%oRqf7+WJf)7m
zOjLxv(o05-;tx6}B}M@WeTgOrBy2Tt-5mWg#4$-UxpK*2bA<wey(3C5bF{Dixuazz
zIoo4A{L_CL=1XIN9VFInY)HhY|5_Z(VfRP)Jp5X_(;a8TO$3#uFJM&3z<}Hd%-MeS
z;Y~9GX9>{6%=eD_gLtC%q)Z|=lhN}Hw!}~l5A+3|Lo<#(kC#3jS=Z(NhV3~1MOMXe
zB(9^(=L<Q>B3jh&)cLWfkk$-HTl@FN{p8LV<=u6Td*jHp42#;=Xvj(62{Xz2*IpMH
zTmAH$^!)11@1r&DLpC{!mQ)1V#_sRuX<V8MPrZwxV<Y4iSLE_y#Z}%7lEU5HAio_>
zQ#K!=%N`T8P6@XaAhhPo2}pZ|*wY&jXrA!W`hbR7-rcc^EBQT6hJZg}s6ZWzI0h+x
z9`lWu<r#7ieaJV@`KX{=QHu4xY8%rsaTOM7q`RvG9P}DV+E+O@Q?Lj!=bUeDNu8%J
z{#fet3&ol#FNObo$$K^0fS*pSCqMtIyR49$MKJBUT^Z+~?QRkEtd6X3IBAu$UcO*}
zB2D$>H{R;vQN_VeooMeg-{btQLc<*^u>6VF9TvKq60J9+N?-Kx)8!=L594I-pWAZz
zZE$;wJ9)P*sQBTMU3v+l&x{LR!VZ}4QAAvvaVLUyStJ&SQl<OQIDE3+X4}2UnIaU9
z?Z=H&ntZb<&n7-JCB*kuK)_GyGrL*1>EzqX;^+v*YFLn%4&lZ8fhn=ZWJwwK54bRu
zFgm*w(drik3C{*3sx;Mlg^;ggXylNKMzVLY*lF$(p9P|Y*%}7p1<_#Y8(}9g@>8by
zmIvt8$<nzTUk}|9VOzyC9VqWv@J-HHtWQ(J7zH-vqMq3%H>W&nh>^K;9~3yilOSz*
z?q+I2?<Dk$lOSpWi?%p~-AsCG%MrD{9QWrs?A59=$<sI~T8zw?PA0?&<_vdf=~rno
zL4j7!851M(UuCPsm=L|xib*nctdaH5d2?$2+6pz{h8@u-HoGe6!g}RLYxKkH|4o!&
zU~uma2vQ&!fO-1p9T-NqW77zx&(+%oyOk)Qy8#Isyh~(WIO4Y$=1OR|L-44RXetSZ
zYl~d%R-eyd7+Mq4PFtGbMydKB6_;bfVE9!g5^ZvE*;kZ;2^IgXg$?r%n9Q!WMOq6%
z;R!djmq)#St2rLE8o}Q?y^oz@ln^5(SsgNB^EOlhJ3P^Nj>qWdoIjQFqzjm*O%8vS
z!mJ<^HoF|LsXVZ+D!UOG3623xHYl*d<R24B>)teB*HeZynF{w88WE1hUN8|Ve>_7t
zK2)F{A}D0@i+`1~D4DK8P|^6Dn!Wq^7D5#ttFe?f-&|pk<zEI9DUu69R1=RC-)b>>
zfrjt{^8niSZ=Dg`7t~Vv#*~s<vFXYFVU_&ts=JxA2~Odnnqjf&*?>`$;SL>9H?fHs
zG>0$-hw9+hnA2;y2xrK#MTVk!B<}q^ZXYp2GrCEv9&*C2K*2;T>+Ijenv;2B8mZxI
z9r96!T4TxcF6C2iVtv9E!D2HN0@t%HIc!P)*w#p{IFloNwxEuv!hpUnG=E;9n#a-L
zCMw@42L;uH9Q>vc_uCHW)F6^sBziZ?z%i81XRXZeRR%f4rC|f#7B(!YHb95>LwUr~
zX5|A?SQOvPyVhz627&_D#!k)Zkj&9Iir#K_q~WREzWf}4h?THOlJm7eKfg`M=di&Y
zUlp`klI}cwlm;_G)fe#<+_+eRl=RUm%ZLxm+@(S#UlvTJ@FQblZx#-@*?lC6Z0Ajt
z;$;(6@VJ%k7*Uid%=oZATGOpE;g0N^-b%@!Zyg7dri$wmu%?GA%YL(dhq>g}mY?u+
zv~0hLQ$L&arIC_z?8gfw=C2N%lnE)c-DPa1llVs>=~<<qp>~rb{>k+=U&l~V`@ez>
zflTV$MX>`>Y=iZBgZTZ0P~l4|xk+=WXCAxh0^xEcy%WdmT;?ONJm#URlQ@J#GcI;^
zQ4bG~3T-R8_#BmziC@2jyaa5t=+efO<?)O2e7l5keV(T7l>NIvpO~NV`=IVnda=&O
zSWOhv)wxPhYd+r1!90<0VpW9XhDkb*^SvYMqR@PX^nM~sqVhQvUjPSwigAvNyo!>0
ze~jZs6HZh`c5rS!erQZAP4zvBnonw-5OM5J6sBh?(yuSV+*<=JhU`!{lUsaerdwXd
zNWsO2P5O$cP;5lRjUD9KxP5G?i=Pi;hgY;6Al4jejS~21i-<GDAhgRa$Us?!e<S5A
zl^$5Uj8!}OJHXTJ3LaBrHax=Jx$=<FX>^sBkb{8<oo4nkmCd>XbtfAAaJl*ib~-$F
zsT-}LfyN5UfS=_7dSAR>b%i$xir0*IzK$Gcoi4^dnW?Xp4qacU$6qL`F<WjD!q*ey
zMtFzn&pa9t=jKJ;BIW*3{)n2LGmPZiB%nnG`D+UL0qixg?7}OYU13uyCFc0y8ET6Q
zV>trJHR);^<2ijl((0F$YJYwUju;O1bbE%H(~F1CMyCJmE4QY_nW<jSKyDEiw8aX&
zLJ3i3d>I~goI7(X<5Eepj3xHTRx+Ygro@}3O45>B@vUBR&C2kyL?C*h>~JTtrMe+P
zD*sL(*~}YiygNTN{r-ejJn6W6Cd9i1qX5-@Vx>^NdR2qDkZm?B>tpO{njiWpaVADP
z`^paNUKn0!9?0CqS1XHO$ZQMR?ULoRdzKAVe7YP3A1|VMu0u1`pZ2=slEckzzlMj0
zM|xA4lVj9zQ92O*)+HR5^j*o!=)lFZ3Fhaj-|cO7A|G%!&co;~Ck<5=_DlUI*dzQ`
z{INdP_~p%Cy?!&2p5xa`%oEqobcgEZIFw-3#)$H5l<!CBd~jtrZNQTOu@iSJre;IQ
z7Y#H<&wcF?B6BF*C5t$VBGN~xiyV=)q%N*wFaPC6SZSV(i5+^UYI<Q?FF#F)tWp&`
z;*<~y(<ARrx<_;olDnI7*G7UDYHNu<FlT!A6%Vd9vMV`wIn38C8k1J5aM*@gAk}Oj
zF)4Y?k|OV@;Lo_KgSp}Eb7Y-o!@Ue)Gt#aUow*%C!M{(<wNZr$EaB?zaP%YDvIUNr
z-}iZ&6PqOG5NKf0^Xy>g*OSPcuj;rz|4>Nd?(}MEQeWRzF56?T3ASxR&_{GEgSvS9
zId0#eH*2_toh;jai06tn86U+lGj8o`UGzcTgvQ0hujMFi69KEocg$M6Bgubz*krlC
zvlubYE7;KvF-y`n!+4strAw;)C%A~S9eCvEg1@VXXD);$mMdw0kA5~pIWf~k3-?lM
zx_WQ_n7cy4>LeT8IesNcJP97Q*CrFI-}>HR1aU4$meKe38_niWO8MM2V#AH_`7XNj
zSthZwcy;Mlqgj|-sVUS;%zxZStE8of=A#ZH*Y8e<{t1iSh3buHuJ+`aI;8XB!8y7U
z_Goa_K5Ji~yt73akwB7??9-hOr7`2k)K_HZ#jV$+p|F@>6?sum8~>0ozSi0pcvy|4
zoe`W!%b6okx#1}YI!X{2!n%Qq1~e*-sVP4JIyVoG9-@FmL&oN0o0u1IL_{Yxw?}HF
zUa9TUbfR3!jlddmz<JO!%KqDua6T&|l<E%q<asr@>AD`fNk)Vknl;Uf8B*k7vKMNl
zeyUlWmgU49i8QgQ?>7r-PwamAsgu1mLbl!4{t?dFo4ODcN8EGbY&6~xQ1ksc3-g-u
zcl-7u7tj4?uZAiAeIo}wj>BJ#Y6K!BIHFQN(vb~L#_wBLmuI!=KN&aU-h1~g_;iLT
zjWCm1X3eNiNTlj>eeJ_nW|My5k!G|xp6z0WiI@6f6j!_|R`h1?3Mi*S+FjsDGnvN+
zEGB4W6LQV8djxMcX}RSnKV`JUz-S_jv=SKcldB_&8M~H0l)NA?X9&Qv>Ld=INFg_=
zd^1vPRc+l%^M+qMqc--ZYde0K5pUNfA&U{4SBn0#oA1>W6vyh0$rWcDuRmb@;(7WZ
zGr0OAL6n*5!zfo>eSfuGa^%tP9qP!fkM6dwxd#U8XJRMc1*B>lG5CKx>~yUR9M4la
zaUU$0=1w?;8F--NTybo(_M&(g)nT@{P)13=C7ur~FZw2={8xj`N+R3F4aF^=9DzUM
z?3J}coo^(+iOV-<{M0>3_j8{7!Y4H%sEMHq4LAjH!E0iu@I4`>a27W7Q+^n|h3EV!
zoR058U`2@9>EfP<yEd5%To$WoOG9JtzMI&=Qn(RsNJ5F16y@D=xky1j3tWTk^wd<h
zG>`~`C!-GFr_5;$jy$_9lu&m{Fw?3x7oO&*E}4nFSk8>{KZh^TFJlyqVtR@-2ICky
z38&O~no~+>twB{3^o<F9@B#bZ?28<8P8pS#P22&?pDEW)&8M!_5mGO*$2CU<*53am
zLNSU+h>;A4STox_1qZ~zGRgP7v?<vnU0gKC^Wi7j=Mv>_7;2jrw08137$)-*V_xhD
z-A+B5X&S9F6LNN=(H?I~s0hRp87;EB2t=8uJ@tRBnM{^rkg%|AZStvU<W7ksi?914
zAt_Ae_@Z)QFfKsf){h2(pWw4GYmZijjKk}-jOaY>5lOPpFEs4_4!NW(<*ECUWSM=3
zwo7hZH6`SKq_}>dAyK1QT-sY=)m_=Rhv{plCgmIuivM&<NU9W_dVktPa^bfilNfO^
zMVI~svm}=~ajY|SGAx%k*<Vs(!vD8cboxkMz6(uWhz6^&0rLhow@Ujdov9aElMkk2
zX@C)OCw!P6*++@dOL42@=2)?(`&nI;c3n|(l*TBg9sVKQs+rYTD?#*=WF0Too>Ogm
zaBK-mnBb~B5h~zTP^I2-%g8^a73vZk+=@Nm%v`{!*<8)%B(x33YNrUZU5kiV*Cb$^
zuyl^G3U@T>4Obmmud)_yKiW$}fS$KFa;rXDMn(phRtpYf9)<~#$ra#4ZIE09umpgy
zUnE?bY4x8O^WM(Q;|e;$4+y!%s126u0n~qz3_@Hl6-Js1u7VAUvipv;s0p3e`Xk1=
z=XgV02iO~4Buu`sUoa+!{=0rs!Mj*y8D^Q0lr=QXx-{r8U&^~N^U|63HM>Tz_RwmI
zK=<%_4&y!qY$sxt?|Oq{fAt^c*7-#om>13K)`uc;F3`UTVHdG%o0TWzu_w|q<G{>W
z)=CXSRz59@7AFjxHk`^`(p^Xr*l+z+z|-o_Eaa(PDKmm?n415Vm(zP!lpw~-$-gXU
zIwY2_GM^(@E)((DCmGR$w}yT*CoV*VPpJE}SwK?-_Zgg;7h#wg9+!W+JsJPTb3a|)
zcS2+XVN%!?=z}Rj3fu@}=tJ0c%=*RGb?HIu3SNW-HZh6?9Hzb<ZRi6I-wNE51<04U
z2M>OUwdRq&iWe*WL%7oxXxt<(%mYq8LpDyR)!5?9^0v5&;eUVp$}-QQ_lJp1QbwQM
z*|hdc;@`f+{gM$a^e~H768TEMbmX^Q2r=JcixY;`n8~l6uFl^Iu*wfe;P7hXW4uo8
zBt}h7xICBd0VPuzm-S)uS_J<t?Uk+RSgQ;70?>!P<&TQ>ei}@cR?UTDJ)P#pd?iX}
z#i}ask*|~5hS7!nU{^^kO-{DEE3ARyd&2Rj-(k4c`N@ltO-_iu^YS!010VT=Wga-<
zbcj)Ig1;p^alhvj{1KfyKB9W0`fB?JvJVNiRW?@=r3!QQ`OQg84$1p?2V-WY-fz@y
z>0=suX?w>olJyIWbWbh?2J!4lvb=VT3Y8rFIm-#p`2(l<B%-$`uu0QUraK(sFn!)n
z9&nTGsr%;6l$2KYJcZPF$MM5S3{n=VsSCckvUzw?N^-AgsDtT6LR4OH5}f2(=!E?7
z)2P6w#e4hxDZdNl-<YIa-E0oNfQ88*QdCL-jD`(E!e?EESVmeD!~Ewb4w2)ZvE+ZU
zmc=?hq5AWdjdA0FXTYt8?c(-m<pjxI92;3WcKT(4C-!jOS}&2k@q4Ap?0incKQf~%
ze?p}KO!CkVr1pPfgrPQs9tTdoPTIKYk!c9rOx|ci4iuf|jpNGM$g!nFK?+@wo>g1X
z(n_>Gdc1-iz&D8SF9~>AbWEqW9JQy3T*r&#w6)!<VQzgvrbG@D2SO5H$QmfBOe^d`
znq5!8*pdv5%DyRo$*WoJtP}>(sC<m%fsHP9G|(VK$rD@JvH7var|f<jy@zmRb)Jw#
zPewdu+>G!dD|qFD^l>B^y*P^DXI)XMNABHGY_(~c&kIj-dR=U8uBn-+hYcsPm(n&1
zn<$0y{PZ+ZkN=uK9o`UPS}*6+i6Pt^vW3@eITa7O#BkcEw}zcBu+$Mr;%QN?o%xQ3
zlOCHWew^OV?`O9q_W7LPSIM>VfwK9J++Ta9ZeD?TJh}i1LNrcJPQSt^5vGBp&XYMK
zD&Gof6r_ckZ#T`a5LoIS@J^S}6m*a$D}Bv#BF$v}{q0Ndz$z(uxr=UOsI`IKM#q9y
zC|^2ze|!BsppzS|b=q^KhI{#Js=EAycc_{{MNDj;oC2*l3gp`g3?ZsXUp^u@y2ap+
zTp(^N`YXd}iNWqDY-pBB^$8@Et<VQB8jw>y9#*txbr~M#TmG<M1fy9`{kkZ?EiTG*
z4^w083qmKBp^I0|O+|Q4z)XR~|3*z;T|L$;MWw`f;sywhsW217(xB+gVeX0suSnaG
z4n@l&`wnb~&7Jo=j7*|pB^Opyn3&X!noazA=fy0?8=u0?PdvQh$9*Y8lyNKj>2=bt
zDi^<MyqZ+g%bLI|ny&K5rI#85AHCALnn-tWcLk%5I+_W_Ka1s5XRV+eZ8S6ej5(au
z;x9^Rop76~+@Uie53@t5DW~{w8~Nd0y+&yHtVKoQ70u*RoH)_}_qQ;Tu+k?(TaG|$
zGZKkJ?Y-QSxUiVc6E|#Ir<d;|#k{EBcRk6`eMTEkHb>`2S;Hk5ONH$hrFsi1Q0dw@
zAyKO>_m-Z%{$99Gs8vuJ%NWK<7J!YR8Zn?uLi}1eIFGU8X#7yEilv_iUKF-ce6{+Q
zoL{AF+qv*(iHQ;(;&2U6;OUqX)x`h`MNwaxn*}S|F0{R`hYdJ|ghn7~Nl)RG{G>?-
z5=b61gZF8^Rr8OXGbBCVl2YwyA;zz$`c;=P?O~xrgS|r=N{b<dmUyUvJ?+6J*c7Fu
z#_vO9;%P#Sg@Yp~Rxjgai|D`axyX;myfE%+v5X<lp70Qkj7@U0F+&E1WhkC9F@1F7
zZCa>^NT<%H#uyh7?}+vXu}WQ@v`DF_vKMUGlBM)7<&<AMKi-pJJ8zc?DC#Vq!MNE=
zig5KVM`<{T*~zBL!8q)<{M0@F9iHQsliT7k^AJfqacl9m@zM1@NMHyXrjD4WOZEb}
z3(H+d85b{%MobaY*l(g@`-o&Lz&-z=qEyi)PF58e;c1TL>iHL2@>cp=?3-OfpNghZ
zU$qy+1ID~>(!huUHiaw>-!FT3=;slPPjv(BtqaTdn)IdRx06adCI?I3k2;5f?GTW_
zZ1o1eW}=H`dqya>4zA8Gvb_h)O+%3hp3?33JYeHx<Kt;$fp}H-+A&;U=BDPn@8^gp
ze0B?-KwGC|i@UJXG13vs)M2j|g1UOb(O+~|`H0;I-GfqEioYiPV=mLt*+u<cljo7F
z{?2?VNr6*$Xma&r`h{-i>D1>vX;&(qpT3;!a!EGuJa1%}`6T*@>9qfvjI7Ak&JDzF
zwh2b{lxx-6lk8**7h3JZ>CFu+Juc#=4<cP1(y`)T^yfTfDtzrNm^CkPHW%92aB#nT
zQhHsn*CUXOGG|5twNLw;yzo)hDabkmv&!7>U;ojh7Zha~7R>J0R3eFbrjlWbad|hu
zwfO<r*GwxwJV#qWZr0}H_5@kU^9%Vxnw0j0!oytn%jf*e2Eth{%`vN5k4gB-n_}Fs
zBL#0srf7rriT93QVvM)8`VX^dhM1<=j7DN5_9WN5_wXX7t;cX%;(|SMT^(F@s146u
zMKIPRJyUMDPqY~@4mjxApT!!BO+zYs^r4`m3)kQo2eZpTmI}OS2agejMMM!C%J5a*
zbJHl<q0ggBE*)D5j8#`|;aTKLyGPj3Xk^8w>!?vL_=yF)5`S0_3TGWfV3Ey|A9e>m
z$85?yb#DXun`k}r<J_*r)@lOjU#(mo*B<zzXJmcYOR>$t#>iGSMMiqfPt5cE`8w(a
zNod<7l~(OY3$aCwap9^5+o8$Fd8*v2roxJssDg@BOJk|{wJ6tZrnd2Mwt0J;VbX;>
zBsBEWgM6%#ai^Nq3^x&de-55k_bA`Jt)il;K-&}E+o;ZCY<6n&Ybte6kXHX9Kf_*z
z?H=6RFt;x`cP`rzS)z_n$eHm|Wfm(c_?glyGlt7UX@gbjwk4^ao8X#oK`jE%I2$C-
z`=5HJeLX)Z?uT!|xEwqj&HMJFRMNw}>VKWZE1Ms`JndZxOI#9d;+NCmAG;CH?2?b|
z>+=4j345hiVQaJ4j#L}Bj&B`cEW6|9)EqJ(&L7p&(9Q6Gqp6?vW&G_3xgk4O2#%dJ
z=9swbq3HV~Ne0Fm+w8e<6Ik(=!X%VH9mVA9UI!AK(B3-SIxv1Y4Q7tx8`N*d!5ZS6
z?Qkjnm0dz|<eEnm%A>6G{xZ`lH3+ocHXlkElF|X6@Q!~bI!CZNX?QEOY2V&kbawD7
zW1%J4)GzMIOZ!%h6eQ!^(0s<#(n2OegHT0s6=qSDYX4e?e%>jpR7Ga?e$7t^^t|#-
z*Mfq6M4^8?Ij?aN&88={gPGqU>%`226L!<B!oU&KnaQZk7fY=xcsLS8tQHsiIQ=IG
z;%C%ML<%cXIOr_&+zU0Ouef=66_|v0-lzS`(D2d?&T~+tr=d&zhQVi1EZ9XJZNYv{
zngM$VH7S>((oU45!4cTr&qQyeV@@Ix&WaY#u?MG85~a!t((4i;Dy6vdlk#+`PU@wz
z5oJ4XKFU;otA4A;-zO|o)46dT&*sckIwGCe2FA-MRtqWw#4J2|i07~e<3{>NuxjC5
zHs3#=rJlx)G=4pHM9<1W7Q`q77eJ3J!{4B89qY+ya}<0gR3_}(<3%4e(}8#!tW9o*
zo=>F5Gh5Dk?kz-y`Bkn!qrPia6eAMImw#EQl4JV%!{~YR9)i&1ntNkm*!?LNhGV2j
zihQBewR{FzQIyY*SqD6FD^r4#Q>OA$wDk(-cpUV>I4(=i*;A?-8V;2q6BMKpv=lkt
z8$+y)?UdyL4$2n@{5f=OJx1%j+V_v86K`fbI41uIC_f=%r1@MrUf^E2QI92%?ph&u
zVKucIT3UE-4&r6j_~UEOV0>FuGvmLWvl`y~7=wF1I*5FH*rUuiQ>?mEn@@#IE5pCN
zy4hBa#qDhsyUBe=n3?R!e-5MJEkx2Hv@~7$Lztr(LYL*!I<_I!t))m$C$*{m=+WqB
zo9px3oBYH%+ckI3DaFcIFq7oacuOYkqh7y2+lpyYeAov6ND9}^H@OJ4lww;o`lz=h
zkLsg+HOxQ~z|?f}3)75AhI5g|i%LQNGWmZ4B*?$(IP$_zc*+ZNpS>J0voA!c`brzR
z<_M?5&kz(4Dw;@{TfD*ZY$aJu@$$~EG`d(&e?O9wI=DvyPQ~jY_{T;{>R-3ktkD_K
zQ1~`gFul!8aB_P;aDHQF4is}aQNYQzM7#@+M!UA%$7Y0zT_tt!;KY4=MDp_T>gR8F
zlL>iTxaIMvnk(nH%S$)v1P|ejQs_#lCUK5)o>-R2H)xWvNpr$!#m&c%8CvEB9(F0;
z!C{WBA<vf7YHK_?V`68N`jS{`UP`Q~+ID|tkDr)9d9Zg3jSAeWFKm%wz;nDOm;M5l
z2%Q6sNctXvXYt6+Zj4z<Y%DgA9JaN!1>+W$h=V8g#f)JpXHN1JoI=&a8@>pdvk26(
z>})?p4Fuk`b1!_zm%;JsV}5$9#fU$g%Pdb&SEs}qk?K~ZZGY@+ZZ&jowLG%cP7HR5
zT!G5%tqdcIJQ|{i@_30m`E&}~&Pa-rME9x909YIYy}f>6!LOCoNH3tM5QrLL1iwle
zz7<fRC-bR`55@A6p%G_Ig7+2?P;kXW$}LrYRU_d<5wUV)bbCAqdl|Fm@@207MxZLk
z|9u-gH%<3ojf4rehSLZ^cwgSwu?W6A_j|HRDT;t%l$g-em98Iu<lp}hN?f!+5`3Hy
z%7)((%y@;;UG%*2iGzT7smKI1%4LFCQ(}1m1L~T6va_JqFP~QNh@{f*%-~c^=-|i2
zaT)wOiB@5v9-|A>eun*LGTB3@OPoD3*H5#bqYd|KWYgk_WyIVn@nmJ7sNqVW_wXCr
z8d@#)<sfX&L?x>_xkP;}4Yjf2zj78okjFm!|34Y`c#Q^IA^*n2g(MgzBy1bFY%(ca
z$`Ix^utAxjkY~A=AG#sB#aF6E&m$Z6jWoDlDfyXQNP?RAz$&u0I(0?TeCo@!)*uZ1
zm8F5!2D+f<Zh|H!spCDco(Px1fM5;kywhtTU(wYNPaO4*DK+$M(fG3&rTvWq_!M{B
z4>BYokf8I38u2lSb^9~<G4kS|FJ$|splO9DGESkWh;*f^Tc!-<<Lp=K`F$~bPCgdh
zA9gLSHPl=`;{971>&$rlhnS<VV4jSr%($oS*mmh1YK){BX{*z|rP*9){+_~$+(d6|
z$UmId&XzXJE~+3+w-#Da446!^pWmqi$idY*Dprz7AyJSUvxq0i=SbJ+92=GOkn*hh
zr(Ev8#1A?zm2D@aK7kYZ(a2`{xh|@~K7s!7?`Hp)B*Mw*-l0CL{(Rrqq;fNk3$j>6
zsdatD@opx(O5esw%<xu>*>%Vn6`d8u81cd-5^lQc3(Nth+^SR=`ph#4X}65`jf#_7
z$t9`erIT{fTyXL>f4G#9QwrU5sT@tU3JVI%7D<x)Q$7?fZtzHUm6b+(eW%OeLl*h<
zN!7uht+^_@?N+yp!7%w|l|ovag2i#gL^IUDZp&%YzxF^#MV{_0@EoNU2In~ma<m{w
zH`1&6F{7JdQjjVG%hshx%KP6wkcjWAu7j(n9HZYhAyIHy>FIMI0h(S#6*cbPlr}?!
zu?VXKaW0VvnFvarBQ=>0k)#?M{TxY?l=ezrmQPI{kM<E~^_|<N%^J^AemOQ9BnL<p
z#e0tG!|Q7BNEoyMrQtDF?ESF;=;UD~Uy(4rYx@o7KtlZ-%J>w8mOs<~44n3eD5?M4
z=yH~PpwkF_lO8%nfKjo=?%%|W9CGC~VpE<+i{0fw(yaOl+~xX3&Hp6Jz-FayJv~0j
zy~$wJZ@nsh|7Ny3AjpVBgUL74ySSuDaKJxQ;l`>Xnrp3v|M!0%2<RI=%!P&U7u)<@
z@{vTTgU)6hCJ#>%?FZF<Yz**YbYpM+Lp7VueudYaqC&xe6Pm7!ViiY2>N4n{&hWv*
znk4Fpvbu|k^6&=fm>xPyrByx9iSV?Cq{NJjKOar1L~f^Qe?3=o$mS#|Wu7Jroy;J5
z>t<43n)}W2V~l{yc{~nU*$z+yet4Ob{h4`u8DwXlt-pjK;wwrtc=N>Mq!zmuBA;-<
zefZKy!iDQ0O7gBB212$?30IbKPKQ9j*xiv=4Ok;`G=zg@9HdBEaf1oN5kMlm!mcw_
zDqL{ZY!S$++WgaHb)63_n3ZX_%DTWU@NFb9_}?a@E{@{y?r4@P=d9-62-WA&I3ok0
zUynMn*vx)USt;6!Qy5<09MY}U#6-YeQ1DO4f7&*rX*ONL%yT|~D#chp+>HflCFR6c
zBhY}wDBJ1oO8zv(pQ-TA-+=;mz*mrYv2(r9JoER`Xu~A7{II!#*L~gMz(NS{hM?m#
zB=9jb^%wniDoHU$;&3dOvg4yfazxHzuvsc>Z*RYN98me(mg>pNVcwC7%=_CdS~@gr
zFF>V4?SiR`<M(6Fl@~9<+tvbWvIhGQm>2y)Q`Rdp0lEeZVZ7NVVJaouCBGh=Np_to
zt@>w2uB<+duVwByd-oR+L4sV9+z0tp-=d_AHF%B;bJ2we(a7q$6lYx>nYX!Q<E+jz
zg~-P9Wxgpf1dQ*zUOlscQGb7n%;7b>h$}j~tIKneVL5gU99C1J6HcTQCL!(C2`q}g
z_d^^FkT3#M@1=W`D<xodf7my6Onle<=kMc`-kFb;J=kb~-%wat8Kuem`B&v@hozZ=
zB6u$^FEFO=<aAa-_Jf0~Uhc4K&&YPME)=LxlQ<9_&bS>ScxM&Og**B=ypd%s!dJa@
zAsNH;nyb_^#h5C(`v|?yE}f8}?iYac$lNm`c~Ls<x?U?h!L`!pu%Wz#`u>hpap34o
zzK_SKDg9(5<8=~D$h$PyL1p*PAAY9zwL})3?bLV$YF*q!2u5?VQLbVKejk1rSh*i;
z*3GZEd%=a?!;bNi%6929OW5DhFIemBEfP_xw)0z#jsmyNhDls;;yImwbupaz#si>d
z?z+hD;Lf&3myQ~Ny!4yPUvEKQCqQjnw(h)v0wKJJt9hVs52;Lprn>bL7=+~D2Q#&F
zq|^bcfLS6?)qcbHRW8tweGt-9pDK8#I9VK>;dOiAu;O(ISPqbwKIpew5qqBi^@&14
z@DQZ{G&Bpj!Mix{U?p+=_x3it!;lg+kU$>=YU?avee2!>_dxF-$OPB}s6Y)s!2l6<
zJ7v}+#jcR(3~6$&1Qwl!V?LiVzSaX<yN%nGM`55IA0OpFg4D4x4$u>0keWL*WCAIk
z1Kj}yaAD{`BRl%>3KPHyI*WwQU(v{}1JU-^*`FtW{~o<L-*+IfSd@FpN>2c`a{2|x
z0)JK+i~}+RP>5V*v2%O=Wa+zIma}e-k|E&h{BoXt-@D-eM6U(qr%eG8rO0@GAYg+Z
zQlHWFxjzT#0#G=z0?Pkx2laDwq(uy<bGlCGPCH|?IHC4HcAP4}(8lI3UgX_8L^%Pt
z0pd@MzM9PakRm;pKOEe0yd|~PB7i2B8xNcJftp5<VI3<JdK>^Pcc8QJ_ANZSK8%eZ
z{NP1@>iAAIbGQT*T!dmJm{7DZZL}^?11ye-sVSAEpY!vuL63zxOWf4LN$`7aFiaeh
zr6s|bYbMlSB9W)Z$^zUAuqgmVBvtM0=+-769VJa?TKTqx^2FguF4#>KYfNXj|4Pve
ztl#6#g0ZQ3n9COc4R$d49_-q-uV?W$%+u=Rhn3}J$;#UNJmI*=qYwlUsX+BxD!ka-
z5S-Lg@BlT`s15nBA5h5lK5n*O5`?o26##PtlzJ95qhHLPzQVod>oY$2lG+C(6Af+`
z=OD#)NbO(oCwug35Mwzu=?+V<B@Khj2v885e?hdL%6*&pZ@#*$($$)qt{u0eKx@5x
z7)9`FBT>k(rJ@iSJy~?E<usk4=XuKi^e4oT<)=y5s>vdORj?M0o}5(f@9zimo`PR{
zL>R%L3(&3yeRyPq(SwUXObI+O#Nyvv5ouTLCy{pcK)?R1;d|RbLgY1UVqrlR=znx{
zkP}`yAwGozYJv_VMTMadSf{X%PT%8z2Run|fj}_;NHZyH9ghn_kfu86L^D8Pq4U1#
zA?F0Z004T>Z1)u4vKY&+s)~NRe0(6!diYla#H)V6HX?<tR{ep^sBziXfB++ae4}{I
zLW0i+<a-`3>>feF4E_s&7*4l_!Azhh5XRo@A%B2cTvqoD9tGdLc>{H42a|gf4mdOd
z-SqLnuP{|rTnLr0a<|Q=1%OTfxv*ht=RpjFiy`Cz(0z9R`_6Gv@`VHVf!h!x@VTG!
z83h|lL0Wp?Rl9%fb3WYPTM<S;TpVy|V!^j%Z9NtTVrprlr|aQtjsOZYOH!rt{gW9m
zFm-ix_74DoGFiap?(Pl)%JM+EUDxxZ57d@Gt#MrF49)syIbda+0^#}i@f~Y#TyUk}
z(OY*RSP+RL|E$z|XJ^Oue}Dj;u)$BDZ4xl7cJnt}^mc%xxd{NN6!p9T!t{T@27#bm
z-szxC<J`9qdXeD&?~e`wjKHTtFGsaTWldJrX>bk!eK-*31n#8b6OiR`AOZKcM2!*L
zvGtI}JhJDYDYNJ3k_$9x!jl1D#{OKD#r5eHpmoJ_vL@BO0H&f*{w<GlgBl~;G0<BF
zGCmMb!s_J_^u~I6di0WCzzA{s<NeXuj?cpm(i;VJb%-)kv%vhp!0Q}^JZX3VO2c&v
zyN)i;+ArIxE?mL41NUPMaHYy^(+GLN=C)>f0J`}!IDpn8SD=Jvws=aFBL8ffJ9J<J
z>45#}Z|(RL_~5?_wbo0{dh|)d0N#|Ngj_YJ!&G^dM}8jyh(a^7;<^e9(47!K0Ne0~
zU(m@ErR#5(7Z4H&;;Vqmqfada;)-o;Z9uqX8K~^nem+>#Zi<8$1J;#I&j{J79go^B
zYn*lz0<Z#li~uko%JNnV)Pw-`1VVvXEdijz58z4sjR*&8<V{SdeXf&yLdSPZy8I9U
z7Y)2!-+EuT;?<dhfCmWg08>q=qDg%;j}y&bujTW}99U&wu^b=R`J_SkuwS2-Y&{R1
zvNixFY%9~_u!Q#UeiccCB5C+!Vca_r_#Fs<0ye##FffzAL(%CmeU$@hvGiX}n;su-
zwZN{j^SNE(cpu-@)ur8?Keu1d)RY4F5-m@Aw*uCsjG7urXyg9frgKmtywJ6W0}l-7
zOKDVS2ZCNkKv3&Gx~v7x2LK;zY$AZRJ>Z)C0EN~0dg~XE?*rh9%*;&7;d=Ub*#N9w
z<Lbo*n9x|e*Dc_uJj*UCvsU3*1jTniSWx&i+S0gc1vJ|SB17>_%Dh8Ex8}{X`k~?i
znDnUzle>T_gc9*Q51&cnZ;@AL<6DEceA%b_z+pwZ{mBV#+{yF+>Q|81Nb3gaQL&f4
z`s~{aWuVNh0WE6B^khwfKZdk^pu7X@<kF{>NXc*l($m&8d$8-R-i*T;R}&ujJl<B@
zrX3!B0&Q|^9Il7D5K7DNSBX#I1%iWsll^<JDS~}B_-|1H!RcSgZ6FqZRPD+MkoX7i
zA7F;B0cm3xKuBH^6Po~+2T`fw-80oJt*pR}nx30Oib!(wSr4V3Z+2k<68fIP(KNF4
zAxxAApi`=T>WGz<9`yq}Sb%8jC;Yym*%z+$dY@(;NF$}_4=%4g<A0RAi<1D4U{vuW
z%C!|9cyfp$Q@Ib!1kmi`wB0hSni~dX+J$dM@WV-Lz={Gomg1XpJg|Y))!lYpuV^_X
zV*&wq)+9Zo=3$h9ivIm|M?$rDq%z!AtlXd8^^1-!>kn3cj(UG#OmkZge5kf19<EWs
z+sbyM076ykpxVz1b>Uc(5&&BO%HqPez>>y*s0m5<*mvUwO&8<&ccLl~ewnJNXXKO0
z#03;u@))tZbTAL!q6CBvd{D+iteW#sT7zQ;G^<251AV9F4^;x^wOfuU@^nu9u5``<
zT=qN=Mlfk37yxSiXP{6aGXh@!PfPW*w-3Cwib2i-0zU{tXr9~Bx(ldDAAt1ho`gDB
z-M|=zR#$UCj}x$5qHgP3T3QysB5ke&AQj+O(s|zs#Sa~y4zoc3H2@{CS{mNsWNW{o
z0zztFNTRO6>u9+xA~Mne0;V+o1Rm*0vVapE)SIrB^TH53Y~W-dfABud19Dk_rUF)D
zT|+~S%|eYVBBh=#9c2Lj(nC|aBzTw5n;Ulk<Ld*GEBRjJ_kX1O;%MLXM)EB)cmr%*
zI22$SgBS{wy0UI&iX_+x@$9_zb^7o>=u!#_3id*BltxPz`5O?M1}<bAC@sb}xVpMN
z?^t020af4evAyl><F&}6^nXm4j-%#%*2&pfTA;PX=>V7z;b0Gi02+z)R1@<s4!AcZ
zPkI;YtuKl9=Q<u-ID8&F9foL=Lcm~%2H4C}5U9rZ<HtWRp|ILO)i)g(Gd@M0Pl{Hv
zhP8SDs*WCb1c-xn^>Eq27Jvm@1TZj?78XUYtF_?34gTDsB5448Qiaev_<`bLgh3p;
zLesWfXm9zWr~|M7fCY7$`?BRB!*%%;Yumr6#T5~Nh6|Y6#|Ky^M_U~iV}o|jCe0?t
z0zgu%_wu;-iw$aPxj8vvcL0#(WqS+gIg&v4`U5g$0N7Y%GBh~r5DUiE$G{+KzS?9U
zzq%F7vE)`%yazIIq7ZUvHs1@tkfI?t90=3h4unB~(+j+hPZ+SWq<>DD|Bjbrt|;t@
zeBg6&Q*{D1{S<hf=+}ph{<nuMm|vU)M**U+AM~U_EF!mIo#k!_F38Ev-J5m4kmb;Y
z_~ID27344V)^m<$qkK*fZVX)EF+dGgeLhqKY&p+OYVtKes6&R#YBWF!)|n)0e!T>^
zqOSdOPIh*srHda-Ro|@VSfQ{gMxn?JaDC{!e(s;2LSEqR5==VekE_2VA?a;6kS$nS
zT3oy+>%WDZnb~mS3E+ZcLU<$KTc3as0w53{dxM4lQ9{GHv+_Ej5`H50(;^u&D3g6=
zRKV%EP1kr_e$sc_!vEBAz`G2PLA3x@1e(?rm<cv?R&EHuEr%dvYtkY&*jcx~c0StK
z?N}S!5&>)_A%x5XDdD!_!=_^6#iF$vK*n7M`&=PC08nHo$VTu8FLmy~Wxs&jHiVwc
z4QEaLOoHo$JT838++}D#Wolrn=mFg&D1HQEorY68=sl|tIdUvr00JW3X83>^kGk*Q
zodB}!82a`Qh7lw{vIC$JMCN^E1mWLKetvJqAFhEQMZOMjGrxc9?az7Bod6!w8DQKY
zeMvI#P604F((@*WS=N40Uv&aG5QxljzCU+X^>|YSfmsNH99o0!3L%WCoi_B|&CSi4
z)y9aRbKeMv^+B*n;J)9zdkzwYU%%wR*dH(x^&M$xX%HR~#G}CZvo>ww0LS*x#>Nx`
zMD-}k4Yrj{+eDu_?mwH4XTI0d`|WKq!5s<ZX^-DsR~$ZPoclhCjF)`>-sHNiFdN}s
zYxeF_BMQ5r;4?o<6k5X?1m2FnY+VbzMy|3on@MKAcsM;O;t}zEcqW~NO;0KthvF(K
zW4YUYr+DmKc<i0sn&fwhH&mNxowpiPxyfE;ayex>4PR##d1V2dR$J>9i`^RFzVSme
zvTv{t1{E4j8&R(T>rD7bCz8mO*ng+tZ{D<B@#QA~*jg5#usMOH%=PAtmjn__M~4{N
zrLa+J{T_(U^<OjuoHP{j^m#!lvU}%(c3@|KysUNiy`8oYCOC8#Itp?AR}_AKdwB*e
z&^I0zB-Py;PL|w6Lf4z|Hou#{(r3c_z@I4!HX$}^g`F1@*za2Mj&8tgaR~{v!ltqK
zRoGFP?4?eHq9LLx0IpqjJbL9PKvCrVft}O+`5YVT6Bn3r@rozf^L;BcOiZWWE_0My
z;us2)2;gkL%s24)ZD(hvQ)17h7m&)VavQY<Ogd-{ygq7;U%Ad$5ku~RpgMp4F!UM6
zLKATy+5NG_3FVqsZ7a8JeH{QOl*VUg4j@(lDrUgXsL28*>BhYdojS$$E}^ZpWkP;S
z2%*;i)X&cQEDdl70Y+0lKLLsh0q)b>+#ED;fQ6=3vE>ZNNk^VLude|sQQE`f)^5}a
ztpkH1b7$>V7=#IcR~R?E1;tb#Rrz;$$!4z54k`^GBXciN+^WMvi0OQ33EaisrSH)|
zoCjF6>%JXK68_GOXpu1h*u0GBxcry!7wmb6BDQ4Lai2WA=0*nSuHeqyKhgER-fCUP
zuUdt$XzEq&_)vmn04m(ye>n~t$L#IxttaYy5}^7b^9o!17z)xMism|q{@j0tZ-J!h
z8X&h!D%)?Yz$4GxaR7+BiRI<7mB;%P_>NB+x4<ooL#7AfIzp^C3!8qy*6qQPK?f30
zKu|1ETZiy)07AO~iUr0nShCZYK(GXrSdJ3lPC#;z;LAh7RZ2z%06luHNF!HY-8?`b
zJdiqtTem_9o#}Mpdug;Jj5}>C(We&qP(Thad|8kMloonyo@<M;^V}eY2%#Zk2lo6C
z32{&n24Kc=7*LO31Fsu*3)8NEf%*X1NANe0)lh@9*r+F{FP33^i_e<pg+7cDa>8IL
zQn)9T$NFkl(dP%`F7+>)=U5JF&4vl|&r;{U`8;}~_3-DWL#qQ22f?SVtm0R}5TCqu
zJ=_E#`WjD_8#*YKfzF3^Aoo%8`9K@UOkRQEjL@T7fX{prZe0owd0eP~;t3MqZOACO
zEiEng1G+B^uz?jBzZ!#J1p2=&$WMTW-kx6$!R>U>TLy@$Ge9zp(yjnmFT@ChSi3W-
zibjOb03<bh)DNtI$A4K5)9W6f-V&CpRG}dNJEkDN9+ZC4c+yYY1iTv*CJq6yOAtVc
zSnj||QEx;QzBM%oKzkaXrO2y+{iJ3UZ9h8ulNWtDo%N7#a&kiLebm%|7^POC)(E`?
z;0Zd-G(cwN?rulK!reVpleqy#pD9CgH4!Y_3l*1G8&{t`fQ93aPRwh+5y^L2U*#1E
z5|3Jdn)}qa7S#7V)`*ZW=p@~2(#6Z6;<N_>{e1%(6c2k<4`H6dK59F+Agh9`GT_c)
zPI5=u^S92Y=YlelfzLhm056(96j-(H>m5ND*EMuI7<_GQErcVKR96SmDjLgI{d{ED
zLQlMRT)l$<^8=!mZjYulfvpAconZjPI9`yX-wcaAI6U-*t9l4^0Y(Ud-Nnn(T?0ZZ
zgd2SM@+D=8JP<S;{ri_00L%UdH68=iGB8~mAWjJ|S8MjLlY0<@Ldeu!V~!`wKwA71
zD$SK^*YAaFg~E3bFf+J3ZK@m=x$6<hE@cEHz>L?fP<6~3Of!;ysRE7{kn^Udr+W^6
zw}59Q+zq&Gu`0s*4V{xD14iKXMny&CnH#rMw#-xNGk%pRP?6SMEh;Sh$W2sNUk}1D
z-$0|v>FMe4{Z#UHtRy*FJV~uzM=Af2xP^^BU$1S<H@v680mTWja}U6YUbzG%w2_e!
z=Fg`h_m?huBDrj);8UdXe2oa5KYs={Sw)VHo*qC4r4g|-|Ln*XsDzXL$=u=K;Q;|3
zIQE=A?RIN)W6T<#{>V+>f7RQI5SAM=zGLvCCrkagT*kjp2Ku#~{1YL?M7e^#0l>jK
z1^Yi97Z>-m(--~}n9gKof^ZeNR~?|LIRu4E;P=aerOWcArz#4Hio@=0-ZkM4;_8g}
zS``|KpE(p7CnqQK%ulk66)w&X0v-@ROHxcO0|*cL1_~{6OBquOtAP{*kZE2gT>+0R
zB{{j%fdp_9FC&(SBKwE<BUQ&hDGCIb^eu$+Gk|jn0xO|~KK?am+3U`|S?EJ1!9j?L
z{{u{+(P%0UAgqCQ;}e*tgAOx6&zTS~eP89aw7!$_^78fr-YVdn)Bht;Km@fidUFha
z+qb(jgnOw&rcsSA1$4l!Ot0IFLc%071%_tEsy^QFPF0y5b)V)M#4mj_Gk6fM`5U|E
zzui0+q4BrKzNMw(O$Y3tQJ4Ao$|a}|N=N(>n6A)m!kKe1SX?b(_~YS99WHrSzkiG?
z%O6^GvgU?jv4q}(_(E5-LgTg~ZzYOvn%e>JZl}x)#jr#b{GgdxC_VLD$Ia6G`(<?J
z3?RyF9kRr8zF4M$RSMD!7)Vs3787M?2(pL?2{qGaczJkSetHfT=n{6=Y5jaRS4W8;
z*A_KrvtF(nS#8Hwp-yk7S(f1Fux?T|t4)&Q!VAJ1sXPa9_>cq~Aj|!Og#bDAn?fVx
zWI^%~4uR?baucxN<%Yn10YxP!qMNbe@dgUrPM{t}9bovo*=4-(AcZcDG?UPU_x=gn
z0S6wUmpLliToifa`T*`9u4!cT*SkC34fm~^N9Rr?eD-yQghwc*S_F^x9gnUc^j)wa
zm~#Ot-O(W826e_Wh~2nf@qL{i16X0tRd{kulK2PRrOdHQFL2PPr4An|l{epTKQ$v7
zAj+LaNZq4ZMiBJ=`BFbW%y8{Q_Ub|A)eCyzOk189aQ@Jp_ANgF)HQZUD(|^1#?zpC
z``5Q1f5C=zd(}6vrQ{=b^L!Sl88z6FPg;7<JK4Ve3q!!dN5qn$DOEcO_<p77XmwuE
zx(O$tJb}uEJlwr|06+c~RqW%6{@-PNQwGm&e;F)MzbB5R$iNO$Q1;r9vY4iBD|01f
zjW@h__k@Uu;-yB>Nr0keXXPNq&)IP?T;5VUoU=u^m~>Jek|zcF1EX~;pHrVpc3}o8
z5uvx*Z|2X4KlN1wSNasWvu{V(?6qa?9mC0UM!Ad+^Gq)zgeB+azD3fbxY?EiY-Thn
zWfO@*qI1rxdQPg0CzMa%+M|=?az+V`YnoPWZhbpb7?CO9y1NaF2sfs0Ds2AUYMGr+
zDQzzd_UWz}gm&&Iw}{RhWamDl7Ya%gopCs)NdDl0<&aWhMfq!|y_H|8L&IJ3xSGV{
z#FJ`dZ9L5B#6eE?0^gSaH~5C<)2F*IL6)CV8k1W)0xP=XQmV8ib;|!rH^r5CZ>oA?
zh4odbeq&iV(W~@Q)<p#hj=Y?YpvIe7NAqTmoNe(tj`9$5=N|XM_x?y(mGF((^s4vL
zAK__{AH|n+$=;lYH=z<Qh*154>Kd!Bol@I-covBlV)m%lC9f?V(i3-Trpsz%BUelC
zHBx@}n(U~uL{sd4_cf*xFB1)bLzzN!DAszHshx2!(Cf-Uhq=0W6Dv-kOWa~d+JDTe
zUB=q?j%M=58GmdxIgR~i)Te`5;@GGSc6li1aGsXy8jSiGt~>hU<jHJBImpX^bEc@)
z-}GJCw52T93ZvARbMHz*H(t3-K6-&FX;F0A+Gt6*`x92`m7sSqeA!vWD(R2$f*^$>
zid=@`t*6~5CsSGxvGmo624B|augpojtgzUYeT8{^H<^juasM-2wO^?47!?AeZJMHd
z|2*L<zqa%A+WUO*z3^&o7alEH?{1;l^;qQcuTf>ClbN7c{!4Q$n%;DDJ;9k&7OEgc
zr|yFMH)0Jw=wlCdl-jPjJU*es2L4|?(1%z$qK|bF*sh+bgl9B}NuVOub40(8r6QtL
zQcKq*-yT$G)g`|f{QOH-q}zeuMqEL~yHIr16uKdz6dz&endL&VeHAg2xW5|r#*=Hd
zuebjSC(<vL2(mmY;{m+KwNyXV@DmBrxb`jv4B3^=&;)jy;6#KLmCli>TrIR|-3x6`
zE+p|>{xjq%#P%Lb4+B=bx+#+FOs~dR-UJOqzOP6*6zI5XE!kGcMS(Nu2^zQ}M9)*J
zpIT&qWq>HO8;iNsbRKsUI~9LtbBFECc|(!pqAQk*w~<Plbn5dNEzZWAJs<U)P+3Rv
ztS4DKyOAzvF~A&W+7cV5a|B_%`)nfU$5pAc>5T_>Qb*MF^GEpnVD2dj#hxarFh4=Q
zV1c?9^edsf>V6A?74=C}LN7$(BrIo7-YO?Zy<|&~$jBN9r^m7w`uixl`VG1wgr~1)
znM{~ui5wo>hev-kUk3krqqP~Ad1e_-J1-y-y%ZLYCAhS$Cg>8Gh%X-A%wHK6Bw1EW
z;o_T*D2J~;8%m4Q82vjy-v>t|y?e|D!Dvo#zr~?mt#`OER=j7Id$Q<);ye%~U7y=m
zBeP4kA#XHt{d2ig!Vb2D^2Nsgxd^<R<6Q%<)E128K9Tkt@@sP9s*ThKrlGXoSe%wK
zZ+;5A!oYKG&Lygdqaad_!N+H#iD`c#DS1UiRq9XNqgaU55LSCCzRlHEJnHcG&W+Fn
zGp2c8u{i5icyH$(uDe#@Vz+}LcUHWSm(z;MN?4yWOt>i~^1}_ITw9<TPk<6uRHPjd
zLn3<Si+}zIV}fE&1bR@a+2>5kdHcJr{bw?WdIDdWTkKpPcEPtAA2iu$$8EKDQ57b2
zexuD{Y*fLi^ayy5Sx}tQOFQ+HB-Hr(M3~dWw}~=Iah>mLW;}RK7;8L}+ri4^Q@ea!
z3d+jwBu)7dWbzC1X5MMOo6999>3Lod6BMe_aBPed;AgLW6^m@u7L+8D`IDzgbTtt5
zQ_7gV3TwXT-N^R%@i7wF_UZEQ^@!KX>f`-|0f!b7JOAsR<_o+d?a3iV=?UJWJb8Y8
zYS!fh#e0gYY2h)k7yT@o<&hhE{09eDzXg7kyo#tUlJVL1!Fs%&`*x#0_U}kU{=PMu
z>eqDHh3`M*QuPVMc7kUsZ(%I0nglL|5i6upJi(oIIgz8Qw2MkiwO7^rauqlG0_?t>
zT2#fp>4^CW5|M<N`%~YD?nIK>;=fm}j4<7@ZHJ3^#rU+Ie+XzLR6MMh%9?#C^G;>T
zzeF%JKtdj6#2XWryf3lX!<@rOa11`$1by7F?H&^uy|U*}JN#SPmHX2O<g22|#aZK=
z6jVvEQVMm_zSJJfT?Ty2D(X<-HcSzm?tQ<BC{pglDv64S4QCf)JPZFt>D6-FUz{0;
zYLaI8{3F)Fmy8c*KA!1GY`<j|G0t{%+J_>)FZWeo3Uw2+?r!@$8u2CVAP)V++qu+k
zbYj^<(t*{obiZSEwoY^}^7GK6-%I;RY1a`xae3I^dfqZW374L!PGk4*cFF)Y-2DqB
z=i#C|gE2s~L_Ic^z1tO=Oa}cJK?U`fCxPuJwC}cvpS|I|g#xrobFNvtCzRlfbczgW
z^(c<15O`v0{W{NdJ$I=K#+8ix9#8AX*W8a+mM<L=X=;U>$Mv5jZoX1%5~}YrS1*lN
zKK|3fEOA{)FqSO0F-hm><^Q+kS#s$(u6y6`1e@0T&6P)ye_qkb*W{01RI(&12s)h<
zTky2x$^y~$W%@*4eZc;VZrLE#D=Gztpz_=op{fnu>|?;>w{9{YG_QuCf)cl1Q9_)A
zW5oRL5a2eMSFc&`7vQ|Fq+Me|Xk-I$@4ma<!{x+`^}Pec)944TGqbGdwj)x{Rez=w
zH@*0E6PEOAsy;p55niP@0e6v1x|+)9pzUnWwa>rqRj>FSQN%|!2Brs1gHCTdo_@xC
zX$}9#-5etq`mz3aLvT+M#jHGJPhl;H_CmdE(u#VuBt(joO4-z#_MG0%q<Cr!@izun
zweYh`@_fEI-yfFveDJ;|1PC#;0c>7^s(KMGq?(RSJYcs4Ri@*sSUz_{ig9w=up=Ed
z3-$i>v&SuZ-K(&zR!=9k`?BUgx<rKn^Az>W;u~X>g&pS%wnwA5`cqL1QEQJ2=-iM0
zqOlhc7TMbUUB~bzeqv-g)hJ#E3M52HRA^)yQzn@@kfL+^WpyrGGE;glew!s>x-@U{
z&ipr{7uC?8E3rgfd;Eem|2r%DbS4ew4a76?rxw21n48SG`+^1!%P(LnS>7Qn<o7R^
zTrp3t;uVkEt@&zlYJ(LYiqe!!xO&Ca5AV9+f1N2tSMLXVz)lUwc7}YKqTTa-HOPz)
zF+cUUuY1D!R2naZ35C8qwE6Vj^#)IP|5H~|%xlNg{PXycH>NO(lOr-|+}~cAh-@s?
z>`zOBp~9zucMa6I84=R8LiN^2dU|ilfAkJ=Yv28UES*(A98K4)6Ck*|I|TO-+}+*X
z2Mg|y7k77OaCg_>!7aE$aDsb)oSyGL7u>*1Q*Bk<d$08@n@g6pwd4r7P_PTMBEkzW
z*xmwI7hGrJaBbsP9|P^i((i))tokFTsS`g(_Wk}ww>gh7`gR=V5<Op|2vcq)?nEs+
zn#{BXjE6lMh&@j{a<sDcuL=9}wy;jmy<RJ`1w6V(d^tlW;@<hAwws0Uddtmv_dQ1`
zM5LWXt|!dR-GVj{pI~^|Ji(z*m@h(xyJ4xCnvZMTd|$nN%xECd8+IZ&WP|67li-4o
z@NnKK<*)Vl-H;d^rOh~E&T0_hPu-zwViv(~oZtUS=a-cA#IN`LLs7$6X>%vrep&uD
z+cb2PgOrXw=2hM2Llapo+oaQPkCyDaDfcTv{P=)THOaE_-<|u03-tD#6WQ~p_m>H0
zq3f9^#;>^nA45V>-A-{Gt?>$VB}vxe`5NGiQ7G1Z>!(ub9;mf`TG;%9*W#XOW<CZi
zq}KvcWh2J~I@6OIT$^Dg(%=}vNd>f=-5}+sXyEN2R%$<j>>sw{KMzAVV>u6jd;I+F
zcdXa9f1QCy+{Qn)0}j3ecU4b(*S`Z?DbG#CQI1%NHu9w};%0!!a=Z9$)<NO>ndAKT
z_i&4UGus80=3MVjJzVdve7}FK4E%Wj;R}37ks`@rer@GCeK(A-!m6u+c9;=uz9Hw*
zxa%DC@+WMXqr{%q?Ryd90wpSB*<X>2l#p*ONOuYh>ns*p@%NW+{UBhr8Q_z;y}k9j
z&EB>E$TC0$F1!{y@96sT_nXgm4-a|2F@^Y--H(ksv$p>Qqcy#6AjuYER_i2+x4Xl#
z=#6F>;?28WFwlO#Bj@bOFXZ4+I>O1O6KaoLIi-0jjqe5V%5jGWO#LlblqjArTQ09E
zyL}5a&{F%@6{%N4zV51XWE7{D7wStYRon?)6>srEA9j^}xjnye(+Zu(uax?38P`CA
zC?3g0lDuE;6Jz)(INAsBt5*1mW59Rgi{<$@S;tQx`~#57oPdDmYv1!!M(OjJFbfS(
zt)wDGC5s>IHtD?tq#suS69zC~I-4~ywI2gdbl+W`KmC45yXp(LMt3ag|DCLybbeAM
z#4XK~|06G(!oUBMPH^zK|5U0CAVqna6ST=>nt#NVV$ThkNlHnw;fiutZ@*yw6%ZoQ
zte4T{Nuke;iB!Z5$HVp2D2!Jq;_mDxLj38CYkQg7f0HZ79W8blCzJc6ULjR`&drIG
zK=9&`bnU<d!>s@ZyHt<=r#jMOa<lT$`;tU8Ow{m1wRzhX+;2wHus~^7uVy5&+fkMt
z(4qikkE5o)tG8C@zeM6zfB&Y2w3Brk%!bEU#@Q2l<IUIMB`GkYZ*M&Ru~a+=L{(m2
zY4?t!L8^O$-`_Zm?zQvx-naj;`8xJyRsogm2YD9S`&Q3_7E9Fu(_)9*LwW(20eAGY
zST~0d*eLB$(4|y<z8KNE;;m(!gzOo1fHPS<^4;xp9(DQ(qWJ;}DX5iw8=n$S$vlq4
z;y&tjWxump8|Ja)a8(HFaK5*-02h;o>eI*H_(0>$8<0jEHKUM+%Wg}fg+IUby)miD
z`7M{2|IyPj4B#a>o9PEN%jEmA<fa=+(WL`)p%b9@29H^6o`2X6jUKMnzI+BhEMDqL
z2WM?l>q~RG^{3p`@;4TL!&iH$a?%#D<Y~rqr?WuzR_p?8_z`_YR2|rKTEe?Jp?txp
zfwgzbJ0M0bBhjQ4gNlUXO8Ie_0sRR@6l;mSkturS`}-|C1yJqQt5%bz_XY~8GWz=K
z*F2L*4}RJ8dC`THUU9*dXHR+IDw=+yqI37^EQ+Jijst4gcVK9n;K8S?P@%7Z_#3jE
zZLlppD2ca;y@53R?UqjbReQRp**<h}#MBklgD1Z-x9_nAl*sBTaAXWRGB-O|Xzkpm
zvkCXL-HGPrW*GlAwZC6K*M3se0R~n<i6817^S>SmA77LyzI4ow%H=cG(>;HND?v0#
z&1<yWaDlrg4J6XhU~H%sE$L?4h)nul!TdJ&hR9>25<O8H+>w~dYL`=#Qf*CscL=CL
zz2P`!^ms>#Msp1zx68(1$#m=(sO<lCpzq}3E01=W^~VUy;xubGv>d>&$w<)F83hPu
z_?y0$J+A-_gN4<1bwbHQ)d;iCJKVE$Nh9<~bV7<=VMmS#B)@T|Hc9%4wU2QBJ%4w*
zEBGoYyq#`cx&}Et?ho~H_WoFpYF>BS<ovrkzPjtHLAI&u0{AVxk9v7~=0YVRm2ru!
z-VTpn41>=cjOAq(G@Kbzc2$4#<AfQAZz%%Q=yYyStnh*RmsiMlne={Lf#oyeGNZ@U
zg)fpRdjbz@uBvK6!w%}Ne$UV6@p5a`O#G<$3e!to4oBF7ORQJ;CBhwH{MFdz0TI)-
zxg%74)VQ4G8HAB1>>e|Vvr0q1#Uw?WnSRaDr)2V8y^>G)?a*KVci0>tn3@4(l~I<u
z7EP;Et@jTPr0mUKoe*#Rn@?1$Wnlb0$hIWwU^t_`b`r@i&h8~WFA`XNp68iDcwp*@
z8G7?oCH(8`+j<*3hpNFmCax7idW$Ea-m}3gFi;v8%N2XO`Zg<Gyj)$<Ye!bJ|LG+O
zgEGtOWQ3Fsu~1KXy@jlgIaJNAAWmsFr!9-TO>V~v3F;@i&w0aWMsDr_q#Ybr9_f`g
znh!KV=a-i~G3D{Rj6#CcSisGC@Z$ZmIJS`ir|~F78v5|JvKwA0(ypq#+jCR=dH9EO
zDBrBDEs_@J1et0yI;<r5ncq^+uaGYUoLJ#vn5!R*N8*^*W%JsSWNYHv@XEY-k}bS@
zek@(%r?dX~;hGN?1~sISqeE#(f-U)NDuZf4?H_8Rorpuun5b)hxh1?0*zib-W-=FE
z5cTW#5exU!OLg&a#kKw=zj#UA@uh=G8N@PvGe&#ose!*Hruq<nE5;R`4Gk@g0PJ8V
zptZab_+~nFEly@Z0V4)anfOzd#c<~ty)#URZ^&zNfQaNXA-fH-66T}ZhSTS{A*Es?
zac{pkCH;g}KP@t^5NRyF9)D2jsFvA<TRDR;b>aQ(boZF2Ub<+pjHOUypKAv6Gcp>P
zO=E>(5x1e4Y>m=j6(%YEkA=HX3jTRxcw{Xk1GvS<2E+KzWrrC|n&?oCs>vVi6}lq#
z<U{tsh@Yr1r0-aVQKT{UIV03QSugMvW3veaM-cr~K=yZoxAcu(8c&`4N@8`2f-DJU
zOchy%33J@}`#z>9&N@_A_cnt|tntYYp%og#)wFN0XdU~LAK9*+j3%_CzL!IM39^{(
zQ{NE<p<)OlMV=SNXHP4jl)--EPqy9~k6&xI&JCEffyyAJJg%1zm!@eckFx8!2PSiP
z3ME~u0_t=s?{Y4ABVVLZ*4~eExeNPCX`--@7yKT$-azNwu9b%E{SBNW=jj`2&&@ZK
zk+KJ8N%mnoIF<tpcjki>MOQbx08mc8JkQsTs5kj^m)coxi_(!Qs|)GqQQY~RU)d@(
z6zfUlb97CMwEWUiprs>xna^Vx7^hUO_O93?MBIP!#JCBpEA=RMJBP^pQjn5ln_H2m
z?yFQkOQFaAk>KIZI$U7V%yjg|$6DYio!;__QsbUM?U}B3NRA$9x3?s-^LaTLYu)$R
z8X$QDBXNv^p01nJQbMCWS`cdCOrga_%$(50$Wuap>|W-JT#y)Mgk#T}fbb~OB?=3s
zl?!H&sc>+1c~=ap62UO#OgV!XqM+T^;>P;dbe`^@(le@4Tsc$J5<N*SJ0wwyd&Gjj
zCH^Ez;{5^%=69)eexX}iMnI?WboeN0n9}%Z0PhLt11ixb^OA;p_s5M2pzD+?R)jBc
zJ(k4(6TAGalwh6-S6Ia$-gJAu)flQBhgx_p9C4<3Rl~3_h1+b6kAF<F7t4;RJNCfL
zJM@FYpkz3z=U*W5=t@>clKehKUev`w!TgwS63vL5?4jqk{esnLRGLvG_fL3|QY#qD
zb4GQpe=O5Yrg47ChU!jPBqy{d-?q2#1@OfY#<2;{4*nBl3yCSW5GQ!;fQ|GCHsBi*
z8Is6m-aWvKD33IQrxhpkB*7o4r@mZsV*#xXZ2F+LFotSY-Q3QB!m=!rvc_MXB9ABG
zt3WQ&)KPiI2bOi~5>31_wPw+NwBv`jEa0!((K#8Cs53igZX(=)S3RN8+^;X&c=DPe
zK^gS@KPScHH^5y13M36&@maF-PJ}B9O+WuoxgjH)+*{aypn5jM{Qcml2l0Jy9FF#%
z8a!T|h)Yx@F>sXvzBtyx^>IeWgsBz};UPYe+JZ3sZSV%1RqWyH(Nrra<!;+oi37O8
zwwL0x%h9=;sO$Xy-11g6Rn{;<mIc5BSKECvPL(%d!2!&I=jZ3LNaS>g$I8YU_fDy=
zD%lMwNS>)PbAHv844Q4CVAUTU%xmI*EGCijE?v}oOmUnIE`ma#vP$c}*{1npH8I&~
zd0CVXjYlHznJ>gBaN{$yByXYhZSajYzB5fd|9P5V-Ps%PN9MzgZI|;4z{Bg{&m@gg
zUrwJ(XRZG}LktZH4h%##{}Nke9&|rV-9^OM5nvw1df6L2pSxXBOReMnu18D7#>p)|
zU$4TdACIR$aQ=oi_p<l6TKon75nMudp2mE0R6UxCbH|SK{Y1@g;fFJY&=*l(P=+TO
zvXivVep9^t?j~4Zv$KCzBd|*VkNFUDdZ@#*b^6_vc`3Io@H}KRyiI|V<RP>74@<xz
zsi_g@dI&Yzmuz+7Z<jU(7UGGk_Cm)uOkc0Oku0GQl?aef)~PAODL9R`!)aHV96ONm
z_W+ItliSMQq+$8W_#r%Uba-V-tHWzFB~_wtyAK}dv5XmEB3y>QEeJd=O=*8wO#I}w
zt--BvZE_<L^5;a2iBBXWlFDTUGgwx4&<+rbbh5u<Mx_0~;|}YDqba0#{Bq?&Z&k?7
zQ3KWR2MvrID>5kdWGcWJs4#N%w+o|!E2@@K;S;-HaHj*Yga2&hl>$(yj{%~(0e{+c
zj>9@vwxXM%uxts`_e;?siH|fGpTx<D(R4wD*m6HLkmvG-?BuDwIP5B2f<hS30R}ed
zKG5F3`L!WlUJ6%r+kLuMrJJ|)-@cv93Ca5>+*(v2a`d&jZ;B-XzqI@%rVj9f{wt(p
z_+lXtrJ<Q3p8G?MI4%-%Qzb!-JOoP3q>D5tRLKVXAxZ+Orf}fcE7MreN!U=f|ND7B
zMmip2^Viah3cPmDOW4C|M~>Z|p%__GZlB}Q{xyGLGwK{EIFHAJ74(^T%a(F$zuG&i
zhQS_<bQbg9Kj2UN^;Z(~rVSGr{;YjSPYaNI-q!Cf{6kJN?$y};`O?98c;4t?0zEyi
zDejo{q0#!#^x>HB)+%J{8P<bRN?SWDF44JL&^L0X>wF7)0H3vf+C3uO4w(?~v3SAF
zVRgLGE2T4OcV|#|PrHLHYkoAfRZ3|gvym`FO!K8uo<3II@jiRQbM|2Exy)wOc{=}&
zVB#}qBzb5=-p~5C^dxKK{Kh>#^t0vfKeV}hfca)tmNTp1w~UKV%9c(<$sdd)T{zR_
z41CrF$`Mwy^M1Ql8zh42Q<;TC*}_Ql#?#rrI4fQaTH1;ZmfHo4uxJ#%Hc}H^!_TBR
zGE)>;CnmnV)1HXJ)XB&T4fg-tU=y$0eyGd;M{u-+Lp#Ogu|#g~VSXQ)d7?PCwJBSu
z3g*zK;;h2r<B8NKHor{bwtbvRqHif*tW?k^`He-PKuL^EXtf1ikl!IfSmT(8JZIez
z3i!}QSh&@aB|#~D7y8|2#tZV~{{j(M#D9M^7XsS*K<`?-Xm00W{hKu)GzOd?yX|QE
z_x|~iJ|e{J0toT|ZK?;*wTxS<^LWJ4==J^_&=Oim@YI56qyrXO{DJftqf_*uWdfa5
zKX!RBP6a2#pq*Sl86~g%@ned=FZ~osvP;*TtQw+Vzs!sycg}YNqUnF)0JH;9sPRkS
z8a@=0fj;;P!?hi^4K4V9T|%F9`{#e=RH<xGC>1O)Bq(GW&UC^lAHd`vDQJ3AkeaqM
zam+{6L)tdt@sxL%$O@KvL(CRL+%?Xl;>+an${8%g_;d}`%%jX);Uy6;BBf5E9@I#X
z*t;gEe4P-joyhKOLu~GZ9%`Ac)1ckw$2~5{F0CyXBn8;z7N7)zRoY|n41-;^vgaNJ
zrswZSF~bH;r15MmLuyyieFucRRZFFB>6_h~tXbrxz45H7$$HE`DYw8d5}K2{lXf`~
zIA5}-_#}<h{MAYHC3w>cW1b^DjOH^dm72TPt&`Rz0@Zh!77^jRw9uwy^xx4&E|+C|
zr96*)6gMc7cTib8qFdIhwwJLg#8W-j5i6g!5GZx7KiQc|>!>E6JRz9WpozmYk3X9S
zdF9wSTGuUy@99@7$22wJma0T1jqBHQ4F~UYml~Q`>aZnfcl4dBG0|Hrs3wiU4<xyH
z<5(%A?{*f`Yfx53+4=Cug;wTUfxZkrFY=AOAiHLX^D<wjBEOY<bP0f8bS#X7$61vY
z54qmtAoz|w{DxEV6WP!f8AF!i8(*=U=GuUvmu#wyKz{@gWuau|cv)mBQu%PM4MJ>U
zh;sYN4>FRGy3$A=1|dV6Mzm1}DkTDSXnlO0RwYqx0^9|zRNCi|pbA|4S>MDl<U&Wz
z`pWS4zW2AITTQ{Lta`}YXRv&bz5Po2xaG@QS-IEA0szS%%1&@u*%82yf`@nqgaNIH
z*Y@8nKqJh*((BI;ad^ec5%v9J^yGN$F&rvVB^-o{>}t}`hrLgjx{<+|0*N%kxt|dJ
z()7-f|BIiOW$jlVq?=n{-TPx>gIGyWlqvr+1J-1^rd3k>ZPf<uo_s-{EALw(t+#^x
z0kPQ&;o&95IoV8sr;S_LNF*u=c@_bMk1V!>ETTg|hV8<zVqFR81e^G0g(VqV#4Ni&
zbqZ<$0Zt_*Oxi?6OajuOzX#$P990DCXXIsv*Ej58m8P_Zd{<S7t{ibA#2!9jJ!Yt4
z6RYi7qS2M-q?6>*6xNa*YS~nmG2%R;L7Nt-Ap2Eu8G#7gx~6aCxt;63D;_*1a|Y)1
z2-t1aYq@1wYoxM-Hg{`uRy{~T_GV$!b@7Vxr19$2-1P_ex*kOo8F`B6WudrZDzU$9
z@O7iq8oRl~7BWWf{IUCzLD-WDA%!4v51E_Bu%jhV<%Dbq75)^$X$?qh)4fnDdM+sH
z&K<Kdc#Xv-16GepzL!ecyHG;*sk|phj4J-r(L~!FR+WefJd^0E@8-i@`>Wj7H0Idl
zRF90^fz-I7akDO&EMljOmj1GWasn14IM7&2*tE(^x>bdh@2*=?b@v(hR5tgmLEz#E
z{?Ff|kLg~;{VG0Ru;jT5Kop&C4DVaKot21RR+U62Oc8U1*n>~LX4*A7Ez-@;M!t}a
zWdsr2fW}~_#vPFnPGn$5S;4&O*p=>j81W^W&WAa~ng_%hRMJ%~(OLIwf;Akq=g?eC
zyPS2XP6@~jk$kXlY#R)78S+eN<hCB>45*sh5?IbIVDz*<9L5Ag--M*pxPC<J(>q{i
z!;N)cGaKCX{d<1)(+vLL62^as<za|7(HJ51-7u3GHyRMlDlAav&lG`1`!r`C{edYJ
z*682MvMV4{-ti{=ci;D}4S^y7wxt28ht1oLy2iKf-=n>FWHlZUG6jn%nR5n<K-D1R
zk|4*CaxUzwxFI~;PDcy`&z)srJw=28>G+XysT*o4#9maR;(kvHy!a^Sp_2a2C5|*~
zSL#DS4Ngf)U6J;tStfF9XbKz-0a?11e3y>?m^HE3<6`X4&$%$p{(_8!v<TM19u9;#
z49x3;>I!$YLg$U5@+@W3Qnpic&NWg48D;cYZZ`3SKQZ(IGU_Q4)yn9Qtx{8Cct~_=
zK3cdUurHdZ+Y_07L#zE(*v^@9hBI*ZDI^uzjh4(J4^VfIiU(k(1O8E#%2lah<)XDF
z<lXr)p%IU|<d9TL@%Ep+rQ%ad$1(&fl~QGRpG%%3);0Ll;RqZ;K`*+KhxiCJV=-sw
zNra`@MTd{<8wLYFidj=b`t9cCF?)OmZ{R+XL0u3fmkLfN|3GsN3*kL=8e#+k7m32c
zNC9F7U9aS-;<d?HuEDJSAmb8fF`pXGmeL|J!Ogh`w)Ik_%}3>~WKshMTURXJQnuAy
zojZMwGVJJgd3jLb0*qan-&uO|E#rVxh7<L8%)*QUvv{G9)HHU8IjtJ@^&+g;Tx1lc
zD@#fhk;-p1Y7DCl;$Fl^l|T<v6Ya;H2>4Yu(#5LXcA;MTLX*8VhT{uTH3XdDtBQ66
zmHCXYXtPQ>DKx5m`HXK<rndXd;iEEPG?i(?X!KkHk(8J=Pdr*EikBnTdf0*_6b=IX
zQ}%`lD4)x#VCC$RxDP%!Tf*qeP*R4lCVO$Qr|^m06MUnys0+Y4dVjOdpIN@IMkE&{
z`-#N%_3P-7&?E25%L~LgtJ4=Cn5l3`bIDex!Jtv43FM#$hALge#i2?`N#Q~R!Zxt!
zx`dwP(r6gl9z*3%6RD`?YT8PcIYkv689VTcC0`*+?`07Ilsz068BFaL0;9a7a(^g>
zm8^p91G5-^^UsU^P?Gq>1MEwa@{8D=UGZnOXqzohtL)-*;juSYUnHgU6(XO{l&LrV
zK(9QHS-l)%p&i<u4qsedK?n?Gp45UZo!DR#ZMl4g`yll%$}n9CO?$J#81R`)ODMRV
zoTT`wo+-Ayh@)Vpv00UZaC%qbCgcm*97je)#!8%A$8O;q^~GC)lSPIWqZG~jMC*A8
zaz@t}b(Y2(d{HQVuv|o`K2=%vYz%r9v6))R@%ecvNvO>)G0-=TucTos98y_`o9b{^
zQ9{L48O%g>LQ_HqW*XMQ6b|TOG?Z$)e*4<h`PJ<DV@|VQBFk{}(q=UJ3mDcSCHas4
z)L-lWy^=GxG0W27i8%|e@D_^OoVGs`U{He6j7j3KHNbiQTBwD^c)?lWSwt6<)|OS7
zE{(TuBNywzs}xZ)WCkj=B`oESRa+4&E8U&o8IYkefZJ}X&!rV}m9^+959c~0RGfb&
z?>WJbwZY$vK<Ac@1nnz)@tr$WJp3(rJYX()Cxq=E6~--6#}{FSGi$4Vor-@i5tXz!
zL@zj5O#~;|??hC7!4-Kdpx2q+({f7?fg>|g)$Wp~fhizeqPL-BZ69IJ7g^<{LBwmo
zA6pp4ZV+Fu_4zlRlO+sIHHIlGzUp3Mw%V7V{c}pPiv2dk0{j)R{#&L)W|GlM6R9v2
zzrfF(bY6T}OM$vMl&XJBd(}!8ZIZ?;*pT;W-lp?ef<D|p0m?q1_v`p3hjng<M<C!T
zm<*s^=(IVK5OLcVG&SAQR0OWHqBsq00}@lKrj92sK(f4h0!q_BoyGk|Ny%PWgOI=i
z)`=}OH~TWQhipZK4UIMs7QV;-6ec<mZ?cZqiy0~v79k|vQd=-aSjrdw`Sd?2xqNYy
z^eeygXP<}=RjW>WGkt<WjP!a{3R31-7i_UHp0I?KfUlKVVrZ!ez2Ten4YMja95s44
zQ!(U(7)(h#aiVml7^vyTkFDx8t30(qpeJ~$Fconw2HFx^_`vYOkqBBtO4Cmi$S=19
z#NSD~Ug>C6TGwo%m&)}CPjui7(H5FN&3~Pv0;Pxrx2*9j%(==E{&_7v(zaK2*bN#r
z>5yq0S?Ql)oIt3O^_kK=eGr&afv+(&0a#jMr@zi<hz$=!3X^M!Q1SFXaUf)mEpgq?
zGtn|6JBDqwhf&(fxC=(MD>G?{yHjInrW>@$!lCABAqa9wk4LZxE-BHih2bixc?>Fa
zf;6fWqJoR}x{l{HxR^sW=j(0h<?iVKV$plK;)I;K=K@fabiMz0ZiT?w662#`8p<vD
z{hd6@ey3Hh*%p!C@}r(Ra$oj^Q_jN*Q^k+~3P1EMDIaa^QmlN6ffxD|(_W~H!a_Ln
zTBH}QyqLa<WpV;o)z#{XkV@j*IfPKsqTdvCA-ljZEW_?eVL9yQ3rpvodSpn$BugnF
ztl^*dxw|6lN`gBXw5CCpQsIy@nH(#eK_<1Pg=QKJWLM!5P`>wPDOouI`l~`hsrJYU
z!jO_!22T?S=4OcyHFI9Ab2WvsFuSQ)Obj<ciHZY`lA~iAg+e(vb(Gz&(a3ED2jLiS
z51fMR!;*mgSmULzNpm*jo^o<(3h*(Z=K0;o0`p*m1ZA~BN0MSTcLQKn)6f)T83iPv
z5Y0HmSRYNVCUl!QQxE(JqBJILxIABWG(DC7H{@0V<htDz6YY$G7C$gUWewfP<3I2y
zQY46oo)w^949oYCm}^)%Zb@ES>4La*F|$P$vE9n#YB(a**Q57z;fFux#)C6q=@1HK
zNw&k%_Qj}`7zv6NZ4w-Hn+-B<(vmp_C;2f97{!LiRXuKt%aasE##g5ORw;k8Dj;Up
zte2~X+q`~|AH-_*i`5#GUc;cBU{DW;Qz;VZwxozfzn*0}DHci8)Q~Ko6Y`;ys#p>E
zN$9@ZAAzVA7Ia65pEdsRJC%<<kt_cUO{G%9LW4}}!5EFLz}}^aLUw69pZ{=)mt<^@
z3(A+0bhpZ}Q0MfH6GAwmFO6pW6{V8Oa^_pnX1qeTQ{J6T?mp|-gecLO9W?lkQ8E@d
z6$#N;grg5lPjS-o)%)-y6(Y2)@g0aOwjmML^AaXqk^`|IE<p*pEO14b^Bu9eWFWh+
z7z0!;31%p4%c_#qI0n;rc_LvLI9XXcqMU+BnnUx}c@oBSk^FoLY_{7*Se)dZWlFZL
zrrOPwcZt4K3gX&}nR+NF*Ii2i4XDD+II-=qN7WqY+@o?xAqlFDfM~ByF~N?~42oiN
zl)Yd~bz3hV;b9;C<mBYvg_)rpBo{F9>tz*%oQ?<sb3BHo=#|PngyC5tw}K<qpFR=L
zTyzZWp&$<q)7xc$d4NYG-RZ*lP}YK7Z<&(V1p6I6&BIh|^%~eHn}Q*ZAxd?NCd)!4
zD3I<@WFd$)ZA*S3ld4cLQMR?bxs>3skXj<hzC!8gRG#OE?BDLQpJ6a<^$*Tlfq1JX
zSteZQf|{CG#=7n#$d6AC#N7+Aw?gdq-|wWq-^COa$4LT|flP%)z#9Rq^G?L!6&3Wg
zou`#W52@3{C0S@Eni6k>w^Co3Gff0~gZ@q(D4fu{$c7`O`~}G`vZu;kXdA~hb;jFu
zd0^7tadb*s-_6nfC5e^gz;`C%BrpXT!!<lJB1}z#l@<3Vb)OpGjcWS6%n5w7sK8Su
z&p1pVDz50YQzk5E|6fRajjKwN3+&^F2VO*-7fFcBpXbX}BS%-&t2rG=OaeS`JDA2^
zHh7Cuw6O?S!H$~)62pVvLcm(oMbFgQwZjRph2VX9QaJf8wn7{=D}2M~g&fA@F@;?X
zd1@-z%3)k}$KVqQGAl}P&v%5poJ=d@rhFuEf9mYV`fp;QTwNV>-BFg>hC|a0($8xO
zS@N83%@ru;R?#{g;c%rM3)w7Yc0r)FconUiS%XNKCecRD@uZkQeIk?gw9nQTRtJr=
zQAbqSh{~xNt$g%ar6V$<3QWogvt=@LrUu_>#_X}zQ+{a@t@<QIN~C>`O>eTF;d0m)
zmw2Vjz*Vilh+_UkGx%Eqnv*Xgm$-x=OFVy>?yFU#$<>e-Ap!G3YG9*A#Txw{SV(M&
z2P}csRHM6=<?6;JucLZ>=l$C+vU5Au(xYIAM8Q3$wU)Y5Z_tiMLD|kmDN?}?UX!(m
zK1d>ahE&r0G9~H^asGh2-ip93jG`q<GZW^S1{5WUHv9`zuKK{`%A~w}j39li{H1~$
zIgHTGnJJyOFO<sdCD}E_j<B^*&CwP=FPbd-a5qZHq8Dk<^=g<)CYW2Csth-=Ql1Hv
z+>AO;7S>s6!slA<9%!X4D_P1;g{i5nnj~xQ8C20h_~mnuV5KS7EtB%Gf<EDXK%C{S
z`{+TJUnznuIqQ$7C!YW1MBgtP|I7Ky8y8$iH(CP=g@mND3Ha#^eE+nZZ*(LB1?=}d
z*7v>g-GOQGe@gqc|HNITM8lG?#m-jpeR!vOaYB-5@1qI?ixQM7EwI?wKeL+&_2`l<
zegjW!1(OjKfLZl_vVk+n4JR}6cT1*+kx<C}@%()d9nRR6;xNZw*#bZjdc%WPByNKv
zHt_}S)(y)wL*FLAcQpgD)`|ZK@do4Pj-ZAjtTT7VaXBiZMg5nhZf@Zb73UV$oGF6A
z(7QM2zn-xDOr!N(SZf(kZ=Ypk1IAV_aE-ilaj4?!)q1Duf<Jz1JRe7NeI@=WdDFn|
zkvd{<MZjwu&t=})^v#xkN*2upp|Pyb1qyXp`0AzJWP*iz_Qd=#)kcNUaO(rpfJ=u&
z?5xlO-QWV1hO43$vusjBQ3!IfOH*V$BG0FS3-#MU2~5F^14PS)sEZtFW4|c5zsQ`^
z@PA~3&0cKtW?gxD#jNegTwAB~^*A+ZVDu$F+lj}EvnW?<m{wAHG4+PH?i~TeLQ%(m
z;>F_XD`}(lb5`xd;z;Wjv9ywcA^EYQEkC^$N`bJ7;_wqLoy9u#_{ePiFk83A%0${^
zN0r>%VwLJ7RjFeI_noEWayew>NV5<tXTk6{a{{hyNzKoog))rJv7CI<c8;jI8=GVX
zJ2(>~+Z0=xEDwBwQwgL|*%0dI>H^|4>?6+N9;FO=@*eaPRHT-LLN)?1#vs;xjW4-b
zZ`hU99G}O38{}$m%tROu<~NVEVq%Aww0}{aiYN$OsFqu*z_p&!ZkdBG89NokH&?W0
zNI4p1XH=&Sk)mD<V>Fvo#?6dgBtX!dO)J)El&I%O3v}SsSfD6GBBrm`;u<r2mDB3E
z-=8_E^3hrZ^!_(c$S5ez5MPuhkSICYBrp@5k^~_Q0hp4E)>iH<08Aome$=z^PTm6j
zxEq$tGche)NgF`d##W&;KAbF^6RgCW(mj2vd(4#1@^b!04&!J>qIQh$`nW%$wKuF4
zD3HP;p(=v)GuWLr&%PiXap(^5Iu&tX7F`M-T<*1s`YHiM|8zefRT)*js48dK{lLu@
zEB=WmMNCrl+W!({7lAa3J+$wu`hY6V1(SwUflrA=Q>_2f>eKg?KwhNv81a%&86<&q
z@k~M*Gr@5Up2_z+#H7LG>Sm%4U-SBnPkrOF)9#a~wPkm|xLdn0mZ(W-iT@N|JjM86
zA*XAIjd5M)NSQexf17|maksM(u0vXEIbm6pNs%MQSK!ce0Bce+%UkPh%7p8dGzo<S
z<V_1sU_VHr-fUR}x;LpKcby&E&T!IemRdckCMM8|Nl%*Bw&n8F*Hk9e2n=_8!I{#8
z_g1vk3nplR8&yt-dEsdi;>=uBI3Wcmn(EC{R1lr(yP)cgQ)x5p3O~S{{`}}-3U|sU
zDXd^TKg=SVqZgAvK(WwAEVv%Fhbyyo8{v%vW=x4@S>(k6TFQ&^L(9L}){}o7S!Lko
zShb#F+-Pzi7G~T-Po`!`@TDcmig%+3V1PM@q`nwpSA`W>mlJurt%mdx<1j|gH>Egn
zE7;7C{_2-zGj7GkxF@LkwaRW>k}<ZRO>h|K23u0%w5mLkF~{^vFB!C3G-7Uph0{Hz
z>o!;5s>wPK!Fjzx3P1XjTEOQ;tXePCx;L?qd&7c(E0~pLw_Z8>!rYe+&S+KMlU7mR
zG^_uO_vW5&cY@pH-FN%VueTDSwI;bmKtn^j1>(pP|2+%;J8JspOdoGIwI6!pDg48)
zLe6dsR^^xYiM)}FQFW-SzpVqAtt;{Fq7&BHH6?T(DyecAe7&EZW`b(0(>cgaNkGtj
zTs53Gh4OF5eB~>x;-`tg6HH11Q7JJQiU=ul9@pEaqJ5hMNr{q3iGKOv>q@AptYQ33
zx#B1M)=uQiF)%J{!*UPtcTL32fRMw%zvcXRYTxI}c)N1LHyJY-XmrvU=h@EewLLI$
zwROH<W5)Oezr?ZUJbRdBV&_h%g_PN1KWda~lTg|wCHf#vIFv1C47L)v8O+9c{efvy
zj7gMXGIx(3iy9zJdEN}E+ApURV{Zu}s0y+<E9*XO;R)sFI-;$QAzr4owMi`_PuWeM
zBDLzqmdA2VlMmnc9Wehcu;mxqp+hD+9GEbY_T_B#^G%Ef%9<@_x1^3mY50oqnzFeK
zntXQCY*XB7nAG>$aKGMsXsKM(?{US;g|&CH_O0bHGR@b{V$BJHxjeTNel#)5AU5Ml
z&Ldy81dDsGNR{T?daVI2IUZj)40h<YZzKUFfx_HDTibz4xYCbAUhXJUHM`B8RBmW9
zi_U+zT)g?^7$R?evCVUtD3TR24tY7lj~pIn;FqT9Myj%y3kihONI7-h=o~P3fH2F<
zcGGPoVi;7RCwr-*2nHh#ortkmNk<K+>cg$*zoAem1kYB&FWnIbq>H&*WdQG@j$zYs
znND9MZh}yn|D}`v_gYH+U-t)dbMx0><JV6lBqR~my1P@ifW<8SU&hwfmO0B#^sX;y
zs2ReHvzO}rC)|aU`YX>oMtBlA#({6N0{-+&EQ_5gp?V6X$9(O1eJU0cLK@=p=u@<(
zKVc5z%4Vh73Z!hw2fQ?c*Z75_)+)`oz6T06#77F|x(x}+1s}OyjnTI%-6vdt%sP|w
z{DYw72$*pX<_%IJunG%6DdA;o+04~H*@hpmomr$O-DkfDE3okOiyD^IaE^8U3*dbe
zex)wDK=nz|9M|H1w#kTYmX5SqE)3HS!mzfMFDVI;O@pN`St!O7{3V5^;!O0**=ttb
zNpt&yHjBQJ&SFIiQ;4Bt{#uw2d)#btbLX@qAL^RlN1XhigQgmlGIk?!L&k(foHVyA
zn-j-Zrw|zs%pQm|k=^Vb)-DDr53~QoFf{!_(%%eiY0VOz9$?Rm8gl+ucIu@seI<|b
z%QjY}Dr$W@)+V|LpVk8FsWGlR#hFqy#SKdG3IA_v;IHdg78`hr>@dpl@+K;}P+7LU
zpKfULzd$uQp=8Pw#qr#Nao#)h3T087OymQ!HMg|`O2|9^b`W0u;Ue$9CT=pSSRwul
z3r@cHLBvo%hpNXCL^L6ykJ-i_FQ_AOZ7|6~;%)`Snj)6d1uIN!Zsig*SA#|YR8%Ip
zE%Xy_(`v!Kx0ix-%E$7rC_E*AT>TS13CY1XfWPHENVIiz{@p;11%P>|Rs3ooJ(T1%
zTJ=)Ko5_gvWCs+o#<qkbJLKT}H|z~WTg#xAvjDWlKk#jlr%HvLa0K4XBIVyWZP^h?
ziMzeY;Or30RuO&moMG)n_1nfIisWe1B(ihCF#{@37?t<PtA|#59udvHALazd_ob3T
z)Q?cU!Mn<L=l5tu=V+P^{x@>=cgLhDFi9Xi(1u8riBJivZGP{%Uvwi5+qN{lcaJ*J
z9<Jeq+H;+Esm-&2ay_h&=xM%e(Ut-mXSbD&Hvh*)*C*Bnn6Go;cyVC8+j1kUQDpTd
z|JOtip;2h?k<pLJxRT;Sxs+t*JmRf^(>FAB^f_mBf39>RD2})eOSq*_z@mwiY%N(5
z)_V4#u?VG4Fj$SDNMUNPmhgu%4em{qtV)#TFEJEsGAC3T7OaS@P(J=RwfrCQLl}wZ
zYG@RT@JiZW^_-FYZG{84f;G5)t%6eIFj%+3))%GAJ?S+C!#McEI&MF{I^lxpf3E6w
z>%kKs?APgsR<6<2FdXv*3=d>~qaZ;#d7{HWp|L7F#FW__`h))?p1R*14|hjRlj);Y
zPlVtN^}PGZ88Lao!~D^0A~MuZf(ywnrT}uvcn`3A-(54!IOD)1Sc4ftJRC*om#+43
zC9q^TY#!(WR)$XdkbNhZkuT4!y^W(^?BTLDO?*boW@=&0w1eN=L%qcMuN@l0!a+m8
z@?g;}Yt9nH3`26r1IJp+&XX#ZT{q_$koK^JN!cAVRtvKmHrP=*c2hDzAFj}fD_y~h
zTk9~VTQP?fs~$nKqFa4+krGKNuf}@*`*RE1Tkc!+w{N2!hJfu_Z9Mb?C93AfP!ZPi
z;f;Ujaz%mlpB#NYux1U$(_V4#rld&_<^BH8KcVszQ#qqqkA@>pT-%DE<_WPLJLIfL
zId1Qv)s*!_n)qFS9*P*xz3@LZhW#>3FT+13HqurKS}<NhawU-*#?tMi@K=qpuNuh3
z;c8iunT+KAkxquc%rJ!WL<kuM94QUpz%M^-hzBr=OR=sEb55KEr~=7i!8|m6(vl3c
z0kufOHQ*`beXGuEj@&078&hVCkMkaQOMls523!-P;xtmkD^BCPnV2lFwQ!B}mjMZJ
zl1xedjPwmqLhonW!aHU{ZnuUtHe)uH_L|wJGr}&>_}~Bok^<fL5UWHo^+i1Fi7Uid
zohY0aCGzH@s#?@{<CT?S=HFo`1_vgHF%nzH;m>DM5vj^bqqu;1A8J$x^2Zw}Nx_+}
zI`5_O8S5`RbwAUdM}r0%TZwHwNmt7;^YhJ{2>PW4arjO}$mA$RjZ`DsJe)84p_@mk
zeTkA<?554hQ-{1;iGs!76qOutlstHCEs1ORLgy<BcwEa<L3evX8#Yk8xVm4Bi#x1P
zJOn~@?MBmenFyeyhi4>Ih;UxHvC7IGm;3i;&mv0q?mc&zPxw+|o(XVsZ)o5H^W*l)
z%=>z)Uoid9(4R6rURz)HT%c?B3l#CL=ILL(URD0BfED0dW7QaTL4+RPhzi-G*XVYw
zIupYpotR=)-=21PmKu=~Iy>t5z()hSzvn)@h!GU)=+vlq&2&#s4Rn5f2lU@CYILJF
z75w`Uk+eS$4sxjY%?In*@7)5A=E_ed@|Qvu<ILxmm7b?L7^P8{jq{|?F3;_LC8nac
z98k(3H76DKZs4DvuG3}T-USZJ^38H}&Cgzmo5nu!eX6!aF2bi7(IXh>fJLi*M8Hcj
z_=R)$UrYYhR|5tA&hbt~JQcFe;O@;})6?I32*jGwJ}gm|qLgu^Co&&<kEs6OGHS->
z9lTAZ(ze?#mJ}=ao0k089x+}Sm4Dc!@#$|;)uX|#in=mvmP6?4N-tfDZ8ayHqi|Le
z^vdK3VEHK1Tp{~Q4Z-($+}g<3ppnP+qAgweW-|4CFgjG=&n0|dx}A7#mQ;n-wYh2n
zW{H;g3Tgml-0}I49aq9{=NejDXW|kgSg;97PCT+C?)agweu3bra3CH9JUQ!swP($G
z%(S$$5O61;+>oG5q_U+^liRy~k|l}6@xq;#J~chXvxhy|&sH7U?J^K~BCUCl|C#5D
z$9_Q0>D#6HJ6L0>=0KHk@-!=qH`jD!d-PM4#-V>`rUcO@(O1q)x&&^w((k%v@!WxU
zvMza<rMqix4+qaLd2|ysATIMy7@IofvUG?6)Go(Q;eYM1?=mr}ov@p@6&!~Tp2UXz
z!FH)+z5g)~25`mWox%JV3v|+ps19v$BhWL29cH1(LM6@+1p(ea)oM+<JYKKvlwyfW
z21jes5-n+ZZCoW9TuCdc@RwGd>P(rbA5*O2h=B=A$ag&QS&qs$q943J0z@o8`2Pt4
z?<!xkg+M9+(2K-}YyW)VzfHpW3cQ#+!!qB&-oc^&T@w*~w7KsNg1^1X;ID|Uv#>mX
zBNk~iU;OkFX`=f5S}s5%&vN0psC#$uAM1i#&gX|q@$Zu*saN$}sh%}G3A<o#BmZZ<
z))^(W#oIeu{*zgI190O??aduhb7A3BY;a{E_egzH)ph6#QM3!m1g|d=-pU}FCJDhD
z1#P{ntVB_u6R`@;tIXZ99XLPcP|v&kgb^cL;`QfIJj0Bb>x%B;iBl8;-<&b|vO7IC
zB80gm2qCosEE?%W5k7u?Wxdwv0<1S4bi@HWOv1mYHP7;Fe}etAk>{$Jz{-T@xgJ-Q
zUkV%EG$`NBtCUQ%)NCS=BLiYR^IR#qJaJd*Ys206#vf4yLXH0etP0CNDPwW8cSkrQ
z2J?w1ez?vdQNeFZNAanl?OJG4y%x>L%6Yqeeu?HY?iWMrkHimu+XFDOwk>N2f1*>=
zFr$Y7s?Ln{V-rK(r!NV3G7DV52%l$wmzagQIcK%>I+SjS;&_cguSAyPsfD$5>Bl_y
zP`T(p#j5ruYvCS!BIMt-Rvc9(c%Af_ghVX%`(OM8?N_<wJhh|zxQ8G1s2w+{Z1L$<
z51z~rU7s*g&KZgcV5#Mr!km~kBv7%5YWSoXzh7{|#-|_p<=5m>qI)^^&jy+QT3En>
ziRa8zxr!yWb-?#`Kz1Me;Onc{9Y^==%utcpJ%KDG+{>m>jC!$O-?%HPt<GpHZZjFb
zbUf?8kc%YzEtPjZ0ABn4M84GK-XJ7>x}dcb&9EJ3!|k)y<yz<tyKqRZFd2ryEOc2Q
z`F}7_GeeJ8l+bjs7{zX~76X&sU#uA1xle_b9dt&=TZOn=Y1$t)jM6eGF1o+L#ho==
z=LB5Q1gAokY9!`KaBAGl(dDJ+<Yr$DsQ!9Er{f;TlV&{^sfsbbH;B==SMQ~#NB^$?
zff3yc7ZXICsE4deR?4{~&WCGi+lxG>I*=LL{dmLeaY1mfD-Gvt5Z}Vsd3@$Lc<ax!
zePmK2Q$}|5Uyh}$Ky>Z94_E4fGpbxwj2?kFJPv56!Nm?O*3Ty~_b~7W0)X2P*;$n#
zW9@~l=}vXBr;n;suZ>lERM2RGrZAi~Tn;~)5O>{$sXZ#9XXs)`{w>CS_?Zyi&{US;
zzWIFMzsuch=hp{!CJz(g!I)!_9SvMA(@#({QZG+d{4$YS#3lTNds-eGMRk%GLTYjb
z-*%0S<pj2+KeQfkXfV!$hv@VbDNTc0W$u1{fC|SH^V#W|5xQnZ=L!AvksAGpdE=LN
z`E7iYEb?A9MHI?EUH*<QlBUYuVYM<rnX8CV6|>n2V7h*7W~W00p~b)-u8E|*b8(B$
zw1lhL?8N&07S0z0o;V^CxA>K*$DHbuOQ!{lOtK}{M#l;_B0F5@kezS4x%SKNl|bD6
zJE`*}E6w#6jF6`4s$pK~*E9>O+9=z~;sFY?Faqjb<ebEy518-*XlinlVWKR=mLs+5
z6>TbcxFRsKE+k=<G-;!aF*x$&rDC1}IFrZlISv2&xU$%f8;iKcWwTPXgA*KdMb%ZU
z924Ef*hsNV9qNz+-#hAL(Ob=(7~n}yWXF3RJ2ZuWHanuh-v#Qo7>p`9b`9)84FjW@
z?t?OpOiAGoN^$~jObS{~$Nz0SFQs_Ul&=V3L=WeX0qE+8s$-MV$JDd04+f6u@-4_(
z5q?Q)Y1#ecPZr3j1JEb}kH#MTT^i`vhl}~s_qO`qjw{FC7T^%7_(-H;`YWIW|9}Wv
z6<G-ReJ-TQonR55WXP`sWPhl9fpMA|cg3eqe;T=vp3_WC_hdeL-~6k)xzKM=CCWl5
zj)sea1Q`E-1JwP2LUB+<Q?GWAF}+5D6^Wa=%WH3k4q(}L^3MeB5zBKrh#q<G#Ngds
zeS%{B4?QTMlylp@vGsHOpY~U?QKRAzZ3i7mun{!<7yzjHfRJ<je_QRnTu7B+(_(4r
zW}YZLkarS9qk!owWaIfNZ_MZF!7Pu*V+YuV0)HUwK(E@wJZoW1+&ZB#lQ5MGJqRGS
z5c-d4%zBgZFv0*Ame)rBD1w|^Zpx-x!9*+j3p+IN8B=wW+%XIC|8V~I|3uVYs()Io
ze%01_g?d(NbhXNI<?9OC!Qip`-xdM|=*LDexg5ef9kAxP9`KGLvT0Y3IjjF-zypEG
zz+oVUR#ZKarFmXFW(#(8wa?Bm5x0KaOKJ)Hu}Th49{7X($}eAY)ng!QTB2lfq}DMB
ztdh_w=%j@ZcAXbkoMJr{dVb}dckG%b<ED8qPxA(ko7I9E|I=qI-al#jS;Ki?`>g5C
zJwON$$c15up+`zgXQ6ecU@mZ}YU2E30tqFlnc>5#$pNuhwx(5_nWp#>MRQm_lY{vU
zKjwy3UBKR1O&1|EZu+hEfQ~Nw;o%|KFa^u%@nRD{tRDhV_fS<TH-6p2gOJN?${e#^
zn?7e@-37u-e*kc8T2=1<9}QHwcsj;1f}l-@J)M<xctTzt2%`khjS_(n6gq6aRY_h`
zhHzT;5wix!=4}DKkpW8^Pv9-K+y5%Cm_QiX=!`Coh|+4<kjT!7-}Vszn*0O|iXwmJ
z7T|SdN>E<M{M`iDgaA4xwzigK>#p=GK=o7>i;RzllxZR5S_#U2Kp%K$eSYM9T2c12
zSQjw-`YHf0T)Qva>!^~)azf@w$zr8~Av_*{@zfab=3{hUsV!)oKf1eoEO_aS20U-V
zq;WZoFF`{Gmi>ibry!!(+V(v}fJg_iKsXsbmcK!;f`BuJh5OsqBtWA2y5&W+g+OTJ
z+bsw%bvFENrywLyfJY_t?|DYOZaIEs^i}`@HUuzl+J^2p5Hi+7Q+~;uO-`{|9}nO#
zEn)SKyuNmZY!BGOQ2=-OQ2iGmM?vtAd0u-645{Ohj5Z(Op=5Trb~;%AoF>};Kxz;Q
zE`T8Z2|$d3gM+2dmu*|x0d=JJa@W>yD4x;JaN$=|DQRf{JGLXs@Z6BB_CJIezzxot
zVC~C+Aj9A(Rshl&#$WoV0mz3TM-_tq6}khXu>)$Mp`jt*i_x4yLel`HjO=v>t^+{I
zLy%*G0JHC3^~Y;~UicA0)daMdpWBN+{%?pXOt>KKYyh4I4P1^kc6R1KU{S;yfCrkg
zO1`+bpn4!8B;@O-3AoOhq6H2HfVYOy$=F`l-1Ps|@p?#{u)3;?Ey?SU{RbF30F^FY
z0DbWB^>sE(UtL`-de{VHoq)kryZ0t_Mu!Nc`wqCvcn);aLJR4RJA0pU0Ds_@Bb~HR
zbf`f#+<c@^F|O<>EUl&eVdtD-gy8Vd!QCVKEL-mE*R#HNMu1Vt3lz{k7iNqa7R~XP
z&F7io!&AihpfOME0RreF2x`AU2YLHZHTcW1ayzixD|v^R0tO}w&&;@eVE5wIl;tA#
zd7@`@)7<q?FBjcOD27yz0OxAH^LKz74shNexdQ<0Pf&GO-~zzfw>q#2wK@>dAE;jL
zLg3WsK|sRf>@0fi83%xT8oGov@_|e~HvlXVh(7>$@Fw88A|0mr^>yE&fJg}-p*1rn
z$6(`|qhlNpd4Xkgh{s5bnhe0Mj{6A6$i9!bUJJxSz>6RJ&dtgAQ>{V&w0e4aG^!Sd
zQLo3wWHmHt0Pt9YanYQKi%SxOW(z_36>BhDUjltP=`VJ$MtWtJpP8MOX5DicYuke$
z$m-+H>7sZcIlf#gfUXI^^!`V5`@8iBJOQ@f&C5eTTA`Jd5EduE3~d4+yvhEEtQqJ*
zRkfW_5Y{3f^8x6b^-R%#j6$_;x#RgTyW=p+4j}UGlx91c0Wd5-0Csn<(;xiQt88q%
z4br_mJvjllwWUMgf&i%Q76RdpX6?<e;Tp$M7U-`v?DB$Kgb*D%gd#{$0!e2WMEQDk
z4cxHJes#*$kb{T|!Oj(e2m$&(5pb6M0M^wg8?wMm(VPtvZG1N{1Yjp2$jRTg-tPdK
z^QyUrs_(pU!pSflA{+*ub>ENU-y^&Plxnmf-zmK-Up{klcX$5#r;Vy)=vLr=a{0wY
z_oSJf&;_no2xZIfv1|KaN&njcz!yA-{pLqiKdbO~*NaXuWR|}SK=c4&uC=Dwn7Sw%
zmLQOU5|`h^5cJ8PJWvD(7NrFS4Fd(N36S*`^2f20)h>Ma?jeC0a~BtYKZYR&AnO3L
z@V2yE2ah*1Fs0Qiy$p)$=hH|2HmyAaf=GdwPtkCf9U45yV*~;4YS{aJU&mV8#m>$y
z%0)<%tF+I93UK3(8b(R?!-yPtC<sg()(;`RNiV?c`xA&d&2tytetf=3?|apMM1qM6
z2d;Uj86ZvRCLQ3X{}_;bW(C41JB|yZ+kxZvUntVcgwaDIRvPykut@;U1~8j*jy7i4
zkRdflfKZAG`GvaoZpjaV|E+hoSJ_jd_ddB0zAqYp1Ot|tuf5kOz~#PZn+geBwFHQ|
z)1JM_0Q%7Ranlpp35cu!LN_Xh`<wwbunQ38F=x-M+vD>Ecrlu4s%7&6e$xP2C>{O}
zn0NjM1;4st0}ym(!-x<~t()Od_wDpPa7HZM+)`-d)4C<<fP?E+2nRJf)X3y<xfN@v
z`$H@%5rQd)H2ZGz9@%(!er~^QZZ~*d8vT!02z>1dn503@lpBx*0isj8I@RvW0`R2U
z=D=bG*s<(p+P6GQ)J)yn?jm+>A=Oxb_!sc#`90keV59?NK;~NCBn4W?Y*0~_$M>;L
zV#gj}c!=x(^UW;RpNOn60AuY15EG|>i^OZO%4iq>`9W?T-6kuPZ@%m6HZ6JpCD3G@
z8$w3)0xG>ffDZyr?LA0V0>8((iIvr1x%t%OB(Oqs7&u;cxO6CZdVU4m|K<SMtsB7a
z3R1euN=r*8;4xe!A!XG=1@8Yo$vr6r0nAU_rXwKku=Z@FwI>7lrghyBz|&snC=8lq
z9defDeQVL9i*gyVsRQWtn-CTzgdY3w;9>NBlMcjLln(y^rmBvPj`ULv=#T$9%g(oV
z%_4o7l*d=*^fZ-~z<l^WlwuSPV}hEHdF)}m6OW$;-(Srtt!oIK5waQskrM9*#_yrZ
z04A^6sE1HThv@g$g-zfz>CcAXz~=xIOsq%=9pJ=64nVyF(E=Cnj-QyAXl>BfQ&a?P
zxSW}n2a9`H4m5LtE9B(tY#+edil|~A9v$I*x3;zYf75#5z`y57lN6{aD>KjGM~VOb
z8~>kuJ3N`MzWD#)t-YWFT5CWfPr>tli2#qPzg`Nw!Q%XmdG0!5$tNeNg3hc3o(`+D
z^a<#O7vSO`i8jZzVUOn&pNpLHJy2^Z@HR={O&$L#_VY9z5NyiX(|F*sftlGhi-`ha
zLEZj7J{PWD1>TP1<L4*D)hf0<e03<WNdfHFA8={_o?yQic-wQwxp%<g9(cInM2{BW
znVUz1w)uYt9{X7YENngln<7HKmw_ed%$brv6~MzUfoJ_6eYPI7C+E0){hZh9_uI|r
zt$Q>#RKEh$yuaM=dRGnbc=PALlVg(}AL~88Ykq1ZsMYZlc<6N^@FZRJ4K0n%pf;oR
zYd?#EG>bh2VJ1?w*J^=<W7uloA(s9LCz<?(Stc0Yi7Y<^yne04ay63&@GM|psl;?#
v1=w)KT3&gA>~>Hn0B%(SHR&3YKmBK3<H5G>t>0EL1|aZs^>bP0l+XkKOA{*Z

literal 54569
zcmXt918`hlA8pd4v2ELIu#Ii2v5m&IoosBYahj&FZQHhuZ}Xq|GV^A3cJp@c`{A5(
z?>#qMK~5Y278mx*moEsC5+X`pzJSGnE^O#;pm%<0=emFSGJ7d0BB<h)dD`ZhO0Mo*
z`j#z~)pNVsWWWh^W~r{VmuZ5GO1Y@P$tky>@5RKaz3uE)vt>yCnigpT&#50t4Dk&f
zI}SpK`}g*KCgs6+-uBabY4%du+EV79H@*qd;)>=I6`qcp5h1A|(SA|aZVt;?E~_xd
zAAa@Wzp9`V3dEvuIT&Ru!3#fMSZ1PgfGPd=o?JxwmomlAmsFy%ezT>YFB64$7rvG%
z?x@ftNdZSpv=>C71*y?Vaig;*?cA~l9v`{Vixt(?T|>l<jWjWXg}@e^!JtEXL`dT`
zAI6MXgM>)H{X3&3>X+yv@{uF^iuvkoGL*_h0EFUUfn5S<XlQQP;#~NY_=rR<@B<Em
z2RG!2LpU25a*QcG?6Lt}n^8vdO-*GM#2k!nd{0C2zlJDM>_-^>+Rw;-cUW^?xa$0h
zwCTR?;O%Q~ANO+J5_?kJk^RvA&^GYambe!$PG~TcK(Xq!6TRv*BdhH=#sRqO{ECmO
z)ZwrrhRLWsnDe%jGxoU3F1!A^|Goa#o)jWJ7xUc{nmnM3;qR(Yp28RXm;19-&x<x~
z-?zI}ubZ(|mlYeY=b0QnYk=>^gYQJE`;FV}lsM8#qw9t4`c3wO{ms~S$Il_I*!;Z`
z_q`Rry}QebkyhLRFDdq)ZQ8^kA~G9G=kVIW+vs$__j$j`x#8`&;nfB`+UIu<yuQo(
zT%&n-db+<q9l(V4P!Ff+sAEKm!uM=Wi4##^!(YE$_~v{*BfVaGChtY7qh-g1&qGUU
z@z8|NJ)4-An7O58`f~Eb!O_{-9-Q7Ic+T6Y8JJ#uT59SSFPmLg-v`&D)6-qgjTgc)
zl?aBPjguQ2{6_RiQo$Eq2fWk~-3uM>&gV@#F=aMyZ*Q$fvUb}E(u`Xpdhe```=fa!
zC85<`dvw;z4dF2{F>LN>mfBxt+2e4r0Ewm*ZU8yjq-}x=H>kC>HS5(T2g{uJc$D|!
z>h}mx3{xIDKHjW1+6nwVUMD_wFW%2Du<`MC|N6fCeOiBLhw7}-X?g5~;_LjmevSFx
zO|`YPWgE{c9dAF|?<(!CVm}^ZKa*j-SOYe3^Z4NV;ky1b?s{G2+7?Olb|@}RP+fI0
zJ2$7Or#Er&wtg`+H`n)kcT#dsgBj`d(6X^-_r7lzCPMnUOU0jdg%^>3`O@+6^7)C$
z!}*$WM@2bpc{wX9Yxj5-ult4P#z?+sq`A5IW(c0`rp|@OLez%)RxlPe0l}VQ&I`Ug
z;HnoM>;_bV$j}gOmt9c*Zl|Rsi<Exrwxv(_zTd3=8eyRF$gpe$D}#x{wS%S{<5!Z(
z_I-En@9)>BH$~Wli~S7B+slLF$J+y1w3z$K%6k8Lo2TX<ON<m97aRftg4cPwH_Qt4
zYSWALwpHf^9duYopR)y@Xe?bfe^9;K4YS|QD$8H_BYFAx`-83DH~x*6Dta6g=j-PG
zxZ!tP&~g2*P4bYu!>WDXPQ>x6kqw8d<0lS45gE<mb+vq{pWu_`%-DN>xj3k5Ip6-d
z@jMTYmSVH=IeKlMr#-K8$DE9-m8ugZJw16VE4q(^k5?i>_g$3xiw*u0uJ)%fyI)Ux
zDL0=va086T`o0=<E|?N}-zu)Z-~TN*c{bQ!gWth+-92SyXJ`MTfQ^lvN^&R<OwsiS
z&w0Ns0X!cTL`6rlu(S6X#s26omd%h`u-|Z#pkZqC<yhBm{dl`badvjTz8+ypv6}xK
zA1)#Us{M<s<@cotAGLK*Z%;R#l})Ta&;K3%eC8A-sV7iM20hRJnOUw3@ZGbxgMdQz
zElaM%L|r|_>v1cz2&lB~{jhcos?&kldz+QUq49CKf9^N?WfSesbJfFiRZT)3*{+Lj
zL_UuOOOunt9hbpOgG@eGk=L?z9*Ljz!T=ZCJ<Ip7;oH&r@%{q(!uIQ7y1Jqw(euSx
zVJRAuBBgjbwcl|cPdOhndfs=cOViV&4;LFuM4qQC|Ma`S)5c6cZ+g8RxxQbqO94F;
zCnx7{hHbMX-_0nS@<3{8YMkT2coP3(7g8Zm>Ag?yHMsTt`K0KinKfr(Bsm%LX|CGm
z&dsieduuC{D0w7>DaFXh=z8P*Y-2ap=eEGeXTVuUlOD6=J!!;*rU-blP@NJBxDN9g
z`MFN|-FB5a$Lm`1X;K(z2+8-chplRbg=^tvMe|Ml<`bl9Z8Am}Tdaq%YOEF*KY{mp
z%+4p#we3U))V^6D%&-Tge8-(IBA=OuM@m{6Zd05@)-}^^y)})ly7kxbg)!?;oyo{z
zlLMKZ@5>5`ko{3nik!{HKS!#9f&%4z5)z0cDM(SpQWe@Dp*)-&3?T)^6!+(&5(k}>
z&(i+e@ph*C5*-zF8L9Ug00P9s+lPllsUnFYC9jW{je{Pd_siJ}jpV+f6y4!Db-l5#
zNPy0^hjrc^E~|yAPvHN=sc5|K*PtRvc5U4u_^sEGeShyl2#UYVOkqn)#{0X^eC5x9
z1O5+pm-E%307y9KU?KF#z8U+_ar`d*I6T`X|4%>^DVW;1*83dFWe<}4+Qa_7sn5=L
zpTH5Oj?CIxmgbfg%{t>D;64Wc04VaFPn85wXVc~tAhx-gN3Bu|va?*Z!tJ=M<nh4w
z{h&<pZ9l_qzdq-UK4#}jJIuaBUOVWwl*-t5>W=~hpjnLar`e;6izz?h4h1nZUMatv
zHcuf;pV@8kqNR%WPX}_q-N}NyDA$_nhBx4T(I^TuFyD`hk1W)Pot>T6O(_1&K%&=8
zmD0-J=?#3>@v)cpe><|Os;V@{WOa0OoSdC&t(RCanRG`%U~6t?chIu&#uzN*|F`YT
zM!7?sG36792R_?|vF%m~RPuV4pY6tV(YrKIM{nD-_07Y>V-b``(C>c-6;+7_J*(L`
ze*P47noNiYX;%mW9*BSP3km`?=tFE)Bxpbsro3=F!2iwy%1l;s%*WftNAyYa07jGp
zixQ~V+=Q8b_;xkgfRezSRBb;%;Ccya^&Kw6oBc7P^;UOK{Bih#k3Qk(6SfWP?UDUJ
zA*cs2IA}B>nhzZy)SY6FUeNW7{^xkWYPSy1`uQ^!7m>awQ){jI=ieCDj+ZsBeYTt~
zcG>p#yXu=y%m;kD-T>ZiXa2iD2z0vEl9Hn5^TbTz0IF=qPicYlafzhd&5$#3v+6i8
zHc8BBz35kL(a_Mq%*@=GD9<<az5Ob>%m@JL*Vj9}4-TXsx5&vRR~_#QAKO<0L<d%S
zFSw01@;WP@{M!l|<UlipS+FF@Wkttx#b=^A>*zy5L!ZuFJ4PC9R@}D3sobvmu-sp-
z20kxP)A<DCQ)@fVscL(k{rT_mI4V-s+KFUp9~}F>0pAG{0Y3=6E(NRp?c=hhjsE*F
zbpuTQrnH05wG+!fUj6Z0O;%(K5=MD>B<<Hp)nDv4ydSQnrI{QiemvBePmy-IHu=2n
z5FLO(4Xx3}D1Cp{?ycYM^;<0eJ6FdwT}Sup)6G(=JDcxgsP7=C%Mc#ju@li~1wbs2
z^RjyIAI*S*fB;H9sH=a2LOlVBb7=IO1OD*db<_mkr9YB=ABOs6+JsjKC}%fUvA&rh
zAt7aF(b3VrHEIJu2v+fVn^X~Nkt~?kWgyWm-o|4;aFSIv5y|^dSc1mF&aOnMtj1!7
zlJ9j3sor=9mG35P0;D9H-tJe-$Z6WoZ0vRtb6&|iUiX;(?ZogtmiRtX{ihv3THzx%
zFVEkJXRNmuLhp4OOa56mORlPE8x}C}Sy^5n?N##UPZCv*R|2TzaPjcm_mb2P&(Di1
zD{Y2%Q)DPXWFGpKyu<a$!t+22wj?PB5Tn)_4aCr}8AhjtkyUoDcV^b3B`eh#^nBCx
zIHF)pg9owpDu`XkQDHhKu-~U*eR>xcu}|hJcb2WHv$QmcY*zZl`=jxeKsg5@OHd|$
zW|*Cmb9~XRCj`NIsSZ+ARkPWN21FkMis&w<i(R1G7eLx|w!P})8btO}8ygb|6w*zn
zbtA=%KVDAjL9|-qcD0Su!Oz7tcr(E-U#5~@Q4#saYGFLxV0~p}WPdE<-&y0zWJ91;
zQ%SZ*gkfzMazKV%`%{fX2?)zUyxc4MeXaMiXtw(zLE<oT`5lD2;4|$1-R7JH3L!{X
zk9T%{X|Ad_?1N2a`1$Q|t3?PJ6wHX8{)fYY*y*LEq3I%NFl;=$ojxo*@+`TT#l=Ak
zb!|b`G{Er>?vz##L4wo^W5??+khl#W*kS+v{j;+`C|8nyGmeZkC#{J_Y=*MZ_%y8E
zE@Wm##lXPudY#fio-%S3F7E|SL*aY#-B%d&0f_7lK%}?NVCN3^ecg?$*y6fO-rI8C
zhU0ZeS9Q+uM^yc|u|Q{^NUcWZRy`LIw;hxVWocT?IB9zERVb*Mm3>`ZU2nFKd{aTK
z0ZQ4ESN11J95%}pDQ(pb5bpHj*%_}i+SJ>&Y=z*BA7CB*zB;X+VD)`}jihCJ{<EOl
z!wjFyq~}u=`b+JpkIAPi%XQs-eK$}0R9kx_#c?z*@ojJry1YC=f_$;Xm1%5jOc`<d
z{M@!~iGJ@_+E*yV(Pj{^$iJzTsThL(LKr>_1r>qyR1$k>m5I)+__#1Gwf1TkcO;;Q
zO&{IDe=PLL$$sS)M~@V3zyDM10GeZ<#SVZp9GehdU>9-rfk8Uu-Y@rg8<2{310X*B
zg9c4ojMkc+3zf>q#IUne3q@koiF5s_P$YL6@Q{muAdQMk(rb|Sw**5}@aRPJXeqY-
zoR%vz@h>nT7!C_u=1GPT)3)_W%zA~dBC!dGs<W`v>`eFd>(|d&ROr(Jqnai7F1~&`
zrQTyV*5Tn{s?<B|w?MWAs2O$?A${zAl)tjE*_v%093b&3CN*?<d8tx%=@{}w2FY~>
zTS^?=t|6+q9Bg%lPOuQzYgpSuS|CR!L<~SG_zQ&-P4?HiKbs9}e2OD`R3~+Gr70Cc
zf;65uaVT>Ra(b7o(RQu5-enXnIQ<Lv2v<x`O2?~7_ZIWVj_+%1S&Hv?CO6<=)lnI7
z3lwPN*Z~j&Ik~u8kFrhRH`+9|!z)PzAs_fCDMC!UAeRgDew|bokZ=&wj!FbgJ$cPU
zMe%S1#R@cZ9ARwNqSOa>MDy)qINENub#p{1b1rZXps;dK?(nzW2|w=bKKk#^R{k9o
zXDrs6A+@+(6oaq|M6clfUq0CYkJEay<Nc(g3G@$NVw%oc|N8%Aqy|Ts>vEcSGWMKq
zVm$7}mUDy?k~(d4X~+}Yee!v;n&s-5UH7XWH15^{=_-B@>bW20g+5Mvyvk1>v4gY#
z|5GAA38*Iuh~C0hY+Is#+O=V9madGm50?Q*vmr<X{`sj#MFgae5DSyE3LpcJm{3KV
z2qR1!;ze!dOIZT72nX@tCvHHqm>)DmVX2%ru$_Hm6($l~Lo|ZFF1HDGSZTqzmAdh$
z^Q&ySy<NUItCB&?&3Hf+0!2ts=tt7y)4Z1z&>Q@HCfPHKO)mk3<*2KF&|3aMGI`vO
zX(&kv<smCc(IyRxnoNiH8KT1m*Pnk47b{SP=@{7D{)aQ`Ma)qS4S~oA-t~~*QCO<d
z)N8Td_o%F$(t?tAk9K=}$fz6H3#k%A0aJM9pZBaKp&*QDEh5pfDWhqb=Qqb~X1OXP
zwJHM6k<k^|$JlgJrnuvz$YwAnAa0_v`{;Ld;ic&r<zoXJ(?SwD{EecHOxau7p7Wbi
zMC=Wc?0Mlz1gA@}t^-oR1({^-;{yys(}l71E)9a?djv}>UeI>vg;Y3Rcs@|t&f2+A
zEZRt6Mu71bL|h_9$PlYswnKIA^0Y}IIHmfxYJo&tsYPKe@HW)WWTu@k{OJ+mDS<<L
zNwjzjEJY#+7$J<3A3+aM1=Q5R0OELm;(mWw{iGU9U4QuJcjP|S_~k8%S*zJ5>{6Jx
zNOaj!YG|qKAtKX{uj(GZ;q`_R?CBOn_G?GR>N;45=ZBFijLGgS@$TZ$)ksA6I*5uM
zy$exA$bH~|Ux)?eZd#!Ie{)fj@P{J{L!QtZJJ5l<?qCnMa*<kQCb&zIGKbu6QR3F5
zAE0=@dvXn#HsrM}p25Y7eNm((Np!XcPM>jDwkm?AsgcmaEO8RrN7F`#JMN5*J(cVg
zEOoZQc&KnF<(pGmD7x$;ztz4Pi+&-IhR{y@Cm4B;%|6F4@Y`CPR#AZ+_=|}etX1HL
z(qn~#f1o|NdHaxfkaO#*=HYQM^s1~;*fTMyZRgPbGmO6yO|D#&lCBfZ@*r4dGv{hQ
zW5d+frXjIaV*)M8Kvi|R8=al)LP`Nfa0qbqW&qngyJSI3)g}JB{zAziQ|xte$lsZK
zj+^`Wxx(MrKWB{0wZ2SnhMDtZSE9|4H!{Sh3mPmI^O1%Z`5-ucI8q<wAmhK|${F)L
z?fFKsyh4N5XxZ^`eSyJ-U0hF#^>+kpsF-FOCO0We!lJo}!K;LGviSY8C+MHlJ#7@l
z_U5f=W)vjA<2J)N0<D-?fuN660E71Hp3nO8_D@Z0%|WKB4+<+donBIy_8*P$<Mv;z
zco?^s8f|-jC9Gl~<pFUep&(Pgne_BC>lDW4X|v*BwKXtgi}&Jp4xM&|Gj>HY3e@&X
zTD$RgGqCu~c;JhQ%Iy1r24|+>0UhU#hcbh-pPL!gTka!|ha*JGBgGPpXV(cA6ki@P
z`*o8?LN(Wou)8t7z9FGfaVJ_%)=wM4&5b;oXPx(>tpReS*5T>Tn$=OWJH>~oouSPR
zpnrg&D&L<(l*ASa#|0t~?HfZnamM%31%@EPE@TsxHUz6C0rT<7)MvnH%!q=NQLY#b
z!(+}nOA-&nPA<$wP!XNP0sIS0kYC--%TGB@cSYzR8??oGG-p6G5X^Y6%T@<^S{Rok
z$cl`Eph&4Rx?kajJ2Rv|ov5&1RQ$iuO_LdrKek8{3P^!gg)YBrT>A7bkNw>_hB-HH
zi9l+5g)ip_{l*Z1ZUA2D#u`x~QCN~2UqVV;b$B?BoxU3Cu_8+zDrVpK#^7<zah=kd
z(M>@FAu75%EkRy7C*eRcE(KfS1Q1d9`an+Qn3s!y1jaevYTNLR(lBK(dd>ko(HA|J
z7mc(@iK|#&&@@HaFbcuWnKgd{TIv+aO@{h~k_(%37kKj2lJXJb;Fx)Cj(78wfxaQJ
z)$vFxd2Y_p&I)eL(yxyMLDA1tKDSUczyw(ox(PfDBP<?PDcZng)L-Psc7j#y@xiuO
zx;<HRX%UIx34bJKD}qX8xqoJxV-h#q6t<9>_C}O*eiNcptzSwQDJ`OlIGj`&JfTl+
z+GIt#1VmBl)kwMu?Ljq>h`m8dLYafE@{GXxCNu;gVUEw%450o5hi9AM)#W5>m6Ipu
zY=?VWD?;`w8sK^x!i8H%>>=zYtWk(mV8tdn2Q!AYY#$p307oco(BPC%BrQ=)j4ZYC
zyOP!~D%-lO$tt3_$EBPC#y5mf?hmtKA|ZRz`o>@;fmv>r*7ojjI7U&yAsJ%lu@45(
zuM_=cc49<0Lg_p}8<D1RO?SdX1KsYrIRDP4q@*h7);v;OJun-cNFsfOf_@876R&Sd
zkkiuo)*K^gD0T!?XjSj-#QLUvtUr@i{R!K!{TKM*z9Tg6)QgR)a1=$m`@qe9L@bUU
z)dZ)BK%pe4NN$-Cq0Vxt<RC#Yd2dbnzUVqNoI$PYfmK9zk?%I=N&S7@zf`6|mg66)
zORJ^%1rE37$Ai(gYx0T@%QSjyTBRxEZef~egE5_e+A=IF$?tW1evNdIxYWdfB*0&U
zO#3Mu4(UJ5_PaB!AQT#|8s&&nO1x&)-N`pBwI63821Whobj~w<sU8@bk>nrIDyj}&
z_wudMs9}B`flD`#Gqvj)tN5D&z6}7hbnpU*VL5e0iEZHimiU$I#jA_f6h@}eZRt28
zT<O`0xe?0!;!9ik09)cm^j-=KL<U#!cOu`G0XPd0%R;F@8kAC*w4=rZma1GH3rR5e
z85YH-!(u?9BYPlvdts5%Pa;JbGHOL7<8(_p<;g`ktdETg5!)b{SirifW7;?y$-<R6
zXno@N7ZM1H`rd^c-#Bhr$ET5`ha3KbRoNVqt1{m=Mt(QjF#dlJYE|vzvRSwSOu$3<
z(8W7*Obh8%#o)<Rmi!xdpa{0f1lN{(rQ64??CiQOt?zY4)Z6<<Ph=sq?K6xUWzylE
z5BuzHCT;ni3_j9FEpJ<5C9=Q}n9kKl7Ij1b4~st*A_)Lbz85(=ScG^O)l7~}>_Tl6
z(#qj0O8&$<vH_!r21c0J<TsBRoxePBH(?2ZJpBGG-rWyKqT^o~M1F0}iBz!AaZo*r
z`W2g>;;(n*@I9Kn=3MwjDHZkRc)t-n5+S`an9x`0;F_sQ2W_-ah&oth-|-WWmnShB
zhc~Msss2%1W9`d{iF2osecU(w{YOW|@LPlx%G>Gyw9m;#S8bT@i@fC9iCtcyI0<v5
z+`O?K@(M3oV(4YX2khK}lLAJE({MQc2t64BK^ZmlO4kh7gn%WjEo+P+hP|+}1Vg~e
zq8}%Fz{#Qva5%~nR;$+j9R^uGATPH;{L147s$hE@BR$||ntA;_lSp52C!o04UmJoe
zyXUpomd|HHTywP@LMGOsL`0o@bYt~Kj?lvf@8T)Z_dtEa3C*?jU*LW*3~Ngr5D{2P
z4(`@sGwjHoUJX0#q!~4skNw2-j^A=>==1mx{_aa8K4d0{q}2NM6}lzNtk*2P9OAwA
zJhN-B`si5;i5MQzf+tMikKBSoE^v6z7<(Ai=7CVf47$VsMb`>lbT=-$e^=6-!Ldef
zb&!%wuIs2k`?kr@Ey}zO@j>R6f?Lw~&R0Z1c)!x|2fp59Y|0frmWg13V>RL&7Y2w6
zqX$XgcxfmM$VQ<qUN_vprzcJ~Ux+;YU^(Ua9?|(dPBE4<G9(}v>Rz6kcIL&{*#uaD
zrd<)td-H%BpQ7v_OC@|-=Gzgz1}Z%<nj!}~O_BEk-%$9F&ObCd51zSxUX>F$RwXhT
z?P|mX52N(c!2+hTBDA|7Hl+#<BwbfyirJy|I)zS(NKwQ>wApAP+{{7RjxfU_Ow@wl
zp5J#k{~Cng;nas*4coi_4Q{liSjl!v)=;L)3P(O43PR4Y)egTT7s8Oxxsq<pJfUWh
z&!2^Sn|?PLs8+Bi)Go)R5+4h?`zE|hSm)%nfk5*{8nN+s)N$3w^u`Ir`trDxIB}U5
zO1OD{lJS)2x;~1g=L@{>+M^--sQv+OdrC0~0ah7>GOCE3uD@yag7bRo%XT#;?(lKR
zsDUTkej$IUyAoA*hZ7~=igvdrjyw&v0{Ir_Lqesgx!W|+rodnXu21blK7R#GN1{NB
zQJ7bNh_EGQIB1M4WYF3y2CQY7)h2?*D2z~&xmlHFs#{>zz(T0Cn6TxHg0F38i$`ej
zpy6JBnxdGz^K#FldFNlaxzQY_KrN(2Mi6Yx%iqu|>W7p*J8zpRZEEtYuV3EA5Y4kY
z{PHuzg&9a_IMfZP-Db`4u;EEpH05w_O|+lha%@qUA}il6WNMt*CU2|nWkuAc=N)Be
zAJ%(@!1aTSt31$cWX%2v_wZO`=^gfXWTF6n5jFxgCUkQAdWRy7$1X2Z-~)vO*%a~;
z8BMfxp0Z{{-;zr@9lHIV>v@xt7DP5FuuLch-RRmZu8byYhFO@TI*fIdO2#J0x_G0x
zSyo`ATyF2_+bId$3%FtW!%)QyB5_6-md69Zva)`yUC0guX@BFmPip2|`^qn&?B39P
zZeNgoot0-aInA-QKXvenS`0vZJa-;6J;(5@U!SPgzi%M`hb?%TWg5M1U;?_>;bWMe
zdn$W3eDV5!rHtnI;+FjTdbjZoSzCj5z;My``ugB-?)H6gKWgZ8bCb*HCfKQn=!hfD
z**jk{GA1%%WT#&VT1S{>4-6_F!<ad|;ty#cV^w*b_W`5v4Zvl0BvmS=%gNtEmDv~q
z23?FMjk6~hc9<KJbh=WFUoDs@Z9mf!ExAD(;&BdKD(2!Z4-)VXs1QL9H-!vdL>AJ*
z@2LR;7f${=NQ2FcK{&AO^}Xd{|K{U01)_i?T?<dsxsSBp<w6MId^`C;S8QM|t5+-c
zZP}J*y&nE=tN-vNvOmXKm^nNk<$B;FZW`)b+ym8a?oJ;fmP-<*O>6p1MbQjJCh-Zu
z@{dzQ-t&*8ShOMyzq;U+<p9<iBIgk?;QLwFIy|ZMPMFKARC?=v0#T+uz<hF+JvKSD
z>$N6?n@^^$Eixj%PJv~KIpN2{&9*UeI%zp2y}K>eYd&tUI)-^Zqu+O>swAy{er4QK
z@?ax%psk@!_A#8Ci8QuQ(2BS1w>`<(dFb)=2L3WRJxDlz^;&zC*g8$akM%Wn&JYdv
zK8n{j*LVNs5FWz!ORT||`z>yhe%%demqVKAwu&$@0@}bA8tY|Y&<ZSHyw!z>l~v*O
za^&DI6ir%E(y8*xR1=}N>4)&lkg6bEJFp@Ofa7)=U}5OELl7bD$9pMRA1g|7U=)Pn
z_tVf~(^0zWP$x{A4b0X@6Y3*$-jD}_CQfN1uyowz%Q{|%9k41FdLIqiDS#{AeiZ@N
z7~J7l@}W$S!^EE*+?cjutjC258Qu?@i4ME+OEf<Dfq?ve?gB~yxdfdSm#ZQs?{KBE
zAihehpp#~=Lt!G&0^Z3gf-P&iPvgH;CkOi@-G<E2_Y=*AGf`SJ_x9&Bqy$TgJ$3#^
z7Dn$8gi)QApss`O^@rm>%k+41iapg(I<Azu9dVDI26J-D9hR$}$m4yVz@}Lhk24T4
z(Sg$`WUy@Nt<3@S*+O9zq;Y5%nIG$+S1luEwvNUeDowa^XiDBUgDeNa{x$UW)&Nz}
zqYJ@1?N$-+lJ-PD)&5BGE*isc+q)F(n{jePn*%_NEm+KfK!|6tCd;9sRt4&MM)dwM
z_&S87dy&K4i3cFE{=b0~6&k;Y$nR=`M`4+o45H88TD@s8rKJvPpb2o|E@(l|v@ZhV
zb9>i(d2|FDHmgF?2v?c!3(F4M(IcGz%<RH<GCVe!sMxx@U^5GI8!Dw7;wInk8=e=Q
znh%~ATe2U|lJ{Q6BdxbnANqR(e2Avur)2zs(j1eSFU(rXaMOvKa%k|nbMsYliNvTu
zd8Ap&r5F^Qym5i|(9<qR^Dd~}vCQc*YQK}6QU+#{6hKp&JoI6=asdLokeV2!RN|Tw
z$f&%psVTn&*YxzQM=*6GEwqz^DrB;@1QN`EJX&RO(BkHVM5OWNlpC``BULu1Fmn#X
z1O`5|5sr<X!O*V}y@Jleh15=c4}w96Lt^R}tyAFRk;2#)+D>94SrY1MIs8L7vdt>v
z0i3D@`(L>=wHNk|E2=5uC6L2KOkb79oz3%+b1MdySZhm$&=;KT(IrW<x5+jh882SC
zQxsLA*E-xXu{u7y?_akaf{IxmZzq<X&MxAXn!@!Tg!bQFgq>a|I)o9#;$zs9-30FX
zFrWyQ69+heiQf%qz|-pEiX(ZbVn%tzbNqli^khr|i=3&L`AR_=;5Mx}(|don-375v
zMVC>{?zBdK{B(EdE%q^>f)qA-v%(8U&_cgIBl%f3`TS5riffWlUf0kbukR99x${)d
z1SmfcT@r*S3068uTzU%ab9?D-+|9hQ98%F1k+|y#rxK2o|2~a$#P=Xq`kjvhVVC^h
zUh+>jkO9KN!h!@dGV5duKPFG8&p(XMQK?2-MBs)$Q9z*!k0Y()Ua4@$K%MsY+u263
z!;w;RRXeN|b59+TPZ;;Jr+M=+?y6MqA;-cduJB-fF!VPwx!C~AU`O|``k&8~zZ3ts
z!}<T^kDW$=oC!=o*v>7cBH%Z$-FM}xf>ETwK-q)U#YSHUsAXwYZzMiNl>@-w{WThc
zV~Lacl|-kAO4I(n>=AJcm`?Acw*uC2UJUMseR%N>(XHT|9~#~jFSz{!8XdR=naDb1
zvax6q!jQyaK*hu3YqK8?pSEpN#Id2=`LktHk<uZOnyPpkM&u~C@hC#D8X10=6ZP|A
zJs)T*i;QD)fc;ANtyv!;PUH<l^0^EIt@q1#pEoo5z7F`xh>H*W!^`}Fq7awVQ{Qf~
zBsi-|g#kmFODc;s;7}}smDkLZyyl2hb+CC0kM{FV>TV{v?Z546H5<I6e_>>@VY;eZ
z1o{5ZqM56(>R%co=`~6tPcFrzd^BT@sMH-yQ>}{2KePz9&6mc7a?vAv-YQNZ`bVk_
zah=VN@GWiexxf22)&xpH>K^fTdf!>RzxefEKf5;^-I#05_bOLM=V3YDUkpvH{tY%+
zVBG#^nEo?`(QK;G<`lL+RS!!{9aztsvXo8q#2K#0VK9cdqwov)>I>I-T1ASg4L5zd
zkZR&Sj=3YffT@fKt>1#4$dMfW8ab8Rb=q$*(8Nsg=FH9)Z=}u*WSkJ=!WUB`5~86P
zGQM6#L_|!!PF<gb$=xRIPK=qhG@d27D=R$MQlV`R&)X(N@c&sh>NVA1X>q?4^TWbZ
zEp{f#37}$gaM+DSJ#)6wt+#}ldCx`n7#^j3S8GZX21He)&nphCrQ<F%GIXvKErZ*x
zJQQ-jf+QAluj)yd=4vjPZhKedQCpWO%o~hkO0tMt>w3=4QCz^Mj3W?QX%ClB$MU`+
zC%AJ4{vxx+MX0ah2=_*ODTdRz`}0>g-D@b}E7)9)G#w*pd3LR&sum%{Y@nihjH?F+
z1W6nup0fq4T}>G4!QniZW}Ua5*4V1E(q{nbK>PFSZ|AO{ov{SRA3#l%@>C8HrF2FJ
zx!TNTU^~tzpw$?5lXs4aBMv8KRM|~hCp=D-B%d}E8hLAFerG1LM+l#NsW<J-DOjM^
zMx+ehNLXUa53;TRg~4DegfvX`26^J5e{n`!f5|!Obg2(8B8uYuYWSukR43zGKdiLW
z+24j}q!?M@0zYYKdT3!?>@dZeFV8PHVGq1&h92_s_|>kXs<LuS=<D(W)i*&6J#Ow&
zbLEFuM`kdzIvETdV{eRoo7`8!YhNmF!xG-8g~WGK3tRm7zn38q)HYLOJhNE?o>O)w
z<*<Kdc!81r>1c1{n*V-LfUHRe9@tbd01=ur6;#uVRPBj{-?y6V;hl=Vcy=2g8jq+|
z$cp7&Ws?%o{7Ah9YR<+|(F>1+?3Z`6$2j5!Xo)T)8@{$Ue8sh-iMF;OML!m$yCsI>
zOkVa|ATY58bnb*h<7x52V4_;Pvj|W>lDh95SmQsN`2d>2|FC4d`6K%5?uI)v<kfjX
zn{0@|5)d@RK3sZy^lov~#ZZOIVKlAG3}(7}#Y;y7G`B!`KM>v$v?zWH5mYtXP~TK%
zKrBb*@_#m<3Z#2Gtg!S8oRsej;#f(A2-V{sxEX6eK`3GiSx^UDyXu7FGrl|t9W>vL
zLP~-5fF!rCxHdqhr~mIO<w(=~``o0e#Hnb$z9j(8P+G}9Cq6c$$dzvEQ$9o$_8gn(
z&fT)Sxsr$FMx>;r3AoFY`@rB|kY{Dg-C5=08tfCY7B5jA6jUw-3us`7u*BlQpwLF?
zuQ?GFWrnUk0%F*t?A_s34*p(C*~P22xYpQ>SKlnpmzbBg4$2jzU_@d%COvZKj-~^g
zHV@bvn;@PKuIr=a*<9~zUSIFVv^!Y4PeO$34Wo1r955+_+l6)f>U{<;(78tLkcDz-
z!D+hI*%6B)n<=-gP|A6dlv#G3VJ90ezy^9OF9d$Z37i~(^>of~bXe_>3^p8Pc=Xem
zG1kg&zNiP4e&bbv9J<1n+uk@44kWjpcyMJ8eLGXt!zthXaLIjMmD`6VU?o0k^5J|H
zf&9au1o!d-1~g$M2YKQ2K|8=vv9W9{EG&2b4%|W8(C4c!f|MLVLs%+bl0y}Mf#4$B
z9oBPmiw5Z-3`ps?#lDPJ(!r_qj~X!{q{Y7!dxxA5G6637(=LoiVp_8Mftj87#2Ap?
zZeJ$KH;qG(r+9{6X54lPO2?$b|3ni*Au%`n7})6|_ib<t(iW*>p>6WeWlM=kE?ZIT
zm$g1nD#4+c?z>5XnYE93_Lg)B$|liS=-X}!6frVr7DKGrsC7_d3X#CpY_R_>m&+(a
zf*Te1#O7B{y*rHYZJHarxR3>d+<F;8EYyC4!U-%JMJT*4J}=BpjXq_n@w_Wi)E;X>
zv>gz&kl8IMI`!RFobso`lma`(kz^2r>`aX`At_2PPNkp6H!8(}8zQVT2u!5(fR|xt
zF2Z9BhIg~_4Z}q|njOG;q>D}l(-#Ui3n)dbZ>qwjss=}6q+XO*5-4xXHuD>d#SpCP
zIOCciQU9sxK(;de1z|2$rRNGK&*nfSVjHZoh%`&zyS{`_vD3|rXoyFqQ+VaTTe{Y9
z%ZTeY!e5*-qlNc7a{Wn!7xde{;&O;~9x($zVI4KL%aXT!#e^XUALs4cdxEGUS*0bG
z5RO3Wf}ZY(fQ%ziBG05+d#LJur>fOoe)IZZW;4R6DcZv#c{yuCbF0*_w<UVUPSpKp
z1SGAC7{*4FWS&y97X)N8?U8pom>pA?2OOdXBp5Djb@3R|2Z~ie3TTW{dQ1^$0fsOX
zDS{3<9s{gVKw9_}jEJvjP6OLqPpE+_&ifR&)UhVau#j5YB<VaWQ(C<CH<ahCa;^82
zZq8W8GkB9T&WF?8<Hj{1*(7U=efQpqzukbD-yBr)9J-C=SR|$=FMnI$4qHSkpi2BC
zoE4(F7}*6EK!KvNAnB}-J8leJ(7Wu3=ip~iJ;(btBN8LsfX7?DhM)=@r(U*a+9al=
z<(k4o#+85!0=zoZ14ML?Eu_e4OW$jQ4+2aIfV9vvK~9()X+d+LD*UC2Xv9<_ActWs
zy;TU>kCc&G?-v)wmeV@N3>j+w+=vF9V(}GyPao>D+i>UWzAPK19PO<f=){4vF+0*A
zJJWP_noPgfP8V<GWn;CwLYh$pB(=0GT|QkYJ>v20k}FxA05iQMfd_v=Ov9~Uq0MjD
z%lG(4-y-LwQ}Q$Jc0-rLZppC^o0F`MOfU<5CG|V{l|8;cFiFPgpqqU}x>wEjAK@g@
z6Zj^p=R0x>MCj}|JDE1#5T%RKwubfZMGl$48Ba>`zpx`fLh&*o%c~<lDX!8jbYq;j
zdC3#;uChCxkTryP9FIX%-W*HB?oJ`yPGKit!yVL!U%44t2aHy|t)?>7mKT6I>SJB^
z9lYiSl#04I`DOj|q?XDktwdgHfaKLMu*=7zGpH$ONz~ShanDo4q+_YF(uydyYRV3z
zS0lzPw{$C^mZ1EzD%sJuTdu48Hc=0`+u77%Hz~kQkxLS?pe$e$NrEwXFTaT>BOo9E
zfQRxxk%Ms_^J-NOfktfiTV)Hewh>w52&+2pBxH$y>T`>B?8G3h5QHfIMqMfesW_Vd
zV2teMlj_(XBm}voatZnxD+s%-Ze`w&@6?}a@Y4flcDDS74FY830NH##^6Tpp=jZ1g
z*=ov{8H&~QvQ!4Lj-@V;!AOfcR_ES0WPAS5pZawo(`Lsh=MBF*T)Jl47}l<p&27U|
z#(J~DI42)uOjE*GC~uW0AGnuV^eV(tyu^)=T^8;R*?3wI5)kKqJ0g-&rV>+-5_U=s
zG#*&4)%6W-mIx6THqC1ddRgr1pTxKR6J2#>))eo+84HQ+=>%74QxV>m$j%_2aE?Q1
z9^;U~+r49mQMPFFx<ni6>v<&UvoNGguemz8G~O=?C)qw5$y$d{QIF?7!ElJjS$lBv
zF-%A$?|lGpxjj6k+mC~U>~s9ryqV8ATJpCgx<<i#JgTm|Ae<qx+09&>-!q#0J4XZZ
zU`UM-q%HyO?p0j0hw%5lI^&!5HF{n2z3*&y5S8#PhHLcrhXWGH?hXsk{I29ZZ#%2V
z?dkpg?CCqXeSvP$JaJRRQXCMP#P&bJzyIsJET2$y{*$N10R!{S_a6L^GcshRsES;t
z1^INOXiOe9k1q^lFfR66VS}B5UalF)KBN||w(CC(tAA9trCOTwKU)rKD=`21bBgmv
zjM{L16HgUx&&VS6l1?cNTrgwnLL~K-dQFOse@1HHEug`_?XbF9e2L$0n>%dnTQ-!C
zT3mC$$~3$zjSO$V>P2paNz;8V(aLw8&oVG(#o^)QHS@xZ?3;AX(q?o$hX^xy@j()X
zlD*MW8Mva-oVemZR?YhHPs%U9+%0*a{|#@k{(^(G2xfn_djI&of*A<%j%08JvC2}1
z2X2U8-3Z5M^x6&YI%Pup&vIyE6;|a*@YAY7sPfZPk{tfEfdrO+QN-x`o(IXX8g(?G
zQ(pZ?gA?$_9ZONR&h-V+<@|UjyOyuvkeKPz&h$Y8t8xk)W6a<@32w5{Ca?WpY+Y9F
zklf_Te9-iYxc3dV^V69KS_%sxOr7*;@mZ1jVR<augkRUQ+`7r_^=cKh^OTEE8%OZf
zHPewIp8FaL3)@>OkFN1kbroq1xA=1{))7e54M5(6NW<Is#{7Xv;*-vcD>b@PNPf>1
zOjIvsWQ$2*sBtdreDI+AZ4K*ikZ#-FVZ+wnejqV#)vEQa57EAW3VSJY3+Km3_miaY
zj@EmXS&*yk>VVD@!s+PYD;Iv@Bz8A~RQB2}c|rA$0TCl0_Xv|oyE)Z$n=a4<j)rr#
zfR46GDZhnLNQc?aMsieLEL=BT0M2c(O5c}JSO6Ma0yQ4GxtMga6ljA^61GIB`+;55
zE=bEe4G*!6ZIBUS(-X9UN-Y=Uhf2&3=#tm_;D*Y_L3KgfVFWykBK@o0Le+A;=v$f;
z&ZF_iVK6M@v4>(8Vn@+S=%HgAICG3kBbkN7JraT2XKI(F0fhDoeQPm;10xg4oA$5h
zRSXg|*W{%?7J?>lcEfhnBl7U&*PwjvzTfdRWg`7lLLej7r=|D&{Jd;}l9F=Jv>s%*
zWcxMR=J{|9GOT?%=|RrFXanrfGov3*wA*R2r3f&+3OKc9aHJ_+BRowQ;VUZgrMBF<
z;&4i;C6wM9?3JtywK;Eix;;yE{<h!4;J+=^e7w9GpP{u{^tA;gq-;qcsjJ5e-2^99
z5vz1wU0!4A&WlAKLCcDIB)Zs?BYI+xuzz$&&AEapqlmIK;EQ&Rr<vpF_21@e*o;9d
zi>nGkd@Xf{TT6;sVazT-MulxuHr(iBZZ4iC59}?BG!izQEUM`<@mkSMAlm`XMz^M)
zZvCa>1~&|<d^13VrzgjZ+l@pkjTm?~d)8QA7SYkCc=7yO&?n_|fnPvEbLsNHjBZiL
z)*5-PgQs{fVPf4y+i1Ncn92~Q@4sapfw70bM<u%*j?ARf3{1MG)*~93sq4s@e=ZvQ
zXe@>2x+Tx+&}YeZXcE29cfS7RVHn+Tz9M(y?@-r6fr{`oY6Wjf7s&|AK!{d^43cog
zaI(>p_b+GT7Q#P#XeNW;sNC3trP>WL4Y^-NDki(4S#_DjxmsQ{Yu(<>aw>B6(Q8t<
z9YN_0@oEWr%_gJNQ9u5MULe?-ie~ihwdm!~E)AX}4`gRbWob>QUIlev52awQ?<*Px
zW#{+V^GHivNd%K(!!|6GvA58ct%;I$_r2yttWW#tz#G{jY~mC&nBzpCjd2x+ZmWeg
z(48XOPhxG1WonR(6$@^d<LF)l-<n!;L@Z5(ZJUIlw+x2<T--1~qp{BQk>~f`A_r>|
z0x0LcZmfhCY9a3+9`}C9Si|P74;0hM=LTy$!JrHpt84QHD)UaF1*lMp7;6Xy@nV-D
z)fXZgzvH-9Fj)rygmFp^SW5PS^gPcv-a+>Hw4b*Bf<czFgfY`6keOQy<o~<yzVMW9
zK{B2xmVG_xc&7uID~&$h-+Ff(K;GpC0+-D9oVM{tqYUaO&mbsqXj4Q5CkjGFAvbI-
zzsG6DfCVP8s>6O8E0J?-@o(%Q9wAFF!)W9$P)97zq<!Qx6r#HD^<-D%J8<>Cb-jtC
zu~x-el*pT^{o0!FgaofMtfyD#+(L*mi3Y;Hg=?GW7mA@|hbkpYR3dt&gsznvG!)x2
z_@90AdJrWJGg`sULk1HiB?x`hh+kCZ@59C`%$%t~&kA?Xvd#!o#<wM1xG?w|vczwz
zjLe<y2v8{+9CjCmNXTk!oG3D34yR4Gz;8@l_zSbf$adQKx_M$wBk1iCrr^XhaiQa<
ziEaA3tKSM1?KG)DOZ0vvE2xF3ph`QB>>A+z<lLH?F%ic)oIwznZ=?XjJ?q|5bB2Nl
z)Uu#$>HR~U=LUz@W21o)8)k%NIhi*3Q2TpzV%?t|VOfau>IqOjPQj%i-#cyqlt!=Q
z*$<|7@`gu?jKe3(yC_kjE<hg!MscOl?I&g{Xy$sFOQm(Kqeg!H+G_pVSmURJ(eIc6
zHpV_fq$<wdjC^PMT9y7^l7O*JH7%T)0Bu~4G#f2H8_Gf<?$u5(B_oGs5gewp{K?X3
ztAj&=OO0aB!ea>kI?+03#tEntQWraetxZOH*-Z|LL**U#WfrXzff|FjYdOJ{7)&ik
zO{ZgOH&|WvNJ{whHfoHY+aX3GCuFHl<Y;Ps`V#qOdZH5-eFy_E5iI$(FiDC*#d(d5
z)9Tgv5fzh?iVBo*9{%(G2jNR!Ww33c%G~=;zpTea=uU>O;ARsRkS=##YT##g&IOc;
zL6o5O(4WA!m~f`Jq9DJq<7n>VWSNHuGOtMQ-aFHKZq^Unl<TT&X@Qs-_S5eDdMM6M
znmCku!t;3~q5b8YmuzqKQ>=NEdwKEY9PAK%aDk48`SyZrvu3A%_b!MG4^py;vF)f-
zPAOviB=ECP^1+Za$8%|E8>gbNta7!nau0ztMKjpR!p7Q0^i)$ip>ERX$``$AMnE#n
z`?<6I@I$VvO)zVU?ugB#231@OLRdCd=9D@@@&xRBl3!o`vBg$tkyqoB;Z7*vE(w)!
z$vC#j>9Q<lM{m)>nZvsj?9rLulGN`|5214sZiS$SU$GWVL34Ye6bYr)l<G?cvxo}U
z-xHt0P#TlTqQnBwtkDVGT`?d_2t_h;vB(sIAiGd2q6tz>BAc`*30DJ8*p=gC8z4IZ
zF`$`OOKL|djQ~x+=6RImQ`Y^|(9yeG$c)Q$nF!sGX8?Nl+9~5PdmqFN8E(i4=^3nZ
zJbt(Y*g(0$Z)%_XcIqiCi{ew-!c0=<Jz~vf8k&(M4Er$d>Uy;$Fi3<6#DYb_s_$Ww
z=!Kg7(G5xq)HTupFqQs>x@7zCs8evI%|lID`ErUl-+#JEwk7O2w?Lzl0_khk=mn*E
zM;Xj*30IOAUB1R(LjHlFn3ZIl6mT5QTaZ;?Ojl9K$dd?f(@df)Nozp`*{+32*ub^W
znl%E<j>v(0sKyE=;qOs`0(4Vp_*4g_zmfC=XElVC=gD=kNtI`D*f8^p_fhUW%qv>M
z_L>%zs7SS?bit)f%@LDes9|INAqmr=Anr}xLJJ)(+6HI;CSF<$tHJLVyGFLALY6VG
zv^cJ05DADw8XcgNo5B@8zENCNn}&oMTlViKR_q}^7$?Kl4HHC}QG`C?UM4jP8)hyV
z#wOtq)~M*o3py#gMXz_Wd*ZNt&S1iysL(<qwzHRe4w5cHg+j#FKVSXF78GQ&Qd;iO
zPg)Hd4E}k5?&<UN-Ro03>D!UKZ#o8@+U5TD4)^}{AHE-|_a8eS;?vLthcr<VykH#i
zeAQ^|!_bOCH<Zx0l%mRHS#ruL3R8ioqK7J=iZ#ql=s`yG$O02lL?`%>TR(QZ%Yj1{
zAgHb;N+VVq$$3|+n4c#&{Et4_#E+1;6t;WZ2j4L&LbF>@FcP8^4!0>DS<4>GfFaN+
zVo(YN3v!Iw|707PLK#L$pO3X6D03~s@F2~oRiG~z*qCI$noo~w?`WYiQFzKB$lU41
zG9*$Ind!s9GG^%C9N3y9zDRlGm2D`RM}l9(_=sEUmJKu2zn^D1>laQ%uO*W3#wyCm
zg;c*P+yT@s`S4rwcIa;qv$e7xO8IuEj5dinFbtK}gWp{&IgM@TBg{lm5EG#jn@y05
zt|cQ8qd%w^q%0EQ(mzUWVuJh&GsG;x96p|aiA5<OpAH&NT0xmxO~kXN&f%9Ss?HTO
zPC#p={;{OBv~Uynm_z|>TN6F;++vU_tuk#43IY&@+62H9Rh489m_ri!#j}_KqcBKB
zj6okK^+&*-ud&fDVnJj%I-i<ikUv)En5qaNL4ra79CA20#Hc)VPb_LuJ0PCa!I?is
zwNRyMfK4l`F8Wl25T!LL%7upeIDBa(Of{RT6MLF&3qmVi>jw%r5QbTs7UfU>RMr_g
zxi)&`SJl5PLKFa1irfK3mEbznfyqU1O2F4!U8UtOD5BdC2Z^N>P_7Wekl?zI%DC8;
znBp12T@^;Hshtd%(2H---uQTuQpR!f$R_GvDTG9ShLl@Kcp_me<l*az(jPEioVz=H
z%;*tKoOme0#HAzcLQp43dEI1e^fub;k7tdfb69CKm`~xz<ARQ)O3;`=S4xlzF{WfZ
zdv3IQM;X_Ngfz|^#~{bBqe5faw~i4@2PwfS`58j^6K7LMil8UJe3h+L6d{yv4iYj@
znG^jE_#GiibCO3Z+*Btd3ZaPt=-fm3Djz~UK(K0$k~Wwqx8lYfT38i8_+_BeQHt6i
zSmY-}i*fETPghNhl^QdUUZ_1tXPR0a5KxOOs3Yj%yofE*Kp(;;@LQ>S>|y3OD!^bn
zjgleU1D!(BqA;ie*G&s5UIJ2+rL%0(`ZSNGA+qpVS(`~}32|$P8HX*X_^5$OrmzJ|
z^qy?Zw6IjXKLu5iXSPqvz1@oFYn!m!O9=Ifk+uQ+<@Tb`@fn!b?;lZ^`^ZYkb*1cK
z@iYlEqV^52Z>%DHwkB?Who|r9BmPAH=#kZ!XI7l+xpz7?LP57cL3&8|MGL<hh)zH-
z(Kuz~&|r`S#3aw(H~%g(>hwb*aNZ*&0gJ*)k`x@Ej*3tw!67hy-u>qwLFGQT&{q(U
zS3t+2T_4Y4MnJ(NS(d+*<Y^u$gN*o4&kP9hm#Vd9PM*j!_Ki7u#g@G}oHR0*3iGo>
zwNRSeN%);X{_{|bO3JY<dh1S~n!i_dL_-%`UJ^ygGwz%@Sz|D>stq`%Gt1p3(qLd8
z5vNe|=SxHbb<#8S9wM`T5;PAOZg60JO4!_h<ci}}!?)#=er#G!w3$eA!9=Mp(i}oE
zoWqhSXwYegWHg~~D!^$@%Ij}Jy_2Hx0mu3x(@nOirHfIFs>e>@s0<19`6||sI1&jJ
z5cWXsplIkAtln~<{WLDce*Pf~EJaG5jDN&me7g(VX(Kdx-PTkQQU|e(r~ghBfZ^ie
zK1Oyt!hsIExxL*jxbMb`KaRV$3xh2ApQmw;ri&W>{K>lCu}lvEqS|Rus1G=pHcZbs
zX9*As<V*HgA<X=wEog!<3>WLR4Ed!NsPru_X$l@e83LNxgnmTqTcAci>aZ@=v?I<~
zkRn6ixdxc(O${BbLlM>%0yBHIs0YQZK)gg2v0hxM*pIwIITw{YV+@!e_U=ls!u7BQ
zjv(b??99-~WgJ?%pgBNHmN6+28DmJ;x98H`AD8U-D*_Y}ONhCmw1ud=_E|9Gf=(!1
zPEP$1k}jqZhkfLELNN0C<`QKh$AZcTq*JCcGX~xCMoF?Ntc&A(h9TsP8F6A!#KOkE
z5rHC9|JGz1uo*p9pTa1^IV~rNh9-5F#v|&)D=-T;Bo!3qQ6v9FQ6eNSw7?_$?!`T#
z$d@Os$5~b;gU5>oPP<3Epf_t}lv+_Uv+#^-v<Lbvi{&8`6S`0*8<lpU-^pqg0%e+L
zZ5K_pu1T(q&?JtO>JovK5GX%-FH<|G@rFhyf9*o!z1RZ{POamg2X(h;QoQ6!RGKov
zf6KB1gqRJ<M!^Ekxg6-C4uD5Yf0*+}3p9r&%j~Ft^plu`LNnx0r`Tl4Vy*aO7*Z%m
zcL9UUoXa8VI8^0`1!BBI2h!O7^lH{5Rck^;=;WnXGzUrz?7I@pOo16CjK$kru+!s4
zR^KcZ3Y6%PRd=YHBjX!V@mPn7epnB4S^7n(!1UfL=PVCw+LL8RC6@IrwG4DlhD!E{
zQO7_HCVe%Y<7rkhi2_9Jw$$iI4q=#U{UF&=m}Kgi{U1wb0hHDA^>INEl<tu3l9Ep8
zknZl5?w0Nb>F$yi>FyLs=}zfR-+g}X-x+2AnP=|3yL<MWbNBoG1iIhgre_R9nOT%8
zqb~A|46q(vyk2ni_j|Wx8eRbR>u?h$eY&Zc0M9Kf3CCnvskZVM_kkTIP-upH7ONG$
zEUiW^9!QrsY!>@~lnjrEhzdKh7T6a+Wc$;*2td9I(Ezs{>7E(^uYp(I5S1T9-M#q5
z{7nhU*Za<c=fTMYbw23dB<OWC!*2+F#7`N#ul91XjIcHP@qh^%Pl7LbDQyb%e(7uQ
z&BQl`RcLbUn>czC_$JHU@DCLEPz;=r;{K`p(p^7t6(}&n6D5ObH7`+zai>~X*nX$B
zOmJa;lZi?CH8iQ&<^LMlq1s;@&8$g7LMuGZRRkt|PeK38g5!o+5j6@Yv?fCHf;3v8
z!N0g>)X|)H=bVAu47NHIddZ|`7+sl6G~fe_F<m-8)C6i$J&iPxsw(^d65o#iRYoIv
zblvDY53w<6Jf>MG76JpwH?$}1iE<Br6ug5i+y$HtdkdxNPhEw$I|Iisu62~G%)Xki
zklVr`@JELjpcOR*&pRf>5g3)>QUpX=;?xGxLPtnsr5AJz&%+?xll|6-%=_N$I6{Ex
z6&9}8lOIjhF8ql-{x_vg3gszP+5S8Kh@Q9=5k{?^@|h{tBvP7zIDZOC7lC_excr1X
zMs!NkBzTFRiY%}NB5#bF$tX9Ja`5w-S1BtkX*`2u#QRkeai!l?{58aN7)c|$u4Qu>
zW+f}#Ovm2phbE0TwQEV6@(ydUPZ-b$N?Mg5DUbWW$(p41N#;js^(aPEy1QOBKR?>T
zXJp$xay|1n8l?EqW6>{7uVwWm#|Xt-A`urTe-{}h#6LH<ve&Q4IEqn-uxXf7F3Y-d
zMIA=Pe~>lU(S2x#|BbL&77gaSLZ(nqi2*iSNCXys14n=sB5hrhbV3czCq?SBN{8Rr
z+rcDx1EnxJTIeEU;mPsoBEPJ=-o25Oz($omrLNS1r;Kc1xWGbK`VHUYu(<YM*79;P
z8N27wUMiyj3L<C~I;@9>2aOto?#d-#2D0?i&K#&6+knbBYs%tK<sOKX$AOf}W9@Nu
z5XiFs6Cvxr?C2Aj3D7^^eMWqq-W$@OXX#<w8W8>+&utx9X_m6&_x|m#xzhUl597<&
zDbAizdez@la)-WgvK4%DiNGj8Y^w<zd0`zHp~%ann3|KJK^G>bCzl9e@w_GHFt2ff
z71kpr$BT9@jTZj`E&GAIMHprrEkx}{uIo5;rAyvVM$uIC=ai+PpYzJdgHqCPD|8=M
zIZ~n;4u;z&3|yo7G8vN#v47!Ph~nXjc-^HGx*;3kDHdY%T{{aa8O*@i6T<bEF_)((
z_K*fxg^Ty+u~PjCutcnYQ!cmu^T9zF)^m}`Fn+AA@)`C9N&CtB(P}Q@OZXpck6GkA
z>fL%SF6r`ulpJoBY&K(OIOXNsZ)H~+CQkUTC(M$6god?5FR=JeGb}ugFxTp&W9w2D
zFD?uiElX#6ng%4tkjPFkG!ky!>x9dY$oLEzjm1gjZPqZ<Wz?-m*3F1@jsMPhr#PwC
z^T6C546~FUS-PNzO?(D_drYN;Pfat88_tC_O=1ogXO)~Bj3;eO&Si?C?SM;<|CbOc
zVG3rnm0_`<X7Y$+sVSrxD+`-aR4*-;TY*aFuh@s8?s^t_WUOZR9wDVN^xyO!Exdw0
z2n|i;#R<85SS}rjV}_Ru<x%X8Y(X@Em7X%S9t$!E^R9VYCZ;iyoZHcw*5R9xi#J%h
ztw6_(e~osym)fKhcfvm8L5OL>@Ab|D^9v3FA_6Rqyp=m8vuRX9$+@%#^ml9Y=_7cB
zE(QJ`;Swb{aTRn_L+8Q#sqeWe)<HYD%?T08->q`h6cTvw#1e4mxcl=9+M!IFUfV#=
zgy04%#7ows#PIqCi+#Q5jM-ED{x*)2i`u6LR7vZQIe0fyBH+R^=%fP-a3H#Tp#Mb<
z=q7;}8)()V^&38VXy@cNTnjo3NOP6JM(y#$A2ABSB+zINC^A}#euVM&3sA^4p~a=d
za2dpPwE0Mami~?#!A>6AMi=3CykvEHcojVAJEg@MW6awFG*-&Uhw$j3zsy!M!V5(H
zur^^P1kKizwmu(SMP4hxR`0L3bI8=Jh@}l}%u?F(XrYFv$x10cTbs&ndNLBBV`A+M
z`{2IU7h<EXQD+!f<clI0-)M$H)TR7YDKg0wv1tIe<(`I~t}TjPzhAVHx`CF>RN~%l
ziKlzdzs$lSqil}Hdr~{8gtzvuLgT&cz<^tQZ%lo@N7#ftQwIIz0#<bV&%@G4+&=op
znk--Ed1E>C%!i_5+-xY#ME93h#&AkkMUfWLQ9P}}b7`N|w8wOQq!g<Jx6{kI!s+db
z+u?p}OBf$uZzw{HaP^Pg5?N;S9MZB$oj^tUFs^YN$#UTpr>$RD+3<UnkUF6@OeLa}
zCu&=_EuH}G29~9lHeDH6MAGx}S6)m)IBjVjjEIQl_C$LjS;8D9m(^?Im<hTMLOMSV
z#<?)1DG&K2Cyu*vvpzM4?KX=Ra7S=w5yBk`vA-4flH&LlMul;OjDyRB%~G#<7+%-Z
z-RmObS!-z>j^>!qKoQ^`QAiVDVHoJGCrlfz8)IZ4W@LjW9<{Sg_aUfAYG$<Hn_Iyb
z?lISI`sD_<iwtk6Y5oMZ+0N7(R0<E)jOSJ{tEK1W2IBvg9EQfQCEvKg?&)ToYLhzY
zqA@Pe6lRItweTzYjANvx^ml1_bWQ^W!^%II9>1x%>Qk>pCe$C<^8Q>Ex-GN(QYY!Y
zIo<KPj8!MTYAeX$W^PKT3m`d;m;d@OUE;(?9b}ol-{RXB#&o|pIduKEN5>h-wF#@)
z68CsS&7?S>l|S0m!$}qQ?hygDv}xh};IBD0+3Tq@PlTb&;1)i1uYbs@LdaMSa3fsT
z4k2EI!n78em4=<HAuSD1XiCo}VrP+CZ{x(^+%CBm*=>A9=ybCbgI(2h!Y>zT4kIv)
z+=%nPA{Ge*{Ko7}e7BejD;2&^D6&05)6be+VKjiAnjAtZ5qA2*twkfNl@=?L(Wini
z^~b-p#sAZW<%Kpm;_ivr<}g2Em||D4kqdeR&X9XSp%WYp@0;WKNy=uPfi4VQ_#h@z
z#Xab&8)#aVcd=ek$nP+}3$KL@hqYpUz%}h?54B)M=`=fgT|d-h=BVwKrY+IfTO%fA
zL-E}e9V5eI26<}7EbZqmRb9-$ORa!jO+s6NM^IyB*N0D?lIOxz*`@h43$hr_qYZSF
zGsUhqR&Vo{8cCsf-lu%u3GcH)SJY6%H8C|y8hOxjMY%<#Kc!^li@`@R8fcZ0isp_c
zgxO<@|1sU?)K1fvr$Los`Dys?AUZM@b=0Bo)5(#&F=OwyckN3dcu@yB301%T4p?Hg
zDvCeW94&=O$Yi!O8>rL7EaFBBk*(5vixLrg13v>x%c&p3BN(-~7(y_Mit$Vn5?I$M
zYG9ix&D_<Y5<H$P>$OH>91@CUX?A?cZ}BKj6GVaG0jmu|6B89*g$ZvO8n2gTAX(B;
z7HDEjE?)Ynjzw}AEeQ#B)S)&4sWc+6;<M+^8+2>6w`(h5X%+>wcBzh9gDV!(_Oo=m
zFQ;zAll1@9<`~Z~sKN$I96<Fgu~J=I>ktz7=!^~z6VsyWT2-jji8~KZZVmVI?`AX6
z?_^(_d=a|Jk>P}sX)i{2D9ZO}0wY_BAM|MK-+q8+E>XTkIQK-S#VVvK&w6d1EQ6K^
zi}GPmaPEAj|DsU;9UnNRWV?N6t3zsERE-C#CSF5FHPOSEWKCpB7OH{?9}I7eD?0g}
zD{?;nuSbH32%7m6`iyL~a?8^j6J6+^q|(ff<cA(XEl2My-XmUaXE*<?S<)zzLv38b
zlfg&Cwh4F)C^a^1Id&Zoum8LJfUYY}j^`xUuaF%vA8gD>x~ri>CZPyUkn|cRKc8#e
z&}dtHfYB@y{}o}=maZfGdEYWU@|gkjphL7Zu_O~td^xLmh~i&-q3KU|b{ldzIfZzp
zMk~f?WeWVi?2Vag)}e`%T97Zr%eMuX6>BOH3+uXZhHOqvVQ)IdZ+vr(BP{r($FZNf
zH1Nb-5m&(EIDBDvp@)l>)X?zVfMHQc-yw>!D%y9Lhv9p+k}~yF35W1B57{4v#nRw<
zdq&%iu=<x*(LLnL%fl{c!F~<#*Vh)h6=)ycJap+@z)>-OW6o=NMe6d(#*o14JZoQ=
zysZST+PWZFCn_5$EShOuJpFu5_njwvYieGDkwAV$aB#%v@9cS>aSsDHGZO#XC3S-v
zsYBn|j4DbYME1zN9|h71zk4;RLNXfPPDbZXmi5ZH7^$*V7C9*l<-M4E?7l(9te5N>
zO=x+NewX6>tMd}C4X3frjxA!*;#Z3>X-n=dS57n#>qDuini?4R$$M{NgmN;KZ-O(d
z=Qv-xfrr|}#eO+kL+=ngSN+cne#GH!*8OQVBulTbA(kM6A8f6el_A<#!aa$;-z!Ca
zL<}3#-u0se4&EzCms570XP}QSP(4rbp|D|9lLpVLoZ2bFo&*IfF~|POmgOpPPzm|<
zvt82T&n%Y{kAl;dyEx~`<`E5C%ak#+ogKaU8-3~~-?%#T{-|L1VkXmI4jHPFM7p`W
zBCS${z5U_q`VW8PR~h^qUd!&jTh8M{Iy4h+r8Fk%Ius+-J3cY!rPmzz{yI!FS^K>c
zCj0R6f|c+Tr($hueDEtIrvwdc&M8ZiKgMH4s%S~*ri(^Ya7kEf;WW1&bfk6pLUy>4
z=&<%%V4k(Gd?t@X$r&l}`ajQMScJ23a!v@lr7Dga-qwt37zXi}f0VUreNWyHx9iWg
zND%zu%=G-cq=_B$i7|Ax5!LI&imX*)eRq^4W&Dz!?CTM1PvjQYXLStE!Ea&b1mo4m
zesdIRy5y^+;cil|4?ki5`7L$E8k(E8NeA_}9kyYC%U@kzxSX^y_%kW~r$4-5Kev(j
zL?nn8qK#zNE#HbNqw<p~{_F^1{e61-nA)0Jrxz+v^VY77NUcg}9y&~2UxY1GQTVOB
z_1~M%iu4{c{)Uy$<QiMB+joq8333Z<XxxgV3%JxxGeU0;naNW&|5l(L*&4nCG!ryg
zQEwKhA4Hn&J7KNPIGBxK=<b7)t#8*`7{7o24zd3d+!Rn6`G`K^wd}sy9qv_k8*m_3
zk;;Rhieys$4^E}xBD?RL`t#Qc35%0LTHkT{B@vj|pPY{lT7;Cor>C?<;!u-fR`_#R
zDfuxd8*2E9!sMw(RYK#%X!%iE_&wI0=^7pg2T%At<B!a(bG00eX)EN4mGS81QHhPO
zD|N7TyVg-@TXT5wP!%_EMG|USGySGNE&mDSv18&r3XC$tI(#jbRD_l7Ye~M?gS}Yy
zrs6XXVMVo}v1ump_H+Y`QJ*LtOIwDS@YOIYZ<K2l7UTCRitbODgcwkCto_=pdj;_R
z2V5QU($Z%-e+PmW;P^0&G4gB#du_DC#_q?*k0lAiC)DN`5Oa~osUMe#vRw#x#BXvH
z2b>BJ&2JraF@?`PwoM79T5x^#P$SX`+8o&zIP|`vHCqcv&xn7u{HVtjR+>8WO_xj8
zMxnvb0uc{+eaz+)-e^IwY>=+#u<9>rx*>c1os3f<mO;gbThamP1xqBBQonq|kc?jg
zo@nH~FkYck54y`CYRfI2Cal5e7jfs<Bf6j8+IkZ_*H)7UqHS-!YE+7~wh|BOrYUmJ
zPPgA3A3Uf-y)=p&FK9Box`*D7UVauEi?KCfeiswTuy;lPhoqr#*dxVW<DKW{ovh$9
zdd?q+g9j-Ufn^j7H1MXo)j`?0`-LT{B2g^cS>i6qn_n#?lY*TMGc6X>Kt8#Gu23$>
z`OHbZf>+M!HM{a>WH3j{8A}F^DXy#S+zQ&u)o{L=g6)E*F-6!ob!794J^CelBMSNg
zchvh=F3!ZuHJLl)tsd4HkuO&1N{ib&B^S;#jM9YG(^_YTA9fqvne}4Th7HE>Hg<L?
z!i^%rngi$D^!lroeP0GIcwVNRERL)w8%q2Z*Cr1Kcz6<^20n93V|XZ0ydBdX`MyCT
zZ?hPLxy9xGM(<B++Us-5WxlVB<@xJGM%aCcVPO#kB{Yo9IPt#U6s%zShu870X?jHD
zWY)!xYPa4V9`?4Go|=g#p*HX0PQ{a|%`$Z<rZcz0FJOcT<IPSOFzT|+zSBg;M$KYb
zo};n-j3G@Gn-cc$EvEu0w=hXr;6pV_$ULfu3d6QPfu3+~r8SKDX2hG+deBQfae6#g
z<H#+n4~qzIK2iIZW+PefU2^k)v=I9f7o(@ZR*F%zb-&H=K--mPA-tby{sQb(t)5Pi
z|44vK?!i!7u=AkeQN98(91J6L+DC_w>HR$Trr8ee>1?q<r?{T}aCUMLTIi`WJYNMS
z;4!)llZMCxIaET1#&*ot5u`+x0M%9*{40nF)ocX?{)<8lN%^B$Swv(Qz65Q%z<2-Y
zsMYO@h3HbbLh7(H_5yM%c?l8epgg~w0A~mE?=;^jp_dvr=GaL+Z<I9~-j!4#Y@}*L
ze+l0sHnrBqi2sEegFj&16f|)`p6YbL2E+F5o|RQ4G>U_jGlf)-A@??fc}PL7aM)dn
zk(R<?(}S#nXJ3+I6NdkAIm`VXJ8YmVlGBKj%}=*D&**n4+&NEcZ3Ju(z9>zAwoA7w
zf7e;eUfi*|y}3Fkv`0<n0K>f044i$aY@0pjMM8xFo#jjqyp<)i;STdfAk8;uHHxUx
zhIqQN88@~KF^p6>Tqdl31X%k)hMqLizZ0&@7ML3z2A@r)glypNpY<?dtMex2@5-N7
zf;lud*D@3v^~GPim%kysHYn+qVpo(jVUCKTurH8Ga(=_E-<K@3Z1S2+GnPhGftuAI
zEi74WOa<e&(^Tk9?(NB0hDb99D{gOQ>pLb)ktXCO<Wh7}{;x74-9%gq$igijbEbz`
zDj>?j*H`7cQzF5xNV!0Z_MdI#)5Pf$GBB~)^Q4g&_!c&Rx*Ea~b`bWk{+HgD7R?2!
zts#67`<fcQdU1M-rkyuPOI1kc;E^Ndb4FZP%^Kq2-J%RajZTmQx}3~g7!?zTI?l$(
z*+nGDZG&vbzjQ$|`O-LrqUDBvCn_X&awys<W6YK)>~KlaTN01g{?XE#guImYcXZ+2
zGDI0gNxSk|8eM9`SC?;DY7XMJVs(>rF0gd*GBszv`1CG&ubH+z%&09^lC>z5A;6vs
zzu6b69LAGDYs&Yt^01hICp)SU{$a1S77*1ys+&<DXNaEkKynhpCf&s}eG04Wp66)|
z(?lig2|q7xecDaWUHZHg_S&+o8O@{>IXy6W!XWBz|A|h}{O<t!Cn>eX?0<YRcH$g9
zO5ZuI(4qAW;AR6S17S2>QCWQE7{9^4ZG4>`kRtO*NNj~a>d^nUK9u^V7`gj3tz;i*
z3Y=K~i3W6bWDQ+zsU$hf@9SWR>n35<C)hB)Wh&mSdu145bs)eB+aF4ZE=9@mK)Q!6
z0Yl;k-hP#-0B^W#10$mV;AqGSj3Ns{gOh*-STZVd4l!LdeCbOhi=vRFU>&&vjOw;V
zKc^~YIhuw<#yU0OX2PLpzMPM@3Li;6Il@HkO(ino+J<l88`Z&wmOQfQ-G;4Jjbj7{
zPdLS7@wn&vz@@@S3@b5)woIy1(g837Pt2*}w_(b8CbGXpzAa7g$Z%z@jGn$RiyY;t
zrdaji*7v#=iy}-ARu&W_7U&}6)a@RMVNDtPLQegG$nCv*eS1z^Ejp%)mj2nWYHff5
zrf6BvVbm5?x64-36o<W;t7;~eJQ=?55cMP4<<{(MgWFjMJQD3EE2uVZgeQT`mG2hE
zJmQqm=~97LXGV&2-!D<~f~r0I1gCdDh;HLf2JM2Cm+aN_^$Tmwrb4+cT@g82x}X^o
zT5qHV`~j)5Lt#1L-^ml%MCoi|1=82E5h$w+lS##Qlgr%_&aRjnf|JQdUp6Rlrd&)C
z?T~UHIqKoj(SJsAz^rcU?2K6uyb6B{oULHO_B_1TUlViL!N8|)-bxVD5&c1=@b}xT
zxF;HlI;h5u-TPT2+M>GmSZF80|6sz@!{gYXqYF*61)J6Jz^_=24`1wcrV;Te1{*3|
ziMZ={d_0vR$lQ3aHU9IeRKW#v@G8A!ROc8*#a5~;lBkGfg7Kw?wFQF9B$EBn3J@r_
z#{Qlc92)<!TR%MFuyjG$K!=pNL12>y9~*P?3)Ncq%{%AVll;Q(;<GcBXr{iSqLhCP
zuTBTD*1{IralQ<@g#DrFC(nB)DkI@3BQ`YNhU-VIDEv;Z3fd3}ue#T|EMt*D#s4qy
z4STE<rvKPd*ja7CMNn5xB})4biI#C`m&%w>K|;c){lpf3MBJCg0@-berDFSEl{|!l
z{1yR4JbE^Z^_$Y2*QU`0O5m8eA8J7BX-5X+3-~Q|?tQoOIjW?p{HQwjTzEzyZ47_g
zPx?=cKjAHXIr;bU?+X`C;kOzzJ#HQHnyfGjM8bk0HdZZo+wL`deNvVrs)FNJ;VNkE
z<djLt%=_<@RMfMkAIcCWyOG=sT&hA~k7#W5y8^l<Y5uNAxm`kcIQ$s2*%^IH59`}e
z8(PUS)?;eZW@4r}KPT>18GZa1+GOd06DWd#Nbi9kjp`Fmsgt}G&hWR3#n?SUkQ8BF
zcodPO(vTsZLgTQ2rd2WDA44087yUZD(Q0)}v4hhxVr1#XC5w?EX!DU0*~OTfh#(g4
zoVmNd`>jsK4$-@f&_4M_@npD8vQ*PeL0QQPPXT58bmCeXLKMSh$!;kDCmbBe0p6!6
z;%7AfPwQd#Bzs6oWSeh-*w%(U3X5_Nm-35_N$DA-b=UijJE3dZ|4>Jio!cwK5l(J1
zb9WQlO$^nZQ2_O%Q`4f6I*IJ5LBQ5F$t($~@Y_PP&%CH>Z9#cv8K2cY6px;4eA~;}
zIH9jHQ`9M0)&1PE?VxVVFEqMUmg45vJNsGjl1TfKyboH4puecKHcPr3%5<w9H<0&v
zpL7yRwLhAowiUae^8(X#3*CffGb2h)^p~`U!e_3<AG6=ARA0SE?C&(6PW!!x{8H7x
zmvp!BAqj<Fz;OJQ7?tm?d5_vVpFUJjSrub0DmOx^bMYX(E7%}}t1?|IIFH%*lPbGb
zGU3`Xwu*UmkAiVTdKkYHF#Wz~;_Lb<h=}!E)m-1%HI1s+S)9nQ6xQcZ<y#`Q^l5h4
znGH&qomG0Im%57Fr}sR@5}VhyP*lxYP)g~0x{h^hFW<xO-smxj(Nl3L3m9HD<URzG
zW7bpa^xi}6gz64^zdXaxCj8Bt8*G|XzGh!I^~!8{HcSH*_Teo96`1n8U)YfbJT59q
zDSioqQdG>X$;Pe>{n1qLQEdSk7QF;9`D2lpT0|3yw@_#m=^@Cxr{$=0ydQ5$tVPDw
z_p`m9j<g!gV^*>lQO)p{NGDO()rpv6UfPH_BdRsWa1(cksuX2IvQr4)X+rfg@Iw`W
z!x*|KtNqw)r6lf9c!Z!7fyjc4Vd={#O;jNMP_0@_$mXO&Oi-7DxLwxY)=EE7BApF6
zBDaet6&A0s;wyU*8;g6{ray{W=u&3`xMP@_L<f5(Mf1}ua}&FSk2UldZJSXF3~4$)
z8Z%l<Fb_PfKSU>_qneNtZR85EV)igZk>fA2X!HD%aLq5eC09k-&{`OeWcDHmGR$XV
z&upHpKFS*lzsI=B+n7Ozw|sG84yS(JFO2g<)Q1VH3E^}M`}(Dhr~6z$8C}0Aiwa3}
zKT%7~MJE4nUtVUquIOrV(((KPJD*g=DVG=yO#51Uf?`y(U-od3FOh}duBntB4C{)u
zf1tzbdvT}Nt3szo#F6NtID~vNP-It@<-V0Ic}NrVMVopqt$z^l`YDNuZ)?J6<o?m+
ze1{^Fd8-+%ZJT)~nfD-SzYslgc>6O~%x80L{s^+TDw8ofrEbzZ{G_1Xe3Q>V22uk{
z5lF7#)t2ysG+$9Dq4-w?{&;Vy_<RnFo5_GKx(wU^>mTSve|4598=sYv)(qB@sVDVP
zuUd`Q^*$*k!m~{8krkarGRKhC#Ndcr!wy`1wrU2Gdz(cFhQ00lT@s<_m+ghguhHpm
zE5xx-!VZTv>WBk8GW}l}{nis0HW3;q@GW~-+sb+$g9+`)K=u4#y}F@-bR>wnSJ=M^
zMBRFcQYjqHmRIrbKh5(ud`k5;WGXl`!ld-u^9bsNTGUn=JGQtAJ(R-CtD)uZdy?cY
z(AaMgmLS_Ok6ZE`uNp?D_zh1U9rjg`0PcB?F==AqoLVcJLE=&<+)^u#47734RARHn
zG}~80RjIk&kSWOCWWMMS9BvC>HHi3ry}+G@-7Ne^_2pqwd*6NZug>xej3g2<EgH+~
zwECE}8(zy38g96)E8TD|CBn*swU0@b8$Tq7aU>kOh)`4oL!HZuBlEX-B`Om0;H?z6
zl}al`>4e%IxM8+G>lCA)m;N;s=E#Sy=Hcs{Ju~q@6N4A0^B_17(o~vAv3Ms2e-tA4
zB=Xe!(HlE)en;mcx4@)2f=Tzq=sLk=ZEAm~OQkfllCVPH2!j}F><?6KIpp-3n1Cy%
z5Sqo8+E}%Lk^#)U?rE*9Hle#>r2GemYLZ|Myx!RA{)KEoQi5;g2c;JB*Tmc-RkJd;
ziQXz$8=;4CbF1l?_KBUk-@GKU83?RxSgKOU@DQg{G`j7noVI&O7m|ofEZf3g7g$CW
zqv}dy%BwsxC*YCx)@Pq`o6(Wkur?X68Xcte5b3}2Bw#Qn3nIRDEkrd4&na;hCH2K;
z#?&uJ<9MMp6nOST@U~%d1itsc$<uF!E9@w5Wyb$Efq*YuRWX4zJSFAtYzAY8sMAn(
z8s4G&=vI2C8LV=?JSEytX49UFP6k<XEk&sVdFxqUatUE<N;M<O?hqH12Kc~c#8n0X
zN-_A5QCOXWJS}MLCJUv!VHW#tw^gsYbZVz;IR*4zFiIQi?6oW9Z`=uttKLa)x3l{l
z5OG&a%31kOH%yfq2-=iFbFWbBj|4(te!NkR+cFhhnesZB;gW=0tmJI7=W_Au@KaH@
za>Mk*=p5+58eMhuEWOnpA0JFRiN#ylu^TpN)Dshnvtij5Wz7q8nnhpuqry2BZnaU~
zi$Yb0IH=e;dw48KUemgM))7*AM=^MgVmOU7E7Q|;n(i7QW!4amvV(;xyNS1%d%N+L
zl($fV)y5a;gb1Whj43BV7}!{QG#-4RT=TGS7`&4znBS=@SkOcF{KJaRrYaQXQ-#2V
zrVfWwRFOW<790`kd>`40oI@)Q_{ks5%H-eJf@Wvu>N@Dd{#KS?{I3&(v+2kHBfag9
zk@Cz%s=~}>VSdc%YYY}x25FAp>Jte}s%G0zWx~JI#~$jYrb@Yxu_g_D%@O3Lcv8E#
z(qMfB$cw)%!>!pl&y0*s$Dtd&VKsl8^hfpm;<v>ZqIrx}K%2?(mQ^#*I{7hoWnlwh
z6vGpRQ4cUT28NZ{-DIlv3q2$)w$VEGQskyiGXsC4i#G(t<6&sJn&AjAQlGv)r^pBH
zQu+qc(1e~*Wjb+xs2Mbo?p1<wDGA6iSr=IN0(fNCrPhC(`!d@7HE}w96<vl~jyl8M
zcV51?6RnO~wjOM(pW}SiTBp^&?%tt1PCb&UjM2a+Zj!A4qr|L=O*DN?J}Wo)m*ROX
z2OU3gkUM}$x-a@tzbi)qtodl5vUrlp-zLy+kh|W&LdvrW`WEq<VBlyt=Y{%rB8`g>
zGhrv4-Flq83T?%#f2@IUM#v{r6d22h{)H605^F7zPwFa-<{@P$A>BzDF_9I*U)W;u
z<>^BeYtW`NrPFg_VN}+()tsNiy5EY55@KIFS6*g49hYzEE;15SWG{v@Tasm{BtXRK
zor`(ER0boT>XTI_D_OqKlz6g@z8?WoB2&dyp0jv7dC{L+?%8IFTr#pZdUmUm=3FMM
zn2LlKH)svS+@=u@{ISIrQ3Icn-YS~yt;3VbQrjdiB;##d49MxNtqtbin1vvC>{1=s
z7v)TnL^j${A?UrjaXGlP?skqRrxevayZbyWNs@cNcj&2XxFEqMr1nFD6lP)e3%_L#
zk8Y7D)#IWJ(N|WO3bpd>BnaoBWXyzvvyrcmX5(!x?F$7f|HEfLz60sD=`)Ia{s1?U
z)1OUQ@t@wn{P@!=Sy7}JbQp^NnWEOup9<?lvn4_QWTk&%j3yT4WcOk29x=xBys!`6
zYCl4l4fRY{c*DvPb+E#UWUm<}{_dV%49>18Xg@6blTpDH4rb$?L{{_fNerGvkBW%3
z3X}3g(vrz%7Rz$So%^pVOrIc=uMDGft~Vg@C$ao)piFE?dS#zi`LK&peqlgdy?GXV
ztPXo$bs7bA29XrA3X&??nEcE%(dV<f4&64(6IL=9cNcl4dB$V2`F)y|vIi>+zKx8)
zx@3Lf9X86rEK5;I3FKt&ZeKDp&hXC79PDqQ$8Pt$n|1`~Rz9BbzJGiNc~gCCn@g&H
zpNh#H)6H?YU<yv?rOzhdP=7>`sk)F&!5f{7(4NJYGxVNK{koIzMsRRPf%o=GC;0&W
ziGt_apst{*9EL6W+%Y@@n<>8xefLLJ`_td+4>}zdj1lE=RY{i7)Mw>5!ut_xpXfcH
zc5p19tC>#qs}o7r=W`M)r<t_eD-SuQf2tSn9cGf%9VVs~`%7MOIeoJtNCfN~2P+w>
zfHcM=9YLY9Li88RwF!ZCv-mUeT)EF4DC+r)^7lR)B?zeDrv<4D+`bF9d|!igvNj5X
zS`<>xjp83Pf{xS}a=G!gBE&BDtxF3y6RGeJ(SEyhDi^7LK>Mh3p?-k_ok;JZD`fdD
zE6G?h{QXd6@R+u*#$T3BlH&XVlc}46JUMmlnuF*W7+<dIb2ga@2MDKUpiI%FNqSmL
zEz=5pPD(Ov7+-O^Q=6R={+W#<k;mCW=^-(EYkaZ)^q0KO!4!5ROX_GqkUPy#X0fN1
zvI8(XKkb77<5jk(A$fpPCZp~x<VDKhS%Kwo%{eLP`R7{!+Eg6uQnhm?UkG!YuRuH>
zoBE!!75qD8D73mw0vVF;4$}X{1Y_2WrK-hNdCCwy<)_M<`f-z_i98>na;nM${J5k9
z6PhS;e%5cSud4P)`K2Z*6&gRJ7bvz_!lDOPkt~w?=G-Gt%BY}qtZka4j$LpN3PwJ=
zrzgVBS}Bf_Z-epZQSgB(3j32GHOoZ{x$A@O@7NW*e{Oy2F!T=MY+YwrNz9W9o_+g;
zg3QEGEhB^__=Z=*9cB(iOUmdnLf>dAtTB^!qrMW$UE|mbaLAQ+sKfVzF?zFVfrs`h
zrUJ1I{$A@Z-tZjGU1Vm&N7diO*xg>9z<UV4WFjj2J@vhrw0FIPr6;{=XYDUd%@1lB
z$b>xgLv^q7(sq&6rFV;z5Vz|VvO~#W(j3#KjN*flqPgl_xcGFBHJM<_zrEQu7<LOG
zp8Tj7y`4xo*tu51`<{>a`{rq3Y{>wvG6o5|93d3VEXNP(51-0qy^B*m#sfQjbHfX)
z*|t#Nf@?y1A>xgrB#rJ*0wrtQ6gQ}#sz?0ST*~<4Vm!WsE<=woI_XnY=<pV^zUr;S
zCY*7mzo(&5-M^?l;>q)5voZ%2s}D9`GI`KNMNkb}23Kz_WMY%k`UIl04r0V5d6&K4
zOnb(U5%?i6*x7CzJbV2S;0ZWxVz97C)qQNjb>M5z=6$X?*&04g)%n=8ikH4z(RrY{
z^g7czunzwtcuJfkO45QsSJoTuG%Ih{woSaK?Rar!lWUYInY-!<Fhzu<?dEWNA3U<J
zxIcF(oYfWQATgncD@aX>D2<b*+73AC;*%@d9_t0s^KbgEYqp-0>|{>9F+9FoT=FDQ
z-AHMfO!Z}7`*Yz~o_XeyOoAmit=p7shdmqfBs1>XhF=e!pxq~DT?y4m$E0DC(tl-b
zUxf3EdrE}^{i>r&&zY?#-218}X;~0o)9yrF98w370U>X8Nv;)sSm6AGteApGH~9lI
zK9aE&f%%to0M<~yl+l^zzrPgFM}0+SO9oRVY8gewhGgaugw&hbvNjk^7UyEfR~=A(
zSQ?IM#pS--ji)qH|4%@dBrH;)MbDYqTSy_gF+oY~{U=q7TfT#oErEAlH-GawI<iez
zJ>CtbsIDE3@n|L}qso}ab#w@@$rcn9?SPjW4Wt!X*<U-&Q973ZT;X#vgV3~`{V}h{
zSL(0#V=L2_r-s~tGnxDB6DZ}?S*g~-Z1?95T*_{ztFpT^J|nTGcbjKYVwqFnyGi>;
zN5=N{XF4cb4P-&7uASzcCm9?zJ-m2=)7#Hk#{%<QmR3}i0L_Ge!&q2Vbprmd5*YP+
zY*w6czDm(?lp4=;CW3fp1J>8T!B)PK-G6_MS!_v^^0t?4oKxm1%2c!IWJ;t^cfLre
ztj%yjQ##x-eXzaLRMRfisWYzW&UqalhXMdZAb6p_OFv^JDSE1(7prS6rt*7lMt2<f
z?$!gZuC7p{#qR+n!v&i`!yZ}O`w*~OdQk+&0PcqwF%W`5g5U}kB%~oY8WBA}%%S`C
zE?zPS!u0w^uby3?n8O1(j|K1$Z~j;(1Com`fB{^VQjI_uEqpI`Ti$oQ#AZO$Vs4kq
zZiO!yjSv`0?3-%MF&ZlPWC$U>q;y<SM)YqQKKdMKujMP1oyEs`2eE&dJA;_7IW~Jk
zu8Qwsh}?Rm<(uGRz2Fu=-h9-5T%5-xBFe6f1qGNe=}G55UxAnN*m~Dvt&Y2XCRP>}
zhZu1mD*)f>d>ZYnf$%9Freev0AQw7-_9GI=Xd!3_zRBLY%6h&<e85`UYJ(6hz%N%X
zl7GfY7d2haX+tf5LuFCVK!v0I({?A@>m;wLDh9B<FqRts0H{eb?hWmR2hpV9KR&k=
z7aUnxSqL=)Fe~%`83gaKtbFA7=h{S1Fal8XLLg<5w16@uC_ygB4j@hPc?#<%t*2CJ
zGL8`L2XK6FY+g2e<caD1`aJ*DVK2)KPzolxExtfv{AIQ?PxKZS;88&5TH*sMr5ffr
zZ-Lk?u0kc+t{k1Cqa&sv`*}cc%Tvhx@x$e?zPPy9I2%Hkm~zPi-+$!q``EL-PExB8
zW$;U$$i~9rRjMk9!2NcjXo2EfrDmYblDSJJyEi1hdw`DxPO+@t74pi<LuK(}wn&1w
ztOW-hntr7^r^^fC$WF)bDBj%OUakkCT!0gz&jGseyfGii`7~8kgHS_Pde6@tz_a3B
zJ&$qAJ@Q>k82&fM<@Mjv@d7-6?7i`@5!#f|P}zh$1$bJ@Z_=iR_2AMOuz9~2^Xr1s
z)GDf38=ZinATh%LxM_fLatCMIddyMPezRE5J~l1KfL)-&DF3Y(d<fvwvEgUct`)=z
zL|CQ+v{}3kqeQL7_8;>c$}|~0XKtar1PFVjtpto5K>u*qts>r4OooTQ1<xil34N*Y
z8T}|6CS25LWRHc1X9SS*03vPA@s3)I1T`1na**D0yz&*D^M4Je(PU5BHNzcfxA_Qx
znSiU&g5c?L>RED-fkNgpc=Vl}#AnYs8}_LoAz*H0{1$C#X|b@i-34R{V?cfY(-D|_
z&|<y=pN~Vxjs$tu`7{8w!S4;`zLB$Y5<q{|S%K3&V`(D#`ow@A^eiZFQyUvEL*+4@
zvD)X>aY^_F4h}F%-UBKQH{@;51EyRAU}}XzT*vxcbiw}uZ#Ki(a#fRhO@Zq&`E!5?
zimj?*>;SB+U(?gQhqD#;FSngw-9Tm}&bD-0b9364s^$;~N2^k&IROHM0qQcmUS@ZI
zyV30Q<tM%$l4#mZ{{s1XB{;Mx|L;n^8Q`@5k%Vv1+}=TPRJ7Wmy9OM;1P9+mot!?Z
z>-(?+$i}!C1j`0sK<|qQssXmccr^J#Lt~>Opt<P%Dq@0YH~`cKtPKc62Mjw1E%N-=
znCdzXu;HQsgG63Y-U5O<oPgN`cnUUjsq4Zb(!+qVBWY*H^f`sm6xb5_5!Wrv&ktVD
z>kArxoo4gcO*3x-8qdj4r;bwAsW1P}Qj{ac`Sz;p{*x7ioj4!`%vJz;5jct$LXr%~
zw+>1(`88HEsj$GZ3?QKZ{R*Cx8PS+7YUYxUhldCJ47eQW3N+4Y0}WuE0+IqC?s0Dl
z6k9@q2%t%Uxxz)iRqk*OI_&ILV?8GO)@3Tt>&<)F1>ot5MPkdEwh3O(C_B5k<zPWU
zB-4xY9RtKq-NXbgg0j=@7sJ%UX7v!xpt-jWJEJXFhT_qh0DSed3($BoYd$_cIu89<
z5a?g}gSF>^g+NY@*137T=H~g`%o@NomX`B;@c^>~tYg60BmB|3J}oaO3x?uyZ!+g$
zj7`?DnE;R;qs75HeC2*Dfbp_(0{WTxhB$olBnVz|3)elHlN<s6={G3~-`Ok3kON-S
zrvATc{V5m1L5Kb0V@k|-=h?Syp*Z^94&}=O5E!6s=d)`UQ|-ld_17%mmq}VgfgO1c
zz)4<nzS!A&wZ6}uw!ks4Y!Wba1_Dt8!b~-3B7~KdG5)j2W5xyMXq4dauIuUQ_{GlX
z<lS}I|DIqbOd|VFs>@P_Q6m5Vd^*T^p#_IdyzfW#cc*h+*Z?1n_wG{gpA%$50;Hwx
zvh7Yg-^+|`M{WVYqyesscYxB=quz0W1^F3ZPoj)vWn`EkujnX7MNs(rAn-4+<RWaA
z5RsAPC}rM2LuqMgE!3HQhV)em{+kY5QbAm)AE}DA%PXq#0h!F6YYd3sUjE&@@XA$H
z2t57M-<vzIacexaQg7Explrr5MC9oAv*ciB%kTzABXi`t-Z~6X7sl!LgyN%<%q)Z~
ze6lu<>TY_)*fg3jTlB4=eSBg}E~okU=|#h`HqORcGnwH)fH>Ai^5gBqShMoUWA=>z
z3^WvD$DI*4*9_FkV)HI_e;BSkv%vet-}CblU%v{z=d`7WmjtMwtEhv;l9G~mC9rGk
zo_wZC1UFV^w<hokva?HaEP`DL{L^a*yuCmBLL#uHczG373-?HwogJgAh)FQmUB^&9
zOQ+pvZ8(|D-(}6LRc|(K_yZ;N_!o{a0ea2qzn5Dl2tpIg8s&;v4G<Q<izDqlqH4=U
zVqJ-qJ+IoQSDTlFl=AWjS30x-h`l8E(T)HzRpWhsA^6ZXWq~<)xjV-PCrN=00ZM^T
z1#|_25HesrKwiyN>!Xah9_EyO3AmFZ@Wn`;yybJxcGFOBf53VnwoOsm^jI}~Y_0lC
zg1Y{6Ir$$Q4O}Z}#(16At?fz6QI*IXA9pFBMj0><0mKh;#>g|+f(!>^2mz``x(Ho3
ztQk#RNg5y?ca=IHy_v8&-)vs;qYRrQDA2IEJ+3=8!|_&ao!^lzz4q@SJ(vkbWn*U_
zzgC7wApqRdaVwhhw*?zK3^WLl7kD4xGKwJ}JxH|B05BcE+vDd4dCBGb!)qP@Giv<V
zZd29kZEYQ;^?lbZ_fgN$mqRb-)Psx5<81w{o;3H*r^9Ya^_-69^<QfxlgBkSUbg=N
zb>{mW2vk&kCOk-hjUHr6*o1&FchxkU3E<{kP`v&^(5A|aDa{Xu6|sk2>t1?K)@=eg
zrwZxCgi5@?wC(6YhxxAeI3k|_8#TM*pHO+ZQTnda8x%ia)KKSneb_8_8(4iG8vA|L
zYHVyQ^Nb$jK@QOusc-M{K86VLMDD!>)`+*@P;(~tE(y^D{qBGw{xs|k3i21;5`8En
z0^omm$$Vd(L;e!&+&uqL&JzGPVU$Li`4qv%G!9^q;v5;K&kxrPKYtQm&#(TpBL;WF
zhK~de83J#&NiGp@GqaFE;;)&r73zs{C3`2;vsQdhXT1PC<+Ny7GQJ|n%=`&_1i&PP
zw#}Wav_hqF+7W?NnU6w*sSErJlBm75%L%W6W@-Sp`>y>{sbUtOjts!27fKOyb&pJ1
z#5eomT@q)_L7$P4Val48lqRzqXG8q&Zg6Mh8~u)HiY}EMNGO0^Ux%{oTE}x~$4iOe
zvn3vK=+2S;KTnS-F`Qw5g}Mj$D(RLguOVOk=R<W$l4_8Eh@7nbw97$!69}P7%E`%1
ztbj53cY6UYD5Lc`n8{m+QKROQ?Lv(ZgjtykL1RKtOvoOLgAUulIC?Zt_e12d1Zs2D
zKF41iK>)l6Kwyjm)Xg%!qssd2BfVQ5ZjimQtwt#Kp9^#nPIqqU`E8x;@diWKba8+c
zSl8OB?F*cy08#V6BRexYJGs5R{UTZ0Ha>fA7^u&<0c!6a+=f>2sHvsq9O>kx%&lfJ
zCI4iilC)--N}<hCX#0!)^Q`_b0#lp)$qgj4w@feg2D|;<39q}6e!J%n2!GGCStom`
z@#{a|KY#wvP9HQpwRS$XHa`m9Hct*mGPX!c)9%C&@|w_nOMtwK-)oGGiW*vJbt6_v
zmd)V!58df}pmYxqVViL_^ZH-gWvCJ_8kcM{cw@l0Kz5+fmzNiFFE5`^-qpRI#t(b*
zvOd&5AbdyQ7Si4Z+(fqE1n;0;0SXu(e+B@k<A21<a`pBINWKD6xT=;zx(V(*0^61Y
zs#g&9>FQN6r^89}o+B8*^Y&98yOU;!vqL&0%<KVF(<Jv^rW4TO@n+W|%1@4X0c<fq
zWdT5^(=Gpb9|nL~UK0O1C*HpF0GWA*2+@~xs{gpEK%>_pLge-fWQSEpL<#sE_4SuE
z)@__C&KMPH-!~!L$e$~&?*V7o&$E33!j`%)|9WHIwt-}q`ejiX&@q8`G>-|TXwK;Y
z2$Q^)$AD`{o$Vd~xiLWIOc>ALtOu5%=;1IBG^rFYQ_1=Fv<D$r-9ae3AdS2O^tB!U
z=A-`)i435||55w^zS9v@3KtLp?|+^vfOkgCykvI{*|;-Z<}@LE#!T?bNsXA2ThisP
z|DJ<-H$>!a;8IHX0gQ_q@D}d@aLs*a>%-_~-6*5+Mo+N!b%j3v-+OhC*Ql%GKoU*B
zCjJTtkjp}hDZC~*RzF4ng}G;G?Zs8^-@`m$Lf)==F)_dQ0}-9`r`}^Y!~q7Be``?d
z0JvzrH<2arq{F%9{ZStv<o*KzK0H1`0EYT67b(r>1Mh1Yjx4b53pe3V*QAcXL^kXW
zfQ2~gf(o<F{oKg5<K7HYEU&$tP<P()%NIyWwY$69ykuiz6Vz)6K_vo6Z}WNp0-&?z
z78M19xH6fwt~<X2;Un{(dZ2(LsHCjypoVq7WddBI2LQ#6XRKaPK~n4UZ`IzWC*>U~
zbmx~j|1u#c<X4dMB<rBA`H+~H=rl=M)W;?(0H(N8FA^s+H@Al*oIA*2AOj9+^|wEl
z9T5PN_)(+P^@HHQ`^mi<55OEQQ=x-oYh(n-mm!>Oh9_M3(QhDAC+0=877Sj;RS{Dy
z*wIDQ+`SoRt-e9<e_+*|Zzsw_tYZt4bnLrf+W^DYY`#j@Ns5sPKtDlhzsHF09eN>Q
zcrPbib>s+O+f#FM13+-1T$lvG_5tgXRIoJ6Y@td6BZZ$gY*KaAK_eorqPhd0*4)Yd
z9jQAQTBNb;g~x}7?0SOiJwPRH+D`a9wBz`9p*9fA@<<496rR+5-5(Cr*HkH^4uF}h
zz<>>kmZwAY&P}kWPM0r1GzZwtE|9cA5?NP`nsmXh0uYp=|DT!D9KZv;2PP{cAlgZ?
z;qL%wA4m%w0OS(nhhQr`ZNFt@XBXom8f1>@wfaB}Ej!%=AcPQWX$wos`vT4Ajaw*?
zAMi~=M!G)|2W%35YK`GQ=)1bPnJ|^>0Luczd-pPwouF;VoUz;*i2nPhK2(9G4|EfX
znjddLY5{?TgM2Of+(BM`m?*LzlCu0<^L<21>2=XvTwHVqnnt*;`@Nh=F&y1KKt$}W
z(7UF40Tj}V#zqbhQi_{NW~ZjQ0fNz4@>RSNXdXavPvVDPp-p$2kvZ2U&Gs9@ko*z?
z(N!u_vDZz3G)w>kxC1~hUw7K6Jp#9mkx+pvQnhNmaftHQ+<JhgX?JKe-ew6>YIzGx
z>bkA;LqNHJ8#@l_^O7uAd{CpyP>BFuH((zU9yq7hPw+$@99S}p_FVD>p*o$Of=Uem
zJbvb%1EUbkCupL$4cS|+o!&$Bxhb`Pa*GQ@?|YDw`wTrpc9~`XDAsIsJtoas>NY^7
zr3BqDLm)o}NO8y#2C<C?f|5N?{@Di5zYAbpPFW;D)=;#l2jf?b3hu3_kM6(-VhqCM
z1&GN30970Y>%>P7G+`!=A;ee4=56$wla)wdN0#IS1f-C134(kF+XTGd@zPHxFy;_O
zJSad#s1i3I-68;s1Zy(<y<HpH<Yf~GAbWEva7{OhUz$NS*K}B3@n6{w>BRtXDm27E
zDjq-^+r2me>5~vrV1i<jw+>|!*PbBsCy@Vn10-&t4kMu5gS;>ga5e!!(*XAk(8xHA
z2Y^TV@4EA4e%ZW)=3PX-0^PTT&aZ+1RvZd-_b}f%0YYIfC`zS3LJi3?YzOZgcW(U&
zj6q8aj@Ubn_oOKhL}+41=nKABNL>nAK#5aRQzAsSI!oT6bl8!Q8Xh9+=CNJ^;9gtb
z=Og`(+}u(W=)j&Pw%-U6{{P!00GW3WG`>iIS-~#YqIuSUNA#Z>!`BcbA%sK9i-s5C
zZ-_goiLE=oH%BM9ublIM3C3&V^xw-Vh<&`3mp-8EWzcE}gWzi|(#4r^Gr!0wVg`eC
zzZ*Btffxw6SO{4;)92<-8{q1idwQlrnsKG&BY;jj267))$+K4wYwiI64*j3vciDMb
z7D7jDJ8`Mr0ymSzJM8M}+TrK+Z=nU$(-49>sM8_XPZQv8iHL-R7CQ*ae-rT8pe$Pa
z@deU!0J#;Y;sIn4ppy-lxo+=4zr$SM5|1n%{uQJ=yC3}eB$3RZ={R)J*Rghqlf)B3
zFt|alfB&w$96fgMPlpdLDC>6sCz<5c8i14o{d_SPNYE3xfG|OeKBtfsdC%E&^nx^V
zdz%7OgrVbot_0>)B78ZMiINn^+}-jrG78_-EUm1_h+<#Y_v%nnQ}4~O3%Zj{>|N4C
zu>M^82m+Z#vdhrli@<6yR{*yWY$d%!DWf}Qe6fIzJu@?-L;Y`>xccaU)Q1$rf0YVV
z#NJ%6_lPORDX|I&$ng;gGWc~_3(AwlryhNB(@g=1i1iW`QEW~e^+e#fGT4<=DrTEW
z1UNWC@@aq_MSBv{SLqKlF3Z&U1fiW<11`F0lY4u%C`d@dATVpiL`M(%Jl+gL;sa~S
zs1$9{6M)lFK+-Jm{c^qeWWDXB6gM|FE&aEVbH)J{RR(O+G8LZHey&}>DMrcY|Htao
zHfc9_HEGww6M`v58ZSAv!Xb;HstWMSpehG@1czJyPtY0#)lZF02EW%0-&Uj54^KYi
zEmL!Vb2ed3+tQ6PwgMe0kO2{&8WA|52;7mxY!RFq-65a79&!M)gA>B12Bb@njajhq
z{QQ6(4wN7OYid+`SGk0YkB4UnHvR3(dt*;TCOCkI9W+A@G!=T;VVPn7CQazb;#j_a
zc*tWrObBr6lc4todUu06*ZMI}iW-BEdnX6gDWt*V_h+L(p7{G#3!^YRq!zLPMTKm^
zRM#cnyWk#DayL2GNF1gChs+cXce-~ECs{)}$aeSd+B67aw!FOU^?J%&yK6w-0f3H)
z37=gX(u%{kxSSFhed?cHITAemH5c3hXLi@YvYOF>v)0yrpTTLDy+oZj4DvwG*PfeG
z%l5t)?rrQhs%-|F<ijr2570TtWYu@1H6J|X#E(v?vJ`<&l7{`M)~nZsX*_9r_&H{+
zMvZo7xo^<3U4T>gNCk9gXRWSN-+)jHDzRkku{};hLMKRv7y{>pv{pb7tdR`P3WEek
zi2>W=YDxk;4zPW8u3t^dOTc$WV9{qgEPa%v;N@aDRC#!<w>YnWc~$my*%?8PD+(t%
zPhOTx<+zFXvFzqH;p^Pwc}qv{eXo0Lo_Im`zvs?>DMq!Dp!pNC1zgS`Q4TECZOCl{
z$oW8{4W#h~>IXqis^{iL{;WL@Faeay-=HIhf<&yS%pcyrbe1{fjU_`GA;$*>1mk}l
zf0hO}Zpn)>Gw$5WXFugn?X%eRBq*VWi)K4D-Arfl5Wn$##ofrnK>0(<h7k^BOiwnr
zccb|wO1!||R5R2$o%l*;37H2UN>mIA20ffkRcB*jCAqEbK~3-CRX&YH8m(x7|H{hi
zsz}U$uIv?!m6f4SXQ^<I`V(q<r|0xFcSsQGSLcQ}%k<E39bbVZJq9QX3qKQutUfFv
zAt+wqB@IPxBw3BpY^gpQs85boGxo2*5K+&v&08{J!ZM+LDpPX^%-d2zIKS6J1_`*x
zD`cWudTlB6-IxVC8agb-I_zoURpDRLHBlw-O|q2?ZO|!XP|c_g5zcwEJJ4i!uSs7)
zWrt=+=E|DeXH0*+Iu}?Q9s$*GK#xHy?uOIDc;&UH=I{OD^0Aua`lhZ{RR2L^wUC-=
zX~k!Db{9X_$AbMjJX-n9VAmi(@37*IOl>HAPu1ge-t*RkB+Q<`KJ&GI{~qr(xL-^v
z<f|{s3O=dtT#`eRe{KA5XlYLPQ7o-vNw$|P3D;A3trz)$e>q*02Wn=~wJ=QB0Jh#G
zHL(Uyf~K^YwoNiY{FW?W>E!i+lJ+%STbH#S?UV&c;9v)F-<}sYSj@Dd1p8}=lFoT~
zB&8#7^sArK)6JclUGXX~_=A?2-FC&xT9KDl(2r(NtF%nQ|46Yp@)Y%;);ZGCP?6QZ
zh@!@k5Te4R|JWX_sDBP~M;^En`0LE11RrE<cwO0ryDZ}~+}u>lrDgbrcl$Q*PEHog
z3^5wv?h6LCJW@Zqm=&3+?`IQNM|aAXSSncEycu(sCJsrD<=l-tbme9RbX2{K5<@I_
za|q69F2BQPXO?-AcStMg{A*9QV6`k8I`NiY-#5>6g%gTm!v2U8S|GBm!!zEe#YdPg
zSisK46U*5jjBd=Ak0Ryn4_UqQhJ!rOT=?L8-R<7@)x}K9gFi-Jl27HACsrR|)-skQ
za{hGdSGn{4YxsimCt@Oa7&lKV4mR(VCIXK$&HP~yV(en7h@Mx%?yBj6*VmxZwP3Z!
z4|2|U(N~mxoW7_Vv$U0+L}g-f3nXO00a{tzNd0KDd^B{fEpSd2ytXZHJ{I(HEjWft
z^**G7w1SC~ZhZIPf=EzRR_Nrha`N{vr4Cp+I<}e8EXM4&u86P)v}pdgJbX5dunp?2
z3($=@GlAXA?q=q2nCwE{VPVK<fvHICw$>K@fK%AG&hBo8A0+yJB%M`Q8(q7GTiglm
z6nFRH5`tTBEl$wlS|}1MxVyW%6l-yJcXucS3Vel@?)2XWIZLi<W-_y8t@S?l{WjSF
zT&Toz2p+pkSRlVRPU<B@ikMRU@tEgPWM#<VH<|P@z?-Uyg5`nSOyoe=>X-U^_<w@j
zxlqPAH!^LvD=V9DUo)@p>-fiwNW%ky<uA01S+R`2TPqqp=>v&uI&@G@qG?P^jF5v&
zQU`1YH`Q)+={MR|QT!`~*n~fHGUkprmx%k)v-pG17Uap55}Ef*@Z@EtZFy0>tvcG^
zd31{|*}z|4&{q2~hqW$<dZbCqjK0N<YT4PkmhcX-^1bYyijCpYRJ;k1RvteXvpfK$
zeqQrM6ux;Sdx||3>Av*LrsHj&o!VO}8G_E7)GBw^YkfqT8^CEVDV{IP*G}w`2BVfi
zt1p0-yt$(dat-3)B&z0Zfut6?>Sr}>f(3)l>U7}|+b+c#SF#r^1R~q6Sam$%R3Bv~
zaSmI#<Oyv76`GG$1vfNO!MO;8ML)hoN{w#6+?>=jys~}ncy!>p=}i=BAwXbShD~CK
z_4mc9D;SjIlR)J#nkx@bkQN9EE73IMpkA(YzPCsN;3krSe${G<HX+z@JBrnj48G4_
z<TTySvNqENbXz00lD|oSOP6S)vJq;)^})Ev`BA%;TV)OTs->jr2mr=F`wvybGK-MQ
z=RY)k+VStC)!k*MW*$gc6B<9;N)dHWncIe*pOd}X{gvc0>VtXRXMg!B6?s0w!=Y4&
z6rYO3&Ly)bKW@*W747t<9oTdM`NE+?aaKkdqL$;9BS^>}<LU_E4`Ye@9WC6iuBCPV
z-kRr)VrhAa&Yi#sx5BPeD1{;oHbL3kw>U-k!PFmy%T}iGxo`x@uJ(NDBboSWEjq6B
zJ_q6Uo<ee#{^m3Ez8k((`1E1+@2}fkezTc5DT!fNI?|27(hR=woWNmG?E0D<&UdJS
zjg)T+^<xk!h+@nhb927Q*yxAoq6h&2DZR1c>)B1z>vOk&zghng>bs)m6MD4Mq3S>y
ziBvGUXGjHdzXzTRmGDBWsP4B*tm16Mz2$jOxvQ00<*<E^B4L@y^B+pmf*Zp9RcZCN
zVC4Z2(yCjfQ1$Q6r>5gM`YwBEy>_>8VxLF#KL%w6Q|wo5Gy3OvJtrqaJuQl5IhgPW
z5L#A;hvb?VFTP{hZhQ;+fleN#EwJ-kf%L3z?!}>CASf<@0z&H{fLuH9ZmNbC)95Bv
z$1jW>AbX}3$83@-6l{f&VC;EI!<qbQPLg6`g(k5LUiZbI>p`E1Tkb6Nx7EdbsT4=a
z+<h>qzx$)U!@t`Y>SzkO&p~}b_uE^)_ey$Ruhd_63%uNea%jv7_I`dxQEykb`Ap^0
zrS58mxSd^|uQ$K582ubUG`4xe<T@#lDf|~#uM@Z15&f3pHTGzAM?lO+w(@h2D>sR3
zVXDfQCSd<P8c8WiCju+7x-q|zH&TT?p5CTI59E#D2hcqww5SMSz#-Rn+FNorW)FVh
z&=FR>ew0S0QX^*ZzCQVUjXE6IeH|aoB>8w!6yUQc+z>Ya9ZZiSR>4R9S*<eb_ZGuv
zwMjvTEn#`ip98<4K*OdP`e(vpZq`is4E3+nPl*KW-`x#`I^|j_WUhGxT=MB)IFTv}
z=GDYtgzAE_)c|~n7H>k95NP_H?d8cxEk!CDCn;nK>fKx{Q7YQ7&v8#5^621`HVjvZ
z$ek0(pvT(+0?grPWUJrTVy~&v(x<h4m%gJ4uX$OaqY8hIu6zC>#$@?B$88;YU1d>z
zp(0k**E+EGm&~SVXNb4)75UJMZRbgO^ZZphimV5MPo|;eyW7!UO-rw~mnY2(X2p9D
zHPca`8ZU`G(#%88Egb6dWi|3cGa=HdlV*u^GFCmVGA3hbZ|qyNWm}N@yYt7h!dUBl
z(LwpF&k+1DVLwV00*b@tr+A*E+_*nVJf&S-yxSuv_=Oeio9*-U*QfMS@=xcV|0eTu
z8I7?Ec`kOBhCTk0armQ)k14BjLvB8sKwWXZ?TkcHftO~{^R*{^gIOvB5?}P^gt@cA
z^o<(l-p1%l;)hJcbHybv9t``a$ClDq4okEp?_BS#PRh5P3c$45RWrk)dNehjov)|V
z{mKW`AXh2erv&%@Vs(?xW>GhUdru*`vYw`=#vPyHq<$SmcAhqUX!5d?(hz@O`0PGx
zq}SndoAuX=%E20@SU6<*As{i}@3ouvZzmFsKcfWV5AU9|(RJrB5Uv0IM5)D8kBm7P
z41ALNEBVv75B94Hw`lv8N>ih-4_-F<TdA8=9?vHfy}5!iAXC+~Hc4D~vljKfk4ShY
zG`5YO+{Jb>-r3XBvx$L-R=3V$^gES6+YsI`9bz~eoZ|}rPdz9I`-sqTQ>a1m(n}=X
z+VDo%f5!0J!Z0Qz9`x&0*yZ?2-`nF?n&YqGHXnd<oLj%6UdyF|PxG^>o%Vk#fw5Q7
zO}|qb3V+9Ow0-!Ee<;x)&tV*5&`a(UiII`8U$@S)`PYpO4`E+~C5>-kKB<b-5<;qx
zAnk$urzr^71F~AT96%ftmlO>lxM3pAF8a!&{w=zhFYVxah|COjgr9k}v_3;H-S2Xa
z-SO!L_+@okJ=qeZ`0q5~b4YzUwaef02L{<jyG81tpS_po*{5zBWcO%gCVFOFnFcLN
zoccpf=*dCXmP?6hdqgo>2gu5Q9|Ln`iDo_BsQ+N^Ox!m~J>2-ltmgT?g|6dxvSH^w
z;sEQQqKzb8P9*u{((RrWSut9*Zsc!MLVD!{vNtnZk+#)nW$Pz@4566@VrEUKFW95C
z+hA0_PI>Ms&HRn{su%|fgD?BW3ZD2}{(4hVXehTk`{mA>+_U!mZdh#&8uWktwfT2K
zO!Ap|>;9cEZ_gpM5eZ~S6gerL)iP!<(^>EicYER};XCcGbE%SFQh)L4-pf7^+>}3`
z*CY|pw`6QGoBw#DSxr>Ae4CwI8Q??XAh;E;*J}DQkMT!Scb=WABu#0`Ax~P`?s$QJ
z&N|F@%eu{upAC7uo;o=k9i)ssk$#<U@sPLlo2iywfS-RbPIzZ5Um_q8Oox-p3h%nd
z{d&NC_Wir$4C5#7c&kOR&#do$FV+}*xxliFCXFF3!&49M<JWI=8YT0rGaC4h>Z_H*
zDKYF%N$ZEk_^lfu0z*;U*`IT(oIrc^k`J%Unhmu0;{=XN%Zq+HPF(C&!MbvsL`j_X
z<TW!2oT`Jp2{ib5nwQ0?n+XS^L%n3)ouVoTN?5uj9ho-P`2*4%N|*n!R8w0hjO<O-
z6SlwH^%nm4Wrjto(YxNFa2)*i&+gwmRi;7sZWl;(@%Nt;mGMwyOf-}*g+m)Np4s~`
zYrf9U)?9G-Qovb=)!f!I^Q*{biSvBF-<Kb$2debQK3}jNnD**`nt>aZ2J5WJm#d3s
zH+D~qB*ks5jc4%z^WbU4**vOYPs%<O_-k*UC*5XWL_zZf4?(NJ>ibqmt+66G=`n}7
zws8RU2}Ek4hGx`68B^nM=eH!7Ub{4d+o~EqChnG)P{tKwA6MoDN&1LjoD#yv4kxJc
zB%Rszs`8j-!i6#YzinH(vQo2#S<{|ejN*BgWA`j8zn%ZB0Ha0^XYHP}PY1s>gitoY
zlRy8q>i(t74oy?(=_GJBn*lIc7W`wPn@_mW=|Y6Mhe;nlM;81Ul=|`f^;yO2;i=#_
z1Q!nQQ@HFM<hT?cU$rRq9A87!rdj%F794W-SjCYBn((kO&kfM92|Gf!7osKkLxh@B
zHr_V?l`gD<JfspHAKY#9b6YsWlg8N+R<bjza1wEtcoiO7Jm<;1-{Y_o_5XPwYgb2p
z-%&B%03TVD;qzZvcxBE4zPZlq^ya;yKea#480z0&n2M~ol#wgPlZNiEzgp|XvAd0!
zzc>(GpXMph<blw`&tE@(Kt^9^SO2m1HVTn-i=7C1K$l{l`bT?7uLs}jNpH#N?XM&6
z+GPqrwaR<#l0O4}TRk74ab#!2q4WN6f!JXlR=WNf`7>Pd7JfGf{@yp{Ls7h@afw)@
zzRb@7$M=8Uenr1T6C}s}S0JE;!UITF^~#)ONASu_3A};<>6yZO{FKv}A5&c2*&bJY
z>02M8sVlw-nt#YJ&5kG8hL*9MA->E#qrxSv{@z&gU-OLo$sAM&=&orc!XliG%U|m_
zqJ^{#SLIzGQf@ZL-rX}(@gMM813F7{X}$MRyvxN%x%CbBc?SlGFy}WW*#mOidP?q%
z?{gaA&twMXXTlY{XLxhJNjQNUVL{1<Py<gNR;D~nhMab>RKtAsM2<o>xjXjU1QcmC
zCy9W)v6<P@+h61SXAJ>2vO3CR(}yhcB5B`khkoc0<4BFaGJ7{EPMy{YrNkJWx;;<a
zH(L3Pgub;6dZO80C_C!v#3XK+s-I&?BV}FI`ZFHhmlC@R^@75ybCNsv`A@F@s(&}d
zJq)iuFm9~tsxVf=yTX&n29t;vl10XUWtw8RY=UD^gTj4wg+lMC52jA2Cy+&ati{g1
z3us*9+%E+ppFGun%N)CNbcSII=A`ewrhCHuA&75@xs5=(@l;NjP)Gt&{C)`fi7j7W
zY-HMtx)c1hgx1#9hKEKuNDz8+CMJRy=zuU=O~=L$nB(10sWii36b@_qM5H`G-{BYf
zfm=MU*Fs6VB+K~)Youbbr#vvUf8?VpS-EguY=JO-tnb?m6{6~d*L209LWsi<lfqgS
zX9-ozcsMMyQdl#RS+l%(&p#;JZ&zgi{)835b3J)EAN#UEB{Ci!_q3Z`-QBok8<zoO
z_u{SN7UV^M=bzMD{2$P5Nqu~ov32EQlx@??GpSW9S4Y+a|B74UUV*B<51(&LI1koU
z8s$ck({@em0@OV{R`&px&nsYlb-PnJ+$59s+=+MztOVP$=twmCgEESMLY62nvh%1}
zPdSqE7nrDcNUtqxkPFf7{0V9z{m=gn6Zqi~h=0*VDlmbYX@*A7T?#y3N;$glE1#sO
zknoP>L3BWq$1~i$He=#2jHOI;;1dQj`AL&!W<k66-6J!qpVNc!IyJeSy)Vgq3?tWv
zC0WzYjGHE5-H+R&l2-I8y&h}rZtS;$F=VU$zK$-*3Sc*4Jw7M$IM>(TdM2l2&nYJk
z=m@mZx`Y?$api1h*%63)B50c+kw>QmWi{0E>G%k3!qjuhi+tLxG|b!N7RS~a#1e?u
z(_yU%R(=ef^m~!p<(EHu2?Q{}EHA<j7H*(N<NG-uQmJ6dqJJf{RWG|$N~s_6#IiI{
z8bS=JQ~0Uj7CD{`BF5^GcMg_7<xrMi-HPku37nWIH{+KkSv0KeJCMdBMi&AT?hI5b
zx|zq1#w@3<g&2?Rpsi;0PW-=={)nR;v&;<Lw&ON8a1PVIIMg~WuxOlQ>DOy|sUW>P
zy9x$+kH!DAMU*SSiI2PRGl-wmCNLbimxl(QG%CF#F4vX2Wf<_*3J=ALq4PgIL>i2m
zX9e~}^|~N~F-UV|f!Nk;p_1ak&28#|x0bdJLfUC;5yf*!QALgja>75vZ~iMUA~|?E
zeYL~HsYb|0nv6(%-@V&E?+inLw{Is`)J2rf3H+E)iY1%%=j$b1wIGz9mOKCt)yMq~
zaSZQH9CxxAhpgVwkobQa!~T>iCjpWIx)yB0a?ba9mR>nfy0K-oM?1_~_YpMCxRO)m
zHR0aOZX^GB6xwo0^{2i|-Wgxi&Bv}<qt=K;;*l>e`IlsQYlFyNkQ&a#G8C4N3Gs>B
z_Njb-X$5gw=zc;EIGwdioAdLmo~kLQmW~10F7D|#XtL4g98~V}ES8aPMn+WWHveQi
zES&<R6>;P^htF5b$JESGCh%!Z5O`1)e+`IzxD_$dhHXrgRa(hKjdsvGVXEC%9;>LX
zn8r3KIceMZ2*~t(iF5W3mzkuaig(>PpicLCSXkZ)J?v`H-$GR%qb%DWomJMd)z~N_
z7vVy}MkDp;mq82Bv_*{U@WJ{LKpKst9r=qY%9AoWRFpqLQZPzK2kL0$#UYPkS;!ZF
z6^T@~ewZ?Gb@$<54<kE1vQj{k&k(-Y)ncDTNh*s8p2>I&6nXpWUOIjbUWRstKjZ%@
zFsI+)x$RHajvo%K-o21k>0JDK9e4|zgnV;yR+eZi|H3TML*mcq6H7TR4lvaw8=GqM
zI0Tu!-%4oqk%~7Sa!k#vT`ppj|L{SW)(2WNXW8zeO8-o}$KpkN{YuM6YN350I};bN
zhQBi%RF>y6d>?ysICZr(71R>$teky)K{tbi-Ncz&Q3l?J-Or3n*($1p+fQ5PC5jyK
zi@<yG^1;Zlco$cPKi^PDN9bfDvi3No8I&oDl2ve97ptARE%E}_fV@bDZ{xb3uq_1`
zZVWnLrOV&eTi><O%aoWLtPZANEny4^re*bu?^n^LgAY%Oc>HT~Jj}Y|jhrK>zKA+k
z@ldSfs`(fTyE~D;7YSco#hB)Wp3bOKhwuJ<v8=*S1Zew_W@kG`i@7c*RMDSw6qO(7
zz?r5a0ryKlU0|R<7q}A~?m%=L?HuI`kmD|L{*1uA5K0nTtfRtG9J1X`$h;lCx)Y0q
zs#Q8ffZ@yK5JVYhjylk;#X-SAqQyab$1gH%-{XqZP=ze4%>WT1_<A5Xds?Yp)z0-5
z#T^<E5z+Z$02B8Mcbf8k7uVwA;wWcuAxoiDpw@Dj?j54@2zbU!S5o1=sk%Bfmo3Wy
zWzv2QA3|$W4qxRSE@0L~mADge5NZmBzed}8C#bg+>K)Dh@gq)%o2SmQhV)EG_k|ys
z{dZl?f$5)9HSIKP+?n6P_q6y?xDupW%r7RgxIS}ao(k&=&Tq#G@Ub~pA^-VMM#}1F
zLXKD4I=XIXIwk0+{mJok`{?HR9h-72V+FUJIFdH~;!qsQg&(_H$$e(uU)qb^&NMHh
zI4#@@*nqlW#dT|%NOP3r!nYi$ce4VGR8i`&^U3dy@&W^Yi&x%;D+u4sNK@o>^}mi|
zJ&E8L4bf)8+;=_0duzyR4O+5Kcr$8*)cMGMX7)U|P`jY>mMr<X8;8A6Z%@C7W&rRo
z#&uQfclqN5MdZ8;ab;P60=Q~kyhIPuDk-@VxAXv*G@kn-7MrcumBjcK>$2PdIsgsI
zj;GD<`@+nUu;SKbjIKbWDo5jh<KFW|%!ik#vdIm?f9#+4Tx~0gox$JEElWWv-|%=y
z=z->il2u1LC0R<)KM6<9#Vsr<yESFW-8G1W^UT>OX?14->(79RZvY(%H0~(Jk;Gdx
zvyaSlNx*qsXcY}pg{E*qaota2qWtK0((#G)m+*R*-1ioa7^Av~`peNOoxSUw1k%aE
zp#gI==rvu8V5%y0RuqlVL8qEhY5BC-xkQ{MaxsEc82#1X?VGjaK(u8~3ww$N(MvEf
zlfG2|Ik*e;-M6dtenceMmp^4ysi+&(xK&>$WdNEwz^2&Ph@@(mdm(`VER0vHm;wWg
z0o9bo;24$X*+l0ggnQ}Xo1vMMc^0#?)U<i&zs-N*aZQleSE=*pj=S!DU$&;mD-G?A
zCOs6l^qf~pI}Z46&XNg4^?ochq;f7V(W*$k>zvCQ!SL43{u*2qD97;RWbI{1>l3Nm
z3JJ{3`J6d`dttKFS|E;WVtCB|wEV?9NI1YI*h9lu=192v{9Qn*X&1;0bJ48YVwld;
zvlK!_KD^zQa~3-|<MlRn9*dna2U4W^waE1&pVH`v8b?$_6$|U5lsjrdX&A89jO$S+
zxxBwqmlnV>ubr(Cq~qSAfB5<bM}Nwx$VL8r;FeV>r#dG&Ghg;8vz!kPKewv$=;6<H
z&cf~L`B&HMsy=UreNsQ;<ds2B1%#=O=y)I7@$|Bq<`KN;etYk7Z5id22lpqhFw|9v
zWTVlj2-TfIuyYR9L~KSaZ25-F>y=;1134<sfP)A{YtZb?wFSKs=B$Dw7^=PLoPwJP
zPtUc*!g_$g)wjx|A!j~bguJDIP*pEx$hi}<9w#`LD<yjc{p#K5cwA$E8Nu;Oh0^h5
z>Leo*MP2JKLMC*LTVP5k$6GkUZU~~x$<Qhsc0VMU3l3Hu1!v3FK|lQ0@l^V+Ojz_U
zTJSGPW8$@}>*?jCRj2pm&*LT;8QDHOA0Tlt=qoXM2%r9*G>uZzXQ|$;bo8acJ4_Bf
zvhUtA3{%_;urF%~AU2o`VYBHlRd@D_$O=P(rV)nTtGJ070jl9VDf7{YZyNJW0KjI}
z<!)UDU!7Uh?Jk6w>|$g5VsX~?;rw$1*@bk!+{&nC4WcySD7X?=rKcG=Tglu4X?`if
zuJl`bqB0;PLdPyFJ_5B`B=Mbcux4U#BEH7Ny5UVVtjQU(KMr>fWVMF*!qPECug|aP
zOjL8WU!BaXf>9N$-onMoFH<iRT#SSkKIjSUW{pG2+}TgwkqT)Ez)b^3x&HUon{)hj
z<PTBugdR2NwGD($MnFil?rkSZi22)IKeCBz;o=+r&|l-GLs&VlD>zFB0IJ2e-pCRg
zz!0u!`o*Pj_{6F%oGLTP?B|NSQxzt$u7dQ1c+dz!@%KZPG?Bxc$3~VwoZbgQjfid*
zJFFwmEc;oTaB5q>%88lka2LY!We0&F!g4Y7R=)mNJWHQel44ORhqUDUGR^vyPPTFA
z48tm4!cgmQU+O?#M0gIXtBZv6mS85E61>F|*J#nUtD%jHO~+=~fuI2yg-yVF#d1=n
z`4#D(On$ygvOew{SQsZARpOeiW5-0<DHaE}fMVKn*BI3-oG>CKwMwWC(Wqxr8XY6|
z_-`<5QHAIrjkP&jjh6K`m9Y1h<bv6o<?5nn0AoXBH9pWtKG_{@UtCpETt1Rq26~X{
znX#rCV%>?zU5+0=Lh7z+2_(B#1aR4CdTh>HlFRWXnAgLE#iR6<@x67$Mdz$>+ZTbU
z2<0g0JP-p>GD9m(Rj{^0>oB3Jpj^RDTx^Br1aYrQ_t~FFTsU)Z!MY4RhEMm8L~w+6
zeCeOIecn}9ABf;wUtj;@yx?h#OGwWUEj+=)6$B6K-!Xr_V|LnXkAr7)@3Lk;oiw)I
z27C=93G29`A;;0C+R|9cD%TONMB*ThP=<ID4VYHmXB2VSmk520?2je`y~Jde@pjqr
z!BLhg<yb{y3JWr;@<KkM&!Lfv6wxzbJCET%BOF>SELkh?<}-Lb8q9AX7`?hB{JhG(
z=I{2G0Q)V2kb8W1y(85DN8SB>nj(yK!=gvkM0+k5WlbJoU|6sOC@W(*?Is)cr}JxI
zl%)eJeYf+`5SEKEGz6U3<iu{KM9W?Rv2IG%z9Ke6<FLMVN9L?;ZjlP7jPRtN3O7m@
z3Lp&SwY(}d%o<8IMH;%9D<*oxYSnaeaI&}WS7o2#CIJi*hlA667r~|H^JH7Vk}u&3
zHJ6!mGnaISt-z8aWnGT<vixH609EzTD6j%%8B6$rPMobfxS2-^IGx%5Q(UJZ51nwz
zI_lH6;Ok_ehS*D;$|}rgWI56{UbY7%ggl~wIMG2eqVw}19f~%2O+oBd2Y%-|dkibT
zy8*dtVrw>MmK`>4LjI^bG&c#AjjF}(Mk3&n0~Fo?%qoZku$4@_Y)G#`*7yS&H?O*d
zKDr@~;sq^nTiST5wV!W?y61*Pbo~Maf8~(ZBWS}F6bV@uLlgnZ>7pd7kmYoct6|Qa
zr~UA@J7-~qx85Y<jAQlmhd)00^u~3El@_H%1dk>M7RdZ(S}D30!+E6m$wh?i844}T
zW2tOQvRs&=CDzvhjK=~x^lH6LVanHdq7=xK>xd8m=xFT5Xb>1U!bW;E=&B5*$4OF*
zZCsD8T1yotPy;HVA_#CqW?4#^UAr9=V}J<t?dkM4H7=Tk-A?|#Je}TaKOl}NeUHLj
zbEAZZFZX}ku(y0MiHB2j_Sx`MPLaLBSKYaL@qZYX*;Ci5TR$=hJkj#`LH{$HS}^G+
zv&(fG>+A0OkE;Fk>pMK`5%f#yw=FTi%J@K60W~XpIo9GFJeY2HHs>u6(ext#qx~Sw
z`9ctVKn_=dC43_)l2Dv#OEaxt42PQFB}zGr=mB|ZvMhSKv(h%yKs?N~yeM6U1x1#v
z)E6dg$sI16#@ZH7zM#Z{p|Q?e{H#nIu4egYR(r>=#(0q)Q<Hf{C1HRZ)@7m?-j?cU
zQEZfz$t$O}1X-q*OOjjarIC@RD^ph|Rb`JMYc{rDdP!{a1L}l%B~2r3n~LN|AE;_o
z5~62cqO-j~68^@M(P3eCVfngI7IValRoW8Bb4NR<@dwK#Jc}4_dt1iY>Y;jERjsFT
z#;rg@${bp|weVpIol0dAO$Gb@iP@{Mh7`2r%bD&@2;f1_h16c^i0XS%$7V>wciXrY
z0{VmGX$&Wgy-s<;qLAvjb@EadAI-WU`^sPznduP$PAui%=mS9(5%eJaugMSFHn}F@
zpkvmB5OUcQbVbzBI!iyHG!O|)vY;wCl<xj4$@V}kk8lckDSB_i9#&0bxB4x+yzbT5
z=x7irj;3ETleIge${l8418rqR1F4pd?N{kSiwTJRnsEq~YqX9&G0>Lh3glxnNk<Sr
zTBLbf!~mwpg>*V%uYG-+BSNF~xr@cR6^C>P2TRU|q?IhmabQ)&q^4MLGgjsK!%HB0
z^mqWSvQ8ZtccG>iBP^<D-$Hl-;?LY}%zS!*X1{NwRL&lHVjc@~C|nw~2S4KJMl?bh
z7!Z8<;#IKas%Uf)=Bs7z%RZVfXMFwfDX6|e=gsYlv{^75fhGC+pFBK_BXZrkXz<0I
z5x$~hyy4*{j!9K!^bZIKSy%rK&m+N?6ekFZO$Mb7a47}cz>UIF%vP;v5#hc>A*f?o
zoKwh?vm*O|(HcP|J}bwMWFRC<CLQgEhF;H6a?!TV#8gD{6HrZZ^4Ei4DvD*{T-xWJ
zC7OeXSLs`x?8nq5&XnZk*y4^NKS9Fx(46`CNg>QIz)#9h+Au~V9McynZ@JM&!qi}C
zU<$;DOdir1$IFIao=3wg7-?~$NfZ;sVtytHuCrpnQKVosA;*rZtXrti;QwmGK&fgK
zxq;?DUF^c6E70VWCc7+C0$Tb*);~w{;19K|%$c4(U9kJkKvbi3CyQlA_mlmtgL+o0
zi!3M5{8O-7QbliX3NhipK8mtR+!X{she=w^>ZyJ;IPI6nVX?wV&ad>yVpp^gfDZWs
z7$Zo=aGZ)X<TbPH%C!8(8_h&?ft?T?E2Gp3K<`-CcGzEj+B;F08)8T@2aIBZy(OG#
z!q1<{VcuA}SSdUcCX~Oq2ja-%Dn~naqKnZkzJrxrD7r}HwI^D~v=E%=@Rj(qR(SH1
zQl~&0g4h}$JP`i=ny(q+WIe4wq=5%&S}>^Hi2nRxF)vmV8+ASoAmfo4B{Tu7qo@PZ
zv(ExaxMBvLO3ny$+9bP{gHk~#bv@`B(VEeWW5Nz=zZ5dPiwjvu)rpp~7>M&_RJ>cd
zKZyn=VckN|6=o8n!W?T--Hq)Nu;y}O4_Ua%9LPtNiz{WYMj0!0(R|4$$z;(TpljHm
z%*rc<4;U7kVh~K-9~WerSR6%rUD&qdqV1~_saS=+2>PChZe9X)MEt@swM)aQP13za
z^l8c#q$4WNIZ|5ioD8yJ#p0(ct9MrLOrZGBIk|s4V(Fs2UadhtoEo+N`0=xn15LWk
zTgtnw2n)@c<r5cN92`E8_v1YWlG(+AKo;35Nt6Xz0IPP38o4g7aM(H;@LPD{ezC7m
zzJ=zKtU-Ec1+*xeuGEfImr%fPM90om9(hjj%y7w^detMd3Mq;VnF*6gk6vEn2p|9h
z4w7B8%hFH}1Mnv=fw}}|A>s=jP1VHM0)*Yty(Y5!a#0RZC~i)hGyq2c*2%e72bj%x
zEk4xV7mYqt6HzCI=@<A-NK7#ZZInt@2ALMie-pg6gQd66t6De*DP}b(Uzk$_A)LWS
zG{(gIXlmtR>uQcwP!?7LolEPF$@<9k?6tAyQH!FemZ`Ooh8RrrYPYUwd$tv<ed#xK
z4(2ZNh74Y8Y2xkm&D<+9<rX<D<YZvpnA>NDwBG_uY=`Qw@0AgB6N+ApO_d4^U{D*Q
z6=S4lg%Z2ab)2|AjmiKT@B0N=nk^`CthQ@tteDagC<N(63FtFdR0T15Q&T_B!aSxw
zfJFD!e~|bAlnhH5s*fDgdv0{_+ZsY(vj~^pAnkR2(XuA0Fsm@rTjS!_Y%urD^F%3W
z1(quf*;X2{X1dMuy0xlP4wQ!df!N{*C)y@cbIi+*IrDHg;_0rSk&@d4V04HA$H?U?
zEr9%M*1X%iM%KYj%T~?e(k-Wj?9{`Wi4p7lz~#b{V>bu0OjXu!>I+N%x&EIhu1?XW
z>=v2tC-jobGhr6r8Kus7trW&oqS=vM3<l9wcyz-GTQ!e`VqFnAiRnI=D$=`im79*(
zt7?(ZdP+$5edj5vu&;|RQKrzw-dlFZS}FRDjQ8@$_g<(!%P!x~;JH{kZ5R4L2cP`?
z!$-9>B!=ha0Pw&roCs)f*%l?{GKs3LRyg*8)A_4r0i3HQ9@8eU)Y;Fk_Z%jjiNarh
zO-Ejd{n^gR{O{x|uVL+;1C!}Eo3GY|jWlKmlfADWmSbu*K#``TEg9YWkZBjjTbrEc
zrnzNLoFjN5KcXp!yv?P>6>pW{Q__hIJxFqjDa=A);T>?Jnhou`mS$0wpe{12ORg2J
z6yw?FVz5BTYLXL)0}O+*Ll;4z_|v?Kq{dmS0%*SI;z;Y&;pENHz^8c<%98K)OEuIB
z7`$ehSw9w#s>zBUP!`Yt*s3Y9n1qJ1x=65tqEWgd4_zpSwwqIIBaH=%Vh60K>gs-_
zSXeM=yAReV+V9;h(^D1aSvys-BLr$y@~@mr$w|mrT;t5p((6)Ua>&K=8dFbS|G>G(
z(Vko>c%}@Q>a-wlA60dZm^s1NR>N3!2&=jh$6}UYX@vs6_2a}^`c3<`t8CSpV^UQ~
zvo%LL;c*B8#{{cr8*?f9FBr0^X#nb4+F@({+0nV*GRf%hLLc>_Wz+6F#k9i#*cg>X
zd=W*9=^XfAL;<I9c&<sv3JL!I=g60Z=r<%s=~p64)JDJ#nA{|C3Wb!~$Zf2<Fy)=g
zm9iK}+ug7!=*emIKPZ+gC{I+DL}IM9k-Es!E!8QOfoO6E`E}@&$@Fg+_3bS_eaiI|
z5ftkfB(n;dWMK3JQG}X{C@TP<7h0_HMI3YD8T0lspor)$oFoX*plc&0xh)Nh$F`Cv
zTkHHAfu@&f=>kw%&+Q7IUpX||pGaOui;k792t7Lo6M9YBJWr!cs>W}Bw!L)4LF*i<
z)1%%bISx;0GFb|ovLkUz<Sh0*r=8w=JmfTfnw|18b!a0`QbY=dgSA{eKV<)X-~jtS
zwgMi6Hi4&o|8;l!Jfa0wpd*j_7jN(O;g*n)SZkji8bX3I)VCHd%3>;gS2FJC77bIe
z^Gc>8q;XsaZ#`%U{6jsrY<utCs6}Ix^UWY$us3Ery2_7w%VxPm_?%-&=~*?@@v39c
zJ6Md!P2Jct@_EpPoO3)6F?hF!kf86U*Tm|P6bd^IwX%|%B}KFXjKb~~Y)78`E3G}P
z>%yaItOyA)=9xUVY4HpcD~-xY<C@v^Evowp?yQODNvxD!*c>)$(Bn_Egq^Kx&kl6M
zG-r|)#1CRJtP~N;s^RaTmwPdu0eO5|fN2bPl31~fsZqu6ph%?5BoDn}!nzifKfSo+
zS}A`*b>YLMO<-Z9@3q-uENhezvmHuC<K6-Py5t?{Zl1EcOLYcQ8%(!`fYtMMZ%Dl>
z<voWQ&-qUPBwajpnxI-Yx+5|xgU@v$5G#FCF-Od>r!eBce=K_-y=Q_+tp8vLZ9Gb8
zkZ9;9x}`E;)L6CWeXNZ#TXlG?)UZKqRz<9SqxmX>S_vYwhcXj;089_a!c~UdHnG`u
zzGIhE<xG?>m}k+cK)3jD1dju8%_W6~>aZH37l%+Iw6TO3kSspfXFC`gWieG&c0Oad
zGieN8mRhtI1D#d9Qp@8-x{OBZHdNIeAl~^po^N!y3t2-AQbxJtt)8H;L$u^@CWtCO
z7*o~~T?Nd$al$x$Y(l7AQ5~_atJ1<_Sk6vbEUZ<cBS>1wHR>W_-7DHYcOGZQnkvX4
zU#7XpV}i=fH%>2~H>Zjk;dmIWl!&4h0WzAV)s0l#qT5;1_y}Oj4z;(_Vn>)}OF~nF
z_lB&lFCIEHm?0%t=d%%m3f5XIZ5WU)W;sD({q2d7^eNMJ@5V<OLVDhml$87<N%yiH
z>-}c_IBkNoQcLs@L)MXNU3wq%>N^iG+CT2jz=zs@wY<PJSBsaTcbdH~QdMfKW9GT4
z=EwmA4TUQ$QRZ8vV8Yf?!eqC!6Vg~4M$k}6_qyD}1!VE*K>oS%0@IdX6~d&5>T#jp
z8LitHB3XJ`sG(lyOkUc=nZU;%mGQ37#FJN?V!M&YNEVVeZNN@^C|IWDpKi{alN2l|
z8BUr%gn@)^<h8ZJpsr6MD?QA{pPj|9y`(x2TZBfWal7|AJy!5L9rTeqE?#~~fhzWj
z)BzmgE@fL1VOn({=vB-Vz{7#-1tFhjv8eo`ikb64gXJf)|E*C;kB22YX7^KK!||5@
zPu{94n;|CDwMzl`ntXvN^4Gq?7nR=3Y0l}Wh{1J-sPv>!(p<{o)cPiCv)oi7Ci6@}
z2SFfxSl(MUY8!4vmX&Zr7BHd8nPT@(ATvw5Dz6RhJihQ4BloeAMBFuNtHNVq8^?}L
zLGe;llTvGo_z$Gg&8VXoRYK$hg;O`9pPmRWql!0yQP$=NHT!&dEu<X4xlrP1P+Ttc
zH^+Es)=|iGvEGWkBFSQXbE&=+3ITKPn`MZdlAscsVVQu0I+H$K8P<G0WVmWbD-Eq4
ze*{hSuu~{N0Sw6xtBzkR)u8iCsm-u#6p7XHu}@~3d@%<(98LN;=mE$e3Yeg1WCrKy
zP+8679Hk`BO$)X#PecY|ippzjzQebzl)ik*N{g(<#_)dHwJeF=p7^&y5j}i6o$?+M
zAP^eLC4Xuhz=&r&**6^QLLR6@uq>Ty+ly&c8X=!FFvVi)7MeMS#+dC2gl64Rt}BKY
zN#i-2h5Fqi#n7{^<$?sAWxKwmhmI7JpSPHeCkubR`t@5!ql!H09ejNh67seWjxXJF
z|Gnc@Xc3={NlpI8VkuDjLE%I0&VM7ql2)g^ThC$>FW*PeN18}-<8{<}r2W0Yd8r<#
zpLtO8+-dysE_pW%xu|}gqe`RYu3?nU@iyb`0f`Sm>A~WOTtF>pg0VkDBl*?Er~JU5
zbo0X)19Jcnps2EQy3V(W6#U~QJWhv5tG@6EvlHH#ksKAnl_nfkeBk$eaRoq9$Qs4$
zU2;VYb$vsQ!$23MlNr1ty#n(M6SAf-uqA|f0l|AlToXe)MI%<KNMToMTy&BmGnO^V
zjbaFxR6mqsT@1(ndnG#RaI&o-ur$2F3*Gl-YaeYC8!<Oy1Zd!^IS!>OxC-MWnKZ?w
z3sP0a%iHy-aunEo_?#OJrmAD9680=#YHQ78++asMbM*XfTG+_kTHrIvUz?e4K4&PS
zph9s7wz2fbl}A^SZ3US$Z*u}erWw;t4v6*AbOjV>_f}XOb<3ByoVY>aR~8xps%7bX
zMcqgdC{-#soi2@bJN6Lt3{S3vr~gta<z5s~oh#3ddT1ovP}#YgCh-t#qjYX$f1WTA
zGRtjc%S;IX;5~&-H7BwK@OgD4G&~K-TNu?D#fA<3GAuG?1XnZ*QH|7I(dRVaIpk@u
zq0ck9%10e|0+u~B$!(k@<cA@08G>g@+D-x`p3}^0lnjlIBo2Q|GEb)zpb{V$QTuf2
zSlPxIE6$xcUpQD_<R*h&)gF7vJx*!A2t*IDlHa<u_tYv2R1zMD;(Pp$3k{?=Y|`bA
zz+t#BqADok*Ej++$Iws?l}TXQ9(4D5>}}4Ofma-+82$t-w(7DW%^FXh-vq%u2UX8+
zj~IN0P{l<=#{Th@uW<dy`FerLM2XS8Z&6PkE?)|_RzU|j;e+&ZGD$Ltqc^y~XeZ2w
zLcY@`cTIUqbN41}bdeQ-ocaNOtP#X>*DA=IpD%jcnDIW5?&Zru^>13W@CfV_KcF}i
z3pr61fTPgZ!tXm+0!eufY>EK(s{!3q5bAj2czdEXzq@gGz2!>-P5-p2^F`iCM#_F*
z*$MkI)oG`>a{<oTnV_EuS3R<-RXnZCCTeFBLz`u(6?dct8K+IO<6UJD(^Vl|W8xz*
zPaJs@Ri!$~I^-59hej;Qb|eiqSGU%Gl<BdJH68^;4HGxEPFic(l1xmghn8vS;L&9m
z4C$0aK`zP~j|A7U5X4%n1Y!j;MkgS{oB+k!O(PO*m(X8LESP0#{-3y&KBD-Ps|qd1
znKaQBHo2`UKSl{fD5Izyv+gjEm%>NaoLv<!bCP?<#ksc7^J>t?u9)_Avqv%_qh1cT
z4t4qSV!aw|%4A4M2~s6}_ePT)g0C{5W80kR1MTIPITE{bNWOGucwzdez};H+3mzU~
zg&ne46HJ&7y0ZyeA(Vfr?j*vVX0__@r1K<Mop-BcaJRrzri*X30oao_)}qeinF|QN
zp*J)dMPaQVwj#vHOu#a)qP>b2A`i#c3!>~^`!<<@PR2NZk}2Uv$RCQQZneqeA^`iM
zYL2a{y+#PkL<wP}B~LNz!3kejqS2*o$|bxWM(76z|M$Gy`un3)@NZhF;GQ@1^z^^s
zIyFH!n;2zhxIgV>`VSDE+ujZwLjJ@nzRH*~dAK3O?a=ehBpcth;PgxATu3Y3Z;OG&
zjDan1U5jqz7i(C2+@XJqyo&*<gCcpco*WhV;8r`bvoF0vB^F(jF(1o^UwBLY=)JFw
zsUd;Z?Vk7!9}{;yL=iRA8tsc?to5-MlTz8OuCy^ANj#_JgV3utWNIZmA|Zw~i)h%%
zj!J;zPr&xH_$(PCS*t5yPw=&y-tXOezrCaiQt$S8B5o~6>l`tTd-)^j{>gD=|FAi5
z-AuoVUFP6d(A_vgv;oQSejs5U8<A7c=}2d1MFJ)X2SepW>LoT*SGHg+R#FHyceo^`
zN9#=C%oGMwDBo{-uU#aXO=~zaSIa)-C_JB>=i3h``V9c4h_lfH*>uy%$V?ca+r3D_
z>v7LVT;!7^G^ImZeI#~<@9L`$UC0L}^|e%N5FYT=KQb4y!YniAC<jxBfK9<v7$po=
zECYjUEo7zfcAnC@G&ur<TGDycvg5H~c=Al$iRJ2n^Y}dw1X_vKajmI9W1ee#J<c$+
z?4?zcSfb0p?rWtUiI?b~D~WkAn&o_B)p2=F!&GC1EJ8-2Py!_xZOV!k>>8=C1JO(>
z(TgQg7n%@*HY{#Z3x`j!`)atf5h$8dOxD`*g7+EoU-o-vFDah!|00;_{eE+YfQ5^D
z|4%vbkHP)?$efXUKPy!L?`2-feP2vj=hVXtvzr<bBbm1S%Pojq^0nYw!*`^LC?m>}
zyNxGV56pq8BGJRjnIPEHQB!&WE<Y_4^X22(;H!JAqDPYH1503fVb!8_tq~njbcvdV
zmb3-Ue=KFnu#*jxV!hzf7Thu`D03SrUc<np*}J212zNJy*Fqd!&5MB9D&mWyZt8z*
z&jV^ud(AdSkzrAdpHGLaOq$x;KaWPx1v~JoVm%VlY;9CfW3qEJJrOnhmoB}a#dNu%
zBmbpjb_*Yjoa_(zyN2N{jbK$94+@2)a^il3Bv%_-|E+%Du+P(=%c%e)+%4^a(!U2r
z^(DrqoD~WEbxPElira+bHX(2eiTUXfPC~>UX^nG!7=c-SAxsPj%p^<p0G))sW+O4`
z%TA}t+`f5{KHv*s5!S3w&|<UdY+|7!l)iXdN<Q%Y3^*BAsBtxnS&;~f5S54qPwj(p
zTt)rSJZCFP6*S8gcsit_NSr_r40nI>4oc~WP+#`+!fImWUZk#geW$&dr6g}e`v4YN
zY(~rCax2B{A^Yn=%;A1FTarDnE;#~u8s*BIw&G|}MQ_5|okzi}{sJxy^B0n3=mXsH
zlQJ9l-2*-)QAm3yogZEeSnI=M)E|ixqM?*amTif+4P|=hyXX1-7hRj;lt8Q($hio!
z)y>LvXmnH{YATu7fm?&i%>#(1BVz1<i579bjUYja0sPRFZ!GW*jO)V5z*Lo=xjU*V
zKGb+7L%s^J=F7He_RX%ZvKVhu)V^3ucq5KF%$ad462Y6T4z1<0-_1aysiU>WolY~3
zX?m}FYn|---6`S9DDcGk8#)}Fx8c&WS0h_50OdAVBa(VEu5j)M=BTT-eQFnwg3_*_
ztswaV5SO)d=?AV?Q*e0ua7G7VK^v8O_ip6eWgvSsM&!RhFwz>%g#ilVhi@uFu3|>t
z=5VGnYtdXKQZ2D<%0pdE0DD5CxA=I8T*^V@j5#v?`1>N2UntE4A_R1xx^f~yvJZ*-
zEJ$*SYRpIP*HTJ4L0H_BGEMis?JynH9#2%5HYg`+NXhG<eB<`#w<{w$gwo@w`X>uC
z=p_viRTT>=c=?^bQRXyD?Nnb!yc!EWQ@WyLLBkO%k@Rni9_~3-QdbR}{L&^@<bG3)
z!cL3SPbjUlrDWwh_ZX!*w|Wiq?;l8qsnmcQkDB&Iay7{nUmGd9Yw@X`0D@tC!Lkyh
zj4DX8GYf=z(F&dmAsjEn)vDMX%`|wW8!k;hu<cT|e<G0xlKkf|Vk@If-qwO`$cdLX
z-rSF6QM8Xn)z*N@NL-?(6}{r)y89Z~3S{W6Nj{!jnahZ>lG+UK4|!!0>qYAJqjhj2
ztP=<Ua~H1}E*&uVyWpyeM7X-wW{ztaw_~wqf8*%b8@DCrd(#ffz$ns-@l|8;)_;Oe
zCPJR@)P}FGzvZpE(U9HqbBG=*0T8&!MpQsSpN$?Ee7R_TfH{5DoINJ7McU(pvijAS
zeiY9m{;@*kqctE_mQ1LzH`rE-x)5*>Oh~x^!kIu9bJd$+OprZ?LBi7X`ZBsHDh^Wu
z%ADOK&G3~&_(0%^my7MH#I5bF9&MuR`{tW%r5Rirg)`&bXX1~(gA@?BiC{<mR^lC)
zPB3NTU=dv^=$)BJ#C8{;!jBp)<cHJM83Mwo27c$q<O}r}&0X~?#+vhdLpcj~%*koK
z98AM<tH4%F10yovsx2uivl5WP$?zO6SJmxVJmnQ6wcQ{UGhrP~bh)BU_TPJFJ(7s3
zl=zWGU8-|YmN=B5Vn}v8;U2uXX?2T%*SXP}ijdTZpUMoQ#YGD{@+<Gom844#s_+VS
zeK>fwL_isBR)+lq-ZHGJDi5;Bgja_zHXoh?J1DaX2Ii0|OrJIpa|NBWjWT+aoV@z_
zG0d8rOLZEIE#@nrZFv%03^6EIK}pcVQdy4q2AXdzwSWO)E^V+<><TTp>9}GY3>rf6
zzzTZAqV;CKSz-w8OTvvjoU+A)lh<%j8(doS&u#~|6%=WnB^pJiCPM`LO%yDD<%j=F
z^iQ04#-@=F=Z_WfO~XW+ElZNjIm`0V!d2H=+mRUxBAoAy9lexEPZgYsCY0Nuo-wEe
zJ6B$*2+nsL5UEBs4;8Zw;+~KSD!9qHsSBs*P{lmv3-x_vpBflp$Zm>CbeURVfYZ-}
zqCcKdU!36lI4yZUkF8(g&*J-ADC}N#l}*YQL06#1mBOWz>WvuoKs|jn1)Ktuo>VO|
z@B>aq1ZuOiiMlYTT8%f`;ZSokvcmI6i#rkE`a(ijOC&xzeU2RJb9-h@mg4j`d*fh2
z1llaBGdGyPcAv?=asu4uVliJV|LL)%pv;8p9{w7n8sx!2r^!FP&G`H)!-G}f6F2`t
zj`NPWkooU^(3^|A1_p+YGPq79e9cjQ+8qlvN}!F|A!DJz<`3Na@!*KI3S5uzn!mUy
z%23qDYvAXBqU1YBCEJZb5K0&#f6w!8BBwm+iqekxI_C=A7FXzmN%zE}#vBZmPKB&1
zUl(sK$URJO@s4A{i(&L?Cf^))N5{)rF*53#@+jUi+d#XF?ho1h-G=ZW@odNAkn#ot
zLd$u%8>w3HmT8L$or=N9*xl$?g!l3P943<=Uitp1k>FOE$Ytq`&CLYkcJ;6DroeD&
zvJQ{*7y3h13vcb8Ee@1Mk6ur!Myrhh&NOs|M=;hybA>>Jp=#kUc*tL{Ui=!%+hw-V
zA8s78&NO~>?w^$IPCCZVD(O12%!OdM{Rp5(>csK4McemN)RMV)dv#KVcJsq38BDzs
z{aPHa&$B7#$}wW`RRk_=f!lIbU+BtG;a&aUV#xdTKdCS~cv>BKK_Cup=6!`XxyXfQ
zg$}zu)!i`CNtBWgVS7pYP{eIZcz(y=)vaCZb>aP*+mZ2IP4{^rgKwwS+(vXfhrDJM
za*&+QCFDX~-a;>9>=9b`#Vr@6vc{vCO>z*8KGm<Fm7PH|O+%yQU<2L$7F{OOG^cEM
z;aro?>)RtR`r`D5P;%GfK9ZOcZqMbC^39!shT4^CO@^IK(pT2JtSvepv_<%-Jb@>o
z|7_`z?iJnA6#>~l22JDdbb0b_!a<)*wn<`d%@*fJ;ueP9H}Mzq1R9z*q6ETOvUM8N
zB5v#=<KE=klXhXFQ*ZP(&(Z!uzl**7=d250%8#MAkgI|V;p8}o7%tPZ*z^o)0!(`S
zkz;cF4K@i6VY=HKJcwIfe}$YzZLaNm_mrMv$W*K7OrvcpTf+xC!3&TNkrY@ZdMMIO
zfE6r%TM8q$RM4uSqVDH)Va8vd_Jl2deVUb}ixUCI(6EQKDs(A=WL2jKX~b1|+R}Xr
zc84BK2gUCUq}mUgKWU*#<f(P$D-7PReVCd5F2BxPkwxMR(*G=#J>epOU1lcD8BYU+
z2^0$~Oyb6V@=wY;k=*5lTd@jm))jGuyRhmSqs^@)Vb$6!xY}-NIxR%BRC;x1{SQYW
zUtAGJALa<tsD|AZLeTiFbfNV;+)2Jh-WK0HZl_qxCNWM#8w)Hzt+P+=C;vNUkiV}j
zred@iMLB=z0bvJ!8Mgu+HCUO_=kbGvvdOI6oAgT_&6)XXAd7$lG!#Xx=tt38Bpe2)
zXTL{&;6cvp6W__d150qlcht1YH_tm8<wrcK-f8i6cZ3bp4-irnk!ml>6KWTU<x6Y*
zF37$)I{aJ{*mp{2Dqa!}dZDNk`U>kGqZ{#9x7*Tv<F#s2m|HQb%41p|{O`zz0*m;^
z1N#Vq-${S!lbRTO5cju4ho15-vuHc6MXK#-6Q$*aD|OMkl{Yi$Xfxtr0eDrV&?|0A
z;XWw1XE70s&xf_p&!epuZdn$8*ZPJoxXX%PbE1W3VM>uJ!GX;aMDQAmv#T@-cR0X<
zb4VPq6|9|J<uJy4v$ykvY13bLiHCAXCkdmV2m<06^}bsl`|k2u{~0bNG_s2mdBOxn
z>71zEA-<=OAw>EDN*ni&mQS*MRJVp}wt?6w!6yl+PkBB6|NZ(@hA^3pL0-^>eDg4V
zb#WmpMuKgG!RFR*->v;did%WL4Y7dW{&V2FzLd;==X*MSFTRk(gEw5tpSRcd+Iv<#
zftd1wUM*S&g1$y$nQ|&sr^|~{zW?++a@Gg`7BLDg%T)TNDTw6y>tK<T?dVI;sTKS;
z?4rbX-)4F_t{oVS8<KGp=KjbJe`0?BPwL1mExpL2lh$Q*KY<)Gj~Tjri<7@46<f{1
zaqVRFfot-&PRg#|cd_$d5^&2SCY*LCJfB)};J9%ZY^DloaTW#-)aY^3YO{u=mde7{
zz5l8E|1(0Gy_vl~iy9_nB{W!Dn(7L_cQqlQMd~V^E66Kn&Jt})FT2lc{>{WuaD)6K
z_{0^O<sTPuc|d6(YM>l_++{ss<9~qu^?u7o`NzLgf;XIvCS|f1H19FURY|U7#gOCo
z8|ac*68Hlb=rR89@eV2dX|S|4mG5Nx9rZ|Q{IN<&-SOr}SmaIW{=eG**}bfk6TifE
zU56tkxV%X?gV7;dAhN(>8@J$w;rQP-&>%2neY%;!!LXlpEl$+$th@qFx02f=cdNer
zyD{)wB@!5?IgteOnk+-wsPcvo-%2@m-=rSk9!j7qv1()ytoI*^uZ(ge!7ulhdw;ws
zAxA38q=)3Mk8YwT88KF`h6Tkp_xJm#i7BywP`E&N;?sUvYG!$Kb+vDW;(byo{vb~x
zxY&Nf0@FBe3hqp$#Cf;4D*hkUJ(YSc8*_HW`(vE{tUKU_t$!lv|7+~t|6<PfIDjX+
zAuZw1P&TvJa-?)4s_95BT^*&6E~29yDqUnICZogFvD7TGT{Mk{gw`r)byK5@nr&w^
zWh4{Ll#FcAZPIO;+SjMuKj8FZkLFR$_jCDv=ktC)Uv&B=*|tqbPWHaJ5JVC29Hy9h
zinMV&kkmji;|veFUuAbYMNiNmqOC|3?#^%FFwB#4LBag31zDtv)_6(m7K~c!%IBD+
z3KwX9571Qb*jV5;P`RpZ=c=gki&1Xw9v)Yqa()}Z*Wr3v>rNY>@}_8)FMmu8+j>(x
zasu1;b@@aBF=(OBk?zJr1+Of78ALIURUQGDj5|cxzpR$o&s$B~Ojt$`y;}|yP>!=Y
z^?3!n5XfD``-DK+2w&}3pvu=X_eG@frzRA;j!DI5>d;)ac5mK0@BCBE(ZjI@ERO7R
z9s`WgNgdbj)6$nS<M?+}3Nv;+fzV7#+BI<kOhEVugRTc^LK64#RpG>^8yd0-1W*{s
zY3gsy{?xR?P?3NxLy@I;mG10mUfv}q>Ni?m4|I7>BmS3Ky+9Fp4ZO~~KKBH<FU*pA
z%2=S!f<bcw0*{zdk3{#}FQ)ZOqTA)b@rr9kJl2&%1<a4y-7|^nIKw8nreZ`UB(7S+
z<{lGbG_E%{-@;~3QB}=7G1Gl(P|+jmmWD($d+#;3vlC6KRUEH+PG-s#Qu^y^R*^zJ
zD1iOeHk<mYB(jsLTJuA-_g?>6eObTO%RGM}0p-8|L#-6#zB6n1@WGg9v4kwVWZBT}
z-*-w6f^%h|)>Ek2Nzl9{GTE6+uH7@qJk>x2obUbZ0JJr5l8(>OQC&1on!nG45USw3
zgP+95#~=24tC#O{&m8?+H@96pD;=}va=D4ig@z3?(zCK~UbLu48qQ><eP`ujk^aSv
z$B*>|k!e|3v`{(fJg?LTGZiqsE<M^UcNNcH!B4G#0(8^(Lm7?1gAZrj1w8P)E+xU7
z5eQ-3=ic(dhhMKN3KP3i?2IWov=GUj`#zoU6u<7`v1#}mO>i@9hyNpA`{3tUL6q6l
zc`6<KBrQOGw#QFNuK&;J8)jBwcm5W(2>RW~!w`yAR@d^VYxLI}aKrsTeJkZvkv$_Y
zyUB){IMQ8~to!!CVWftNOP++iW&vp<1RV^{xBC_=@6P=~bKg(ajMooMZlxr~B@oln
zaW+Iw5OTPzPoF-eaz0lK;WD3=y5@KSW`@2MFXbl#oM$jbsH)mS=5CT;7K;`BBy@x8
zu3chtGv&p_I$F*-o{2;9OUcQ!&VrIWAu-%FNE!h@GlV|18`^w|OHS#$0kqEU@y;nN
z9s5xYh`F<~lQpU2brC8LW6cmpc8S)<#shqfdN)2}{N5PD#mGNPL|d4a#N4$=4+h;C
zY_XJRnKE@RW6=dC8wj6cz{Jk~{PP4<Zsc5i|K;2z27OzZRp)j6SOc|?8Xc%y4@-c%
z*-Zxl?(X^L;_#9VEz>6xQN9Nb5Q>j@fP}0fU|v>NlSC5j__7?U5!$fdV>TUx_BSyq
zaCrYqVFSS~31A5bo=n&QQkz~}u2{Eo4J?0Ryp!T0TdG6PqI7I?M(2g5k9A-_B4>df
z7N#IQO$k9L!E8PnV;cKTks6qs*F*SH6l)F;P1We*;<4B+Zephmap+bpOBzHJY$gU_
zso!ni`wclmaN6MsM5sO$ugrlTNpx5&M#;(r<q<HMNvs6HRXc!S9RU^WcT)PF%23NT
ziOLbGVqCylpI=rixybdrusU$wMEVCn$Bdy&&jlice*I+~V^bndG7hJJB8wSL9wON`
zUf=5XWu~}THp%C7HNCwr1FHTS7IOVD6!WFUJU29G9d~nHH9yKA5yNCNci1*1&TM)M
z7T*ZSSE~Ei?C`cEJSC!gyFM6c1p843$Z?poK}E|a^Lh>R)lCf_pQ?k}SBDxbUW|iS
zIg0o7^NtbxDOzN47Gu*OnHw7`KRS;QFWN>avMik#6vj&zjT7%y^!&C1f;cer=y$lo
znX07;RYbi+p-i-g?WbQ;mDR5NtJ61HT^;kUpF<G?VN7EogmHo>er)w;WK2NNCNwx)
zR=-%qwNP1kIx+`loh5uN@{UFJ0@#59^@x1eeV@aBJkRkvGo}!iRk!0i;<A{Y_nMBT
zsh#Y}E;hx$z)51YWSuVoH{<hqi1JFhSvxv{V8V?otXN6o$uIOOmtTft*1)x;TP>>$
z&A3dKT5{+|wgI_ZJe}zQ_ggkxRBR6Im=7qm!Tr3d*6d7GSaDn3y+HL*nMyWdv1wC1
zSx7_t`X28yv9Pma?d%`RpBgvAhS3)*KFw6UmV0=4N#2wh4KOqD3yMOeQ980Y@?6pM
z_772;-b%H;8q@P~0QhOf;<Y~ggdfKB$}1mqAr>Z4@L_&?d3hl@h48#Y#4S8jt4+2+
z;Q?7SYM0V7GB$sFgcJ@?l_xf1IYLrIVc}Iw#RvGo0A)st!IiRGj~+FP=PFLukGb!I
z&OSKQa6)3`d`A*3jkb2*+7e?T%y89;#pW{zrj}*;)kS)SIPDZaAV1sqcWQQp43>3N
zTTDv<UGgm?duHw0fGYCN7tPX~@lg8FHRdkOu$|oU+>Jfud&9wP!HNE&l!e~jSPZ8V
zTJW5{a}BRxd-T88Q|wH*YQ$KN60Q+zob*@vBB01qRd;Bg*ZgGauPw^^YB2GS-Z*~t
zv*Xo+W62Pv5mjK~UzS3cY`}K(3}%*~v9ZxIPcCb1{UNW%&BH^pFnW)cme$?oqv#3-
zZmW00SliOlGMbZ~mez0Eh*|NM$Ue(Rm)0iPHOwwix8JI9cr$e{tTV3fw4r?bW$`HZ
zKG*e>r;!F3*RS&sA&0x|@>nH8T4n(S-0o6ODBL=Mz+C5CRH+D~eZ$7Sm7pQTU6@vi
zrZf61{?<_`6Hg&Q!NI}d-%v%jml*2nqatFae+yJ`Bi-4eFm&#LjK>OhR;poXVd3cN
zDx`ATYHDh*HX``}yknwCkm>}-ewadbA>NoMq|qt~!}Z0Bf51bGuyNbFx5ZD{LPS?$
z&|0_nb&9t;4145md_zXnoXSW8(%m09P^*W$n%0oE{HE^^&cTWonmx%>2vZGf7LF5j
z(YZIp_Mp7JqrG~6N5ts<5j0gtmAZkSOjxb7Pa-hXoi{U7EdJs5DcUP0jZOYvv;FUN
c?6)byzO3|1RnPoVH1OrT&BH0r@!)^|1lxvx&Hw-a

diff --git a/dev/_images/sphx_glr_plot_visualize_bad_epochs_001.png b/dev/_images/sphx_glr_plot_visualize_bad_epochs_001.png
index d3883a7011a06ae48130c574fb02629bc0779c46..f5c90ac9cb8006cf4be427bcd0f0e059038395c0 100644
GIT binary patch
delta 43
zcmX?lm+9zTrU@Q$Mmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>G}%4{~g(w7QYSvf9Mis

delta 43
zcmX?lm+9zTrU@Q$hB^uvB_##LR{Hw6i6sR&`6W4-NqYH3>H3$}2-|E-i(dx-djk<w

diff --git a/dev/_images/sphx_glr_plot_visualize_bad_epochs_002.png b/dev/_images/sphx_glr_plot_visualize_bad_epochs_002.png
index e2a27fe86ae4fcd31db8c4b9c7cc2c30bbfd428b..4af8c12aedc8aff7c76889b6c89a9d73f2306a0a 100644
GIT binary patch
delta 61
zcmdmXR%+W>sR<r(Mmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>G}%4{~c*eYfWQpO=D_J
RV{T1jX-#9@n#LBe3;^_h7uWy*

delta 61
zcmdmXR%+W>sR<r(hB^uvB_##LR{Hw6i6sR&`6W4-NqYH3>H3$}2-`HKwWcw)rZKgq
RF}J3%w5G9cO=AmK1_0b>7RLYp

diff --git a/dev/_images/sphx_glr_plot_visualize_bad_epochs_003.png b/dev/_images/sphx_glr_plot_visualize_bad_epochs_003.png
index dc40639a88797f0e83ec2845d26adf77e149b507..166dc054413ba3e9cfc8bea8683f2958edd93712 100644
GIT binary patch
delta 61
zcmcaVLF)blsR<r(Mmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>G}%4{~c*eYfWQpO=D_J
RV{T1jX-#9@n#T6C9RTd$7&-s|

delta 61
zcmcaVLF)blsR<r(hB^uvB_##LR{Hw6i6sR&`6W4-NqYH3>H3$}2-`HKwWcw)rZKgq
RF}J3%w5G9cO=J7n4gl227byS$

diff --git a/dev/_images/sphx_glr_plot_visualize_bad_epochs_004.png b/dev/_images/sphx_glr_plot_visualize_bad_epochs_004.png
index 0294bcf0017c867361d6e5893fbd0441b172a358..05df147ee3edb8d66fca4a50c528f9e8c9f507b2 100644
GIT binary patch
literal 21979
zcmeIacUY9^n<ZT4mR4yaiUM{EsDL0KAlWP>2uRMT<P4IdsI9aC(NaJp8Bj8)h(Hk)
zftDx|N{I>*iwq?h_B{S(=KE%Lc4zjFy>|Dy=8wK?v3TowpK#yjKIh!eb#>K~YuPy2
zC=|+Cs?sqH3T0^^g|g)9FDvmAiQ1O$_(R(5xSpG)lck&IxeFGQ)92ir?Va50ZO-rX
zu(;rA<K!qVd{9_SXs5NCo3pEoh={|#d_dUgf|bb5*@gFb$ZBULeOC&F{T%skNrGa$
z4TYkuL_Ky`%PVTI)zeE$yJK;*hW8Tn(xyA=YaTDRc^SCU=)S<tEpe+;et-1`J<vhh
z&G@+Ik~7oi59?|P?Rj)L<<aA8Q?1|Bi;f(6xc)xn$e~jkjvP_?<xW&P&vey1zqzHD
zO<>C;)4SW7-*s5Nr$svA!|tr8&i$oZmry80l5^GW%P=lykM$J%-ToTo7YgO9`0_)M
zQv(?_^;u4)684|fFI~E1`zh}F5S=OP&`M_+Nu8#>cI{CO-YR<JbfjcxUElrUZ+D8n
zeSCg8(ofiok!Ji*$|<JwHdk_Ww5;I4gP#Sg8j`dX!ZRG2C4;%;4Z@8sT)%wf%4Tlv
zwB$7Use8NC8b>?J<Q=nY8w8RSOnD0De?-;{9$C-um9lG0ac$jXL<yK3%wqFb%g(T=
z<DZ_LO{U)Cm+>BpD`UNJY)#4?qAQ<%c;L+0vyV6>?Gp<8XZtg16q2>(OP<BY+qGo7
z*fzgOJ#yrTR=g^gdw)GOJ^#l;)mVi=_vY4IPv)CuN6l8c`{o@xQj*gP3~p}OCy-Hn
zlH2>(x}c-%igPa*EQQ56SLq$=+<QMBZn@^XZky3a>8)*MygB{{qgBOye+;-b73BL)
zK9q6q&vs}p4c_iATvn%WN=#5UZ6fiORGU}v^5x6Dgm&}um&V1#Ww&~Cm4})%J9j@-
zjh5k8RBZ2=Kf0bVE9Kf<`SVphhTDvXhF7cku=*`{Bc$5>>N;gIEUUyM>>4Mg@||ns
zC$*B+mTn#I3{iZzaxJG<N~hYznS0Vc6A8@@lLKGO{@Asv)v;$#e6mhWF(NRKQupZa
zvU{PS+Lqg8JqE0KBXV4ObljxQP?s0|+H!xdW(xao;F4vP*Vb;Y{8k)P#bN4qPB?!;
zW7h`^`T@Q(Dnn9X^!>&YwAE~EV!v_-9|&5<C02HuOPu_-V#NxD@Xn?hj5Q+Ck^Z5@
zt?qQ!%y~5xmDi0<UtT?<s;C?YV&{?cog9*I${W45`qy8@X_b88M&~bFxNyqh;>?6i
za%&8?;@rp;?XvvIHp7^#)r&k!e$!4&TKe_VGv#33ja*y~sxfkX9?=+!-r`vkpT1|^
zH$@8elgDnCwBNsM<(d~wq88=%*|K)++Er}iH(G+Rva?HxTU8$@TwKVdQmLYyrNQFs
zf{K;Iuo_RB2c2>UC3k%=^7vxWJv&?|mFqDm#x6G!c-P#vA<05aT)fqhk?-rd>x19O
z+f@pg<Asa!>37W^O4yYuzU%pA$;eWVsgZM<$vXS+jEnQE=PzEoct18V;ig#_;Ex~q
zvl@C5LQC0f=VvF=wWN72&b|DS@0-OMuZ$4)UpTMm-hbbwF(u-zIX0{HIvxchTk>vO
zFJ8R3>x10<MBQfFPO}hs%gjEEEnR(^$4SaD?W81%*I*`tlWIBk{R20{g^QJBT3A3;
zQxkca^5VtEiJ{hJHiMypD}LW*Zo3@Z(H-ejus3rq!YbzF56`|&&-lWk54yaQk%@?k
zGCKbyRM*6YH$p$dGE`vvX^4UtO(k5|xV)ip%RYmx)NU+;Aj2bp(`cF3l1O>qH&`iN
zD$ZzF@wYuM^Bi00J_9eyc&TK~0_H}`GTKg1%d4tFd9MZq=_W<}e)L*`P2Ka&O+SKo
z0zMA4=JHX^%5H1t`>;->y5bG`F|;t={Dm2&fRK=oF4xtoS09R7-R4cyPS&B%^d}3}
z>ri^azkfGRHO|$+2`s+0)-|_!hQ-WuY?YyY!o)nMyEDV|hMW&hC@zjG(&D0`cKBnR
zx*W^;>f%{Hnw^wsGd~8Cg^lU=4SI$zF6L@aZg<K%bN-7+;oK9vN0Rq=Hv)pgbqlOd
zIIjb?>3gQMG!9Vh$*$qybcX50e4|14eBCt3&VfHDCPiUF`hQSwT)$q6dBZ+@d^E_Q
zhC{@}=o|eum+bQo_jWV;lhbvM9s6_XvSpjOxKjW8b2$dzI4Egl;w6vput7>m<-z{P
z?*{j#cSuFLF&nEoebOv&j6P+x2N<Tw=%na9#!!@L3uEDh_Y3b@{asmEFJ2?}l!PO9
zW+UROmX_B2j?PY2t7p4+i{tyh)?YZdqrWXbm$wfKU5oQuk3+s<<;tYvH@A@YaR2`I
zU9sjD?o6Fl|H)R2{fxT$og+t&Hl!KL%1?j4cM2QFb@uY*rT$ajg8JJF3xx}&&PzwD
zHYDq+4K`;n63#sJqwl%+W8h1FOHRfgfBdlt(NQoh`$&!AVjkn>NL^hWtLEZ@rmnGj
z=(~6Cw4R<=+mLQ*8gAl~c#WMWjfBn0U%P7Dx~rCZdwb8sE>80pyEkaFv9pIGO}xAM
ztFpbOw*Q0s_v0{|NoSs(U}Iy`h?I1gK++Kq5lKI0ypdl;-QGThMC~j`<F%XzloSz#
zBW88l0;(%3wGiretPA2-i!rjC78Mo6bevLBa?YKbY`@4rU`+EEY}zX)XG9WLTV4)H
zT(M1s9)kvJx9&g0>Tl4*bO`5s-!MNvd{Otri4zgcGw(K^rMvY#>Fu@7VrCbFJfpSe
zmKb|?g<|sVYP}rp#MCf*YoD4h6ZA8luUxZrC)MDMz5ey~y8{FER1I@;^Tfe^M!M;F
zuJG#{ciS#5%+nVaX5GJ7goh^Qr!6cj%nsK?Zr|Y0WyEv&7|SJk;k1&{2t9`Ba~J7K
zCn08^;Tt^*FCV#?-lxx05BnOL(zYoE_+4%4)QHh6Dp9*R@cCtNyqIagbk~JUtErK1
zjfoN1Tlejn#Z&cOzUvGYPb*VgoL0+fZgVN)Izj7eOpWv&uaXLmjg4&{+%92j{>G_&
z=;d0GyphXg4tx=R{q@T@i(%^9vVc7(KG>8wPG>)N?%cCCuKOZI&8}^e^LkO{kY2dp
zlf}5hzk9cD-rxCCyY}r%9k{*c`BdWj6~AuLV|?Cnk(Zy}fT^p^Q~gk)qBB^T935$-
z<u93b;W^)F$}MS{xgHKAXNSyc*9LGOu)cHG{Jfc2et}baz-+2^<Kn{bVwk}~?Ma@9
zM~`-fux4jxBQc<6v+4A_u^aBK%@HBUr;(clb+l$SIX^uSe2aIy#kI!Us0U$0l2%#5
zVLFhRf&-UqTF$)6VKUO^I}q*J_Oj8iFd&~b13Yqzx9-XDn;Ok34-b4$5<@7;G?|_5
zi9H?6DdATzS{&V76}g?-ZMrz4d-cu9lJyi3_1PbTg5x27Dfd)I2Wz>x9`y!@h(vni
zOzh>qjnf`^|Nf?XVPTeGBBqYU9J@jbUVL#k`!jjr&p-d%Af=-9<K5S><wd%t{tX76
zfEC;f-@a$zDXbGA+=H%$h@~n@N`Kuo_nGMZHtsQG|M|sRfQVfmUOTn7RYpqH41CEb
z+aZ17eTr#e+pVpl?`%6|hx0UTeRaLEr#fzuQL7+uREC=d*nIl*sS*LG5^3JSc$M1+
zzVHWmd3hQZ$TDR~ou8CNByMtuNaE9Ch(V%QOZxS{{@Slmo2eq}IV6-he|Oi(6g%Ph
z`S~hDe7l0#AzAWP>$v5t3l?VV#=qZFd-%qoIjpHs+iASJD!8z)aJo!!;T!;$?d=`X
z=OrDQ%vY}4VVyeOXy_E$)W(|CNjH%f_n&dg@SpX#clYkOpO3<0$KU-b@<1>>@0G@q
zk&c@pl7|l;?nY)3ZO(F%>g((4ZgwinT-bwMBxzg!cYTU}-9&#wh2K1j!7nf0IyY7!
z(mj+r{N_!pf<HZ{KPg!SDWS@DINwS`Q?m-;qY`P-$(E7kz#9QTmD3tuJ~1928(`}&
zi$LJx*FKa#X|n6Xu@fgAYR0RE>b)`lut6}7)mvLEWRmxJpuMmiXZHb4cO(uX);Kl^
zdE%AUmx{1`8BJg5FPR@7AMGZGgzU&f<J>naU%gsNwprOayV<Uaa9^Vu_k2Tr#s_&;
zy{3-$?BuYBuA$NVP)|?K=!s2cxAY7Aa<t2$q+L@O<6~ngRSzYCkw-W0ly&bnkE1c#
z5Mt|;#D)tO19F=5qnOX{A;D^AuhCiqn9(((rb>&Dba=>cH(pF+Bx=UDu;iw`UTNeQ
z>508)V(T3cP{3Nn=yQ8`G-zF@LA+s>;|W?$=WW??<3g#f)qy32znS`t9uHx%hTGc>
zhOthpoP8NqHE-Uydaif(HbO8tA;4MwR#VBNRo@t^cP}#1@O*@zoRXNXk;_%-fH|+k
zLFD<PA;V<|YAL&{Qw_5`W@8sa6c?;lL|t08D$GE^XTq8}*?mt<VKh74YUNV1Q{2)E
zBgO2>`$YEad2w4P#@kg>M<*<E5J6wQ(QtjqvPZn*?TZVHPP+D&AfVd}X>6IqLE}Zg
z6#$$cKdNUHb8J@J;MQH+R{p~kZ|MGK#?+ao9avinVS4W$z(|+^zOb&YE`3(J4>R>y
z_0H@y+a)X660B|n2WKwL$&D1yNi)*#=skOU>DS!h0=s!(UrvLPt!D3vi~VQX_AJ!&
zhV3&fZ`i_!evkCZqPO9%DKaL&Z5t}Ct>d!w_Xt>+wj!tD>Zh+?&yu}-OSBu|HAL;w
z8zHhi?wTXlS7A;Bw6~N8QM@i0<a(qscKuS4qbiLZoMGf1rQqMh$yw6M;~fqFSZiCM
zERwHfJ3ajyg=_=Bp%ld}R&9^1Zi%-0Pe!|QywGy<snShbynpn_k;<25W#zeoVIA?w
zIDy?R`7JF*%)dG#4##_W9UK=f>M-)eys|kh%uP4`K)o`SJ>S0YLyGx}>8N6XzP`SW
z^;CuFf<~ioct=um-5Ei%TM;tuNi11oxntajElmo0_a?Tu`)bNj+MJ8max;?q73Po(
zS{)S~nhw}S$H(}T56XP`@<oRt<0|*D{6~i9BF6-B$oC&^b2L6>xgTZZ_|13r?$aAY
zyb^dil{gR=$ID~^fcdr*Oj#`7ygD#MZVYjbtXMj;A>mB1l7%TvQ||sn6mng*H<`j6
zuT;f36m7k`ZJ4OS4BM|-DHwHb@BaS%K|;cw&f#GvNvAe@hg_h(@yWu)*10Z`i=t`@
z({a;?-WB%a9VItY$1cwF#a|c{5eSMrq<#*&UmH6u?uo3kyiI#SzWcfH{)Xh5Q_baq
z`}cpO_n9Ln6Ew3$#3beQ>jQu}YEJpAFh_bHe*=O}Q)x|2R!Ggl{A}ihu2a-cMVFQV
zlBTj{xlWID(c*v$jvqh1clYkH!KaTN9l}8f({h`9Ec^TKzxTK1W|h$q3-?fGFu2rT
zEBI`1&S`PjJFO^)xU)RxRX1(gbU*u?C4OFBQxmS`CVupIt5;_*cX+04!zr5E*mtUh
zrKLgo$z#V7P}|btW`}aswo5stIM26b4{h;`7npqk+)5`&RoK<Pn>SG{R>6@$;*opV
z?At4=l!cP*6_r1Yd@JVL-1`3I`H~wN&GexgPObFJj*gB~LazC0TrzHV5XH+T6LFU4
zy-#lPhWf=C4Tdiadwz*Nd}XD#QTI(u4E1=SA;)E;&VB^uhOck0q;7Y_BVM0<yOb2~
zw26s2HM{l#fBJC2tlM-~xM8|6PL9vFs~i&mIm|Csu?=0}rfEQ8?RNesw_nEOwkbz(
zE$N{zN#MqGHI8rGt?FgWaOcqTzVabP-Z!PkYTY*H=bu084PtrTOZG%!d+8!c)z>F#
zW+Iu`eO|^9Uzh0F=3Pd=!eE@UQ$S3z`};w8+x%>WNTCw#$53l>Q>NYQ>)?2i24&%#
zW58S7S*};v&2HhJ>;}`5*$v;=Ck9e#On-m*@@3<A$9w_!3#K<JzjFJ+-AJor*+L*H
ze1<qJ|L(%@8&k8|k`NsF$_3N4?(v_l&$QEZ@B4Hd2Ui2dxIhbkIFN&{kxr<8@1XoI
zY;3P$q>#)jSvT6(3TPL^K6~=`9ty_igkUIUSJX;3$xpFB#hfwZ=I%L}&h$6PusnUW
zZ8zh<&2QhnHFBj4y|$?<jek{<l;L&9Wj8PHv6CU(tm#=jfkn?(Oy9y+?ys$DkBs-!
zc;*iN7;I)CD<%ib&-mZ~@NEuu-j7gy{KScVd{upeu4(GxeEVX<-*<OO*w*jC5`5@X
z6j)y58ni2rV-Mrvdzu^S*K{U5ELK`rTOSz0QeK34vz)cU#4mEZ7J(`bfU6hjLi@_f
zwFKKsSbsb;Iy!pl)G3V+Zut~<Y|H`8h_ul>QZ}%FSu_S+xm@<Kt6f}E-k;G?adR?~
znUn4x(EXz%=<W!MJy*8vot;bft(+69*6m0L71T}AO*a{voMd42C*H2&v93=zLvT9X
zW6(C3p>w8WS#LzrD|UZ>c0c{$%E`o6^8*(UH<W1#D33S1-6bk|CMPEcpubV3MEi&T
zh2TpDG4131-)B^Ru>LV+$+s&jRnm*MYCpfdirec@ylV8P@fyYS7ccfxKVhbMsi0A!
zd?trdk#Jf)njL1E+ZUeC&H3d|cSm+5EwfsM^oyvqi+R%lbe0LjeQn@?j6-*Fhv{6J
zh@qNMh2Z$AMf<+mr$JkU^d2o+wXXO3hkG*4Ujw_VqmwIyb5q_wFvEG<laaD^yW}2e
zX?=}ao+GAe+kHFw>oDQvn~aMMyUiL?^c^e4GHc>!^W8osUk0DKPO=})a%_EV|3%Eg
z+}s+KyH9^&e9D4RzE38q6OF##da2q!&bcSqE9PduYek;Gw)lg|Lcyi3QG4cy=d$eF
zws?S|nK^~cJhJtf{@zWd>(exQErKKaW&&8O*=$rsCLtp}$xlHW$Smzoz1`6~b^h(;
z6$St*GM+<59rmR-x*}Biw`<!^r3}+Iy=#6DR?;rz*~$K7<~QJD@F<*f)2Qx8vfBWe
zQr=!qr}rmaXgD*coSX7i&-nL*C*tl=A_a3}%GBfWSJJ`Gi7`Y1=9RVAEDXqGX4^5+
zG)~%=+u<|_?AbGt?FYb3yAcq6gWZwYUu=4DzJYmWrEV-o`w0P={O=lmlp)vOg@jb3
zTAZ)&pMDsJLumsx5e4HXfN>V80d3`IK#2yjOFq4_P<9{qeCE@l@wn&6*Tc+*hdfU%
z#x45B-Y^wY=T3XGL*7RVka#S+4VhIytKeq(l8>x;`o+ZnrYwU?_rcf!uR;-brMALJ
zWB27NSB7~{-&S^XOaqrG2!1C2N0S|2SkB62imog9bRUgN?(rL)tZH4OlAr)K?eo5@
zmOrScsMOJ^pf^+Q-19RmLEULm6T7p0{RxoT5Hmt)v_GiGL#{df2V>1GEc7oqetdM;
zB1Q%{=r#U*cVh3&FANa_r!-Vw)Z?ZJL&8ZSA)RF*c3)muaEIqwrdkv7g2`p<{~$6l
z83lPu=Z{~v2;I?gn|TR@%lC$T&6@jK2X2;4#~~#)28)KST^XZg!J`uoJmr#hXA(uz
z9(j3V9{-8Em_;oFq7ZSN?6&ye?NYW_l+BKXT5j|&_tX^UU$<Cr^w3w1A(HSp9+bJq
zoYkY1F`1H%E!HdA#sYYhkBi^UR!ENNKZv5web8dKEnnG4u)ivfdhh<jhe;%i14tgf
zZjmNdEtfyY*4EbVJm_@x?Ahzv!=1NijT@I93<3dWU$yc=@mi_-oF@gr;2p63STyKm
zQy`$Q?&~Xyic|X(@$kN;%w&n`d$}*OtAoy+Ex*uTzt=ABJrZmNwv$-aUWNB15oQkB
zTIbF^mMDHt2u4&Nz3%gfzu}yQ72z(Fo9vVUhaE*&_J;!l0~*avO|L(2_FG`?pM`~N
z6EB^~AC=^e%_1LE@_mjNWxyP4%Ww9P-?y)7@Ha(aP@UbcDue}HA8hly!M?0>a57b3
z_G9zcoS3#N;u1EW-YY$`YD>Hk;34fd^+Lk%gI#*QWf~5KSWt*ez+ATWq6EW8vwMU(
zbgf=`dnaWJk46`0%n^E;o%J(Rmj<1EIh(d@d8pt&vo+EBtb^wutHcZ}VBC|pj~FTX
znzqxfHS#@m`_)V45&NG5Nbrk^eHy$Yhe|WE`J0E)(eLle%6x?)FFmT^TKaW`WBL8P
zjY0l+Jxh?E{CEjJ<myHqIvC+B(@h0?6gDcM5{(eExbY>&H6Bc&l&L=}6cOj9_F{zi
zrED#2iVB!hf=*d`6rL<F(+f?`>)YDeCJySR8dxA2owuxfa1OMBBN)>vMDof!?{O6z
z=G3AN=Ar7N*Vc&ARFGNA<&*!E0#p0qc`4y6y#W+bBKEK2k})UysLi{Fs}3>)5T9w%
zP)CMRw&ha&H}(-^KzsM@?TT6b9q%ip93~|C&qQ)vyqXlEK<2`oob7?xQz|=`ELqZh
zX%+YW_KS=8<o8I;i)|r+L*pqMtY@+GYk8>PX;41bLqeond#WXHfW)_L+hz$wXjyV&
zb9b1bW1_S5qy&Xi)7@V$ddbHJ<&!uni60+II@pHxIsE2qc550`qTT7E92+;9RkhF}
zB5c;}ICwT->f0)DfaW^T#UO-JHJUGCmUWENA`X##jpEL1fly2zRCbomwQD&8NsQ6k
z01Q%g`hgnK7ay^2$*!GQRoCokG1@Mw)*g;wHP%P1U%%cG$)Ot{)Dk>I_lMoFuiI)s
zW7hV}=Yl&8{_g#oFXL=AKG%)<Ujk*Pl(=Q(iv{Ts$=ke|Z=+?GAKLEB<=`?2w#qVb
z$=QmE@SH#%@9*nFc1`PQQ-lJ{lT(6n6+KE8&(eMWymoCyuIr4Y<@42R)*PUz6b8%-
zWSS1809;m18VPVlO_BicW*;|q8z8HzB*zGN-PDUm<mB_JRv6V%dMk#@2D93SJUrGq
zm2ad3C(;#!hJBs+oqkSaMg{i8DSHlX?xDI$c9bixENe%8{Povg&bj$nIe|}~JV`Pa
z{)#MJq$CzC>nZHoiXrPSp3U*Sg=5+IreOIYvl}bhJ)>J)Ca3CR7rwhY4|XU_f8PkI
z-FGmPyRdkCeEc-lyrr?rq5EFPNwo@D=4ycuiuFdaYouD;?j>U1C4#oQe*3m0P^1+=
z+pCO>Du_gOGH$(R!C;cY{4@^AX+J-|h?5*O;gkm`|6;tmx4E{uGa^Vy;wE$2%PZT4
zkrwTZoLnv;(gS?#(2#ld?d4O0;k(O1c%<r{pB9G_B*|hjqyWA4gXwsVmm&L0l+Xvw
zlCj&kLHC{mL2U<}Cb+Ke0N6`QkbBQm&*Wryk6Vgg_^wo!qA$L2>sD)`MhF+qT@ZI{
zIT(A}Cq~A-yz+r)@kC!;8KE;cC2Sx3{kM{9SE%koq~p(nd6l871E;5_Em5&_U*8?G
z-<a+u3V}`n<0u7708IZ7Rcwu8{DFz%-pd||YBPd{aLx}rADg#VsjcLH{P?j><iZT2
zaOQQi=<$=ccB{qM6HG>`xQ)O4b{1^xPx0p3nr-LX0%k!FrYGyBOCr&Ua~QkbWyvml
zJjxzX9K^1h&|du-?DMY8(Z7%UFv+$5@~Wi8yC<4oMy81{JoV|O?L;fG{6OO~$r>jI
zZ^Hk_RA&e{;HC!%>l?Yb9Tz6z6(gV}<mA787mc$Vi5iTAiSuEbJzu?gRe6+M-u%gv
zCnUzGfT60wK^Syb?SPbMcxjVWZ1L8btj9zEgxqETI*>-Ay*^jG(r%52NaQr{u3blo
z?g&;Q)2UqnDg@XS)tTA$#WV!&HyRepM(jbeKZO1Px#2k~!DwbTh2u~BqYj}iWBh;U
zBVP^~N%gQlwx|eedTAEa<~uCkikIx6OTX!434bM^48%+W0iMVwVOxtb#elw^5guJ6
ze}d*Q)Up?44TPh82CtQjb3Gccp^W)hP-7+Kz$Ve+vf6x<u?BKwsnU!4jOkhs@YJ!#
zTC0~|>F<%C$n02$n$)H!aET8HwFA(=PU-6D=_Q~Xv_ojKg|dMVn~;(sM8G64HYAsn
zMroNPlmuHMg!%j!NW^yS2mdF_sFEH&9d+;wjZpAm0Iyad49y}WJ-+9^p;ie-y#FJy
zBR;UFCN>@Tvb??B6zF1~DEm{<6F9YvV8}>861r7_`%uHzP5ag5$yaA*A0#6Ls#w0A
zoye%9=0#FWzJLEdZ&0yITBNyhjMY@w@VH7?klopq?T*=x>v>y<@+v=Zr(phvA$e_-
zLi<E1`zVy2WYj*s(Z;KeJ7#~oHtw@!NA5u;a@FmFgfbi)LlP?g=G=?25ks!hx8Fvg
z1j<J>P`ps@*tIFD)tzrh)GT|b_=5iY{L%q?L|Cy>=NS%){XojfB7k_k8sw>77kS33
zE34Rbd?O)@50o+`0<{OHMmrl_o$ei7wQ7|z4J@u)+P&D=bQBECo_Ft#a7kY{hK$s8
z8ODK;Aj?~|0OpwPUDMOr^P}_(PD=78ln1HJe?wvyK9-o6c;m*6q_GP%wv;uiSHFzu
z>FV+}5|NV9rD;J_3}MPaZ{?KrNMX5x&v^3mX(+JN$B!QctT6>eId`L@Q$dO+V=Fai
zEa<NdEJ>f0Mdcx!J0O<D%t@Oc_lSN3NxrU6h~;B#y=Td96pGPrNz7MoGJG~FnVZM;
z*C+1!FwRvF5fOptcZWBWb2mOh3H59&TQWdIB^$&K$MB1+23@hzgcHG>K&#{bJee%Y
zRvsRaL~DTuAW*{f@UBotov6ph1+HDa8a>#JH#8c_TUmrz!Pzqm!RE7zh-W-|l5>J<
zU6A|h^lUH<iT<-cWB_-;nIu$2N+}D_uXp0~G$1i<`t7$zt2gp%1q@?I>NgmXhe&Y`
zxRYZ{_+_TIH-G5l_;}sr6~B_2+@Za|80v+lwRHkkMN3a_kD{U?Q5S8&01f+MG?dtA
zmSz#HKF{0Lp)F6Jh><EPx5mcDwV^A47&UG88xO`yx(h#C0qeuB>&$LRGlCP?z<;s*
z`YX80EyYFHMvAZdt0j8A|FRQLtmayZKLV?M``4BU{7dBTl%*8P=QU)`i!6T$#E&G8
zQkGLFFSh;Hul(<sF+a9I!u%aMavAwBuBhk`u=ug3Cqo+B@_hx3Tr@Ojj)n6c5)MsT
zs_~j{-@di2dmcOlx*fYF`CS)Qt4KCTwA9P++-OG$r;J+yc1D-;K`rQ37FJfuG;qe5
zsK!f5N<x!AAsO{O4&v58mBG9B;6c53wb(`!p?p*%*i$MhT97FGgvDiL4I!nKmzQf;
zTU+Ne!CvF6kT_)2$@=9h>g5CWpZ9n5^dw(gT$q`kY!3|$eFi~^*isPY8Xg_Kaz8x0
z$Mx!m4<CG>&1xf@qa+|DAE_e7#>QTQ5hc20c}0aLUivnVqDdbYcGw}R$+EAAGVXIz
zE)q^{M#zYopl^7o02l_@&W{0dNKHokBt2}33sYvBH*MO3x*DaUI<qnLCTB-aJV3d1
z?UUoQxLdc@q?+W@pUmP&P}t>u9_Ol9MN^s^c#}Q*_rvc1<iW?wt3(6g!F0U}_(kK*
z1VsfpQy^1LK;YEfyLV~t*B`<;vHdDafrco!Z{KNJeX_0y^i`Ag7w4{k2kF+lN(@B2
z&*I|t?A{$;KZd}t7oS4{APR(<1z8_Y?qy$5w((N&Q-`M4F1fdv?q;`$o~e0t_3G6Z
zWTG+GpFmWyKnChr@bd8`VsgbwtpS#7@j5vk#KmPXzLmnh<KRx}jlcf7Q`hH~s|p<{
zwPzJO_eA15#8W$PAZ%;bHoyS$xG~jG5EL9%wg2<Wr=K8pL&E9>MLubu3Pl3gQCSX;
zRF@1{^3i?X7?nj?@Rci9QhSC}dwf2jn(<$l?zwUMb{KD0cej8d<_(J)k3`S3QiEm<
z$HsnUZMKV9EOQk?Lq>+e#=k^Q0Dab>MtllJiX=T00y17Bj})*{$ig-#=jaG)*e82K
zx=4b+JHO&aDzS1A!B7^mm&)z?W%cU2yy<3h_)>$K*4A2P^(r2}N7$ewGtWRV-L!uF
zxqaKk%>Qc2a!SW!83DaD0%em`&E8km=jJ0Pu@+COk>g(CX51bg5z#m5W<SbYxM9lP
zTlJGS1Gp1ezhGqW+WIl92l})W(Ip77>h5wY519^)><fr@Mj7On^if*}8CWi@(*TBy
z!f7pjJk_s9lu}w+nq-piLyLoSmTO$b@-Z@sf_67(cs1a-wok656DS1Qch?Afd?dPz
z(%aKR*sN2u=W4Mg{Rf;43?6n@M(m>A2nm_YIl}l_O-PL92!(*fc~3HFG&dxzStDWc
zZ3Kdq@mw?l<=lh{7xsx%n-+q<pj-7r$wv<U^gz_?l)coscgtb#vTF?KFk%jU$v8<$
z2B;4y$YIe6{s!=%)vlFlc?6*!)-&I{B{*%A&A?wL0Bwd^a<Bo(;m39&j<yF6wi4?K
zSY7;ZLPqCn1giVz&?rr56ID{}3BY-5t5=_Kc76d!^#nRX5|WP(*v-w`w;Sf<BU&8V
zYjJzo=X6s=K0dy^3JNALKd76S!~h5oI+r9d7Z;bVG`FVLHZ!P=CA>z?N;tOY0mFh)
z)kT5j#xVA@0VwB`zF>aU1BO0In=}M0BdI3>=2ljMIP?&Su-D}oRam=(7szZ@{`>?3
zL>VqWgg^c(js4${#iuq=zy&A4-GFsh`X>)2d<3b$>^ezf*pBkE0~t4N-qeKmi1;Zt
zZhYG8n0p!~y%eo4SVrd>=$36ddU;+iA!{Z9tzw(Q0%QnmLyH?3afazc<>y}VBD-b(
z*}xye?IKjRHEXmE9SQ`V;-$i4Qa{#J;V&%mud`Y+$!Y}&|4Ug-H|><BhK3u2eNvrp
zA`HE;|MDa+PmW90Lj~au=cWF%RI64Z7aktyYZ5|f^KAF`=?s=4;EfL%1UjAp@!laL
zYhVk*ahb#&Fm*0g5He&uu~EU(&<~GPY76(=#U13Fa@=tBSPp-lI;4|u-d1pEeD7j;
zA(aUH{`+Ct0r1_if-0v@eY&w(aMOkjPf!Hv#8qMH5|)Q7*$>*@#>R#ghk%uXST%!#
z>^AUOG*%!A_ST;Y91x<Qt{Dk{-v5&%MR+M*f_YD!K21~^A}qjcMKB3oFiS&2qdapX
zzI4PmFn$FTk~_S|j~)BF&y8*zf3Emi<2Z_u8Lh{HEvVv1_>j5q{V&MRU2Za&RyExD
zPzq<@#d>=6SB@mBni%ei4>dKq#2JvmtTx9}y?RD}`HG_WCraU#TDNZ9o0!~dPJ5M6
zT=4cmiqE<wIs;8F^xnOv*i-Wm?`@$PV)-X}6c_ceFx(Xpa^9~1AW}{uN%<%7ASn-3
z&#3G~$f4a(-ChXa9_K;lM|1P@d{iuEJ;3>QL~fvnD)1F%(rR*}f1+YfIcaO#uWzG>
zU*|z^-@0MLA5@dFsfwzq%os+Jc11j!F|#4nP#2L@FjG!aQU@D7j2GgfE_a2COf(|a
zzEQl;p)W`_43<CY7rwMi!L%v&izVr+CZ5AaMvFuEou1A~FF?gkyRq^KGXJ55v8@#U
zoZ_sh=yz!!b;1B8W?Bvg6@MG2lQ|E@K(=pBhJ%$#E0gv%PA@AdNkp1Z(C(#YNb&KN
z(78uc(u%&sQ8&hxV@CxJ<J(bWtmTr?q8;#`nb3&8RQKuA0jugAR1H7ByqeAHU{(Xr
zB+HcP?*bsF^CEAw6s}+nd|$z+561{`sNK2q8{|$+$Z9`}Fz`yoWDak0%O`<t3f?CE
z{JjTEaIjUAl3zJgAJvaM++nmhBz1M1ajnCLFU38v=>Qq?1exmi$&+?){b|1p!ME%w
z?L736wrTU`XK?%4_I`X!&K9_i&77RJ!Cj!@(%!#6mTtC!KAwJYUYX$M^XH$CY78zc
zBGz+ON{fkU;7eW)9s4<jdtG-F0Yre2rDDXkA0J%;6x{@~BPQJjP!mx|(DNB&*BSVR
z4!Cx!xDU1H18{?lA~Xc?f+N@@;0$bT`W*xG>e*lVz_s<Sq&ui)0f#IsEJXQtQYceL
zlZT948?Bb&OcmuE|KC|U`5mxp6hc4*^T#xjT0s%GO8Mn$-YDS8hi}e*e{)XwsjyE&
z(?&gT;Qaf)GMW!kvI9}{MTHY_3%<J!BdKK+VI}0uo@kJ3Q1;apr^*z~Q9)KM3H){4
zlHZEF<FOMt75uUr(@oRioB7-`2v+zhv8)4WzO-#jNyKu4V>E8c^>oVVSH!M?yZk8}
zuW-)mK|@r>(lomp$ETjWwe_(>^BbG5MVFEcv(n&ygezW(`U$QJ3HN?2W0#W6#73#7
z_W<s)$9&3R_XX0Y+^+!;Xb@Qk4o+-x8|)EmIQ2van0HUE<(AW{t*r%ufg&4&pFgsS
z^?zeDyS7LH#cQ=P(SV{<VF>Bp8;xLF$%5Tkm-yg^^Cx4VZV1Sa{k@Bn+JyT;jnoGR
zAS<yAeie7P*onR3{Q2_}U$3wyVHRe_V;5849Q0}t=Hoklai%WzepuM^^}9~=-j*Fw
z$1+&lswF7??_D9i@2_tp{sK}g5x|4=R0q5|@FouykYkV*&fu*kKsNS4lBt8^ts%$N
ziWn%EC=jR&BiG<CVdErpAJ~Cf<%F3L>5*82XJ6M)?Ef~}iC}b#7p8dkw8*88F2ivT
z^B7TH%x-zZJsZqRIDNZl44_&`%(KPi<aGz%iQaR(5g_D}-$Mympx-r5%N>%5Z6eD1
zt`Bpp^o#pOXW+_m<lRQK1V(+<B=lj9X}Tz&-3EO;n71y~PzschQ+@$rwrlNi4r0yE
zASMJ>gt(PK7pWNd%6(v{4(4@ToS!sI59X3>R3eUhA#G0|AG+G?ny+)3tvT0rVPOmr
zhc&@Q6G0UI=Md&#YpyQ(4YW`vvKWO6neShTnw2JilQMXD{wj=e6)EE=Hgz${EQI=S
zuY7Foek9GZLCyo#k9NoUy{c!z85YJXzc@FZ1gf0n<L367Bv*of(VDO~69%#TQ?0A#
zali#&t%YT+0O?Oz=vOv20qqm8I?BJ{2+T(tNmLdL!xJELnQ)`{jFxc7r)9wcO4R_G
z`R;u1lo0rOO@uq;lpd;w#~aLkDxBvD;Dw%r!K_}=`R1o+7})d5rSrs!RjZQ0**ps)
zjy<#7mIiF3eVKL)RbUucKEioz5ZzF-*Fh?g0C(<>^=m4;SXkz<H1HT@xpT}cQTB1f
z@+Uqi%RriIc1QWfM+HUinVX07%GWslK2wfpX&2PGd=0~*qX%EgISr0!#V}bQuc)7h
zp8{W+2u10ktY;cQ^LQLlnMs4kXA{bg6ZjqzOv5MaT9QTK3!@wFK5#&b*3$O7AQdI1
z(94+JX<adwpU02!h02WS<*BH3dE14@(~Z)Du3ptoC)N_>aA9poFtDyAf<ClGO-_dy
zA$8YPiuw)`NQTKNfhC$KW~i6%8??d9P5p#|UemVaklC#Qe0l@ZdjltD66mtM$Xskz
zC8UaPad5&3z2NE!3q4(<LMPRr>!tBffBA<GwFp|9@OjA2;Rf8BHpM~LVLl5t`IPO_
zNh($l+o8Et6k$IS;p8EJ%TKnrqRr(#zsdu3TW{<T5@}%82ZQX(7nVQ&qq*sgLnJvF
zs7SIa>BI~Un!TU+Yp*j35j9CR?{b{w@@)B?>eF$3_o+2j_drVkcnR#>c?jkFvp0rt
zA{4;wx*?t5TNyOA5M%t`HR-*~S=jmNFukW7hGjIiZr!RkB)KemWJMHnB_&V<Av2yF
zd2DjWaO`hm!b_8H-lzZS7y_sEg$u8U`HMusnTbAyhVjp4A$?E{8sM>ginnkdY|=(W
zJ%g?54(~LRFq=6|@_tj!{_xqL<h@JO7}j93F2o+j#f5PmLi`dczxk;*Qd<KI08c=^
zCxa)NLEa!nvXb}j?`I$NM)_`#bKx1pl%I>Uf4@2?n5P9Z{epz60rf1T>$~LhvXhi0
zbLUhd#7a6}VVQo`aH8k`1RW92Vd8Zdoh<b6YS~cO=HXbJ(K-nMmw0s{fSiIf@DU!{
zCtzin#HqNFo!e+gQg+9>eR?kri4;sdv8_*dO!zBe5wZw3evVE78w5wktXx*3p~S@n
zKkTVqbU4)F(a3hcr0Qp!fV|k~gC!4v-~ADQoi!M9DAaUFpO0KROZ%WY?HQ+^r2P24
z-^yhF_^Qx<N#>(hSAAti;jB*vECD=#UNL0LRYlSo{|I6KmKb$ji|k+Iea((=s_M`F
zU!qR`r*)b>lGV09f{K3+Dt?Sqr=_1m;8|iNCEIKCJjtZcqZ_bi2%7gCHX%od-f=_l
zHNe&>sSZd-41j3?<8}D0@@@&r5L}CZ$C|+RGn2#Vs4R?82*Go51{No`iQY4$Qvxj)
zn;naAOx%!21QCb8GNd_6;}Ijl3<|s&=3I&aMj+l9P-aQz2vq}=_!eQK1R$|z&!6{$
zr$}*L7UMf4O&}_1#XtfUG$MoW>lCGI*|NnJ-cwqf?@-Q3)TMl3C;z{Ks)bFPcm?|5
zgw#c};`aJ_i7gas8aOt(m2&Uiz0j~QekzQa;mz(w=}w<t90oQK^z1?aNk<rGHQA-_
z-MRBo3n?%k&4GEu!KKoGb-;FXdT=qArCY)I=NoOViI#=+ffWi~rvY`s1&3ep9XH0k
zJ`W-j(BjbGfD$W<2?X)cCjeHUSivf=gu6oIo)~1>_Q3-);ho!oZwy6Jo{x%-Hhz2o
zuQyQIxxNTmqcZLC<;!x8J9g}_m#_KoVKnCx+3!FnoQeT?Aez6Adz74xk<$m!+xQg!
zv{?X5UXddyikOUa2B@(_D4D(Rwxu}#|H~iS&2KhPC|}=ojc#(r>E-q2>V)va@G${v
zCMF1KrXG|OWQ+uciSKDb_ox{vJIh3KtDVMt6p0hQ(cctV0t0WomfFFX-(1N3@!ppV
zD?988(#Rv@F`(D~+6A=%Zy$u>MlsXNd}P^rMmN0>@toRHsF{sqW})*2FogOEtr1|l
z2Q@;_fCehJGQun$a6d4q>)&PScANt__?7*g8D#<q7ruBtD!dpXqTg@uK701eraDTR
z7B@BJ6)O<A|J>zUqTD<H1^0Mc(U8(;hcP4=m<%r^En}NeX(KiZfZO`X8-t2hMhL90
zeR^^;N){lO`=1@({ka+jKU*w&ro;~X_U6w2B;mFbAFdYpPf%!9Pov4G{#fUF$;dkV
zUqaX30|zD$sj&UtCCM_PSP_TtDQCxj(;thU{TEC2e~2aP)TFe~-IF(L*g!;9()I?+
zG^f1JYe<ELLu@eEA3#0}-XX0)%y%#?Y}&dt0hq`JeNzTd{c<XP*6}+^w{|*QExE~I
z2M9@A*(kNK6_LdDQPHW!fcb0_2M4qmd7p`oC}2`zmw|NwuYvN0N<(86v4_ZmitlP7
zO<*8H_6iCr!$Z;4v<2tH51Fo%xxNU%z~=LdbNB*X&|WMs!Gic0DrxAj_ei-9;Ja5u
zq^5^WEn4OovTr|vQ$1>oBv4~r-@o^wnMDKGn?waf8XH(9Lfc3%zuyf-3GIFH(DIKW
zn(G4JfEP-&fKf^Z?JGoD0<P-+7R2)-@f|R85-bj5<ATxhYEcItlg?|j)Mdclpwppr
zPXFLi5XHiqdIo+u3wf)%CKeXZo*3U#e=1UM+`6R&sfm}6-3q#-50$?5qDF1s*Pqlp
zsUu_mF{23AfKiAAR2o257YWx8)IS2wCdC~_F%rrP(MgNyjlu8vU`A;HR^&yood6BU
zk>Qf>c&irresbJlm_Rdm`_RIaN*lvx)iwTyyqFGMG*Ze*2PHDE4g4A=jH>^b{ObAs
zT`TE#7>Lm_sE$C1G9n(hvY9ypsH%hVnPuIQ?eeT2A>hT$@$>w5z^<%Cn=Y6fA`qSA
z@sC3W@M<L%8+DLqETz+@<&{$*l}(wAd$Apaazx9!J=(*Wr%!{0NBi4}Tky@t2FxU4
zbuy9m2@bDxKwVv?S%=pfsq9?;-}6~QA*2T#rY?1Gu~?3D(ioILBH>gi0&v&5_6|?B
zEIhv@RPDk3!=$$fTe9uqqCWs?R*MBb_{a|n0$V-l>ZHB)o4!Dlw-E5f*yR=4qp(Rx
zxO5z&enOtu%)?`vHb|hCDEG2Qc#wo(8GfuBy;4<Kxeo11yooK}96(I?e7}2=ck_z3
z;C({veDNh(QH<O`w79rj{qs+2c-0`yFt9IpsmLp&iNYPAgm^$8#__!&i2=DBwmO5P
z%IWbQyNTXf8r-7%({e%k@vx+849eDjuvX=LZUXRm!#=HrLKif`YqW2o$5>EQw3exN
z$!Z48Xb?4zP(Q(w^PDuo`;k}f_ujFx^qFa40L<#dbV2k;@TPlYWDJOdIL2>`3Z^VP
z`H1e+J#(%z2n0o6a2dkC;iCRc4&V^KglB&p_%C(;{~B{cX*?wxkqZ(udX-NQ$pYTW
z187DA6O#3Ab5D1-ZO8lTXb97W(nkDiEaZk*xVEm6P<80be=hh#vIyBB{UpseR{&zb
zPkRm;>5oA72U7xz*24of8ad^a)zu_yfK);;ZII@GV^qDnA=)mFdr3={Q!HT&puG^U
zNg?hdz{l>>Xiw0C(+3q2^vfMkspZ;z=vz%h^dx=MAQtKoH17kGfVfwtkwk+cHm<`L
zL532Nx3UPLE)$+4(lmkMJs#U%iAK(d^S2`;4@pR9I~7bnui4Dc$7cg$11*kSVd@Yu
zL-P_b8Q2QP6kSN0i0G$XV@5$Qe*N6^I3JZ%dk9m?LLvVu=pS@ylcQ<?&!cC;*mfF4
zq!6{~mBmf>8(YZ}%FHM#s;WAWXL%FR+ChSO0lao787t%2U>EMntb`Q|r&pN<expw_
z0>4D`-E7<lLZu<^!uQvb*6Gu_^(nCx>FbZOKqN3dxKK5r5Dv8l`lTeP{tweYn7%%k
zBv2g64$MR&CyVZ$9zoo!F(WM~SdoO^{TfmkYE`~9<=Hz#L;~*x=+eda;4@@;tE#F-
zgyxh_Wa8Iw(S$ylli-^IzgA&SAU)6F6DO`g`bf$%3RyDZH~D^}nl;Mi#u~Uaw6W!0
zdk(kRdOvmcfU=s5^bCo|Lat14&&)_jh{9awQ})FvvM<1tgE!Gqp5|V5_MdQnjk}Dl
z0B2>6P@0(kK89h0YJA;bVjn87fG;8xpooc1o*n*EWhZ$SMr(sE`UM0uh})%?X&5uU
zf#?j&ZcNMWVDx(DKCj_BaG;*;QkvbG{7|Mcnb|!&s1w3v{cg7J9iY21wnLbgDD6eh
z@ZMUWdx{npv@NJB=!3t<yU(<sWl$!K(b>^KJTI{VZdG&N5-Um9inzEYt^Vmr_So|K
zH&j=L@F=!*a#c*3J>prM>Md4O_@_5a9#U}IDl*A|Qgq%2+8$9MzkmO}Ay`RSSraIP
z#Q)RLG7S&kJ{1CiK@1gfPk#FhvT;L&6P!6!5#lE?v>XWTMtA*zC<8f6(uMr~*UN-N
zF<J1}=-*SO5!wj=%7Et9@qV>DdWL>pG0}&n<HU(-oX$rF(u<3Z{X@Mco}UdHH)fKP
zbM2bJ72%+N$}tZDhVoFA_QNMcyLS&YrYCZ_@^00rk09LnsA}@8`;IwXVQfPv=qP!6
z$J;voV}S(rjamS%18^K<IyCFxECNwz1KhnvS2C`!NjxHp-5U7HJAWlPnH(|w+l*h(
z$Q?KTz6zXO2`ox%o9Jp|Teq(9IEQf@d{0br{mr|u;%5T0`$a_5pnWnRJG!G0T>#*O
zD9N~ggiI1JnRYSvp`@6aj);HDQ|!?|hY2DO6agKG#IVh%Ba|Y@xHUUu*?fC<RlCkh
zDJe#Q$ft0Brx5`JIUAw{IQUwy&FRo8wa+mJ_o3N@3_)>Wl-<~~)g7#HM!~QEdOePY
zD9j`fD+z2{B<|rZmybYW{(?nOR-lB<0g>*S123#zyH<jBi<g*!;o>bfw#1pdj$Yq#
z+!_+L`j=l`1O&j6operZAUSFF1umOu{6SN}6%nhUbq4$x9~Xze#Ykc>*k8NMYE%V8
z>%Q77LhE;JU#INOItPzf4){i8KYlwnuIF2@HwD@@&L-Vf@B>>(u29fc#j6tsIm;Dh
zpXs^rn&fj%13hRI6dvW$ojbFQwA7DoTeEg;=1hG}O-&v+HH$D8lNCkv^;#P@Y&g#w
zfsGl7A{P<^xsV2G3a(v2lsWC_=$KPJ$ViX9YmWOPoDd#uZi(`P6S#!~=Q9q%(x@TV
zOu3;p2$Vpo4a78WQ0i6K-nO?yarMl{IS~5K5p*ZcNhGAzoOc2H!;h<mVCsJe;&3A+
zS<jvI4PGl1xCHK+6YDl)_w)NI{{DOa_3PKWLH8zo@_(7!-&+ib`eABzb~_br8wE>9
z38h=jpeR*h$5#I1&KUgP!>Fhz+b<%ru%PLx;98Pxunl;_eq4#Wgao)KputHG2m}wb
zVr789H@hVYq1F<W8m{H}<(K`0_hekCPNsN4L*k@9M^`I9Zv1%v3RdX|M891hR1htC
z#2BfDR{39W;e|zF7bHhCw&N-Q!PWpRHJ&v6j8gQ|W*divhg%^}*zraXaQwV)&vTiX
zQI*BH9>r8K4D|#h<$Oa!5Zo})cg;`S-k~2_b#*%?auE)9?4~VSEHN!Qw%)e3Nh~Q>
zw7!J4t;&@}JNorl%%^c5WoopHXFIjDy}f-7OU@Uz84WsiX*s1zV&KEZ4XV92{(N6F
zh2mZcSj4j75;*tQ&70#nElA&-RDMax#=)_UC8H?elGK~e#L;J72!T%9Pg5cG!xR-+
z+3oXF5Vp3)*V*7+j4G6CzXWQh&}Tlf{I_A-pgc6tCWCGWf~64`UTEtYcezBvd$;R@
zklu?&ErZuQwbxTtt>rZ5jR5KNW$=RTp_DUEuYIVjoY1TGcHO9iq7XMl@KQ0z3vkY{
z5ZQY_zcf<_%>^<}w<s+sAs404USH@czwmmiRZ^OQkTQ51J}QEfwnj{AbZ`I(gD5W2
z2`9B=iAm6|<14gud8#9&)M)kbYCHfO+J}|DQQcXO?Ji$~nGr?neFI$ap@2#d<z4R$
z!L)=!6=zz@%O%L2CAa|w@A=xYiZi4uN@|HSHX03P@W&v`$OO_wPvB+<k&Ma?CSqjc
zpbTt(sRo$>wJWt$+$SE37-f7g!X;2-Y}%fRApHNC229O)dnPj}nH?a@m#TqHNPN?9
zgpm7Xpm2gpN*pSfbp+3?^_Ke)eP%x_AdslRpAv--mmzQ@-$ENZ!D*#iA;6!2EkEJ1
z{9$b(8{x`}KR&poVc@sXxWVULBhho3A_v<w@7_QDc-Q&94D<Rrh6fL-6wAoS2*phb
zwuWk5GaCGI$+s1RDoE$wg9m%4Ykt=_o|M6p@#@tCbj}2T8={a2GSt1ajQxArJYlzh
zA1>OmIw}zzte`MqZ8-@cGL2aF(hFviXug5{{l))T!(#fJ>Z9_U0Fk)zo`>W76mIao
zv^-To4#I1CdiFMHMihhrG>oLk%zTVQE+Kdt?d{l|b@0&`CyuGd$;`T-9421G(h#0>
znANoN?v5m3i%P8RB?`$lvx&a=Sb^QUPePKL0ohPbcef+F1xzU!Vq#(fFIOd0*PKJg
zI18MxAPO;!T2C7g*l|x>ba9bTYOG5@V!4rP+wwz?<d7RAptlgS4|r?h?t^ZDHh~o)
zL_a557fCKx*cH6eBCoK)zj`0NiX)Kd8c=HD_9l^^00TX_J7LivT@NT(dtN1u6m2Ce
zZ68kW8Cb=MI1F<Nmz<Y6xt$ACFPbMd8AIF#NUP6r6i%we(Z)>-yqo7Izg=g#rST&7
zSM(5|7B2QpAKP#@u^5wMjnuWzBv0=r#jd|6QD){P+(u@lx6Xh?G4UOgc;_RLoL2M1
zE*}BO7Cg|iurhccff{M=ZN8quahroYegK?2Nr1$Qj@E{iXj3=|g_3dS_oEYdxxIV#
zD8Z`9|2{S-NsNIr^U=LPMqIqE^Knl{&#V0CSr25$%(j${o+^2Q0e>!M^uNm=Wb1Ox
zAN2iU?*Qf<mrm(|eTQVJ+3}5jWtQ;8b_v=2GeUIL=Cb$i|E{T-k7Z|^cE?#7&&l7D
zN}q8CA4`kFMR9_E{PCoI3`x58=Y?M6s2Dk%U<tO>gjSKGG12Atyu<T&PJwyeXxBPZ
zvs>;Q_v2+#zeXa@h@bxN35$-k*9;qKLvU5iU9E{#&xlWxJMA&sPfGgQ4KjoAx$9aJ
zZ{(;BlJNMi?WIjdQGD<lgWtN%Ta&{N;7WMq@A71-{yn7Yx3KIRr{z1%2(VM?VAFXM
zf#$nx#H!VC2E~BWe|Eya+~ZbKR;K$Tb0m&FyS^bE(HjOU+Kr)=9>(lm{JKTfpW>)F
zO}A(WI>sj*H8nNm(=s69P&+dGV*~^l1U>vq2SrBDWdXTO?h@HJ%t$_HBUA-$JO2f9
ziM}$gXU{J~_w-Kef&{9vLicLYQ}$rdZgQ8=%uBJlkhf9|4Iwf6H!3wCn#ds@0oouP
z5L>D3G+Y|yr<E4TEo44C18FidF92~)&}?vJV{=Zx<Z!zauKt3p0KJ^rK0N9g+Lg=2
zK#<xMm@<s2g%Q4=Lxj4RlKA!3Ug=R54pJ2asbJC4ftH*)(qealcKyZ;0f|u-D$Z0>
zYfmUoPQ1j{`VdmWHnSVucTf~RX;_c@hSD1SGj3vuiPL4~sThWk@pAhcUE|o}YDjFD
z!H*K*_5dQd81QwsjB%D@G&ITJyXG*rwqE=7zMA{QH*!}_p)atb1d2j2WT9>lRhB4L
zNc(L@cZ7vceYxPCJ^NwJYwQHj&1hTfNRO4y?0}~H&E+<^)vT_--xqf(Ikq<0qsw=z
zStXPOIMK{foFVNh`ZzRuZ>9u`TEZKSwm42|={IM+d&bIQ@a*#AYLt3O3;%P79S=aA
zB}YLmB32D%4_q)w4=2k_lIZM_5_Xmj;F$c=*|nnkr-XctP*S)7EWis$0^_|d$6bl9
zZf~WEVN+Txe7iJ^)r4OnAbAayA09?vq2iewMAB~JRqU3}2qKlaSGv4>^%|eHrH@39
zFD@td7&iVu8Q6Gf147x)OP0R88Smyi6#gHU84>?snZfzveF5I%rm3A<@5kT&=`A`2
zfOscxD+BBxPhd((!mc3ZdN8V}<0K#~;jX;nsL#`{<-d%_A`>|o;H4h2SOeVbKu4r4
z458p7VE!}2FJee*cp;S_K(t0=K=KR-;^@&aC6x!E!yz@2&NPd#Zy@0^KI)+AiP~MA
pyDJd?lVAeh!GBt3>0VsoaI@>{oeyj7<CiGZ<EqEfj-0*x-vA=!NqztT

literal 22078
zcmdVC2UJwswk=xbEZc~pf(j<05|wO13j`!*P!SN2pkySe+lb1x6p$z?ITR|AlL=6w
zl1d4ZBo-M;GQ2)L=bnG=zwiHd+IzpXdwy$sZ`&>_thMGGWAxE`AM?&>l@qI$b1bJ&
zD66O^kEv5A^L;3kdCf}~;}x;54L|Y6A;;sojv996jxJ{}n^Ba{I@({fbG&GIZo9MD
zWd}<;TM@y7f(Q7wUvPA^caRhkviZjw1nn+c2vsJolg5`Uvp=clK%uamCI8Ngm5Z^Y
zP_z=L#|~?{hW0hOxN2&(&J9)Yyp5D!esb^4)7ReU$}bR9Tyyx<_N6O&Z}Rg!U-3=*
zI77>k{pC>VGd^DDS3Zdm&w9Po;+E?!Jt=Z+t^CrH)FUUCE}KUinY!N8V0XlvM%^s@
z*)u=fBHTiFtihoo>`|%5<&s0IP4BJ2^<3nRh~9!feH?r#ODU8yA`9j5e<3?4^C^^X
zE9d<|p}aL;>VucWk5U#=C@(k9-;Otz{Xv<B&))p+`^d`&6BXXGFAiT{9CzGz<MQRp
z)tR+PPW3kFmiSYwQIuL)9wsGbUb-pOvPwZEMq~A@qxdI8+-5lIfl;=zWq(6v@WD&Z
z-B~?RfBp4GLbz6fwwqB!noYf^*R-pV{kuiWmn~B}cI;2V>|SBz5OL)qKd!NiAMsiV
ziG6NU<1B_rt}T1HeXdK2d0BjSbi``%5+CbOOL??%$ofs2Vr!EOm_I*1;w-Ug%+gA4
zbPmx^w@r$O*q(af>yhh=S5<n?jy&bH$<MfVZ>4guDAg#-QSHKoSPlu>#BiA_J^nhz
zU%RVfN(^1b`Wq+PxaMMaD+ll8;W-v);+45k&``HuoXfR&-l46l8@=ad%mSvSM=ILw
z4_4=1aoKFj`^Mzpl9fI8maW^piE7KG5>u5kH#;R(mzR5GEV%IgmTa3Q{5O|gR3)n@
z%%?*ijeo!}zEW15pi^Ng^Xk>B-C|-jeOdSm{*+Y~a=4_6c)U43<U(8A=YCun$PKn#
z-s97l?V>a8@cz-f1&cRPJ8<)3y5_ZsdeK-APC54ejJ5~7sqZ$KdX2X%smgJ4@T(th
z9PqMuz$w$?+$eM9*OS=Tz3EJUmc&?_pIk6jA*iD)B&4^u_j3KW7bn=bKbHoH#JtX4
z#<hb|yQV^V<Q}W&%1D_+$f_;kPd?mY3lYj2e{bm8azlX@r;{A6mtwAbKXvHg3C;tw
zQ}*^R^<JL2ddRWsuS3qgPsqRf`1wb(I2m5zHg(kv_8(St+}vUt`(?=$b#<Cn-qBmD
zckkQxd8@3)x8BBVM$WG~>)q1Q4JU=!4ehUfE-MpAoyAflIbU)2n41}^74Od(DZiVe
zJU+M7Csw6q10|4O?;KCilP8-ThJRAi&F~ORXRf=o++YtT7fHVM;<uOY8azhIw57t`
zI)W6_xkW^(LcM1v6liyD-`+ovI~G3Cm)>;B$|^oc)RK1T;8q1%=IkW1kv>->H~SSA
zV&wR6qCb0}lx~z=Dl^t#$`f>R)t2DIME-Q9kyDM90&QaO16!_Dr}x~H3HRqWHuVAC
zf6lC&_j2_?kMWn5-(Eg@c%Gj7OJ74%Q}djgg2GM9+QguT=LPephdHdGUR|sEYsb-e
z&5AuwJ<d4~{IHps#wxqbyz}a*-dB}oV}NhG@Ri(1hGvkMb?uY4Z{@i^OV5tC`CGLe
zWs^Cd+MPX+m!P@L`2^*dQ#_sG+U~EzK{c;?W64>P@xUD)DLsGw{9|2hP0jQ4%nlB|
z3z<_Zhi@`P3R~=-B<Ig&RS)B*E9;teDFr;%b#DE*jM;TwQBm=ZS)j3d+{5$cWx-nU
z<$iLr-%bi+3)4><)Ti6o@dUXvd8Qv>zDv(o{BpG`mc~CMgpV35ZWFw9^@%&}h^nu+
zIv(oe?9>431Djmvh`6G<v2i%hzMVUtE3)owI&j3M?oC{ER+IN!F78`^N)iG-uODBE
z_>0?Om!n1-?MX<EkByBzQoom%x3c$p$}Z|QDd+0;KojG*wE2TV`}XbA&vs7Qy84#F
zeUA3D(n%IG)wWTRT8W>IM9e<c?YBQTDmOPGM~iG|F!UU6xwXNz2>XfE5n`uETfB-R
z@<;BKK;Dt`{F$=4U)IUF+ULGk$jv1_+M^neJk?VfrF6&a=*^W6d2GJFj{3;V%*=Ej
ze79r+QjCs?XX=qYr(7Mn_y@T^C`_LMUv?$hIa5=o?x?^l0g=l;PckQ-ANS?WO)@Qd
zV2Sm}njS9Muz7PF@=(FYk9!XsP_t&xowCcnvm56lMeMTu>xr<LVpP3`T7jK-cYS(t
z(Pg^Xt<~EqC7L`mp4lYozB)2BHW0`&gWOAZ<*uOl`$u8v)Jawf7PZ_NQx(_Mbzv6|
zPglKNJ}cwLlLMwd?GHNEXz5UCd9#z&jR*p(A32%Vu3f9n^SmN6-h5pWSD9(^Ez2pv
zHh;#sps<kl;6dH9XV3Q3r6zECj;fhq=VW`GJ^M^{vWt7wX5nL<PrdU(RbsGC@wSaw
zmJJz~jEx@S;s+9Rl8x`)yQg{b<ZZ#spKE2NdQ;4d|9txJ;WO{)Hm<DR*Cp#YIq6uS
z1f+|s!S^e~+($2Xj($DSZoJn!EyZs4r-};3+;qiU*Xt5N4Wxc7>PCLu)91o^dOrO8
zdH(*^L+SzsX`09{k}my;G2!lt6B84=(!|V)*B2BN>=PB$Bzx}V*$<;ts&f9>b{qOS
z5u%G0E&AMIe*sUwy_Rds7QR~_o_+jyEWN~gs!u{@dhi3e(VaVYu3x`C(z&m$JFVV!
zBz^|VQd1_;l!#(No(IW9v%k{w_lbz4G&tq9EZ>hf&^~qQUcE5A!Zhw@r|l&YDp>km
zTKyxgtezT4+*?rng)b3TZSy9~sg>A9O4AR1{``58_Wb#C#Uw_eUdmcC!)TST_?f9O
zCX!3-adsokXTP#0rx48}AzRk&u$>>b!Z5~r-MV!p{GD0G=f6Z8_OB}s5HLuTl$PQ2
z7<{K56H&q|^!Ze{bf$XWrMOS~np<OzJNJHT(F#NAJ9nc_1XsbVE=5J-ebfJ4J5je~
zsBkj_<!t;`y^~#L`$q21qkZ*^93;El+qb{%o5b@KMR1ROyV)6jrMxYRcIy23$O*)t
zG<}YloF9w?7?8=<($W%D>mYDtsxQ54u;qgc{YqadBP;i&=&oG_ZO8iyxVpQ$+g*+w
zC{W#1{#33ht1xYx8yTM0#K`lYbuGW2grE^V(Sh=8&Y&B0Tw5V%ZxF5aLczQ$TA6b!
z;q{F4#c%t$KYuJJ@Sn)@MA^|cnw!d>Gq9Q{;_|+D?fP{YTe<!FzvN7Ggm5yw5p0Rf
zALU+etZIr8A<v6rd<@bqTJi+NJoTzG4MG}03dgSX3Ub=Dd$<0Kx>|+ISg6iZQ@dPN
zfR^pdB&(JQTp~<6HTA1cDQV>6I@L{7^VW}dYOUpFMjyqQ<mWLYyfUijMpE3Lr$?U7
zC00+ydM$jbZ`+jT+3s~GW3;EH<fMhIZEP&SMAh@-E4afl@0eo4kwP9B6BA-q5}?N@
zI2k2$(YbL`OP$xbbLZ}C*&XkG*8ceX<`SX&i~dIGwqZq=g>nY3Y1vMX4;iQLl8|8h
zdGjU*HQFTK%Q(5S90liIRktYZRJv_rX+x$%85XtlA@>QA@yZbAiQ;*zT7#%smm9Z6
zD&(4~lTDf&2YxhqOtc5?mXT@f{r2huDH*j+^1sV!MTL-75z=Xr4XNVhU!NcE`10(i
zc}2KPM~#k&*u#ep6(k)5s(|5?lDvO@TEh%3LD_NW408##%b%$wcXfRUTX1sTWU=&Q
z*NbSSK*6Y5C!2Jn%-vX;>6rm<34?T7u@eur9v}}FMLxASXQ*%su5cz#3^<@P^ib8s
zro6`U=H|iVtH{?%10Q!(DhVa2Q>5pnN0brjZo{AVl>O?fS4P>ydfO!mwIdxM2!fHj
zp8)+lA=iNV_T;Je?Dqz*slM7t5sPxsKqKcM%dgLGxQ#WsDC_G76F4%_e4Xvo3x)gl
zc&bt?RMV$4{k>*;Qz{ajyn&MZ2I|9Heqh@G89DS+$E_{dC}e!`M!MI`WDpQ;5W+O1
zwDeSpJIhMs!k6vbVG}VuSUY~LF~oL~c!q7SB>4#-u`(s0-18h_R_A9pwZ$p@c=Gz*
z-(Q<?mSoah_y#01i#V^8#@o%!&TO#qO=wy$f4=mO+vn~bC<zcqNjq@m*F`34dfKBZ
z;_!kt`-6&$K4GCb;(n&4;{qgTrAxRxPCs+r*qPNGY1fqJPhU{uOVKUKoPG4@ym{#p
zHFG_NchCJT67)gm{@gKR=7MqT2BFlPh={k7@0}#W$SOw_lb}B-oZfI*=|;Lqz}<y!
zTe)td=;ah$Mx}dIJTp6%Kb9phkUy7~8lLSN%h%fKD<obS^lYp2jq{AK8sKp;H#fIk
z0h#Zw^EiCo75JpB$S+WT?uDQ1@VHm#!AtKYuhqtB>`9-Sm;*4<e!E%H@j_fX-jwcT
zCp$B$;Wy>(ynTQ4&xdV(vXimZ!|&f8VSZ};E+JuNVPU`&)P4E3&6)3oE9LR|*{P;E
zcYcE~PuI5l62Vn5s)71VtO}i6ch)Ig-6!=ezIVBnNlsm`)0)b}ElR%En~qhx6r&O*
zjGY?(@I0QukF_PkBO^(DbGRuXr^WBgs$<o(<z);E4MR74YHZYeb-BHG?TICP>nKfb
zo!gi$->bgx7H(R%W=%^?r^1l8Li)w;>d(?L`gv?CBdI~{X&1krvuOkV5PWs<=ck9Y
zP35X`Gv_O-s*+A~tX+FfSVZLhfx>BA^)KEp0i6ZxCJ5Qnr~f*1sr8tD&k@#kO6_G7
z7lDzbM=sGdR<Gg^jr}67@>JGl)&16fr629LxV&E04ZmL@^jN>2ZQg!4xh7G>%H->V
zQ>$f6?@j!ww@b?Qi4uun<g`z!9ugI;-YVss_&odEKCdjR`ZOEPlJ@p?y%Sq2R!bIq
z`0(9j9yW^UP_KsTNJm*ptx1Ocvm(~qBqLw{#Q0tB33EK{XDw*s9Ne-E?^@S~KhWQ7
zS~}WYmDJSTx?}j$L+;wi&!0bU_~EQ~cgb5OJ-ggAv#0-qiPuCy-=v6n>C0m2U*Ak^
zOHkHy=XLcC$tToR6i%Cbu>(@7uNv}Y7y9*$Yanlm&hj(WduN5@qP?v^)ojn6JqF1Y
z2>-Up0wM0$QxuQpt4r?jIQ($y^w*;!-V}J}XrZmorbF!V;!YbFx~vIw3C<i>D@jo`
z82FJ}KglmW)xy!VA1U(Ki4!5nODS$6=GKi)%-W#*nLfJ?+);`ffJGUWM$<NgT|obQ
z%^dn1?F-&5TN)N#yG(k*@87@E${VgSsYs}aD?$KXJXPwn)eav%T&uhXC<`y-0(b9>
ziixpCqIbvsbNsMMA{Gr+t>nCUKW2h@oAOQ2r9I|ZwM|kJjZvbbRG@&tZtC4Tchnpm
z-&}TZXp~*PVnq!ifojn&>$nF9g<<G$zsQDsfJRV?9(#aNWw4kv4|T_m9a$|mw@A|m
zCd2mf^YdT&P>R<zPoLi2U0Sx%-)V-$xMEoQ%Jc-a^7ErT{{H@Extu_fXmgcl{aH*w
zn}&>6mGwftOxsH?@hNQesn#(o1T)_D2{W2Pc~)&b_{Am&2wBf1hfCV^<;U0YzfySa
zbIRyf28A31E>N>FVi*mDNjj-}czE0~qmRX18S7uZa^>i_te9<sE(xYc+Q6fPnaa5t
z!E6zfXTOr1hvDIZ-K7KCMqi?pw~#W;ffmK-gR+N5PDjPl<e|1AB^syq^rgP~bXAu|
zr$9kq5@srLrXeZ7vg6GQWLVW2S>vs~tanSe9%tsFD>kSw8rWr}jUJa0zZ=`z-3x_S
zxFoB8e!_+Q-%~97Skt{b7L;#fXO9V!atY8aYHD!n46Dm@h>2ExO2;o5eBjJD7^aeo
zVpzK^=f`S;k*_DX^o|y4vih4)A@pc(Tn3EAtg1gHI7xfP8WW-cx0w;n=dsC@{FSx0
zk>|H(N0-zjbWXh3DJWR(Zk*HP(%)byGf<amo!K`QiE7Rnc;nAMbt{ZMtjx^8<xis8
zC1dw>qjYJ3{-}vj<zn?W8Z216@-%{yuW@%EprxCkc9^Gb?Ug^aZoMdDhl-ooez$2A
zuU78UD3POkQf=zBvt0&iPjGogqN?eZJlG~>-q_vK-*3X0dV>~BF;|stxsiM4&O|BQ
z#_op96dk9)^s?5&g<)U5oZcqmUd;p&ZGHNgUNIAI`@(bTSFnU#c)e4)T@#(%#6ztt
zSgZ;mfCXE+1icM<!N&yA8+lE%Pd3fXnB3ncrQKF|UjsoZGyCEQWmInKyu^0Hxiw0a
zEgx=`@H6$jer0I3lWv}slf%Z#SmHY5H2rmjP)@`KKJBit{JC8G;BR>EHqxPZ^5p5u
zmtO;$Soqu2#QW<wWfhJ{qNLa4d(ZKvRyci3-6`$4`7y(yAdr1Pg5h8{HQmedW#ew?
zW6zc{yTNEJ)pNMN8exI}tM-|<fKWQ1ExOQ0R%cvls|FZjbypQ}BqzPTyW~rXmIasl
z6sN03fA3ga{7mm~jNA;BHu~M-ssB<=DwSGXQu63S%gf^RIyGaT#THu~_p0#x%nIu5
z>wKj-RB@gm{`&Rn;;n_Ty!9Ety^iR+N%yjxjV+J|*y<>46tT(-wx+A0=FE;4$@L_A
z&m@498J%P%>s;6ps|Pel$G)gtQV)b&%+KVYe0QoVH7Jl9H{wbQ&j`?IUomIc%}9Pq
z0%O6F)m^~8lJ?C$9i>4pd<C;&KRz)9p(B(|M;h6?YuEA0AfY36s#~tK_Ed4oxPJ=G
z)J|_GLd(!l+ivrex@)S8l@rfY5*uSXjMS9s*sX46Zf^CNw#&WuRZ-%sVXk|s`&hqG
z`yX9Yr(e&6v{IiM8MXk3nChbfuqLs`c)Cl~j<_ty$o>%n5a~W6yMarpI@RlVoylgp
zMpyg&knTwj)~}HapmH<L76I!m$B!ScUGwF2nwrNpyV9p}CO|71$dHPmW#edGc&H2`
z7o$7Fbfq1|996H!r#ft>4~JgCV<~U3*S#(Wl5C8#1mRi15ju|cF5!##UGEEl5}OkE
z7HT<1ul627MOBn^kQ_&^A(-wl#59RF9kgJ?6#!8BOP<qElXC7ojV`pP9qmb=V~0!J
zcyk(Eb{ZcmmM(7Y8EIvnv``VsT+ii`z5CBwx0qQ>deu5r>1PN_%bIwt<*QfMB5$&=
zkW=SFYQEpf)2#7w?*8)Zy8CF?j_x`7gp})Ggp+ba_6zUIxm?u(q0O;Nbqv6l#RIy!
z@u%C=rzzG9wAxS{J@fjT@|z}0or*R@ORxGdP$nMvT5im!e(Cb%yko=L0&{Ytl|v7z
zUA=nM9Yl;Gzr(7<UcXi<(&cq(BL)kaBwR%Hw={55YUfEbIzHmrhaRDg-DZd>y_k*D
z@Yy7KfFsQHZ_&H-ylMa^=N}x*OYNyi(7BP;qWU@|B}rZabk=3nuuxe~eTU9+f5(pN
z-|N}xUK^sNqLq6@WM#+Z?R>x`M~_kpbT{k|PJIq+zKibS$T|!1MRso5!H-#i1*{CJ
z@<T-Nzw!b+i4;k39e<SPIi)XAs42F|RXxnJOG&G*v(<3NfUi*AX@GCp*>Tei8#l%i
zg3%(;K38>%gl#pF6mO$fcWJk|sw{~ZhEXV!;}iFZ2ahvax-OzOrgA1H*JoUMvB8yZ
z(v3eX=*~x0dXMFnJ*wev=(#x^!Pbg~eEI=<!d;J8T3Tj}luJ1QPCnM{h;Qqys;4&_
z)ruQVZCSrwv$b$n^>(f%vwIHB=s0UHZYTRK?$R6JEoESv#s`5NNv&-ZL8GiU)x*ed
z!Lpu{x^2>#TYO8nZeHD25vLK8IJEZYkt2k|D>jN5|AXDaFI7vAZ0nWlNK16cb?{73
zyUV~2Bdd!7c7^l!WhwT0Z4~G3$^zh<$NJuAPHRsKeYm-bFV*AypUY|ol=a$%{KZzE
z8JcHVk#@OVF`=QqF*}J-RaMovdZ<lZSNDQoR@d{(w}LLkjPKuXHj{@e6(HtHj~Q#e
zm}HPHuHGHw693|<(P}Q)i)Grw#eB(6N(8eL8(Lmq`D|_G?()(1x{UL<9PJ79y+rY4
ziyH=<e5_Y1_D0=zqd?-&sNvnacT3-1U2xyg{EUrDAFGhCfsrED4=3xTL{|@!{x{)l
z#NDZh&Zo-YyiXzL*Y9ux?RYu;Ltn<tPt=nq2X!SD9G>Eue`ecIsYr#ccQ5Ww1S>0w
z7QO?e`b}OJHectj>+iP|Sj=CxYLyrvgTJHRe*W}ne@UQ_1elPtH1A)hwhMxb)zHu=
zOK<YBmbvQ}JBLsX&<zL((6*WZyB`FeEd+m8|GVikGYcXtbf!aRFjyqLs|EE}Lr>h>
zbe1OwHABZ$`_5}Z+6HqFuBaokGd#uo{Xw)>-?5e4m`UlS5r?mzI&<bsoDKWa<L|}R
zeL@dLIz+0na?;?b?I?J!^m1HZ9RmIOJ=-NY=#WFSWo6_Y*6|KoN^7ggRl>DHijnC6
z*CMic^XA{pZ(m)i`S8!rwlQlG6e)(8m!p=gUM;?C*)sF;&_m{^<GVo{1M@Y3WO(1;
zSf%X0y6?wgdDHl0HqXtJ`*H4a?47~Olh7P#hncOKZ+q{+9B@IBWfy3nq#y&7n9{2Y
zmXwY)dE22=J4?^%;jIE$rOxz5k6xQ*D01~T1^zvyXqss<7atHLe{Ui`t~uPb6#ytn
zFQst#dqPBuEvNuaO7h-cGMUIfE7j3Gf*7a@4i*s>t^{N(*?Q3aZEr(n6=}<Br`!l`
z%=L!8kn~WR?c4xI=^?z&<JWf!b2OkGpuN*(5AC(yN{zlYBDe6Z<VUAB1&u`2iCXNF
zwAZd<z8A2$^n;%!M)O{dKTI0t?9c1H>wPxs%AYrGxXHAuX=?{8TfSVFR@(gTdcqr%
z{zRkfw1zQ5Ns)sCs4I$z2GY`m&=(VDA0)xyeMDNOICw?I>v>;7n*8Kux>ap07<-kD
z&yP4z!??A<ldW7^n<5(BGt(;!%(a$z{Ma#9v5^n&Z>&ht6D@W>rl62zl%JUC^Ww#e
z1T(?rEB%>8;H2GIyy?BDj)~qc8)SB$deVH!$PV9VvAD@4tntzqQ9g7!n(GQYC%a=n
z?IY4;yl%3uU;hM`l-;PUC-QW?oV)&4J=JC@JOcBf)&e3>><45LL4&scz<~oDwFY)c
zX>wVip<73)HB^J}!H~g0d(xy=#cT0B`s=UL{a=rJFY_T`^LfuxQNj)1dGJ6S;?J>T
z$DSbR1f%UwJTh`Q4=hG)8gPI~)XebD@u4>J!h4&M2<ZpN@3EK+iFfbbMWftwM2FZ4
z3+0Z|>cyXK;{-@Q3&!I-*h9htK_(&;Rg{WaCTV^|oO^YNRIqOS`tuy(7cUT~En->8
zll;IvT+*pHXXaPEdGp(=yLoww2{Ux;`0*f+6x9u=%eI|nbVUmP-o5)#(nb8Fhi`W`
zW~W<LMc*geAJ_lJvZ`>ph0WVuD(aa8F9&vdo~&a`79OzHfQ4y!>BY4hH=3t*3wclY
z>M%Duble`oCr&+;^(+N4w?Ou=ICAu8*&=qsGYSasAE2Oxy-m<v*`VNEESDOPX1Yx0
zP4$c1V&kG~=7-q;K!ba_8Id?v2S_DA9=#ZrfGAthBpZ;WL2D`KAY-=xi!58g={0_~
zD$~JY9r|xDxupYMV^Sifg)7qowKE*1$1j0EHJ!g;fl}$~RuyOGv`loQr_i4fV$YI6
z4|AIyDk=$m<ciSO-hN}wep8!CdJJgq3+=`J`uSeDv`3Fp&wf~JE&VE9Tuekn19hP4
z+M*S2?3!e6+`5%uQ4u~_-!vP|mz?ujGMH`r{sGg%u9>kW9fHiPYT|=!SD)Tv=+^E(
z3HE9fn+J)AD%KdP{|vyQ?v?4SAD&}IjqXf{rdy}Iy<FG_Neh7B=>dGLDfZ`6TDjX`
zL$-5Y<*q=(=j_I=hoxNlA6Ip2BHclWj76dAB2;xiABECG$0j>P8!g;oM-Zl11IJwY
z`Oj<nzP&mMspXQ?x|LQBnik1}0*6dM!~l1&Yb+#w&CK%W&v&lkk~JiqFBFG2m)aCS
z#_-{ONmrnz_E5ER#Ue`eDu#)7?&R1&GSYreqf1j#cgJ`ximM_m+`T7mtwZ9Aj)}&7
z&F|m8Ut6^qNlO9m3(%a<c#9%k1ww)7Ca8S@Pu5j#dSRUF-i;prD{_a@y)$gp=ArW!
zdzj+)?)v%ZV1+<sAAUL13<iq<S}hsH@f7HY%LliLHS(-)bL$x3XzdFP+|a@iIR?1L
zC$=NwL(3P>vBns?ya@%R0RFFEUz|`{d2<Ct{!(L>6Q6_gw$MwBPK*f_|3T+Ymlz+<
zcTS_GZ++(3296ChnLwTfaYVZD^0Orn+{<$%xhQO;HXrV?yh|s|sl(<;EB(FAh9P3s
z0rw7s&Mu-nR_|QUjI^HEDWLymP`5m_7dInow~j)QS02u`rX<v(4NmGbQ`X$JcI{4T
zaakElH##Ch9;!rb1;7X7m)lTo-WMcMDAj8VH$mJwMMMsH`7pVS9ok`RJ~c!*sujTM
zMmQ@eDQP%5Ix0)NP^g}uY~tXslBuYu7}FIL5>lmAzdU=?&y3UU=NiDzuak$Qqzn)?
ziuj1GuCCadjTFkbzKY5N{Zy+cFab4=8dj(9^##dOQfNegRCcDf8!~47ox&ojy0O3b
zS?;>Jn_xij(Jw3yw5yp|*QBPVW(Asor^032+{_H%`6x}(DpVeRgskZDCGym)p7;bF
zDq_|l+hbz5UAQn7WDXJl<Iu&;@G)ds_)?zy^%n?@H$-F*dR4mVh4&28gjQZUw270`
ztGs>*g<>x_VMO8Q<yFV_W_>CzPYZB!H<A<?h(rJO;MWF#-~E8}$}y@>Yw`Q3$bD1`
z+tv&q$5it&4&Y=}jp$QD?R3~9#uw#hFFOy$2+UYgy%`E~YPin%Yg0ZxlrjKd&&koR
zAeL)Vt#xkPxUo+{LI>-yeCg6J3CVdx+R`c##4Z>Y%a@wp#RqIq1vD-O8V?#-JXVls
zP0(#eu`{h9f{8UABPNdbXYU;lYrI{@yJyb{$Rx$(<>s3<Q7Bf+^73sQ7sAa!vG{Md
zZv5MNO8(C-tSxY!J!*&IsZ*NRf*YXcfgH1jno^hTVi(0crJ_>%bar&l-~A}y+j>Bv
z^yf|4Vr>&R4A>}?=BBNMn>4EK@3jRx!*S?xBwBpvryz{E+lg|A;_?Q)c0o~*PHg#R
z5%VsTEs`2}_Q4rKb|gB?T~w5Bi075S<$RiU2)OqjKKO@)CB1z4a(U7UY=y;5O<v9m
z?NJ_}5j@6Eh@SuS2MV+uHj6eq2=2dn<6fNbv-<Y(Y%zj6tNiif^~7bu3jrKo3Zh7S
zo1B*+v`<)C!US_i)!REe`Jg2ei%iQ8vhkPXFZUs33c05SOi5XolulWQL?92guGPD1
zi$HAXKoT+bo^eWMPXBzQs;R3R3phif0vsTXXVJoiu^<2mTfhU&Qv=d2eKrh^q(Kp{
zbrj#bcSY@fNK-4fximbBh=^EQ^5XgP$4{Q@r3Q;wJYcXmB^^)Fh`uZa3|~ErQiH&v
zt~~+El8?Z+GUXJNs^;#V#bZfQZ%Kx6)628h(MWb^<)TPE<cW%o=9Q30uO0@6wNFOI
z2zfcs@G^Cm{%Q*4bT&TUkY*FY15Gy;?JxPfMBxP}cg8g#xCAKRy}cJnA(NY%PSH96
z66)s4%{xu+0TxCe+I2pJlc1K!U*@x9_13?5jw>h>cROYY5ZR77@$UMP-1u}fE5UN!
zd8lEdXt-iEVpNu|TBQXo3RJ-}NPKXBIJmQFbQ1EA<|(N@O$+52EEg<0XUU(07HkYF
zXA!Y>5~iRH>(+4-`bp#P;j29R<m61yY}8hm?c2New2F$#9V9$?n>LAgUv%yrKpCLX
zGg_A;8CinLDK0Io#`Um(Cig;uCT$n-kYIh{OS7O$M`OX5Utx%Hc*Bm%s423We+CXF
z9{)pyCTR3o4UOA!`#s=yfKnffq81IOhd#RIFye6npJ@5<_8R>>k4(s^snE1?u>;L&
zS)aK5_DV_ByGKSvxz!Nwop&p)&dJjRK)<N!6{-cFm&_SGG%!1;95U{2c5-to2|$R-
zwapn)puR3#IQp^Mk(Zx8@#6v%thAvJN>|yoyn=!CV4q&-u(EncE-n(Lo8`|=CZv}w
zqEKQ}r*~5d3ku=@IcbDk%@k;Jmywk<zRw{x9RI_|M<iRfw!02ELXpOB!XB(P#~y@g
zCJN^QwGuuhrLe^+s;Z3N<`A@N#tbG$!vwfaXQ`?psEX0BwVb38vyEcvHe8fAE^058
zO>X)naA~STrwaTMx>Xs-0!lz+HNXrTwrxv-dF!#RUGd|6fE%@mTm_lM{ohkgNHo}A
z7q|P72(T0e{>8dB@v9TVC<bl8qQ#4Q9!T{MPRNo=6h#1j{rZ)}1H2M68m$`p3(d@4
zadB<PKU#1%;Kkyte1jLEM^*wz2~a0NCjKr)H*fMHpWudTk-)U_y*zW#GTim`9jW<U
z)mGuVX`)~&cJ0~2w`0d)M7EBXR~|%VQQL-tHa~LohK7bV&>hfLOb(X_iFu6M1BWV-
z;<j?7CL-mxOAoR)2c#pmUs&X~a|iDoh>qT(W`H!eS6bQ-+Q`af3n=me@5a)(IOoB4
z=wr9$zuR&6e^wp-z1)-kbT9v}Wy`;(?DOZZ8mcl;<KwQ#Rb*qJ_51BeT(n}NrfM6~
z{dDMuO{P{^YYG5CPl9{XM6Q8%2Gu1J8<VPz%@!bN6hA&bzMPTmHRDcze_g(JJ`b|c
zNqAK>Y;Ea0ao%&Y`e_&SZuFFX{;cNengOm6bf0#MII^~b-+-N*)cg#zJcvp~fL9LT
z^S7b36Ty~GOiT-0PBj7t34cF|kxuN7>S|5m@gP5guJ0Kj?Or6mq6gbF%*~^*^@)@=
zejynNX4=<e+q@izi=%bc$#I~26;U2QNv8IK=<5MNiwhC+oOC25(3nx5@9mug8x#yx
zHBtjP8a93Ha<I)>apmRDbS*uDVhohFhnm&)KuYmXIVuP;^>gQ*^H_qyF=m8>h9*L+
z*b5yFN^)}EV&tf5bz~C_b@j&(v#1>V&-lR7!vM;Rz%RII4Zvx!iweSC)78~g?9F-t
z!bd_V8K}Wj+J~0Yo#kPT0he-Z?-3-K8$Sj*=@AdXr(iQlc;SieLrH?~u?q!W$I8k|
ztQRXL-*-AWdQ0===C|{x>TuW~N7M^r^<IWUo%@pDZqy=(s*7h)gFX<>Bp!SRQ9oc%
z_?kaAV<({dQXX~yp%nVHYx9A0bmg-9RS?Lr%F`W7n^E<DqmaLsBcl)LkN2P%pp8Pc
zP%7Ny3GxShh!&tp-rVdJr=DsmOl^}NxMm|tOG|~Bq+S5CB%MgmPRg;uBl3|WX`BxU
zgjOCZ4#6l;%(3e<5}qQBRK$sqPQLBi<%5EP++heRNo2wXs)jzBby7)b#BB<<8z0iN
z@GVp-DzC%6e9+@eH?WMk@eD0G_0eu@Q_Z;cOP4NXfdoPK5GW*+B8dA1URn!G=2KS)
zE{8dpmzbEimhpXq&U99OD`P=G6e<NR^4mAvMGG^U8UY^^B}M)a!=p9oM8OJ?^6+ii
z*Sp-Ny}L5XmtkXnaI0}3DK<&}RBV1;QbDaivb3s>eTdrB->a;woJwCJ9l~dyh6dn>
z4SA&Z@rlI?7hZtaPm2r^u?Ub{6&fB+hZd<sTf25`4&4Pn4QA!9SgJ&puM(B|>RLOR
z0+a6@WP5R7d+q9Oxy7Z8;_Tet5clVw3%3z~^v0SYNOa&6ew<q9b%9S#pUd5+5&a3k
z2CYg|&qbIc;qp36t%Qjo0nr}&^5yBuAj?(~P$)of5MF?-C$I4^qDZb8Jg$;DzKBRl
zxD?)f`=~26@}GucB^F@vk9zYZj2NHmVE021ijrkqvLpdrTCIFJx;uUNcAfSJlc(6B
zbAqzVa<KWGqKb<4kt5fLxCdJb`B8K`bvbS+t!-_5h8AbeL=Z;@F7XOFy+G__AlhmO
zs6+#S4@(X5y2nciT;goef9;J<$^Wf4ni*WW9dGgY|G)z;e*l(n#O4<ef>v4kD9yxC
z-&qax!+Yz)4p1NH*0TggP;!Yau=L4+&a_LEGwbjsF+zA(-`&7xm9?32MvA=h94kRu
z!lt=d7`v^q4pGkV{eB(Ufxw^IWRql7*@=%#*00|0FY0Zxm5Du)L-axfAy}O2ZAkBN
zBaJwyl%MQB42Dkw_Q))k0eWO4Pr8{=Oj6Ok%`ZUqS$2JSW(9^CdE0A-r9-WRMU`Yd
zqsyOnLA%mMLIyD&1BYo~eDb){%@yo|ntq%z>({P*4lHPeeE|2-={P6i_a^8Uo&ROY
zFe_{!@?-Ey#vhqlMOi!V5BXK@;Jex#C0XB0{kp5;G};5^AfgfHdhS$zHnC}rzFoi;
z3-gvctWz7fxRQzABcZROy}dg=fnEte-7|z;BaG-hz;v^Nx8yF&PET+$l$4cg2=zt`
z6L_py?EwbW;72!`iUNVi48C0;d8zeJVpSj|Bt*il7EB2X#-gmG0XQLQZm;1cJp<Oo
z6RL^tC_K=xmKzrr7r!n>UqIC{ymTXgU++0cBTF!!#A|Tm$dOTyYVN5Ol+)J^N1+yN
zq3)KF%8m}1U(EqAU7Yq?9XU`a4Wp|9E$D#hO|1?%W5sBt0_hFv=Nhr`H&Z+AOZ?b7
zG>NX?iYEyFtxFJxqw@PnVeg3&6UCfas3%*f3N$zP#1&KZXcL`sb9(W4pz)hd3Zq34
zBUBFa%CFu7#3e!8@I)P9P2%}j)QsW7fw4@4KduG0W|J!p27&uCzwXP3>NHUHIdvA4
zxmyEvrU&OQjZh$y2y51?ac{k|=W$2~^Hl>hlT;{6PTiHqe_suM$o{j}B%OL9Nf{Fm
zNNTY0f*IKgHd7cahSnytZ9RAzg<&ki7<?P6>xEx{`wY0qKpvuJlee+l;acs_pYtN{
zHN~PrF!cx2b;ZVIGk7!a&YefNJO;0#YAW)tSiM?M>%^no%F=1<6lu((#Hzs+=#GZM
zX?*ak477aAR$yId)#-L7hqgXgTQYzC{AzT;Yuly4(tQO*UPF37yB|5#!?=$thGR4(
z!F_864aIF6Vlnf<>iYVk`Zboo?P6fI4WPqm6g*Ou;FZ`#CG9u9kfbPLP2lpLe)Vgh
zY2Z~D<uvE~?LHi1jQm+GKx}sy{T*>Z>1LNNU*@4A!W^=5;Mdz#?AEH!xnV=Qb7stB
ziGIMNM{Te2Ue~q9$ugM4`V&cfD5!AiAgV<z%D0kDiLdMV`r?*0-LU&rE~R-HqUAmw
zLoK2N-u490oLK_vHg4QawH^4&KN6<JfW4h}tTSUGy5qd4Q4gdyCRb^Anx&Rhr5PsQ
zx^>GSnV3MpLlTt)UmAC3-5x726j`uACUM`OGz-k%PRX|~5lG)FD5yf*sOlOTN&@hi
zB=B^@Z7V2d8*xCv1YP=_%i+*l;)n)~3iV#^5^2co>$9Dh(I}_jQ|Z;O$p8&`knJ5E
zR_Og<JkkJZtSG>S8_?1*iXzN0R#P3V0??p-i}-?<66E*)03!>fP@iz0kN0UP3i!dk
zl<zh3m_~a}9R43)6Z1LbuPPWrleClc{j-w*^~i9|BngF9mQen*I?8skeLb-hQ!Bas
zq}9(I40-cLRQai_5doO!P2yPaY(~SD{QRS}stoHfQP$<=CMuRMJvg#v20B#F$2;p_
z4&AnI<?`k6_964W84wc?C1WM0v@R4L!pk-YK827+MuzgI+lBNY@MSr6KL<TRfG;w2
z4VuB+x^iOuuaKQO_4|pct7A`cMMXt*KT?(bicpUwM!*eLW7vHxFzl8s?{5$bk{CRl
zgjOMc>x6Wj3xm3?UkCJ`lSHS#32}m;H~_pVaPk|rY%yqE-EI-?rT~MACiYM@)E8ue
zZW#E!47ZmM+6C49&5^!Eln0dggM6faFES&u3&`VSE()urLVQq=7o4DI@*X;*2V5{{
zwdL8fXOoalNi#=?d!hiP!Nh~vk|rcQ*BkY{_6J41XFW&=#zVtEFa8WR%9BJKB!U2T
zS(ecNG2{RW#{h`uj#etwy*BejL-+#2AbTMI^12jlbLm3vtOarsg(tf#^pFM!kuQ<d
zN24TRTxsN{gqEEx&wH}ixa1!V!31S-b1F2LZfG(!NN_RGI;tHVDD^E<A>2MF;A#J<
z&9Yy0W`q4I0KinXrlzf=jeNNcTkhXseC=Otz*22Y!IOXkz&{)!=BH9?K;bnHObb#3
zvFG5~VT2xXa2#wtd?-w%uQ6K(%0o1nen`T?6xWY~0TT0`owm9lKtO++&b)t>_DdcW
zR|!4%4BO3s3}YYziKTIp?qe{4a?qwulx$VPNuxih!FU%{{o=($3`<0S6e4?_$R(rV
z;a-!LeGQo!V8qqPoLoXTmMHZmz&PL|XaiN6Beucby?bLn4#V{fcf2AE@KGbq26HMx
z?&uRXz-I@MHO6YyVnE?2K;h`f$h{!tXrgD{Qqs)~lkL8}JdCz3VUWyash}6>!t9P3
zkz|{6vC{gbcJrGt)yG2xjR(h`vq2#%>wp62|K!s%4jrXm5i9<G{S}cw&x%*HAqc%}
zx?}%0U^E^o$_+4#Z3&rva`(bBPG**um)9;}la7EJz6Yf>*>TH?<;!7`JTnve=#fTu
z7VgjLF1DJq*K`KYzJmw9nFgWKFx}AMGMrRVU6-(NRwHxOyf!OQOuqzW1zc!4XOezu
zyrU65ELMPKBRSC|-<ZrrkuekO@^nQfnc+{|pl8!K(bv^fE8@l+itJS8-MV>GQ9a0X
znwV}YwuoQUwGBg;6pR{;5;_V)2N6KDtX@=gkGi^Z5JGGaom5ty5Feisl7;Pc?IGsu
zT@$vh&r<{W$?$$%`1IEfl%NxFRfV7dX_07C4N7vB1(0<MY6_kIt7COjtIKj1;JpUP
zvEJ|8RKn4c7OLkJ<PR#DkV<0U-93_EIMGxQ1ju6v_c<X-{rvp)BqAI&Y1jf#LC8c6
zO%$uJ_CwN1bx^YK{|ivz-5ZQAC!NTqwxO>m?$k=4rE|I10jC)g%9O{E$Z@*JQp9zM
z4#=_V%MNNK6mC+hVMNp<#Ml0_NA9qqPX+A+;6~o8mQTR%TCxADv>3vZVm6Who(@%3
z8ze4%ryBd5Fx|U%D?lP7Y7D@sNtH6vN^H&6n=6`l1^ywrXhZT+mH@lzdKJut^n6eR
zl%}1OfAg8ze@aUKDUbe}D@KJv3!1@H`agLRiyF@hQVF%K7S4uLxT%&i{GUEeh9%Sz
zdzMUnZQ$U5e72qVU7>Q+W;roEUSgprvn79P4_h}1=o9&yXl%$Cz-8*dgk)&&2#jo6
zFc&jea7m~FyS?^Wjk#lad7t6oVIJzddGmhD*`TmBGm;J+Iz(g+@DSkfd2?hbl!IgA
zv%gZfeZYWL#j3qP)`-|~^kx?<Ng8+;pjQosLdgCFIiUfR#BhRjLJ>9j3j}D=1RaOu
z0^+0wlaR5n=wd4IBmh-qYk{w4h6TBU56KTGKfnjOV;qV&RHKk9_wN0q?+kqE)b-^s
za3_3eSp<G3_ZVVqkw`s0K9zc7z&^h_FEm1NVAFR!Snqy)ZaX%%C$9Mgw-3oGu=DbC
zgJRyhW|n6kFR$XAJ9lW2ha5UwjRuf%yTzxe7Ai~pNJx*uC94_z9ha2)0Fe%Wgq}=^
zws_^H=CpfE7V=CNyr4C&8!;exk_M!h5QXPM@dk5Z51>cmLC|9ICmTe3<E9sIZR(Ub
z=TG+VQ7dn-8|w<N5X$4(?qZFUKrmyF#kjfAPc{aSaU0e&x;m{N9f(f<$B%iaq-JKe
z|3{MU&60u;Oc;1>AE;G<JYXNL@DtyLOhs8)Qspl!B!r|`%!4@f)oEdAu4FP#Vfq_V
zYV8XkTrI*!$txp^x(aUCu)%V)>nouPL2?j#VokD1eglgr;AD=(@6DSx4qx<<t9#ld
zVtkGsJ-REd^uVm)bqOVP;^NCq0#U|HsgTtG+ekK@N|>ZuYWP3rYHlAoa|*^SMMDc6
z!@s3!-8F2|gFZjJrfi7Tj4n$9LLQ$Mm@0Xj_J1%>4X;d#mfM*^J|GK@K4ugScT58w
z_P5)QcM9O0`+@m^S^asyjh5PM{tqHb?M4sKWEKVkd8xrbyGVTTzi*<h1OgBCx)@*4
zf7U$W-naAtKa;w+z5CQ3TP17_#oj=3j&L6SuR;fChNHAdG+Kmkz>s3>^A|6~&c6S1
zEmJv2_&DMXE!{q?&K$Q9GKWvCgoU<+we>xAhm*g_qPJi*%7R2rV4feYYAdWanVj6R
zB_Y+CL7GRrX!c-(YZ^Gp0mzj!o?LjX$iQh4BHU-&c-j8_f`3owM8U#>5_J(=MHYC0
zQPP3#-W`2}mHGZD5A*g;d?f79e-S3gcJ1!K1qlt#^jXCCU^6yfStySe{{0V4`2Ssk
zA2*{kfGb?PZXFO4fh=(#w>jjza(<z+?Uo!F9u{@#(InHi5GDx!LFUV6&=$rO1|U+$
z<!&87gTQ^);LU}H3J<o%fv(1x2^haPiTq59ynTDAfKiqv(W~M|;124kit$rdSLdN3
zMOCAZahx2rq*j{x$wb2;{QSKQ#E^fMCXk5UW)_X5KixL3A>HmNTrE-f0WzeVKl3XD
zx&h47@fe@$L9Yi_+!M@!@o5eurT>UWN<=4giVPPZQXfBh^a9eo5-r?gm?~hL^Nl?l
zprYAjnwO&Tx1%R?&`OKC^c#ZBFr<+U4?30zWq^b3a9HNjMbN&%luP3w6Xt*O!9WlW
z7B;(!0Okohw49vnu>@T3|4KYZ-qoS42kf?{XTrk^TxddjV^*?}x&8nWhfxO-2j&A{
zGo(eL24x^cdm@=hVk|?4MF)&6m27Kk+puQM4yu0UWwS;4D}maifZG1&qIr9*UXEd)
zpix5rPCWpfXL?5*fmChAvdWq#_&*oOOOiwYvoQV_Rm;+}b936betj&NE`;Bxz77(7
z>^8%udN1)miVq>l4FUyV$||%4R^!_&X-sS}C3BO~b0lLB{@_yr+;fox+S361#{)54
z2}2#jQN-#`RIR#Z=m=j?7?YlY=!_>`4p@28W)=;zWADIN=U-V_c~L6*QGSHb^op4l
zxvmv+58<=GK@b>O%7_k8H$}U0^X~{fQ>9bUVzI-oG!;9hKr&p7-M>a1U0n})mwN5w
z=f9UXxNh`@_cOWaC7vyE^XE@@Xy0}yxBJ!Lw9QysTl)^P_b#8;ePcbwXeM|Vy&Yei
z?w{3TxohkpS^uB(hAfA4{vQo3*7v?*n$qz3Dm+W4Alyqv#zBm{YSP|Z{4PwIrlO*v
z1WZ;K*D!-8K4^rYb2tr(hzE{DuML*3!J+R~4euSIn}te^-kAHpZtt+k$<=Kq#^jse
zaU%u<un-B4A3t8Z?GXeC49j$3pObnccKw7KXoVUa<UzGKat20UCH}dpr?Zg|Etp_j
zYf+sO><DC;evD@6e+SS%j!%I>gs6Z#qzDtjf`__CCG-n)_rGZ)B$l}PQSN=_21Bxa
zcI}gt)F%xe!W_sTk^~Sxe<_Fkq5r5G-JRuVcN5@eBoi<?Mo#{S+1Pb^RJt&cNQ)%S
zMldlNsRKk6k{eFo{#R7+luK=e#3qAQ<T-`|h=hWEn&^C(?oC8idB5Zex`O7X(>)yW
zcp&59P21)r?gRU+1>F$x9XYE3CrapJc$EPblh4Qk<_a>lk2S>*SQic>sS;xtzL=Zt
zl&kqRoE0NEwG&DwfI$_)$qDQvFXTo{6%ylvf*)rR66nMkww~1{(?+2-|2J;IfH58~
z1Rj&vMEAi0fex4)gM;3lOdS#HPEFOg<R|u-hfp$!dm2pNeQXyH;ngs}Hez33NKHp9
zEzkDTr%zu{#Ye#d84)uwQS>Tk@x)bfolQ0tawQ*tI_T0WVje~P);?M?^XFAPw3C-4
z!xYFVD7&#fCovWe@rbITLbnft#J3w0aq%%{KirH44_{m1C-dtG+pox93H^B)F#jd8
zb_L;i5kNPy^^ZT!5CVd$Pr0wdH{Ul!K<{<rvAKrJB?4M@uG@Yl<egMe5hru`ck=zv
z&+E&<gqa^a7HK<p+&c#Z1UZo)eh&}NN6`ykkY3Qtdw`3V{T5Qkge`}EXhLmTZ3Dcp
z{6j8l;6P?6101<wN;BS)%_^X8!5KK5$h-or6fQmDyuWv#Ffuwin2b|X3G~=4B$RxF
zwVG2J$C}_dh@cpV7H)bJ7-)g$yEvl`QZY8mB}RMXxCycEM#CJ^0nR}JMiSoxg-<}C
zj9{||BMX0F=N#`Dc%A`$Y~7YE)@V3RflXcN!->^|hxIG~@_inWb03$cAdy?^K>?>K
zDhiWHpVWROqh{aP@u4CvWhiM6&o5rR^#bS;bHJXLFTW%jq?a4IcSkAE$n*lv!eM>(
zs!<?}An}%imreOS9xqZMt<g?F%X<OclsQijQo$3<fODAM`&?WsjAmJcb_$G4DLgNy
zm9MBdT;!q*fULo}GS-appPik7y3Xj~*Ku;%@&rM5x?<Fc?@2Uy4`TOq^)LiW?$3rE
zLj_v4-bSsydAcd)_i><)V>UmglN~W0^IHZ<QmkTbH5o1VK0D;+t?Psd^FT`1)#S-m
zWCmy-h=qidOs8<6$+o9+(=iXvV?UOm^ePIdDk-JpX+YUgZ}*Jl!zi>-YbT(!&LN5y
z%*hJ0Wh+;T;v5EzJ7#EtIxrKn|M#!~U+yaJv&`Q&4Z#}94LPs^Fq-Si?+y{<8BTow
z0b(1-&URZ4%|TS1F^R5X5gZr7{aF;6Z(UDfU-@y9X^?b<-HyQsXw3cZn;)?xuV)3r
z;xzQyLpVRfNi4m5M9cdgm)wt&!sJweB4H?{P?O}my>8Uou-B}i+*-8-Pn{ez(RW!#
z9_&#bo_qYL^YqmuyZOMx{||0Abg;ZB<;2)=?AS>f1OmOQ8yQA<J-)-DmX*h7Fy*1w
zs#(<eT<AYjYhGeo<4lIMOiBq<5VdcXN7d9hs?_&RXQn0i<966Fpyx*g3}EaQI03|E
z)=!!e@7K$&2{{7;voljAE%sd?6!k#~9=fQ<N^$zv!NIpMp~?4K=s{-%a|YjA#U%?4
zI+>swIRW}#2O_bUjzq(VmWc<1Ls}#h^nC&X%1}zR;KxLVSc5U)MwmvRVI<v@i8b)3
z;X)4!iVw_MEzBM)^w|bZJbU(7g9Q^VynrDqD>PSPy~`TNAkTxXhjxA*8FRsYM(ejL
z?w7ZBy(ES6puIe8{pQWxmyUFyiPNoMgI-`828aOH9bYOv#yvN#YPH8#_V(}4tRZ^y
z+-W&+cgW1-yoCkx>JrY=Ku;{}0G*^~;>`(p_BXNtLrC*Uj)g+&_tQ}_)uMtk7Y5^=
z+N6*GArs?*zg;^>!^-K25tw9%tZ{@4Ph-o#PDko4<_Eekwp0Z@QJ)p&bAmqW-#av8
z!=$)kAOSuIt4zX6W@aB93GW$AGq&q_v%qBZxZZ#5fBkzBlsvw(6QTibKry%B^QjlV
zzaGB-W|;}=hP8VcF;EK^c9Av~BqymIpzjmlStLva*X-aDOonQoW$W2!GHbIEVg_cQ
zGa<+DgiYK7Q}dUjxpWmQjZBO2n~kt2Z=;-5MVJw38#sJDZVhCIF6frzZu1&9{K0@O
zMF&P@LY{^9|C>G>H<2PSn?R445jO*-9%+#nStXJ%g!9wLb?BA*f-lAkY%;~R<}tcd
zumLSx6>XQ&<Dj58bb~z*X4K%W#MxY%iDwA%rlzt4yVIXZ3y7gHQe@7^tyMCNk2D3N
zS-@|sXcei!<0h`c=unB71%`u49J7Qi9izz5VxM>}1ol<*?E8h-Cf%S$cGzF}tmDm2
zzf3IKV16KR`TCNg%}otmELf;BGX#AWM5(0}j^!f9BpG2^ofzGTYjO>@!UcHQ$^0n%
z4a<JYo=+dJGgu<eaGS>ALVmYueV?`oF@q_AFJJCw2F8xF7KZoy{Q@&aAf$JpHP=S+
zC5~AZs1$WpwOL-5FXUqrz`if2P1V>g5bXk7Gy2~H{Jddtc#OHUNX~Eq-T6?)Ocv0$
z)Sz5<I$dE(ny}y(5aFSMIn&0OCvolgMh4NZ2@ibsM%~JR4Ff__9wac_9n!UjvhxhN
zZkr8ttTr*d=M)$iBlWqrklpiA8ra<nlcU|l+JFN^Fif{tEAO4t6QRj-nE%EUsT*3f
z*y;~rq3?ea%FWsND^y($W@&62iLc#|*Tbe`1TB)KTbSC5c@S1wW^4rX19DOTt#e=i
z&xJT#)N$lSniJ)ouP+&y+4Xxa0PMdz$<HQ=^k)LnHJO;JF*7rx(#X)?!`%!$WZpnj
zAZrL7zs)whJ9a!<o|IJY(a1g+o;>*+CN;DZt9r9I2QSi3SE5WUPt6oWdd_(8J{p!)
z{uGSxQ(Fhhii)RZjp1&+cYsJ_kPMwx8+0t_bpL7T?En+(X6kNn@micz^8Dj#a-7}m
z+qZd@7vZRn*Xku07YbTlzRG0u#(}~d93!CZt!dUHEQN&Y`u^1RaBMF!unEX@k7tCO
zTcAHnU;yZJ?#~3aX#KdA^^tw%D~ul~u(pkLeTMlMs*wQf#OxV-Zt*#6PFhZ-3x%;G
ztn*A5p{0TdxoCJDPA$^WS^xCg6;LxBpwS99nZht+NzWNp<o=A4E&_wUUBQr2Emxux
zj%mS3duTXIVF12&z@j6Z_<~t0vT$I<(|!Y+Hs8E)__`B?UIXH`8uluLH78&Rm->WH
z#0wdYR46DY1jB)1ZCnF58iaU;aboxGLYwWcL`+71p9?f_1AFla2&y2EailJigKr$Z
z9%t7ZsS@_=ngaqLGorO^a&r@YEZL3TGrirbiT>;7@Roh!Ml#j8nHr5eL=JVroj~uk
zg2(C1jSpP#s2KJ>SN$$a;V>=5Xy1KuuF*ZrckCVsI1fVU6tY;HQ}L92S!t;#O1QQR
zB3~3ba*CH1=G#4TbW$~(#*TxjOk!aYN4sOeu8G!x_v_}L`Hnmf2ZA`DT51o**U}yc
zQ%SXUYE>#{_xQ?1^lYtLJY-6)hmmYIV+eCC68pfoYlT%H#JoV)3Tc`0)$V4C<W0-}
zoIpKl(w74Ymi+4vpxGa;ZL69F8V;RdT2qWLyq1VV$>1H11-T8Qz7C8Pm=TJBuEr-T
zoA=%cHV0j({Z$avtD}_IQ77PwK7}(OzJM`i;gqTIGpbhkJ^j9|3<<<bZ0Qok;ew_`
zyhZGuYoN)Kvr9+~!rt8lI~<4&LLs9ass_nkon#=v)vMgs={t+FpKj(&4=WMZ4@#0c
z5;BI}i1mW_kH`R9;e&0=>$&f~qctE`XASqv-TU{o;1Y%9{5j#kk<@E(s)AM4otnQ5
qun@f@RO)Y%?Z3;3qrb_sSuXp4PTvou+f{Le6zXx6WAr0uuKf=mw_U{m

diff --git a/dev/_images/sphx_glr_plot_visualize_bad_epochs_005.png b/dev/_images/sphx_glr_plot_visualize_bad_epochs_005.png
index 76f4047c0116ade092108b918cb0d5d31730bcfa..4f9f1c5a33a41607f010de8b00e9ccc0c42d6682 100644
GIT binary patch
literal 109547
zcmZ^~1yoht7d?7G8flPHK#&%Y?vj%3lrHJ+4(V>`79^#lOS+}IySwXczTbbmH{N*T
zIfijB*K^O=d#$<VoNMh6IT<k&BmyJ|1cD;|MOXm>f%btwpgtnNfp-+|p=rTioDL#t
z4vN;s4$gXZMi6N|2OA4(2Mbeu5+@@&dsAyGW_k{KrjH~h4h}Z<Tnr4B|Mv&zt?j-s
zkla6Yf{P&9d{MWDK+yDFenS=V7nnkzAP{k3K_!>8gGI+5N|VoRr`PGjhexD|k@<OF
z32<QK1z>T`k=fqB>FZ{z;RTb>P-TB{cCPw8P&weVJt#A>uuM!_`~~5`N4dUyJ2@!5
zeml+mXi;yQnG#kWTjT>~h%jl)mk;c()wNUwUj7B%u=5m$%KGnZ%sv!RBnbKcK4kSt
z0YVk?FyL`M#E#%+(--xIP9sfGwAN~ozBn9>?`9>((T?NoU^;iwXs+1!Z#|)hhX*;D
zgqz#j(K=fL(FlUBX&rBASJzwRdidMhTfEnB;i6>Z<mBJpx!-OkG3?Lj>+93Im6d+2
zWzz3NASET0E1nb<7XAcY{IQ&OQZCz+NV|Pp^t@hlR0(<xWj^+|Zn@nmidR)o@N3s?
z)BPkTCugJFAOEEcmKqZO<-;=r@|%w&@8A0}8gzfMUgA+uP@rO9=-ITB*VdM?vtwHJ
ze&${8jv)K^F<d;3La%oIS!dg0H$SPctZXYrjOaZH$;z{`%J@%d1{aIDYEy^9xdd3`
zH_@r7VI8X^?CeS4#lL(>+$ERwi0A2g@@HNsC@7wXlMW?SRc539_=d7bVLQS9mMn};
zr{!&2pTlTR<U4NqAN({ld)DWvQWQj9H>>AcnM_7VWTN3D+}wnvDgzy8{DWtk1LCr>
z1tlfniUl$i#zO=dE^CONKY#u`YvFOy4v&qCt8>aq%<U9DTlLN06Q0XiALR(=(}MlT
z<Kbn~`7n3QZcjMA{nGiv&3Y8i^TW9d4-uF1(co0+S85s>{r#y@hoc4jsGbh{5#Am@
zSmd%BjStV#vV6B6+?q4WTkb-!C}k!b9Y4gLW07O_we}y(R*49}bfOTlY0BekH9Fxy
zF>-O;h3=mo)-F#?<r)nn>N`1IiHxhNs)m6Z#z~OaT>jbogZsEi5vCKK$YmvTz-0bU
zDMBzGA79RpG52=ekTDh+8JUQH#aLb+r>O;7>I{ew4D{TboZ+wCH4a<X>`n(W`)*6m
zIn2ka;30J;?Rp{zDWTVXFdCGZ)noQelGZ>ZKEw{F$ji5rMe#rjsHx$ZPnVIClCI^r
zI&i%k;eX~yWwZQTKCLtAI?&&Lvs;h}soO7WEGrC;kH>a8UP5UL#vlU`ww-r-Ijz$-
zJPfyzpsLMD8KF_SHL0otOF~N<w(NC(7`jJ#d)xpP6-uqn<~<G$j^kJSkPV(Zh#YB*
z=ARM1`|zS78VCpi6cFz8oYq08?@lf+n{&>GlbPWg7iAnASl)3vHRUjE4X1y-KM!c|
z_I|ung;Z<My@E&Ou}<-Q1)no%26eNUq*GQ%|IK2lDY@~uCH4Dvm<u;vZEbB9vx(r<
zjv!|5Cyz9lZIN^9*~)-yp&(35Oh1iM3O2SxF=Eg7zkmNCZ!soIJzR{-hT}5_2BHw=
zOz)dh)-Sm2mwwb~dC1ug4+#-Ohtc-BHOkr|y4W2LYHJf<AwWSPU|G4{&Mf!Le3;xF
zFEFRnwOFXbNE+w@moZsvU=_{9$Q}LC=ydpl)%?vG`GM+ht3@u5%Oc>p2qNIDt*t?7
zbfj9hh&wu7E^oC)Zw@5c@0ZqM;^T*Cly;l2VB+G6O_yo8ZYHR5cs<;>o;!j(3Jyjn
zQQ22N<_y^&&MiwN0b#azOX&cWx%-)wAOfsMa}HCPFjz`qfu`rD`*Nz*o^_1e+*}a>
zsV`sZbQ_o#8($XH#1;Hma!ApF`6f){EvuQ*;qm$BD6p<+3CAN^ZO6^m8B}q7!>J53
zG!lb-eVoVj;F5Q>+wb_j9$@#qw)kX{nMBe!Y}a51OqQDJO_-90`!Zu<<Wr4jD~<FE
zWYX!?y6bG$>DADRCux>!d*0zTN7mJGFtV~<Hr<Zoaq8fnfZ#i;z1~?3B5u)LJZiqy
z#z1d$*tKhC!4%hu(E!ldXH=o~@nE@?*e5UV0}H{BBWL-fnbGl5Go;#b{wlP8rrH!M
zIXM{;PQ-iHWXeN?Mk$*CLqbn~l(X5@-3@JXw$UePmVZ|)pDW4;VgPb?bvOX<p>JRy
zH!tryc-E7r`{VISqXFct<tA5VS)NlEe|R)wkmT|4@zEI>!(j|9!6XQVMn<O-in8hK
z);2bup6{2R)hZ1U;ZfgaWo7vs99aCZnEeZYHAs_wdw`*JBTkmDeuwo1$^owX+#fYY
z@w#8hX=wDHuJ<H=(u0P8b<_tNk4v{+(L=P}=KD%2l`R4!R)2s0Ooah_I=3_2N^yCM
z{^j1}_7Jz*g-Ofvle-cP&I`!6UmxXHSI2{I-5N|5GBo_KySw|EfMusr1A4mjYtLXZ
zGZY@52L~a$)dz0w)XGXGnGBx39FZ_QcB{8={;PgQX|9<^b2Z4RLr#6$iC@aX8X^V$
z3m|*s6|gcQFF+eKzROb(&P?}3US8fi^|`#1otm1uX4@N}XZf^I7+9TR-eZtP01n)b
z>cwD$1<^ah!^6*i{wgdi<Q>71<*^+-Bl3PYovT(>R!&k*I&OV#VLN_)x^4~o`M7_4
zGI)%Jehd=ze9QG>R7^xb>6enek<q5nq%^k3>9{O^sb`c6PlkPDrYRIm=P$*AjM{KP
zf4C4IJWNcx;R^m*NdKmtEvPNqd5oz;`X(lY2*IERaBSZI<kGyq*KBaub={9nPp5-}
zgA4WH@VvVK*ZS3=^A$4kVD<Hnh3nFOD>m4_LOO3y!&H?5h3!he(D?wkR(pPWH1Cnr
z+F`U_YC_%`>F>Xre-O<*E#dLj9-N(@zxOk0T(lZAK6fQntwhzev$H!KIXyj1N?$gs
znUW#dU8p~Y#r1izryX6cvC6=Ig`mrp%23S5Y&-}tE883y7)y)#oXv5(&y^lo3jngI
z=cs<0D9bqJNGJ$ZOJ#8->NG}OT|MvTPwh`yU~>UN9*FGQ{B%71Y}NYc1fI)ocpuam
zfN8IOe;avOqWU0kA#M=0eAcrV7#KBJi7g=Hkf&D5HR*BXnES-hze^5ZfAjXrB;s|u
z2<@+nc_9G^er*7DT&MOW6F=6kE%!}UyPg}vp%5tD6RB4kg0dn-fdvZL2QDrGP*$bc
z7agYDZwJ-pTKVX!FQz6x!1`c@Y^2Qm*6V<M)&EkZDhIf$oU$bH8*<b;!8O|rnV@hp
z9&DR`Nd25c^99xH+z)DL*>t&u7u2zB-l;4>|G7+tYBCXHV~RLR*`J^?0<M!SM`gzE
z^W+i5@CI^qv`AR5>DA>3*_ke1hK)+6UN66;dn0*BkhIw7+`5v4QZ*|TM<EU2@VNPe
z8no`WeOJY-bxf;LvhsMn+<E{ZZZl!YQKEr*(lOUr>IHCZ-F!KvJTJ0iR#aB@)AfAI
z<KeUiSBlx|!DXsMy<?%?p3`mv0R&67YPt5t))q9Yj>XyexjC`<R0&k!<C;C)3$r_8
z_@mbWCoJEzv#viMAR;FAZ0U8%U@-s0<6m1@d8VN?$2sibqrLlj&ARpRO`&N`;|%dM
zKRll|yVU@QktdIe3SDo<y9?6=EA}?m+Py|4Jv}{Ko}c5pX5N3)K5oC&0hKa>fOTz%
zecAB(XfZx1X?kk6oc_xF>3L$+uK&jT>EhyIZgv!lLaNRL`O30(5pE*<_#-WC<4XP0
zL0RJwDK#}B;3w-*{4xRpki`ba^#ELLT>vIYZ@*-?wn{*)B<xNW<Gz3Y{<&An`R;PR
zXX2M){bu6VVfO{InzQo}{`0GO>v6!&K%H~}>{9&8mlcqeuq2;8MT1{+JpeF+qoN7`
zXP9n!dLe0F=p_N!v<y?0km!dU2Vb?H<GXRG1UTjWklW6`Y!_Eotxu(+Cc^m&P;yF2
z4x@G>Z&iyYlW-tUuBP#=P8B+l$TdxmlRC$qZf;z;Vo}}t73jFQFK{+nYfTIb3#+7}
zq7N!e(R%XHzhd<uTI%(YvWtP9e3@=JDr}3H-@droF24W%$sIUx1M0E{SV@8PatjPR
z{0p0uM1>(&6{SyNwwz<(yW1fHX<N2i|5G|ur7`L}fCyw<l4i!h=HEl7Oy+pu;>k+K
z{VDq~?zgC0L#aK@*GukN4Rz%u%Yvja3%>zBD%Ggb2Rj3p9pETlOI`8he*howq1{8e
zJ8C>O`&#={cCShiCtt433n;6oo7<hpxUr!jM6O)BdEn0faXaf+s`lcN#r?_x-0srS
z(!orHKd2@4V-MrF3{UoL%^tUBVNPVv-ovMJ=H;h*#pQMfGmL=MwS#-U0mKpD><Zvn
zn<uLsAGMoqUQoR?<CsX2eu%Di;d9s<x*vcR>v&#HvT~1nN5raoyqaf7+0rka^fqE4
z*!`FNs=WD%AS5INtj{?}mMViDRIt~>;;n{#m^3sr^mFF+tl|I=LpCbYch5d0OMTR=
zJ84KemxAoraL~K+OeG&JgT;2cK6<R({aR~<()RRt&rpX@HNIP-g}N<uCy7Hy_;r5I
z@nofapx>P}Eg5^P+5H+BjzTQ*ZGDDvg9RfaW3M4Au^!+F4L`RrVSFj1Q*4$!uL17z
z*xB3TvsvKDoo9PyFK71|7I{9Wxjsvj4Suz5?n>jdr>{G?nq1l57W@49uLyAxx3=@q
zLVa+~7Z(=}vzin%{)cGpqq^Ly=KF7832+|oE*nco&Yy)|v{;`JH}e*fF5m^z`89>M
z>)kc{I>Yc!08cpqipW(RE#*6~qY|(n6ykT-XIm~M(tTCohCBJpEXS}hNRJCS-yUf-
z!QHR1F@AFu(EZT9IrO6x8SG%q{=p;A3)7bi0NJ-Q+{><R1N>t7TV<ago)R=$=(QUD
z)mrON$Yyv9R{+vF*5GKK!eXj$-{QHI{O#s$zubI$!Tq?ohOWkbdpKV@m5s%EDXoXt
zyNPXR@(4OGC3yuz^<N9Nxb*a)qs2yBuJr8^#+2mbzPTE6d_c&I5}u#m{|CyIw>LKv
z^s%XNaYBG60jAUVbK7FM#q%({A7HGOT?=!mH^iVPvN?~(9}b0-i3!suN!x8V%~l&V
z$e&vACj=b_r^^TG6@5M5H=e5*14v$e{^=m|h$hQn7jzA+tufU8;e2hTvqC3Gj@z>V
zhVnhm@&L*V7ib?KKF^likF{7z=MO39=ni8CT4rukIJoQ1udn&7Q<#qxYc#Y7PbAA0
zK<()(Z++6>zP}F#Fq!Cie^p^VO|R|!=m;{RBM7bhFx{qJv*c@Sq}St}?Zb_2BE42W
zNG1-49dw|2Yjn;iq<*xu`@=Kb)s0PYHfzh8m{4tQZkA}&guWLFOmp<OI+%rlh1D8e
zj-@3B3)9#70}$h#Gu&@PxTK+L<eU7<4W0(w;j3M^IxxCmr6!71qk4$k!xLy#?EpH1
zET95%56}URtJ!bg4j0{9j-py~C(XnqB%pOc_9w;n96C)ORgdO~Ag8cdx{2RTn6Zu*
z$ika7d<G<K=<0ADuqM6xtHTShVSmCL?k;v!S>WtCgE3ye<HGg<s1gN|rpj(p0tpF;
zik5aAB=cYzXIx%hUh&d9cjGigQ&Vd8We;Y+w{i;$gR84qmORd-@2-z!K}i3%>Utf4
zjCLDevMBJH0DPM{D*^&W!ps~8p5Y8^*$aZg6MNY78S$UAy<#yP`wqBNrRg}u+1VKo
z^OWS|0a1K+!GJEH72;z#wXnWkjk-1ka;0oOlJnUJMB(Nz_wfc0)ja!`*UR3SV8`vp
zrP*T=5=2x~-iV8f=M@wvYHJTSIPUMvRFDxw1Oni!u-}%6jg2)K&4J~1J}P<Cx2e}^
zGp?#<`}949u^k?bh^IKgX0k}RM6*6NJp45%y+U9)O#zoUBuJKH=Jo_T7ygd>Dm3YP
z1L?G7pDFNElpkCvqa{5bCNrI5>*9L=OJ-2ZB=))y3=a;j%d-Pw3g{5wijtCp(6Yxx
z=Vc(WnV8OEoxZ76=!+cIFN4$?;9K4=Z>2}_vsp5a=`&obHXSe9U@}wx_~sN;yXX0P
zr;27DhApY5^Fw?0=f`WE6Aw_B_3iA=M9!aG8CH;Q&#j2P7i;hId!7zPj<3%v<`36i
zq4C&=AGZPrMC**VA^w@{>FH?=?EJ`AhNvDgQBl!QpBtcVv`_9n;IcU#sM+>LzyH>p
z7!&ipNU3P<x&sv7E)X5lN8(EW5l(w!$a1Jc*FdeM^Lo6TUb{J6?-B`n69V1@3=&<(
z>vpqPp%qvO4~NSG#NH3`;bCD|$}|ap7nAY<^F&`nq)YuJ2P9xRfq*GiD3|<S><{wO
zL9j*St7k3N09&M8a@|hX2SFr4OiV1FEf?I<(xTrHh|&dQQb?8Y5Z5-^@+J*6HO8b_
zO)t4sDXZB86$UyEQh*xph(xv*DviPb=dxk^_)+SGxvQ!DczJ0%kVvPhv~*jd-K_DJ
z(=HDW2Zy|9(rmP+N6ccPFvewC%Q>X=>24pk*6;oq#s@qTc%J;3pVEZ##gn0K&Dx-f
zXWsys6(S-c0%S)fCM2W6dYSLk7oG?m3kypmca(|-8)<Z8MAl;bXT;4;Zd7QoN-5@|
z)iviWy+cHSZ04KRn>A$Hjoui2AP%~Gd?51lNnwC*>Vuf>RMmDB`AAJ&uj@Gs1Fuo4
z@{xg|)nt)e)v7O+d<_s;Vfm6-H`#2t2{<43s{;&>!*t!9ofB}uVo^jm;QP(JodW^_
z^nt6esMHdPn4=aHW-tB$RFoHgBbncu?|RXh7_45={@#}l+m4`?odR2e$#@VCC^g0D
z$=i|2`NP-vOy5gNJ`%87NjW*Ofdw!+JYul5wXFtZ#fb`GLdqtE&y$NN3cf}I@IMcG
zA(^olXn_#nvvRwO9r+Y?>qwabVE*{~`1mxG#R}Uc#>Qd-=MQ*WV9CFCc6R>vE~+VJ
zurTSZs_9rB;`M?(nsHUK^O9>pSut5mngPHeV6xc*eJ|0Txj`&x2K8e1ak;v>0tiG)
zmZGSEmUxmMu6}|_<8h7s_wQdrX|%8%)PFSZKZDahrord`<!b)V_w@hoMqgaeSi(Wa
z1$*JMZ$wc+O-($&sPrRwvBds!LLdBtbAtN}Nk4u(2>mniz^wpL69af;#-5t=-*rei
zGl94T24<OC{mak5|CT!syF5E9TA%yh2W}~U6%~QPRmrAZH<t(b9htU!1%4j;vQ95w
zzwKBW7$P1g@PF*t|2eP!-+K(l1}4~lx3r-9pCR?~kqtPqmn!-{TNm#?C-mi2efyXH
ze^dAWxpbeAdW{(l&?J8inI;{T|95rG_uw*`nDW>l>70R-AqJ_u@-x+nl#DF5teE^i
z*LVX7Tz|uQ)`IP*<=!g8ZI3#`bqgPrm@j<N?1c>gTdAU~nDT$0Wdbr}BL^sx-KkPS
z;L_@LJ6oe)i4qN@Hg&=`W&*MQ29%sspdCxfimCt4|3Lux=BO1yD6g!H1NaJ{(`%cX
z%F~maVvdfi_FIE`fD&<}%V6$NMw^Rw$RGY)$BZd9`hF*>Tka5-oGczi#Cvnnfo3{U
zi1D(Sm;VL8t!m?xt>0Qv64mWA)Bg-KfI?_5CRk91uN1|LyD3Z_n2ka$Y7|e_3%kIE
zu{>sD$jPTxsxnosBMVk4I3z?5fFdw(QdCMc#M}R8oj(gGAnU%nrL2K$ZET!?B6I=>
zy#ZV5%M%L)zRm_qQf)E{oh}m;K(l1{NoF)K__d9F!Ka9y7ceBCtbtmoQli!l>;Nf2
zK`6_)>eW8VOhZs&dJV@+{GW67)@a@=T_M(bJwvotTO76Cfjzz*sRIv#4VjAZ{tQu5
zR_+3-=oUQ9=>8?o&5Az{D51ilq8aRudbWi8oGNQ?CQYL4GxxMV8@6xf*#oiy>KQ(>
z@o%R?jTBb%ZcumyKwT@pBo{9ulgGX_y`f|w8clqqW2x6UCMI8);HX9S@~yHj-#YQp
z-e05MjvP?(7Yfi9M;R9r(++MRBs{$HprUd*rr%VxUELLxtLikE0CM1R(|0?d-eXCG
z<$6V?6jJ~CEk`t~`P6T{@ez}1QlRr!fDrkale6Zgm9s%G&uss0REzMRi3{Nz&zQgC
z$j6d>8US4(8<^q-5bI9>BmrfO1P<nSqqB7jz|g<Be=9<qAZH8tJQ}BnI63$}rwv{U
z+52z;$!d{br2Q*`zXYhMe=VEU8vN6*UMEZlIZYXcap^w|d-PF9c6ey`O+Buo)%l`U
zfIn(FSv2X`WY#xH5lZ^2m1u2PIqH?1w=VLPR|7_EM}Q{zqdJJvSZ}UhuqSXp<>7JI
zkN|ihI&QhA2ME8WB)}$)|7emhn#5TDyv{wqRU|BFnNdzhTM>#1As8T-YN02IrZShi
z=jmv8b$u-Op^bW9^o)kDNSqeob<1LJzcd;qI=TSpAE-CEoYu5x_OU9ZXb1>&L|0MV
z3OoOj-AbI`DoJ=rdiqHeEJ$K}{BN7p&o3$HcCq7ITg&c8qIvdl@};@rup{T^?>}n7
z^1>G>Gd*G}D=W=4&x>;_D`T~r-70{R0&(00#CN2Y!>0-xB$ZL5HmiB4$T>w{{=fh?
zblWg1h#O6VT~!WcNadYFoU?v#rH&<6OjS@UQn1f`$@E_`RtsQL18!?SZ&}L-w2ira
zMXWi!r!-SVGvPYZ{LH^y$Frn&c}qUVX_`)jWyKUPt0!sGaWOfV${zJXM&y@d`5)uO
zh+JW!di<p*I&?opCnk0S$88{r|EU+WGD0FFTl!gB+)7kvAMdZXH~QjAbXqgO4_?Xb
zGEO=@W@I}z#`GBlyP#w27F$IK{)82v=-nyV5%|WHW*><s&3$$dWUDx?ftSA<T$`1<
zP??r;j1T=3`1M~Qs|R3DK=1>-ss@aDz$+SmPBYZsF|lXpo*cM~ySj6tWbBEJ2Ch>z
z*I*M56z>=PFBTU*L1mF303RVbK3-Ts0aGGB_8Zs(>+{3K#w1|WV*^tIh}99G0t2F=
z&;XM(1Y{a`WlR<`pFmUMF-r4X23tflif9Nd-Yn>$S)Rb7Q(fm)6!G=EGYt-QIr${K
zoB)?1?8L2r5br*&Jb6)4d8M*pH>mWzRzaw|%_SU()hY_UKuFSj(R1dz<^&T1bOK`5
zaggBnn}SC4+@G&BlzAbBO!%4JPn@8rHXb#E0XKfG*4lgVIAWu}E}cG2h4RP_S-H=Z
z#p_b#Z(y~4k0tRc?z*h08PwCI&|X8zf8`{Y&=?=Dc0NLrzTC6LabE>Am|jo7u;DW4
zwm}jZbYwuN0uy~eT~Hge+J;hCI}V+yOh!qqfJ-A;Hgc%}XAG)1&*Q~7Q2#%G6Psb*
zw4l{DSXoYOm+)_7#{VfWqoyY^MPf!FCam`JP;{G%Lb0S;eCBH(2+S{(1>D(K6nyu>
z>S-wg)3<oCo~<@CG?g&}$~P`S`o$bjMC=;NqP^HDb7zN6+yG2oBn9xw(edzHhK~F<
z_WI^hB)adg@a!ahUAOYNu%g1RT%?s^lW(sgo@PJh@i}Trz95@(oD+1t#M9dct)jCt
zJC$;6l(x<gtP#^yb5KNp;xoEE+Z@c~f3AdX+h1L2_kU@&y*$%4jQ5+`h=2g|8Fj~$
z2xZq9UV16*fTnM$VG<PI4CNFPv5iPbAf)$2NT%OTo*&hRa{pOvx%BPMt)P+QQ{jj`
zK`mIp2NOZ}32v1M+o)!t7mva(e}C`B!jumMXcg$$fqn%iu+LTsGQIA^{^UpuC$>-|
z-z-J+r96Foi5a#$9M{&jB-}M}|MhP-h>rr3VeH8NSS^MQY<@<Eal1NjU1Di=yM)#S
z;XPet<~?xe^x`8Duvzp1=iY6KF{!7E4xV^BWCHEB<|9tk09;O>kTG*UJ?$+j^YRw4
zkU*P%F#MNVm7K)PM^8aAMabH*pgv0Oyb9I>6ir0~+l?aESX*)w`8SMBF^cIw4S_*H
z=b#N&38EnJqq-fPb;t%y-*RS%3S3L6{_psNbH{Q$59a~3M83NZy*zcrhrvX$TB?dK
zd<Yj91Gq058UnhYCzrg>Y^tEnK;jb<6*M(H7Wb~40YU9(@w~qQ4KTpPzrEu&kub7W
zX7bA_GPT8m+3?#cDYHr1;WIZbf9*T$HOle{h6DmvA1c2(6nu(UoGkt5&Q+>#U%))s
zL}Q;sHpPc!tMaaAovK`#6=WvRII7IdvtCzu*nRwARH4CEXymC12zxQTMFl$f*ZU*3
z+iRTFZ|%8FMYvC51^YrC8p?|P!{W8TUFa6f+gny*{p{>)T&eSI1K<Qc2isZzs{+vZ
z0ASmU1H`qDG~Z-}%I+}`!d~=wjho1fK>)3bW!Y)gAzrKUUP$+|A@hTh#!<LQq!@P0
z<FDdBvL5i2w8(OO3Bm-gzDR5NcgRNw{Uf7!)s}4U1ZzlRh~#;wD2VO?2)*e-9ixu-
zBkN0tezJu;wzxB1)t7N0sZwh<I0AbI`XSgtwW`qh^RZQY#+U8hM#;XVslYbTRd2<V
zmq*wO#fE4L1BM0BD82GCb>PxE95JrC_1isgx>qm#3c4ez*@4^FKw(EGBy@rP%ZPhZ
z3}57E_NyPM&xC9})DIK3EbM_Xh9x~vikvip!?`h*;!J@G2h}-Aw4(#hGwaG%Nw#iF
z1h1A-zRzt-6QE@ED+PZp6D~jRQSth|cM)a#RmNW`Kz6MP;jHQ_Igl~<jQTLZrq~9J
zuhtyK)L8TK6FD})h|jjxzx1aIs_N}e*}uKBzTRm*aKGn{WLW%CeBUr7P5#37&T8`@
zCtR-U5$rCYAz3z1&-Zj=09tC2pouc#u89t_WPS3%IS8%$pz>dLBcoX|QrJMi0NGl;
z!kUBo&7R!*ps?bQ^U+T&t_W}mX@`__2VbhPR1hxAtv>L5f%Tc+Y~RF`|7Fy>DdEx7
zVXLHWqn^G4t&wy31mkQ(Z)bqcRP)qy32ZaW!?_xR&HjYfc%N2M7K!^3XgPiaL}>?*
zYfJwA5q!p@6FG-M*pXuWZLONuUm=%Mmih&Bf0-*lTrk``rL**FG#Gw#>)#s8v-r2$
zv^#+Q!`5jJak;0qva*Pw;f8YI=B$FE;%u`!J2EbPlWt0f(Qe7WqO7m7uCf)B-|uvK
zUpn;!^+@<Sa<()V%TEJiX5B|dDzm?;8}adp2m3p`tL?mMOZ|H8Vddma^qz+?d591Y
z6voRGNnq!r6w-C7Btxz9pe)<1V9be_WZ_I4sR$iD6D>g}do#nROPlM=|FJZktEL7G
zqEc+glMoJ3e>dK$Pz81R)_PzjyR^%)3Jjg~-;_S<vFFF6a%<R^&9M^)n?pJre$37M
z=EMV7O2gvbd}cLwX?=Lpe}N|Ww|@y(;z^o8SE7CkUqvuAJT6&|P^n1>2}1Aa@4sg~
zdEs67_0`v76EaYz!8X;MpEEL%1$~(9MKp=1sGMyqz9Ft1$MH#q9;D5sBi?#j#83__
z!0VGUT{8-g`m0qC-bbcbt{A?5H;SU+dvbs0Lnan!2)djzhgbV{tsjzl^eXlE)CEF#
z(}Vxejih$B3i0UiRcsK8lRJ+H{++L`Ye@h)6tizR))-2sGa0|-#q?KFN@E{NPW}sq
zLttQFG|P*${`Du&?#@<GrnEXVzoX`q%C+7<{hJ|c<Gz64*Wxt9%h_Kw)(>eWFl<G;
zj6*~}%%@n8l_z{a^ie=vqEQFnPJ*yf%{4+J8;LB)LPkOwth~}!#=Av56UcnoIJXVT
zTwX&%3SfFq&sN_zitK+_7GBU46(J#-PhR+$v(Yp=7P3fuCb-tWJRi52vzV^``4U^V
zK*qXYq;olb&XywyB?XQhw{=R5`84!D;Ck<?*PMgdo`boXurjTYcOK7MN7KKYQhZZP
zhR9OP6EDz3G?msd(tE$B=*m)Hxn#K_4EbLaZbF~(5oB24$~>a8zDglH86QAARk2YO
zBZhv6ce$s+fLXboYWHz_-y46HLM0DLrNNW`_nwp_w5)YP3NEsL?wfQ9OZ)V6lI8p#
zt*ZME^-KX`b|=W!`GbklajX6eDO0VEuM>ihOrB48Ez<6u9E-C5!`y@kSPu-~2VES_
zCxQ5j0E)&2OeADX?%A$&A_8g)+xE_RL0)yTbN%!LG$$&I2Hse(5dw(?ravYvyU5(o
z-{J?)L4+#^g6?53?%v!Kq43OniX4=HN}ccM{Z6F;bN7$5cRS5)j(o=?DT{l*CX)B_
z7wNK2D|;-We98}+LEZv{G_spyy+$sS4#I={0kmXzp?}`1<ok5M_`ROs!al8?OeBx%
zGa3Jh0@4$>J!CxRgUlbu$+a%sDe64};Hwx5H`ER`zyGmto2pnOWM{r_#>Z=JwrO0b
z{zpNAt)f`2!w`#G9^K#v5@&;WD-aRFON3@*<Q*<qT=I}R`3qRESKsm#LTYQB56_cy
zypn;T3h3AyBDbCQFCJ`Db2BF}qCtdrZra7f$2%-}I+Z6ev_8aw57)DC@Qyn^ev7KU
zA*LNmBAcPpUGD$aeSIbov@L!S0=;75#oAAU6|%~u0q3S?A3V6IOF_3RlKX``w_#77
z21Xb|ibC$!iWEbY1YLo+WNX!M0n;9W1xD2T0hm`KnnqC8BoiLtI6yvbOFtuoRKoG1
zzy2m0czShZ3>t55`MuIWd(?idGbD_@i>#h6G;(7_S<6>dYDQh>`xO0cfOKo=ia+df
z_LPZD<Klr%O|k*4*Glr!HF_GJ@YQ$9dh5lJ9nU5PJ2(*6^-T2zJTo8B7v%)9<Nshc
zW3x*^egOB^!s5U+>e2Odt4yo05_D1Kwt*S!0ebm7XT4-EhWTI$E3$vPTw|n;urLhR
zrIK-83wDc{7YzoS-uG4CM)-~i+%B65Rtzo+1{IKUQmR>S)@6>{zE)-WUZ$K5&;6Yf
zCoaE=%BNBt*vfU{A^q@;yMkNf=tys)@tB0{l_3)z2YPI5o95nX+h@WpOf=uijcU9i
z!LsjTUFvG6lT!4jdj#RKg(%n7%r;-Wi%XLzjW~}K_vJoZlzB>1#J!K}Qv+TN;Bch8
zypMj8b6?6b`wy5(0{SMrf2$sv<K!DX+zrV#Rh`hr_or0k+1019JvJ&5H3tN~n#W?S
zBN}+e>{7oEp?GA<{Jm4y&;SGKBe6m88}-L@_|d&~$}hU-BmZoFhu@XvVOV*KH3%iG
zw8Ik{0%P(u5f7fXw>M~XfXM-#r<?V+Tn@oMe*EAnT~3~@Y;SJ|5-81izJcM&Lngll
zx|SQez@8)sd9RAQAlk8@($(IwJCn`RAB}zUH^Y$c_BE~u#??>GnHpr7%re)ZbzdFt
zfIYJr=4A<yGWY_Nv&aU{mMPy$7b5_Ey0b0>woekBMV{N*KBa3V1wj1ute>vfO@`w>
z?0<hF{_fO;imvZNi|RK>QPex5$<ka~E4y>Er0JQ9#mK7Id)BZI&RR?uwiV&e7rdAr
z53c58ig`qwD!4Vky?bVq3F^H*Zm>;gu+6m5o7>JwjtWa}t)r&Jes1w0TmaJg#Zi@U
ztD9LLDfRZA`lUz-`Z^Nw@)&HX5ik7>&uc9(2sWJh<Thr)GGoDJ!8Q-uC?O&&jInS8
zhv4^oeE)>xB5dQz^HBe&K<|&>eXCyOL-uOphZJj-hxq_@yTuzuoRFF-e~fIVk%)PR
zD=A%^NrW7nfF43&oM2W{*Z>SykCCdeqorm-pQfg!x&62ax`M9AzhrCJ2QFfP>mL~?
zLAPAZaW05bRa#FeSCh@NI{xe-bdIN;mvD8EMg&^~$iKs5;to1?N4>29MO)5vT)t!g
zoewBcVuqtVR)z^ye_xXd@lBxfstBcg7Uzu!)8TVox04WD=>iIO#XGrYT@d|yn3K@*
zyc^FFfwe#&RmyX`N}k4`(35*LB_z&W?EFTKAqRRB0s6yt8W$6v7|{qbKR&@iR~T49
z0Usah@2^(}xy2#Rc$_J2+6YM5P87c-_XDU*(EsH)R*UUM3hhRUjXM$eT^*3j4GbV>
z{gE6!bkb=~C9fyVr$m+yp1kRvbXeZ<;_&ZSl}3~ZCM&b_B=9<geMd@jdz(C4;|k3+
zEw*l_n4rac^`|fRy<y3c@bkR2!I4<zM4uz@8lD3$`Q4~!gVfT4oY0DGxZhX!ei<jS
zlky99%O*m#iid6stJmv>JS8Q>$D^a8`^Xd&FSg#4>w6e*T+Cn`Y2U!nD$0<AnhLz;
z(?H2YX%4x<h<Q6y{!=?E@q1f}dJ8k<L^XB>;+w~aPfj1-^1bGI=dcH3$61Y^zuH^w
zBqc)Rw>Mz=Pb)y`J-Uat=U}6x0R4)iBFX16{)a7L<GBb47J)GOf1ZP!j-{&QL=Z$o
z)_dfn#6(OS@(99WNuyr@O1MAAb*0b_I5}sSWvlGs+Nw7dq0kMP+y-5Pa0z(6xJtma
zpy-bV-sY&#_AX@vI>+<d1^9KgdouP;TJYJ0FN`OD?-8CpO%MmRRqDDsPaZ|shyFB{
zMzO9KWhYdtD$JdNyv0v+?*7W11z$N+$p7V}vQTe)1{94ytFG?H%#50!pC4#2a?zUH
zSLq6U8aVdK%#5<yG!&=j#nKpKtAv6C7|A#tSO5Mq*IBCdXri^;yFg5rXH;jpAlLq`
zqnZi_TJVW<bcvLJ*JOfq$ekcJJdc}&qewWO3o1EhYoQ38j<5Nz06mG~0J`TI$&;WQ
ze;`TYiFa>K4ylKyCn6#u)Nn>V-7muYU$9DVjK)r`Qu`itxf({Vvt~}-rPSQ_rChzz
zJB}2?SQ*Mv6+P|f#dX!~NdjXuP5VL7HFtQ@qJLgx^&JYS@$JGMd0lxw+}tMdJawBp
zdKiJCx}5h((ePXWO;3<iPmsyDNzIRZAW$3aiWGixV54(+D~eM_)*&NID0Q>?h#J;s
z8@TSzP+eVJpeq+xSV;926&~~>z6S+mvX_z|yf&Z1ubLdrtzu&~Id=N&d5M>XLS5=W
z7W&)5owJrD^8M`(HD+Xvu7Jh&cJAKqGI`f?8jPV?Q05U9PUGJe;5#)N=QAz(YrZPY
z{D(dxC9_MJtYl3OkAD-1AW&<LX1GC8IEJxzOY-_4>R-blr{iF6F9{7zk&}~?t?emm
zqjRjJVv0uafTbAmhM0^D8zDPUZZe73;wMa@>#YsGJNy_O>Aa3+PjyCfWYahbh2wQu
zg#G34611s_L<0n*Hlr#moOdFER`j5z+}un*a%g~3F`}wMQh8v`erAL3d&{;(#3U3F
z=WYyVV`qj@-{Hy0Q%-O_V$=&)80^>)6Je#{fE7KEPjXV8#|YMmA`UU&vwY*zG8h$S
zNbx$2O#dF~nM_=pXYhx!@1u>J(oy%}ui0x=inb8!k=ZIAG>+NUcK@yiF;2>>VC-#y
zJ!trZ0&^!k+j+g`d$yw5_(>RV2oZYgvcF3Mp6}rbPs9%o$m!uUMidcWffs0hkux$@
zIBDkg8QwiFf9QJ-qozeG9StiwoIh>&MOM(VEVeKIj`7OE_oqDe6B-K1^DQTWpTPQ)
zB^9cLRQGut;*J_xKwn_)oc33hwUt!yTSwN~CEh@hs@Bqu;#g2O-jKVJO7hv~h9tyc
zuNcevqKE{h%Q&0Q@KK{VE8-ZL_lE>K#G1W2{7HH+ibRTI73(Zv05u|p1bKe-GST@r
z02vsvy_<GhBbnaq)yBmM6~u#Wn@<MDrIHR$e6)3e^RKj*Sj`^=hgxG+?S|QVgrj{+
zC+v-bIMLgUpuWYNmpCUuyAOG_`QZqo5jo@2%Tj0X&X3TH=vVv(hAxOk&}I?976J1v
z5qVbX$jpf5bMckSiP^_vDCRM#PH{n#MC=Y$&_0h!d|IN8D<;3#yQeIBT@UdmkbIkX
z@oP*8QR|b}B~|~GxvQcc%>-!8(W-$7XyJZ7w1HM9tVKZ?O`bgK-|`-Rg|}_tDyLM&
zoeJ3x7vE6u5=*HW(7ENOW3l-z946q!lftXkkKBdFO+-VtJ^LVHQAC603>YUy3h*=N
zp>G=2ur(rgD!_^fowM~LMOD%cpz^jRJ)Z1NozA!{Lb==P>T^BO<}G#a|8(~tuTmug
z4W)-Z_H-Qs!vrdevE7Ab)02xdoKq=(R`)to<M}72ZLhbHuV&bq{7uRV>FhyA1I)vN
zvkRSIEK0J~>oGVitkLXR!tVBCzVX49M^0mPN1|&=JSQQ>tJj4W-xx;L`CAzBb;>@J
zXn*Qb&v!w4`}xKoYV}vI-jMrph2iW-ngoAH_dK#7eUFB=V6E@tOr@RUJ1tOAZz-#O
z2q$`Nksd~WIrp`rDTbBeraKs7k#7x1S!|U0V775HKcprhW!T~tu9C1x^%wTL1h;+z
zz7Ra@lQC{VTt4Lgqzh0$Mk5)#FI}nBq3(EUMKEl^eM}HA-kKS@!uTFZy-tLaNgcs*
zPweb4PX@+)pPJ^6J?X5lt#5L&^}TMD8&#ikj$)X}B@>aCZ2PYcQVrftwqLtB5j#1;
z(SoCV>~jLX-@htRRYSKc?&)cN^~*}sdm9^kU;}fs$?3v0H8mwxLeo~S$5$kX26ZxT
z-HL&S*9-jY?_K(Ope41f>A!JDBTe0AO4q}$6x1mF71hf%xLc?pEly^fgFw{_zs!z#
z$c^%>tGb*+vp%dB&aUZCp5DHZ;c#}d+Q-T8o$-WfWx^fLeROT_14K8Jcbf33pe67W
zA}qi0&p5_EmFMCub?yY|x)N6>?Ck7Kb2>?K>c>X^igoC|RITt!7fzt9jt3&p+1`vj
zE5R-oHp{7Ryw%bWX?AmSdfp+uQdZW|nd1jm){|JZ)nW?h5-6&v^@4>|`>hKFd{hqF
zh)FA>r9D?F`8AbpKRMx`8<RxY<lb(}<O3?_)5&k-N=g$4ZMOE;=x0~Hzy3yuQW~5E
z$$wxOT`RTEV(g9XGkaoAcvqp&)bYJrOy&Vy2U`QmJrOo(DCGF&%SOX;?N4OW?|7Wp
z8IL=%HJELR_I#if0Oq{fK-(UVQNOdM#VA%%$$<qKpXs2F`*eRUDZVIofw5$rbN2w1
z+cW~Dgy{Cue6FxV&u16+uKV7z(vqEL`iR;iy_1RQ*%Z&va_=9K&Z%faM|C)*+Om39
zMD443jy8^<kY#q7y-~kQP7QX0cIKh`)*%WN1yAsSYv!y71^-PoN<2$*pFkf0R(GWx
z(jjU|RF?rO=cprsfR3&~A($Orhn@^73eMOOS|W5}LhTE&^g2@c#ZE&Fd5A(pMcvv;
zwKfLxFE6ddZ*=gv(X?_j@f=z**uzTLS6{}QI>!pf-CZ;ZE-K|5Dg|ylb)x<EOLn}_
z&JI-2s<ivaw158mGzlfp<KARCE;e#kp)N3F7_)#vk#dRC>&}1zQI1Yq5v5q@sgy6O
zin$L#NFmZ)^dSjG;Pa(wSU_!i8HDfa(*whY)B8^1^nz27o-Xb|x{|zt0oID48#I`)
z`oj`c*KJlyw<joY7evDBo;>S(-o8=Yo)OJ|MRfhqCz$YCqMC)ft497ko~uI+e%#Oy
z)uuv`1y$*{%P#QlR&dpEfm$ak4{F_oJ-g>oZ1!o)X-Cw*%KR^9)X2rl4j6CtbC^^G
zlLy*omY_;9zxw?g9BgUNR{Ht1m)hY>j@bKkvp?c3HCpqWM7?x-BtyR`=TeXs^MSBO
zj^M8t(N<p;xD)=}Q8D68Fh&msNLEXx6OhQQWnGY=pxTXu<!4_9brDAGM^$Kg6H(HN
z1@7FgJIeY7<-|qKt<M{)#x`W-Y}FB-2y`*hx*iuy{v3Ui*<EpqeOCD>7ahob`=Lyc
z#!xy_;PFJtf!XQ(d8zvGak}$THh`3B^Xa3#CG@^$$<bA^n;_Bblgr$l+INNi9`aN;
zYF=LjCdJBaPj+nwZ_k8U?p%m+#TLVylZ=(DrGHM>(U;u2A^VYJA)miL7I@EC-YnXE
zJ~G<aGo*BHGSgs#QOdR0>1)ZIFE|Gdk$pV>9;9PjUw^5`X<AQ8>}^F^J~+4_qP$UR
zKiU$OmSgb74wiO31JP(dscVLgLgLlN+lyKQzI5?}NGyxAx`+;ViGQ_cIrdrass_Z{
z110<j22Lz<b;ps}BqAHoMKEd=JFQM1JU5?mU+8I}Y$hM@Qcl;x7&6YYxvbin-`<$<
zkGyur;c(X|pHvL(C7v$}pqyesAMmzjj4Ca^HGgBMF{>_^>!VgRa(o=GhAxa=*hc+R
z4~Jd%(xTJJg}<Ngn#5(g<g(W5(T&Y=t`kfcKR-9R^eKPqANoM`7fopY&jz+K`Xp80
z9&u}DvRnMwn?v>Fqyfoc8l`}G$j!o1awu%7_<>r~#NuvU8vWmUcCziHS3894f?r$t
z@+Ff#-R0xn-ljW4nfz;_rVfgl*ff&(pc+6Gsy0^qdo$Bpm7=d6)$;VWL2}SkZD`Y#
zZ?cYx#_kx7UyiUwvf;vlmUKTVR+)frs@Sbww{-s)5_I}xp7V9?QY2;y-C)5CyHD=B
z$KLxpj!g<$LAuw%d&R#T!b)8JL=UegY!u=geAV5GOFjSLXij8*G(>iP5>b!o3(yiC
z(XR~<+L;zlZhj#1IeXUs>hCUBkddstp|w#w59;^#_u0|UaAnJIUN-+5&WYlBaB1U)
za=z({D^zbF@d>F$uIjiPf-y9~;ypvWEPQ!P8TeB+U}cfJaI5}x+KvFlO857$!DVw2
z{gK5$<{IPX&*1D4=&_kjm%RhSoeh83#q4HzoM>s>5hdP7=MuqR`U$`7gFi{RL9(WQ
z@{Jki>pH$1`IYkYaTqH|KJa$EV&+sy;|syRG~QOC4<$PGZvjnoK=eNF#vV!)^EZw_
zwCh)|HAPv3zx?*d&^mdV0G4^!z}epH4(e*TC3J8k%5HDy@u1lf)|EdaUZa))kftdH
zn>hP1fA0Q1Xa3pU3DJ=_S+m*JanTtW{72#`c@3-Frm+Y{Z5jV7E^SX<e~$We2?kF0
zY1}x6%5a~UQ@p68m1{-DV(2E$-&C*MYm&Eot@;z#LY;ryu4eP3sdv5QUe({277Ty-
z82?k+Q=Pjxd}4@QyNw<w3VGnZZY6%T(gSW7Xm@4U^Kf(H*PN3u(b)b*uKo5-$h{Dc
z|3kcS$iMn3{=WJ1K5nPbpF{61@b)C-no{6#MgLuTS-bIB7#<{L7dGQuq!CIlcQHD+
z&I491IJl(%eH2FG^7$j5Vr(=e?Aq8(rXswmm9)SO7+A3Z1KY;KX|79j2Ok`JG~@#`
z<H@RU6)N^W;BYbc$&~hN2VASSx}qRfT!w^%iV)$29;fOkUak&s$iD5qpGqxMYl<K;
z;I7;nkj5hn$Z=?3+)N--{1u$R6fmx+O`7d$@0G?I7C4j|W49B0AxM3z%Jh!T=($&U
zhw$c~nV=5lazjWrGuQZDPs@zm;9E}{Ec&Xdvf|q)g=p%t$9b!Gf|yrEDi$jETJ!jY
z(}P`=?1K(d#XHQ(VtRkl>6VqVEI)oSQ$R;+N|h<lM3V>#(NVI?2(5W9>Q>?XWQqw7
zFHf{e%F@xvpn?N?kA!GZUf|y^Ve8|QwAgXOskd;N$lvPmUd{;1<hmsC&7r6IvmhtY
zNW|r}SPIM;@fGN{jOU4Cbw?48fY!t?QW==4N2<UMD5l_0Qty~$u|`YXIuxY9s&gN-
znewtFNY-pye}m7Q|E~6_999|M=)lVW8MP`5>)fNxT-^BriolSbHmIlUvqKn(z-iIP
zwZ=sGKW1o<yI~YL;}W5hIze>wYA&Urx!=ym+CQa||0>GzihvWX=?j#70Y(-J5i&;+
zeDA-Xb*P&ZX-zcltH@C$^Ijvj+?b$(QM_cSz`+6dW%iaFkN%Fr`O7R1N5rS=i)@ih
ziUUnMh~;nGg6R+A4i;h;(y7@Y5#&XKpB;=j?@^Dky~ewNIVRz6EWLkMX|83WV;Qm$
zJ{D1L=;ah|taB-_S<s$#xYE|x6~E10k+OKx4Lf#_D1aLARkmuRG5bP3Ghx~E+{PgR
zUl>7J32RKi)0g?t9Spk93C47M<yA@yDV&5RB}wv?f|B9J^T^tS{Air{d>zSE)Q<xr
zJjZd8;lEUC9<p1ae}0`%;???H)EN)|>I-E3XF>KD=PBKl+`;L|gb-Y$?BGhFVprbb
zD@Hi8`pb~S@Z(41Kup3g=<wG%F3``$wuO<YoaDWnXCnARL?_!<;&v)Sj=9W84y|HC
zr<P`srG-CtAwpWqE&HNoP!DLxC@4l?i1(v<<##Z{cwS<l#eJ0}mZV)X;<-3v=6w}R
zy1(^v>fxa5R<!zJT_`xGSN7VXLtd-OLQ>w2oUmXje4b`LK5XaClYz4~ctO+W_Id>^
z%T1CdrEytk+yFASB!qBd#z{^e0|uZ+n_TU+!2wBgdn|BhIr-~Vb{yfU)neq>9@2&}
zbBmDJZ^s_vISR+DoQeJ)UghUA>BJ{j_UG+85zFr9ZR^5=bF$#b*%;@iu!QlJ9tNbb
zR!v{#ORAh9iO#&9(F_h@;e?>s^OhSir&pOY4VmF<;@B!)%G1g*53g{_hbXq^u~;$}
zvD)dPAJ(Y<Ec^+2g?trVzm87c6B%1|2xG3zoLl#cFQ~h;N89ArkTt#I>Ekof35Q^Q
zQpH`f0+Q?;gI%{bUzoVz(mZ|3^VDz*673c`{I8q@kMsy1HY<(S*rt5KA9O6YYa`eK
zubAaD@<__E)8jHZb{?}5Ns}UyM2&xY8B-hZqh|Nu5eGK8K&K9O1uNQ>{Gr+7ClFb(
zuFq5E=yUt%Q-Jn%qf|>w&J1Va%uVdADDo9qf{R-Z$v|Iz!e5ExUnv`#I2PU<$kVG5
zZlduD<we1n1#>1G6Je#9s!MXs=nBXy-V0z#!xbFzb^)i>g2Tf%z+oe3fo!>xF0p01
z3zs47CfSG-p^AJ=bOCJJF!~Lj9VW8gnnFj>1yr;@XZ*%cVOBBy3n{i(dkC+rl3>we
z`W$*;ra2vB;6+!@Pu^x3Kd<@ny6M)=--1a8x#H)?Ww+<BvuomR$$wdLu==*xtM8Vf
z1+!P~Gq;#FXQz{|Zk(m=54>{p{cm^YBL<V}W8I1NqgIFEV`_I~XTM2)67Bhy9ToRb
zf>g2#tENiVo#2W&y8D3#;p*e;@SzhKU$!syas3V7)O6f{R)_?KX#6v+AvS*qRRac$
zDGH-_M8BtqVUuU{3hHT^*BZiRJt_S7;Ks~Hsvd_n+A#qsAHToWGIEZj0TZt8zh9S*
z#2^xyKInb3U_z19{;1z(?+Zg-$l=f?ZuA|uiUJ#hdm=O2fEBOliPw_FDJ)2+xWwXS
zI8c2x=b8kC&TaP;sSJ^srkLk|f5Y$^ijpf`U^>$5tqLrqjKF{s>Q$3L!L1GFvR86c
zk%mmPmf-fa#}Dt4a2)%Ax=UmJhWnyf{#u_cU+9!*8q}vBVNK!)%zhC+mS=qj4p$BR
zwH(~a*zfPUV*b!Xkt5sT@sr?5y5aEB>PiL#TbIN<5+|-|>4;e9yyDdodAnR9T&xgX
zIrX_?>8_zUc{&6evIGH#pEu_&FM<1=D;fbUKoK`uVv7uU@LbNVTZyXm4_l-favPS~
zJ>*zX!8YSWY!(v#>iBlSI2zxSCGTBMkI>dbf?6>eG>Pin+TxeaI0GT{NfMtdY{rWc
zPE{i#a?psNWMxf=AY{h`r^K7B0ydbE?T`^i1LglbW4jcEwBAxwRx*#8I+kd8{1|Rd
z#lRta-Da8Fc(z8SQ|bMUrgUyvY#ylP5ENwv)jOx1zWrBAxiMLytape_9u76z!IL~g
zAwt~Lwk|v0_@tNqNPl-c&`?d%9N7CJT3`m_qk$i>m=GdLZ7J!JizO2CcNRZSW?86N
zy!7;txO<Dem_sFAHe;Y~NXLo%R}DejY)4?ko65%Su_jsUUFO<comBx0+zwxNcH4g1
zjBMiWxS03r<IWaTlmCk12%Nw3_arKvT)pR?;4+yOl2H)j6xHz^lwx;xs_*T0GN=r8
z*eS_UWoMNTS$wVdDXHPhvMIT%7HfVzsc{shb9kGUQ1}eZ!o!6bzKA;gMFrRE5IDb_
ziB2)U0a$lu!Ozgu7RS2t4zw8%T3YW4GKM%sHQj>3h@i`2yXbrOo2y$GO=Gm>NXhKh
zrGV$h)dwa6+!!yohN*M8+fk=M13yHQWz<$`b6dU^zpIgmJU35*zCZ}uTUO?it1nmH
zuAxqXG)1-Bdf}5RbY`4a$pL|~Vq?*tL*Ehn@stPW3u2#91<_wlxLehxzD&eDJb1hu
z{;ld}+pWPV?2HS>!zlc$KKWYk#z3p>kRPzA{a1z4SYuvKx#p_$=7Oi9gq-|GWu8Na
zAA8heWNIjJ$X7{_f<?KJyvb%~XJ2Mp!N~l}IT3KepnTplT9YVgF>>BejJP=0Y#%Dr
zBd7kC<Hz$i9vy|N1~+S$(jJv7r*jv6B%f|e8-K7EQxJPy^RsB+bf<nb(5Oc{&VGk?
zyH|QZbi<dND*I2@rg+Xnnz$~hANTx5@79`!$qO^#Sc;<hP!z^!(Q4k%_JhH{i4yT&
zisbsXZ<C<g2-A92-`k(bOGIstS!g>qeT6%le}py6_?TOl^#dxGTUSfFYk%aZgS^4k
zy=~X2ijmD%<+_H#b@=^W=80}hz)Dig-!lx<q9*9wIVFKz6frh+s)@SMz4&m?HvfSv
z{VrMhKP9&BxnQcf5TX)CIh1^J3C5<}XDVkq?MLuF?UZYq>pdZI_oyWI@vpY&`S&Ye
z1fdLj7$QIyR%cBOd=fSJ{mb+85LG29j*@s{-3j^Op(^-V8i}+){WQLTTAKdnMzqgA
zVM#ep)<-w0-jB|e4tC@?6v)|5<gk=)@%}FW_CN{0TB+#ygb&{wEMRQQAbP}jvwV3W
zKQGE*j7yI(+{4O}Gy+nb5ax^b(M-fQ+Mtc`L8~>QdcOyyW0%oj)fTb`Mp3@5j2*>l
z8t$o}`G@T|^w3URjbfOUr)6*_Z(7(2NPGJ<QRBjCS5(MP$r|itH)_LwzqMZq0B;a-
zxty=R{+iIxP@a79N%rmA$7i2?hL@KY0Jn@C&9QxtBbQroyWRNs`C~5pqr2DTtXUs$
z%hb8JWCs8bGBJiNul>r9*KaxJe46@AaqUmW;mH7*jKE$aSiO2Rciwp?I-QQKTes4<
zapUW9?UE}~bTkEpLrq|Z2H2Ku#MG!GVGV;h@#As&v>!q1n;M)mK|*iPGID%RzL~j#
z2~Q2d>(-k%dgp7reRw7=w~MASEhW>wqyC_lwRwXYH^6Lj5#6{c_GQ1YOW{xW7t`^2
zsBYJUv^rA>^r{&$p;aYPV)`ER1M0L+lDd`qb}F(+IYyly#wG#$GCYrxG8=j6r@3!Y
zcQ&p$!PZr$(Ys<X8{H@k4tjMCCH+7)JATZ<FCdm9#hC<!XbD#MV<^u=?Q3G?sUXb7
z4x0ICsc)5&?(OE&2Xbiju%3x8hM%`CCKFT?iY%Qa@ag9ko}8q=><LR%Wg?ZOA|4k6
zghSq88#}+N#4lQbZ@eC*(+h7e8H4)C2#lb%e5XUCFjK_o06_uEw^$L>0+a64BYI%Q
zYZa7bR^St(B*!fx*uh!lMC}j>IqF2V7s~Toh~*v(esT!*u%)mJzXk#&b~9UF&nGcN
z$HoKs?9vqB@E3W&WyGkgVsU>F=9Q43R1z&KLERyQTptq=X{FfYnaC7MG?QZRpO#MW
zgWU-c^4S^W#kRwhs267wHm4`4(++W)C7-1~MU&nmf?>KmGCs+n*~CyHk5{q&Llga;
z^ZEb2UH<W;0PqGPlgW7FjW=l7vL)ljjbq!kZG86GXY}jWkNzWv;};aj!5uq^sb3!>
z5xjTT=e3JE-}dYPO!<XW7O#Qd$M<=J65O6hf_gSW8{vmFuN(lCzkw#7Jx|d$0hspg
z!QC*Ccgo87yl-Fn^y$NQ-+f0wKtNsH2FWEVIFgLYslgZ>j#*KK!=qx~@m=)j(u>tg
z_i)#QKIhHXy<bayTeyRxM^EzJZ*S3Gt>&H1|0Aq>Thf~DVfo#kGw!YX_-Nt`^qQIv
zt-yx$xcR20?Af$}z&$5$96NyMb|c8^=3BTZiin~UnNTw}RV5F@;mWU*x=8*RN*CuL
z^Hxx>E}fW{y7TMcJgU4P?bHcw`=%W;-q=P#wuwMlIJW3LIIQL56*_qDEAS7CVcdjP
z?E5W^wiB9=G4C|~w}hZ`hLJz}D4iWeq{Vx&O=d!F(9$_SiqK#K+h&{CxA6ooy%CRG
zCdZWJA@87@+!PO@3mg#&G!Zh)X-d{_cF?oyrH!Q)MUlO0Jf!aM5E=<~yPM?Y<;e9)
z{1W{r^T_d13G}~Lh69mJ+iV=0@1VNOiRc#b_E!=Vrlh3IgVhFuZ&s7kQpL$57CwEw
zn3yIy4(lv%!bz}7fkGq4D_Bi~21ZmiIrdC9M%?7Is$%WoV(Q5a+<RvPRS7P(XI3$5
zNORPRnikEKsio*YD1=fgryF~S%dw-=>oGg436fiw6tAXYQ5x~71!&twFs_>#U!8`s
z?p}2GVF$AQ@mSZJS*G_R_M{1)4-XOgSYu9XEaI-UDg3b3#gA>n=;u61=3y5t;~gwr
zY3An1-v9X(0Hgr$26X%Fx6`(5TgHzcPyhb?88Bb~Q>RX)eUEOm@6oL`U2tq5sk_pN
zZWck~&J9RjvI0?b{b@H4k(iz#D7|%b-|+&czutoA_7Ht{C$tfM1V8mOOJ~jEwbx$5
zX0tJK=1d-Z@Ihp<f6u_?8(Hy*G&C+Pjy-$Gj|@Z*1eX4`h*zI`gDJnxBPuTVy!iw{
zAnBGc?z{UHKKynfE$)h?@b&MZdt2fLx5QVjq_eRj|NC$fUp)0Wf*{c7)&Zn%+{SUI
zm1a6M6{s;D+KswZhwFURH5{%SREmhRu1P?SM|2_+lyy=kN!@Xl*r`}sgtDayb>lep
zyjF->ehTZ}40^XTvUuV$jDm-HIybxQ`x)D@6W#9{gUn0Ao}Jk||HuN~|7bZ48#QIi
z!c??gGPW<xqv&`!6?!*~buNT-8(uB}ZGe(>(YZ9u@*zy_O_@dD!BHo;Yd{1lqk$5+
zlIXq;3J<%`Rk+ce0-K+T4L>{S&_;z$_xC}|^4T7gr7m=(PBOCWl%-i{(%zfSlk^xu
z<cOk3YMPt5^GrBWE$A$ElyZ@_ZS^SC0@>-+WN&d25~-qXGc9>X?7a8A6_+T-x4w$s
z)@9J#&zI(neDDdElUM8@<+O>lN6WE0JvbC19xZfk<<HbsO$pFIYGEbW-<x@`c>o0~
zOsM@7<W|~ne_4dP%#JhIhU+$8Ql=iJw?&CcTg{5LTJG4DN@QLox|<ttV&Ng)&xqvV
zJ3{emCt%-cC(`D^C>IH<2eV7{OpQ=+?2#=*w)Cg6Z4|ezNoBz?4RL<Hgl{M&V6ZQm
zy$%kna?<MNx*djctqJ0dH0Svrq^hb4Z*OlZD=TZeVK1iI=0>l%x~(CiD6(+jLY{yA
zdD7C-=+mbU4?Xk{{rdGor8@VGUvTIcpCt7@>$TCp&8J?UZfCuA`t)hO`Q{rw{q$2x
zN=g_rW(?D&O(Qfk^s3fh^8e>>6`)dtocGw={&%9>s-#(TImhoDNNzfu^4ZU*0gsY=
z=rs2{*8iM5`K9^1Jo^;_yaQ;i?oMTih5H^KM9!n167<w<sG@>cobWV9Lc9rl!XK;C
z%Hy|B!sB)`ci^2IZ5>RXmYvbQ^%_m@7=rhtSFiOgIIr^Rm4JY+zHjYo1r?v+t?Q0f
z)u2x5B&j>uubsemU@(UsS%;ze1oEmf3giJ;6>3VHW_;Wg7<6vR95R{=?nI#_48Ou+
z>{>0wJ=)P`pch}wT+Pa#cVP%?hppO$#^od-LLf0HkhINZG;&yIIJzFCG8H?&Pe$<3
z<7W$^D!|BIe-TZVi_k;`oir+Ztqy`hL@N7)vHt+nJ1OU&LqT*mkui5^FM2J<c6vx&
zXs6WbBB-H@@?%!?ZPb(%%h0FG5fuVuN+%(CW@Jt`1r86fQCd717Mu<{A?-s6Y^Ecq
zr2@CnLq@6%gO?ncOu^f)oI)(G##dK~4l63T9MJ=!LL{kw6n*YaM6Io9cd9t;WZ%qk
z+<7(};jm9*<^I7D$UR`Ma8p&}AbUe0L1opLWiC>m^C$C#!;Bo$h~#JY(Jrxy!|ha@
z+Hi_FiS_XFw{csa4z!rHiY4(LrrdfHWgD}R|60xV;mz5<wt}rHKcXVNne|G2j?GEq
z$dVl7L0SyC)vVMdaJQudb+<@NsnsOge0Xr7f1S1hUT&OlxugKFj$G<5wzSg8+w<}{
zeF{P&L>?O%Ok9}es@BEja`D3tKQLp)4EFBbi=Uq#{rdHzckkY`Z{MDTgaqWjcg5}a
z@Jm)dHx<$Crqff8(DRk2sj8}C-@bip*|LS@%a^lz_iprhJ!8j?W#Yt%)T>wTs@7L>
zb$CQ4C-R1p7`7BaIJYz4v*tYsDvT$}r<C%^53_OoCVG$W!nR*>8T0VXM8*WwrnNb2
zO#k5>j%6I<xw|IQEWR0{C^F@-uNipzO*Hk<Qa*nJVQ<{Srcs}gRbnRL!R~x>>PyBC
z98a5uN&NcAWK2!MQH2Cxe)9wR#Ty8kx90!#2iPsTIpNBtu`=ee^5vGlOMu~a)XK=(
z*D5WWaCs{5Hw?Mr`bgm2_m6Sta1jYz)C?ckn8ZNux~|eiS<}oEeUpi~AOp|ZHJAcB
zu{@?R@?)9omsjKK??CU9k2XJ!QH`SU6raM8n?jkTnk@eiVwFZp>otIGZHbR4VD<;!
zGj7sQV(Qmt`C2=R_hs|&?E%<ws<A!3p3^<U2^$(m)rvw=*PWuLHVm1M8oLI>3Kz#^
zN_={FGpM~6j=5QA8td8Yia=AT=Acc+<QZy=hV%EbRF;bT{H6n0g@djSE13UG0ftrz
znzS)ckY%TIpA|!n3x^AeedNT}H`1cDl4HLdL!kqMuYuEROHlZT#NHH-!8;f{0;kKW
zS+L_Ia&r+r1_gbhVn}Emh#^Xer3y-utsFa$O>%ZN31Oim_=h7XWHcD*O=bf(3y&5v
z<F<Nelr{BsJKXGf`zV?XCQ2LW*gZ;x@NqWHTj{C(IUlbw6Z={_2tRm&4K3^A6|Y49
zOCGpg=zG<p<(_?HJ$n<kx~<s1cOxh?eD4<n0cuw6bragymv^6t$0&OE`QB~l><*5(
z0tr#6iFM0p)Jw~PU*rt^EP~j^b=PAh1%Urim-34}oo{3EjC=xRzVz>*VcQ-%$vI}e
zdMg+o!?o$XKYH{iKm70mzy0<b2M-<uK&@626B9#7NC-xw5xHEB)oP`ztc;wT9102w
z0Pyzqrca+f3>h+np+kqF*WVaZ>Hn>4&eNPKyq`$_SMbuF-PP)HIQS&46Y=s!C=E8u
zV@I=a%RJ^SnaBU``jDC5PXeH{+{CDfZ*scu6aikLeD~h7#6<kjHEgN2G5LX6+;Lw|
z!oFQY=(MrqZb{?d+sio?>dl02M|1C6<M{ctpUB$0ljG|)u}LUKb0mjx?p(rVe1kIX
z%3It%Hvhst=Skl8o`ARP(%+96#ZM3u@XlGmr^8i5QPtN(_&s~Y^|{eaer_*o7B55T
zC&yW?Ky;TAbxR8#y016gV*^mgYVNny?Iho3LMvC|r_`dB*WGBPj3<wvi?1SY>Ox8y
zj$}`GC>2LfkzQViN>hQ4cNJ|T`ydYwXQQ{7rherVEnSCyLNtaWS)`|A5Z5r4Xx}K7
zw`_w-r6z65a>^@8(T9f6G+NHl<HZ;Rfu`QU)ZgjgKqQm|l+nFMJN7Rr!mA>LXrqyE
zA2rq09<nOkIAk9DI}0=^Fyoix#o-gdq`I{jT8TXLi0+*05Ji#i-g3cl8;N%)S@v2!
z#ztCNHq)cYG2t?M2yCq-W{5W`UpX?FKv}wpWsmNn$Hazs1!>Sm8*#hk?0i0lN_z=;
z=_TYlJY?sY(E6websC8Xl%Wm~FjYD!w+mS7>1i}1p7=-|VOk|Sm#49BLpq&?#gh|d
z;9#kZ_ijn39rGu;MGj5ck2}>$ReL{vZEnJEK^d)Dsz?b|5&qmM0_&M6Dmae%@g)2r
z^;oBGC;yhVtlVxTqNspY6()|fQZVf17~*W9Sia8Ubk9UK9JXTZ9Krq#)%Yd)FsffL
z9V3)1yMH^XY6m;D@eHt<2_G5FjwNPftwS06=EYl7uO%q}{Ew=ts-nq&Z&^Ec6!l~L
z&N*IC=3vtFT;h%Xj2oro{dZ5IR0?F~iG()w<D=&z&Qt2uRZ&sF-o1NCPEIBxBZI=i
zLM#>wPNx%%MuVT9A7No(G-%L(=FOXvn3yPy@B0_2v~0xcOvCBQC({4LvyK%XKgoj5
zqp9zkKvk5E!-ja&?Ht@a`a!;)v78s)8G|T_jC^bwCE|X*d-Y>nb_I{UJd01JK1fKQ
zZ*5sNtAiIG`H}%m!f9A#CUElYEQ)yw%jgbtxUCJlE4EWvUB!e!_cL$sXx2wTtH6fz
z+_Rp@q5bim@XQrm-%{%iDn&Dm6ww@Yp5|`-`6sQMPe$<*#0I{5)@!0Da=PTnb6%HR
znvXs?%KXoMC7^!{6Cdb8o6rF6AGepx+#M*ya(vn+;@319?{F`?^>Sj38Y285$5usW
zzi8?i&fQP^TB|-%N%3bpF)v?9dBcI6RK=4~l0)gqH1c%iOnkcwk#ULq^mY|T607N~
z%p_xNGI3po5gu&7J4lYxRZ7Z>pHghKGNOG;vir5<bVwjc^|fr-k&QWBMmL9!AekGD
zN~9vSfYd#C_;yWTea?O=$}K3W0ueQ#82$Zd5a)xnz)oI~n@|fVy&W`-vEXSML~e>7
zyB%sCcwIqM<k>;<{`DUAEwmCGC2(|ODQ<s}9`)6fo_1poH4v7hp~FxmGI>o9UUa;Y
z)sO8YUN7Pb@TR!ZgY!@hN4(VJ$pk2O;U#MD)$8z5s<67@=Eozc-!G82-aEj~Bl$!{
zdl7odhWT_gihJTI2+<Q{P@?pRq;JY4IKxD!w~E-t{)EPP;}xJL_mgz0t!_*Tfenf>
zTKW6Zx{ID!VhIC2G80~1#V$iGExKw6>*Pbq`>CX9p)ji&Q=E|<npkcwD4~C80W-$8
z;G6cbl&>nsu)Tu3AuU+ErU<cbJO{U#={YEz!g4qFHBoc&=^bo}uTO{cDhLcA*x$)v
zvo8bQ^d~&NZa&wpbpR+$0;xk`syJT$xQgE0T#UXs5XJBR@s4L&nEFLNVG4g98K+^&
z11W@8_~IL@N9Sc@*N!r_9`vSD3*$AdpO23Zy?XVcSFc`wpIGv*V|Qg?)U=_f>RUV>
z8#37+Lko(MQ&79qxV`lFwQEGi;$&X=@EP`QJ3*UH4FULU{xVJ$?PuAP_X+W<8Atfe
z^Y`-D%d?n2<4F{XnqdPPt%_-%-Osx({fK<aLHr*cgdmsE>#mzvIDG~Gn{ywxy)>Lr
zy++{|8%>n5lAzcK3aVS-w{H0r1%M9G#Wu$=-trm;z)#jKRC{dbWq&_>!sV$#E<5-C
z)|u8oX@B6$CyFBTzubX3GMLz^&TM#6#x~z_#@*3~AD3vb$}*8VE3oX`OHrN)k5k4j
zrvlL};H6ViG_pS3`ZS}x|D`P&Ushbj`W5@xy*U|&-Gx%6pkt4w^cc_zFP}?q2`+eN
z7p~naDfjP4No5$@JZWgsPEqNr;>RP8;&RHFF(QwY<~BMyb2+s-m6-ePWYh>RbQ&4v
z5)Y?$2h!@*7f4&YfCU?OGPuNwpLYP2QSo$lYf$>A2p!^sE>VZvTS=%GhjaV}j-SY5
z!fOM`v6nFGljQ`-)Tjb%tj#&fs9PG-t*V$W)<8@_7&#{(s%a?(wVF7&oG;%JdF3N{
z?fbN{RAk#yCqYh;l2g@KDy?+ai8zi_6VX{qM52|WM_ep<T}41sH9C0(hhN-5nA=5e
zPyqW<a&T)EIO_$|yr7&WZNrHl+XUZWftg?BbIdI=`-N!Ka=7pQHQ1CIzWk;i(f&0p
zktg>SF=zZ{n%6fl`r|IhGzxr%CZJNtaN6A**p|zV&6!mEQh*&1xj{vCcMVV8-ibwr
z4>PqSle^7PXmX3mi7?a2+eGD%M4YQi$vIX*v+hCM)GvhX$BHndrm?(P6b-V=xP4zf
zvwQ>|sUJ&*U5U@S6eiU7;q!0yGo*nZ2j^7qR5J&=(~Zdd^bC?0vRCd+xT%_e&R*D-
zS=hSNhY^qeHybvj7Qi}ERaHgvyJj-^)(IqMh?L38X;EK?-RU7M!;PQYhsPe!^4c9I
z(YZC8au?&PkP+rGP!K9mtd_HEem&`fNOHxpOJ5_@=TRyw>rl%5@z!;#J+^k@WOBbg
zgfTjlCNswK;(ed<<Ed|W>CvzF-;2XA`s!#ha4bJgoQUo1JhV{;>b;PJzMc<1F55z3
zaXF9OGx(fy{xbPnIGB#gV<2)!E7t5x<F40-vA<v+htdu)Jfah;znYDwV-u>AvlzDj
zSE4o^zwGz<0Y@4qTshqF`!#K|A0x+I!U)~p?=VtrKZ@D5n_%yIFL2KuK_T}&Pfp2&
zd^0zhnJ<4wn?a*c|5}F9T!7#fQ7W}4;v*;uRN~XBnxiN35gjs&f(nC7NvXy}R#gT1
z@=~-^^6Wb!=+^qe>xY`EEPV6f3NlXS(SKM6ZtBqlonC{b+Q#Nphxp}(t@Iz(fdRui
z{Ox<Hd|3)blRl=Z`A8~`SMZb3L1u0;3GNtP+%*WT(ZHwU3&{?)5bDgulyVsF2k+pS
z5x&@R%dr(yqV_YOiw(eT7CE)e$<BqF$y>jcp>d&T{h~2?3mCdZq3#fkJkIZrb@nRl
z>>Ih7lcI)U^Sj_td3g7!d6aB0p>-K);Ai7zofAdlNM1S`#!XdTM5roJ-sgvTYcP96
zEpZ)Xj2f?|I2#sz?8H!L$J=1z<o*i00z4#oyYa6mM-*f@6bi(~M!d~VQudcocB&9x
zy}%wn4Nh+*72ZCy3pSFFZsur|KdJ*K*i%1<)BtaKwee%pZ2`zdkw+ieK&3&&w3m{I
z^{?qVwL9IYm2x~D4`08ygOfky5S-{uZ0BG~s%#`5Ekb1#sb^N9wh5Fr)N@EI;h?z;
zxi=)m2cpfE)ApBQ0)xyrV{<W%P9Vf3XUl}GL^p+|uiQqqV8Zo7Hbr~W`O#(|t$z?t
zeU-vjPc`Gce!Wp|JkE(qJ#pD)f+w`&iy22K@hCa0(J`^34#RJ$RHiyO(xEX4N9+hO
z5!fqjxSIsg`%wcyk=OsTR_X%&kE*JwqT8f3#J6a{18sv@y~0gE0C+@jIb_^3M$Jp(
z(@>Vk$##|DtY1a6GYm0PhEC?>n99xLuf#E+i}XPxxiV+EIi2n@@+&?f%704jv3c!!
zAUhs{SExYAq+Xm@p2-_ar|{^g519G=Bwl@MI<b4wX^_`}ka6|!@79RqNn1%;+z(^|
z_dfk0lOGyJ{n)b?u@yy;?VX<DL_jE!PJz&;`f*}=8pEC&$k69+<@*=sF@Mk)j<gCy
zk!|78!h=M7w;V<2<qdh5RlS@Z>J}s@!T@lK9$u>Yme;-S{@c7|)xRMV)cEMmZTT*$
znuA{50=>HVW!2|KCW<1R+s{Ugg65XyD2tC%d|x1@cn9*g9Ryc;2r#M;gF=XH?2q0{
zfyZj5BCCY*Q&v1SF!wid#8N=f{@wKL)riNRzZIj`ALHDd4i`UvyNOM!4l?$Un`z&*
zCP;KwS+ML*!Fo6YTpmQVf~_YDIbn72)F=0&QlEcGAM?f|<c#|Qq5nuqc9*lxQq5XN
zHf=4DBt2T6zT=zo#Y4rE7%V8<r%@Fj!+G27Jldd&(;uv)GOvQlvT9r=8%nuA>o4yi
zu2&O0E|E?1cd=*Q76uxf1hlD#zG))v<E6OL%fMg9p-^8o>$S*>>@--KMWIH=fUX+U
zyL0$COvRp!J22QINDq=THQGs`PXi7djiimkioKx*Z4*BnY2NJ9sPWikC{+UfDhHuf
z7x^hAoEBX4_Lmc=t>h~oHF+NJPA{f@sRc`!oqARawjdRj?h%}{Xfdm`I0E$)lv;`N
zRWkHQ8O}H#)EiR>eISXjt^ri$dH7=fKGI}no_V?*EyE3b@XH}KAIn3lQs8uZhzT-s
zch812ituIG++?!%mEfaO6Ib7lqQhlW?JH+-q=SLk8a7pz;_s4!07j2M!)gZ&q8+Hh
z%dvZzDShZBiia#B!*1tfOMkp`9VFOA8jUof&WmQ-yxpvBQ;*^1e0=@9`EpPK3%o<f
zatmZs2hbrk2YrB+L*XHO`$Z~MU7~3jq$F<EL85xQDcVz?3T+6jnu+Yp(h+!bFt<E(
z{X0yhF5v&L=#o%c2WyzMvy5InmGp}72e&}7xr%3}Wns*gk)<f3ZTAq894#o1cCd&O
z7*2W<NCltFERX`g8=T8sL3#CW1bW?hS^56_y-z9k!|gGhb=;Djg}1Uk8l9c>%QkR(
z|GUV}C?YZ@h|2GOC28qyB3s-Aks8*0m<}`2XxKWO(#?4UbdO-#Q=@t8<yp-8;0e^K
zKR#pyL7?f&qsV!4F{MW<>D9FXKfm=Gw}}H7)$0!Culs?Bmd)66dLRD!5QLcem{$FY
z@7)hx*7c>k@)@tYx%RooQ${=MI_!p_sO3Hv&1-jNoj3RcP%EObJF}z!@G>l4osO+I
zgXVt2aF(6G*EbZ!fiMy`d8n-K;e@A%!h<CQ<z-V<m`z}yf{H39mU0j@3c>{l|JjD0
zR)zJMyIB3pS`H4LPV1x?!lMGo$t)&6r<8uTwqxcGlaR}0xJ?#HW-h~)oQa`(a}3>@
zA*d91%r?6F7>HfImkq7|N25V)@#)n9O_ONkUV7{)Ih4=egk|M%bVEi^Ssh4r!6|ka
z$_NWiM94DHrIRlkM*K!gc_BF!l@wG~;nVkKTJK#&_7)ojayg1F4OrnWrm(z<b~ZIt
zw|vMiouhbo>9cen)1J@-e-=#rmDrQz1aDqKps$wPj;;8iT*HtYGsBAV(OPX-4Q_l=
zs#srO;J|%NxF>fbgIcJVm{*OzIg;5PHxJ~UWPP}nf>S|6q?&Ly0=1WdR!%t;{xTF6
z&^QHL1;x0$JtP^_XiUX?AeUh@R}+wuOGB3&ztbihDh1o)BgybLqNz~h8>6Sn;bLGb
zEw}fGK&O!-x?;(kd<^|dtvL1B0SX*VSXz=zj+dF6hcu>fu$G6WtfaL|&*<P7oFN8u
z^?fm_Y|Pz|%E`P6A_5HfwAZq?*o<snDML;u*?OBd-Hw)0($v8dnm}YuIif{CkU?;;
z3*kU2nU(pJOzceYtR0jTI%)J?Q@ZWX$D;Bkr*RC)h3P!d?j(Vgp;(uuv20ir<Cf<#
zwqH1p3JzwLnAsSsp)#T=9h4ptRwpyIsft;vPH|vhG>(@3_^d9&nk2)MV<pq-i_Gf8
zTI8fCTV5xvfY*}L0$4|?s;aoF$4Pu6eevpQ!l4O7G+3~D90cX6aV&6<qcf3^<WFZ=
z0K1x;q`O}%)n#%%{^cmmGX2@Bui%v#jp&;6&t67Ba_v-FH<MfTHZg(I(Ww$IIiJ&A
zN<rmkMEccix0X@-B(Z_-0O0X>_$oLGy=x%BT@3tSvGDlIlSn?5hgWGS@?F32u}?UY
zi#u@KsiOCr&G5<3V9_H-NNgKT%Q-c{)5=Zz*tYjLuRU?sS?3l-k&NNf*s$U>w`aY_
z>Mu5vkQ77X?hUy0h1>Y#wpaM*vHuY>xIdj7RrqJ8686QyOTM-;kBM2;%X!u~qV}~C
z(?WLI_Ymu@AkOz`w5o&)=Fcp7j!3_k&KeVWhRvBydG!iHeICB#`rPRH_WllQNfpg2
z67aQ|iRsgXM6m*UjFJ_3YJyW_l!kjKJZ(m8vf<@)<5cPJ=;gF5$e>shkvVN7hyq1|
znxN73*dA0!&WQ?cy*ZAgq!=P%0&CA_Ih0P`lyC6AqYo;l4o{gC(dkC!t3~FgLmr?*
z7NF<w>3kM{yo?Dw8zbbD;3}v<W))B>eK5=FVF^zldF^KQRF`qwzcI}-vgqF+6OB!U
zI?$VgP78TO#dHkz#(6Z0=tw!cGi-!MXj!MOCM&iP74;K2R%#_sCNl234V;eA^2mx8
z2=e#F<MD8O>q#;W=dj|pqv%fLK$RJvKwpeqTA_>!!`G-G#45x2YZ|ijGy-MWxRgp{
zUK$FWZf2RI8Qr}ULv|?Z)k*ZsH<J|*fNysXK4u-F#|KrA68HWbju*-)4v^E?YGGqV
zC7}a-u`Exeak&dukb$mWccEC6v1?WqzG+s}Y8mQSEr~q?&^Iw6H~!IH<gvRs{lpR6
zUA@@$&Q3gP1?D!P^iay#xh5T5lpmon0XR#{WFO2x5JiqO09E5Ky5AIqx38MatV%LA
zWste%1ZBQ*T9xYwa45<3ttO&v7(@Tp2d^+M-0O~F`fxjk{c_O_jOH^0k{;Sa<Ka32
zZw}$u$CZrO`X&eh&rSH8b|Y*IN-5&!4-43vry{hO5_!Io(D~z7xceBNnCu)iXpn1s
zXz8-xN;Pxvh?UQCv?xYKG5Cvgn!Tvz@a$+xy+Uag>>yp`jVIopyPlQTPLjDEq!z&c
zu%pWDv@GaM^)E`C4Kk_lF{3Wf;&ad+Ta*hGZW7!YvSN$rrH*HJax(e?7sC_d*<DaU
zh)rbrn>ln@=p~H>yg^wV$BFcNfr84<i4AxcLAbQV!tKsX)QafZ=K?ZB(TyO;DPH^&
z8iN6MiHl5~l`vT}Vf90p_w{PVIdd2*Sa_{v52|J##oL(AD}xSkQ^Nw9cZr~Ia}JJD
z8!CSdH+OB#);-BAUA>bbecJzVE<wQmt{!N1e9xSRzGl?>W0>>ILYnt#Ow+igl=;f=
zHoH)G={R9k(e~7m%ep7~94Be5JbUd)lWiw@<4AJdRTxckiSmEtg84n7{k*{+fJza8
z-Ia4$^|_H17MUqMok3H--YCr(__nK0$o7Mrl$-J1rKGpQi^F$DaQcvj`a!<vT4^vf
zcG0A|l%Vy6=wpNMO;oUJkCB}Rk2A<4QaJA<eL9Ds4e(~)vI^#`+DE50ku>n~!n9&L
zj(z(u_{3B3MLGnABJ(j&9jPF<vJ^*77A?a<F**biN~;;_AI+4ncJO4I7KA0nqV5q-
z@mec_N5j6odyo}W;!{7I`zlv+NUTSiVh};2{n@^KEymnD;)BC+0*S9Y!iw+Lv8sWY
zN@XF>1~;cgRXO$p+mQ#VNNLlG@q=&T(Z$=C(eq`-E`E~wvEdk+M6=<rgIhaxVOhs2
z)@K|i@x&>-7OkRzw~CMuFAAI<T%v~-!DiM}B$3pplm`Cb-dD~8&J;db-+-B|%UEE|
zqfiVd!Cpl2`cPzjKorb))>l)g&=7yW7rx(=Qd(RFt>hHU+fPf2jEc^Y4EgvbR4N70
zK=jKE5IrKcG!v$6C79P0U|v*!v0o5|?tT;&SF?J<DfTFH={ma@-<}QG9;f0le;qTo
zq|mfe1LBHBw&iBCW5Y(YMlC)LCGxc{ybe~d{$vT&ZU@?O4~<NEf)krzE3cw{{{+0+
zsu|ickmRf~o_paNdTI4^E)z%zD#g&ukC%!pG@E{$@IV)SPe*ZZWI8?j*+~89US^GM
zN4@7GSUPbZ%|GeGz>LKl{HltqlPWrEt6BNpMjoFwhyhDi(9x}=k-|ZRe+aQLavC<Q
zrs2#~Y<o&L8Db=Kz7;>ci&Cott3gfW2^-A^df2%_;HH6fvpwatAhiJ2k*caH?r*gS
z@8CwLoO+z194!JanTR|>Agv;w#_fXW?i+$eV`tf{O@#RADKcAV819Ek9?X%`YPPBJ
znLNGuWp@ROqKMgCgv;$jtMNjkx%%HOB-h^Q;-`rYm_}LkF9?DfKmCA9%2#S$j8Yze
zm$owiIc0AW>~$|nMG*Uj4J5lnLHQnEj`cI+>+HmHOCIClHj{`RCb03Khqntf9JI6|
zHAKtgc{j6V;c-%yZXs~LjJ9{g5I?<Umk@{3#l%;?pj-Q<+&-Wa#Z~h$XxgHY#j>Kw
zQ)Gy8`v3Aj7CbnU@ejt4uZ6{BMMQ5cqR2~*$?W9bW2=eUbOPZLml&E`{x0!ye-sF`
zHr|QHQ$>Eo43s|qV}W%ugRPs033wMlIJZ1ebaT4oSz-gHU$Ff1EfFI*zvri{WzBcn
z>8$LJw&WDee4U&MsK$Oz6zdOUF*I38!we<M6N=duSdHCcplhC%MrI`e#sD^WS7Y;5
z(;y@YXQqbKL#gz4yD_V@1UwT@ps$07G9Ae$OR?<RPH0IU&Zvf*=vg117(KZK$2feX
zoOX&(T2=-jQ_9(-K23IjnYSk2jnSYZH?x@OFMLna*6}nd^}|-`;OFhTspnMDR%Yjv
z#?8*0NGyH=YJVr0rY-mu$Qh{7(y)aejT%__F+<OmR15p!RWxqjkGtB(QhaDDiO20k
z*#t_pW<s2Kd>+&g<%~_F2gumiCW2PM^~o<SA<I^R=%`{y?>6+hsTmGI&JQpCL}7Xk
zjVBJ|jh&mwHyChcma?R(9Vv1T0|#VL@AGt0Dh=e<GmvBm;b&zFZqBx&9i*r7sG3r{
zlCbthn%wKntOs*wU0TXUgM;XbOd3`SRC}pu_gExF8aW}Y;s}ZhJm+^Px;&Wnm2zr9
z7PGUn@Wg5u*tb5uk-mJpznG3GcG{JSoXjl8s+FU@Ig+*8wsY*4t@u206P<cAWk*&%
z_9`2le=Z?w?<oWkd{la>)o${QE<%Hih&eX25h}tOh10fU144f~#0FCtinKKH{gll2
z(bBR4x~7!T`j-Y|ym$ajX(|C-JSYlHI8-uTeQFfC-Co4v;>CL&WmD$|*laeSFYyo;
zpyjK<&AIp1GESR9_~n>}646c1hK;D_=b`Ht+jxJc53Q5bM65B<V5A@GcSYlj3ZSXe
z%4xL$eX9VHddrA!dVOXEOD%x^Va<Cr;oeu{nE3t<Y`gUMX+m&&Jmghn<JDJ9_o8q#
zIv0y)Zh+Pm=sJdTcaOHb{lFSJ2FdWKLTKXF@!`}I`mJn-Om^w5fYp{#3W`$j)`w7-
zd4dMbdYtzIQS#3viXtLz1VMpO)1G3}4{(VApxv2?L7i0lTqzI6;Vwd{2%;k8B<dE!
zU|%)~-8xXV7K#p^!dop+aXOhMZhxv2!^v{P1MhU^*r^giI{PzwzMO>kG6LsY+1NCX
z+lSwYQLE*nmmgsA+jB_C*v{}<Pl6zzH6{>qODn8j?_l=*Pt&h^3%2gC&?j_1mYhsF
zjen2NA9@s5{d&lJ1E}7+3q#w#-xs*jm51H!<|f~}$+aIM)3zILcLCnoZg|OjDR7se
zRW`utOhu<^cuszY`@&n}ogpAc6kX@tJ>{QdnQ0AbnVR1EE>~Pek*kDMM>;oYlaO8J
z-v_fbg|$l$5aQhoXF(R>Dkon428PaWN>P3py;?S4d$ybnn@tSfpkeT7Hy#aO)KDGm
z%l<|JzWN|`l;@LHa0sQV7?qzNYsy3DYp){j(=3FBaTLVa2s^ZmxbjL$>fcOdKoG`b
zRs6bnClv}iu`!|ScWO8pVr59v7{(TdlD{LLIk)~q?|WMj>EmEZqX^b5+{?y_3S=@5
zBYbp-IdLowX~+SwnikG#S_Xu2I=mF)iC7v1!p<ZE?^G7y+~uHmav6~w1X|WhqVKSH
zUis!{e4Dr7RP#V0(+U~5?G#1+of%zr3}ILV%a<3^czX$pT8U^Hg>iRMcb*#B4uwpH
z$L+!6bTM$=BdmCN5eug+W=_0?VPT>8&3=(v)J~FL`ho4U0{Hyy5MKUx8=KRD7~CYA
zLZT>B1)*G5MYrWQQMoS_t2v(yUlr4^3`#wAdPJBh$Wm~~;6>`)u{2H2Af$Ig3XbMb
zmYPdM>sSnb+MPvE$jI^%dAT^9`+dW)Y78taa8lo6;)$M7#EsDM#=?CRHP_KPF@fFR
zZ{XOf9rT?s0vZOBS#9OPq~_GCR<KWzO`~p2IO(clySs$`9UAaZvsm)qO(SHoH&NZ{
zaccTnw!XZS1!fbCRUS;^5?SWuA!)6J_IoqwI8wpMEDL$ZO@zPOnuU!cdCc7$+uYZA
z^V45=;e|U{{ZJNZo#*h_v|ADGUIH<G<Ye0zz2zX=>kr~+P7dv2MYP6de0TU5U42!w
zX=|X(;R^QVMxvD|5c4aD@C~OR$BLnu3~RCzLkkD%e^Ozpghp*;D3$PU?tJ@a{{{Px
zQ^>s8^0JJNpX<wlu1EQK(;+NYk+z*e8GbT}az8r@KmHAKd=V#X6)gYdDBmnm^6-;)
zvh20v^hoq2<FFA|c`iRZeS~2TC!mbcUQ%~(QQ=AS<pJ2UEU07#GFI-wKROCyfeG<s
zF_`V(twm@MjL<3)L9f1Oc^<2S;`bI|J#reET8SdWm*5vhA~&A9BE975aJX|({XWZ8
zArHjqF1qx*t~^wVKlWx;DuQsji*V&-Q(5goW|kw$J#_2ZkJbCOvHz3BXpC71)xLBc
z`Y7hFOHf28$S5=M(bwBaDaa-<AcDBq=2){*xp~n-o;|#WDKETDkdHSnKi-jVm(JwH
zsnJY&=m-IgM-tP@#NiJtI3ijTb<Y@9PxzKWQ$J?Z!$~-dZp4yG)J;?<nzY2Ue90vR
zfN515>3X^nr=f%}byIemz6JXcV*Fo65Cjy09F@8y$8EC_Rh?<g00jQ{|6+G$p;lac
ztvQt<6o)JStZm}{NkmcPvx;vib(d4<D#2T3q^-8)WtZa+9Xwk!jpmw0d{OZoPxwus
zndZ{RnJ!ws23KVzv0ib=?MFy7Y6yBEk=;M&Nmk48Rthw98}M{YX0pM?yY<`C(Ay7-
zAR{fmn#5MSv6i?Qw>F&8m@xK~D@h0x`F?)}TdVzOTU0=v=`<aaQ&9Vbkumxva@}QY
zK70&$xsE}u&iL9i__<y92FtMf%UHTAlXWG9JQxMTQjU}V-Y)Xg;plWe^llhOPnn+l
z%0S8r9c0D8VUs{qp^2~%9|~KBlD%OYjVh~I*|i?=?KHg8AdswAk_mfe5ZfJYZV4)(
zeCqQ&*q|{@I!CcPH=oFxV^~|?pT<A#NAO9cJXT9r^E&qIDP`==0%Ci%rF}vK?yt9D
zPALGPW|)L1c<7;apo?&@?v#c}^}Kkhx)Rgw6?E|4Mn&&XoIkZDYnTuHekf#ap$`v7
zq%pgJk`aeB{QUAhhEHuv#Q_Tyhl@$D=Wr;(MP7!DMmPy=Y~^0@B!>buc>i>eZJiS7
z79B|1_6!tm2cklWO|ItqBjv2!mO;CIO_4VXqTQl0dT0&!_6*12^6<jET~t~{+9uZL
z^oqS4TC)S=%?+?c`Y|kDOZCZWj#`efM(yIZp3P~N7)&39jE4b>)5XTmcGDo-i^w+7
z6pj7{Mb-&=#OoLwpTzVKGy4u@QqN=HmSZ`DHuJE3LJX!pyD&F%@I{V>d-eW&8@G#g
zJ%$qV*(cnVUBs?igJ`%vgtgt33}`QB+5U0@)Jk%){*S%C46O3#*ZuL&a@VZ5J0u}M
z2<{FAiWDm?b$54H>V4{Nloo9%lopD+6Ceq3_myP1>;Faf?%q9pq~~|`-p@Ygzps~b
z&&)kD_pDjhd{vC;oued;8%%9`4Qhj)OmBdrZB|+bq;T(0CFk~=@n&nOJ>w;>G)S8@
z#LlRmxfyo$Y=OadC9rQxgu{EHsM3TO3<63^AvyUU{UZMR;eQC=KN0)=8*q<ajNl0Y
zV;1Le(~Coh1f!gK-A9Ml&+bFp5t@9o$Xwh%Vj`Qr*pD%y=JUJ0K{zm--Q67|=`$&I
zCiC9GdW>=?QK~=)(i|0vp<1L_e<XxKzn4Ib8<Fw?s_<Z>%?3oZHHfV3SQFz=%*;bE
zEDkJgqE+2Q-rfhXYJ{^25hUyXFb{uSCtVMJPRxz7iGOrC0PbVev|arM@sBM>F(msx
ze=+|_h}bMdg8@Xbe_v|!p8;>6>Nm#^p+G`38v4_1qeOlu!IFsL@CEDf?ykZSl_73%
zfHaK2Eg>=8$k`tbkx<ah9^J((Z<esHFUXLqb9m+5gOJ<Gp}*Y4+6@;t^=Sjs6Ac6+
z6L>;#mR<KRVCD<o5|N+gvWr(TXM83%-+vbmBwWU*QA3GnRV++T<eQIokuxlVy7N7R
zm)wv0qkD;FBw#{>BfAjUwvGRAPQi!|X-@;)$t7qzc4E#LOonVYX3v4&Z2ICwGCmf5
z#SFg#8-1+jX%_GRGJd_N_(RReC4Yav$|ULdLoNSp3E(g819&4o9y8sAC*tL{?ng-w
z$B`!a-}{GpzV9to>MmijYAm*}gL`_O;?u;}{?r9C5{dBHdjaI?L?o_WbV4zx;mBD9
zs)9D2n>(EC-Sw>7cY(~FBpyo4=CkT%nk?m%q^KA>$v}cRo`hYn`ywwn7aAGg8Kt{R
z%)LrGRdx$$VmtVhRJ#XoETqK0u9vuwl=0zIG=T^*O(UuV5n-_&TaB66x_WMi_TiPw
z_}Z*sUWSacR3W#twsCoWlwzxZ=Jq6Fle_SB_417-5v5d2Vo*vnXCQkH{>11|lwo(z
z;i}0sm>h*1duJcXMgz@3FZ1)_D6j3rm@%A#^=EP4bvwU!TpZTM5ll+u?ipiopXg_N
zw+vtA5XNM>>Dzyb>PNoCu9T8FH=p2@W9h7FA+xQAV8Bm8)dfZ^8jf+uc-FkQg*)#5
z3oCuc5DZRaT9KC+|1s8{E8#B55jri2C^c5PC1HA!BV_Fh^Yq2#7=#K+9sQh<2AEdp
zrfQvwGa4P9D+;*~6tK)BKo&g5qGMG&8x|svD#$e%X)wEKtnMLjp@T1P$Rln*BDRp6
z*2xhPxA(KNy_-*ayBJ%P&A8-P%qQzOy?GDrSQ)p?m`rJ%oNxP1ajvGGysQ*F4j)&o
zI*2hVnYrVKqSmSqoNGmN+D}DdB~wRzN~_e%_9QhvWtd2+lNyzkYc46E=&_>&GbFqc
z>mz2#Q4&=_o=-6$sk8BD`B4mF4Z|iR5H1|WxaZe#Va<)~y6yyDUiLg4cXg6^-$|sh
z5QE$v8hW}|)~X@#m3};DqpUv~AR!#&$1^>AKPrucgBC96)x=bLkcR9ibBze=TsSV)
zkrnpSz1B|Y7$u!9A-$&r6wVZI{ICRLoPY@v;Qyv%SpQ=K_)mhv;ozYuTNrlV7}U86
zf?vpx2ZV@(;4lU`>OG0@=Wc5ATX}ThTt0Yy6Ib3ln<Ay2x7Hk_ztuvI*hJif$!Jf6
z=@p0Qj5e`oQVvV!=OGXHh%`6}wR=&GGoTu4Kp+(ojYMhOa}<fkiNu_QSYbhawiVat
zR77#9_<nJL4Z_`xNYkQdW@VxtTZo{?No0E^IDH7F4MZ?F1%Xh2??NlxPkl}DJGUT-
z)BkRcVY{35Ti+w*#@VRH7yZq(@Ob^4z0gQ=V<#gL<46>Wh=wBwL_&mW1>zVj;sgT%
z(SNUBR=D4c_2KIg8jJ{}a<q3pgUI+t8=C(tbXwoSsGf&hk_r6YllLFtf352awqSAn
zfatED*;?i#+L?_qLrKydm%+NP__)Qzb)VkOmK_ybdODe3>OENJt2yO3#dj~<fk~^y
z9|*B>&N>#x#FOTBGjwzh?So}>Z~O~`(m<-rM(7V=mi6#x%S`UL@lyJp`2|I7E8iC<
zbLWE#+41fkZhUVghp)<^yzojKTaPmM>LnDcd6SI26@Pb5ExlXmuvQZkXJc^G(XPs-
z&(zI;U=_n+-^43$@@n8o3c?E*>E2C>@iFRzWz=($x!eW(Y6}^sy#}c`?r*-w<vWEp
zSVyep(m%D<|JAs?`!Sx4eE_}aSDT>={#rIWxATbUjz8VUN$)v!x)1P(>Gt2sKDMqQ
zS(3m->Z$**{mui2dF0w%q-rOT+|kWgsTlhxJ=r-T_I<wxr^`v#7y<H|Qz<2xLrqzX
zO_4Bbu#tw=FlWwQpy;%UdX<}ka}88$0_3<`(W}(#_NSxPXV84qOHe3ge0~zaswN1A
z5SnxtW5P(~QF^R)5-lx=+-f8Va$*Zp=yxUJ4~U6ax~cT3NHD~pl1OQ{_0Xs7C3dzH
z@AghEw0p6rOE6g5NsNlwmnbByX(t1XP(MS(orYAR@_bHzf0mP1O<}OuM^Uh!4PC7q
z?P@^cb`jrxfq@B$)OWX#A(108reRIY;)-eG89U}z+gs#fTs=0nUh^KI<88z$1*k`B
z=!{pR5C;)UL%f(*N^*<}VOKv%uWiSb9ibvMn_1&MEN?%>rUO@!7_LEECE~O}$NW)p
z?&~Y&E@PC$auEVyltUUHLq>=A_9rW)5(x<@0uuaI+MFTOVIj3yMy4c2(a5y)UppCp
zG{ot{&FnwW#GDmlk&1<6xw~nxxY*F<C8Z%isYp#$nhIBjmNT6lRImF5n^wXVBS$lR
z!4UrP=~_74Mo~!)0s(k>T?D)VT%rigJ}2%#5VcoImR3e=O()4SipVx-iJ3l_)v`X0
zez~0?XI&&)y&O%6VowNCovq@EuRBQlY#3i<D(P<Q!`me0!toApMj1OR$_IN-&^BQ(
zo20pnF<s203DEJ;9yV@jC*AL5+GHU|Pbu-Whlsm$0P@?_n2&{cf18Ap(g-j2NI2Uo
zVN`FF^mGY{QwMWohmezlblhojbD&znut_HT&M5X+AC;%&B*X+r9j&6vC1uef5dQ~>
z*8ax^@c&^9jule<`Ux~8$*g>~gxxK6+FFCi+Pe_GWu`v2g@^9GoR6>joM~|rQT^hl
zEYQIm^&oyWouI#`gTB3okrqxPuEmL0n9jCSy=*yoft6#2GDw#~C=x+`$c1`m1BxOg
z9&8Bv#00bwgxzL@z7UPNJd{7liOS9BoELDOJc~rFCE6d4<$M?Y?$sEk4@P&>Tu`cr
z?ye^CV>ymqGxq8Rk{-JZagg6g+rL7jQ<3`dopjvsK7nR4hRY}aPI};Sd->p_@9}Lt
z#+ZnNY^8!T(J-CiAd|-pAvw-K#N{K@YbVrgB^nB&D9J{@bOO@U|2U!*Y^+9<n2J#G
z=Tk&Q95$?v-iYp@myl!)AaLO<_Lm;Ou<En_GLLM3sO5L+N})jds|Ty#@2l&7wO{+a
zC!16hN6^_u)NVs;FcEHukUM1<)j$5oK(7z8PDNdVor^}7;M~!QAW_PJiW=U3Z5gJ2
zIhbTpF_+yrjGv!5!+f`h=wL6|g>%>zGH@dJBX?i43X#%?(y@k@{OR2O*hU_mKY@-1
zs<~)f9_1A+*m@iUeIcriDdg#*9I@G{s&A$+5+V`^Ae2h~_IjAlb50wBF>I$>IhetY
zDm=nWj)^tsd?z@f*vK;R4Q%t*Fhw>LxBm<S6yrF}HY{{vB#B_yj70SJ_m)hOj@9$a
zKl(iX6!e8Ghy|kG$R9v~ERWavKfoXHBNP7pz45Qu==_m84A=gyY^827H+0?4G}Q#8
zg1;U>8GcnkzxkIl2t+b60xHCjC>lu^lT6LlA2*UKw30b0omu5hc3#`cpwGt=Gq{|f
zuavj;+Uc`7DQPi+PQr}ZW~|CyCP%fbDV)G5kC*F)W%6OI4EbUSh1;EMtE@+*Q&6M~
zBX{(1rcFeWx)b9lIFY%8^Ls+1_qS4T)I;*5R>q1B;GA_ig~>*q*?x{`({i|J!3f%W
z`l<P@j*d<Por)~t)De`eZu(;LN$T3c6<Q5rRu18)T)^`k&18P`J>j{DTzp~`iJ>|U
zdsKu5&m$-npcUDXkI10K;lL9W;5TGob_H49Rf~Uh17(%vNDBthBUa)$REcqX5~nXO
zr2qYsB%Je*Im(7$bR1iUjwHe9#pbfH+;f)UW6tqf=f%u%RI&315orSi%+bHjr_GPB
zT)ZE1*hHYpP2ng9t9w;sT@s|BLWyK}4BK06EQ^BJ5}?Ior)#W~rCC0_5fO@G4!Vzr
z_(p2SU$K@-m5##VWFCEV21zCfTQ78R>(33uOJGi#hW=4Gr0no=Oyfba?J$n&Rt60z
zpw`jLf+r^P^*vwWFY9E<Epur*=OPk_qD>Z(KG1|(EydmC!c*%&BJaYxuZ)CM%jp05
zC|h=&NATr-db1Q1#s|oabrZaQ7Ed;u;N2n-Id``+W^5zVyNndel6ZOaZG4lnkqISU
zzFTAA;7?&zj7sFot%rzvEs?d)>|o0D%P}r5WqEBU8{El!_FX5FCfgA!1z1m3QMp9M
zut$=aHf;#rQ)bo}ycE?(XihNTZS@g*q>Er)CbPXxUN>u5rgczP(@WAUC7vUYnBbw^
zAt!XiO=d}$jT;qQatTQO_D|%$4gN<0_)mhv;h<#X0^T0>0G-|_XWLy2nUYMzAENT7
zW_-ik#FwOC|FH^1kBYfzF*F*XCe}u=J%qYp7+wBqHgtEQA2k%cCm%_#7mGN8ODV=2
zZ9$2ZhsNfUsW)Nikb^aV4l4?J(fRwai<9vBH24Bh#I_C;))qXrIy?g}CShzZ>ZTSV
z)n+2bR0O%;I$Do9CjmizCcgH5#3miF7mYz+_Yvu|5;|K+*xU_qDunsTNX8CDRFq33
z0+vsA;5}ZAZqXP7sj=+&b|=nVXGrk4FvLj-N_+?<BJ#8Ii6qAHZI=aeN+S2&z6_1}
zSM^*p6vlnHg8sLDK<M|PFG)e9k|Ca23eq6r%shmeKOYk@Vzc0Q`x&AEKjEHEw6{Hm
zw0QWRYHNS<N#tXvAsasaw=(CauOo_2Mmcxc-)Z?DgJ?8DbKe8Mlj3z+-ylZ4_#dh!
zgJH|R!~lHccjYbLUqav$Ge?E#M0NmSK%Tz|neqHsR<AjYLF>jgX(s2by}UASF?;Sf
z&e2k^CA<0hg{%LUaYb1&^h+-H%9y@(G;G|A{F&RC{q$9QaLcP?CB)<Moxu~Rq`t0{
zO>6fsc3lG{iwE+0kB0>_h9MG*sAE4P&+g{yV<AxLxLwqae$}U_i~o86=5QoPW#!W}
zi_+;M1*^D+$*xZPq7=FkGU<t&V`^e4xzUk4>iB{ul~d_+Z6w)n4`!O#%jYbPJV3kU
zMbb^r{e!iS(%g67e@jo`&unYSl%z6QHTHMq>m6H>38c)|%>0LaIKwU;Fh9@xi7)=)
z**eD-BuH4KoejY8jw4(^j#MOJer!H!k(6&Xmh+dVwjh$FGufVs!O=r<x|D`sEpe`T
z(o)jtFiFX9C{Wm3Z0zr3=zUYLjqYQPY6zSOqbyevX*`3qr55v)2|S%H<o<EReDB&v
z*R~LeUODN449>Mk8Qv)*8ttYzA|y`NL87^VYH>D_76CQ-Anhq(Ou}rEyiP9fuji~H
zg;BTUk)0$#98mMxrn7j%VdkdCV_w_F$0i8{hCG_v%P6qQ=uL_+$9aaV*`+uqrXaQ*
zrD2_msJj|NavN(yM&!dLQY^D!+4}=^At5c<I;Kxq$WV0-GINmC``;(h>SfxLrMz2p
zf$Q{fToetX@z@9|#W+=<Ac|k;q2{m%Uz>!ODFdjztAs$PjX0;6$=|$$dq@!)Sr1?R
zn1(>AVq@6Hi|V74)h;62+)ZD<iE6EqOH1K{A$d4EL=4K4P%qITf4`DT9Db^`5!^#M
zxPCwrwT>v+aYlT)c-o{H7=Lsj?};GQNeJfas5WT%soPCmM<0VdZj=HsVSk9QH-J>F
zMA;`MI6sZ=r7qMvYT2~uK~BB4optN?a@(BCIqqsD_p&^O4#}m<+|Rmi_M#3+Su$e`
zg10sk>b0VJVHw?beoIrojhdx7d}OKQj$?kJJt7ptVi>6iQl$^E=R`mENDlJ+jpG@#
zY&<uqmhnODJIr#_la;&>p(2f0_q;`yAi~#OzaW{A!=2s?=I2af<v1ay8XXj^uV-z1
zHkP02aEb&B>T!}68>Gc4X5LCEuXhe*tuM-L<<J;oVsyEOqGCPnnfcUh5s|e*#>S%}
z@@m}_m->)o1RyNK*=(RvsX`}%oS_O@JaQH<2KhfuJ^pv`KN7(IhhdF3&^jkf_^6w?
zaubdk2X?O)`7|LNAs-5VJ6#QSmYdRujvqj2iH^39_p>9@LdK953ODC+tx3Wc`>HVA
zoJ#Ptl5n7xLXUy0Ko0J3i0`*J$QHH{BLS5#Orp$(ULnFNO+gq5A{6wXjr1TM;KbM3
zM$FYYD1SUnaC?-#Ap=R8=p%TvndlK0u>}UgVkg3yqiC{nk*%0WSSrH3;|KhwDiBI?
z5yWK??e-JB(2nm+H_p~C=?xfZm8anfW}<!SD7tVPX<9FR;ttLi8#wG7g)kC>z-PhN
zyn}a_JixUbee~=(&e@A^LzkLBazYF;pC5rtO8lY{{9YeDA8$vQWJYr28$=otB&&&f
z-DvN68cEh4Jv{$CqQL;xM{huL!vjbMkN8!h_t=eSZ+{X=Zo%Je8?jpnHP#@z>-Vwb
z)K}ht<<8~EMvO-km-K(UKmHzq;hsNut4c)i1jFWkNC3kT8)BjU59Pw+?O3A*dIN6a
z(W7kp0Y`WMZ3<X8qL8}%M{u9&$Lxu4prf7LZ`}BYJ_G^*1I8y|Ic%qCmz^w)ifDBc
zk1R9r$XBab`@nrDr1|u_zGKX=mHe>tI8K=uXGJIRIZ31qOK0Pgo0<N?3?c`=#g>qY
zvC52ibQ<nshyEr3thOD%8<k*_$`OhEOiGW%+h`%;>cQ`I<BBHJ=Yc$>009C-qGbG`
zRy+|eil_;xNJ&fJCp5CZooDvn&ru+d{3&Vce<h;PC<i^qS(&)_56|YPr*e1CQ-6v8
z{^;7poWG&wov)tBE!_`e2&eN|#{uqhx1u!;#t<`tduo4SoFk2Oo5~3JLS#s@ad<l^
z5=V(KDmhrzz`$HBdzXrF53XnTo-D3As%E)3ox^YJp?{-^-33tW$e`!^&oo#p*ka?5
zl~+@G*3Cz252GDbfZ-Awwpt~L$Le?@QOHSeEXRT-Qf0@{)Yh}z6OX{vL|80DZx#|O
z(x4Gk6Nq|wO&^2Ga{$ScjT})~&}4_XIdw4Ibpk3+G;ts;m8ohahkNQtaRdpeQi!qa
zLZ4=$PSe2vhlEalHtzCu6kaW4)UZ-Y{SwY~USQ3MD)ed<6Etqddd+P1I4DmGGFYzW
zigDNRz%Q#1p8A>ZZ+wi`K6!zBWtgl~J$t9jg%|@d3K81c4t{W-z!&dj)X8dcu4^Uj
zX#?36?bw77q^bS5*0-`KF2GMmbljO5;thW(&!?{D`;MELAgrgZsE`w<9W1!n#Cdxi
zf*t`yM{3BiL#s&6{!9-y3fs7EjTC#P25WZ|g`$_mGnItzA4-~2Mbeg96c?<BZ9Qlj
z+L*79F{vm9`Q>4xCB?LRayV30&;AY%mo*qjY$@lJw{PJ5+q*dM!zl)j8pqxIO#X_Y
zl*jgR!5(B(Y%-5rJ)g#Jj$pp_Wm=Oo*tK#JFL{reVQSV+Q6SRxvbR-$by+TUi5KC)
zKDLVdY{kJB>1PnfX&Je4GIKrCShMF^#z<^zUY~$Jv;*~H0~q#v8ar-oVr^m(%l1_A
z{M9ME`1MKh@+F)~lVKQ}#mWnI%BN*<E<u1WDa?i2D=`cRvVN<CTc4<;?)_wH;}nR^
zZh{IC+Z_=W9c-aIGnd}#C?gg{IlWGfv?WNP1lr?+B<URt>=jV25z$luS%p#7ek*7G
z0s)4<5}_>`g^so;oh?!Ndm=<5Lc~HyNdt`@R9XQcOMvcA`u}&2f&VT1j|A|a1c$@H
z&V?s=P_>SSu3JW&R)yOWMk_G#-iD1NEXYKAUkAC-1Y}plQhL<@x{s9+wO6oxV;0o~
zwG2w0Nczu0g6(bWu(dF1VmcyW30>VzCQJR~xI;ulQBDP;)cFOZsp1HQ!U%$4bkZPc
z^rDY?sn8daRKJOGV-BWpBc`G8#L5R_tiC`nHw)zg9ikuHh%b~OHFhJ?L=oC-MD0Ez
z0v#cR25Ctb>YQ}iJsR%6FcjO#M(*@TF$-<{p!Kk<NX96A6phZnnHCpYjtUWohhg*g
z;PjnAEOcTBN3i+BC<PG~rDQN}ToJ-N9Tk0D9BOT$-_?z{u^DH#hu)A9y-dxep#TGy
zkH#=@Frm|x$gZ7-?b*9f%wCLg)+K*){q3(jglxn_<P&HARu<}N$MNdJ7++ic_rKi-
ztB?*Jfqe9oKRgRI*5G{ic?_?9`Jbu^cKS}>4>n=?ciAp%o?S$v0Su~({%%{B?+o5R
zHL=<izm-KJ5!$aSq9r(z?<(pjsmW#OFBkLhvdsi14PxY?QbbZA86P`YcfOC-8Dchl
z^w-nRH8xmyW6qDvi_<afy9sz+c%S}9eSEfKAS3hgxTtj4Z?W{6+s%AE@daj<WFpBk
zaNMB7S7GMTXBM#WrMaB4YDqtC<(g}z5^n7z<HNuHZPqnBOsd;Njd%c~v(s^iTRBo+
zjlmNjmUJ3o1Ng#9u1lWI`<`tm!$A_<TPPD{5EAO>4firuSkE&3D)jOp|8V_#?4P2M
zk3#t;2;+Yhs{FNl;atu0rY8{dNBz^2y{~eGZVB1a^uN;j-*9c`J-nCj;@?ykztH<0
zhq@eG6g9EPludQ_K|E=T=&T9y;k&01p6<l2HL@@|8Fyy|6J=2jsaqLkuS5LeXg(=C
zgD&35Gl}=GW^FY?Hd{$<3t;JOq%#nv-|Hu?I3D%FR1$7Vq(n3u5n>w8RPyul+i5=A
zgCRzYY)A|z0&;x44zkL+kw~K)7@I)9M9Dl=nDSOPy7nX_4Yi2Gc0vVF9IeGjVpA~=
z7Sq$%Mw0a`5|NUmq#JR@$CI1U&ky_C5Oy|^<<{a<SeYTK=fWrt+wCW?^*WecmX0~M
zj_d&%;uKP<++oi32Fc7%#~3F>)LF;%F@D4?ZazsY;Yh(?E>9Uu)4@YnYfh8lwR7?C
ziG1o5aIU9^TLjJc{1N`59zsZ`AvY(RLQ^7jUmif#>|}yiM26c&%<@uHJzo*bC_*{N
zhp6#9@2?uhpl7b7a@$AfoP~_4?&VM<8*7$?Qfrv#4PGpVrG(36WC)aeFHkUJ!g1DC
zis&7b!E2EkwqIOC;_>rr_(6%NBo9k`3?hG!{5CVX4m(%O(U2b0($^qC*6e0gsf7J$
zQi@`dnCA?$Z~a;3r4K>Z=b^5?fi?L~471~K2!n(TO6GsoLt2#!Nf@LuF+zunNU|Q6
z$3;@IiLUW62rn7SrkayH^6_5w%B{2ry<{%Dm``cO*4@GzRtF`ADmnDjGEVIbFvMg<
zUTS4{&Mj1Y^*txgH!w`t!0;j=Eeai1{aC>F;r-lII)LI(Dki&xg_p-;@dk*m_9H&x
zq|Yp-ZMvKC1Ou|CL_}0UjMojvEirTGl!Vk{T8zmC<gEgxX6o?IR&s80JQJUe5Xlv?
z`g#!~#(OF0?Z+~-oA$O+qAhxwjdJvf0TT2I`V<N@1|b6nf>H_Q&L}NsL-@ObXu}@b
zd!+<|0@SJ~5t)R5KT1r%L#oSx#2?0)rDxo8asO!&!2cnD|0FmZ4$jQlidU4#>p45H
zA;6$j<8*q-o03ERrT|?hoa9YUqind1$m=x>8lk1#<s!2npWeM<b}uetlz0wtn}u|n
z+h}vNQxv0QMoa-GMMB!-YT`pMT5iVU_u}ujqfw}cQH!w(g_LQMINjxEWc^|60yTPd
z6l*k{nt+U8*oG)0hebLuDd`fj?#saQK@$R7D?*D8p~r(P){8oHmPm4daMA#p_a3FY
z&xzCJr=KZ&Kkzapd%Kv`QN?>=89Rkyq>2DuYcq+mG)DO&Sncgxt4hHyNuep4ghA6q
zqx%p?`Z|yZMC8gvm;_F`eFD0Ja`IJj@-?wUf)TbWJy>)~F0JTc)cj&%i&7BiwMZ9D
z!~XJvNb-tMU2@eQ*532uT0#xgXzzRqfT+g_QaJ*#1jpOYAT1sDSIHef#O=iTz||Pv
z*?>SGz}MW2KrBX<l0w+wA=uGJ@aXpljYd=pR{o*At)&6m*Y6^3tVKIy1d5B6Aj$so
zp*8*$ea?+Y#mQ(D{}vj>?JvjWKTW*$k8}Rr7(9E3M7_TY8XY))lFs#a(&#K<?bgFg
z=oyS@%|cE+@B=-i#RM}XJbTw=oVw^2zH(W(`u*w5n4C@6>>^ati*#JZ?+EYGp<i*C
zUBvvx%W%H+E}lXw>aq8+=!I4M@Yo~tI#-dXza6p2z`au*W2#fczzi8LN2OeU-Ar05
zJNVi9A*R|c^gSkqk1Zm#>>$}cAO6F94tq`_X#NgIBonK=kYrN~Z?zsLOCn{QyOv%-
z7EZB_K825vz8RM=OrbQ7#UeGrsGk`1#YCe~cJ*A$$6+Hc#Xd`>^zVm)ad?jq2z6r8
z{88HWzarxGAXNP4heLYUdM`Rzn0O@=FoBUQ`rY%hz6y4`4|8wKA0@Z{ifVs78=OD#
zxalt7S9?)!unw`%fJ79BKp^C~mW}LpH1HNm;_|MdtY$5*Zw;Zem<ZH{X=&*s&QQ##
zP6--E583(v+wBLrdt^GYXT^k%OrgS2k32cT)JY5Y;LL7pjlHCtgA*}6BIDg$Z7pWV
z<)f((?crQ>Czo%!6lr%5;YCH5W3)W@`Dx-DZRDwYNZMD!xg;ZXmKo?1>}Wa0+U`pH
zmM)a(CERDxvj2289$P()bED)ok0xRXkX15(-jE)%dkf8u^%M-7iR;uv#NjrS_9&@H
zQ8{-K);6=nP|LWuWajnv<Md`xHn<maS3fhuO0q)%j0zd8ZYRNT0I^bo%Oj$_$%Vil
z#2<p>m?#BFLhPXsy<s`2vleq^`E1&wE;3yTv}gB`+i@P*f`<sZ>{PpZ8JLtu-Ls!l
z-smSM<va>u60)-jqN)hO!CJIe4Zwc9j_n^>IX^_p9XWQ|HVq>o=%aalK0b2`j&la$
zGy(=E!C{*kPfR^E-MyS1HiXMB8%<ZsaYlT5p3{CAhKQB+Y8gtkhPdoR1}{%1zp#Tf
zE!nibeF9UHl~}(JVN`%UPe`v`K}>uK3$7Z+xi1dT-)HAoW|*wuF|0j&mKCvCOn<+N
zmf=bcO_CDrbaUx(523t7Mi7gtI0b`Vz_u~zY(8_88{gi>9#IG9QY3`ca{8KkSTHo5
zNeTf82g~qHEv9MN{S*f(IqWz}S4AS?we6&ooF_xr&jn8@hc`9y;Me!@`IgUVt&*`K
zQp?Q~hoIbVBx$w=Rj!tPuN`d&E<I%>^G6U3hgM{q-Xp{i4m0Ux9gl2`V@Qh@eNqtP
z*%-Qt<5{i_Ql3|gyH`lUEyoe=R&$~zj{Z~)^8;3rvpiIGXb3c=(qz=3%XAVWRv?Rt
z34{cM{841GC`n2iUG+g4tuiJ|=pZ@6K=022LXBQRQ86yL3X4vSD^^NtzmI!gHU8JC
zfIt28Q<g4WibkXP4}anR;NP&iw}x9w6g+xi7G-lg7&IUOlU~EI@0vMvx}Ch3bQ+VL
zD4(t8vXS{n>O=VL@to;tA*hxz=|B#OIeQRaIs@&xWRzhs)nYF@+qN^HD1$<)fEbCM
zy`n7ItWjLy7%Uw<$OL{AavhO~jUoO9v|=|$L{7p1AyJ7JLokX<sYB3QMa{@utmoW#
zpDjl>#ZAm%6QbFTXf5YJV8kMu1=S}AZ{9?&WE{JlL&%O~lBxKH=bLUpkUS4tQ7YHB
zySd-x<$}wK6#>V(8pu<qDM-tw${!}%@iT*b0m4o-i9$VN)Wuk$N-jj5R115s#PrZB
zi%>7k;G9o{UM*)dN)mcpyqoMGviU3%^K#IfEJs{gi0+|Ru)p*muGR0Ly6l$UvPk&$
zZ^wUhFZyTR10Ynki{QrBK(0g}Q=+`=X>8Bli)_S11foBt{Bdvi9OdGx5eNkIZrViO
zcN>WYqDZWX$aAxiBpLCYcM<77N`I%B6B04?O)XS4n3?BkVzA#v-H<WVrQ{JheuQfe
z?;`8j5B{Or`G18!)P_be>UU)lQ9Qv=&p&J%j@Xchey=|E9oRv@sK(soAUPx@s#0*^
z<F#ZD83M^hF1UJ-v;}DCcN5N3GGSy2wg-O#i3m}wioRdYao@17nUyn#OLCVma!xwV
zHEnbq=|Q=C0MaKnqns?|hFLTC%a*NNJtGr;s0Fdez>F)V(E0dghAbRMX>B*U3?t{?
z`h~2^N297+gRpcU6=!Nl54ea%B7evTvf8np+X6B=L@}fq;`y-s5CxuL1o~w})LP~j
z4d!^)87_Dv7zH`pm@$M?fjSI|(R5f|Ax3>M5FtyH&1jQ{C(W;Nzws6Z$p>H#+lUkC
z|FDKi=>Y7W-G6tTBTfg-PhKT({shwE;b?Dr0>OWhWw;v~XMNRd)_;c-DW7vUg-k+?
z@wYmIWre(H`GiO`@;8GzZ*>01V$Hu@3~ZiVIJ}365<)8<O+Yf9GDkaU0gxHux%2cs
z+P;z#HAd*I7ZJHoi6;#TCGqrls>l^VWw4z&3L(NvM$-3g3q42I6VZs-Gq449P|KAm
zrM#uzhjp%;u|glxa|5_kQ^AzoKCaFyVd>9e&ZO<4__o_ohV@vxy18<gfbQ=aF&%5?
zliY01Ch1VA4p4Y56{m9~2E7Qy<OSSScAPbV5ca775-TQ<|KkbTiyBasCQ^N(lB~2Y
z&c_MJlwFMTU?E;d1wyreG+zwe?sAGkRzAt|lQZ&89`0VnH)m(kF(bgZmUbEpnS84V
z(j*PxakdkRQ*g!542mmlwCr)yer*Olnob^&8hNv}ge~VTaCUMGSxOB_rw(y#%NYh2
z4r9l~^B6pOB8fls6Waa}pA4PAxs#{S)vaM@vYf0QA8iaI+j5H9<?&3IDq-*0K}7H9
zAoBQp3KPF&u&I~#D`ZT~aue5Rq4T>q`gattZ2u{mo3rU^^U!-fOjD$vj^b?A=QwG7
zbS>udRvd8=k|%43AE+htbP=Q1o?~M}9Tzrq6L?ERT5To%p&H!FlNllt5U7=qva20m
ztR0s%!lC=V#keq+)RkHMxPCXsPj~aOH3!Y67S=o@VnKzB2akveH~Tm@Hko}%0&K}j
zrq~@^WpWVSv5QB)s%ERMm$ZokSuPgwe9r}xle5@xsD|vY2VG(^o{MHO$h9A@aVVQU
zS;IVA0;3;D!+qu_p3KRnAbAX(YA+Am`ZNPq&7iZP9c5pb9J82~q0KaZo5_^BW4U7V
z5{AjuIC9o<dWC_w>#GnXM$suG91jW6tP7IAyolOO^%%~}8LAY~YWC3+lrX+;AL}Yh
z$=DnsKB1rT<~YWucCgNz!b+c;0U{TTsm)|{rO{BXKwI2`Hz7ha;wIh_MAa$dgjr9b
zvYpu>D~inm{Lxl=ba9-TQh+$(C*SHs<aM&|xR{(C&wt8!@vr!+5<sC)h(e)Y{`~o@
zT)C2&GiM_FzbUxQ{{?V396Ye(LsaE*rVmk|>CM7yj35w1IaG5Ft=NG33I&c2&T{L_
zBILvU*kan*b3sP&$t;dFp2I0hpk{t2^YasMM~(b&!b`>lHOkfqc%4`UBD@3%Nc}`L
zLIP4LqDTmjGl($gW_;L5p&&wKVmyUmAAVaFx{#bYr2w_Viznpdq(I0u7lr7q&L-33
zA$Mdm!KT4<j1}TBD2X|-7SXv5+O4-x<#r*6CJ-YKpd(B?XHg5*u~mLMW8+$ogsXU~
z!Hg)F#IX262xU@g-9y+NM?exor!s~hVS*7cYJUj1SV&l;AtF_y6oOh9K_&>}i3+gk
zq*&cP#32z`k+ZxTJjM+!0T~5h5=@EczI+)30^I99#(!iFirI?^)|3-&Yr?SV69f_|
z!Jj@N+<1=As4EehVvz_u1ipBbaPBMwO4T1Ecu}91{<~HX^WG-<zT1SWtc>Iv@1*0N
zPaxHgyeN&h#mm_G?P{8T*vI6SD4mIZx|JbHr5;YIvpA7d!koF8eD?EasAWo;_nzQQ
zm4f1TzeAFi^{4kwbKirc$2|YLSbouHn3leW$%uXV@3!r+e}+ar@^|XX{#zH*o#A2Y
zW*g}(YJ7?U+$I;|k>hbCD3B*98Pj28`&%_MFO1>UEFIDzNyw+=a=Pm@@4oN=Q~QSU
z!L*|^+nbndoI}RrqnI`$hk`fzkZkBckyL_Y=2#ZJxQgdj7Ls5TVN}f_=<)ML=3Oj)
zekqP^hbf;ioIqVa#&K#KKRk_N&^*lVZ03f1i2ZOg@{Ek%#_fuDxVh&V9_}jOxV)6z
zw2<046_4D;jd}a9v<#!sTg<Syb5sb#><c>3YyHUdKAzI9q^b8FGEA@F3pQc%Y{#M>
z#Od&E4w&66(9Gkz;AslP>0GUzNJ!vBiUI?_2GIU{DdD1#2$nmRp<a0#vXK+<?%a%b
z`z8!8fALo@7XPPMA6dl?a|fR$ybVAr<(%PX7VyCD>b-0Ef?<kcMkz{u9cMI(HxfW8
zk`agoxT)(QK1+K2xBBgtmx<L}PFuvukFBq;#;PJsp2o#KJFoXhaDNj={9rM`AL9u3
zoW?RR$ZW$1lFz2$wl*;oCwoKZSdkW>H#Up5W0f2p=q1jgLXZ-s*c-w4_)tnL<9PMd
zFL+c=o?Vhhr7gglbrxn^(9tCj@`c7pY*PaZyPS*&2(T-~9LbTfH{C{lK!rK1;s&#c
zEyvGN)T<-I7lXtXA}AH&(Flknq|=|7g6(V^&gNq{)R38Pq}vjMr`Jn38YUofVUB4a
z-r_@T7n2ilQ#DLZ&dhusDSwJ1{%MGs`^YbG@Ya-7I7PjfJU`=Ut!A9sfNb=YJi6vp
zM(*rk-a`W!-x#GLr--B0L(Ekec&Q=}MP&^?7@E0s&_&oQYM3x#2qVkNF;1AsTM2T?
zKUs~s-^zlLp<FP^ah^QIxqyJH8%?N`M)r^E=0G$H-H0si_hln`>Ien5<n#X8R$Q@V
zWEAO0T{{q`Dugtgg=dPM^hQ5hdZKs~o%H5KxHi3(#)@=WtSTP(=vp?I*D?2=^Q;@M
z=ZDl};+0aK>O0SS<t8G{ehhz^#KrOqinMxMmi;sYe0a|&8NRWPj?1F#9i2&+SjP9S
zY(tx_=iz-~{EgidtQ?NQY^QgqlFWTpB)3kcv$h7A*~T|?v0mCssT=P7v4d~I&5X=Q
z$LEjoZCoFLbQdeCtqf492-ik&&m72@c_Wa-%x2X+50Q}>%f$<a<KFu;`!9Zx38n_J
zV&4Sdg(WMIO1zw&XCd`HH>D|N-i*mZfC5)p41#z+!bB^&q-5-3590*^M*bqkU=y>=
zEy84tFz~(ce6Z2Suww$o<U8rAOyR)zOz!u0pffqye`*Ay$6lbN$ArQVM4#(tcVj&B
z_0_05lQEkFG<gPM2YfyO2Bi<LP>9iQX1ueBa7aq0Fdb#~8BEGDWE}=XE(PY|k*sOU
zqOv^5Oqq?8wtgm-&-t%a0skx6`&X4tTwEM0R;*y<%9RWmGUPve5dZ%Ohr_{B>u#mm
zlFFbDvr#E+WEw<N^?4u=hxb7Pf@jY#cWM^iTr<Z_wS08+XQa6*7M4vR!Iw=_c@O!b
zK^$3hmStl{(pTmr;iQiXS}*2H=CJ#RpGi&1Avc&zLYtVxNB~LDk2|U&qyGRBiJ1dM
z!x?p^8FMfOec}Z+<xXbc*%Yc`6eQGlF|enJ-8fiqpBU?I6R80;%E2lOeIiuNf59J2
zqEotrw>>r{`O}dJJh(I$u!XA$yIZk&Gf{===n1FbjOs~M<Wa25A>X$RoKk$oWJI%b
zNS!s1%Kk8o2VL~loTAB_gd{2_Ghk<^y%~u_!6~T@qW$>oB3%9m!l(dcVi%c$;p7D`
z@RoBAk15r}<;f6;f+Vf^0HH)esI!g0$pc6Vh9b_&M<5art~yHar;o77M-bR^j7W?c
zpT|bV^^1s}`5AY0FUB|4AXKV<`)2O7A0yBikWZOM)uqcBu;yFZuX~Gx=dM8LcF=qK
zV>C&G$kJ07m@|Nyy{C|w-DtAYNqFZ@oN^)8J^d(_UIE)bc^!pJfz@v1noFm0uQ15i
zE$9ApzT3Y=KK@KBzz*x{#A=rRmPI7g*@olY=P_%YeERMY#s^1pRx2h!ZJ=XVAvRNl
z+i$p-gDbXC*P&$mHSvs9O3>avk+U7=8S~tG=!EI4>Qr-JxEb-_2w5gIC$Cj8#~~%@
zmqsR}UPt)eZ&1DQ5LLasys+U5UcD}k1l_Od$X5#<BtI{X;y4NKTZ3G4|3Z##K8e}-
zCOwe^q`O+UcAyOX&5sf@XYOxv`N_417RLrgb?0zYmV`B&M0c;22gha;bUsaN^irz&
zG_>1=WTd#+;%cKM6hIl@%R6y5(QW^jXf!}5Y(cA-fKEA)6Ktj}Qp*>8W~Rt82`f6N
z@J3jwO`%&*$3#|=O(`vXkCI}16p`@X)Vq;Lgw`V`@f`RCgFHgQP4^&B{;ElFt^Ek0
zT8nb-@;~*B|14Zsc+vF$h2c4@&@KF}d>v0RnX8B+^S83LU?=Zczu<+~hk3STGj-l>
zY#|RXW-X;9T8lmG_+1}odv4@?@;TR0&PZu5CnG}{r5HhH%{k7WO+`{4MOK$gr0*cw
zD>d}hK%sX$vB%A1_yedU9k?a6WY5jO{Z%95e!3Nz<$Hd%%Q*d2EkS>P0)+tiYhpA}
zB|B>(>^<oqb%=^tffy#8(Q>Dxp8G4q<ogs@M#S**&>-hEIx1{FGVCgr)JrHnW#&SA
zC#T~3=^pN7szpd<eg=YzCNRhAqT^H*yMF+^IYK}b$LS6YP0Bu!R>}w(E3t({WcOvz
zSzSz4YcH;jZW6M>B+O`Idh5@u%N$PRT_uxl3-jU78@R-Al)>&A>XhAlo_H-!4K3l7
zzg&syJ1bXjc$jCy{oGW&fzqZNj!Gifq|J;>7|JXArAW%pv30nbbf1Ep+Afxq48m}H
zKc6YI+%R@L#i9;;mPVq&ehv*7LSEAa`hW3oI9P-;HkD0NH0XQU+40yX^gQ_r#}4$;
zqw2?>E2hqDVV+7u;=y=6$Tr}$ML=#M)2_r`(#EW0Im*fg&b4}(Jvs*MWfx%^q{m-#
zl*HRk;ho;jhMCLg-DqR<`8M=JWVotD$nxXR3-olBcab(qf%fJ^3Vun)y|oHgrk0KF
z4uXydSv?`Tx>^`MH4kf{jKLxuj@73z-Y^Dnb~1sCG=7QNsPnd=`hFLQ?;fNqU}4Pc
zVZ>(}SRwg^+3m3m-``1FScXyHM>H{yx?T@Sq6Cb65)NJB<;kg+viFU<SrbktTUvxd
z-OkeweNK!a6T8LAs^L?)X8rqobN(f!ynl++Z*S%BzFnNO87V85W9<jO%a1;yBH{=!
zSt(*ttQEm=7285l7LRtZW9|aNYg|};Friz`g_2m}QIe9=gTkz*)i0&swGa)DB{FZ?
z$N0|}aCZ&BVC+QXH{$T-;S#Fw>qDq~0b<>~2%|x2WqGKIe8lH{fTmGOs4h&iPlmuP
zWw&_(a$O9mq5zs!uy=JcuWjXjEdkuRbt|h^uV(Akt@!=^Un~9#87wR;<jO0rWW|aV
zBqk>QuTB34e-aLdgU50o=IqrzrY@R6<P!=0Iv-wb1p6`>gI{V#m>nfO(T#I>H?JQ*
zMDm1Tv>TNaMfxasC5_fx6a9z#n4!)@mS`cbD3Ojt0nheXka+rd{^FbX>E$gX$r89A
z5##r?bFIorvNwt`ub-+wDpi}Dw2FKPLji>9M0}2Jdi^2NV}{T(Y%G#G4<$`y9F_DS
zo&?jQU8tJ+NTG%O#ue-f<e=>LGqFEH)YnZ=VMD2tA{EOCNrmV|Wt<3AlI4vuM4-X%
z$;9hPL~arwnIFQaG-3*A!Qnw5mf%rJX!7guwe|B;w}K|eK<wcl>7fpW_H-Z#D+$Jn
z$%<=19_-;v>on>jcJku$7~na^$F`F^ZwO&b)#HeR%#Ysx1F4GId+|KKf>5~$!UAN=
z<`Xg72{g3OFR_t2IgLQCorp+__NIpbh<IFB?z)Va_cqb<)t89WY6Lw}BIP?!`1*+2
zqpXqj;B!W~>!(A!{>f&P3K=WL45a7P)dY6eQJd-~?b(|+Q0XAXpyA3(e)Y8M?C#*h
zWfNGkXaz-gKKl>%P9z$nwf`|POfUW6*`FbRt^H4sY<Lin@YlG9?zJD|?dip367%*w
ze_?EB7Bxeph%9PaauVn<1$g!8YdJ9C2TqC9JXj(i>9ZyD2dv~i{218@vFyI{alYSt
zj{Ki$`Qnm3j`aS-9g)XTKV8r6RiEOPC-Agt8L90d6gMyDzRy0UG_RWF<9;Qv8*ls!
z`_A($`CujAt@@5d-#x+`mwrG`!A?B2y`*}Qm=d;<Gi^Glk3IR@TyE*PmrI>mqRu!(
z&fSzbu1BUiOE@%~te}En!?F-~kMT?A7_#(TI2B%g^7e7u*Tj}VSE3V%@CIs#5<o2*
z_M1fY+rU~Xf=$?cErf#_GL$7O6y%ZU>fpPC{frk}hT2h%N;VjkYzUD^gwr2?P33n#
zk~(4tksa&l^Y~DyWsENrqJCm6;-pOaZ(Tyn+v^a>{tx3r{5zax8=siB^QhqwQY8O&
zCim0MPCjNizj~`Xy~j|>3c0!GStbhSVGH@VHF-MLpqra&KSQnS;Elvb(TaX0tmW=<
zUT=69PqdJi^6sRp|8sWwg;e!O5w$4j`bL7%mWRl(kBr-_bnJ_e7MaK3`b6rxD;PzT
z>QEI6v}T%ACNwfRv&N<4?AnhcY`|Sm!b{us(;MSrR49fUzF&n*sle)Tar$r>satB;
z7j7VLi<w}elJJNG2uo3PIPvy6kO^eSBVn}ZCU#|6`JnM92FVgo`-5B*Ng?ft%NWvn
z2zx|FXX{ynF(JwtL37AS_xXG*ffO!?TF_=jh|3ToaHnD`v!WKaF({y=Waei21p$5u
z>xns&Om(S|@sm7c8X}~+YT2g0n!VcbTspX!2S0s-sUP(7_)ojJVBf?$ktki}a@O>p
zrpz$}og;)(c$Oh!@8X%SEAX8@M&YYZvg^lh$nUdI7z#0=zn={yIUGq%BpL`Jlh}FQ
z-GcF$gHPwrz<qKTjb+(P5#`WwZw32y#_{qcM#QUo(NufctQbd~<N&iuJ29;pPlq~%
zuJkaW3IpQHorqj|F4@1GUX6lX0v$7_x^R6GCK?q(tOH4+25nV@E<u>EEQ#3kR1zm?
z2x#_DotMFev`mbmDAT|7qx!L#>Q(6sC{v)=Z)dHykAgfE`psPwPs}1TN<_ckMaNII
zY`IKHO-z{E(q}O?q~*x^4LG)(!RQFHCB?%XOD`hD+QLxXUM{xjSkdgopIC&pvWl$+
zHMSZrMaD#8ht1@(hTX{JcJzIHqzy7L{?b*P={&)a@*n9w;9&NOg*-6-VK%?|A?|Ja
zacr4I>GdDc5RfzJg$by-4-pUth>UrkM^8V&_>hT9Wo~wFQy^TYz@4V1t1U{u%*_>3
zyLiBS5xK_{lq8Gj=~8m?;xy(soJ93<lxKCw$JQfg^i!H~645vv<xxK!+om#CTZh~s
zM-&ti_9zKOCG<#5$YMJ%W$i;G>OfQ_rYtmypCcuhO-dZ+bWGCjVvJdgurCvb)dI;v
z#vQu)pW_5#x7*pUVFRmIujbI9L;P!1fk1#zC}hf%DO`Ewl`LGi5QReVA3nJMm*H?Y
z*nj7}?A@!UKGVUpH<z)GZd9%i<L`9P7UN`=Qb1^_mlqoLb9M0)2B(hTp=a+y7#~l6
zqKBm$XLD?n0_kxt!!8}bvx42cI^z;D+RpORyFy}mB1|q#r2Akw@m@PYfr8#h0=8&~
zTDKi*G=k0)OR7pq+5BuWk{b!>gb+8H-j}~8azetQ;hoUiL0kJp*cE*o)6`I$?xkHg
znq+rB!j^1eT_H|N+(ajoQR_WMmn(`v6h@2|eUFK$p=<`IOqet}+^OmKQ%rcYe$q8z
z+Ja^dR`g-&l%NeMNDj85meevp)sI*N%~mBlI!DsvPR5j=MIsd;@Ch;4!|4118uV#s
z+)m6v8-p~lm;*mSqJSl~X0&lqoP*-YeEH?yE-+D_8}9@22~`?#C(BTbOdz<s3FX)!
z$QNCO<>to_-?R|fnNRSOf;c$?<^0RAK7Bjdn;t@xJBXSqR+4e^&GbC-A*NwDNT*EZ
zSb~_JzhBM$wsUL@$MaUdj-p|pQmDyE&c$YzQu<>fSxq*?DMG&T__=J5fvjbVF-)1t
zYj3~Ezzy#)Va-0&seeBenJ?Ik#l3|j{T)=Wk8*Z%DZdiOmcGYHF+Tj8R4N(?5()bd
zisT4{zuKQQ_1;H@>6PEs#B$H&xb!*HCF(fv+^ZB=rxUxRm_rxrbfjrW9G!$S>|*4{
zD#{fB9=s<3v34_GohW0Yc?9<l%|JKo8nSa#9KC5RvDc5_E!#$#92Km1Y$kcPnHg}~
z3SK&}iY06NNqq1&5^_qI|NM>YeC7)zVllPb&aw5DkGXQ=Jv83;A=bMV(O=fVZrgT(
z7xpuL($xsoZen6l61i)C03Z+zvb6hho;4TZ_PW?f0yf(Wu64BFQ`*=obW<XoL%Q)O
z@dXR{YJW4Og+5ODd#Ui7X^Hl-t?<^ry2cOLKjlg7N)!SqEx~pUHaw5XWd@lMlOm0y
zneAK=yc&O?4%$Yr<DqBCpEI3d*ImZp>*mnZ)r==(Brmm?w(<+iOlm{_&VHyqO}M)q
z^_71<E5|>=H_=Dg(dFdJq__U?Yy;0Qkt<O6dg!vfi$OJ;W06EwHSb`5@pFWuVfI;0
zv950~hwW`lR43z&_z6Zsbc7nXHEt-&k{?DO5O7WPlf;R<{8XifEeX(;j<UC$>>J%Q
z9=0>UH4B3v4eQa<lqglihRl>pYZ$4q;b{~zeO?x_Oc{q$&y$u^O6taTLV{S{E^FXm
zP8X9K6ev~>U_jwOOs`hZ*xiGq!$oJDgn$7o{vfHbDwriBb>>*|Fre?OW_6vJT^}A~
zs4JB&aW~UUS~jG0G3#V1njAmtXI!8{?8FcX@T}L(mbk|$INyl+=U5`WPWlkj9SIYV
zc*s_I(fZS9xF|$(u8)PM_tTP|hJU++)Ef@-VMs$`SdJlnG7D4VFb*`Z^NX*E|DucQ
zR$YlaBZWim1~#}_cwp>6ra8wD*t?3GJ$7c;O-%RHpp6~GU$&X?)%9`H<>Ls98;|&4
zE1jubBv&>fipV)qBp`J9Gy@x=ygzg>c9oY=MR6nv^4alm4Mi3Ms@t1*=42du;|pp1
zsFIdaDN$J?e-UNzrtuu=9|v(ZK9BE9@))G4=GqPCI6OXvUs{cn7MPHKS53#|R<bIr
zBwGx8J+FWz>wA!NyUEV=5%|mXe3jlriA+i2fm$4AtgO-*2pg2l?T=FMaR+CT!?a5x
ztRN2i$v*Pt#S<!)@rAFAQR+netsQ)Msf_eK2Z~3}5OjH%Adg297O>f5W!C)JOcM!t
zxNbGGI~0uUbWk-imm!%MoLe*jb(e@2e}0OZrYLHKmT<0^<$WF4yA^Em3(={y=wig+
z4zqH84Bx#MKsz&@!Eu9eJa&M|m&`;lXFtZ9%Xv3xFn7Ip3yqQOWLED*ACgep-$rWj
zLJ|ru=f^jy=-YIPr1l6$WHJ(Fbs-VT={h+D^g&`RIy43=dk3eoSP>%Ol!6YYk*?x;
z#7-mQCcKVRY{#dZ&ibR%SUhq!Mp-Op6@{b-1H=R^R7hnA{avK*sixdD99`ToQVg)a
zY!=fLji}q?gt`NCN1}uyUXJ^OJk<91Ki><urKN?{t5>sT%^GTIYJP3}FMl9vwVF#V
zxrCJ~S2B6><p1zN{&zunc{!_Atzz%qy;v+3;^X6)HER}+KKdwWX@B2q@PCEF;h^p6
zcQ{kx;nZ$1t_llAqXC&;fTUE-1VY445%aWm7r`=kMQz}TBj<U1);M;{EF3!6fWx3?
z{;9bf5cH6)i^ZtV;GDmT=}ji2@glqz+{B7Ih)SIN6p$bYL=Z)V1jSkslGO~0^WZBI
za;i8NWn%^P)k5-5IuM6MNTN~V`)$;P;~6@^&tdNbWK~`Y#o!Wo@P+({A`&{K0^IsR
zoXhzhZ(A9Y7(kLCfgWKUr?q>zJ}=0S{6~;9RN`<pP@P?Xwo-$+F&0a^5}QkeQxHa_
zvXd0)!XMP(j>gdAm7$7i(1^mwR0`A?F{m^GWLgQL1RrH>XXp<1Qdkj7$UBgZKoq?k
z3S|L4vi!tb?_GoN(Ra}%h4GBcC;h3XiH3rB9$i7`M3gRV7>QkkYHTr*$T>U*f<z<=
zVxPJL$78Q!c>5kATV5ejya?})YtcXP7UJ|AI^KC3xgvn$!xI>a2cWuYK9S)CTz$)B
zeEimzT=&wAbnSNV;Y1y6r8jZ#P#p*ADj89l&yC}9u)g*-uKrl;;s6OTN=z|6ymJSj
zm^*`Km)^wH(l8S?ocQ~D$9s@qxSyzc7+ZK14JO91oJ4Zzw7rc{H4nKY0{~0Y_e3K>
z0-i2n^R7ZH)BR3L7;!tXJ#j1Mo-kX5P6Q3*q?Avh@S-eMw?*mCR<hul2^?5^guLx>
zq$F9GblU;mQ^fN853xK@V8&6F!+;z(*gcu&ZjR;HQ$I0p^K}%wyNEeoUPOUQz_r!a
z1JGP?l8)zJ=hI81#0SG9s+V)eyt()tUfvt|1clQJ$W=u7zTM7}N0;&1!*3G~Zf3@1
zkI?koTg*t8F<|>401kSN^R@qV?yk$h73^k{|30R9dMNa^&=YcF6&l$gHBcB%W8s{1
z_EvOZ(#jA<juNu%#2$829zTi)a&Q0L`gVmatnut&CWBeswT*E?Im3fC-bsw(3dJN`
zb#Jp%+D?lshKX-iA?V0u_N&h#jnVViBe$~h_;xz<g)~o{NW0U{<%6ft@bOy|OUxvE
z@FUKrZz1N5ZxG1;&o9j(g1qX#4S}<m2Ti{xv(adj9-252e2+o)C}}az($e=JZ`y~`
z$|=$!$#i=Am=ZIb?SY--M#nQhrj#+dJhlf;V{re(P|XUI(tKJ&O<Y&^8lKK1;`|Am
zUnL|q9EV4G1WCS{_}bB^V^qYRY{!@wLtI-AoxbyoNw6UZs*uRU6b$n4ptOOa92GU4
zt&A>S%!&#Re!GfoH8!>tbdn#GGOAoco!Ez|&BuuQMw5I0we;1kMwv2`>Z*3CKHZ1o
zcsmMZgbKG4SDTHl8A56z=lDpM&X;rLJkg|NpTNc1!){7@^ASH&&BBwth>GTr{>v_o
z<loGLu7Qj`p~2}njfghnktinrV0tp-j1+yyq~12n7b!TiT1e`QSOi%HK1&$Iuvi_R
z9)6o5M<;1zNqElollA@!Tvwb-!}d41Uj)||Cvau<3rLXT-E{+2cMKD)o6raKT<+*#
zY-}7aZ}Ty{L5H%mi1Q-^jEwhEf2y30GwsYlfLf*FtDumeE|#lDhIu!(1gSk9uib`d
z!x3`(bEtjNiR@?=k5@Qx%YE##MybzHP+yY5GadU#|H*_zC?zZr^3M1KN{8lA_4Qe@
z8Y3)PlY+Q)BcaSmSk^c2^Jg*aDN(a*qKo0p5u8;4ywW5#$H@3rVkIxe$gHTB3mKU-
zdV5Ih^D$bkA-m4O$7VA{55y1}re^J?vkb`2;O=(<Y+G)n@$GU_I{XMmC3CeskrsuO
zJ+VHfPP&Lmc|{!i-~oDq0kV}5`tN=MoxcHVf{3hyr3~2lHG%X@wucNn@bhCx+ubY|
zcsP=o!2OHfW@vg22U)}L?kl+Awb{gFBvNXeOk!a!FK>B{x!dIoS|w-Tmo7RYaz3)8
z5Ieq<xMBS)NFRwP5aIsvzwrLVrDU1z<l7Nf)9aGa(;c91v4|z%UOs3XLP|><1LK8M
z^&3%N)=7D14h!SXFz|RWeGWBENd^L!>iOB)L#bjv*PA!<N#i5L7pf@9br4mFX^tqc
z)<#eq?I1(YiKDcZQF+B|`#Fc=vsQ%dO-Nln8sZITy8N6&OyTq>b3cFLpHBe)Jx-lE
z#p>0oS-W;Ey}iA^cJwb~FeN30%P+s2l`B^=V8GuG#`}L0wrttL(xprB`~3(60yG*8
z4u=B(y<X4GojWNlE&bE|IUEi~UQ)nMnyWZ9PRY7hJC1%IV!fP)x9dq7rskfs%@m(j
za80j(+v+O0CL@X6>0#z-jO0o*EZtiMu?DVp-9W>sdPKe`17i)K>_OINqcS9<(;uNd
zT|sJ=1cl#5i(kZ~3^{V4o1OMd>ig}O{6Q8r3K4oebV)_{5RvO{#g*p5-#Q4RGs3pw
zB&1>qvc?2tF-jtm03)OMbc&@^sW&kAd>=-&gh-qicc&1YKZ-gK#;%S*9q+@hNJ1F`
zk*AyHG%FW^5$rA@Ica;DVGrPu3)!4#;%t(h>l9ip6-hYbwo;z<Amb~nB(~MlYYx-X
zVZq#I#}Ww9D~+Ja@5LHPr^q~x6Mip4O-X1XM_3!E;k&i>(0R+dh~0h2lP!paYWzJ4
ztO@~|QWxT>R<uqXiaDQx+=%<8<@8od(J#(Jc(4KS1TT@UM#7g}3?d=Xun@;fdr*=<
z(40)%i&qeCeUtZhmXV=@@}yGgx-yxNR>1x@zh_3ilgd~n<L6#U|K4);?5SkN)KnJ4
zRMWXT%q9n1t#=_xX{2|gnDzlLQuWe9EV%U%(iUC)H}_7j;~QksT-M9KVlj^qCd5uY
zVmVLK=Uk6Wl8#0`5&(1cXT%M-2ABCHLa`jBaS%<t_mdg>3IN{STL|}=Y2Uh+zf_$-
zr-xzZrcyL9hWFaUv}6j%ou0<RvqlcDvoUT~6`B_oG3Tw9h!v+&(!Y{7UM)cQ*)WdR
zub|11%#02*{#j~#D@L>YjkkI5%kf-%_EL1oze**2UvH&H=;Z$BE1W!<%d6L|WM0us
zzMS$ZqJ9f2Hr>hQ%U)yIsW-T9;**Gzb}(V$e5$|M$8c{qWA`6Lq*C#C-wT*jPUfBN
zVuNBZwyv4n={U@Nk~|vN&Xax_UO@rh30!1Li@9cUDnB1<XG-#Rj;cq|7HXrYZx{9Y
zWESP$POR8~E9zpsV=r4;j-bFmnmn1St%rD3qGfj0TucfB7fDMg|KcjX`=$)(ifoE5
zN@7<0UwG(|yIInB6oVy-;O584U$ltNzy27z!$xk6jg<DC$kn-|Trw9z0aS~w{Qr0w
z{Tu2z#oPT~aE<B~2Fri-BtL1d<gM0k2}VK)1p@j4r_f3B$dcz#>pDwINXZCo0v?5p
zXA<vXm-`@kk(P<_2|U=imXGtV<w3`%+!ClE)ASMoftWkH9zp9#U_-eB#oi1!n}EQ6
zguF!qv2Rl&_uDb{3osdzC=vy5xtnMXv~juCLUnVPv2$a1EmFy~mt2Ikww+`>9F^%g
zexZtI$cCtj!$)j1*{xU=K`xeiu`W;H4Ouq@t}e0@B@Bp5V$_t^5DG;!Te`UUy?b$<
z>mW2Vj&NNg?@JPCUNH?x-vQcc+WEX#%IAaU)A#UJS`TO#J@W#F4j+P;3<O#)l`(02
z5uHG4Wd<Uj2z9WBjOam<<Oj(bB1Kpd;Y;}#WUq%Ae0dN0S&#8$_$L}RDT&>84q98O
z9-m3f(z$#+@^YHp-JIKU53Qp|FeB(-*nnR%%0&Hky4H`ztei@t<2*aPUhK9eCP!6#
zeBQ?3hyZ<u2y2HBiBy7hb{_XlGEh`-3)^LK&h2`Xbtf9R=ZfdKZu}KkYTw~IvyiXv
zUrUBGk%q+%Chf5@rYx0)2_qOBSjP?G5~km<0Q<=r3LMq!)tb1ksE4hOtI6^RSo%yM
zI_VE6rhQ4<sXq2Sv5rZj4il-8^U9Do`kMu$%3P$Yvq-(rO?I!B;PhB35|hx%MZ`~-
zgGr;|%Z*?1-kCF8H+u+a7n}KFZyVVT5ewHx`PNlQU%Q12iI}YMLzvN_K&SChR+x%?
z(rC_BZRg&N$9OYa!1DMQGII*)FE+3(9H2@HcM3}>tl5ux#yk9MJ;QlhIk)b7j_#q0
zSf882W2U?KnunOfoft@@qUA~MfA<IhyO|qaSdLhv<jwbAV)*w`QlA^eyf+Tuym}HB
z>N=_QB~$5^ArEC^_Bv>FRx)MU6y~NT(R|l0sQV+F6G^FiG{D$BO4`p3AU9V)m0C|~
zlY(Wpuj0q5u^jY_=aRZ~bQUkivlO&lUV|dwrpBDWD(5RSh9*$vS%Ob&AQEts=H1U2
zUo{t&=P|l*BaN=b6n@!=&tgZWkke#PV(m?#I_zS~q$=8v4q(}Z{{|AkzlLx)%=Ycu
zS-pBSTefV$=kxvA>A#S{VZ(-T<&{@*>#cuX&GLT>+S}V1Fkk>~x10I%=kvh_ACQoc
zKtn?VD_5@M=+UF3rlwL;Q}d@);SPs`gRk7on>}Z^Pql>XP7S(vJ;7El(U}R{pSqqo
zeVG*ea+dquolLD9O!mNGcx&r9HOhv2NHY(5Qn-2783aipo+=v5&z2ad@{&~>#hV_B
zK-R^yc|Kk}D<wbKgf%&X{hkC0qs<Icr=hT%B<Zk;-u+G3vjZ3|=|D7XG($h$i_qN1
z&zA8N6}ND1R|d*PHSL3^u|L&L>RA~|znFkLf-zD}lDPrrFe#4qBwF+KGy1ksT#+Q8
zx?e@>oBeoBdg<4QX-JJl;*LRUZzW4u0DC}$zm482#b-)DKR|#|9;7-j09#8ffnGBS
zemMzB5u#uinMOlnObpg87m=`oxg%@vgoIo;J`8`ioYN*5Vzq)CYZkpx0mb?R_S)7n
zaEzUMZ@d^=qYT@c-9%k>#A#9F_sP&$Lf~>?o|sK~?DGIb?47u7ypH}h36dER)J=&<
zOCj1&hPY%7u7g`at-$(AE@_`$Pq^key8JetJrHI2CDT~9`7<1zMZ|>DxME2zkFEWj
z7e(Eq1^ZFNYY+_{$eIc*PI*4J6#v5Rjmc~eMtC_zi?3%Jf{QfVb6Cx_z3q&A=|1q*
zA<meKIOX?Q8QLwYh-fELB|ghcZU$gI&oG%Qk$Rd4N1Pbd^9ThT*xPpyleL6^ryF-)
z8T!;&|B^!PR|05#@>Yan=U_g5gm>1hMI==+);x)vd6~R%#Ef`mB8!~m7*3Y3ty#*A
zw;tn^rIAm)r9^b8JTP++8Qzmb_x*xHdzw$%pX2`VMvm-0%90^YF3Ug4xEp8VC^GW!
zj-|h@b1+2X?e`+SH=Pp}6L0=_1XEr+1Aj;)_Oygs4m`{81<#Q6?SmZKc!KQ*-)BsL
zp1S%7gU*(*;QRGxN=jJNc^TJ9$5K#rfX{R{GN;OhJrdzBY9Dzz3p#r$qupj|g^38F
zv23S>g?b?cIaBZno7m#(MJoz2$MOv?$x{d`jCg{6>RjE7Fl3TxRCBQ_gxeeBov@H#
zu$2Mn`7HP(jQRX-QlB4*G;Ih$^9El1rH$B4t=!z}W}P~Q%G6{8mLM;`_%>f`{DNuY
zrqOu+GfbV7i8y;C(z0KOdH=gV?ez1vur>My-*#2ACh-FV0s*`FkMnuQ54>OS2wJh4
zXf#4y-)-!R5i-SpA5S-J=5C{nl7y%D(YcfJ{%RxwG4~p8L?{sQLdy^6RZ<d_N`|<9
zBs2CEdLx}It$GD{UnUw+fKw005aZVojypqqWgZd<j8)_lQm9cUcH=o~!EQgx@=2-K
zDr)F;hS5#(^0l-Ti7G%=QUZsYE4U?oD$@8^HrCbf!q_FqcArF`kYlr3c->#eK2H~k
z17(;^aU_QIs5@F{YwyLcG7<1QiG~7XEu2i@kJT)Y3n*VQ6r)&;{`4LiFH2&Cau(tH
zALQHs8KQPIf?pDt@?Z^`tQm+iZXj4*NwBt(?v@(Nt`;1c0KJ)Rl8c5jIcp`IwVU|m
z#W2%vkkc3|;GT*D4BO&CkZZ&{K95~uCzCW9rVW3PxrPj;?|hi&GAAIn?4~ef3`uFr
z5J|Os+_Rq0(YIM<>BAOx9c@7;6^<T4zDmB6_-S{A5!u8%JmWGxxbQKCQx-~3${9Xx
z8I$k19{=epxI1GwXTCX(SSDfi=uA#)Q@J`Wj=i&Y&^b~`x68*TPAQR*^ErI(Jl)B)
z9L~$&;qghR1HI%3PqS-%5~sFAxGc7tf^lYg(}uHAFbUa?4le)pRt!27&h@tt{HB?{
zA}KvZ3L1Kw_{uSdd_P>eubzx}0Vh&ngD!@19v=>+htDQXr_|lW5l<i6yHC^5+0K$*
zGWjvl$yA>P<0386ef^j;0luD~L6DzJxVE0hH?{F<ahSm?7Bgb=L5d$a%qHK52!aky
zbqHBpafqaWBRLRL!uFOeynp^U9(|Yx#*F9fq?fS^TRFo|%;O#a?4G^+bbJqc4|b8H
zH*(1xvoP;E#JMepsp)8AYSc!$)W_E&vx$-WnPl%EDp6wACtww}ak{CHs+t7us|jFs
zDroK!VtT^B1>bqBKTe_4qM{_m!q4JZ3N+nZ_sL4Eja}?tSBJ1X7o|%?;t~tTr-j+r
z=fV&*@<8>=Y!OVOo@9zVJzVB&LUY@5RKN2f{mrEm*KeiYCIp!SkD&occo3&MiWr%8
zn2tsb{;-To`riBRNdW&noK7bjHf-SQufJyh{{6qR7Yv8P{}HeFr{UIHZ{@xB-Xkk3
zi^|GM<o_<gpV@3CFE0<f-OlT;zs}uv-~FfhbT}Nmnsp8SJG(g2*-!SYS!8OGxq0{%
zT({?HZcM+N#FswjeT|EZ?=rb+yb9x-nY5-DsDF7KzX&~)&Du|ap^&}bH?jPZ8Kj#A
zF!j9ye4AvTNEnOvhBlttZ{yL}EROyXA){MPoLq>dJ&d^9jnE&UEi+2ZjYCPyO+n({
z&g32S45~as#o_|e9333rSV-Kp*K%@mE3t=L(5m9;&CJGZ^pj>kO<Q9JK4l>-3FY{&
z=we8bjzg_ZYFer((8rRVk_Q)h$UNeqxHb{9QcXB19`UFw#w8iJaP$Hdr|RgH=0iw8
zOpJ{D#7b0ghe<cYqHuI`s4|V}$}~odvJoAqXImtT7JVt*u0D*lVXocK$a#~N90t%7
z3{k3$!zXQLr{y%yzCWJau4<yjG@@rN(6!Kt@l-wdyvR)p@p)^Jk%};H6w%?6aIafP
zaEk=HO-H~aAkj1cfx$vVB*%HMnt&$}`BfoQvNH&b2A<rb=Gtj1Y1r~5`+DQ(sSNU9
zu86ZDF};Hli5CkwA8e<oM@_6g!pz|%__lpcQ+GPojc{^!gMyx0C$Z$@IsEQT^bR-j
z)^;<u=jTxP%4dXXRui$+A)odo0`aexi>BWDXfq8aNicvMe$8FnK{e;t$wdD|-2St~
zX|KTDca~^0j5>B0(P)I;+OIHXFQl{QSrRqZBUWT#xqAiP?9r5)&vEd_)1)ht(Y9uj
zdFNza{_-dTFE((c+E3$`@f-|GD1YiJq!oH*+R`a&pUm^)s`w@>Cx6*eE}Zz7*s69c
z;;R@^(MtM^Aib%*e73fSjO{~7{vng4qsOzV{~g3lX6Aj>O5)vPcywJ8mku-$ab>XS
zxvgZ4jc24J18cmIVb@IOri*VUH>;YkaxjI5jxg?(OHp4`$}P@MxW!gNT7L^4g>UDc
z))U+$&A~6XaPvS13v#c)wc|@JxYfKH5HnDm$~F!$Rz40{+6n9e1xlF-o4b)KgU5MX
z2-&Ivd_oE7?l?*fspQzc#WLs`VmwJa*u0*&7dJC+_yR7v^;#Sa@9=$r1=Uw6tX}gD
z&lL$MuW?hgbOm!uma_Z!E;elbhE1<;=Bbw+<EiC0Q~v0E6y_BYKQtS~sPV|hPX9kT
zn_l!^2hPDfY`UG3_DbGuTgQh5k0BFE0dV^(aQcp5*A=nVu^X>t5Gz$jNQ-$Iq41BF
z)&78!nbj}yQ|>Y%fny}-ZsdWkXA!%FtgDbAIAuh7z=+aXj=>*CDrrnmXXA_)<C?Y)
z{re{D@@9lSFAL*)sHpIgQs82h<~)N6OpGdk3W<lo#h0*U>sn%ZQ<+;hj!&x3qt)th
zx3=Nx?Pc-Jw_z+iO`|QJW}AX4YYXSCjfm*O5C}6#mck{W48psQP^a{;VTPDo{Xnj-
z>?WZ&pO(o}5Z!V)oylqjrN$v?3R2bSr@pO_LD%;n+NwjO`qjffXfmUk?&e&|7({{)
zUwYh(GmgT#c|Rk{`k3_4HLU${1E;q&G4Syf?3R6sL^Y6$5|>hT{BtTvC0&z5o6N(l
z#Z!qn`93AdmlIMd`8?Rp`Ns9U9vy)qJ`Q)=QO>3oqY1}xUeHQGRT-yD38W}Oqz$@}
z^S0N?+SSg>A}3OF5{rK7r7h9Tf=54K;D8Z)_{|lpI(Ur8m_p=w8POgKGaoTfHqFfp
zi<1exBd8r&#31MQ+#pOuH6)#{miN)$elf4j`GOnc6!<sZ$o-qvF|D$W{QW`JElt4@
zrzblnof}6@B-H*XlC_N}D?)V2{S*zg6Q3C1_HaB4elSs#2x;+79$q<-sVQR^DvM*%
z+KcJ#ZDK|0eCB)*;`^8`hS&pKaoZzUj;tZE-ObxK4CkHp&sph=<K|y_cyF+PG55Yj
z%=-_azTz3q#W^UhIE<$LFe!FD9)Ay2q5$!VRFXwX1Ue-LOND3+k1|?0j6Hl#CPT<%
zC;*X&msZPDy!eG3^SL%wf3Oal?|t5X_&9kQ6Bbnmmz=3bT53R@F%HL&B%X^qOj50s
zNL?9$pa5@Fg!kJVk~(F?IYgXMM96-ki_<6K5bqzwjZq<Sqs)ACq=*5<4R}XH@Z~3x
z&^{RF1~HjVH#yUfVp1JvZ`=^hVBikxCbYqH+69?Zx-P@jR7FXC82zptn4Jp5p$2{&
zKOgDHFotKM_!3W(*yN*2oy3$S#~ASHzW@FN5Pr2e*|~Ekt5&W0jRgMRP5>j32nh)Z
z^!E1h$}6vM-+lM}q0YY&#M07IPM$pZr}}j`9DKfT2A$`Ua9&r>CbJpiP$QCfId>P|
zMZxQvIPU64usw_MOT!dA`2;`T^)5LrRxAtDwC#4%Bn|M(v@`U!hDohe^RXb06DcvM
z`&3+Yv4EteewKXZCf2OPsSn}F&{8iCBFIm{Fg(gQ#a_;(PGe}uPE$-C%K9VBd}BLb
zUACBEfkqrM6W{4#NPSI;<hGG$&Ugs!YA06}Pf%jvL}!#9SvO}!?dOr1BUp2w0%f%t
zsVYKgZU*Lot!z_^Nz%vif>=ml)6e+4I?9R{Q?Xu8`>8Hw3_VWfl*uS$DMWgY;cl#<
z+B}xBx&Wta&1j8sW)BuHevqB+@)+7qhj2<2G&_R`qY#xu*prgNl{<ZyQ<BMWBydz9
zWsxz7ZJrGn)Ns$%`_O;*Hog&Bu#|(P0{N^D5h^kW9XNtt){COw59V_G`9`AhdVK4Y
zI6GtnOm1{Th9S0{#N!@?WI`Ge&#TD#MU-_)+0iCqabZ4nO(Lq!s?q6e#HZWIF^<Gg
zAK{!e%IP=@wmdxwYZs0-37J|u9YPOX#T}$HhZuh(nTF{#ENwC%POafxV;cDf>X~-+
zWh7toI^mX|2zKm2RCqN4X$<YIS2+|XVL4AD;n&MZga}`94=aNA((l?tlHo2aP2ZtS
znv7WXYck57s!tGk%LvE<D5A;u8>84<Hu$-p_1-FaPTN@+H=dqmF{*p#^WJCMd3?Bq
zfrA6=dSeb-a~g@crh#MS8OY=zZX0w5pL<U6#p3D2tEBXweT}zH*=heNp9ggPT&E55
zf%r6+<$Jl~+4<}>1(82#W%?)+3!7bZu3d-55JzCvLN5MhJ1-?2W#8wcP)5YG-T*T;
zC$r$lD=aIz7HRAeN=7eX$kDAhOJu}8Jd>{AAyQff;)`ks)Vmq#*~WU+c#g*<5e}W<
z^I1O<X{yF=anR!EW|t+O{X!>#NCzeHiDbmNIOg}DmqyW9&)^M)SZC>CkZAxDVn%VI
zaWm)rB5ux(WpPUjhqtzHR2?Do&;njcxQX7gPw`>TNsheJ$*OE4Wwk9N4IhB$1_>KU
z<zn4J9Q(U@;{C^Y;pSCTRGee*j(y}`vJ~N|<HTq}#Jsik|MS_@PdkrV9_L2oy%b3Y
zu=M-`d{+1r2FbtuQFPhfN2i#GP?F1n>Zh5P>tU={L9A>dCfPV-C~5WCsdSl9IO~um
zWw6asM#$OC!zslG<inX?`6Q9{H0m7n$UYfEoF@i#M+M2zfy_)SM842TPGl$B-;1MP
z-9xN3#PUf2+K+Y9=n&#BuH}bRE3N_uqXQ~(Iux8Rc4Hb5OKfiz7tUH)l`|iU%Y`96
z7X8)BsqbIIq4QOQLjzIB<jfs27p*@;bnRETt;g{gM)B>ggPbl9QybezdVB_t2D2#8
zY7vZDMC;?%B1usZlP-dmC_!Zfs%w9t>SrhATQ)J}y#kEVi|__(u!MdfPO^;i=9du!
z22&9q;NaN~k{=5&`ZXs#yHzw*HdFP`A~H3_81!|d3kvwCql_DrR;H^*P@~A<l&gt4
z&3Ueorc=EC0#!x<Uj!R?+>uDk^yd+XWdzQ@jkRMVbt9%SF6IfM;UMnaPht^9_|9{V
zc>)vdxhcF=dlH*V&M;dUY1y}s{-cYEiX*7yHqNDIB2Y+)$<IPKrinAp2MN_%N!9vU
z8BQa4#SMJ()lROR-N5`7Ey4Z>BWiq1FeXwyF`4b*P9B_g5yDr>nDfvO<Y&I7V&21i
zd-Mo<tE+HFY-p8E?iwXQW_6OcQ-IqlCT&79r{_&4a<7#vjhV#6FvGJu>9@C_m5X^a
zb3WSbGMtUwh|>&Y<r*kC-bKV{B~+M1LQD!R))pdr_Og5FG_vMiP4(ILD6VZsedR0Y
z4!woZ73FY=gh>@~_+q^r$(qhj*6(@f%t_V^DQ1X5$?SiLb@>JNayhGhm-euw?-3+i
z%jFMV$E6dNGVP*TLgwrF=*5>wkLyLWr-31J^GM21!+ZV+T{1U?Q*K96l0k)~nP(4t
zk4)ub=|gEay)rs&LVmhWMX#|5+4mzUwivn5C!%G(kIoJ8487SzpT|LsrH7=55$U;1
zQhk0po@=Hkwv|X%kn(CdzOr<T-Y6p`97dTi3(;G<>GGtbvK`_5nJb9BDv9hBXYuKp
zX)_rJbZJ;IcOz%_MY!_h{{P+t@Z7m`tX{pEZ@>MP?(S}Y-z0$P>FG2zHT|Ey;-7}{
z@^XrcivcJrEBmW)5WoNadloHPgg_v`Znyub3@Q$XgYC~wLRcHmu_Fqq@3kZMDF{X)
zOm1_N?2lmHlZ#}Yj-^u^9D53glM^bDQ&=a!+GFL6BS1!qmvC+`G)gh|K`1Qb(?Toy
z$}kt#7huk}bN=oeb~m+<D9{i(SHt89bC6p0(X1PVBBH0?V?pAq;<YnJ_&RL}=hQlS
z<wBfl6B)W5(sd)zzthI~=TeBNRATwI4o|>|*VP6p2_{uML4zGhRxkQ|Iiq4TINGB_
zalnnt;zOZ}B`!rrL1HtlM;hpCRWo*ch~dL3=~NHECrrawaSV?j1&=Y2PXZDa2d3ce
ztYk~gDbk$D$Ya8|OPuUVI!UMBLvC_D3-T8+L+9h`hi!D1xf$3NLYPp5$gjX@NG3xp
z;#=E#t}`i^{_G_BbG8xl<2IyAcM|xyiNLN_LIlAYM5LA>AK*o<aX?-yKE)yYJEPbR
z>k!Mrg#BU^CO^7D8$ykSpst_mcXjjfv|_&7Cj)09-`hI4;o3}goIOg8H-m55OURCK
za=$Q0s#8pJVi)fSyd3W_5K?qAsNKUOmmi|yi{TV&MXbwd;i9f6B_$>vXlUo^ranq8
zPltg65%!fM%vnT8CdBJFMRlT*$w{9f5dK?G;nh6I;>ZK^THhiq=IP(;|Na%dWe*~b
zDIlN=b5z~M(3`*F#ABl=e8k2J<{C6rJ}%YGrqvRlV`?eCoH@lEv&<wX&f)kf3Fc?(
z+1+;*mvbTmoY@r4%OE#KjN*)*re-g~Py<&^c#l~>-N22a-GsW6nK8E&bwtg#Z^U91
ztLYLqk)3N}@%8g)AEqSkp%2(pYNxS3mU-i^qyL@_^xH#hxbz4QtS)7K)u%jq+cPwr
z*u!nNO~zESjRW7f={&oVT#1=6=Ph{J8;JTw&>)>oNW6uKu{G>Vx|&~F_wv!?kMZvR
zfgYb8L4GdZUvP6g;w3gB;+N1C#3B(Pz#VjvBnpulBPT->M_e$38Zm8xSY}smqV_@~
ziW4D5T`J?2;!HludWP>_c!a3Tim0oFn)G7s*nf_k%_s0GD{zIn*yXfxKGH(k_88V2
z+`!P-BCaSMP0b4*GI{9&l$HkcE3QR0eEi=$C;s&k{nv0Lx`Efawz47d3*Kt|7QIwU
zo-vysAyfi61H`GA`yVFL^g7SCY+<-Ii;2c8D!d=#4%O45QPJnrQ`MQzO1Yjm^I@J2
zgc+#H<+%MY0ilj|e-8nh3?BwYFply!Y{c8_#P`X`PBh}|D+h@kfkj2^5G6&PL^9H?
zBt}J)?W(|)X61d|DeivgCZ?P@k0NF$(#bRF`Qm-n$o8{8MZgutV!k=kPflV10;z=h
z&Ps&BP8N*4msou)R;QH<J2tY^DxiJz1lrt32}-=|X%pg0^<t)**GleXY;^;H6e*S(
z1%YFKA$D2;w0Z~$nvh)e5sJiLO(`ljoS<y=R!U#>p@>nCYIp>pP)>d24cH|rz6ghj
zyV=8~4{11D=frccipa}1vB6S<BI+SgnMX>Dn*wnOjiE9obXM?%Vl)|X8szFz+%9>V
zt*73msIwZYM!~32FCb7De*11=XA5<wm!olb(5j2^D2#NaC36-tA9pq}Py*?`0_L@D
z=LU}#y)qAdUN-j<<%B<hn7%mNKkTRG=rQ({`0-DSFy_fpc8+S|-F`p9@KVIf#!z`+
zKY5AUX{b)8NjHeBb{o%)?qb^VRK|Rr%pp+|C-ZH*>y9w7U=orUS98H%%e(y_bFV}|
zLTD<_9a_(YwtC*3^faw6eF|wOc_=rLE54L6DOG|yQN$h7TnKd%ZZ69~yt<D)rEL^f
zcvzyyg;5GZVGp${a~KtK2YruRgJ8*Qz8{l=-_^%OZ#_@^<9qR)_zMAFH}PX$qyNyO
z*ajDq95kVfpMhh?GIkeDVyH15le`Fxd?W#UtmO%=;P*lAE$(dy5c9>hDz>fNz=!Wm
zB|G66cK@)IvSY{4&oQ97@g1tOO=#pvB#6~mnog4#6jQWN%lZ4KarU?!?JLz-PbCuX
z7g0Y_!LdbJdK#>x|CmXxR!vU20EN*(=%;K3Kd&GVvZ5~cAv_;N-=o44)pKsDkBCu5
zpeY9D;tJY~>5ST9W!&y^e7<<Z?%kXjIE(O8g|yvLK}tg{mc{YtJBL#8U>+}C{Sk4r
z@P5s=|NRJHM@I*1)~w;{ufL|UvJ&_=(x=gAxa5*cxZ;W{m^5k9f7oFE8Cbu5J<FCY
zLm&{~^?H%X{+J-Wy1JTy1Aooudg8<hh7TY95BqgE9DMQ7Las56=lf0js4R=;)OGy~
ziUzr|CWez|5(y>rvE(m{IKOxYf^-{(DLsTOI-EySNtv00b7uurH4!8d(8s$uG1NxP
zj9i*NicoSPLdxAi9**rH+ZLvw-$!j+I&aRnogHsnM{`7rVd1q%HEOcD8d(0_d-z03
z1Y<P3V;an1Z7#7wEmmhce!GW3jRvy5GqZD1l+@ff8rJ@VHwI=;n8d=#Q@C#T^`sio
zcrtS~>V|$|WGgV{#pCsVz=u5wM%qTA@c4-&?WD+e1ZRbgrb8mS`t*1e0-QN=2F2#!
zwK;IQtmvd+^y*l2X+937n>p%fK`zrUeSn&nr2E;~aR#Tao7S#hc+W7O`}TE_@l}L0
zhX}nsn<{~cX{J<83d%SizQ8R?IRi~mB-#W70XfoSInw_hdv6&a)s^jUKjp6N?n=|$
zK;!NjBv^n165{SkT!_06BT9roa1t!IJKeOqYjszbd%YhrlbO89++-y8&i~$dzV+#C
zXCJBGS$nUw40=Qn1}y!W5nb%WztezBtwxpAK|pyC|G4q^FKojn9D=-GHokN3<8d`0
zRT=qWzYKvfNJ38%l@1ZBPxa9Mu2{17!0FC@SS$fDbzRs34q6lm6bv}S+@@l>It!>t
z^6^%&5_RZ4yiOfYE*XdSv4bc^NI2ixfl*dX|0(IbzqW|MZVwp?a_Kwra=i6l;>n$d
zqq~Zhh#<*bpwC``Q2gUk)_y)CHkgg5>uch5k791zNl40k0KArREH$4H2+PBzb8*&L
z%7_=6uum7!yrGO&>H@@`u`)|Co(8Fp10pp+O$(w$7a6x@HdTeGxL@2um!&^PZ5J5R
zI-e_}zQ^JmNmq}A=n+-CQ<KYBUke9hXYe#%#xtfmKFY7)@zx5C`BT}mC6<yW&(K~k
zWMK6;gdHwoRhyV2P@}ki99Mt3jfZvlZ1}c{8Pof*bI$=TxnmjTL=EpReV0ccu+vqp
zqGd}7-+h|Nq<+(xeBd+ooAnG2&g2bke-;nX6MudI#{Bnqu68?_#w@0F>#-suC=*a^
zPGdu$3y&?xr5Uk&X8QoGCzRx{Ohg(NA+;Nb5d^3gDmkD`<ALgP2pdoF&U;Qy<PIkN
zoRfYTmF%AE<$C*Q)_u1b^NdKY?e0T%RR;-QZpYVo5%b=qsD;_|2COt#OW1HMp2~0o
zjpwR(MJ~aeH<!rshY63C67tTszbf*oJas(T`3h2@luI>JnX39RKlPu>-rl>60Zb!Z
zoWo7!&oMW38o81r<N_(ZK|A&Ci=?_v;SyiNncjL{NLd7c&)-d}`7LCcyScymdxoW-
z!f;l>V-3CJO5M0ZvKXo;#Ut%Yy|a=dZIN7^H-OjgF%jCLA+(|pb-+osGLcZJ2w{`~
z&!`@T*TiAESd1*L3BfrN<!(Q+v}%;gXEV-GhpM|5^%EZ<5C{l*y_g=mkMGn6Sra1S
zjl2T9hQ&yga)P4Oq((f0SoC8WJ99}fwpU-|DN_$EAua+sF%jV%m_wo|wU_eMrC*Z2
z`#aoGLIR0XXnSA@y2;^4t#ZoG*U=q20$(5jLt-3}d3}f<HjwrUP3*pBEraivNZRx~
zgd!n+cNb+FR&emGAQ8*E=@A*J*>Zs^pBPG7-`6<STgg#N1qo6aFSWkTo5?Hr(Ed4h
zcKEnUC}&JkHp!}bDrzGU3q-VtE^xo6fT+|ZKfA8MfFEn!$8^|_((7&}qM;6%*Ml-`
z87--k*-`f(@nwyCZR@5nZ3<o8E(FaLq=*AFii{-7LJ8G`QdxDH{M8ON_UU9mU<j=>
zUECDv;8gfH<^@ynEGnmTOFj)6E750aSexQx$aSMBZZ9L^fd)>k&=Mw4(9qDtTjgi*
zUw%IuvM%yw<kMWNTfwVG!x&%?QXoIbnWkpG=#}x|4@O$@Y6#{&Lh|b;Fhq1=kMYpl
zB|}ma;IpVoCYrPik4qymTTN%5M%qTJsT50@_-F^Bfm#&tDIk*K+xtD`qa#Q*3?_Ky
zU1Y{6f*ue4)Nyq9P7x;^Nuc!zvf(cy3hPIG*F%2_ysn~>6SPvrD1JV-K7TLGJueZd
zeV8%J2C{g<Xl}jwM~mUk^&8pt)mjFmMlfvmdXDs)K&e**eQjt9?C9?;W6S^rDUZF+
zk;;!Ly|Ei#hX%V-jPIQ>G+WG^-{(PD=H`-sp0B3X5z-z>>KQ#(WqyiY8im2_;E*<i
zVC^LO+8ubrN_u0|2m(&@oxO-XJvfD4x|J93w<);lrePFV6)b$|Jh87%;KElXYLh!?
z*x8O@U<~3@WxQR#>fb{E+H5w~uV2raHEY<ve?P%s@F&qH5{Vc;emqN;F8yB>7x4Ah
zU+0cH?!ag?VltV2wM=hsFM7Qm_|aSVl1nc6&2}vo3nh!MMt-dnX&{3`Z||g{MoWe-
z8hMC}P*oSPZ{Ck-{wwGsTL`_XmD5>6NSBGIa`-X6D8r+yCw(H6Z1Yms97lz{jRdof
z^e8=3-W`f82>m-YG1m}*x!jF)-+rP(!?`@hjn$RPhlkJMcDTq2`WfW)^Hp*hrz8SY
zNXR#)F@5q(hL4D3v-4%n^h`r|#!UFT?R*fj7rViM$|zvoeK)cBtJldn7|kVJ6X+gL
zL*E!F5h05(RkYJlRE?{rma1?S>DqAIwYB*DQsVOc=r2t~IUtc!&N@D<KF@2?1bPio
zY;c5eq53HIYvM>~j>RZwAto<}LR%$W<=^A2R?%|06`RG1)FYwM-;GuuL19cL3Ev7x
zl!c)cXxJUqkEJ3xtDRf0#@NsZPV>;{OUcd}O5kKO{sI|-tZ4j7FaC?4BJFc0j@Qm1
zYIUI+?nB_;jeqzYJb^j{L2#?RC{7)tuu8%gP90B;xtni3d585zFHt3tOvsdT;d~h3
zb|t1DAQcfKH_+~O(du)MT;Su@>FqcQOQ<^6mzM$x+`bxmr#3R}n4Zb9a5^vRMfzSR
zUfp><OU@;`yc=Ox6W>UEWQ4&3von$B4<OPcLzTA(d&3v#`#geBq@a!qRCAi-&QijK
zR}c(%QHK=}3<l{bd=PcY4VYRt(-31N^y>~{GH20M{S7;}Z{sVsmIXCdl3K>o6k%p#
zv!2{>z1;NrjZ{u*=UcOz=DXHW-7%YKIw|>`O#~-Tr)`~{aC0MOWjhR3vhk>xXNP~z
ztv_7N)*)i<Zz|@k>5+H@LcU&6$1$fE)kkO9d!&JDge|C)!zlY?2#ZFj`8M0b1m78s
zyy9jMZVp^xAnHIJSMK?QWjWVz&9q`_Ix`s7+sdbU8<9^;=Ejp>bHC^*9u>ff&|ID=
z*h-ja5}bG);rP#(xn&w_2fm4{vxAlv2daK!F!#85slEZDS4ZlITEaYHM4fe1$)t>r
z8AX~h6opWXtNsY4&9|_%VgN-ux+qGq!<bO6E3#2~6fVS_!!$@uesUUjZz>`BmGwxS
z$MM%4q^lsDh{VT`h(f3|pQGpN`P8;gperex(_g<uY>j}LAu(Lu-buk-PZ2h8_RroA
zM;xd4w09j(huw!#sN`hzDnw2bX@n7xbsa63xvuLv9yC11LzQpxeEiJ}*X8|GKNt*B
z+VeRdbaintVCTBnG0a#0#nM>QaTl+fCvj7B0Z*UY&fc~n($cl$xznlXX{FrfLMicM
z&?yMlMl+sVp1Jijxh5^brb5yTvFHU7BGM$JB*!E5NU)wdN?3RgULkazXhoVF<Tb-d
zUbx{ZQV*WMvwQ}6Wd<bm0hxlJ)k5n-H*g@kiq#?kHzmZ-FVjGD^kc{*@%VfmcCLPr
zykn;jOiaRPkRXuiI42fzeaQy|gI*3_eG%P(t@va<yrM3eKi`E?TuYlx$l1eI(w0sq
zY4UX_jRtz^n`l0Dj`|}f3D3?T|B8jw?5v|^*G1%dC0?f&xlTs@6@_%wCvbG{3Fba_
z352#15waYKD3ZmcZ}UagP3-lqV|Dc*6hR|V?iOaN25>IAn|<{rhHD0)(F&0Yq)ceH
zVobUek>tmq>%oAB-qIJ4g$_p^K8DWnj|oj%0v;Q-6SouSDZ!^U;!L_6QRF19+I2av
zjD8D4)8|y`$I>Tk0ILe$q{ZIMtE1n<TGhxaOJ=cYU@xO~52dqDA@>fS!KUq9%p5YD
ztoai;^29g1s=COm`xcWP8NrA1Ug7F|B_$!p!JEdRsrfj|%DC(JexB|-6=P^D0-Csc
z>}70lw{i5yhe%paVYkSMXisHjqmJ!a5>997nRT=SeTf1~l7jud3KpamAZQRUMkzvk
z+ZEKl{UISM7h${ideo!x5Db|{NX~V5_I^fN<yr&@esqN=5%;|uNy;S%V{!;|U7)f2
zLE>^=LmV*-fk;9y7^JT2Zj!=&OjGzhZ<EJFqDlY7Z)<Jmz33F9*>UniUVg5Uqg&4)
z`%~a`pU+3hnRAFLijlv&5}96$BySMaIuARYRYdISU}Cn1_-EE};oc2=^L-;4zmL>O
zsboHVIgfv`ftGzj!fX~M`3(3|ju2ClM?*v`9aAshZZ2Y;M@d|RfG@)*V{OZ33=WWr
zP^lUSn(DFZs|YW0a`DcaS$OqmHpV<kZ@!tfqAF}Y8v$<s2@sHjR~_K3x^w??0x%E=
z{N(Aob?a7~PABjeYhO-I4ojCVWyz8y|0^?ttX#R06)RQ{6B9#IQ`4`O@p`>Tr9W=E
z{_@K&S+r=;FUq*x?w_)%z>fm(Xy*OoU+%%Y>_*~C-=oME%DRJ9+-izI|Jp+|-|!N$
z&NjNgOr|I*hD8UzM`IP^88n}A`vJNRPsF^jgp>peCPyp&773;L7WRxf&;5}DSWOUR
zS0mS#+fj>x*yK{SwKz!EYY~bfNQ@nZthf$UT@h7p#q!?yY)naVrfm|_;x|#&Sc!lj
zdE)~NpK>>^?ff3|wsMA+$Kr@Kaq0LaoZNJPE}w}7cQ0rBl{48Td5^@-i)4nrg+TD*
z@?>x2D!N2bJnKKreX=x!<|=fE3Cn#9x6O{Zu8}(X8*~Vh_*7y?CyPSq3!$*#FbQ@e
z*LcSx_my+u>^{6_%gF3!Ah%yEiim+QXg)6-+(4!&f+L$hAXwCjvL&6&kiPicVj2?%
zqIEY@BQHi5D#GV4p-1FmWbQ;FY|#iE0xYg>Eb?Y7BNa61n;5r0oIy>Ys3tlQdbc1J
zWr9RPptpt!LnO}}HSy-)@zm|=;M1fM+7CpMueKqt3nkH$j>T=qAhF{0JMinH(L}@$
z^vl`YWJ8l=#ChdP;+;Y=zn;M{VHfItLQW^QvT&7$i4%R4Ey%~eazFO)6P#PHko2#L
zkOaM))pWAC*oh`Tf?apLg}Ai{L7&msn>V7*egt<_Aw^$YM`XJTi9ZD8s7uf+x($!{
zG+t{ts)Q?OE?&v$@Ct@M+)e1JO;jzN#q;f_5XKrwI}<@}OCpt-b$nNp#C?x7F>Lz%
z?3hr;7kU%3p6cY46G28+4yAH*6$>xSBC4y0)wynNQ#k3`DPaAA4nmHE;E8pR77;<;
z@>7@=O=kR&H(Bq^pn9Di+kytJ>GKiynHO@$C@018G{lP}Bu-6Zy}XbipB19ji5a$R
zG-qDej`y2sd~w&84E4J4#6+`5TE`l<jZuRnv_*^1@F<A_AE&bX%t>g%*n183Lth~Z
z8NkK9cGgyY$#a2mbP44cGxI4bmynpJ<;5cnID#%R!cLK_wG->~(4b7mq==!V&5d{e
zhopHcD1OC^+cN@Tq>^Y)4?~6)@@1zKdy^6S$a4%$6fpdxld$QDI1|QDn>3bg$5|ZS
zZu-Y8reAb_HukI|>BEOenYWQQK3+{$M;-1~9f24(3FRkA`CuD~>G=Tof<BhF-p%`w
zFCZ7nestg||Afl;z8q>^L!uy*wTenc82Zp^*J1AH;OVs6`QCJ%<CZEsK_37Le+dht
zuVs|J53B6k2o-8spd1ar7j;kL5>Mt}bv;GxdwG21OipSG$yA!@SE{C3eV$#xVT_bd
zV2C!BLAP(jSfV7kq6V?Ihmnd=6r}Z_P3ezNV8yZjJmEQJ9Hs!B)lJmNrL=^fWa=A_
zleXy#gaiAbY%YWN7=*n-1nK=@$W(&+_HgLno48_4d@Aq7YKPfTNkoa&RM*!sv{X%)
zTuiIVLlZ9E71iL9!xQ2C$WBn9Hisi=GUJUBVV6bV`(Oi=PAA>%Fm3NC<c64EeP_3v
zDdfbek8xY93|PLH#8JZ$E2Q)`G;{EUXYkm%nEv|nI83JzM@QlHwG*nD#~V#M>8DO)
zus)toxSKxatGTi4L!R|E@>ZCHRS9p?Nhe=gHt<UL<G8K0ID3jQBwRu;;Kf|>49cjf
z$U+9==q|?VY(p3G7cc*o$~%$!jTkakAP@*?wYRc#>vYD1q!1Z3iFK80xhnf=7NlSH
zlO=ffTW_*z$ID3UDYRNlTpw*B`;~84`{Ev?brxEZy-a#?5_3W(k^k^AZrdzD)aN8c
zxhf_Wck=$EaEh~&DLC8B{NffisS1c1AI*7LFQrEg;CI^5_V$wRmvQ|yU*fTrll1Jj
zJTTkA!1Mx!>?meceH*vm_ADj0JjLATbc`?GOWkK*6EbTSo==}A*k4B1z(}Owa#TN@
zM$~1ac9N3xo#!!6orWT6JYm`;2nA9cE!!y+9U?wr`A-7R<*lRJwwY+d?Erkl9bCyP
z2>GQKz1@8QufGG8G>>am+=W4D;I+rz{6)E--_MCnUvPZO$H+~c<aKq^nW>|>T+Y&Q
zkpxDp;Jvp$h9g0&&H(LCbs|WQ!+JiI?(^MDu7P};kY)Yrx%yZ>u~B=e%Q#CykBsU*
z$t-A9g1-+fEui=LIIm46CTu&Rk|5#gz6{*=0$+@Kl$KLF=!_UnVXq&(ModU}5Jh%?
zgY`}vLtPX<^Z9?j0Q_^TzqM=E{uJx)&qX65B3QI&5lfdY{a>FO_+KReAAkIDo_OMk
zpB?)sW*E_ebd&{7dajj|+o{2R$WO+7_ffX;1*`|#Q9Y{V<h(rk)zy;|vlOW`2KRS&
zQKtrBh>~v&lL$Z7OWws}d^@s}o9(T1H@9JOn273@pmHi%*Czsvqm#k)R(^1((bj=n
zAVwR6T4M;ihV;Q2VxrWeW`Hh*3P(L^u>z$~PKT)-S5p(hdK-DkeGsLDBJq@wW;Gx=
z7Rv5E$C);D4v&ofF+Eokr8M+BM}g)!q~aex2!a7G=CbG6VW>jvFfgd5mcm0xG@YzP
ztW#o0h{axZ5|iCQt09D*f+*VKLP!nkLwea^>JC_lsJ5aXHkg9p;mDL)n#CF-Eaz|s
z!w3i?X%bk8a~<N!5+CDN7bCUDk}b=kR+B(}SRX#K?j{iD;*yYlWGQ2~=qaOK(Tz0B
zOO&({u{Z)rNgU+`bu>uNGh<sOy>=It5mK`CWrz$$j<t8t+8xQA{YDUaA)W^X>u4<0
zF`(It(XXVhdl-j<HbMsasXG@%tk*-lyBSxo8;?STULVE*vzXkd45EgY@x|1WOnNwl
zZSG>0Epc(6+(Yas5u({1Qj&(E-m;ZLsnu)>4KV3=7(-NU2IO~fMP)P!NgQ7<oPaWK
z0rsZ7xISKs#E{OerB((i3@F=EkncQ-YyWPf1LdeD-iBnrbu^YgPwyvN$XNang2)8A
z?;XH`8Xt2<Mial&kEps2?U#tzxGBiS;^o-Zo@VRw8tSg-WUIi!N~M$a-Io!TeS)#y
z4&s>{xL+@(S>KAZxd&5CJSTN_u1olY6(tM!N?y(FDY-nEwT(S;AvtePV1HFB$zL{-
zmNAAEUw*-msZyTRzQUUmS97+nkVVPi?A*GUMG7&6b{*f0-;2U2$GAC#oGE&SyN**h
zJ_YgXr+Dn9KK!6q$_`m7lSf`4S-b$(nnGG4B57|hlb#mGt06CQl{cHXgnpQ6yHWKW
zL1(**Ms<MG7fpz@rJS&f$xsSWJL~zP5+VX^eC2+Vm7irHt_q=k@pKY=4!RHb67MYK
zhr|;6$}p~rh$csSoD&IJN{2_1*cm|UXh$v(5EOLMY@EhXQyrrd$IvD_$I@LT<UDwm
zn`h)QW#lq6b|1>3J@mTj>HGO!;-ZpRYuSPT0SmN0t|WNu&Dc$a7~-em@L4fce!+nh
z8~ZFl8XJ4iNWzGdg)%iHk5Rfz6e1}eUpwu+?-LjD$dAupFvus4-3Wq^YEg54;oEo}
z;dHrr2=SNT&;}TzFF+EbV4A~Em{CZ-*w+XKgN$GODwP{!$!XIgE8R|h;uI2{?dVml
z_!^oJ`UDsZQj~fr(l8~b3mZsFGV@_>H!H^_qCX=*5ogDvEJ5J+f>w`QFcsmLMFe9~
z2tNNbKZLlkdk^rM!$O<Yf?3?l<DN_wbceEY!C1oMa!C{Fh`VqG%<TjWT7r!wc*Pb(
z1v3z4&7p42DC+Gk*xf>={csGiF5x%d@3xLE&aD1|rjut027@T{dJ3++oQT{g%ne&H
zCe1}G*V54aIEkUp)9UWw@wyGXo4%Y%!3jR@_?`&Q5aK)Eq$_qXQSzazw{GX{h$m4A
zwFm?Px~jfL8#Nk7!{^Auh9eIhPB7r5qx@sSGOj`>{EHJqZRedt_$J}%IDjHz0$yu5
zR<Dy9O@BIF-HeVMONb)mXXoJacz9s+0M7Q2kg_+1!3pO$b>$S^TlOLDfSc>u?&G7V
zSGa8Lv-Eqa82P|v&PTZzI{Qkxn`@Z;<zBiaF_b>Dl!}e7)32eOHw*HpXgx%zJQh)@
zg9k2Of%f9l9IMsxgH_BZlb9uK23}9{;ghuUWJ)p(2P|k!LHew^8%cbBs_(vw=z(eA
zDMvhEK22xdMptdd)+d9m34=-b`f;>l-b9jf89k2gaC$0;G2BT{;X}0dnTSc$!EhD=
zV6tsQEHt81j>bVRn|YB%JpG&3*X4FGcxpa(-Sr^LX8a}Y=84jiyt(cT%nc?)&L9T8
zk?yu;=62N3)#9W7ysH?jD50S+m**}tkzyBO2njNKd4J4KGo9a8aG=+KsgII^b`Q;}
zI%+DXaWX|lUfQe7DrsYXe<KSVpqhOTXDkgYzHowFWm=-oyLkJhWb_|gAa$pQ(<$>X
z_f!%tvC-1Mjh0pwwt^;{39a;4qj5cb^uJdCW@TkjQBeW>MfAz#a%Rq)$<n1unLK$i
zB9Z9-U+sS-|EeY6U$X#yI=CMb<A>1e4n-h$lAAB&yBqqD{YWQ*)*8b4i8%AjFiLH1
z2H&$8t4W1GCS%;&Zz1znP<P}(qP<WhlH&06(8n)AppK<6Iu&PGGgYmH?2tNHaS>__
z8U&YKPpcR{E&r6!vXN9b^xzT+Y4J4DV(%rb62i(Y$V3w4Ivt*99h!yX2}|naw5Nm%
z=Tyv6^`*3F4Vg^^=q9G~W!G9NZmq^tRZH#uqnN5{s8f7Le&VI1k6MU6F%E%1K&!uk
z>OBwB{B0*~<rb8)`eB*Z7l~Sp(cDgoS;&dV1H{;tP`;~_n!;-0TmiJvIx@4uIWO%)
zlpu@%iGRx18bl&Cli@j!Pi@5)Xyt8R9~|yY94|{@`SYg`%e3V9QaKdWhXR?7L%|x(
zBwZvT{36D%T-2g$6izW}v4)`1geIn%>Br~OP*Bd>)3&f?^^I7MRdQ^)2#4z;38Ar!
z(9XntxSDT_d$1Ho(AsDwqb)$Pe>h(%+(ZV%cxAEV#H+Aq<(M5_;)`k!ioG=ABHUJq
zK$SvBL_ebQn%Ed@LVv1@mH}R#oDxFqYiD>P5Wv(2rpu+wtg2`0EFYU=lL-B?fm^zZ
z=!o&Mx=xKOT*|BAsmOw12&P1!9&rQvbO%W2s37{Ab%=H8nACBIH|#?sS0Xhiu{!-Y
zh7KcR@hZCBolo(;qul2X;bCDHuCf%=-h6&g^iXF}@J-Rv99i@&=TFF~xqmAS)kC;6
zUBef>DcpL_%h9Mr44qCGeHxp<z=$(LP&5~_C)I>nA!B#Ff=6SIQED7c?c@W@-`R?=
zHiK<l(NtTVjNk1-RBB{Z>36J~{~^kwH9T|25rmiMv8_4ErD2_%Hm2iK6|o_+gs4yR
zx$@Fb#FifrkJeH2LoX+SeR*lpbe7YL&-4**bl-?Km_ew-hcsxVQZWd9vV!-5H}h!R
zRam?I#Euxp*>iSM6Y6-YOhc9-noIJO+_PslTT03pZ7k(J^Krhd%)z(1jN@6?V~h#M
zA?c)_<2#O4q><|C;NtWaGEN$~KjZ>|1wtw_RMaPq<J#oMQHoSFHs4D~MK=PGip|<V
zymRh77T7yjoO=g?CNsBh+soKMJcBQpg5}c}F^MgV{$v+7`CjIusFxA{DKBwv%YJ04
zSme4?THR)9s@Aa5SA|R*gUIjT^PGo}|CNXU=(K)~PoP97O(#N{NiZ1Xqv8*FyX-xL
z%2={g{cw3i5Oi=|QW&S*@YU&$aa-M(Y*u6fEpkyjy)F^%+R=nohSI;xM8NN6uun~_
zq!okDjaV6pCaZ%ww-3KijjObWLHSM|@||VXTTh^V<6E>j2AtvpNHgXl9rG}rLr>x_
z--=Q^6Bge`&|)L_;VR72N8+#EhFzf{s;w8v@m6?o6+&I;&tIl~KeW|>QbRLqkcy*l
zyl{-p9bZ%Jl``kscaWyc{6}B;ze-)#{lpm`LnId?Ut$0Nt4v8mK~z-oQR@LJoo!qi
zI*_MZKVVXN7eh_`@OL$13Dpo2Xh1I15D2&k(ab|B$f3LFG1M`WQAJPx>6(gV22>$`
zS+@82duTDgN_@zZ1bhx$od*!f!jKt%JHfyU@83qtzH)3eQi8r}<XK_{+;<;}1T}Jj
zjEZwszT3Eth1;C0n|PLl!9z(Sm!rE5k?SxK+S$rSF+#$}r4Zd(%d%Pv`$ENhXVnot
zd<eZq>ha3mtW2<w-R}}2Mm&T4jfK=zXoyG`Q}=_J&Zb_bZFnCGCvk6UM;Wdsu>CER
zacbN;1>SL&vTtA$GyONy{dob(*a;Y>eEQQlH21uUiWCIxmB=!$X9Lf&m>*-bHkh6u
zT7NrYk)Dg}!;YE3%=ul{uB@_@tM6P&biX7*4WYD}+K5zy(OuQX!b_KM=_T_K2n2Y%
z9zOo;J)&1V!+};AcfIu#q78dEkuZqTch1s{fZhc*WaE`wcBq+~Iz}>IoJW577AoUI
zIPMbR6U5OZOdu`)3nrdC%=07VTw&3X9hc23o(P`!_$<c<7_rsXp)b$CF3skGzX7$+
zNBj6Lx*L^97FSVfcjEI#F>>G#woiQGzgGYX{}h~5AP_Ko_;8jkUCM$53;vJ+{JZme
zoIuLU%YVvxa_ZEn-<1)>VzIDoK{WQBWJbxOs7Z;#QRF}$^b;1-fZLfs$lYposuGYa
zdykClSTvdt3N`Im_q5}i70=Q8hLP;Baz(cTku-?H;~^sAZtSb>q@zbf^NbNhe6@*(
z`&y~jM54~lVfV;)d9-#tEzQTU_15t~`aQh$!E-40)zUj9op<kEO_$TcGoP;{+$JQx
z#*NF_iSXtaYLy)v{HmO1Z%8Ip_bTJQ9>>Q?&(iV5J~UC0q)r@7XhteWJD*2cCB=PC
zkEOYVU@%Bmpn-^#3=|XXl;p)Qwo8FhJA$0pA+(fyh&W;t4dQp$BZ;Qj>805s!(`LY
zUz*M$_XR2g@tkSuVYoLMk5)*8TSd1*%6^57NM#fyEfwU-1Dvs{XzSce`^hL4d{&M?
zZYJHI&f$d7_+7P(3d^BVU&(?&63k6LyghMvJqp|&5QzMA^l2rpD}~3kFVd0T!!Fg!
z@Ocq_gBzhX0&$X`c2^Jejh%eZVPgDQKQW4dobXlPvzHST`v?Xc1Oy7iVljTN5Bv@!
z!5})346`B%g+GieSp<so36x}9<akLBv{o=<R}w?pWeDy+#>Fr%djn!ry#W?G9o#=1
znnXfog&Mi4a4SF9WLT?(D2IiSvGhL1CQYHY_(@EeqcE(y4OyLvfG-*xP00H%q(kgP
zUA>2ZqYYV@5}{U&=VUvNcZZ>fl+bmyohv(r)2i38p~*v7x)<H0c1C<Uf^&_bv@GwS
zyT6L+jXHGkHs&2orB!a^+?=Bf3wMxk>MDAQo%E4bQSR`w%b;UG)DN5qh<K^X#f)qj
z-wTeS&lt&tPqJClYNln<S-yPy4(6`ChjINUbFI`(_lw84?@&Lor5%hO)=uYnC$TaE
zvxj|6-tN9EGRC3GJwaTOlX;Q|uJ|?`b9g0!krBMCU52Ad$8K#pdo>SnThCa;y)k&C
z$@p>_2r;ikrH~@=NkJ~e>5|~cpU4yELfF@Mko4#-u8qmytwVJ@8r;lxuf|~aDF`lH
zh+Qe6pz<5G1m_TJ-HAw+K$NTmhqjL7+9aO7OUv5=6Y?wiV)Lf(p!zbp?OPEE)u`HS
z_^Q^@-v0?Ed^MhLdLVDvHcV?@<(^UtLu$Q@y?icPHoU}eRRH<)X$)BWGy=(ws|p?E
zpP)#d$J;G?sdaTSL=i;gsbPaXz-yWJ5-AJ$#rvhU^Da81eb9(wuzGuV|J3(n8TxQ}
z-<!ClVk;$$b!fb&7#E$$k)p#W!(vcb@-aEv7@+RO<1$eh=%&dWgX!23QtE<)UOYm+
zNKdj_Pi&wCr8a}uB^ttKwd3CN1D#vq5zFk{>_5&`cRftMJqIy_$dGGJ;f>IvUi{rp
z%a)G!a*<?TgQVF53-2aabb;W(eK30-G?&6BpTLS|@Vn0u=s1P6|NRJLdV)?Hfx04s
zUN?B%1U*hHyWgUF$2kskD46%g1oYEB`Nv=Qe}gXTdL-g-bc#^`Z0tP6r)`J$IO|$`
z;%-8N@pKm6iaSh8Y}C^T1Va1)J6+bV@wOgA;ZGtUi9;7V347-m0)8jPq`5zH{^_uM
zj$D$ARx$kV9^VB=F&iddO=;f<3|o9mNIl1mlk!o72N)n5LXEeDrB8QqXy{qSg=S!n
z8%|4i9o~vUOkx+8T3sBHL7`7cNO%kiwE{`=MWl8KQ4$H)&YA=Bm+)N2TReIC6mp3i
z0IWb$zn3A6?xS0&D=Wa|3un^h5hy0Epr>g!T_3DNf95c%QTYTHT~EN(g;EkqY3n<v
ztIwm;CSaU*_-E%32)b!5UPegtEhvp6_=r2WidP}%r?%@JlEYpDU=uGelEs7&`@84o
ze9>8+e(^DKbMkRG9Qb`c9=PifLX4rmDErM@&mw;J6%IHIJn`oJm>&OudkrCsx!|GO
z86+;hhVlneQ3-~V^w}0pmSmGCKZUuW6|X~!FG7LeBSRe{CPQ$6_j9#KI{R~DO$lA?
ze$FQgsMM!(&E7~h8vwVJ&g4#-0uq{Mni0trT$@^eJvM{7wddIR(lh_P0x&HtjVrFW
zf-A1Lf~2IRf2d)r)k;rK4@RRAwOaj85A=VEzYYU){``6J^74LBX49rk%$YOi?+ybK
z8?Ix|wIiuI)51V`U*y>p2&@XMT^WQg_OnABOZOe$FyZE0)YrYvX9pf+Y;!2W3!O9_
zufQ0k=E$2fc_8iv_PQRVZ(}5i=fA-@I2XS^ofB)mqh2Y*9_>QhC8oT!4VgqjY*ISy
z9xFbR6`RjYVSy4RMRIi7b~MtzT&oi$CwO`7D@aT>3<pb4OG3!GE}KY!g4H_@l2|Wc
z((Ef4eB+fULySMwYxEwX&h{Q74QqZn_7S%uFb^fh{w?F8)?n_rNJHap6h0pUZ64{V
z)2KDw&EYUH%XkU1ua~9e>qt|W8E+OLB80u-TGFIr*x0xqS(uU;QG=PL>BkqP``O-5
zOSC!$r6_>fC1-Q-Vfw8ykz&yxaTH?+3a}UosFZ6N9Gi<(Tu0JCBcXjGXk;G|aVgZF
z=}+I?E;Q*<Li~Q#W^ZIq{R!sgPGWX_0AphqtyuZYdW>VeI!1K}&{lfs@zu~nUwo<r
zq}|nM^^w@+cEmP6Zk+^8NH|gll-9P8qtsya7vT@O$XAU*nLdJbVMVAb>xs*<GiF61
zwoP4>O0CT7GSL}l<n+M?vYPxvgh+TTR?KZP4FoT)WkHo5dApEnN9xHajwjj}h9P+;
zqViq>NyD%Yj3BE2GXzf`!MXDTy!~@=iT9yZ4MtE=hyUa`##D<4TNXjwyB#d=7)Gr@
z&blU;_&_ePEuF}A#&WDj%BBT2R^2h3CmyQeVTYV!5+&`?HXeJdfYn#m(>O&*i^<N6
zT@V*&<)b_a!(!|B=A4j^JSDss*Goj-cIGvNA)omm)lZbLrM{i;r$tQ4J;g2GHt@sJ
z$58kq*tTFL`#jksg*(VBJB!yS#r4P_?t1QN7B!D!?(BnX(F8b{-XB@Bm$B=*m~-Vc
zQoAE)_R8?-nz`LM3vWQltG*&Cg#FPXz&D_pa?eJ>0$Efm8t_}<C~NP<?h}I8M!DUK
z-<QW6@kdw+hY-4H7rJq?5M;(uy2p$y(!#}_2qulmp>XqA5*!y9V?4)u&J1QR8_T%p
z18AIn>Ib9{o<5OOcL!GASt6tEC(yVLU)@$}2j0sg?~Uex(4pisOK~lKnOh#XjWMla
zvS*LvigPb<dcvaw_HIXe^FxSp@@cO8l6(DjZipGrNL@P1dmrVFdO7=bN!*!u`7hor
z9$y>P-Or-bE+JMrfJ?Ve;nIxBEK9$K$Ex>J($Ge-!p)iL*N{7<^c^ylBS)>gFzret
z9q&*jFcKFquv<8i*WNgfzFtPbg=S)G-6ZN#$n@6{85W18{{^C_iEx)?()rCX+Ed)z
z>#5+TA;Xv}RMF~ilNjT~Aw7v~$u^{h)St%a?<~Ug#dH(}Zz2?mVAu?TXHF5kcmXb+
zfW?>LYIq)zv4B9$N&MZ_2)ZH>%3}~^4hE?l#8N!1ZFGJ30eh`7Cf*Q5%r%=3Dt`H+
z{?Fp^wbEhvgjnN)zxsctr;?7Yx6zn17;>Kc(bG8?#M!zXXYWbOMiUXr<+wYlQHJ(I
zp-cN&{b0~XZRedNg}shI@b_nj2?PV&^5RUi6-w0S-N?+1tiMr7nMQ<IsNm8PDH&U=
z2nO4!=#xt0@v~&t2x-fYWOz~mo<l{1wpVc^Q9{JT>BwYy2J|(MoU9=<IF3_KJVwL*
zgSZl-=+cXcG56BpwGl6Klamul>L>%Eut5ZS{Wv<5@ZEa|bZVqS!tezx2sPmdG~tN*
zT#38*RkS1CLa0st`8oKUbQj%=BQBKq(8t-vYYb#25?cvDyo9KKwD_&&HkR``0)9O_
z(%+)D*Gy}BD*^#zq-Fh=Wj9<lo{}S_ROQ68V#FeX$M^DVxsm}UDJGSiUZ)@J03(sL
z2RUytV=)Y2_Qc^-R@6|_5XyxyE~fi6bf5i!xaLv>0uTokY@MX$WN0d@RvV}ciQ=NS
ziil__&ZuZi4+e-3bkez_nWBTOIIRXm5+}{a_WgT!0slRemX?x}lf%rJGugOt;~&w*
ze+z#d2>PX$UgGY%@BT%ZTW-09x8Hu7fddC}^5n_i)vm>2Aws94-Q2^WXRgOpUx9YW
zBq9S6;>Kk2sOuOhOSd!UzPX5ErPQwdmc;SP2u;k#xpy0`>Pn8DZpNzeF>I&~rJxC+
zLyb54O3v*#KyPa+1y3y^Zt7KBVY;5@rAeHz&fxJg?{SxYBvJAZw!6-;rSTX-K`RDZ
z053w4A`=-9Rlt<QX$+4ZfmkRe7z|R<d<#j+r#ZWMB_Evmfd-Y8Nw?iXm7pG@$iPs=
z0A^_>BNB)R27MgqnnPCDyMz!!H!Zwmc^aiBoh89WlEPjFz}9h+CXIo0-jf6fGS#`C
z!}<sc1amm$uA|;zM`I5o+gpv+Awn$Dvr1ILgy?XZyI`NKm`7u;VqjMhJrPq`e(+nS
zM33Zf(^+O{^gMs4iuuo1(Vde)e2WC5<p-SpR)QiK4w)F4DvA)f4nG!b-c}T&2N5}K
zF2--wgbD2^bG(>idMT5gW_R^b>`pmj^2c!Tuo-o=iKK&#c*R~S)k`sUox>sW5;NgO
z%>7-+52^5vRN=#mzq1{hs*x8KV{Pt56VeB@{R}p7C&P482xKMkQg<Pdoppq)65|!S
zx#=k%opW`_RVref3f|jskc5Dkab^+vWD)j(r5yG+d11GoK^Y+gCnU2f;SxNb-HpW<
zjw?4Cv1}ai<FBXPQ%>*6_X%CM19P4nBmH6DVGaylz#ZFHGiX)>BVMwRD;+?&N5l3W
zFE=iBP~e-urtborG{BS_I|)Wy&c<CAnP0A;F&IYAjVBm*q#w;@GgF@`z+Uz>&wV?P
zIfYINV>&sb($eegVq|m)V`SaDDbD7tL>KR?N}1Yo1;@Uspw{MP*bDpE>=KZpn9T!Y
z7E<@x>%97<2}QGotM1BU@9R65ckf(=@3@~iy)wKqHM$%#Unc~(RyLW-oM+kfc@N2P
z5%>m<W?OI+S4Ujnt5gYHB^ItTWz#O|OQ}@P58`4XV>Pt4w$d%}&|@jW>XV=oB{4wS
z#!b5QSlgr7`Mem9#7$__RQz5gBSVgIygip9Lp@c}p+qS=35Xh*T3pKJyOac92x53h
zhCj~5>rxxaW(h`dG@Use$ds|D;^rY}Jx9=G;#rM=0bjp}ICLySqm#LiP|o|W21v6z
zKqkZK?Bwb9w_|zgR@`%@vR>cDC7H`fQiQY7d5{C%_2idJnU{GRYEAsl-YdaifV!>+
z=oCkgFP+Der=BM*ynu{Y0UF^{9z4ATfvJ=eb(^_=NEYdmJYKxu;jtMv&{+E!Zb<@G
zp@oWuD8Aazgi#bi>IExV#TDq}kqi*~$d1<1BUTW5S1E#3T{N0pybw}~Q61#w=nS&^
z^rgz)LTac6pZX+jeG-N_U;a2gpAXj$n?WikX!;nTDipb+&yRvGV*ni9LU6<-I4hq(
z96p&q)m|iHp2GI%QrzuL2xJ<Bk$E7L5OCPBRo8RD=Obx+I@t^7Ajw?%PrmX0HZ`4h
zkQn*`LV@)EH|Ig>y6z#?_z>>qJ^1Xk$c%$=cO5~jPDT~K5PzVTrtas^Do0~fP5(vP
zX2%|U{$4^gbN}J-ec!Q*6AK>aVuqaDZQ&#)9^%W(vWaXJlKZ}xwO5_T;Fh83OrUS2
z2iG;Dc<S1xf7;G<{;8)p`PsLGDCHD9`vf+RoeNvvLTF22(6yJ7FuVZoySK47-p~GF
zvE1I$fIM~#n(|Hp?S&8?hp*`<zVC~1cgYdnJqxs6G%432)n(zc*I_^N2r_95%8_sX
zV*K`owTKka^hhqClJ%!i;l&zkC#>@zNnx)d6i6`B&K^Ew9xMLgdHOvBTuu%TPv-j$
zJsorVaQSHijW<u?vyb*O+$=!f<V5If!t87!KpyfiHT~2|jG-zl9cDbjAm{a<PKzWv
zM1rfW8Q(3l*i#lD<?~X)3Z1MqR+3_uQIsR4DyAJ8O7XZu@eB3Drm1=6+NES9M355O
z_kUghe)idCzq?Vt-_OB=2l@2VPtj;J^!E1t!vp+x;LidtB_)O8;^Lnz19x_IlAfN9
z*=+v1Q^Bpxh-KdCQncYZ)?Pn>I<b(_#Rf)x+l_m32YHvPiOPwg>0lFSFKi@MoAOhA
zUvoXZFFr_JeHWV>+lUNtqxL4@Z)jrpwTno*?;!vVc`ovrZ4FD^rIcxwaI&$4-4{-x
zkt@+kR3t}eS(;#CrtT3cyFJ{v^CoO+H*%ef?(TNRM2+F*%$rG2w$g6-p4)eB<f7Zh
zoT*oGO~e)C%lgn0=w+8}KRfLQxWjl2dGbD#b>2u}SQK-(k4LSyVRk5aGwgYqx*sJm
z^!Z=RM{mGRS@)A%kVVrg60$_Lm}pT5_gC#<R!9J0-BC<rQX^Jy(r?2paU%#S80l(5
zC=k;s5hHRs*;XIPym%Fb9bPg7LAHH%mT{X+6eee)mt-=m*NW6tgF&dJ7cVxgA8&{f
zy(5UH?GRmoGR({7Go^Yu(LxW-@f{eYatN2A$_V4-Z@#7EVl{L2_R!;U;*Px!cg;RJ
zWgard-b!+Yi@MVS@<)P3?nNwcBlJsf`vo`xVk-8Xq~h2KJRyBaavdh<cQPbnIVWN*
zoUJ;~JiUVG6&k8V?S#DL#QDl%>~aN@WO}Z<{5CY{0dBu2B_>;jCu1Kk6$d!otK-_i
zAzWfEMJ^mc&D>0Uf-DqopF}z{8^UBnbTo1%J(0-bZ;=LLv3=CcB1t{HalPaX%wf{)
zEvR#HX)P3RA|U35@8w8eN~Z3pj$PSuK3x^Zq9+{OpfpllCLk)co6M9ZzS%c~#dr4-
zeYBnO@H5<ymB!LX1`;o9=8aep!OS9@0X?6T*75F8J=2B^Vc6bn+%?k9v|Xb(`+XZt
zkzE+y@p5Xfo6qLnN3_bozDZZGrYw_1H%8L%#t}y5*ts?QG`U6}?Yj#Ykavm;OYY*8
z`t=-d%cbliF}>EKh*Trcjf^LKcqNB*M#@y(JlZ6sM{o;52kbC7u}5`tthtZ|vz6Si
zL}r8yV7}rU64P6h1*Y=wm$3{!yb7~s6dJ>9gla89MAXYp65ZyaGd@U*-$<X9V#dT&
zArz`GDST|J2_PS0rgTgTJrQ0esgk+pJk<3qAVl3nPTz;|pIS*UaT?c^zRWFURy-GL
z=(+1j-0eqrbwe#LXI{tJH(p>$W(p%e_>h|WE<tn0lO*<=PP@N{hb?bYUth&r(bo~-
zb)kzH_p|4y)A|)=Un@#aJloEF!lt%r`l`b@@AY%B+lDZpz@Rs>Y{DFJL>0WSww1*b
zZ)JB~6FPqvsfKLUZ~uzg=6GUsBI1kHq#d|`Uz$MwNCRmBCvt@X^@s?B#cMcc^6+Ng
zb38Y76uCKlF}1rmv!$4cxoQOAwFG;e2xh&BDq;}bpT39f!x!<Y!;#0wA;X0<{3NQ|
z_agEsq4+q#{$p_$K8`>VL$Iw9$*7g|Ts;nP{utD^-iv$p<p}IbT+UFe7iwwo2QYg=
z8M8bZ`MA}8Gidg|0+VesLV*N>YTD0^_t<yg^>+}i{m~lhceUg0Ifq1(hD80BcXlx7
zr`_@qKEH`*{T&E}@;@C9QrC4C@gdJ35-R`U@dblH?zwXkE_B!xCZazLCC+EZ<B<?`
z*HE;kMm}q;Vo<w?$`N6_{miGoXv6&GQ&gWRrQ&=&YPkf%RX##a$078~2)JBm1`Z_5
zXeKBK(mcKkV|N&es3}OLiFi+ai2Iw5aXY+-#?L`GC<<-*?LWmS4cJ?8{;&*pd_J0#
zYmjLE62c|uchOVy2!_1p2?jmXcHM<qHHq_qO$-!Vic$UJp3c*3LyUxcCjZ0p^m{SA
z^E~gp^*VuI90j*riDd0rK1lY^TchRDp`o}|e~wR)kHMzE<&@zG200cMAS*<V*q4Z6
zgq%~o=O~xOV(gQK)TL&=M2PyCeS8(_LS+vk94X;ccP%}hUZi1qE?HW@E3@w7>%ayk
ziN~U_$<XO^|MLP+C=~wP4_7c4Bs)8six)5cLxcNwp{c2f%*;&eb~|(C%wg54RYXKY
zP*YRG(xpo|a^wiHv9VNCRQ&GvhZc*4vr{7oiyTMV+pDp6zJ)6=kLOoj&8QwN69&i$
z&bpqa_wT0el^2+<|K*oqFc`#JdVw?FK8>>J0ttCnp`Ni2aeNBSpqp208;BEyktb77
z(ef~JWA-2vitzfq>^GmG!d}nV*f<<L?~`wMgU>AAQRitSuQQ4FPrl3W)KN65IyljM
z1XD*l)-DTCvC({T$r^@g2mN9^-F`E#cE3+B7-S(W9MFi^Ypo<p)Q`uFkK*?=(QV&C
zwEnhVofDI70|JqO^@?v;#M5X9q2ATYy|wFk&{K#-IgC=j3cF8;oFG!%<h#n*A<sc1
z5R&U@=TlQBl|9KQb(<Lxn1a`>q4U;*gu6XdX!2<b2|*qVqW2XtO+E&TB|w{|mzbeK
z)TIJc=TFjX*~Y0kDO_v5k0=RrE!s)b=|r|vlrktTj>MhkscS4lmGLM|)n~9`#gH+Q
z<Ou`mJ>O0LSvEqVyqJSF0#XIVN-v!v9}xjJt_CB%*Ur;gTu8v!p9t&c#A=41&6>%p
zf|H~))-hsqJidDp5g%(O;`?eQef$(6rHr?~x|zz&b?g@_IM61fa)JSwaTj-eZ9^65
z<q4I9xTg-&V_HX#R70XQk?#8Qs9o*&RgoOa7n1E&AZ=*pVnENWkG#tKrx!BvVm6MI
zpAs6H%dTb*jd~4HkNCLcU><clq<9|b!@|q+ShQppPl+OE=#Wys=oI>36isarJn~oy
z7Y=<u$o^1H&P(Lfa~h^MI`}NL2X7w_UCjb+u+%YhUNp-N_OSh~1q42Ln+GTO82F5e
zruImVkFTNs@)SzX_3+ukds+9yqg3p+5@_%fovSCUvYI_h!`RxkkE>c0m@n!Wbd!wO
z3J+Vi3}95QfHP5}Xg;!<nBGvvK6WV?f_*#{pUUpj-}8d2FP*X(xV<_a54_BXoDg1^
zatDE06N37)1baTECww6<e%FNl(+WgF6BhX_bc6bErS?Wdjsd(~y%?9sOQNZnUGiGu
z9X=}h=~(2dXY6B3xO4fZi26vGps^7<DTHSeN{A0wc=KW^pT!C|)O(P{dG|8EVH;<&
zmSElU2>BKx8)N$Nj(rchLKX2z{pc5)Oxq)C5fsF;{F*UDZY*ZkO*446a~-YrI$rGe
z60;*F&{_WJPnli<K`$oTdYqn8cGPsU>e%;GxhxDw8_tZVJOq{oKC~yJ6t{7G!5HR5
zjN_S2uc4IqI3^g&ZOT3DXh`MUm#0Z-)sq@@AaE(^>~P@`BoM9g)8FSOB}7P%Tt|d*
z4`pp0_Ajj@%a}$~Wjlyu#KbsAOASX9u;K0X;fpIEWZWzCu6YmhTaV)_7)nG4cs)`&
zTO=3)HORAj&^%ZI0wL~0cOZ~O5U4nY^pcP0UN#=ZtR-0eMtTn(M658OPc20hHj}FQ
zAWgM)Ce3L^Iei0yKgHVnqX-0C)OFoYQrK%h{TBKI4(hw^Bk@lbs^5dvd7KXG8Vstb
zC?pxQ_rCu(ErWkAXKIh~$&EK~G1S9`XLfM^gLg4w;xx?SARFI)nX9KPW8KNkys>U4
zI+gBM+i+}JgJZ|HNHTNrXw3xhqDz~Nboc~1*Q~+3e=lLvl!$7o&|LQ!wvKfK+UpSi
zP>8vs8*#S<<)u2*GrmWt3<G`)e(l<I8PY*dAkf5PE_o77@{b}g81!SU{t$^a9Yy%q
zKh3KRvtut8JRdT`@D)<QkJolBk28&1(eTTCum5U-UJnhE^0?0|BE>9V(3I(fm-KSJ
zy&OwhFImcXei-E->F(Kd?blQF)@jDJS<vM~Qe!nEvL#bD#>00po0*(El4Y7vv|PW3
zeVPzVl1@ft$MQkdSxk{mGVa!qJSLYXbXO8B3c(t*@vV0Ysh%W8YKHxL2*AIqVS#`t
zQ>O633op>8PoIBiaQ{wh*|LQN3l`vZyAcQkXtmm(ESq}0p5425|1Rf`KVz|27!|AM
z!19rFI8qR&_TX*z(UUg>(Z!GPEP4?Ai_g;b*g`BBI%ad<-)!q#a3`&8?;$fh!Z=wz
z4gL<^vTtFjasquNNjR{uv2{L4>bn@G`T3XALB7D)xsPJmOq#r{+-1D(M~^6<hdtH1
z*<8AbU@%BhNHW(BxQ<ZOZ||=;@484`&s(&KqsUZ`W{hGC0KJX__yT4^)U$rIp3QX*
zho=a%BiY7l%;5nJ@g;VzfR17Z+JGFfG!#j^7KKNOsp%w{VM-3*A-N--Qn?<ZyplDA
zUgX5%^zPug$kFVnOT=*fCIWgT&AK6U=+sDrT__TJ86nC+R;T8iv!3(O7g6byOgrsB
zTfG5i#2{kBN6{>`(3$RG#<V`zpWa1X`2jlnT!G&liKOW`ogralU9lW>ubId`3UVfE
z(P$;Ky1O~mT1<MI5>dd9EG(8bwTzZt9}P3#r%5CxD?Axr;|GjNy_2(PA?$45!;Nkg
zTc#@sxk`lOpny>uny7eWDy@bhF5FW@j`0Ffx-^!ZbFu!(!5lmKE!y2x^c^>ZqXYD;
zh#rK)(S$r0&-p~?xBo2OG9&(c2|h%$`#M<s^*Rz_5;*nRIli1YA8l1Pl3*<BdZ9f^
z#$#8F;o_+ly7z@JrYV6H@0Bt2jE=C<6zl_n9G-au<69HB>ERL#bwla$yn#fXN@$Uu
zP4Uf0J|0J}u9Hn+BBT**NThb&H=Fr%cq%$U6<6f+C;0WJ?2ism{oY9I3K`$ua+bdO
zzFe9!oJ3_9wTtdxgFBNHkC?djRs=&Uc)(Z3tKlB%4kRN>h{jP9hAcFmS>ug7ES|*p
z)>Rl}TFN(CxZ&NtNHeksCikWBtreVg4<KHc#y)2}llmMZb3hv2hH`?PUm!^x%bEQR
ztk{yxkOQyNA|66y)-tp?uW+laio3-|TB@>%Xg3le4<%I8LZ#M6X{(y>tVV`e1q^xg
zO76M)Et>P-)wDEpDP7b}jAKW|cHV0of?#X`Ya0%+zxf2u1{~BU#-TiT8oNzL-Q6pZ
zw6Ec%CrS}c)zWyhfj*4_`qhb$_H)pi9nPM?dag81<3QD3uJ3yzqlE!<aZ^C#r{44k
zp1?33*t?E1?dOq(8Mu4!T_nm<d82$EWnDJL8N0cC&~ow(1NpxE6rUach7QAEZVIvS
z(H9M*ZEvA1PDy`bGf`2Y{P2ATVw;q3rwhHP5sgHHM5rbxZK223OR#@B%Qjp`xM30k
zfeg>~+Ylv;K$tQCU(pu?tR49KEg-OIBaLsr!!bz?iBl%ia<-7fNCEjtBAQP35aK_N
zY@iBpmJxB}1OipZ5f6O=^W*mt6nQWOl8IPyIr@nc5lSR@x@*~g$9!xi4^!?MgnZx%
zgxY^>ulnChTkm_QWdl*m`x6WXY3zQ25cO<Svi!fRoj|~a+4%zwcM;**rAWom|FSWD
zf6wFWXg<Ov1;fc(b`u8<@5O)c5a}@~eEIQbT>AAYhUN_YugB+f;BRfj*VROO?}vmm
z4aRfoAe!s%$K@AM-*Y#q;#(1%-bS#u3)EVABtArK0W?!CN0yt6`|#a};wK?8WZ@}#
z`$wmrlphTl0goAL&4+-1fX9R^Y$S@vDZel>o#i_`xER8v1n~0-cd?w;|7COaTUghB
zO8Yyn@wmW<Q6xrgvJw^*%jm{pE`;{seE1M*^D0??*Q?z7{pVEPQ^%0{E=G(`qqeLT
zfisc@nH-(Fn*@uC3#tgp)eXei{OmEb;fPYO<jaBF7j*-UpqCeH-*BC3I_csV0>J=#
z?FX5t8T&sk0Dli=vzb$;PVwT4FS2LP9%jv&#kb#n`*(}Se^-i%ig@<fXW74hKPHoj
z$jC^hOqs%p6)T93kN@ok{tAo5!nv8r<URTxvVE%&44RIs<2$4^e*80Uq~`rcFw6|Y
zJt&q_p$g_oUPi{Rf8l-?c!`wmCbr5(&=u$<N@Qe#Vl+{rzc^-W>|H>SO~)hA@Bi!}
zTg&5QwYRV;5W?G$&mjB<HX#2RX2%|aK`#c?)Sr%ZSUyK7%|R{i_p5b${$5(luMr>e
z7!@4n80#6sQeynEwDi1%tTURnpcYrWkhVY%>gsy-Ma46~qoCepr%@n8OC~~USbxEZ
zK<uDEZRI+HjKgIq)LnZ3hf+?vaR{wpI>gS4DDn&pO)wC8EP_tCmYVE#y45DepNhhB
z;C>8*6K$M<+~cCfyccJnhaJ&<8L3=|y?i^(N*RWUa~L_=h_Fk{tVbh$c1{((W<rD-
zly)htg^f7cyYY!+bX7R{;i1o|i5<jX>oH`WUh*<;;lrd>>dH>AMjgk=9Jr|MBweN@
z@B3yn>1k{fI1sqbqL3CcTip+DuLoOB4_6$kga}BUlEQ?LOeXpD{4gqw8HdUU^uLz&
z!<$LmcZTAS0Ji!j9;s;L$+h=0R=JSf!)BtAMsm@t=A2c4Wsrh*(kAoji5BF|N>mj^
ze0$?$UTz6;&JxL<JHIE{qC|CU09Qu%=}@)fYlx#EM8NdyW;)%)tXVUQLH<rYiT2Sm
z|0MFF0-mU=C-M3?7VPox>B1KD(POaI)NpdcdfGl4Onr!#<c~A??DRf%T=fihFTaw(
zW+~;BS%_#O-`>u{@w-`{>!tBR0!J?9(Hxq_b937$m)yjvFdgqN*YM@st8mwa5kGnq
z)5bT!W%m#;H4^yn6Hcp_WAHfmE?}UbZvzFwcMusf5f=Lywlk9{-+zzK-9)ouEb8mR
zc&_9*-se`7ryO+3{bXp8@b$O}n2TxAX%O|8aBJPDaA7ot(3~93Tfx)xQ7XA1(#@0@
z1yvK>T)1E+H*Y?1!9wKOkFoaPjYKqT!&8$^U#Xr`1Jg(>Xr{1t7#}^kiH>DynAdD4
zEkRD74MD~!f@FUA1#P-$)B+(}i&r7`^s=Jw)iek9v97p{J#|F{G<u@MHH^=^f$Otw
z;I^~hak#afO`{i~u6voL&`?5@OIWh@MdG4z8KAA^_-Z#<7rSV*RFE1Qr2nJ>KG|tR
zbg`ajZvv6Q3No@5kYaD4Fi;25<3z;eBOH@L>yAxKn-GD>=R%Y}mY}GKptBW$G6c!!
z$MAgd6y@)K%^7b3^S}QVO=LL1V34gh-A`huhh)8nhGVUS8%zjAT}aYX5yno#w()C(
zmMR3xULs`v!k?Tfs&?(?$SbQDaP<=UTsj4z_?J-`{z$xj6Ah+^3D;hQ(^HO6ASG0@
z@V|8ozlFop&6)*QvsP8e>Kk4`Csxq4eH&k&ynue$ByPRo@7q7u*u9c)?NTHzEj=r)
zCor!sz8F2-ckd$Vh8xihA5Q%<Pa#&wP<57Jd}Hm8*DK)1-?RsR*LkFUu16r#|DtWL
ztp<TeiC7W&t9|?N@e#MPoY&dQM;M7=0ROzD^zWf%!B`kPk+SqWPVC*!%(n9gZ30qO
ze~u(9oF~`3$AwLGtaxKN@0abP`RWF;T1`xP`4WCOxSr&LGJ5nPj_bn^x0q0S1Jp;f
z&?z#o_Rzy*EC1pQ(;Kj}+OdOne-BZj5PCf}9uHai|AqkkYi7)t!S~;P&&ri6x&QwA
z|A;RBpT=Ub@a_Bkm{yvJ{^k`3J4$ic&LPT~g5$Lhu+Iq+l5-W}@O;XxFXJ?hV+fc2
zYFleP*D=ajK$PyfzuDhL=hX<TA^7E^nXCQF1GL(AGwQYm#zuZjxcFb^J?HdPVRq~y
zN`KQ&$LhNtA=Y>wBH`cmlCJH%`zI%nKVx+s$L(uC!(dEJ`w42YkvS`ohYsN3=6zfx
zO=UxP3+2r|va|tI-fXJeB^)o-(i<q^ft)P*s7k0?Yvja>%}5*`+~N>gLv=W%4(v(;
z;bZ$U=A4d3jTGlV50dP9Quk(XzWQ@wj_pGtQsXnGvtATngl-y&+9rIKIxO+=JiKKI
zhhDO><n1WL(%;@D;q0-|UeV51b2rh@)r9Jj%L&<bD|vBCaD@-%W#d*1as$tI2vJ3g
z(S$3psk{iz)X=DgXY4L+*4YVF9wD<Xmd+s|Y@axY_uhOJy+O=<qbFm|s%4yaEM`#z
z^2h>|@4d`5G3OCGyfhtiF*-7e=M35S8tr^@q?k;30=w;cdTny*=9zh4xtPy3b<i8)
zr~2LqqCVF!rYFd@C@D+ke!<r}7BdkyVWT_QQ4~$bAR9CH#Lynw$uwIfA6T;)SR|z=
zu9b}i?POLDL=;=ib4~U9u;fyjyPe!QD~}*SRtImT=58a&d-Me4ZmiG7B9Uvb)a_^B
zd+l)9ovd5=4a4nS9Md$C-$#$6$cMWip0j5qTsd4sYucUoC#qRAT*HCoZ{RRlC_nDt
znw61g<}Ct4IDvELu^re+m2@aVla6Lt2c03Y%nR)0i9#jqwRYn6tfxyo5<$WsmZn}L
zUa*x-XJ=9q)YGkyF-GS`Us6Iq5X<?<I6Cw;E{I$#>QhM9F6iqJ(<Jin^q5`}yfHkU
zDr9U@JH2CO()``mSjXov+&CPY%7n9M5BqD*5ZBy*p;gVQS;?4`*%W_&2D#bJ9hY9k
zR~t9-P?LcQPmsojQog=cjWH?_zbpcOPdVoH65=#kmJfQ0cN!0o)3T3*u6%}uP30+7
z7oiC;tQ|5Ru}DO~YoqM!E!=QUi7|CN`F=Y^8%h~=p@q_xQj+ezfkjDYdHLvKx<A~4
zQIt=-<2*fyHkOKp(`9v{(0zwhpkl<v=Lu|ll&Wqu74;rwzyC6UQ{Uk|v>rT81S%at
zhlP%&Am48*;))B$QHB0x+0O6vvUcIM49}AinvqT8)|040Wr&3WJZ<f$d=+RO{}NfB
zAM>g=pE}PEPrOLn;QkD`^%@lVUthlb@4)SAqSvvXK+s8q_L@I*-{C*Xp_ksq<hAn7
ziI2EaoIs^mi^XQ<rLBAZ?(y2)7wEEnL#**39F}wRK6D$Q%U(v9)Cbe1jhGMYCw%b|
zL`4TtOqzqN|9@>={Chdh2AU{AfRMR7^e=7u_u%X5pn2vHH1n1r5<~ai{b;Ybi;x*V
z#{2aJeJnY4Cz_XH>Gwn?y*)mTU3HGs#!jS*`!QrfKX$x+l9uLT3^E1o#BR!5a^89G
zHiqZ^`s%1Z=*JYW;<tH-)<^td0`Lzr%{}<wgFi-}|KyWDs*C^U>DGvlKJq-S13R#6
z--+j7JC>IoC9p67c~~f_$f?LBNoWHaDt&u?wT%D)<X#5~N%F7$|IaAJDP&8Od~e@J
zv$qWZN6^msj%rdAL;t1X4?re~!|iMQ>F;1Lh(BokFU8-F2nYuKKRe>|mZOlSBhw@x
zldAA{9l@_i#Djw6;zVBal(ASo9<9+wms3c)sGcl!Dx<UgM9Xq{_Pm!js`|5igp%5M
zp|t6Am<?+5Jt9;dDaqY6M7;ks`<nM4t*b?_tDA=Jw0x%8KxEWZ-n(@qYsQS@D~XTz
z#8Iev{K$GL=u*jfc=H?%ziQ=@N5X!W_ybTF)Fcj0Vfn7*=zT7%4b2GRuj72<Cqz4X
znb<oNd2<hsC2H8^mUFbq#`gg!oeO3XCp2<Nw}T6cD2m0G;TV>MtVqPda}_Me8HdN_
z;+4a@5S{9!qx1y6jy8g?JV>#xf*Ty+WK?Ph=?!vMY7C|3UfQf4nuBgO>y)U}dPH(5
z8HDhqs03ZWk0(({WTk|`b}PN!a9C8!S_~xA7|0%XkWHtPsh&_vx5h){!XUy{0~fSW
zj7hGgMWn!J)sb`}k@2G<2{oouXVr6w`waVvnlV{j2oMl0NN4da9hgLNq-sB@uU%kw
z=?T))?5tLZ2yNX=Z%i!B!-eEp!f=UYj300T)5QdyT`u5AnT$hql}sO?#<r`Aq>-0W
z-+3O5PQ;$CwQzDL0K$IxXkrTpG3byE2qT~@V6wl2@9Pxo?g}OGL>WP$3QItMKha1(
z(Jsz3&q5|n<b>z~qb0rgdSgk=zDRZQF!DM*2tp#zG>BNE&!O+_22Mu{P$@%s=t2n6
zbhzncH}w}a=uYjTZ`x$`^%QZg<~>e!?<IQhI~0UQQJ9fLd6<o5UtOfn!GkQEK9^zQ
zp=1UP+;Q15Rz$b3YP5`j208a^Na7jUW!x4slEE2MnV&NSk3qxAO|Oyr%uZrA3Q&vl
zd7=C$Q#YJp(R+t+nR<SFj)G#Yzo2J!qyv@RPV0#h`t2*H#a&C`%%xlvdxouLBQU?S
z5vMknI7bm}8VB=3r{Q-y5lXA6k_pJ1F@eB0_ah!Uo17<JA!cBI_CNau;^A{pJn#kb
z73+{*{XG6zkFtOBX(q3J`)A@0KqQec>%EuRd$@-{^=Xn94nuv(BIIMH5R$1vfA8za
z`V7SH^|I@sXE^cB$ISiY4aPol_y4H)1CWVh3D;gur0&{(OYsLV^ww*Tce|O#04mx%
zq{OB2+@>A>(0Em{JVMlSsqea<PVai6UityY+SLSViix`Jda}Ow3Yn=Ep+@&F7k>Z)
zm`(scGr8+u-uCZ792!pe`x~*8l+(IyBkHBM{3QMW!~!wPa%YqKd;}LBtH2p%#qhPB
z+H3=X4aID|;~QM&4*DiX<B8~{Jw1}S<A(iB@dqFhhzJ+yQ3>RK=(+u27QmjK9zsGw
zkjZ2}<q!T3f5Bq0aLvu>y#Ct9M1@Qx;ItzUOK_SF(&6}$xP-S6iGFk_vAYX7?R<e;
z{fij*dA{Wi>Zt5_lmhiL$Ru%pv%j;!ZHT(oqt`#peeF+Epva@xQ_OU!g~`er(JKD+
z5AI)E^E|#5IxSxiW4!mjtkc}{DxvCmKRcKDu7`;=K8Q%DA{Y!13<havJdH%6Bq}nS
z8g~~D)vRS$XbPu#P2|fg6gmyKympc#Q8?@#wp3n3E|Czf4oAGc7S8k#=1eE9GZMeR
zM~}vV+)+nR5X7vE#O-(DPz&)&tr!D3%0n$ANz&=lYD8LHOta9%psUk~){Z50n36t|
z{;^n>E0bQOsjHPikKc*?sVA_C8W<XLJFgl{1S};Kj33J3?sjHatt51t>79~5!me75
z`#Q-@NT4JMu5Bo#RwN^AcsP%(--a<v#$k60Lo#$E3d0!Dt>sjh5%tj~l$}8a#>V21
z3V9>T%I5wquD!9Ay8J=J)oAc|q>L^|<SB=Tn=TmHGC@LYyMzV4D86?X+4sa+(hdw|
z_=QL;S*4`K3aAOV$V&B45mL#tZ)WkDUCV=tqr7u&5JQ~3><{l`_-)~A|3-%;zLHl<
z+9+8Z&(6*WRxZk;tMF~SU1!;JrU2zeF%EnT?pw$`1O4<KQ}K?^#-{^yw5^V0rsymU
z2uSWU5*{C9%(wuh!JBw~`w!eSdnVSyV!AvM{P8=m^oa2sZQ!~G!qMG&1*rAlbQ9ck
zfR-*DzC<mS6W?-kLjhM9%Bg>MBf-ptG<FMkeo8w+=NS$koX<+#A+GNVB`&oeK1~yH
zn}cHEJZLOM>348kX(lbKp2g8^ywjl}p;d&t%|UonfRAs{(X_Fb@6vjRTegT`V;$e+
zouH-H&Ngv0W_oz9rkr?t8qYag3=2q@(4(f??%=K?g*<rs1U^g}PRxN-=q_~NYY9-_
z8%DA=p7cTeF}aRXw7-Sc#7Gui9?mn0e6#^6Z}iC_DP|OH=Zo3-;L}KF4Cm=!IpYV6
zqtl^cpsftkE&GYca<ejQ3_o1bOkqubw!czKV@MP;+M6(GR3!DaGOjtDHme<f$PS_t
zhY~kag4n1=I^)Kl?&G~ryhy+wVEhyJArJ`gT6$TVl}pn6c?^H;<-d9VSMJ(R`PQ9G
zo|T1n&u0kq5lE(8i#T@-PIE6Cm)}nA;<@C^`(<{e|M1(i6_((2x`-Rx|DSFv5OhN@
zh)^ge=yKBY=#3x{Adtuq8bi_E`P9FyApTbo^!pL~N*1(0Fu>KVceBEKH_zYsB`e-t
ziqqod`B&ExU2aDx3b0RH&lOAOadvGfuY7t7YRzvuj9M&~Khz8O53>ONIc=Iw_dol!
z_V3J*{brorQve7RDg+WKK|?q)W5G}24?rc$#po4L5<KvWHkv6#?E|U!zmAF?DM-hS
zjRZ+7pG3dLO!Xw@gbXBIpg|!`{V(hOqX+~N0zohEqli_?a(}aqT#}5-Tl2GHfuIwS
zQ1z!ag$RWr5)%d!6Wte~P(-RCf>r5Pp$;f%aM!WLBqT#_CPJg2&Tm4gRxvI+ooIuQ
z2FD5XSBQvREJG98#_3s=lq7~@73;7@rXrSVNp5c<MxVo6$xId~u3@-w0S`K^VqjAo
z;ubS5ZwI<`0g<Ya#O2EWVetoW#kyr^9lewtZ^hPs5t=|8$6H=uR@G6$yPIkM=s61Z
zuH#(MA&PsuFunFAt(_(kTO4e#)G(n=N=sxKa+MO#SrcQ7`N&Vf;DbWCzY~%6gAns^
z57k?X*{2oJ@b+9b&kbkmA}!&!&R~i%5wSx^YOD&Y*ojaIMw16kmxykck7Y3}C<&q0
zDW^WqirJ)Nz_CaM-I$EIH<d(3H>Rin100cDeLM#3;1~wV-CR`akcC+A1SE9Di)sA4
zoEw+uQJa$3n-oL;!WL>So}_yF>*&Krv16ivu}d2{Y=GD?dJdiH$1T-fdZJx?DiYG~
zY#UX{4d`s4oNyayS7#w^=-|*sB^9NeOkOsduU4(6SSZDisYFya3Yldm7!~YT7eQdx
zx*sQ8AwzK4L?Vaju^jz|hucP@qKLLN<#?qA8al1W(#2?9wOlM&L`#^Afn5q><70^$
znMzvs4%(&TG034IDgmk2!=-L3#hqb%J~W3#AIxV*stA`#ORHYQ{i}NzGChWC8<ccz
z+Kj~RX0Uu1vjmY`nKgnXsY?l+xRY{812=o?QAOC;8ak1vC)RW6!v1{m#U37AeJ?i;
zTFQVaBUuoY$aS~GQJmSpaajf05&gKhVkFN!aVZ;wQA`mBSd-I-Fo~RwvX3ZHTKHgY
z5?lA~;MV;Xj0akoQD>&}sx_qd?`B^{8k57%(0!qcT_0FzS30?*qmf3Vgi=W_BQ2?z
zZ9aUea|BZ+p*Dc9vjoZX8-8{lk9+K1)Zw9gv-k$~KlCJ@XZI&z?5O`z`~jp*8iQP~
z<LGHKif4DDc;E}fxnpQOf03`}U&H8!?);DV`zMIZ&Hk5&KLDXX_EYE@fn0&{g-<X%
z@eZ1s9{N8a{(xT<e*i*(kfpl$Y*KIIft5>m_QuZ%Rjc{r?R!}8_7ch->E`2gk5RR=
zp4%Up_q)X3e+Pe<0NlTSKL8UZO!%X^_<x?3CO5ud2Y+pZ?XrGNi29cyUyRbhw0QRY
z;&@ZA1UZ`DeE7mhz$x_N^Y@|<%E^$WAd&VW^9K+M|Mijc0c7GhJbzjSw!1H&`dtDr
z>1P7aAFv@5{&skW5Q&CsqQ>$=&O>BGNoaEGm}?M{9otEgz5$8UhC?srgGtNzV#EWe
zmPok&#cRl@cF-HQgYH-fURf5N@HA594kOERhEBy<T((+t@(zkj=dty6Bk~r~6e1%j
zZX$^VYWiRL&wZ7}6&R5i;_w~cM)b@K6ske!!$w2$3}&iF;?B65BGm|zlb0dSx`XPg
zSJD<1PeW%Jqt3M<6#J-kh-qu;Wc#k8gq!T#{@7z&vG6j6H3X@b`Dk0Yh!G#Zz{FYe
z+11jBJS~%@{#YK?ETQ_-3S>$RofQt`ZUJ7Wl}f#aNWTbgK!Co(z%YrDDz}u58T(ms
zekc~Pk8}GgnGjdSz42m3<R;+D_u-2dp$W4yL@Z>zGmSh&7gZV&gKI+AWlp0{(?&9^
z)l^$LaGde+c%+n<j%bjaIKjA`aulr|q6WM0opzFaM?0P04dF_ujc*z~h~+*qO>T}4
z>}Ik#lwhKsGxBH(H5v4tJ5T4UyRf0f?>*0m`$LK86N0@hpZ?3EsHrNVe0KzNH2ru_
z`TcA?RK%-+i3r698FxX5%U()!-=+9mP99BkQtOGw(*wOe6WMkr^#c~s(RdM0N`JIU
zG2xbOrUg#n5c+75#1duIu%}3lz40(Jt{jeiek47WBD%#!mV8%5d~6h-l)Eu?S0OuA
ziavZ6?)n<qIz2qtxE;gP4TR=jN<qzeGF_k2`gtZ3)TgNr4`X*o0etr{(XRe9O-?7W
zE1%bHz7K`qIJY0z!ONrW=ZV^8VnU7FH}WR*F=Hw97`W_k8LN-3;ep9l@YROzkY0NY
z8lRi0=RYTMYAlkgrcrE*;EIGKwyzsWr>lhFE-mdUB@tmVhHFC+_5^7Uni0l|i1S*|
zs7@fe@eKq50ReM2y)Qn1>GnmKZeK)N)ej61H={YeodM&9Fmlc3zv~$o|K$Bh<Z?D%
zeJ7_s{DR#pR&wz9H<|y%Dq;$LnR)3y{QDq~D-cJ=|DO<lzr|S9Fl+%E)v;BqcyTE!
zZu*duCrbEG`!UPo=koQ60}LILL!W;CJs#`7hd)FB9yxM^2OoTp$jC^ZefHTuqKp4E
zNQDWwycNKY&JI#>EK+gAFUslVqtLs0abo@1ahtCKwIt&=`;j2SB2{4b6#aCpGgyxd
z)gSio$|XrS+$8{b{cT7@zwYVv^E$~m|1=)}4);ZrzvKM=j8q`z>F~LD)J{HW5@G4k
zv7y~Tnl74evajHi`ZGM$x|&PWlSmny#Kl)cEGsBrNT32Fr|Aue;z)&&5_b%))^pI;
z!Npc5B6$=t^BLO2As7-PSpNP1`px>+nB?cYzZ`K(Gj*j_f|m@$X;or~?xr(wELR27
zn57-gx#kiqjfW^`0cqZ)C`R6dIRHC0enr#zEjT+Z2p*opJIf<ER$okEl9J46@l>_j
z*w$0eH>OkgbARA2@nF=3ENuE98`r-<Y>^XXzXYP2#MoQ`?13Qb-Bx16e%wL<hx|Hp
zoledwyi9CJpns`|?3gYJ?P{z8O-Ph>VygEMG?yTsavh?|8k7ndQm+hsh?y3pm!wVs
z-Z&3$Xh(C~3zM-4^H~uQMtG49Wq2y3d2@&!a08AW8_QG|Iil~taA6qHx0wiAH<EOh
zfv=(h7)%0`wZjNgR5E>@i_4RCGiN|6jtPrN#LMjTY)XocQ2h7?ME%;)MO?zcH#X6m
z9LDZ#ovdDYf+wHe&sBFG#HtKqxb7<oBr#Yk3$bWZY4mxKL~97qm}sfar&}S!*;RwT
ze+0sGDbY0>kar{y<uZ}&`HnPC0~TEj=cPJwgCbOgBIM0dG<h<L>N?P*MsO&~MXMl+
zWepAN@G5CLXF<{;=DCK`e0Kf}hc6yP)9oQr9*%tYGg!w>C5d{vqlfct%$1CN>_LuM
z<Jd1wL1x}SAR-G}#VLe}K}h<>a7ToX1y3&{T`pv1PAWp7oQJo(%MWXx<u;#_H&U}n
zcXhII&o&IE?@?|%Pu;j748CnFAMFv5At~m>>S)djT1b(mAoT~(^$&2e)5R38j(Ufm
zu#hu^r%XiBb`JI9?;}uZ==u0<+LvE~!zUv!axTJI*Wk^YfG?;c_NrUR`|OL~eg6vt
z0*2jj9fNLIhB_jY^r_=n@a4Ox!~d8M)Bo@v{wN*_y`6Q|ZJZCg!0eX?@z|!fG2JX?
z_rpcZSU8NiOGp1t5AkRG?md9ZmoNX#GFGdVs;Vjq3kw05Jb5yak-z?<FAxY=y?XWE
zG1UKE{CRD^tEUXJ=S`yZchG8njfBwWe_HPRYl1;P7rK^0*wUY(pa<}?&3+XlS%N|J
z+mX?K@H|bdGf0N+5rPEy+Iu6TZP`Q{emyYrKg*ASQ|}{6e={A{FGvV^@^{s%H$6(U
z{#GQSFzUM=A=+>o5>eRS)%Pyf8QOil6bN!@4VJUnwv!d1x3S-Lg0~tEkt9yU5%8eY
z2KhAZc04XG2fjSUcOM_2sl$s^mWbR1v8EafK?ec3f>yBv{WJxOU%!L`S^94e;&&1Z
z2Dw-JD4|(Kf`cz5eD@iu^)@C(J1L5tfv(Phv8kS~Z70bv^k+zX7^SIVLig{&;jbez
zBauE*Kd3q=9X65es&h;$Ya&9FNn>F<UXP8eq2nn_?jk3146VI3dK|lXVBcA0t*&9t
z<&)X{WeY6=1p<eN%|qgOu1-UvT|!4vD8sw;9313fmRCZFHwtF-plI!6T|zg5+YI!p
z2}dZ&!0v<T%X+YHZR3o+mxF!}l2aP`IOUY|^K-Pv$+{0mAQgzY`ks@-Ds0@)*~3$P
z47_*8c*?3?#H{J!<$Ls8(-@%fb{+YiD!zRx9Ir5xpwmNUN-LuJ^F&NCkk#6a(re;y
z#gm9UE~Gt&IhK`AX?Y8=>BET=st7i0K-#A-t`n!p?mL03YfclbbI{&W#6v$!B6E8U
zw%`fI&3=*3ckSZ-xd|w&PMXg_qew<~<6&l>eh}|npAod2W>4-028s{jE~zEZm5CJ-
zH7!o810npRor+~H<`(o)wpWDzVl&Of0pyc}WM-=o9BJTXX^;;Syu2|`#N|`(Ah~Hh
zMWJ(9S+t2~(+h~PY)2Y92m5!=Q6bZFcwZPdKm9znJ#Z~IDlMc<i>JvQi+uM*UY(;M
zJJ=7^$+!8=p2VHY@8N?Jh1`377j+r^aXP%jAK%DEr3`;n9D=$CcJ()N<K!qjCL=rQ
zU8J24r%D)2N_Q(6tq%5Os~9H9LegACjz0uZ$ZoRJyg0hlgg<x#KB=G1m!C!+up+<m
z9>jV*ev1`vw+UHXJgVGWWKmJSebfJk|M0(*9)B;p?FX?1><m*BkSY7ew^;qrdjS9C
znLz%!xxZCD7z`p12=M#;zxx0G3;gwkRj7Q_cRfIediF2U4E;4VrWKsjJGe~rDgccX
z)7bM8{nd{nmn8gVpB=$!s=MxCXxK)oI7N$NJ$-|t|I0rASv<a0YC3NtRK0*u&HUe0
z$L2bN&3z7|Y9?*HZxR1Hh2vin3<i1J`Z-rCrw}g=r^r>tTRk747OHq5{9!}_5j$OH
z5CD_p1AbPwtFfEIYfo@^TM>2LW)yA}I-QttO9pcM${L>4E=Tk)ikJ9jHauFw$(64&
zb<;DH?J^PEagmAwEsK>6Sn4g*3F9bl>Y>`z$iS4TjL@lh+P#fCO%hbTHiQX!vQiX?
zx@!qY<oHx-8WXbF8ykV(mABA5cP*0-o9K?sKxA;Uy!1md-6{sXeuAve-=gWR^%Pqy
zxZFzWMkH~~Q8^a|s|j})ahOA3P!~O6GIR|QwCY8qO<qUyv1tr6nmJIKLzqm1u{Vey
z+|Sa8Lv(bBx!n@OthxqjBBSYFV&~I5J9*PoJUVqKet&?e*YD@bC^7o7T2fw_hSIi{
z9g&T^zfDR?xscoUD=2%llF0oLe7&!h@JmzBe%elyupM8}!-$MjtVhFW_6;O4QBFrm
z6~3UAbpab;efn|x!Z`N6@1wTzNwm`+#<g)HQGJFHew~WVtDA^ESBgVdjZZU>fme=Y
z>s#CSY(+YIzX(HQZRVJ#2B)iuN7p<^*8r(NR=<O{;=SuWit4jT-}xb@<8MLMP)EQl
zpw`?-Uu8Q-Og<uXE+!aDxiBl9_20LWR_-HB;G|b4pzSIZncsGzPV_N$fC1GNHzHFQ
zvDJP|m)FaUb<Mmm>{7(yV#@0vM;V2F?;5&%V!~!T$$d{h%k2g$^^=Vh9_%EyBZ%dS
z$y}D$my`P*;i`QuR{ETrQK+cVXqg-7B&1bE{kka9XR0}ruBRWh9BruQ^R^j8HTRO~
z9fa7~Lci)R&czO3NR)u`@)9NsA~A>UA~z)sPy9GEErkS=EeLu$QDY|Ll{E-tf2@b%
zfA|mo*ZHFbp!oL|95rgxf7bc`AS5CqDdF$^=KLDuqX~0vp-z3C1oGI+#|-nSk%|Ad
z_wQd5E=Zva7oMPlgMu%Z;7LHP{MT8sehsNOig@GWNW|g4yN*iMpAO5X1cM%os@eZg
zzXE}Pn^iM;&9;$ev{%wsp2>SrFZ`^`0e2w}YZm{aZfKm5+4oFk_B~U1s`m@7lTIT-
zVW7s>N{h?(FBg9R)9%e+|I0>7UR;Cb(na|4<4~8HST%7dtKLi__jC<=R_-G7v<r8`
zdCnybWWJyuTlJ-kC!P5E3W@|llIBlEt~KyOdH_%GQ#=(hXaz1ZKRU^|{xaekf_zj}
z$c&`^oH%kCiB!y<Q^oX`%8=T`m||pPSVi;z<$5neo8+w1z<8gAJdKRTkWRYwV!GQ>
zF$NW!t~U}psG8yP6!Z=DW%G?r_DJK&vzUod+UZHP5n~slaRrd|@8;qLISnJt#H;nJ
zePb9iZaBb`i7}jfWIH*Jx!BzjO}|NAY7a|rjt^nP7bZ3jhEkD?dyZH0x?9I(QXviP
zay-^>B$#ljeVDsJeD5SIkG@M*cnp=UCZ71t%iVoLkQf(IzIP3}%WtH4{WcnI=^;8i
ziI5QjIxmKE=i>`_{;}Qk>l4bwT|%_Mb99Qr5Zl}686d;_%5Fqqy~NBOO<?g0oXETi
zkwHSGKaNqRGEQitIb`+|uBu^hcNJBWvl*KK_2x)i$(^+Al`&iZyE_DECudT-rwp0A
z2WQhs)ctP4(Dx|}z^55qT(R$Qh9pXuDTyR2`)a&ti)s1(WjepSofjr%aMPL^(q#dT
z_aDK;mI_9E_5;>jCuhrb>@Yh~xjc*u2_QDwICd@%b4v)b@3Yf$?l6P3W66$9W_8bW
zM)}<6FJ@y(7Lk3ViwZ>?iAn|04Q<H%k(4FvWw35Mo}4Mz8_pnXJ44iE3kiI;2II@0
z{YU)$hyU=ufZr_u|LoN9AO0AAkGR&z2b0*di#_Vq3}!a5!7Rj-Aox23iBgirPVW=M
zN&67+RU!KwmcxG*rR?uZ1t<^*&?-jKZQn|y?#AD)@HYq->B*O*u*ZFliSnO&!d3fP
zi4+-73jga&0%PU*91WB(hvDpXUts*-neyrPBG-tBo-mD?9bd8dsv1lSGYCFoBDlAi
z1#ND=`XHBiThq9H-Y4YlJ&j5mf-yXwO6w8&i@ZcnnvQ($4q8?nq;pan#v%prodfBP
zj-ql#JO}pfM3^~{@XB`Xj_J#TXG*xSQ$%gNj<%wDY%(ztr=Jk5m;`Tto`48<rv|rQ
zLb6gq#^oiPf2V-ftXOWnB7`j~qbSYv5$X0aLnNVOe+_y0X$*O^n}d(WA&Bf?YDf$3
zxgwZd<fkf4&gf0?RHZApW#b+`o<EHcrIKeJ>BAEbR&bry&iU<fhR#dGpq7%9r9?6$
zn&S`n$P2r`VYQe$<P!2F9?CKj32(B{tqvp1b&4p#V9b&LC1s^J`eZWFYQ@oNLYbAu
zYPFMb<>?4CCkUL`L-{p%TrNwbZR^LJFK%MkmA7!N&5NzKiUB!`=sImi=V_-z*oG=7
zVrFtKuCgN-rcJ@O{}lQ$Ifzx!be;APCy>%*P}8r+PmL!?KUD)~Bx$7XR&r*bkISYM
z@a9LQ__cNThxcRD=O+*z4k7%cnysz9T(a>X&a_LAE29atmk`of#^Y*uv8a*BSwAit
zb#zveHuhRRzaXU6-NC5Q8V+qO=ixLRQfVCS#aDCR$q%{SAVcT#pcvMl=GZx$Sh)j1
zAf32R7I4jxDz3~;V2H1YcN<5dk*QFAZz5-ki|UP~;FTjw%weRpi7LB?>X-vu8<9^@
z(tNBQ5B*N<B=x&juswSR`iEaZsQFK1hyU;&{x|TyBS+i+5yT=LQlWudZ!WudpF!Ti
zzuWrvXX0hk==GdtMDQ|#LErCAVE*5YQ8j~D<BEUU>U^nUI6K{^u?2n}i*k$W7&GO+
z9s6*QG=meKGTyU)N13mI%)fKK{~oS<v4C!48e8vNhpz1$BR?EOVuX@uhwA>n_U=1M
ziYk5h__sReo}BXxOePLPX2?ke5i_8eF=5UD)OFQ0tgEu-H6Z93P%#h%B<CDw7?_-M
z=$?-C{^85~WC;S!05bP;PM^bc-FoU)KV97qx9e7M&n4^ecx6Uhm&q>!lkgteMseL{
zGU!1=Ks3_YJR;wI1ZPAv{$J%_{`oM)jVhMAYgi#wQ<IlZcTWP^5kqONbP`u1Bkiof
z+b035vzg7M6#!IuG(;yD@F<mJ)%sDR)-d{^D10;tDE(C^%|`b9P)BJ>4%QvPTozJ*
zf1eOG1@0&R`|T8I)}jt*BG+ahwZ%<ibqHQv0~@;A=v?Z;n^8o{%C6kJ;(IFWO$_c7
zL9Z+Ie4-4;yvU0;yMW7egHWeS-1pg1>Yt9KYF!sHx_4u!kC{zA3i7K{C?)`N?G|KY
zR8C*g;=d-TbSKfnI?+&GhAgWY(j^e%AvduTeHfQ{HMpC}_~t_nEqRQM<_H=CCZaHQ
zVaLY@kbTTZdu?>i*oj99<Z#1&vMrEap+h1Y!$nu&oVNu38%ClqC{St?IIS|-VL?P=
zCqbRZKDiT%Ee3Rr9+J2D&{%dDwWK9xXet}lY(;mq57udQ^m%Otnr1!D-461<eU#e8
z50hKEfMv#gEHcFMZ-a)lIh%NF;|Kgyu%0&${>r}+Tlg<VHVu4$K94-XJO9~)rg9m(
z*5AeR&0FYJvJ2noZ{WUq9=ES?v8yB;OXy}6{_{O9j?j~K@x?UmEGBnPJrO_E5z@Vg
zJ=+~5G<w+PpGyDc8Wau>Uuw2-S5z{Ke5c`+OG#{6O~`#$)BM_Fm~OZaRaAVtz5fM4
zIJ-mv_!kpoo<c}NDL2ahq^kZS0?b#Q*7|;$O#0XoDXW@^)iAW3dim!m6nYGrQ=k2N
zA}UGA6vJ@dYMzf*_5#r4wNveFAm%u;t^b!sQt^W2Mh0opxLQBBT~C7u>8vNNS8s~-
z269%Fv;CznF)Ftp1?Ld8_GjJ>d6fZLJ%*rQW`#(E9x5QcyoOS*g98>VB~LG7{$25W
z_C^-7FV?ZewVeKow{gkx0;0MYSk>?o>y)KD+_abLON^Ac8)+`J(7jZ~>jZ^f!l5=3
z*b+e%N>ZC7c80eQ*H1;x>KLkw&5Y`)A@8saO<pIu$CXo&wUgI<z9YpMMnzx)+V7*-
zKWaAz8{&{l0|>Bq@%Gd(<dBM8T^%I8=f~Kqd>FX3H@C0-fq(8^%cX-1R0TKiyw#un
zZ!4Mp-!HI6Xi0GSvo)v|)xCNWf3jj(8_ZPOKuUI&^KSflG|g^w9t9za-83AEAiT(r
z0i|n+9TrV`a3G6bU4|_<nEx!;M`@*rOQwyZIrc?1>mEnvjO6<JGO1lxL}l$d24sxH
zWT>ZccO8``FG)5fO(qY@02^A19`fr^_3ehF*D+uK=%bY=lq!5BBP}W$5uSPqYeR|a
zs^%lJn}+Wj$v20P5Z8jyF94@n$-#IFRk@|)99+PA-GVq!ufem}#{AS!isP*O<c?x&
z=PU3gMsQD1GFPHxPI)cM%W4_YDU<g`UWd=CUy&Kx4b#P4n7P7E_c8-P#87RxgoCfl
z<FZd?lR9S)$$#t3Q=Nx0@W47cd(`}x8_eU1E4X~!eo8q^aCAS?cI{)UDV7mRe}bHi
zyszEQ&5<U4)J-NKrjn+lL;~`2kT<@MY3g*ey#}`1dtVTQvriO&e=%Bh6d+@(n~Oz1
z2#qT2wANQC{jlo#6XEw5e#WzVQ|)u5t2&Nu>NwtP{+@hyIWIMR$@o(k{X0UEB$Cxp
zWN6y=d`W<tUhR(8l*IZi2arQLan<*CbIbaNd8p!Pb_Yf>d-BIzbkKuufRTlL27$s&
z((*mHa&sv<n9uNWzi`dp^0|In5WSm1$e4Erz3;uA9(73=-(SzipMS;_ubJA$I%G-B
z;yN4Ubzbz68n;`<80$;U#&Vh^H42r4Zx0o7>*tcc-Ak#gqk2g>EdeDctF8Qc+YjiJ
zChn>lh`-yHw?iZ(tA}BB9}IdIjSW^VNvvg&UJD2HZ0{aKpv%dcCEJiC7x%P`p|jPW
zxAreXHMjtGl`o%k598%!CT<E&MNX3OD{7(lkbxMVRk26ifObqGoBV2UXpGcolF_$#
z*<^L`Gy@2q>LJ`7M07+WAs#zUT{E{&2qQWxj&Jh!^ZENFm<{{TR^}5G(3!md){~~&
zOsxjeHGZV@IYdKY5Z^bgMj7JIKy?7kc|Tzsb`j2bOVD0E5`fT9z^tIzsYam$gKa$?
zb05??HKCdSvXx3|oG@&Oi-hh${Iqm6iYP0}&!Nu;(=kuq$2+&*!{dIT1Q)9)c{_(U
z*1H($)0_T2QFvW?KJrbYC1(}SbnZ)!uoz<PZob>NkljPWc=Xd3xpd4RuDJCv-go(6
zczOYGZ@tf~D=$YeZ!2B;2JuOmi_fOrLf3!Jq56fVd28+uBvpA>)e^#tludZv|CS>E
zNVM7j;_Rgq_$k3vhdO2=f!!mi3k{^-PmiKC9K!m@i)gy`Zuj@TAP8rdC;<P0f-KkJ
z@iyUS9Ct?R2U;efR(7mwY>n3SB3>27T>EnFFkV8hHW*!O4<ViO#HYp6b^I8%uHC{T
ziLbEYjV-8DDjxaiVs=Cfp!ncEu4oQrP5E-%VSQ1iUqVfC5<8N8FpRhqgP{|KCJU~-
zKvtxF%+3#U*pSebL!n{ZP;F#oPYavIh2u%=f}dAMbcKtEKnsmJ8Fyj?lFfs^N>8n?
zk|FWo_%8D!M^{N&kQ#ffi^k$eaz^iAl&=A;*Fbe%H6J#Gpz$kaQEUhyhg1}&<x}qR
zCCgPtL#YYLs%4@XNHow;uEM{(jyb>XWb4*a63oRsGa!K*r^K*wofp;geiS@9pP0S|
za#l2OxVV<|ni>won%JW$r%#9vgFQnD)L5x+2`9+55x2iTww)iMxuh$`dXU}K^z6}@
z4R8I*^e57JW6d}s<IHr54d8E=>6t#flnM7ZdA)oq8NvNX>y=GijS8)=57zPqa*S${
z!u-)VE6^nLLYW+gr2oH(4{2Q_%%KW=8h6s*8%KpHgkXc2`b`QVluBm%c_>_1MNEP(
zU86LVhG}WkD5z<2V(J=;_r>{Sc2DQlP!rQO*3zw{g?E3P&9z^>%0+9cSh9BwFVyRJ
zYW`as+`o-Tt&s;3GWe!T7Vlp*hTQKqGS<HqIVh1gK6sh03bXln;VLev@nKoNC~jE4
zlKS!nX3pPBT|^hYvK>U3V`kEQ!&&f6CsZ+k6nXs^>5%aCfqL~uqC*pKSbRv_b1yyC
zJcd$fCG7LrsAJpzKR$vWoPDAI{0q{lV~O&gDQ0D#ri*pGdCYt@p-R7V-IbHN@3Ty{
zEGlQ*qf@x?qsv(F^(r1peu-WG+(y)}Q1%25rQ*<jMwCjdOtxT^Jh<|FaE-9=O{k5!
zlt}7hQ*d5$F`7{kY_sRnQeDjhp;w};D@CvG#NpMe`Pom)Wijd0I$gwcjiRYV&83xU
zTI`T$&~rekMITy<?Z-}dy+Qcp8d;RqOcNF^8sbNtvjnNe%GVAxT@p&U*)M~Vgpa5;
zc?gd>j9satYO5bAixW?#fsnP$Ea<5tvs6i04?7d9BB=OIMfA>8hWZcZ-fNQymMlzO
zw2iN`VB&ZA_*ZL@)~zK!EC5q@Jj?g(Wo(Z)H2KXGDmu|1`4R2TC#z*4#h6$sZNu#h
z!>Ftyv|7Q=J=r*G9a#MI+%&g07Ed_tQCUcL4Pn;aY(ny^biX1A|GIS)FP1r!)<B3y
zNn=wB#Jka$^msR9qq$_rQ8`LW1FuOYBxeQH5u<VY>WM)KwN6sf&1{pr<jZP&|53^<
zkKct)aWmVhOZoPd?@9gOCJI*`qJOlNopwDN!{M&)_tMRjfZlB3hR^_v<#r6VKrRVP
z=F{X<29y?3-dM&Ke;=eOCBriZv9+`q-+rUmoV|w^{_zT<_O;M5Jb?YX53|iToNwm-
zNLc9shIj48$}Nd>53ObAowF(G-knwI3<f%N#9CX}6ug7o4Qd8j3+Uqhgz}4@Mdy=A
z$P2ffqa#2NgtI{ufP!$I(HfM@_+c0yJ++R_UuftzVG4=;N3-DDWf;ESkFP^ZL2MsF
zs%xmqUP7KFf(VU**iF&c_ATd&?JL-t?544@5J!C|$+^vp|C^iOSyPCO8qL6Wzd`2?
zAh=vfm)vR!4GMA^6f|hmgqT#+dn7^)T0EUqG}<btcbn-H?qXwn1BL^!xW{JG&k}>e
zrl7jiN^o8{N$b*S{yLt1xue+K=@7BS(X?3Icq@De=~~6FYBziG%nXdsq8<^9eX-1U
zcdVqZNlnX-DQsV-Mv^3+xi6iAtDTg%Ylt!^xXIyWUV(}Ao<LMS7NUx33EwZXy~Tq|
zmf56_q|p<^geW`OCIdCgzr;2)mcXbWBv%=!840ZT+i&;KR;VR1pAV&amz~x36j3lM
z7gzUKhK+I1Z0&^Cre@)`)woiE=`5@8FWHQ)XJ5P(H7KKxKGj02g_uLXQXbcz8j~7#
zsDWaIg%Fbt-zqbK8Wmej3L1B|AZfigbb*Y`ib3PBbM2=e^6`~^C}%9CTh9a@HiU9m
zTgSB@{6f=D>)DyDWJpRNNg1gq{kn7Wf4-o?q9D2ZF#0BBP#fkVsxh0cDdP!O7-&wp
z7)SOYbi1qgR_)^TyKZJ=l$q)VC;fM?WY%-Vm}+xr*|3#gCQKwSIgak-jl>$X9MZMW
zyQvY6RE4Ma4eS~5FM7wfAZgX;lB3SW+g}ibvqThtf^Z%Rjxq7jX9L-vx1I3rGS~mR
z8!v6X2RR`Rv#JLF`cO*ycc<sCyD2GIPSt@`lzsIhW0M9jAjyZSH@+g<tfTod3kLs4
z>YnV)Pb-v!K06J~<mWLd6Nu}P$Sj;lQ9kTHT!PlmO2aQT*icYuRnm~yOu+_U4$BJM
z6$+dNe<DpPoG~>7X^d$1BvYOrPm`&hI&}z#{p!)J?n#U(4NHrP+LSsx9yMLe#grGS
z2<%~@|Bia*2Dlm2Vqk3U2oj#lp<7}zJKm~h%c=%?Sh9)osM%1Y<!{{***nmO@!wTp
z`?8c_TT8gR+Mkt)N%$)RStTFhP*@U9hd<#i52d>b80RDN@ZlAh{NiyJ9U$2n!qTr+
z<7jpQps^@Pofg2}zT0tx+KC?)gJR_`9A0H2po@c;LN8KaB<f%X+R6enmN?YIjy+%0
z>vR)#a3ggY1Hhy}iv_P<L!{n7?Or!ADlN;s4(hB1<QWTaWU5)>54mm^<G(HCg@<oN
z-zkR2wmRr(ilw|uG?u<WyjLOdAAh)He<2UoRdI=?nx36gcz@w4Ecxp&l<y-oe+}-T
z4^!JviAVCH(|Wi>or&-5BS@(~%*Xd$#$!MJgksYg_O6S<s;Xpp>H$_I7BeO1Zt~|J
z#3Cz+FxHZ)`<z8BEd=$vlk&(6#*de&dTkzo4<36zazPL-ETRAug!5FV9zonaYcOBD
zzK((eRrrPZGU;y<(ZuHA@KmEd7)ME`a12&Gb%SprweMhduTU^>+C|*(#`W}XsKL^G
z70d5!A@|TGg7)p;pNkLiO5R2mYh`j1<Iq&pu+bWTwx)pys~@>lO?V^~ITk(s-Bo07
zw~(yYP?;bT)1bgLBA2UzQ*qcmDAo)h+w3ANaW#F0moR*+gnMWWl}jVB1=`SQBwQLL
zQ414LTOBw?>e#$i&4c|ySvkQ6J~&MM0WC>4RgpQ^#KwOd=8Nq$MBd;;y*GluAT94Y
z>v$kaO|45}aHk-uM)*;-p@|G_Bpd7%)O7N}jRKF^L$K0-Wb$V~Yyc$+C+YwzQb8Fb
z#`ovlYd>mzU295fS@_HXg0nKYba*t*@&@X6G?ANJPm|8Wp}i%z6WwSvGTxjTG{gHG
zlbgE#t|a){{&>u4)Or>5E(v{rl0t<QtxG1(YM@9D`&;xF4mo*ja3=EhMq*M!@M^U<
zKmVSr_a{@gtD5Ih)A>)n5nH1T?c}T2nk|z%B$e8v4EzhSxnJubC9VgvHs<24+<~oE
zD*gd+%=hbtpRJLGm77T=fB-`guSDqRHu!E{Fmz>LZYcV=UOX_~!aqBu;Z1vjh3?1c
z>uO<Sz<W4V|HfhJ$7XXk{F8e#VWLFK(#;q$I-w5oIeTw(K@iRfQ2+|Uc`P`}%p;$S
z<m=bAvhIgNbnYEb=N=K1Mz^4BuEuNagtepzg|D66@qY9$>v?zbI<9*AzkK)E3T7`*
zkz}!BjWqFd^G;%Sufy1o#~qXJVCUL$qN^QDyrmbq8XIy<C<=!Ivqnv+R*TW2#Mx-X
zqfyf%&574j$9}&&y6Zz&_CYOW1~-nV5>gTlP|{S*^4em0r<&0Ox!EuIlh*8^#q1@Z
z*nqd|LB84C1R)k8R~4b~(@=Js8ru^Ac$<Uil)0PuFgKfj3gp405%_paY};MIBN@IV
zUz$R$T~DCFN%)v70?I8|%>gJqHI!B4py?UTfs#C;eWTb~qhhMn!H3Gj_;l)o+O~&;
zP9Z2uynOcLH>~(<El*ASC%x|-KvA8G<dU5n+>u0JTq$e5-G`=UI7TJJIqFddg`zMS
zkqr8ya^iKmX_&trpUe9bmn?xtMVZcvF~WkwqbJ6sLtmpKBhbX2>LwK3!twtgm(EG?
z^uBB;w!mOkd{cmP-x|8Tb0zzq{EpWrU&-HX;k+{MJAC|1gs;k_F?Sa=qbH-B^a%Ha
zo7lW%CmZc58kNc1w`Lm=W+MkwJ`CBVBc)RgNm_}meXl2C`Fe^sLs{oOWKHXV-Oz(K
zETiaoU?)8aodoy?Q^6E8VVAMK^W~Tf$qc<ziN)Zi=0A(^zje$xdbbOLa5jkoP!P^@
zCaac*KOVul9}cr^Ss|A_JO=-|1MKS>fM1T1pX3svw{EAYF`7L+y<8I+#*=l|5*L_4
z^lBg8|5V}=S0$Zx9VDQe5C4i8#W$OG5D^%Q!R{oZFcP)fOHn`w>K4#j4LAaI?0wUp
z2#cOU(@QD+RYgtjU5rx3vhFiGjj|29r3K$XtFYN)sq)HXw!{)Fndvt!7r8JDy~j&g
zlpV9|Cdv+uG7a(f`ts9UiTk?-vC!5;!8jFr9`#a@Z)444*<`6LeDg{bT_@-$`4PUZ
zwD4F~PpnQG1x;SoFLn_iyI89B&?ztiN99&hZ@2=_;Tnt<KXz{|MB4Q$!>=1jV^t%~
zN-fo2?_}IHLx~LxMWs=4sJn;s&OI5F5sKs2P1Njl6W(VBhH@`S*3J;tLQ+va+VB+A
zS-p<QN8`fHn8#)ysa16C3M!KVrB#9CHe%60Nq{eod^e%>8g}X2e5R6U*<Q)`%X+hZ
z!vR`c5&=o^Y|U#yCl!(O%qaFxevi}}`(X_X;lXveRQ+m)k|yG#(?DlL8go7WeDF~o
z`*<l^{=J;XoA%?s>RZ;o`88c5)%>GVUpDo+o~C6RDPJ$Mb4)*itU)B~+RLk9-APIA
zgmZ5Y`T$>o)pe-Mdnrqt&XV1m=rei%sc90mA1}e@>MRt7liwXj5QGbZC;$cFFF>VM
za_7IYnE&scR215{;-TS4#oIX);zN)66t+g$>6N{jy1F>t=vj_i%EM0)N#G6-ulJwE
zBVC^$+HU1gXgtrVYM4@{;NjAGT9hib<rO1I(78#E%>_1}K+^op1Qba4#3<SGlZDE9
zGd;F<LBCv0nWvaijgEjGn=$GdC~1ztloy0vQn6!mHRYvlq@ZFdBqMf<mlnN(%oXtj
z_siphP1Ov(&B~9{^O-iZf?t(x<|f0wUzGU$<jas5QS?wq)P3(ktu`R-R<P+{3lAqM
z_;)_|{piN6bWyD;A~JP2o~kmuT@ta_{rJ(L$JZS~Q<I&G)04^e^-%9s5g1yGySakk
z-8we8OStrsfqe7*elBM}d)Id(e59J)rNQj?aj|oEA=SR6_<C$8YE`KF_c$gObziT>
z=kfsn1O|fASAoApL$1q<6riH2#e!K<VDu=FI-9U9t-_P)N94Sn<mHxg@x3D{^Gf7?
zR>&c<iRw5Ts)-R~UNxU9rd-0i@iJfg8mRwj8;--p0BotO;h~%guDGcu%YEXxVZ{!9
z$g?xFIiBU$k3|uj#PuOcD&E^dZAv7r{q<~V+Q7ZeYU*n0*!BE6qOD4LX*S_h7SKHI
zLF_>eY&JF5-(|&9-%R5#+p%8O@2tMB1wlA>L;)xWe-T=}is`e4@ZKY<>3>;IEY2Dl
z!kn~3Md4lLVC5BIbltp{fxqgpr3Vr`A{KR3HT&ltW|mw<NkCWPKgeZAWi9qwQpw3)
zgZ8q4{5P)}w=7|5Y@*pK(UR^*S|=S=i<*|+P3*7Gk~sy+vi7nYBSmPT_e!*ZD%5rj
zu7WtsJ_?qXcsL+wC@3+b8oGe;=1{u2oRpdkMAdtVOLtPTSA}+LAgMt`9DKYh6L-0&
zQtEhD8$o290q0kRG^Z3|HF@Z+jih?5irq^$5o*?9a+nEl*_iFyLW?(-9ZEfTwcPsP
zk0_OTcK8<%;L>vI#_rT?_?3$vxq`YDJ5?E-sGhfjLp^GV{jY*<zNsXJXsG%|!lTs?
z)_ED57gf_KEsk1^jK4-kt=FK?`yd&Q{`uFDU5q-!7p2+I`do513Ass0q1sDCv@bzU
zC3-&tni@6ze0-1`5)UW4u&pkl_poGgODid=si$^o8jBuTg)=Oee)o(c?urO@44Xw>
zr>;Ee=ceqc0CwCmgZI~L<MW(+-W=GI@d*WdaL)tGy5UZGtWwbHUz7Mcw}cmmcVXSF
zuVHtnDb`leyAu9ks%Cs)Il4I;7(yM%`n{~sq;hb;Jt&*~n7ecx*W5A)jYgvSy#@H+
zHWo=Cz7hnXqYy{CApC{+1{)YXHHB~A+`-frC!);WOs*th3pV5X!9iAy4WTSF8GIF#
z?8-+rm@wM+F>O~Px~s#`9^TA5$pZ=3xT(o2r)5AdBxMVdT1m*hDw-uF4z-!}?=)cQ
zXQh09I10O!mFra$t{a3WtpMk!eMIP8jPx0WdS8EJg_>Gy+%(vi>jwDHWUNC`+8>Qp
zjlrR&Fxriu<e=`mP-42&Fzu_I*l#c3im0{3^vmbglsJq<uz775YxdYt{Nf;8GBRa=
zKQVFu`<7UEdTj{3c7#xm6W>HPQJNI??p=aUbQs;EZ1|*yGa@R67*#cqx`W*N+8&g#
zf%Na3%&OVHvMjw0!w2gbkY%9a{vBMryphUE16{uuM$PsjvSm91bn%$t4RmdBpf(4h
z8gT6BU(M`g_)Zyi)N|?SpfD;h`Y5m~G?)~yC(I93g@?w%7K#H@NE;>U!_}nkE9ULl
zi-^6W7w(nijJ#nihh}W&KxG~^H>BZwVJHoM-^t;MRI>ILvSwH>;+}qs7rS&uQCErU
zU^1I$E#=o+=hFYRYq)*uKAs+uLG#a>saRV}RE(XG>O{JCxAN1NoB6T154{z>czh$+
z7I-Oc!$2~}`H}B+P+fJHD{o1}UE73x`yot2x}2@Iu^<TN0Z{-7!e30k@o^m5Sw&KM
z2pXLpulg|Bq%LfB6_T*N1V8&BiYuZ>e5pTUXN{(%u7uK-Vyv?r40~xjweNpG{j=ZU
z=@p3|Rao3I0g)E8b#@e1J>BBfsFYrAd{R%aED_nan)IGqQH<P0Q;-Lf+CYjjkVc1u
zsx%yhzeJyewJ84og~^kWKF3)VMr2nN<t~3TJ`FUPR3z-s^Z1x}{BlD0zQBkoP)({*
zOY+q^f}g44r}%n4>{?4<j1M9EZMf$bG0m@-%hGi8&e0I6tf#)84<pTy_!=Vc32fl@
zdoo$KY&V7hUFce=<&dg{%$Oji25#b>#};DhA5Y)tc<!8e8wrnH&i4P7QYBa5478H=
zpP?vg4zP2Bo&&*J4m396vec1UU4csJk9ttgqh5Ef!-ex;3HtPyqn@`|Kp(6i%%o+n
z%Zt}v1$73D8Z}jw9s;_WN!{aRMjt;Sx7mpdHBwzwf=%aPySfSWq^>Nye?2?iE~Kf_
zg=yL_3YYEWhdDk(zrKa+g9bi~o6c7g{>_>v4%1XtNBZ<Z%*!djqIA(GuYrAce@vaf
zn^hNIfvwJu_%6Qu_)8@bRgI|CN+f+Kc>z(RU2fsP0uKw;EnwQi7a>U!)o=fV|Lqrv
z3(E^a2O|nVLHLW2B#Eid^x@N)8yI`f7}SUNQ+zm&^qU8>pm-}zr5nrE&FpxkiLGT}
zZ1L3K>u#n~fQQoMK4gA!C51Z=l6ui-=6svYpb#08)k>4sON)=0(q&Hi-DqLsLNDD0
zD#_?;##<6aDtexX>%;9q{ZXQ3)!H(u4H8LRi*dU1Tl*&~YY9qnP(nR*E+2Z>9AsO4
z=pt3~<2%`0k-7!ntw}td7|!9H3f`T)oU#fHlP|MTm2aZyVgp?s)Y3#FO}lh--e@C8
z@4)xcQ2e^Zl31?C6&%C;H;-fa#v(8@k{cF>b598^38DBm)?$@Qxoun+f7@J4U|=A*
zZ~sDBl9g||SQz`tXnK4x3QM{_4L{9iUz3d~VO`lLIjL>VB?LE0LnsPg>rt<J^Qzq^
z93|`8OG444<Pcs$qb$VQl-R;dgjcHwi}J@{^AhPFN{x?(r~P8c`>uej`!d-yYbB;A
zJy~<EAY@b|N%5Vq#)Pxyjv@GW){=5-7y3uL(d#utmy{6OHJbII!DJh)>|VK@d*|+=
z`2M$9jF-|ouHZIj6GnrEIm%$ndkaZwaicOuV;|R<&_*YX6$WyRH8>shTy%93uJT$O
z2Z}HaNNv~mtRM*IA5j1b!e3BmoR#PlKcamkq@Kg^7OkdkaSi^LWw4@Z7eCi*<nWIx
zSpUTV0z5v*J-eVxRG`bNWb=2mZ0_a9?yVAfj~Po{HBzCHa!G+gAB5ZBBCd~#L%U>p
z43$WW@xd6>jD44hHB|+a*O#*Epg(m^Em;F?RI5ty%C^?NIkD3t(HDEO3!TM_#-^hv
z(uE?_h$bhHjDej{2X<nzF%<7Dag43C^GTJ4!Hq@S7F|u~l6*F=$R#YSh@5dwettZd
zKHqmoa!d3dp~KT6Q*Bl=@uFlvLiVxo-QvA??M?>Yb{Fpa61LQ7=<3|YO%G?0ces)D
z-)!g2f34!B*TxXs@3*^p$g<4NcXqKb$VCsOA5No!0EL8B0?nWS$GqkZKX1Z3_Sjj$
z04XVeUV+7|ME2FAm0)9-32iehT3=3MsG8~@iui6q44QQn#D)0bU+=^8*KTCP(`)JM
z6V2F*M$_%`J}gYK5`0k?`p>%(#lb3qFB{32+amZ^f)XjWgi)V;hv~k5bMyKfe9dmY
zMJ9hhELS_4C~FL%bE=NDKj)K$3r|QmjsPopxo&(?EYv!kEc@lZ+&6Oq0F|%KBk;Zn
zZT|ig1mXNA3P3^li<)?EH<r)YPoF-4FzjLqN_L|7Y%~3mgSq_0i%57h5W}Hd%4$m3
z+q93}-xP8vQ{tnKzT%q8CNlfrR-PE%pMsSo_}lf=x)hKSM0kvnU%rwVdxNs|XTi*5
z9a@W<@>LSQE_KrA)^f=ZE3x_*D#$}Zi7dO3Wj8L#iH{-}e}4^zST`k(0K%<}<hZRQ
zsA}2tw#@C9$^5uf&$7H0qWi?qlCz(Lm3F2!wGif(@cLV*xN#spy*l&4<(<g=v6>Q%
z5B0y)Q=-t37^g+4ka+yAD=BF*P+wn<N3X={8%(H2LvcbUYF5l6H7SUGGlnzlqV7DJ
zYQbXuze}7He6WaGbveV0-6_os#o*_rr^|~{p+_^M_ffC4?DpU;twj?NaNJzzbl@AM
zAWE-cuiK5oq9Uluh{32OzDPmNm_U*bwBTnAB;TTDT%CgtUi*Rg9?@KS?`Zyg-G8t*
zI(Tv0KCD^|HzdW;oMXlFxE}>YHT+x_#PtIW{KHYo<0Cq;dFBnoynP#6>#NwR*YHH2
zH0qP%DOgp-GM_;FiYrmedQ46unp@-WFLBUR=VsyV59rtTA~J`D;K(k<YjdFQ7T11n
zQb7>TTcQ9Iguf__PQ_)@yJ4=XLUw5I88R53%LY@HZDiH`KM)rj&a^MblGddQ6{||9
z%y3dNZyyszT|@mVg*?$MgZQ2j?z&nO1~X1cL7!wblCO!R3<bWy|94K9uTK=+Vyoym
z$U{i%4*K;`5^C|qh!4%wqEUt6beGUzUqh3|i~<E+QmvFLyf|e&$u%+u!W<~WHRRO<
za%lDz?(kbq;k-z22eNjIj^(!|!Hn@792m+Q<w1m5&Gbt4!RwV#<~I}A&xeLpb>s%>
z7})o>LN3tH%8-7k)T-(^pz)!3*;@QfX3A=ds4gl%cG%GljKykKP_ywcMPF|MpkZ$b
z```MGHKAqn@%XdT)=0f8kFHgfsElDKLXIx<n%C{a&^PI%`RLhCLTOiWz~RLdY9z5i
zMOmmB-%1#g7=_v<GiT9Wg6<oD@t})voy=FCtRQ_zG8aEQhFeFxfV3osP%ljR&-YB-
zw1;WyB<_s!r>d-+LwTWOjvjz^%T9VPpTocIdynr9d+0qhgFSjHon<qj(OS0um`##K
zh1MKMQ?frRKG@Hi`XwwYpF@}A%enrc&d9P%`3qkX^w8yP`=%5G;V(lJfP(NB)_qtc
zN=YW!*NszaB(K~<a|-mhV=SLN@g*<5P)u>TjsPDAO^rR!Y4m)!YX>>eN|N##DSBil
zvI@#HdUQbs4zFoJAEYB=#L*uOYPAlp*MqnAFx?XS(<vafb(tOuvO16!cOI3^^Jp+d
z1K{tkK`+Ued~0yF7?9&^l(+&JWUXdSPC8$Ph4T1wvHWeBk(zoFgTmAJWOXjxG#;+K
zIE>f6Dkn19$m%ajsl!ZqHyOz;Q|Y56qno;Q`;Xmu9lJ{k*<@E?TfYl^*CfUg!fLw$
z`?{ZylnV4i6G*>q2xSX*v3l&Q<h-#MDRL<ps%xn0A4bmJLLA;|d|fSQdJjD2b#C~1
z6PAlIPnwHPodBHzgGPy8xDkyEn}YSIof5XSHTVq=C#=ZJ^PBP@Ie_at7G}S<kW1hF
zmZ|&p(0F?WYxn0d@5YaboU@0~xiVe$sTo(JBKlG*-J76Sj*{WYBboE78bd%Np20mB
zb4eziuASIBYY(=rVdyIx@I_C7vzGUAexSKx7ne^Q$$d}XLu!u*e1jya-&=^WUox8L
zpfi8-34-vKCJI17_=}tRY+ux+m3Z^(h=_|LH8GR$BqM3p^uSlS7R$KK)NC$ecXK0E
zo#Xghd;pg`-G@zS-BCW3gx4vPj~Yv801Bg)(NmSj-A-gg4?4wX;bRUuYQ|_6hEt#}
zqqg~H>Qru06(fP)CaXk*>v06zsd8HxSmPqwV#jw-G?UF$$m_fE`cL&lX6CVCaSH!g
zRZp*mTIwTWN%vFIInKbtZxmuU)I@E#FY{k4rcPrdAxVWw^?%#<_wy$%#7VwYOWF1!
zbR!1Rr$)n1RviUj%>qC_K9!blcG2zGiS+sUF7}OS!R!hk0DmkalQH-x>1?v1@i@>;
zy!5F3mSq{|p)$1bp(o9QN(CXE6hs@e<Z5N=wMwGv3>YkW@_#O6!c+YjR0un3T6k_y
z2;L$mGc)2be72DnQ#<iuMmqn#VF)k(=SC)fatGzzI}sU~PK2_CyyXUR!=uUDxQE2b
zLf*W!7uD%8+<ntvJ}i}(T3tgeTK50A3xnQ3lhVNkPZ0y7ui=Wm;~98+Bx`^0GVoFb
zw#_-%x98$_^Qbd<y9t7Dfe;0tApFH?^(t<EWgu}al^ouh&#psucI*vd=;UG4)XQwK
z+0dJn#QEwlctWsi4AgBeM3vxT_LG~Dlv=z^4%8YSrvA$Zh2r>^1JUWsD3$7Cp6^T_
zvQ>v@u&-vX*+mLjt;-S;OtfeWsMH=bO-4LvO{`dH$2wfkMcxt&yIm;j)HDWa*fLMc
zH)RnxTU4ydcGIFZ5>nB`%sek&=NFP#<e(_h%!nb!-m0v3k7PV?R;p^;nEUoYQCrW{
z>mQ-Ga1S1b9feVYWyS~^o>|Ji4VzJXx&Z%{QT!*giQ)t0C{6WrwYiW`p^A$<Dz-DH
z1Z`r(DdnPf7N~4Wb~L(?{IsMssM#N4L|@~jyv9LXxRpyxeiY<1V|`)-359BIACb;4
zPklv*$4h9RWZW^~%sE&`kHk)l7?DnTzv0|JZ2-6S^5gdV2a{-P;Cs7@_?~gN%~mcA
zQd97AA%2kt4wbhM>vXZ-RZDc{BvKtR30GR!yj-T|5NMpeh{}I`N7zd@ip#zTLI<Zh
z*BuZ9;m?aq^5w4A2J-sdztT{oVa+ZD>(?6a_02@Pc^j^%I1~kkI1rFRZFw*~cW$Rs
zRyc+ETWAaj#v*x185W4q_w+v!RH!j4BXIdg5~A`&`MZx5i&cY3twbMCPC<PP!%Fk{
zIm-r%)tE<=GIEiMwd=yUyq^kHWF7N21yEtKk(6X2<xmv`VS#k-<A;B7EiENZ3at|1
zp~sF;_Uk<mg>pO1KY3}aYQ&}VFg~g`?^%MV`^R)9KJ`AT2rEt3C$Q`9pVGtT!S=)$
zVs>P+Y4v`pwEIaeszn{2d`#@7HG59^GAYr~5|U1V#-=19&PZLkodZDzA`d87Ir{)3
zZcJs<2V0nQZx<dqP|S;+gXn3OX}Gc<uRit}k6hV{%}N8;T7A$L7h|ld!f8;jBP@i<
zgiaLHweVw73)5F^V@#9}k8V`(esLk+HJXre58+a(aCjRSrVYb+cnRU2Mm%3Bkajj>
ziS;6l=|$8h4~RQ{2!bF+00rSf5t-!6!ygVKtiFQh?h59Gr^1<VWf(2h<rq@^@o6aJ
z<<Fw9CTPg++>HW-ffAdYu9w8)aY6qZeb0E?-5AC9hDBs@=`qV9!qhZdUFakyPKO_T
zboJC^mQ%m5H=9#+j0rC%Y)dtJH-s~`yNW}5)g<n%z-}~=XS2|Er~+wi4SB&9Mvppn
z^bep{_e>5S-i6x-7X0l~<j6oAzpUYkCqBWm@q4bFc`c8=`xuWedj)%33F^TCtS+l!
zV9yjBPCId7VHh1Yw8M}6S=6>}KZZUhp8#@%LIE-95-~b0m7ywXkVtJYp!PGe_se{O
z#zZqnsppp;4=^Y-j0XcX*bdY%LhH+bdoJb5PdB4c>-h0d9rtf5=k`W5uj0#3O%jJ|
z>;zi%%zfe_2LJFBi&q@viBG?vTH`{w_aKL=inzwHlT1woO$H|#WenlZUd7(j$wYs0
zA2D+u!Eee?QTz#l0Ehxm5H2XeQDz?dY!s`%$)S3GITI&_ao0<uF&JAYude3H=XW#Z
zAHnD~O4hBHu==<-xYA8fnm<P0<DdI?Dq`ryMcj=K!N)9%jP=8-QsN(6PN~O-q!K?a
zwUjaVaXU#Z9!jgjaOn+9q!8Ce8{w5I-rDHTiZyyV_fxa|fdU$J78>FtdiBs8cl!o|
z5tqwJ^5||HTD}KuR&N|@HWQfKldN9DNZVOP&#*4^^(ND^dM~key}<gd2k_Rp!B|gL
zU^ohQ6S~nC9Tivhc=0y3ptKl{yWQg%FkC`uQ?j+rjl-ZKp+?QNa1(}RiCOcq2_6{E
zFtZPGg@Z|>Q@K0QO3{C|uz7hNrUBh}^tGQ@yJRcR-`t;hPmbmFTL$ptRT<niI+gLg
zV=-t|%-&p1*O+LcZXd_t^|b`Li?BPP#Mp&8>m_7&9f1_u2~D~`Hm`w*&f>=&K@g56
z3P3@)!03!>rq3G8_GN`^T9i+(OS(~cFrUOUJ(VlVc>SNb<oMKa#qGhks~yO8Hxpm$
z_NTU~KtXRVJMJ=zuL+&fjm_xAplM{aBMf_qndbS`MEf-o*0mCi70PWU(rfD(sH`Tz
z=AyC4M)N0mxRhG9nT*^p)p*iA^y<+YdzT1e-3|_z!thj7A$z?9-TyYXMSCb*zJ;;j
zkkq>$4Jr$IorYf*Y@^nlOWeK!B!e2Ium4doTXyH8ON~CQ*CIGXLTyl>b|?sqGa!2v
zc*4w>l`3o>9b`_b1>ddpEL?S%U5DyPyQBw8Z|TiV8%vmK4d$PJzmo^=8^x>{bNKY%
z3voJJt+5?$FV8PHMAA>&Nz05t>X*cx?HZmXm;fn+sNOv(mGpF~brE~1m0!Q{GUSRg
zFYE<DxNwOAP!KLaN~MCk-W<%5Pxn!<ua1-fopE`+bQ|f<)fpyUc_j^>uqpyWw0I>A
z5$XPa9Q04{G1s6C(&HakhHpzHzc$6OTOUfT$H+EAAkLn?9M1G-S4tH1W-FPxX0j|T
zxKtKQ<NUbk1v6^($tNug%^Jbt;{9~i!5g2h#o@8x*?$<x<b!q6V@&g`B0R{7_V(9V
zxMB<ayCqTIP)}M~63Xm6R0#>k#B5%(2jjrgzfD@Fo)Y0IE%sy$)lP}zMgz_uGxZ0W
z>0P5h(=&*1og-QH!#)OR6$~4h&f42Xlkw9w()Q&tU|0%oeSR;2!9Lt|&Fg&k)p|Z!
zU&8bccW~31J@gu#2wfuCcHIKpUCqSQxRL#WX(@409ArgrmofL$qtZY?xR~rA2*R;M
z0VoI;D78k(o&U<>;~DE2I&~mr)lEcnSF`E8Y+QCXt3F>3P8C6Y0^7YW;h~MR)VQ!)
zjf964kl;~bu641oF&=HRmGT`jQ68DWm#G;1k{@YrMbYJr2nM|!K+iE+4EjGVVmieq
zl6@!}t5He$;YzAZ8k{SCyYRCrV>J5L*Q2@QP9(LK@0V^s-2j-X8QW_B8mA5IprOaa
zv~9}4kkR?H_jlkZ38hWN{uXFfKv09kzRp(6P6h5QWz?jHV)`PFYld{^AFr<G-M7{g
z9%jJj^U0`p6;nI$Qyj~33G1GO;p$8HXyE}?JoFwnZ`(oOlwLS$9Ms(ZGn?wwe7SWO
zef2(scZtT`<iXdZA)uRy4NJWYoFGR31VK1Habk!dT)?aWdM>&pjh{X^fGO6W1B-T%
zIc*5PJiDF48w)YldKh{0=@&SsOK<YU$EOLOz&MKQDk(R(pvBE#tCF(PM$#@f6BKjo
z1dr3XREZ=>#K$J!JygNCuu$HvQSs8+Ef}U<eN?QyIfcYT1hMv)oitmDh}@oy*GEFr
z<>>qT%3d$B%Z);R{PPY^#@AOuXOz%1D+q|u<Em<*Q=~r@Lpj?vRdCmcD4JgEOVOJ<
zdHbc&ELxe(+n=vv{Fp?>{A&U&i}q9W&RTrxT6jXOK&g~y2#@89J;l6t#p?w4SZH?W
z(ReNN^@dOw6iAFl&t6GMSfhuii6#nHf?u#0{SyS?_{0dHAY9;jkBy<Bs)h8+2C#R*
zP7*H)r?R$;V4V?9L@>$yPJV&owxBkK5gA-g!J&E*%?BBo>0wA;u<05}&N3Xg_&XCr
zvqn&Ah6!N`_7%Bltf@h6YCfvXr}LIEqE}b!o(3)%dkL<k>rwcrQ75Dv)y|P!jJ9+5
z8TTcvp8~U8Lvv3pW%V+K92rNfFV4d)6qYsNr&AMkQ5253`?=-19=!AFMY!EwCf+fh
zv9ovaY2SECpB;_$+o||`bv>akPvo{Iujg+M+{~@dO`=;s8bz{-D7~KGP9cz2Pnn+?
zty)R;VFei@#mBoK2qz{!Aq1fVxZ(M}Ec>b$yfXj1_FZyv_hMAK3Cv1Ht!e+C3H3h7
zsA$69Z$JAEb!G34T5@*jiHtE38h+|CZ2w5_jJ|A=>(S;OrdyW;J}bB3+O)fMd9%HR
z{Nf7M{IDIH`XFP6UW}sNj>2L_QXhSh>)(F<?R3U{$r>Y}wkvU()VNd%LL?=&fk6Z)
zG`#fDZfXjfFb0^AlnM^Mu!U_U&HUIXG5O8`to{5dE*lZg#!bcCFm)ae-S!i!emICO
z$x6_5@nmmpU~^41!z;b4kBgz3kC9r3f>^Vfkbx!&_Cs8n82u9j;l#vGz=F^Ln5<eZ
zzpp#XU#%rI&WL_o50>8d9gqAl_^fPSk|g|MFT>XGD(095O#b8W_0yx#wr%mL)o7`U
z^vAxbng{1z!<}QcbNSbc=`^G_9*>v%p8bG{S$+8R+w~--M<f5d9B+sYRczcbvFuxN
z2zvagGwzGtAmQVupsGrNDON{qRSV8S1wNrxlFMp%KEIk+oreCBips5}NZYIU=hK<!
zJ<z<YjPUXnrgV<xwh3J+ay$5ONe-X=;}<k`nUM8Py4zgriVGzx#TQSli-TSxNsS()
z6eB5WN!;l}5QLKw1)v~w5M2jHP;j6-Yo4BqH>`x7*JhwMpZ@u6XG)>c5t4EnO0@~4
zO4n}N8GG$D*q6RWLWB>=u|aIva*#PM{D)eno6%W4*!1l#oR&k}IOP!>(_cW-EeuVU
zjAP=sE9+4Q`TVKA^d7F@>u;3!4bxNnwvC>FDso4MVg96n$fc#+|LtgOE-(7p1d2Y|
zNB&bA==4ZWOg;Qj1!$4}|84o=F>=psy=kd)^53g}MX7MH)~Lsw6hgX9iKC){Mspxq
zvx)<IB`&=~{J0|s!pVtG2|?&UF1an88@|2~?f%^iedyR(ukB5v4`|oo51?=F0W^7K
z90ztW?ZI&@Xw)%UmKZa*C!R6~N{ttbpN8;y7cKQQC}}~Heslrou5ChTJ^6J9PesOH
z38Py@Y@`;YL5b6@pu(jgG}Maru$#HhZN$f*MjLJ*{>h%iOiw5KADeO1+FOgiBbqAh
z%(-|O`kZQ3I^DSY#4#o%6um{}K!c8CUp2vl&8T&tH;K_dK@d((6o7)z!9)-2#I--&
zi#gQiTz92iC=?3hARn^leM9V!zFZ$$$0uKGX8yl_#nIxT#j=lSH{Ffx?YX$RMB=R~
zLm3oyR1EvpgXnu6dtJcOrO`@+hAP;&#*1%1GdZOm#=7)u@9vLD)=>3p4L`lV8(EeC
z@E;sb`m8Jt{(TDvo?K7k?rIwIo0xa^F23tJ52>)4A0kbdFHNUUzer+Bno(9Za=>Z8
z+~B1lKu^~};$vM9gg+)eDFmSdiXEDKuDj5#LWlIDa@lGmrINVro%s92M4p=3m(1Z&
zc)VVsn`K%m%kaDOVkCp<nDuR&vd`%Hf5+2*v;teHf^m0RX^|zWb~~7GeJqh7W^A<*
z#lKYW+?7AG;paSx57yD(_M*Q#ox^$+UtYP4Z+gw6;+yU4=^4PX%hK@a7EMTiFQHls
zev+MBhZbX?8hwz4!`Tw?>0<Ox5QIM_&H)qz;erz|D3jU+|7FSYMfAUR66NoIfZsP2
zyxX{+$EV#-%e!Av?W!PFufUz!{h0L~`wG!LaQs`_ovy^55+PrxSi8<kR1XumdmAu+
z)J($5=@{?W%Dg-`@fsyNzAa=$(?J^RTr`$?P}R9``I_)fO(H7Ym*7SZg==aFPmiKs
ze=D80=TTQ<XYFAtnei(82ARPmp-_qfP!NPaCPn}SLAc=P5+m@{hw<f{_o+4;Xech=
zAAYr57v2@a;`Mm19E`qOI<D;-&~(i_YF*jmMfQ4;)NS+sW1T@FJX~VUS|?Yvy=OFB
zU-&jWqKgnjuL%hfo#;#wWkRAwLJ%!_@4W_zBs$Te1qo4x=tLPr8J*~6)Da?jufwy)
z?|I+#|MGr#*RvjL&6hLBnSJiP_jO;_b?<Yw{0c18FsErk{SOgsc5Y5xcPG*|;qCNo
zYL6HCuLSO8D`4t^`W~}=hDKhGpj=&gq5YzG;SF*9)?BEL2!=&${d=zTM2L32V&Q@2
z+UStn6aTMZ*_JIX$C1#pc+^6_`=<z(Kx3eXBzL`7@$V0{VKKb2eSK>PN3x8W!0--)
zTBkb(3xlst7{3?bEmu2Dn9=QebF4bHt|jFEienWa2z#NU(bh(Cg)Ggd@^^nwZoq{0
zjH2RuG6^=eAX)lSSYJxn8`(Wg`pT&b=E-|Lf|PpKb|rXMGK)KNw6ruiH%{-7v=*#h
zCp1x4rzp~azusNyv!AN`kRju>;4a<O-Tk`#BW?Z-OoE2|eB<Ga*+8b8w=A2q*G8|$
zxM8QE*Yw+Gyc;#VB+E1^*$>K3UUxx}`I~`n@(Vt!893(bg&vlzPb##@9p;EI$Ble8
z6NEHM5o5DzA$!|g7LVKD&no;qu2Q03Th1;i|4SCzR*R%V4LS?x8?}AvmcEszys*aD
z+Nu<rPTuIN!gFq=S?a4!wa;9{n>9kZxkS|aR-IhpIKiGOHwZk1@smOeBEL7N;D3QV
zw5lxO>v@_fn_B0#eC5lKwdUPK`{|#FaD$qiUzE_T-2rIsP<rEP0k9!EN2szTJuk?D
zf1BU3>0f@{n;I%C$GZCEVP&zwyF9;5v#|;XsmI9S@k$$Ga!b;LhmSD(LP5fjnQU!d
z1GLm9O0462kxFb<c?(hgu0h3}`=*ScKmTrDJ7{qkeE+*p`Pt*jMRDy@ZN`I)YkxD<
zFw31qk5{u{sIMH{x-Ax7A1|@WF#Jd`_gMj#lvFBi7px9uCn1l2BicrX`{Tw|8|XUl
z(9t<|GiVr%e(L5XY8<dn3$|Y|4m^I_$sW{zl@=svWgNPryiiuKJ>}5slpE5bop;?8
zqXv<bC{aY&4GORN6f$cPzC<-Z<-&O%?~K0wA^B483)uJ1RBWuv-`fFi)r(h;fi1>Z
z;vQ*0@zLS7l4sY50AKzYR#w&O&$B}X#%H<7g=y5sTYa{b>bD;zI_8ufC|N-=v;fHd
z7y7{CKgny;^~oAg?5Fz8rnIA@BW?Ww$C}-<-2wcqtzVRGr|UJ~9%H#a^avu-b&UgP
zgKK7dBYyw>?YWBJAj#Jlmtra9Wg6e$?=;-#o(wJ2{--riSHz@wl8X8U-8Q_9_8>d3
zkYV&Ii@f(D{Gy$Tr^2w<e@93waG$`4_Wi}W*5EA+dibfK6ibOtdD(-mGbUE{nw0N_
z`(Lz}{!S}JeI1K6%=x;hv><i^qz8@gBhsU%149Ns-FZhxM|l!e^E9#odv^-7^LPH{
z#ym4H=xOlTt=;XHxv<wId}z%%)juyb7i!kS1Ri2!tLjB*hMSjjU<XJ&58%YYl`Vu{
zVqn>^k5~AqOviV-=*8K7qTY)s!Z2!Oy@<P64MC&j7J>NXj9i4l?}D%2zgfVvaO*z#
zO7X9MrHjTF_HCsNj7r}Wr+PJY1l|t56h7f5X<b>l&KYd=4@nSLSt%A08XBWlGGxsl
zxm6>W^rt5|tFHu%UgD9sH??WaRc^z=J^DI=4^c9!Da#INZi9#RC{hl@IRBG}+X5f{
zI^TYhB!eduUR3Mr!-tn~zwJ+*iVR<z&A3QO+FPy0r+fd3xdk4pDK(|hXTdwIT&}s?
zO-=cLw>F?N=ofj!Ku<8g_dz2%VWP%~9aLy}x$P6u)BT?tfZ`ct{7y}b#EbkJ>4;Ot
zmq`|DP%J(6yP4n~x*T!cQ1yBJzDiN@<Mn$~7K6@PKhiFG%jR8sct*)O8flcbxY$`f
z*xpiJ;hp|xdfMrkgg`Z;Q%CK6b3eDiJ;K^nN&m4cPB5^x*NK$bTqd63@tc8H<h5b_
zt5>gGlQT^N??dkH?pMtM63Roh0&jZ4MJ(t*`g3I_q}J0>ag>*~{Q`ZZf7Kc5dCXvO
zdXA`F79w;r+7nt4$M<tJls$B%k>)=-;ju2au|7cB2NhAc>EdtaMk!YFY(eKNXAgY$
zOf7#J+1;*0#9uW1v)J=c<x;sE@$y=bOhqsiA-;|0VGiU(_z*QUHSVZC&XUfOEbt%+
zF|o>rlwgq_qr<YZ>^180;Wzo^H!Mte`Yy1Lo;}9S$|@&lSd+o4`a_lMScZU%_~T9A
z+8z1(SdsgclIBcI4Jl8__M|zZEsYQOY;T>8E4#{xjG54mH?T(rjW~_-z1j^84=bU5
z7?*PdR8wzy4dGnHfP4@5_$jZRgDDruB2^ycx3}B?w$zi|?G;`A$s976Z7may0o70M
zKWZcL0mOyhy)}8X-YK#Sk5!vO-_3lm`eyuwidv6`*8jXb{E3t90u4|0)iXqwt#pFo
zzy~^C^-7ki%;B3A=F#+|3~r&4p<w-~sMic#uu&;}Os8ANYBgc*5XqURR0>VmWMF+q
zN|(8`DRXcqn_uMV<^{q){l1vkb;il+nlx&Hd22ACM*5B3ZGP?IQOJD|uX#euRs#<}
z-8^$*bsIaOOZ+|;Z@@*@cQCjAK+%e{@!_NFD=`Kgt3)--4Q$T!U&<eM%n)D&v<3^(
zc+LqP9=Y|St~f9CruL>w?WP~x6chWjj;hJpV+w-xV`V0NLLmBZI=Buh4<|Dh#e`cV
zDK0!C3tQFC*ablD_pI0Y+rPmYaHep(<fpOHlZvN$O_9GS*d%yfP^;4NeERbIjVfV4
z=iRpUOaKO=%MN(n@{iTkEn7kexijYd%qQa}n*kC+xe}=xM9Mq;es{6*pOOvU&ZwvI
z$<VrWN9l$a_*!nkD=dLQ)>{Zt@423nle3WWM?F8`MUf7kkU288V)8x!rZ{n77MSOd
z3Ti@}rFoEhg>U~c@cYp;gmWs948kG7!4O$CN~fmdCE*?@c2C>Z)^^ag>S>D5Jj))A
z`MgH{jdalNS3!xDPUDs;T$la?5~DN=MPXr~K0EA=W9_RFjC@d-dOqd@cP3=+Te8u@
zwAXC=x+iCk2+00+86z&^hF;itDIBshzl&6#s7VJ2drH3<qhvFZ(QZTvjvK`D_3YGb
zDEgfqVPfj$-!Y&6n2ux=jZXEx)gzL?tzik0R<l!r)D1GF)!w;mh46BdmMdbPhh=;k
zva|7uMpXj><me*)#OQ)si~OT;LOkTgCcjbM(Qe>E_hLQ>bL_Fg1DalaP(mZ!MlzQL
zmP>(sedjST&^%*AAe_)7hE2{JyFaei;Js}_k4yiCs!-95LX5G0qf3`~@2~odX$o9J
z%~)R(Z25EHjQh2MV{_iZ>&AS!zHIvqd_9ZCyVSzQvcA#2cSu5<{a+Jkg2rfw?EQ;$
zz`QZbbec>ImzP^w^TLIng$AfP5_(yOX9WE9J6qDzFgfGH_R^Of`%<t*Y5+f%t8rTi
zHJ<VOh~9ki%gfFn%Z*kSQ&LRN3F7Gf7_2cM$X58FzNRrPVJGQ2<@P6Sm$cRoEwz!z
zLDE`x(~*#y<WcySK^vhx^_-<pB_6o4?ER>}^=+A}j=1}v!8I?8;@8EJ)??e-JhWl5
z5`SKK!9df}sV;wkK{WyoQNY>nAwd9OSxWc{52#m=00o3|(!n8u>`*G)J%EG%tv16Q
z45LuS!5Qu#Yb01l4o(A6X8;S9E)Tj3;hK#*_}2ty;o%PcA6~G~ZTd~LYLW$niHWJ-
zMdR|~lCvxYl+hzs9n@|FFF*G1xDSboi(9VczHCE!X<<=OnLgZsO&5IoJ}ZkILP$us
z9{+NFz{c8|LqsILwe=AnT~FOcv@^>s*s?@i)@~MZ=osGAl==Pp_c7mW_=hW7ELuE)
zGT7g?RUh#;Wi88IDhBqu{g0E^A2$vzxu9+rUWOvXc?Kuq|DRAbyD1ipikNkfSL(0V
zZF~g30$qm2<?f~-2aYus|DKJ_9LFsld^YC0j1Nb8@+H3qjsO3Q^FTa%;L#f@PUY*@
zuLrl7aNNJ2Xq6Q}S3e!7ynXlXU2njYQYBq(flaHetMs4Vp;=j3kp<hh+@Phc+GacR
zSf8qjP)WE$MMw8eJ)cur`ZLP0J}M+6L^Rr_V$ypl)#|aDTDyr5xOnq>D$b+rPIlCf
zWmcHM5)#m{QC(vfOq4`?QqsF2YsLIwDrV-MPrTX_wJv5dYb|f#a?#lr9__Tc94gfD
zT*82bibtTRDs=-ve|euDFLxo4&Ew<rp)C*m{bd1(yFVLnXozxe3bl@5aR9=hD}kGa
zh9*>}2s9uzJ-ru5gmy6f&n1KTD(hkF0ndrdALtZ3FYhw9#mdOZ8J57|a&T|Q8UvlX
ziEv@a<m)oz-Nb+25%m1}Bl0qP^gGzY*&cnk4w1P^ym>_X?-Qouqa$RRxP$b13ZQMS
z0RHS)61v<+?7$8;8r8otU)4@Y!$OHE<^N59?ZV4jOsug6*_z0pi_=+@jgx@vx(nFM
z5o{~Vl31}?iZ~zeY6!J1Jp-CYg@Te2`cLu%>oxwv^w*TPhQO=!xLk=DZv`Em8*mqL
zqR`?YYyFF{)%~4TuvUx-EI3)WpK0)clcoxry|b^FG}lY|W6_h;)zZ=;!l98axn24C
z=PLomSYk>xKA@WnO1^)Owa`n-P|t6$9=atZFW*!p#48}+xEpX%#KXt;DM~q)9Es_S
zNq+L=2{`W$xQXt7(}P4jDG`zK``r1q=vo&M4q{^B9`FX!WN?Oqc$%zPN95S6fh;Hj
z?zJ2;!Y1`^7J)$5xmg`2>KesWR8)Y|EK0}kZO$|ru*v(^B8P0OOU?csu6fq8u(Jyq
z@X<-}@&ZbepWV2VkdVN6dUDbo><_vhDdV+aZ>VEv$R7ko<4#d&(^TH6Yqo6+%lb@X
zy~lOyk?&eNO#!FirY&MRIi1k8S{p;T;pE8k^K(~i?O{^P`zt>(zJ2|Q4EA5I8fUAp
zAIedJ8!H=B+e`gPF)GzHs<Is=P2QYE7=wtym8@VMovdESU>16MZq)igZc<`$a*s~Y
z3!=qwBfs@eW{&9EvinwGw|9BV<NM>UIPqPR1q{#KFJwXvkVF4Qi$EjX&=#Kcjr%FR
z-Q6dmhMU)?IH4D-1^Jn_QE`chx5=7^2aS#yrQN@iBSEK{8F<!!g()m@*u7y94g<JO
zU0K<7%AdDy-@<3LuhQ{JnzCp?s&j!3uD&y`sL%jwie&TOY7w74h|6jbs9TH|k2=+z
z-}YW?ZhpWR3#8Z|OtqA&iKV%Dx-0s06JboWI5IMV5x59=Q|ouQA^Oh`He@7q!YOLi
z{|Rr>Uc5%H_v+9ja^MX<u{m7lUVdI)w?Oif|2o2LQMA`utlPuG!(nuqqM*^$9pzBd
z6^yR18lb5rB_oT+I|f5n-jrFG^eZd;W!V*ov9Yo5!I}?R{8u<7vB~kyABUd~K|w))
zDQKj1V2dUytSA!`6Pqs@J1$m{yPyxU!QFmZVC!1>@ESCE4uiq33{V#oTTje|{vL{n
z()JMFaRdD^=Pc>H3a`;Dcy2W_N%6gLXSbc+7$Rgl!c(kc$GlgGu`Ok3Z)<}%Z_PdY
z{P}aVp3(E?iWU~P<GF^a?8a$2s0dADrf{M`MMdRtygORFtE&sLHj7}di*oE<@T}LX
zu)GGbv9WQW-Ys21+6k&WTeUkwM9T{Hh@2j7Ui?ZyI3>r&yQ0P8x#Ch%yq~j&VeDd9
zGCmpyVQK%?c6JolZl3jK$Ry*Wuw6;ryOvPmi-IOk#r4Fj{nc^&!A3tX@P^;I?G9$r
zt5+3@MyY9Ne)UPr_JZ?JCX@pH;C=y+W{=tyl$I{<^aw6DzrlwKi#trU9c^RcEK+TT
z^WtJ-om(YyAoj3t-@ZY@-o4BG(HCdY*VoqxUmR$Y*=$hI(_<ui8?stbU!wN<e3Zp!
zJs==J!<)T*cKKUz@fxL>xR{tp#bmVJp`we%ZA;h~8yE&Mo@;X`Cj{a3WTs>M_0+7B
z6JIv(IXr;%r42jXS*zB>qejP4&(JS)b%)^w67na1Ic@FihHR@AmzQ_v!`Xj>JHsh%
zXdN+q(?PeExj7ez$$h$rw@MLoai2bg0c<ZFPe@HwdGUf)5OF3_Vc92bb2+4!mMkHA
zzF1Ne1NpnLpc*B-TCYtbwtzh?NS<1nvaKz61=q3e2wN#OE+wC-22OTzb#zi*-d>zJ
z;f`7>W_u7c#}TkkDDCE>@yuhNv+Yjad-nhgF^0W;o8iMP^W&gf1F$>D#mP7#)*{ts
zcWG#3L{UKjpIO|VgO~S1Uf!LOpa1THtbWnP_UdSAm*MBpLWEwe^Gz)+t!AezCyH?V
zqjml7FJ8QW2W7qIfy7`Yt+JH9J<Av}+g@m2E}jKL`IYa=H!%qbTx_<Xb`Os(8jJ+B
z^PZXloPEhhCx3C~He$P9x1keW>9cD&<Fm{fpO8?uoaxu^;T3i<zwi5IHc;Ikq`?#+
z(<`dqsDpcZpEjMJ*xeu_1W5(VbK>RlBGx3n9@+CF%--raCD_<Dgz)P3l9IgQ;z$rr
z>PDl1CxVS_$T&`yx>wwhoMg?IE#F3O*-TMi7AbE?q%vo-%I1N~BDWF*WT%b*M{8@7
zy}v_?i;LIk={pCY7yiF5JYM~s!c;-2cb{X<Q~f;&taguT*Q-$}5>9N=8PUhP%L$)8
zxp$OFe>_0OjIUZuRoZwr8qN5w@@s`%kgj{2vDhqcZVprdfb88F8F{W8$$-ZZNOX=5
zM)hQc)h^ge{W=RvFW8upQO;K^FffpSnAi<K`xfwDzKpNx0RUEsaMyycb@rx;#s$?Y
z_S-;}W7wvdmXS`Uuzq~WOisjc+S5GI^N@;3`&aHmN;nVg#}A<-K0VjpZX?nmoTtVH
z27axkTeDeCE_X|l+h5zrebKm`&nib8^i|H)U6xXI3&QTdg?BgcV`<aL$Kv8*(T~GJ
zm9Rkh<3*Zk`^i=?&ANJfzZMj%eD91)oph|J-<O&{np!=Q+DY&S41=tF`$-rl&2$?-
zOrxaHb#E!n>57m=_YMDmfEc~Z*w|(zdP9O{u>WSze{(cn<k#VIOR}uU;T7}NFw$b9
zMkauRpuvw`y+WsYom_FbD_Rr?Raiw5Pj#htlN;+L8CaQTSdS%drGZ3p@mb34PHE!-
z6PVCABP&9%>8Mu*-2z&?v%C9dw&_!^<*sndXpt_ykX3*B*fPMQQp~cVuB2q9=yCtQ
z$5Z!Uu-EM!9hV^C<Kx3^4@QQk`{Hk+s;VjwzWrK<BmqOR=GdDG>M~88nE8K2rIuh+
z!z<pXFV8i`e#^_FW?&#Wo4tg=thhLrZeuZ+t8Y#U4z#PQ=_D)CJ-I*!bAqgRKhtN4
z5i%2a>QGX*^cgyYiq3D`<vf!D=x6%t9Uh{O=p4(dhVc3d`4Al~5104C;X5a11xRw-
z_S%}75a*qgeE$`j`N*#z{RGSU>@1ok@#~c@Mgld`gP5k+__<nQ*GRh8<#=seYuaZy
zLxiKVv$KbvpC86w1lUY~zyJ9Nd=A`^Z|@EO(hmkL8Sf5|aX=e_6gc}iAL^D?9$nJ7
z<92I7og+VAZbw^7>n1Zf5o0WnuES<YI9dYOl?Vp{Ky;8VyMQ~OTp%TO2eYuU2B7`0
zboBH+bP-BKivVbM!(0^cCi<JO2dFW@9IH&9ynUnKdpgCj3XdL{Kgg7HS#TMbn+%`d
zTN$=^FlJk|6My^3lpFndd0-ID1}V)Qq=kh=IbV;fqhkr!@Fa*amh;xF=sMCvpj-7R
zOE8Skzy@+;c6Rm-*wETs?|hxDVnBBHsa?tPK-O%@sb@A|xB&oi;l`Q+a);>2iKweO
zeyj@Iw*a#k24L-4st3~WF+laiX~!DA9t4(HQc6mXXc4Fo3>|yx&=e;OXjmI;38R>G
zY(v1Q=Oktu36efwLW${_nF9Fb&kAH$_*Infyy;|5{^r8Fp8ZdvTu>mj;mds@)H^WX
zWN4f_gaka3+aD+V`PSx-S3$s&tMuXI$at=*8E<A>-$eVxEJ074i%UuzStkk26S}yH
zo)?ZGvix_tJZFloJ~3G45f`uaz$UOVgKJrtZl0e^VHl*TfVb5IAP2Rc#Qij7kO@{g
zUK7oO=c=h0+u*S}<~dVw73R12x1@f<HVO|ZouRH%Gzt$Y8nrzJ-ny&}qD?B;s^zL+
zL-X13E~C7^BwYkyOs9gXDj5hTIY<JM8+@4w$5<amV14ZD?9j*q4nO7Vb^fd)in$Zy
zpxUL+b|j>vEsixbw6yK;nwjosRv9D`DY>2kK+GOp8<#3-6(1iT(uo0^&I$P+IR_ri
z6KDEu)Ok)MT-7yL{(IQj*%ciHu3bHoc=eedi^3z6P0SgvctPG`#^q8Xa)w|aQRbZo
z0ae~WTm*V<pj8exrctI&0#9+Qf7U;tJ%Zj1bT<tn<A?E8rGn@20BzJHrrVbK(r|<V
z2!QxM;y>}=|4GKJWZdGw|NHtGC&=doxdjC&RpQS_Fo(iA#V=h-yjF^N`1#w-MNGxh
z3JMEt6H;R2Pk7?Fwwv)OD^+BHApkrepy}PO15^_O<OL1NHv|L(l`6f&Y~Bzsn2Pl(
zkUc$i2`M2Ql~CNdTgf!6tZHUv7#DUZNT+u7ULcKzt()t~hx<7ntWQ>igP$Nt=xPh4
zl%KG4!N<q1!$ivf_fvMejmCja_j=gDZJhmd?#iXoYA(Whm^}{O2X0d}MN=IS6{VD9
zVXkMnHP^E2Xw@H2Z{&>^)A{SGO2XFRq0{h$*KB|UX#DYVmfPRKZ1E_5l1HbwMaU$r
zge7@-?|^J$3I;;6#^(%dl|n?p@}94!0qni(zy{u)Q~jUm^%eS=0I<DKE*0Ph(gcH)
z9e-2d-Q4D8O#AC>ugw{Mpk-n3gp7<n{u=ZndwV{Ralyqlnob?Ta6JD3ot&IR2OLg+
z{rc5JJWZH^oa@dVk$@9-GBUFBk*2_%E^bK{ik#fsm083EDGG3v?GbH_p$aRFVx4=o
zRiEePOh92HMZ|(EE8u|9vF5aPRsFLVX>bhmoFTbqKmP=j-SjxFhH$)kkR)g<fG@%k
zv^NCfw)Z;PnjiB7`VMO8<L+Kbjuf@*jdg0=9~-N_I8Bjq%j4@QZva->B#3B@nyqai
zdT`LWwFz*>d*!O%r02zfOg#hBFn!zZca4)V<K_R-R0BE?!*b(>d#gN)&vP9eHZLr&
z3&zBIlK5pXO=Ka?p6{tZSA``U?G0=AY&IU&o^I4nmYER)GGssT<4qv;1aE7tVxZi-
ziyFt>0GZPJVS)#E*y5i*+dy|;L8vu*&%dRQW)2!F*28%fwbPCQ^=l#^HK+o949?`!
zuY3=#V_Gp;yYTVeM5EuK&Ec$LO$Fd*5D`&PjfstFlw)pAP6!ZGxRiFVIjaGzAb{D$
z1~t)u;it06`KCK#K_`K2Cm~0mGNw_V1)MR9<)2q*2_9NMage)0f&>YBLAa-=sK}yX
zk`EumBwkcR#2h#)PwPQ~>I!C|rgrTukB_I;D;fn#7t{*bYqHeywb=kBlOyR3-G@GS
zoe|)u^%!=d%&gM|H8MV4Q+>Qqzp3uW42xuk8WAl5`H<y8j+<4NHk&gwV6L5w_8);c
z#R-chXkPc+U5F6O8D5FD@!B8N#n;r)@$9Yh2Puq#B0Ti{dlDl+UonoxaGhPW+W;P}
z9;vOX>!pvKt@m<TMPM+P7*q#lyYgH{R`#rN;bJE4$V%iHFG=g<<&**zGJsXpZ#%U;
z(KlrE;Yom3B~-te{n$K<t7bv;z-|(im4hQA?r4~+s|ci=uLAfI!~cSSGJ`Nh5#<hf
zqs5z=niOF$eCOp1uW|=e_3%^&6+qW!r;6xCqfN$kU@WfvH|11tyxw^-&W?hJh$!b-
zf%+6tpbY!wAq9&hq&Z#6O(?C8+n<1tu&TuE>lc|9uqognWL8c?FOD_1R9<5`q5$m;
zO-W$@`9gXo=pulEUEW_6CH)MPPK<yE&?v%nqT!{{DEWaV>O8}dc`l_s282D!Ge}=w
zU)?W5TiCRf0L+sa>4ns+tbw)3in{$VgAWlAW`kcIf`m|JSj`WDb2;<F+}g}V@Nfmk
znwiAK7&h&Ebvd{L0TIy^O#_3|aEFTW@|Wf2q+n$8z5Ef(o#h{I)aZ-%!*=v8021%t
zx3-Y`6trYYX|oQB08IXiw;Pv$07WnwjrK%!#9aZl(r*x3)zz199l)3S+y>-2LF&>g
zdrj!u$d*6cHG6S>NK*o6*WTeFEc?2#V2HCk4eUFBFDX}ZI>7cKH2gd_3slwA9I%I}
zbe}<g0cZb8Ffe;EeoV(5A!hTyW24-ch@H*}aF-kOaYu*prR-{WI~AwGnV$=uJp4Xt
z3lX=Ua7K#*{Nc{11iHq6J0yKAf0`3YnPsh939dr<zpp|?Mb&VAvI_Cv?UOLKv=s3>
zu%}>^Rs=%r_U+q%CV$4wFc1l0mxZ?BnRiB|+?<^Fb79My!0t%{bFQQjytNzT0o=4y
zQ@aNKiO;wx9Y~;0hV`C!&VBdCStOKAO>Y8`9E^J*N$K3tI6ux!?*9lxbhai>ihO`H
zs>W#<P)Zq7)W&pu){wXW;>>jnZqNxL5@*4v5+7}2R)abQ)hpabgTZQNu?y|e$=YdH
z4Gc2~D1kBxnKU!*YlC;B!6I?_EZq#0kne?4ur7dF28XC94HOFfq<Y)3BK6a!8+SA^
zdx5RmQTU>$pXVIlMT}0-w;w-Z6YuG=RWyJy0-xc}Pq^9?Ae^{VVN?qH&mnlBYuFAf
zzEnBC15!bsU7$YkoPS-Ds61cfBWXQ;5`S^n`W)E1t%O#;zpCKu2Ls2tw}&%+rD|sM
zw6s*Tw1f}T)%!`Eq(Bk(SmCmv?vNO{0|uZffbvTRl^F3TERZswRst+k@Qgi3>5ndr
zc-9B{`b-jNXM9jj#DTg4T}@%(M_`j=4_V{vR}^0f2gy3{iNNo(wt;eAM2m?DfLsT0
zvZL;MrGsd6Z-&>5ioLykS{o=hU_ZG1zog{<e?_480zaSH*;lg{(EtH|DoW~#C67!(
F{ufw7HXHx|

literal 131750
zcmce;Wm{F>`#riTL6DS??rx<U1PSSGkS^(NL0SYh-6`GOp^{2VcXxOHC!gQ<Ixpco
zP!X4Vtu^NzV~l%D!W88tQIQFdArJ_vw3N6q1On?1fxs{!y#U`)xr1c{fABg>XgaId
znK`?Cax{g=eR8(9v2(VuG$L~~b#$_{vwg?H!@|x)X5s8?@5IN-`uYF6fW^+yoOP`9
zwE*~#m-bRxP7nzCr{`ZVg~A1v5EuwVT3l4sJ#Bx%%^h2UwDaUhzvJUk8wM8NS1i7<
z5^PZzdIn@8go`@H@afKA1QcWjif}rz!gGqYD*`bw&!Y{;2iGNG3Yf1W@UYF9TTLPJ
z2Y>hX7agx!X6U8fChzBSnGX@YjD}eL3P#mX`;f?@M<o&-8roQVPfbk?ZE0zNm+I>3
zQdUwLHQich_i0hp)%8}pV`gB0)@ql*OX<|xG!?&<PvcSYc_i_@UO~y%YPA34lF}W4
zXTUbN+8x1~yy?mN@ED2zZZr7sYH9o2i^qH@&06~~)9;ZU2C83?C?g|NZaMRI<|0dk
zCbpkt<qvB|UTZ6nzvX!T%E5upjK^GqT~uP?l-hyY;e3;3nK}gp#rAa7np!-&-D2x*
z$5G2sJ4*h|T9hzkWbfkD8@A;D%NMWS`0H07E?+JAbrd(J)q9+o9d<nV=H%u&I5>1I
zETn&kBw)9hX4@Rjj9Remuy|zFsb_OPHiU(P8?~zYSELdW_L>%&n5bc#5gv|=%dGv|
z=W0PR@CB;9gM(<v1Qr3oK)Tyve>e^!OY?AFpA@{P;XoX{$OP~9LJPOAukW@q-|ke!
zaGrE*aYby$M>#nO40v$OT2CYo5t`7=`fKevtDw|WLR(wg+Rt+dS~X_m(qr8UWR<=T
zp5W0W#KqzH($Ub-(X|_F2l<a$-<z6lP@heibcf^2du*kD4GPMhuySy6qGVtQXVGgu
zzTK;MO-kz5<*nE3OwPf9T{Gi7#7P^wP;12x8{cn&=k~4^Qg1o_0hWrJo4enJ%RmiZ
zBiHBd5{pdmeB`}GyaBcZJq3jrY~J?vHo-Wj?Yt&z-gjbt{n}RWyNv%o@FFF}QT--R
z@NjAmzLV!X_RF2TH$%2C_s74`se{BEy1Z9bR+P=mHW97_-H(?)9$s}Jl9pB-77VXh
zSG3UxUi?$xOu!^0WK>gCO-mG}rvAY<SZ(?zPd=S*LbIpQVa=*EWX2}p!*?Q&(Y4U<
zaHxESfJfJT!MJWAg8k30FB1hMql6#bBV7pjT}$Dm()r!W*&}6LYoc`^rf+8?l4WTw
zkCxCybajdN(hr08r);=t+>Z1iv$d8^YNj@`wPCfj9FW7dt3{N2Oo^D^zr`UrIXNua
z`ssWw5Gh&N)>8H24nj^V?6a+5#4LqOp;FDNfc<?NWE2!$`(+5J&p9Tuc5Na1)8=5R
z$7Ztm8x9K$od(+<m6g%!>n8d>7i#dLWP*a}TNz%50UmI$u<ob*v|7#1^oVFgWZc||
z-@d)7x0(5QeX^#+5bynPG39;IjfW=~>~Xeva?(rs&iCH^a)0K%k`m_0$%(*eA0>o{
z&pEV6r9i*-8*PSr030G3o6D{$78VvA3yWFrcj9^1xz7;qvqA1st(wgMkE6CLec#(1
zS`Gr#VWB%FudBl!g@vKuuA4*YA2l`K^!N9_BH}p?*M^;{Fc>z^^m)-)`RUhmqXQ*A
zK0Y=cUTjiQUq#2`0N4n77nicCZ{t%t<$5iZnoNmpcFCpc|6Ji2Kyn`L<96aOs!QSE
z;Nba8A6%Xd@GJyilaToK-}~9MNlQr;E<WW(33=wC>1cQO`ds*;6Z1K%nF<_t!eNoU
z3?TcFm#51nXK879;hO=LF(TpWd|W}JfSHxGBd7Tud_Ccj>3!NCk^gY#<$n7Bmv^$(
zYrr=AJM1;J$e0C(vX<5i&V(G4%5w8>^2AgqUHH~#;RRSEDZ93dNrXRdc<i&_rM`Um
zvh|t21wpY$RVJ0|GaqZ@s6|{rKme6U^W9;~@SJZmX+9a!m|e$%YZsr1iHQ`*S1hu&
zr^h?+VR|7Q4Ui09JDpk!hpx2_BCvghEPfzwHPnLl$9lfuQ^JhZT8<BS`1C`m#|AMb
zL1;-6uo;S6)U}%QL(j(I5)(fv2;Jm?MPb=-<|_h8Hg>qsQqqw5@N}@>YaAu$I=D;U
z02wf8h@P|SXlw3Jm5U<vz0U5r-`Uwo{Cl*y=_;QAg+g~b1O)`FnC5nzjW`HcuPe37
zG`vfDqev?rTWlAaHPV(qgj<YKKx|tMxF{$oS(6U;)pI`9*=8KVAsKQIR1^w<m3*n_
z!bIwQ+$AwytXhoHZp-$@9YhLC<G~k15=f_6jl=dxHe)ei+74-QM#fNoEUmRH9xiTA
z1Z%tdC|{bbUTOdF%CDXIrZbO<mc~XlP%$AOOq~`l$G7aSk5^t1aBK&dh6D${{qz$a
z;(LG6OR#tBh86<nzr1V+FWR{8ZO(tkC+K;;trkz-BEXma-EGO|Ds8wRRl?Mix~i(m
z`|)OrGvDL53sI}ZmHBLQaIG(f^89ciHABz~8Xu3Ks`tdp%R3QOXFUb0`t;O@yADyL
ziPd{e$YoQ=p5=YL5>nCF8V~>r0ddd5!lIGpw=?!bRaF(jiT>EA#K6E%43{#RD>?OM
zSx=_L_2BsYymh($_F_-tDLpmStBV6fV(a<XM^J-t?d<GS8PqO1zts$%bi;P)w|Qo(
zGE_99K^|@|N*v~P-ack5nY^ts?nQ$%yX>j2MWN=7O2yL1L3q5c*|<{6dVJCk&daXi
z88uEvB}w%h{Lz;;H-ojyUJU7WRPW`Q4`;x?c=7i0Z0&6MfCqSlULCu(?r8G&ER73b
zC*4ns7QK!H`P>d=ot-&U@@2{S_)?PJnZqt`ZAls$8eSOBRGa=Q(*gatS+~Y>047V;
z6=kOK6C9LE@7&?(;c6;Ln1W&zdh?^>;xoS&ydB7t3%=U3v`5&sS<K%{eoumm6IO0j
z27~5^LW#Q#rd+8dPwkopmCwzod&e1eq}Ai>&(M_{X!e}8@7}zc@Jp4=KdWceZHxvr
z|73{&sM71o7WC@ky>mA_ugoWD;_|$29a{?W^5rDN4}FwTy0r**<t>M>#kX#_cz9Ed
z6*UV^!-BuNyUD{T6oel*+S}Wm4`$;v^gV(&ttWL|$vkd7<Ka5@J{GCI1*J{s;auhI
zyLT0P?fLTQ;Uy(|5~R-wp_lP%rE|wQ!>w1eVyebvZ}Mzx&V~yh4aA=B#9k9+<9HN^
z{s711h`oPbqEiYAq?PPcjrnlI3n;fTXs;K{v0Z_PYlnyW#@e9wfjEKO+}z+XU!A*_
zse4JlEYGOq-ap{p#TOQB92`CR9>&JTHeD@xu_w!lOGuo|m}gemEeSa~IngsR=H}$A
zrtxL86MHi6*>jqv9a#B!>mC}uikImQMkRFLh}S?uM*eA4S8X{?v*>&G`SyJ0y@&{;
zqV00l6fvNB&#o_;oWpK0ZA#zkp!sksMv`P@xhoLQM|WRxaH*-OX|&zPYtj2muDYhi
zfiL~Jv+hq<1*WB?osF^THOGyOjYT{*b`WT|k&4m8KA69G^+LPerXN(7nHqC+^%5NL
zLJL=WTU&_sYChi2*|<Ad_Hp4+jSl<w@89<O)9ldLSk@FSYH9@kq@*OqTWVj|5x3j=
z^GFVW0ZY{xNk~Y*4dML!o<JQ-NLW1f)C;SDI|Kz^_nhlgc&0biuDzeouC)tf!E}`|
zBB-uLH>Vrm($gM7J5UflB`|3z8{-#LOrfM3&(vKVwj7PMdAViyT+Zy(qubdXF{a#|
zJN`}Ojsl+mwkklmD9`jy!Z#vbD5#U^iI?C8*#;fH8rUZKXiW&usXn&T&IGy*lWya2
z@cx-I#G+=Vyis^^XRbq3RP=mzVh_5bQ)h+H`S@^Wo%VIcwn0N7#EI`=qgbUt-lb#;
z?0p5@QJuY~qEv(Jg4HY8??k+glqJsHpkyl16}MLd{NbW^MU4b2m%{Ps{`%y3)lE!I
z*`2o)vx+(M^RFraPPo10^?4X5uNX?_A1_cK)%V=_aaND|hRt8SOnVeyqg@zL*4AU#
zC9vl%Dd5%A5zj#_%LUQ;yQk;$zZTat+2EgT)j5(cm&!&E3EIwcI_<mOd8jD;`0=C4
zc7cxs)M-YBC&xaJ+cYhC<38n(=Nl1@Y5xOVdAFlt9pwpBV<I8%H-#x~M~=4KXhb|1
zg}ZAF-Z!TJch}o!xsZ0Ie8`$yKWD&$03g$`%{;lca!$9Oa(mwuADL8!3U+wnZ2#f@
zY?#}5=|$j|L<8TZTMxOCFKIsM8UMYa+oDH^@Z)u^XY`2WbJe)JJTRUr*K2*aoCDAs
zgt__y<>ZR}Gf)LZOw!w1pyS~ZV6y$?k?i-_xVY+mxVn2fo#svs4&-!np-?E6dWHTV
zvD>`E&?T?a=JL^z!qekJMe%(^44g=^tgCcJM#e<!x|x~TScwKJi2RB@p}9J14Z$2o
zaNET6Bj-KR&LnnY7RKSuFK{nWP~Z$t*Za3F&Z=i@CLX^1{PnA1_t$k8Z3cvlo<0mu
z-+d*=k`=d5FLL~~rrlEeLqH$}m)+vuDFZ(rxhoGrfwRBwAT|rl@#w<$$2pei^0d;@
z(usPP-M0-to4V4YqJ|O1)7s_hv_HFavbH>?aD5)w9?eZ=H}2uB@H-!s1p7Ib{T^{_
zd|X;VftH2kJ3xP+C~9{23KH|XiWiJmfrW8BoR<bbbTF0Md}}CuVk)YkfqQgx6wfD3
zuzJaYLme?#al&OCr2bYdR=Iv#idu<!3>5lvw$6HIvWyUwfTJ)&=4J5<_QB+LA>hus
z7k^>!C_$B*Vg3!EyYp?tcvOlM)LH9>mBSA7(}muWigx7A#Wt_7u&@=d6owPUYI*tj
z%G%m8zP>_tS4UfbQwf+KERHuEmVec+0MCu)ztG}lpiWXSuGKd70R*e%Z0(Ne#<*2o
zD*!?w6J;Zy0ap3kxdH$@)9%CH=6O-vE^+&KcVwVO+6Nd{D#$Fj<CPFn$Gd}u8mkG0
z=Mu@nvI!#8`*Ow{lzqLkxvF0w=!jVWh_?IORfB~&Jv)<@ky!=QY2|Xxt^nL($~klD
z7l<5ub|ZL2oL6Z0Z}U7k<HyF7L9x@Uv%+~!D<vf*Z&1v@F8x9mmIW=>eXp!xy4Ldb
z%*;$&TwHW?bZ0@P?*PEoUy3pR;-&n;7}72HJXhcLiE*>9xb>umFf>Q=!5a`<o4NW(
zy%tx1ddLYlEEFG_xB%x%V9^`Mk%%ZZN5YVZ0eDjb(Uw*rW4)g?v$eQ+f1xE2&_7iL
z=5vt7<2e#2GzuBI>G`Fl-+D>?(q5nv*n=GyEmENcVXpU(i)Xmd?2=bd@XmFAx}><5
zTCaxw2jC|z4wo`yiFem6H5$;yv|bR;R;9xM2q<|YBO`wpBnv<^30}ng$E|yXd~Tgz
zM*sZzlf~L47{CejqdV~4t*Z}hAP1pjNO%IcL1N@`>3kPfXt^nXlLe!b`u3l>R@M2l
zZaP1rlsVmvyhopC>;M>S2P_KSpx>o-Cnv90T~tSfj!)HRfXO^NFiIvE1VOP&ba{9<
z@_TC8cXH-^0_p6XcQDsrP^q6oC-dpkCoHnTB=+2%wb+F>9}`*PgVBf?q?IR-nHl0`
z_#D?msidK`=EEdK8WsA=prl>QZc0Xx#1nAY(Ba_X%0Q{4Jv=;=U0q!dR3Bf&{72Mq
zng9lWj)A+Q4)gQv(SIcx=n4u7sth>#`uZFeBmPRcAK0xYnLsq%Z0AOmd$M$Z49J?W
z>hJ3_1Yw#eD{QwYkYyzk1uoP(dDQp4F@4T&KxUB8&_3jjVh|BM{{@7{I0Ao)!OJ%N
z;bGyYzbTy7Z$O9vj%rb-Eg&dp`L7W3YTgOm@BT#cLcC{cOvAvZ8x#q-y~(oCy^F@i
z#*r*hI6&rj(MSZOK<HH52vs0Pe)t6{W<Q8#cK|&trz^<;!YEW_Xl-k=TxjNeO)GD5
zu{)8d>#$+tv^8W3pz^mj>;a(UukP(dC>Q-6ACIm7Ja-D%dTeyG2q>+rNq*z`a$xDQ
zruM9L-LzfT&JX4if#g8IY4sb>1D~PJvc^UpKnE<A+I?I;eg;e=nZptbK<X?Y8k`?3
zJymZ-x2nB_sz$`R^qah$q5ei9m~wNr^~@;E22<4LCSv+oEI?y>CY|#De*aD9Z>TS!
zjMak@0TNQ3It%b|SY%|kAzL&Q8c<PT_gO=lhF|j2C-Rt>7)>VJ=Z5*GHh<u8Ze6GI
zSumQ+lYUL&z6|s2!y3-QSZu#-98g&@2L@ySAY(-ItJVpghouAG_5|q(a7UIR-MYHS
zjNAq&<RV5!6rgR_>5wPyzwLkSbFt6Q?Dx$ZMf1NellO%`paDV;=zMJdqjCAeEX5Of
z4jnW-JrbxT0c8JNT}=M_#|K0yD8Oe30Iq7(jbZh{EDM8+^xAw2|M!`ZaWOHX78cuT
z8vtYabq)@q7J9<XFDzI$asBVpQ3n3}0sW-p`}^`>BFH0Lf!$qmOUs}CJykW~Zl<$v
zEaI2G|J|_nzrOsx=Y3wf|9g)AAHV$=axha9(i2Je&U64<T&eV6_y3-)MRXl<ENu07
zf8%^OkDodSuvlvs$N_*e>hzfZTS^mdfAEUEp*ek^6Z{1o4WG;AjpTQtPk=4~0U;Qu
zJkXRB?K!nLupgi+r}x7w`$>6t@CG8HZ$6jnhpVNnxuzw>BF3Dfti}ELrq_V|fLsBr
z<l|=zwg1~k7b-;mC(Hu*^qlu0Xg2eWF+hs=##hxPP+3cf&b0k=TcT__x%oSwHCV*N
za#x27$%0<4pEb1p_rEEmpi~pC)V69H8yoKK?uzQ_!7VLbpEb4wTwBsXJ!c0f^;zQ(
zSNgr<tp7F>B-D=cSfhjSbD9D$64KG}gj!hjUjS5pY{ESW*(I2gR{xVGPrEl&u@yq<
zyWFtkn+vo>H#fJ|*48)g%w7TAkLvAP=mg9-y{mALa*2qul%X<vy*-zfmKGHiRi*uk
z*mqLlA@KT9WJu3a9mtk<M!%7~eSEC%*#0k2AK)BOmWA!#)j?7Q&CG@~2EXCI<8j%=
zzSx^GU+;?nx=S=rjdB&!yc+!YQEt-F6|=;DOIsf<v*-&|%-`R80~FZ}I*?|QBel#A
zD7eGfywmV#mS`ZMi~IkA)scA>ofmSCXd4U}S+QpW74n%VAR{Bc5%T6y5IBJc>mz~j
zmEcTTYCk5SX4nG>uN6O!D6C-FW7G!+8~gZT%HZr~D-*DrUts$^K+^`X-_j#V{T$KB
zr8H9%kI{%<=6|{#%u1A~mnE@%f^GA<q9G^$0*c8vkb)v!_(5FzyIgf>lF`CqzZ<nz
z4t3G#d6S3;3kw6BN)3Q?_j4NtD8_Om3+AZx3=J)0O`9ZTp9Wgb`(-|Gr%n&`IT-cc
zJ3`!19C?UZPX`#Cw?|;=v<JcGC-J+n0KhCrt5;-UQgZQzb{~H$K87M+i3|r;t?Wy@
zs^i~edwsqLP0?mkQr<~pDdh<(a_zE&s<peCtz{w-&ut+ZxfF3AjY$JJ4^5J>M6O<j
zF*X0bC&k>i=Tp_x|CJ8c$i6@kTXxWx<^ghgMuMQ~r{fuTW5(~^H?WUu_5B_jrcacG
z%$FQ>J+QQuG+4u5cz8TMru1tKOjfg2el&x?{zJ9g;DTa}BfpJUdO_7AlxsW^edJ*=
zkG;CO`urXsYua5AnM%}j7WF^0nBS6xVG+`>W>0zjvTl)i-qDs9>$sgdQUE=JeWM18
zj7rFLJiu6yrCcOcWA5m8sd6q)+TYt<;~*oCo5F1z$28&L$5v6GEN~_uhE!0LGpaTG
z%ffNe$^X@!(7t(mjCoY=HWOLF`s=LXy+W#)P>ae`z^F!R%oT!P;r~3}8INg6SiD7k
z?MTNPuh8~b^^bI#NW~YyBV^c4F5$Tbmr2^fv`P^1*!u(N1q&PdcLK9cF`|Abv=46P
ziLy5)<aG?I%;sv*ac4F*4{_efl);$RFit?{!Y;Wpbav&pbRkB7GSAhOf9K5u5>5bC
zSk2vCm=qKhq#7=ZZXX~??f@3jGclR${wqq{kDzPuAbzmKJ9u=<pJ=>koa4Fa6@^Xd
z5A+4mxUWvz09k}ZBNdX3A`t{)FdywT939S|e&_Y&ykfr$SOi2SN&M0y|J%}QU;ldM
za^wfz4deikLW(3LiD{26Qjx}TPQI?PTaVCu-WNgKzP48xEHH}8dqTxlOUMYI;~E2M
z-g-8~-+H@SGPV7x&+7f*7v})&530iGmMS5o3-ooGl>fylBS>vI7D~!M--laFeEfb8
z-6!Yg0_H6tKT-XDum%koiHlQF5m*|BDg_<aO+8Ip^M_UZ47^MU)@Zd${~0-y@tUrd
zHdlT7L}@}410Gg@q%+Ghv^yp|qMrA~VAB~4kUhr1OaSl}gn+<6kNv9N$A0?g3D{A3
z3SNmg0-X4M1SA=l_g`6|bSt&|ip3jIXwUHz-=De4&0aI}7ci?Y+GS>dhHoMGL1aYx
zr$kAQl^;1Ai9F6-4tg|)V<7O1K5z2u42*AnxT2JtzNT-`vDhV%;;$Il)u~4t4V$qQ
zt(e5j`|Pc+&+WrMZ=qp4Gc0&T1iH6u8cz&BxFettFba5TeP-ZE2r`JpfP8PQ#qhGE
zj$CSuSZ<W6zRJg%6lzYe22J0j+HW-h8G-^x1JI^`3T--^A-F%+5OsR$=>Lbnxe_R6
zLf6Z103C~JY2gEeIq%R*+<Jfd$KA`z;Aq#NiZ;_5dVTHwe1W2(V&o2iMXnasrCj73
zwX~6ehtLl+l);7jlZkCi>ae4+D-|1VN*MeE$691+X2C#uuEZ*O7gDYQ;z(t=sXm_8
z^Fy9Au6?f8+GT{uL0F@f619X%R&5xMi++k2NkTq+0Iiz-4#fmg`*uz*Sxb|NjRHmK
zdyXF=Z%1xhMy)R4_VM2lcEAiu&n1yPt4y-45iLJpJAqvL<q4o>jd(YpL(3+y!6;!X
z(P1|>H$&s%euHGY0hM;9*@Y1k6El%z`vsup_&|~}n=I7=@=t4zvwXjFdD*vQtv&V#
zt`B!^S$*UV(@Bzof#`7FM%Mys7<&;VG^Z1cs;xRlTmo?f;rpArj__nNs$w694KK}z
zdpAo{&IUJYYq;-tK70R?7O2CQcFa-VD|(F~uQjV2O;pHX>mG6?u{MekG@z)LuUxba
zDsv7PsC^?9&H(KGJqfmBMBjXdc*TyJ)BQ}Q<@v1Pze7&~x%R+wgqA*;zLJC8=eDp<
z+WZ4nL=*!F6_pxrU4TUYS#bhN_LKVT01zWEBclkXKo>m6IBLIR0Ysiiz&-kz8^+Qq
zyafV^>(Qc*3OpT<Zv?=UY2NqlK;U{g5Kn%Mjs0*M`;loeM05@!sz^>&*?NraDM2O!
zpC(0>5<a7xW{^J2z^A2_Gyq2)IZCgpDIs|=Z73Xx0>LdfNb}JmQdb^xrI40~>~p>Q
zQS=eRo`NR=bKp|R(*zE=j&^ZSSbPIZKYeO=I0`6Z?<_{hfEXru*tC^l?VfKk6;U)2
zs%rK@k-<Lf6s|MZgJ+}SF+9|N+dfB;-nuE_zxu4*@Q-f!<!hSgn3ygo^~WTDxxpl(
zvD6!gc?9wWu>dfgZX_D0U;VINY~}r!z$99vS`7wHfJ}NmF!&)ncW0T8ACq~V%pzfS
z5R05<6kG8`v)^OIg-Y>YDm~R@RGd{*+Ip<qlsF;z%P86_STG$j5X*>W6?s93+e%;?
z_%gcuew56*5m#Ukq3vl=ha&NaLKSDmcmx-|S+EvRT(q2Ba@#M908Tb=HY}_lA<-S5
zi7|s}`j_!n_fmRkw^vwWhswoX09h9L<!|BH%(Mr~I?eabRqa8gK^0P{s_zl;URwI4
z^<*i`a#2ABA8VEsU`0N+=P-r<OFp$ipA<iQc=0?%U~Rvq0Mv;y|09<<IXQ*&R(TiW
zN@+%$0%TrI`^D`CH9I$@;+-Rn3xS`@{WYV+$;uu4zXDRTlvVZ6<nD9BP;6!6G?2>P
z6O2z+u(S)g4979hDZcsnG#ltXY4e2wy7qJLC78LT1GPx#@p_Gshp>7!y6#=_2$~E1
zOk%i(E)`d7SWX@`(*_RwrDb>*J+wyQKbo+w?)q^7ww(Zs;<{Jt$&g?HF={kS0WGZB
zs2iEfX4*c`+N~Xo(N@7&rN90ALYq!ajy<E4I?<)B>MlftY-k}CJ2t?v04H6nJFic^
z))6Hq-5i4&jZse5=UCB_RlA-H>E8t!f>?<`1X9#5!{gsJ^t}tr5QQs|0jGMS!74I>
zC|H@!F!I7Dgg>v)(Vs=#PoTMg(s>d<nPSQva-W+l?rJA>TOC;VO52zC4x2y&ZbOR~
zzL!fPzC5pQx6xVjzlgJZ*n{f?l@9`D&?l#-&4ww#s3n_yj0_ApSy>Qa;SNIejv7F#
zPZ!*l*e%DX=I7^GQZ65tMW?B0OOP8dvr$%yLcJU`npS_fcCFXOexj$;-20v?11CbM
zk?E((EvmSDq;ZrsB_P&Jj^Ne>Z9og5e;ujuu~vW3nrRIbtSt~lTYz(J>=a}^N?ye1
z2?x<STDp6w=;qw_&3YlltN-%HSBaqtleiN6{xO+w!x8da@f&LWd>~1&v2gaI^io5M
z38|?%)-cOyyiU<nVE}SpLoE?Rm$OIsJ?PGd&g${wtae+j)rH+cv3il^kVK3P;AFa!
zQ|osmTu%pxzPcA7T`C(mq$7xa5vsiU@mkp>1C$n9p}YNe8J@fJ*x>+^{PYX{@$c)7
zJKEysoay6D=fmq=xUAh2LN;TDrTUiFtQAA2A{fs-GU$0l0WXD|d-_CLz6yS)lK3VP
z@9@_P!#eFM?crC!Jc5WTb!5_5fU9qS0Y_^N<R1$kua^4P%pw1d#rOw=ZXy<j+?YiE
z&#>N={1P;u<tf_>tp*Y`{qXXgktKg%Ovl=6M!}iCFnwjWCm*Xw4B<+REp>hkAzyjH
zky6a+sp9(*2R{hxd+Tlx84vL^7CJevO(86-Vxwo4{Y6Dp`&w_*GcPd&Qh+nSMLo{d
zvksm@gR6Q4inY$<c`i=#u*0pHo~#P9-~IdrGg<SF#nB$+#H<-)o;eeD6<B(AX1P?Z
zNC09Vn&W)#uN^>T>H#&_tG`yqDeCRrZ%6Eal!tCB<w#RH_%Bs1EvJ$)mM+coWvLkD
zSH)<L5VQ>qN3vn5Ju+^t9*qo@!_C(;DPMOh=OnnwhO);rT~b-;+rO3j1Xkh1Lr=B<
zhKZ(<<qdLAMx#u?&auxBk8^~<2-wSgW%qTgf?8&2+UfFH4FmF(W~Jd5BFN%bhH4pm
z^pl*ob<y5uzRew%`yQ4?qyz)?R~@VWW_|t_M1_72f;@PM#Z3o)&72}FWoc9{mdeY^
zIrF`Cek9T{GM4xPkpv9BSaj-N1$HT}iQxD%8RI&w`ejdrZ(Z|xz;)zNL9Lh&MB=Ct
zsJ1d<A4`m-r_)zGHm19a)k(US%#wH?1X$;EiSJ=l35eHCQ|UhTml0gwX)wkx)4r~%
z#Smo>J<&L(<*RX^@(XZT`;~-S-<45&Jnut?4W^u-8-EfFCU=>u2}{5Z=qt6;U05+x
zJDnh*3b97c>M1Prq3u7^Z%&y1$DW<;rV#xL?yk}gQQXO!n#^GfA}(<LS=BYRv}B$&
zs!x{deFVdZksW8e`A5mqqkm83Xy|s{Fd^HW^kM$c8e_VhQhF_Tkut>*n(0W9#CJY-
zVhbF#uL_YJy*ORU<SQ_;B-e@!wTcA%4n>2+M2dJDqOz#cY(?rbJqCR*TLZD`+w3wl
z)H{41q~zqN>FIX@dKpRtK{m6~!RHxLe;Fj0NE+(!<+w!VPi{e<@0|Uw*K6NAKegob
z=H@0)jy=0L3M7&5Zf}8f1qP*4vEw@?K#<34qrUyu^O8p#F*KoAr_%p@srJfydR4g@
zqBZL5+Y)>Qa-`PjYH}7UYSN3))v5$hSquE%=Z7vMMa7GkW}o<I&QHzUb=)$x59DMG
zC(hYmx;(ufhT(JCAGKivQLj0^i>zI0_({Wf&v8jEu%SsGi;G2mRn%+P6~}A*Ew8ZL
zX59O|gjcV6uW(x&O(r)8%b14Ur)4T>h`$`|QD|`Hc+$CvS_349t?1LOkUtpii2YDr
zvFCXf=-n1vraUYs%XAP$!1CK#EXdNlM!{tQ_6$5AW`JRqm8_0sg}4~3Im@(<2=O-&
zUi8V5Kz(AV%Ed^B3mqkssu)FO(b@vSm2$PNl#&n99fc?gU)HwDe-1y){}IW?*dAf_
z&w)jO2>J41Bf|tKzfYf=Gi2n>{%5JU!y&>p>sb|Q${WhtVvifLEcN&zT0}9+@@&@Q
z?)>yL2Wa7?+I8VT4Y<8JG9WJeW2IrKjR}K>h_F+zJ)Z3nxzoBz;b5>FQ2)tzHL*Nz
z6u1WrnV$uSO9fEpL|9o_LEHIty7A{`JyxL+aGPN*)OBE-DAjKx@Q<OCTpVeRB<4>5
zwkt64$^F2&<mi>tt<u`=^p-(1Y~1ym0>4mq8|sn7Q-gH+dtKG9jc=^zHcsiWVSQn?
zqSA1&k!v%yE@M?2J+kf30!BVajXg}eO-cS;h^T%v{HOGuMbj4yt|M@nR{_*C0%j;8
zVc+{4#>_rj4Cx#SO7!$ZLK&CAaafPv!MP4RFD+*R^$fhF+8za!EIGI<bDmq^9j$GV
zPG=6CvZkiy!*k9rs*mqMz%2Y3TbcgBCGpy?+C2zCBQ^qaRKS@4*?uG7evHbW0NSSS
z<BfUy-66krtp$wzXn&@G)dTWT-BYN(ua8H~1V;}yzMKAWqPEFqY$U#S8zo`x#7kAV
zJ$648>fA+E!})Jwm(*Ir{l--ypU8R2?ez^Li%=z-9$Ke9TkChW-<qa{BpT_s3x8MH
zV@c`&{W#>8C?M~kLV=+jqJ}!m45xV+Tdu>XvTD+Y1(NjPITmTG98Jzbsf`?oG8Gkf
zfvAM5D8nnfrG@3$XX$W1v+;*EWPE%aV3Q$)hIBzUeK6VwejMYAGXS%nhv77`NuAGX
zGtlRrEjbyztQ;J1K`3|`4f4kq&Yr4{HD-er<N2sS%9x-`U^Q7Ns%x#?M-Z1b*{GVx
z!;ParYU5Q>lo{S;3+A@`o24bmHYY*#GJ%KzOa=1yWh%kDPdKyUn1wa?vKSAkw7WOc
z@pxe2G8G~}3J8AMpDy-;K~_m4dK?TGWWt=$mU|!}fEN|Pq7KI`_{67->~F1O&}xe=
z%9HlB_7m;*Q`TbSXmOFws=JS>E?yaK0&p*0Edw*hv!)*!io}Hbhm)_Sx<oB5Izpom
z51$q#tg-BXcaF%FUxma6HgzI^PKGXC#&$edrHMazs6w#26(-lxcZu!QBHp1D*)y|D
z{lkm{d3+rubV~<1-Ug85%z@Yg{5C2Lwt9z+YiL0J`P$HMg<3YeGum!egAb-EQc`^q
z<9^M?FLJ0TWIXpT6TItmBFTsl;JFG+s<_pD+u+?;2jhL;Na2C%Ny}vTi^1d|VHvuK
z$ydEb4-7Ey6C6L)P=B#E*)@`F$o+9Y#k|K7k&35j^m{}_K;@>@U)q7<Kw-#QxtJ~-
zkwro|;trVwJjM_Kc2@iG!FFXO8xt-HaKl7&E3a*v&qS(#mygho?AH3C(AGRr5s}l^
zGTbf|#s6aLv!R+n$LW}|y25qZxtgT=S{1G3VjVN#Vv_t*)KYQT?jIo0@Y>+MtV<xA
zZFFL60xYzzug{NTwGzy^xd+#O6~K{1bO&@BHEqjKLkLXOP||)aLPj9%$5T`+SoXz@
zZ=_EJXrofqrE}S+{TAxpll#k4Vr=Sg`uv?yp_IW&(}(X?rC6;^pP`}4Vv?jP<qge8
znP(g-B#2~E{Ms`LN!@i<n}A168DiBxb_b@Y6rsGVED<z_9oCPcAd5&E4w7J}gdH8e
zE5u#S&&r_9HhOuEt@X#)@ChYyDF}7em-$tno$=D8PUId<-&y6}f{cHm>Y_2zBER0J
z{xS$FCk1()OOqTiz|ZO91<XA+uMc^6j=PrVL0)-<p(0^46|<UM>PzY3@cp;|kuyb3
zxqzX0F_I~k=r?|FWjS@SZ<ar#LvT=k{cClJqAmACKt|xOR*%0tck?;hRC{W^rc>PG
zAvT~0TPD`8!%k!AAr>tuEDnGmYv2_36wsn@W#RrBnd8r{Y3NbhlE!|-Bbj!*Wam$p
zzY*S)%i^dDh2~L-&DQg5UC0@*N^0yz3_99oDn#XfvY>ittxo-`H)>;rw8N+uZ>j2Z
zOM<(47QCN2aH{#<jfEA7=VZ48F1ArqNgFMBdNdbzw1DJ)k_!(Hha8`r0Aq_mHM(xZ
zasrXpDf}?gQ@{<P8>Kx)7_L7GF=arKP!=VLHgT^bqr)g&*d_mX&UC|%jCST>yH7*{
zZvq0c3XyVhSI%Xb7|KNMsyx55)Tm#<yt37GDJm4;fEUt5U(29SL~5+NkXR}DBHGa9
zNt@)FgYjkAjLpI*vUeN^_*unA`B6~{7dO!p83V133~!-fsmBmV!awZqLQk+p0U|R$
zZ(8f_k*@rBQVMY~A#^TQwJ%V4@5V!SXOjB9e=b^E>s=hwIYvRFIIRC(=fMN&o3O=|
zRm_0n%adq02`5f!LJ4ni#9m?sBW)!2>%K_Tf_@l7W}pVb7t>^3o}cIC<*h?KU>9JM
zxxJAaB+5-BJq4Hp_D<bfz7(pNFZN7FrzBS2@&CYjOo_b_$mo*c6LemA^s+J_)_-`M
zG_R6dD@Ke89M@92mH-ps<=x$InIAu=rW$U&`>dj<!sFsMF=q3N5!ifYIVSlYinwd(
z-_y9RF4w4NUS{Jd{Pn8ki;{dGd+VA8TdZA2h_?IwH8<Yo;B{I8@m!`8<MV)`ydVub
zEKo;6?9YL-*ZYtzgRaX1Meh;$Qc;r$U0OF`<`BVx{>-5|kQI<ZWC$D_9I#wAmFjdM
z2L(vZUYH*qn|l<GM>_=w`?t}4^KR!!+?e}V{D<FTpexad;l}q%SoNvX)QkEgs?&E=
z`}Nk-0={9(=*0<}C`d?<Vr>|OOmwY-XmQN0&EG}#hR2sbp((HoIK7wn_<|lhERlq-
z?}iw$_va-|carOBeE7wU|1g#NF4~;yrRg?9(F9v+E~l2P))b$oZP5!fC%xSA^YK`b
zw<YY?8bRE|eE!Uu5+2o|5xA#g>pEQp{n_@<y91{92yOZb07ZdW()!kx2BJjbFEh8(
zoA6vJllYN3OC)^)gN$oBoRtct4$0UD{7HKME!sqlD73};xgPT)&n$HmDq^gg9Uod(
z#zxPs=_%FgU{%g2{xYl+VNH5ImQ~CjStk$L|5()K7~J9%t6CwVC7n*HY$+I=s|sGx
zP!vqDIHbWg%-t!;<6;k!3(zfr91L3=VCbRMII9+;68xcZl|Yj-UHMYO!0~M%Im{<5
zcSH@jgH-~;kGj?d>T-_>EoQQi&Jr~$hFH{={_xo>iKCq_i*pfZdM&4$A7i)qvPiW(
z{G$M09D2Oh5_iTy;^Yh4E}|43?dnJ6%Hg-(9#QJP6hr-D>grm7`G)6lEE4+(!4abQ
zQGN+Fo~p<bzZS4K16N3+(UFjTvYY=`8_XYKhKs?mwdj_CzYSE5VU{Ww$TSav=#&Jp
zco=o4s28N$ni&#?oL8@{Ywb+&OH;PiGw@1S!q%2_q;=LHFTdeaT*`z^4)0Y_y`jHn
zt7C|Tc&K2#v`s+28xxTg<?+Dg^3NOZvbLiXmoTV&1g6jex1&V}&>xk7JHN}hnlP86
z4#Qdkjoe|d3J>SgpMlL`Sw=XLHn@V(Z(=1M6ic@Gov<pnywgPO60$FkJKG$Pv|&!s
z%&}(6t#*@w1Mgz0U0(|#q8p8etDUzy*&mRk0eGhIhld^-!+^QQqTCRXB5bB^Z&UE{
zV@Bk>jm9pwqOqgHd%7x>3}z#C`Vsu~cK=i6W$kCL%<1XrH1Mafv$KQIJJ;t~XDyG8
zCnvb~`SO(HEmktPTLyz(H#qThL(TaY+6WmW;k(O69Ow<j;`!mlI|f+{7Nt!5;~e_#
zzqL3!{u<1MN2!%D8422!k`RA`hf0X^rJ&}7irgosYkroB@M|)B`1tYTvk_VU792P5
zD|j!Lj%ms*u4P4@ze+^WT%T*-UvV8pBr#f~obx?DhW*gEI`at^QWiqUE~ry=5R(W|
zv{1Fst6e9ODq&$P)}e)R+x(b{7A@7e^(rF*VRC0zsVY-?qXbWi5Ufm#sQlN)KvB#i
zRHSiCwCmIeZJ3^_x;iZ!gLB1`HiRo8k>y$#bV+OJ3jH=DbaeBvJn3h{DX>!EGB>yG
zyldCfsB2B3nkl}!p~rz`k5Sh}Rg;@TMv%oPl*v5QHcCyi-1af7&44@=b1=84NjQdg
zX#di25guncBq<WP-rL2%UM5h#5GO7!L3>s5HV|VQCIF)PP~aGDI!(O8^Kq;(8rb(B
zY{osWp8ci3G1dtzA*_4Trc;uZU`?t8C_L+ac;9j5eTa0ZP+gvDp^g#m_{!IpI@Uc0
z+2(T~qYc-k*VM#W_ToaLar@K1Tg}1pBAV)-4D}%i$$FmozXA4V)t_4_?)rd{HiI46
zNH9%N!)P3j`rLCc#EY;vY`d`crWU>TFRWGvZmbeR_S>-EN3E?pQ;!G0P*5jcq<RW$
zf~UV<D^vm#+%ty(!_q44GK;#|h%KBnB-qeZOzd!6|8RR@4I%GF&Wsm=wC|X{URxqv
zPC$+)skl#3#GUzI(68RHKOLacouI#_?+f6IL?EaWtSQ?G<lFy%Lj6*Ho&vkpySkV(
zQD_J*D*H<u>mSJxx?>W;@VCt@L+F!Yo*ZbsG&bMY)PjikVf+?@o9_g-{`moX36FrF
zq_02pJT?b5rJcEkBTk+YfMZj%ztV*jx)6w$L=rRBua!(K&(>L0OLY{4L<^bm1#?{#
z&M`nURbjAM^a4JPn_at=E1a79WvJ+<m#0h3G^Wo<zB2C~j(Br5|75jR3CeQE^rnG?
zw-|y9MkPsIjfLAw2SHSmqY^T&I?Sj~w%8R+Jr!Z$l+wuBhXe1uT7<t8h`)VJ{d4!B
z!4B>Zvwxihm}9K3uSaKQ4kMC!`_I^z0pBv-;5)ku0axN{66snBr2sM;v&~#N-s}Da
z@#~hAmEs(i_Zk5{oIL4j9rob(LZ^X;{4rvdB696cZr+pT25%Rse~(_)f{EaRuk(*_
zRX9&!2^XylH$+S!)`UvCl-03O6!K2ui90v)`*RZ4t7@l#DrWDew5=SvQ(*6TXVQlO
zj4O0t<hSxOs8IFPE@oCWAtO-zD8OM!e|~jUDy=5jvn^HC4o_9)KBFySwP{b04*Oc-
zdiC)fTiGD_>!OaB)~657JSF2(dsFGZ<M%8V+nGaL4?o;{3Bx}VMno=VSECw{d}&eL
z=-7oBT-azNi=0l*{tp!z_m-(TUE4x0PGbiP|GIvoiTSHc%Mve-c2Dm|^Nc-I7~-#Q
zZbkv&BH*_D`+T%y^!(_rA9|39nDI>TY<27l{hj%#HbI7s<c8|TX>dXX(PGK=-TUDE
zRaIr`oiN;dc`4&DpMIO`gE1#G8R*xxpB@r}>&QW{ugd)v(DHW;Hk!UH0Jo2nf`U2N
z8*m~B*p66Ryk{<qS^9p`=AivZ<yu)RdWTaKUz^HyoW^mxsicWkK*pO^OEQuc$p1F<
z#tJvc$vmrmhEBGxOn&e6Yf!XQ;YG8w<|c_|+O9s3LctQ?Ir34f`xsmpk7E?&S*q~d
zmIMXV%4nmztc-9`wp$^j<h^x1&<%UD{|9dTr-<o>NtJl_r1HJ7nrc2zmDbZ-!<P-S
z#MG~3Nb_DtZL-O4gMR)L1Lg+SB>9`E-_5WT$P7v-GOqi=q7qHNTM=mKSn8I`!pPXO
zt!B#8Y*1J`oQWDJ+!z?sLMf<-|8)J*k*KLJw@Fozd88+dao}4GZlXkjHI-Jc7s?2u
zpZa3mm@;P;yh>1<eQJ*%gz^@%78&+1O5}BZZ;WbamRj~JSA<l!10Op>4|5JFG>kZl
zBcHXjTQEaR1&6HoT;nvt8nr^@F?FQTMAMrUJ>2<IJc;{XtA6E1;ipX}Luz!j40kwF
zN^!O8n^j8P7S5*qlsUL;n7iff_7kPB1%4!7jsNxv|Es}+1@dd?HdhwuA3P?idc9O_
zJ~1Gq*eR;ho!l|eR;A-?!(kH%y+U0$Ao^R2v0G#~_2?M9bQpG!hkw>D#*mQsYabii
z6X)=vwTh^Ig()tY0_Xa$*1;x3Dx&;pf&LRP<j}meo#)AyP5ue^yZg;XB5RV_X;Qzy
z^`g7Dv^e>0p_JusVs!a#vhEy=e^OZP41!81Y9;QW6zk@*U9Ov#X<{!=5M}d9*&N)p
zCJGlR8NX>pQl$5IR+&4ZZQd7S_QY$sUUtMwrf#)K6SSc3RLl*S?wui(>-ay2;L4Dr
z*YV+tW4c7uZwt>v#<{>sn5bZjDoxxC_V<743P6xe<&x7UU!^hnOW$ovPtj=lo@fp&
zw%r157lIx)aJEDl)xsBZ)#EMJ(o2C%apcDq`HL2Ptilq$iay!d`wY$1tl;?XpVuCF
z<78v?`#BSVxx6@ju+q?V&P?ETRO7AEFxf(m`LY&2jqs(;`qQ>z%*`5eV<@h-wq@A2
z5vA6JuLjbXG&T5pNo+Y@FBFAX<J)@~l5!_=*%-r~$^w!!;UuSc9>-y_?wP$`pIls+
z{!L={2KHNUv_qF|aHQO=%4yTJ-DidHu;cUFZfY}Z3rs}~g`L%9S^Xf`l-{P?F{Fv{
zhERE=$T3In&(u(7v&GKb5=IzM3RF92cuN90!-*xN(2A_GDv(mDi<i-D3bCc7hKgTZ
zUbNWn%Zg4set$;l06>re10k?qm-pX5^#}pg4V7oK^1?h!=Zo>6ifBIA)nhCBIh>w$
z?wsMh4+AahJuZE<epi7za+2L;A&^t)d;gO1#j9Mq;ko1nC+Z>{R|+K9ixjSv^-*K)
zYhd4+DU*j%O|sfM?pFTZ#*2UR8MZ{dE8R`zukRnJpswH+Q3)|C>IFo1!~XhJI!+a=
zV%owsbi^y1+&$8-GW3{)8^6_evb+^|U0xJBFgrkfc01<q6ag!L%i3}O7Wk;1jkBEj
zmKdY{*?LD}CATH<=!97Ec^#YP?0il;|0YECCNo|U;{Mb*;#i(R7dyFB$sR{})jAb2
zXM5E-Xy9R1j7RPMLX8tC#MP|~8TSeK&3n(rY&0IXTRa$ABr-!ds(ob&8V5KU2b2W8
zt?x((K$S2ALvaCMYjEu7NR?GG!j*~Rd8@FDHU4$o5rx^SPJne`^MJ7FXa%5ghmD}d
z74Oquy>TSmpinH9<tnPqBBii>shy&Emvv-Fu{%Y3Aua%=8m;pa=3+L`LXo5e+O8Uu
zs>-%KbQ1E=%OK4|U+KgDijd~y<Qww*JL>ZdT<n;UGZt3l`qYtW2I--<XLS+Z3(U>4
z(b(*nW<quFNK@wIG~--l4k*HOn8aN)s`gNHK9ic2#lUr@%DTJr02}8z@Vt>zuC1OG
zTv!;O7i>d_G{1_g%JAEk6Z9-iLD3f@*UngtJT_-6bahp0x3_!##$P10)RA8a;P{J?
z+fVVsY(Ej;?-Lj2ADsz7YTfDmd!nu}<|pFw6>i2%0$52F9*&zB8?Abg?ftUw14IM!
z?7PTuR>;zeH$@5KQ#*cXCArD#W%^udfu?b@^t8SsV#~#g_<dz}HH3PH>XPUkFERqA
zoY=5*jq#Pb@4W}hlJ5y6+>-l?-g<c5HeE;|6Xy!STGR(9#x94%%C5{#urR*c(fhpA
z@O}jWiC?%?L`!~^xZmYzVi&@TwI9WuSw<YPpk+Gb^wJb;e+L-H2VTkq2e-kidgAbQ
ztIu9JZv9?0Dy7EZY4#c~4aDtOMizRchpUkZqVGXXd?R?#TACy)|9y}#e?^fKIaPd2
z+v_u_ZCUgknEwF7^mBjh14rL_jyj(7jXR2f$8~LWK2Yvdv@`fu`&YTW?<*TxX9TV0
zDAxIFO_4E4f70Hx#?d`$e-O{cwK(rf7Nxs%B!ucw**Lxr$owv<h)j1bL*#~F{76Z%
zS8i+%uJG!YM;t2Uh-+8-GYd?8-wb?jf|{JRRu2y!(TBe6d(wpphqZ)|2K*FXEM7>e
zD~JDZr_!{|&y=ceSV~7*Rv8`TJM&dN7Xg(_nuk%g7XM#>UdK_volp9R=bOHnRIxVm
z4C<9Hcb3ylC~|ifMx(u%$Jcn7SlYDEZ|m4Ub9Vn-lK%l3<$R9>g%zsvo5JM?EiUDE
zpWo<G-3KBN@MW(VGW!kDcW$$?I|c}MBe;%1WjT~*XBHJd)&x+9J@w^hb;@4mP#!B9
zYjZeLb7e>WeoKgh4;$|xuPt0;x<sokTaYHckljVjOD|jXdSO&?u3))2RtI7yc6fN`
zeKDcI1YR1PX{_&Yc5OkWrr|JRuwo~K348Aa_1JtIcHjIm%v;Th?=KgDl|223m(lzg
z(`zcNg)d|sqklT({r%W0oA~c%mofJ%qFn#ddwXt$9j{{|>CTbGW5WW5AG6$7UepE}
z*?a9TzU#^q3tL_ZVkm}z1O){>TS|aA%HjD0YVJF#mV^Oim1DHi-jPB~9NO_wFAp*r
zlI~{ncZ=_QH&Hc&n^D{F=0YmScuQWqZo07g;;<m9jczlPv4jr0j8FJsGsT!rPwxbu
zC;C2f^WAwEt@ORqJF}WF*M*j9>t7qpZgjB=1L7f4Gmo(Q)RW*S9kb=yYVk1sQ80x<
zyXKdfRg<wAPa`{(<#@8uy2$VQwKD&N7+S^R|5;`kZ|+(Co6so?{g)$My#DW-tSc_#
z%u?>lj~^z<w|ZlfY+PGYo3U&wjsA7+N_)UdGFDD$s4z_@^RuJ|Md4N-^&(IDsoz%^
zFpGowstnG88_hR50Q1imV0P7G8!TKgRxIJ1VE*c3OZYRw*u2K_LX@kFuk*cId+&F(
zFz@r@OcScOXxG+I%d1iv+9s=Nvyh2?w};89<MuKpUqiyBbIrg(_k8-+RZVtjl`FNY
zhd+AG;c1x)(er+9Z^nJ|4R0%`t}?z-RO4sZ4T}-a;eHM|y!O4|N9J||7T4Slkv~`L
zpM9QxC`Ig)6UHb61Sj6)5X4xsuWqb~-t<<i+?+bQ9xTYWHDA1Je3IrEoKqI^!GhSf
z=_s{(lD=>gl&OQB{zMk@<jglQm_UE^q?Ajq-Hh#KhaRxtty$%Y&&=;?_%wM?=TQhw
zG;DD2@~~UdA|7ddd>r8TF5D9NkUME8prt*h)?#X-zxvw}u^=-LA)?IL?x-g=YA>my
z9c$wVOV4%+b40W&dm}z??(a8u0sk9ol$TQVYlmz#>Lni>ij&G=7@AR0e|=UVP&zxi
z&h{mHxzs~hbii>|sluR1$8Te{cx^L)zFA{e7o@cGg8ed4#K`U}Pe93J?eE9oWG}{8
zP{pUg3`z#<5Eu`!fpc|RpY2pT*ctJj`q%Lm*K5$tMvv;1rftx~mBg^AOL6(<5~x)X
z?V<4UA>sou6c8x)I<&2$vAH$i`Yo2aiJEZ3X7bQNHY8t=wyIzwknRiJDigbMl@)2Q
z@B5R~8mvrw;oS16H~w3hei^{?TVvP-3#@z<Co?g6@8oHfCC~x}MOw!{Al)=BKEWfS
zvziS*Ku@lOk^Mh)BEh>UFyIY}Zmb2H)RU)_I^$1dpf1_{D$wJIQ&pF{%2CEV@1r#F
zd*oFbOsVobVSS^kS2=eu{rPD@eyZA!b**0+?VEm}L8iSn%l7-fc|1lPJMwE$d@;uZ
z^5I-&dd<;KY$19^3*NL`@341lh!pHc$i{+T;8tqv{)EkD=k5LS6yqz_I`@X@et~Fg
zfJ{;IuV+;l1*z)e`dk{_g2Zj|-?+&Oqpidf3qhMW`1j+)9{1RXl0zw~0WBV{%c^4t
z^YY~@14c6u-dZ)YGPcLshbsDg4Zd}-rLwD6)LLzI-mp^wcHh_Idl&cM$Pdsxz<5&u
z98UGHr1-UG|Fn&`vt*9($pv<3PQSy&aDo&HFGUvziy6sM5tSvGCQRTbNQVH*{XgXS
zl*~+xm3-l&x}EWYGjQ+-9I($E$(4-yGn={J^DZ$yH!hAYeIp60nqJBJxWO#z^HRE=
zmz!dRtxs#4cky_O;JH9O96wvd6Y-SoAe*g#?4P+*2g3`@+E4lxRAHyzib-)Y1U;2K
z&go*9Q&)B9W70gs^FOchFjXK^+$FMS(5?Lb$Zx?{!zh$q;=7N#&lyvl_ig{cHN|@-
z{jbMM?9!I&&UU|d(oiV{4Bl2XD&Ht6vz*W(v7B0w)!!sBr1`urzhU=HO;>7C&DXKK
zYKCi1))4(=g0o=2xs3T^J*r3|&s6)(eID!MidDwL+jxC6MIHv;)gPPL>aO9)`$XE%
z{xg2WlgVn)+E&W6F+*w=owF*Av)s45na$dSJ*P6?4{DT>Z7B=Ci}Z>jZ+2`^2@?}6
z=5`HB4!0W&Sl|8A;|4nsivm=rje&TexR12B*#VE5wd@{gmZ*fXnxBBQICZ*swp_lC
z9ka~1kZS(JIl-ZX)Hhm)(gN&DOP9?*3l%Yl7k8QX56La75cLxzu9Y{3pE+ywh5U0S
z42&pS_#!E!B6>UPxBjhxpU1HYPS0+1;~AKMpWiUGDc)Bek@nC#N<Tk>(4^vcOl2Do
z(3f$53ID|);qTUB47#GO;?PN8(ewctd=Ts~eWvk38-BJ0`Uc}=mMVjVU?qZ=uW;z(
zACb#)6_JSn@=wFUQC3g#IXH(*x~H!{x41OX-@(X0#eZDT<yaIQ6!+P(=f|BEFCYCW
zw}3<Ck)`lj>id5HFG0}0Wy`y1EdM%<C9|_wIw}L7`{T&?CZ4kW1?QDvF^VjHF^~BZ
zbNF>qK6dNBYi_#u-6G#kaj@=p2T92eN(&_t4@#{3&dHXgB4tGqgCAG0>y!l~aMK#N
z?Kb#hRVCra6?A{afYJazyphkY-%GiFMj*}FyE5UEWVAsdVew!xnYe3m1ce*RNyxC!
z`^z?zsH<A<9-r70hl@a|o09p5&6MoT$Ge9+EwnZ&oo2Sbk&mt1Nn|4h!=6&Ieu0yN
z8ztI~b>--?%71NNKsf-s1;ob2vTofv5)%{Y+_^KEnVA<%SD2TFN=in{I<%}qqs-v=
z=0tY?x&<T=Np!Mq_A1hjROMG`mGpW&3Qyl7=+(QZ-`$GZP&F%h$$>QXjG0Acaz3__
zQgYUALSb-X+`SWvcod_!4WqaNtKlSqx@s`FBuPw~G>QNH?|(f1{PRqmI`zh!AlX&R
z+;s@O!UgxX%`uji;m9*m=l;={OqG<Dl@b&X%v;aSW&N^!OdR<!Yku2<pjPAg(g$ej
zgkaganc_*05@+4Pnm6a->Q+hW?BB2++=*y1;?krkZXT|XQ^1kqhl#8gL*h+1A++6@
zM|SB)q!+(NZrRthT^-pi!cl4G_|scy@_83DURp{v7qM&50Z#mQh_s!F=+p9WO-#mK
zp2C_**(iI)lK9qMOvz_jm8>R_h0o>DW|Rk`J`JKt9~ah4FRI0(x^^T<V&h^bzx`~Z
zz|%@tYY9z&$cA_m+tW>WH+K@zLB!(b;Qg6K8Z}T67N{p60CGyq=(kApn(V^9?d7~O
zGKGwdCMM1gB_u}2ebY{oCs=v6MF3g(R(zri=qigyU7bs2pqdqKWqiK%5Od;Bp;RjA
z_FNoVwGl;9Ir`BJFs@C)SFmDnI4Cn&*)lGT+=T_$f6Jz)A|31DGWP5PSDl)ao#xs;
zmDhzl4a_Z~Wy_Xq-MW>2{rb_iZCif%<(Ko;)2-K}3BG{=6c-c%5(41w8wn(zlP)JI
zkBFwB*eb0o81ymLax;=Bv32Sn_|)?!c1%Y~_otqj_*nwUDN=ec4MU^GRP5b@=&S^#
z5|^e;0H~;_VC>kjELyaP_uqe?XP$XR9`tbw$UPj7UZKYjR*y3CW<;$Uh5$c)TmCD(
zyZ2-B>O<6T8qUMd-htijVB*M+Y1_FW9$v1v+&Ko%d|#A-uDCVwAuN6q3N4hcO~STs
zJC#3ug=9A4;c%czI?N+3ew=#ec|zRu6c-fY?RVkzu4{wEo`|>00DN4BkW%nWZC6Kj
zi%6KX6TeOo<b9foz1T+fDcG7?jIy3LioOl-t*a)|Q_b$Tj>4&v#D5!3lLwk}?CGsE
zo7D}amySix=h1n*Ct=NWIGqxw%2gztbTVg3DZ`$1$JO=LY^SlBocuD?OiH?q#vPUP
zxyuDt->Q&fKp!2ICXt<c>?Ef;adQ)R;Yn9gk`<)oK#R6^Hoj@6`=dI(`6vge62c@6
z{il0#xX8?VGm{9YqhRs)M$8;=n1*^Y^&YCj_9X`>Rwx+zQfs2OCsMH_9??_D>VDn~
zyLT|hVtq+GY~$x|QyAMb5L;#?oibr{sT=J(=}BB>#3e#Y{Re|-xTlott;J|s2D0_5
za-!P*`=*7tHLtAys78$%v1`{Z>ej7G*REZeHf<UX$C;^H46ZJGwR|ae+%uA1Lk2VB
z*9CMN-UWq9fglJ73IUB?Lrm+cdDu#l^QbI8h+Wu>L$MD*WhHxWDgd6%BdS*dK>!p2
z9?imt`C=w+ad9YJUGePNjmW9f*u8r<adC01UcH*dix>0kv(L)G-z}mzDFr=h1iKEE
zn2$Cz9Dr5pmeb?5KFpuJmir#-3xHa!;;|QpFyqZd)%o3TZ;f%wN!0b4FyzhA>`b*H
z*j2cW{U6@%&cSEK0(`$%MBQ=YNwfQ~tGt5#1xHEzbwRBhZ%xehQ|Q#ue?3zmN&nuC
z-?D#Ba!Mpj+(qTyGF-wu2z)A<6BT~!Fxn{gb0hZYri{DS1wTIpi#Amf@pJ<eU7Ax-
zl1<V#*(lpI;K-vJS^jD^t%kZ2-a^OP-|f6M-pZ*x;1}mb&Q>GuO|bIuD;82to_{^&
z<T}}~)ymT47R;8L;})ePNu1hg;^(JxnK3kvl#?c!#0iAB!pirGnDsyoKfZ5d#d3+G
zM-((`q@`C^9nBkSS+`a}em->RF0%Y16CthOn;F^E3DRLa?w}}E<mKNp`Dj%pgKzg>
z-lGlp_WM(Klq&J_5XjXRllMnHZXrHIuGvNT9|@Ga5RPVGGn&uKCw2K20{b^0NLfz0
zQ6kHsAh@vyd0I0)b(L7xW@4!0B%p!7o+)|I%!}Y&ZYYW>Daml)u-_c#_*#-%0B<pY
zfq|@Fzn;mHC-cfHudsCKQoi`&3tF{m1wc?(D9^n=?VLQ5etVMNKU$4arDWKof%t@0
z4djUbeF>7{bnBoAyR?UpHje|~)hd#>Z^jY-*6#>P1&!ah6ZeKyotvBdz6_{p^?Uh^
zH~8?w4{6!5C4c<!2leV*cnw+E&B<0~LZkDfbblfu7J_4=DJ&{LtyZ&T^)UwC-4VS(
zTb;gHTwRtg+QFecNyN5}MicIjBfA*M;lwM*6YqvW2nW+C&n&?s?970n2KV1X#-{D8
zPDrHlE7Q?TnSeC@F$BfU@f*})JB6?7FaWfwP;8DYwCeC$u9fU&<TN@+ophAq1KG6w
za}WxRlGPLPNG~^1TvX2ZuW!RYSjCYwDP$xS5s+u$@a{VJb@xTBu0z4@e6)W!u)79h
zSi2AX-MyIpj18OM<f(VG`1)6M!#Nb;fu+()rKbzueQZPJRABG`g+`({PeP|w;OZ)%
z(F?q}tAaZQ>1Z3Lxh}_SF^Z%gFjJUf$5bj}GzvJJ3f%pbc=`&cRZg;x*(gl0;TEE$
zLhFfJZ;7T&1^V{TVYfq}hX;Cxh$g$7)Sq*(H+LaF(-nt8iCPV9+CV^%#OEKDqb{>>
z;HZsYe=Td~72`ilOVjpxjvXy$dcQg}40K`MFBzmQE@hw|+(!nndg)=pG+KO{8ZaGB
z!8W}mzEKgly9Z(Ocfs$Yt#p{#24k>>EiM|?ugu|*SDO$fDJfiAOltcE9N1INJ?>_L
z?8O{@-9hY>P#W$?CsFH8!rDq2-|l){&Tnmz1HfC5TCHZ<v}p_)G>C^Eewfy+TQg?N
z7$#4iOr1LCud>j*R}-4|YI5G|S$p=Mc_K)Fk@`bot6vJgrvu^lbT}`c)oSJ2Z@=Zu
zH{YbRw3IjBe3R#&e;$=ezMO6)cC#6$$&NlqPubRe6#9e_(jbVHYnO3*?}4oU=_s##
z{J?qn9)4yJZ#?}SAJ2ON07Lr*RBn&Q+B}%n_cvqjoULT<PCh39^sXC;&BGgCdl?lc
zPjF0drT!m3VYp-T4Ljb85hW8!Mb*-FI&~Bld$Jq=%FZK65^0l;;m}*D^L%p@8YNq&
z6;Y6CCF?*Ey~o~$J=@MFQ@4Owj}C9Vqr6DmdW2L#fp?=Oga(w7l;$ADT1lyEIEU_B
zO?YfGLLxP6ooFLF)ygRsi9CgqdXj+`mb=ltub#Yo2YJ~NmP%;ST#3P@>c>-lhQzXO
z6s-EqLS(p-fWHFBYa#!XjqTr+Vk&hK+CooenhLX7ASg`2RU=ZK?;!hxgvq2p>t#S2
z<%uCgK=8CvQZCWAhaO3S#S29g<_fY-R^YIU_%~Cd(%326ln)YkHqw%6R5E9W8S_39
zfnh3)84faB9K7;t1RFAoS#z?8&+n{9(g`E4%}gh&)Wls57YzDRe)7mdwXp)p)j&+z
zDfEM)D0DI5YqDcW*@kO?g+fmizH?R+-aC@|3p3c|?nS*XPjdIKU71soNYhRG*csN4
z>3g-jF}V@Kw0I7@p&;%Fe;VeMvinE=bphbb@$*}DRob_2&;I@UnK5GqD_5?hUcGwU
zbI(2O-o5*>MlA(2YgF9=BPbPkgomPWskxs+QBe`^zWXlG(a}8q_~Ufz){PS<PVn-}
zFU!H-EvPWz6iS;Kuh<C0++0lI%?XYPWYe|{bZC7WHmd{I3rz9j?dMLNdO_^nb^-w1
zz&N(O{}m5^@Ce^+{*Ek7B}=A$cg{5^2m%IgFK&P6NmkGQj#Ql=mCJuYvebU(YEiVH
z5YDu6Rt12kYOzMLn^n=`Z1jy?F{YFfFffvRpO%rc+QhMhleB!gDJ`E+^YKTk$d(M`
z+1yyK$zgSF3jHQFWz;JTF{bY)-8+<GR|f}U+>t~pQjjO=#6$d+ZR8J&i3a2R8Q8#+
zaSgn28YG_Vl|X8;i2#2U&6=xe(@|X={7DjsYJuTTD+!de%=zx>{y#bF5{U;zj_wdi
zJRnk<=U~}e1#J1cgt!r&gmm>MCCinLBMgjt&xPA3y3+GuckX=EllwpN;<2wh8265W
zQ7<UTR#>UDh&(X5>a%0nLKC}|rlZg}$coTV*jP`3Ud_rxGu!gb9I{#2aHx`BzAeOj
zz(l)|?(B3g=cuL(hqsZZUOvLN@26teZRh=|iJUxHNk|tr9<b?gbDBx+sv%^Tk*2N&
zM3scfW~F>^5dLmqn2+v26%vKQ-5b|u8sND#7oDFc9vTsQfQsYpdRC0v&WOqN**UZs
zo%4?qT2#uU$z`}ttcSO;kitBHm_R#)DYk#zXkhtU`xd8CshBWf0%OOHW!9`&%$PBQ
zAAkIjMvWRVa^y$`3>ZLcZ0rU5<aK%ZNy;;`Iq}CDyduN6>$^|SOIJ`(!0OejS+r;o
zD^{#Pp-?bt)F_^P_E{P=YILIxQ+6E`o;-!xrol6|9;KT$Vpsd4_tT)$>PR?}O^deC
zHRiqVvA(?a#J2>*xG-V%L|!I_1<%ew<?h09^+r}d^CORa^f)t~_yn~|4M0@4j$l!+
zBs`d5N75*Z>x}!M-Dul(xlxCFK~=4NQPt12>N*ru{8WoIlHH7KITp$`6yOZ76FH$N
zyWg%LZEYzhJj*bkr_E4b9_{uA9*ul(&(@%9zL&biWu&JXdFz8iM8?$P$=6!(`-}tJ
zH>*86-#tO(eg4#KRgXij9j5#4gA_E2;QK#Mp>k1EzdV3eN`H<kRJ=SUnU_8Zr)f)f
z9A=5aqfRpSI!TY0&}gBuo(5g05=D}lJqK*GZgKgyg3U&W#h*F}uLo{E0_poLEM8KA
zPpl^fKOI|FLaUwvw+&HXvB2s-E$lsD!)lTcog%L8N`iw`lp7`T@||?)prvP5Ee^ZH
zyczi%J!q%V2v=sV$RSVwFTD!8K}F*@1MT8`uw+5uJ}WMM3if#v^5L>XIyLlT^!-uf
z`daz*Pyyc!i9w~T`fkc7w{q}@RLYM__;_1MXs)H~?IOY})kL^fV(A^q$YuNRDKit4
zZ=$RFe!6;BVlYXRG}IBdVjs$`{#XxGvZ2VG_Awf^Jh7Y6Q{wo^wKaWK?BlmGiMPK{
z^Jt_i89(OHbfh~T+ie_PX(je{-SxV}Za6{uw}rGfP<eSd9v&W)m6hS{?q1u~0l?{W
zvUcrSe)!=Be*5h=j7B4VetxuT*N#@LTG6m!Ln0$12?z+l-Q69nR*S>oz-%^CP*6Zt
zRu%~f2^=|cgq=Hga_rbKBuS!8n>LIdJ(`gtN8;z_SKEgvy9PGD_bDge_>=xq29xmP
zk8F<^K+G6F)M^c>`$cZQs~z<kht-(>m1n<TXYP7tz4rm$JF=0icDzP)#gbpnPtng~
z`?NL1ssdgb{UQKmnb~Z3{R39Hlrlnc$5E6+n|4icpYY0!I^+u~HvW!M;f{x)YxQd>
z1<z2&Z+h)jN_Nvpn{*7{dqRnSbqBP$jg(b|*n8<XK5H)z&TGMI4{gLVR3OOV&PmM?
zCcb_bE!xHa@cpbk%$oi?TCYeR9NnJe9qF{_9*QnkV9(-Aj_TEfDspIU*OKMXQt0PK
zb`ve`JI#b@LU6C|#>Rui^l0Hji#ncEx+}?%RJ3mEBxREg@sxz<DsW1nC0n%c)>N0v
z8i-d}F7eBU4jOtnsmKv2%r#SzZ(;aH0r=KG(>~;MO03;rW$Sh;je<l@?JvjEM}^*?
zpdi<dq!5Vh;7Z5tZYWidbkxj>pNdiYc%lj@XVt<SI)(TU5uwMTaFUQ#PJXcs$u1zN
z1S*wwDntjZ+Ie$NhfwrN6{<!K-upR~cZWyg?yp7=1Vl;V+Zjm&|7OQeRmv};q5eT5
zQJyZ8%ulC%STQe;3}E7hgSc1Pu*Z0?{ZJ9EFEn64U<{SXc}VXSaAJHMOTWt@zHTtC
z3O&!b**UQ#pZeqLbFfTBlRplzz|fHTk?wTK&&GRHB<ahFIacn@BMWbi@4ssif5-vg
zKX5Y!fM>JWY;4)Gg^e3GvSY^%4j(>DLBaWxkp7)ktEGPZ`m}A^mW~}e(x*=!0s{kY
zK#gTL(r=GGNBQ@ebm-&8e!)qiGnUM#!@M(PIxju+Eua1L)CIppBuQfSvai{+cPrY1
z4ftZgGiW4<jE80r@xyZf{1Wse#e-U~J8COW+%<vb(aiz)zW*pHhqR+XRDFyS|3~{S
z4e|YA@r^v}^JJBLgs<B$w5l_cpr;nTNVv}%D1__Nsa|$#v1Xdd{URAv6E$foE0NMp
z;+DUc3ZoOfi$H<dLAk~SMYs=Z3d?w<XB>_k2j$@*7`w;Ptb>l+>|!1s_8Fc54X{co
z{LN|#a>~)z9Ykw2xT~~y*lm=@hN83ENjsi{Z@c;kX?E0jk=|WN*%m8-P2K1}BowpJ
zLctL`_J)vcmT0(7iPE4XzCcO;#}u?^roQBH{WjB%YmtNF`F0FJ4oZ(&keav=lmc$y
z3JmR(<duk|Z>c1v(2S+fhEgRE6saSuw<o^Mbhw5nsHkvqXorzwdn<7`B%&MZ(fYWu
zU~UpZp+Ltr0+O<n(tI;PQ66-@E1IAv4@yhz*lbQjg@B*8hMXe~l7A~l%r$X1x005z
z?r22?)?x<;P*7~e!)C$LWMo?_2OWk+vGmz33=HxicTXk}y(C1hQsPflP(G|PaRC_w
zC5N(n?h2Z}(SZ6zYD^2vR4Cl}Gc1Hkr;^_e3Ow{k6n8W>u=?43Xgo9sY9+#{a+bQ)
z;{i({&QKqs!=3!JM#DqDhvMc{`?FkJi}*vn1$+Z-J5r9Xhno7~=l83+9yA&aJ$m#w
zXDPO#q9QUgGs(@(#b`8Qu~<;6)#!9O{QUd~3=AYZJRGI++I1wB)ef5@AG0kU55t9T
zv6dvJqF1?NOU^|<b})*~Mx0J3W}_4TK+g*Xf4RlEy!h42w1{cW4^zHl)2f5anX!UL
zUl@!!&<ksFF50L-Tmn5vKAOqo7hdIw*-x<W^<U6xwD>iMA=o2;gw#ar-hRZDS0Eb8
zQMlIL4=9@>3yt#JwW_tM2(0#W^qQJ)gUkLq3g)HbcW*ccA6$h;(N3J2P*z6_#$IOS
zsGAL2aXxq7t|s%B!#ok=N#_0}Dq|aCa#s=Y#ZuO9Y=O`1^;x{}IUc?HGa~9W!>RUT
z{D`)+ZR5x4KOKCz=oEKYONiQ$it^Lmklu*0nLCh_3jFLEoT)x!HWcAN8N2sq($P&t
z{U{C6Ne6+CMzJ$OP31fh7nOo#i*1(-05cLr%xO+?Ob)saSF!WE3Ot(%6z7+sYo|l3
z)L>d<$0etnD5b~&he+#YJ_LHG$vJU~_?J%L+t3@om@qtoU5RexLhA|cC{&Poz|NcR
zB%pPg&^U6j7X%Qb@FB#hqWFlBIU9GOa20rPdI$W14OC{^+4@oe#*=2E?{eeI7&F7#
z1<|37M|FJ*OD$+;o<y^uf>X^kMBf*|vS)TN@|or&KDLW!A0wyg)uH(7gZvN?joZ58
z%+_k@+f~c(*m`{PYc|t{cY;2-xPDnggN`ArTvR~a?h(wLlTOSV4H&w(D~A`PaCk{N
z3Y(2kTRD3S?zGG`qU_~|%LWU({;<*WKJ7)$?5#r%0B-=ZRpgy{SrlcdvDlqN)RlN{
zbTB&2jUR*K<Ku&mj}Ni2v6oIPyQP_J$0;=aQeyyUEh@oX=Y`p>#XG7VmhD^UdRq^6
zZ9Y!BF6Z{|bUH<T{&O)uZ}^F+<KLuloyGuk?bm{pzwYGZu?#{-ccbLTKM8zw6ke^P
zsGD8F@s&x8>^YL}R?X$%K@U;4R~NF69_MiOL86*8!<cahuLC>L-PZdb9jj9kS!LZz
ze_fj^$|wD`Mz$cF`+xEDKoB_qymprUmd^C|4&fbXrBS~CCJk?otLEna3UU<Nu;p1O
z+MI|>#uiG0d$FrS3raU6k{@Kpnp!}MUK0EE+36BDj$%J0>9!(VPwc1sw^eNN55Ql7
z{Pbkzb?m{5??1(YnR960$pwEuKfd_J#`?r`-g`NMoRSbWm6Z|o@Jb?Ht3&(cy;%S8
zaZasCqw7H<o&D6<{Zwo$)$x7>G!1oSbc}}V=?O%K>DU(&PGl<V&rp$_>m)ev!aw9i
zr^NdCPSiPe?tELvkB?`gYN+Inp*{qJXgIX8jFfdHSPC4JgsN%S!GkB-xl&nJ#MbHi
zX*D*6?$ct}@<KA{hmPXsbjLlqK1shSDJZitbJYp-<~$r)Eu*4iiRj`<M1Ob8CW-6=
zc0vw^k#Q)WDcx2P;q6bOm^wuCb))k%Ki*xRPFrt}bAmt7?&Q>G326Q-C$Fau@x3K{
zXC~9Eg)4c-OQ^IvF-2)GeX){l&Fb;MePIZD6Da>8iIQarZ0p;Q9!HB<+Ov%AUN-Cv
z4b)qmNOHe8Lek5~@zL_p>@+4k5KgBNb&y1f{C$O3_hqwBh@xeMiGn-@Q2`E;R+;F2
zj|PRJ_FDn}DR~s|b><W${`W~L=4@B`wDn|o4`0%c8u)ZUer;Dx_Ah61WMg$?;1rGL
zZ4;eN>?KCj8YiWa5~Wj5W?3pdyY}J8zGRxUJ`?y%`(hy-M@(S)%vHqt-B}&{o%Z58
z_wd213n=sR#BwYh(P}58UsF{173^Jch~Zs_v3$pJOcoQ7x3wc@=YCA4N+Mddq|^eI
z9e@7gWBtXvnP1GCNOk01Q9h?wib~;i-s?JbT`czG3*?YpjU7Alc;}6^IF<V-&Cg=Z
zn;Ypj_ya!LaDp<c<D9g1(Mi6w5}SB)OvYXKOD3LuJt%(bI~*MblTbg7f@~9JOECq<
zvhXlu(7@<Vq^1ie+Xges+kqk0!Z8;c(vx@L@8iM#ZCg+%3aG#4cjm3i#l6YhEd9NZ
z@gt_Pa>XxnFdSy`#BccI*;yDOY#2OMWWJlt8xPJVPmxT^2cy_h-^Th<9pxrZx*A-0
zK<$FxLL2L*mvOjP0L7VB+PM}XS?#zhB^Lc;t?`%+ZI)10*zswrWZCP5WEmaQ@%N@|
zmz7;lXQ4c1rS~g=j9DAaQ*$EdGu{h_t(={opJ4d+orvk;k6VzA+vhc=amNO@=-k-;
z^)5Cp+s1cattH%&hnL-*ZVm(arRnTha)@t+Y+}~LJ!~$?M|p>mL0?Dn-kv*XG|r2C
z*29RAm3+P>6NMl!qE)~-^*#DtJj!hq*jo9ppmhZiYfNY*E72qBk^Xr+^?a@TTv$wH
zgeNbKcA;)z86KO;5Ek9Zf!0mQ*q)4w=*qHnC$L#9cy;neDz*{hG~%qVF|4;2Wx197
zv?7o1R~687L?mTJb|MT;G-?M02&DgMq;3@03r!>+`FHf3yZL{9-Q+y#-gVKT;h!za
zMOEs-=uxf|=9RL2Ycattuyuo;@pn4#bd}!%+4W&_X5;NLfC|fQJPqB?*;byJgJ6-+
z=q*%eRg@;>VbhxM^YtSyyO_X`syY0UQnOjUWdkGcZom_FP2}}Yeqzb$9SrHyzPc<g
zA2%j{ct2B~{FceRno+)dH^IGIv3ueVgmj7~<5)K1`j2JSAG3LC*prA(Cn5g9cm(>A
z9T-8_zMcQ*I8QpVNOENHs@rImS#~qQb<pLXBS$tGRnU2_Yt>=c92x(pUa~3`MjOvR
zvmJ##ox8ufogtA8Sp8EGKP=e7k~ik@XY&}E4{49DrvioAf>tdO;;P5!wBnQ`?h0yz
zR#`irlcHUuVt)zZ+@+Y@nvhmhmjsszIDCLKQwd?s9lZMG!|YokkeaLHKyelW4avm+
znS*D$QFsSx33@#ammMcL^!9A(w5-pBlY7|OuQkrTaXj3r8<ja3EIS}^@4!xkmI(N}
z+L5BHBz(J{I<D=gu!$`GeibdfTTviov9TzC-or!iQ-JlbnNx=yxP56Or-K{LQx?L*
zN+HXaeTUT)6^r<IpWDu3vr6n<?ZB<riP7LBG2TL-rveezloG#Rfm>@I+C8L4qd(Ka
zRhU@LpHmJJ8>-^y#4VUmV@xgMR5O3FGE1mPGh;88(7PCDQzsB(hMmAzH*S9|3YSm=
z_l;dexrc)W3KQDNshk=S#up8|sqb%~aoYf5Vmx^3(}Q@ISm`~W4kx{Igw^vz@1`O1
z=QON4OR<Hy@~wLo{-2rg?H`WV+?6+e*~LhUKz6W=PPv)*e0CeBipsEjae#gOV<>uK
zA$hmer!=50K?@HtR$0PV(SE$#%$MTUmBg$&itA%NSo+NgIt{PS{*@(I8o4oPRt7J<
z*OJwDts^$rNJgoey5%Me4Sf){TG+qNL3He`-#=Jx0sM!eBOhSW?0m{A9p`OZx3`q|
zqtL693p%xhMYHn>BZL_LK%7NIygx^71(aPsc1J$mE`zABY(H;XaY`C$hYE#<3qqJL
zhqfQ0ZPzxKO;)rz4T2ybNfJ*_{gOHjoIE-72?Rmll?iwA>#FUXOvyT@ywFHLo__sq
z-dl5&!e6$acGV$B5?x2NXT!X04D2wF4F@(-VX7eFwszE2xKU;^a$KpwR#J*+EWhgG
z{I+rxPq+>yS`|#DvjB@^yX?F+XAT-w@OiH*1TCUea|?>>@_qWnQ5@y_i0n6rlppJp
zen`&)_eIhqI+n=#?eI~F?0o-6)=XK*why<k>dh^D^}>1*eoQ4GOW^11qgb5hf4*Ky
zaX~rzb|kQO+X)Ku%dV>KW$W@$=5EDO;YDSgSS&g#`B_J)C@-f$k3c?MH36mCg9CqB
zIHWINh<_=E|47HX{b26A+nu&;v=~YS{C#40X#HCpKbXYcBT2NLzm<M|5{Hr@^^i9Y
zX6b2`ZlrFkfNvi!{B92*tY0`%dI7C`eR$#FfgH8(A*8#W@YW`N*?y4XtP*_s>lidI
zkV7g5g`1T~N6QgoMD%tGUTTSXvn=Nw)AnT|Qi%<>C<Q0CmJwOciDq#wF<n&*n-_>j
z11-xwvXGrD0$?h#vU1{1A{;i7wIS>YuEUbN3J&?|@LHcrh2D?AVQm@tWq%%dvpvUx
z{P3S1%LBi(!Zp%`d&jQCy+I($7Y^aGUk32X)<L*#D5U<9R0cNkL9G<fdF%N6o1T2~
z+d%5Z`m%3L8ecrUg~@$?W5!Ec`7tM##VIM&Rp@weR(Fo-bNITjkdYhIxVl(4=q$yz
ze-NUz67?Tt>`yfjv^$-9n?%rl?jdqd74qlE1{janNy@j9T$xR9u#z$l9sWP>VsP&O
zge3`t)KznET^fU2jePQJ4xU{@h)T;L%|(l3H<5S*f<2v>(ySOuZ~az4IRN~JGEaPg
zvc!wW-b>|BQf2k)OEwqr>)LWc++FE@o05;7N+Y1a6<bCr_M>JR_;|B#V+Hvom;YrY
zlU)f35sfMcyR#5U63^LIbnFCbrxu%DhgZvbB*&*RaOfc752w+fX#@bv{@h7=$#LFp
z_YAqer2wE(DS7+3`<V8{qVx7wzezZczd4e<2{{z+OG4xCj<&)=#<46!r^u+DBl&gn
z66*Esfj*;%gi|Ldv^#L1#+G>es*bT-G~uo=;PKZg9$mG~*l0a`+4*gb3kQI*YiH%J
zhtUK!q`t)mmsQ2AoS4jO?T*sAu|IyUbqMjOL#NI?82juHx{T;Zv%X!4>ezzg#qiOz
zP3(GY8{h5UdD)Zj9y^f23*%?<?#uHzb|8iL!)Z)^bpbCv^d(90nO9Wz!q3;^%qYMZ
z*a&m6E9*;7p-j)k7U;$sa|hvc!gtRVQ`*eVZ5|G`&Dx0izQK&0;6Y%73ctE48ur%G
zbbywOcrAlJp3MG|B8sw3;`7O7`hEQ;ZSyJ#el(PbH|yfw#}92?1KMa8qF--Cu#bYh
zo6?CM8pDSRpWswsJa%Up(WPcm4(=di!!E*Jo==ak<K(KXoXT@Sxj7G)XcP5S77C6l
z$j&|!JQrq39Ny}{M}(pb6Hc22ouDL7E0O<u2D=CE#^?7VG`44Q?1M~}KbFC_oz~-b
zvIMJ9&)#*1DOh)ucI7SvY5i&bad*a2$cxVfkfSs*adR%AeZ3hsz#Gvi^6*1zajPH9
z2QRfmtEvh&yn<YKb=w{IN4W7z|5Y?`z>ru!{9H9?^(rEo`%>fw@hT&&N;I5mswU6J
zPWk`?O@{<C_{XJ4{vO<s?2SF41e2?oE`|~+2FDPUE0VN4p6)H(xF^b&CN63o=@Lw@
zgUK9Att2VHoqP9W^Zub6JYwr&>f}eUQ6$o0q)(WFz|}|5WLL6dUmo|IJc_;~pYl=%
z%{r(NtTwXun~4gMpwPsDjbcrg%`HQ||M(C2^}V0_hAa7bi637tF2W|{;&4j%8T5EL
zJ(>8Jf#*h^z+iG=uRRxz33w|6!VIn`6&603Q^4C#ht&3A$o^%j0=}wSIC^zG%=SbK
zn)=n-3-%pAB^t0;tTgJ}66?I(goj43@%L3UX<4<L;I!FunexzB@;*<(vyDFmtJ7)t
zZhOLm{fG?pXY=l(bZ&F*5`*;`hhd*|H-Ap}3jbCO$y{-m*q)6!vf%`Sx(sCWTlaEb
zpL?-p6_Bhg#$T;RS*Jec9h=a#Xm`cOdCZYUBUME8^RC)h-YlO_UtQc~<+nMq@iO$e
z;5Mbg6{l!KsrYv-|8yhm+>?W)IE{v#`%}KS1a)x&cC~=bE|BuR8~V^tob|&{HkMfV
zT`txlE51qtE?PB>BYjyLWaeOok&{oYM*p0hF@w9+xG#&@#+UE^MoD2g&%ZqiAAgT?
zw&&-R@b+`_7&M{-JqBF*`Y2s~0`cT-N_$MivgtTm{4z<-+(Ubz9uLm#jzX#6n^(#a
zJ?%I|D@i~7j(*&59=Xd4mE<IA$st6m16{BuzMW!dHC#t=x|$wOJ;CA`v$$K4i0{z8
zgcKygSMiuS)j`|6E=upJ)tD3-B~eeuBK(-h+DQi(Fry9c%zlLT?)Z$dTq`9mA<W#L
z&P$EdG>Y+MsntYarYohpMcg|VV@=i(>Z0bWw<Ml?LxE@&_~lav8lw%Bn*-zCQp|1;
zQe-94zY=YX9$TrCyh<f*oxEvQVPWOFhly5HlGoOclVwIcyGK*%P~kNo1oc-b{5dC!
zQzkcjdaonCcSGKt5J{_O9g-;V!D|Pxx$Ag!LL+=#t41Ujl$lW|1bp0dJoM3RZ1^pa
z&&O@RO|8Zy!a!k#8C#j1Xm5AgCJAI3MD8|(awO8onuJ{5SeH(N2ygZr%x2Kq3Uq;$
zXq#Hl)CokXa$)0pn^3qq2p-do^gcQcf4CbTlRK@|+2kgcuyAM~FHS#!x^n=#JoQ9b
zO{^PI2ldia8b8q<m*EEHy}5^-X`Y<8qaHmI3UOkj{>fD&C|jd+SkXneQgO^o(jk$K
zgA}*)U=TR~{HH34nYyWnx5kDr{|8S(gO%vC0?DaPo_*55)Y-{sa#ftv=TZ?|L{NYS
zfd#=BlPyF==-IuY1m{!1C~x75NOtpah()NCJ^;As+E8iPdrkmYc=!k!Aq=&tk}Rbe
zFYl^>5XTOra_7BW$jr^6d44HPekew0=tIy0^(fm`K-N!*L_E}(r^XIq+zX%5DXtL;
z#kn^U8V~J2#f+uIJ8byx%%R=)5Ao}}%W2WO2~k0HIG%bO-<UdRN)ri-X+)*Uf#%?z
zt2)kO_EfrR&x~l-{WWi&QxZ`Mm%hPacNU^j`d)CGMiq?Bk&Rwc@2cu1gO5JkheD$x
zV7&*9$^(?%>47lHjlA9E6n<1e!?J8_`xMmmu1|;9Mrd>r=G<bk4(E}-)I@)~54MT*
zNz9C7);oWau`8QrCl5oXKezwY!QF{`@y=52d89X;d!M-;9ED{V|2%{(y#N#ful8=l
z&&&2ukX^!vhkDgmZ*zPGdH<V<X2=NCr}D^DY1x&%mu9{#P<lIQ(8{01Ut1_os$i$L
zk(S5)#C=R(8g=r=zG639zu$&Y5U40LVlS$|%~ea!)z9J`?oH1LAw;&jpI@ddVOYum
zES?5@9=jbep@fR}HX)hqls5@tzKekZorb2xX2`R#>9eCW*cH#XhK=~5K?%jnx8V?@
zc_iJ+6fuE;(J{mq>j<_9<SYl5P9`FDsc{79`0xcAt~vp=w~e|^AfuQPcZs$-1$A3W
z>@U@^pio3<cM_GHgU5?WkW)#N%1%<OH<7o8QLwENi_V>5m6{J1=hCHzKi%U?=@;rv
z=89AXYMq3u)np%Yuz6)J+mh3`ZEQ=L2D@@7rH~Jn97F&V3W3r}8@-x`@<88)bh{&l
zJ=-%WPN^Ws+l9agcM?`-lHtr|Zaou^o-}hHBbN?FEo!v5<|zm>*{IvelPF^)$+`KM
zCU!x$B@tt)iTGAN>{z-L|7Xl}>EngheeURmdPFZh#)-N<lm%(&yStoMRl8Xf7EWxL
zk!{0TquZ8FKw$+>O>V`zllG9mPQ{-+eYpKdHWj-KSUW0lIbr7bF?WKzBm~Jq$}tz}
zHobMfyX64zAJS$N(lXGU$-igw)ZISRb#=jLk{C1qrmj!LG~Y?8z7+RxJ7au%p!E}2
zsy>BFz8Ynk8PUbYiY=uK>~j7{MA?6vBsnOzY{x_2`HJ(NJ-9)w3ZmS+<(%!7oE-G3
zhNxAQEdPBK4O>(Nho(vk2Ah>V<6h?W;5wA#=}F6}WOLVrG#J+s&Hj8M9%_t-n+yHA
zv}FEoo49Al`K>bbAM4MNZ#PhpSWG}2KMFHTa5|if>3bjFub#)a+j|i*I}z6aZ!#R<
zmYQ@GX9$uVxjgW<7Q8rnBH4~?!qlNP<T~5=Q^1_2Rt8~n<j4WwRWerENIjB7SU?L*
z`B}Kx6?i4pK|cwC+<e$EA&aBmTJb{U;PQh6`|I!tR8wHJVoFnC2yjO$DX5&9NnBem
znmuzbe|)=~_`&Zp?7q&_sTV|Pk&zXPci`sX!t^<h<K|J-dgdsqAoukj!QsTUM|0eI
zwFF7To>|0Q!5+ka`3Jk!?W6I;0l2hph@h&PE=3YWD%Kq&@5TA(T6U*Es!#EeKUquy
zO21g#l8uaC(VbO4n<@I`1gAo*^wOlG>kvb+UkF|^7g7=ALB5B9dP7>VwlasKCsGMN
zR7!EZ7YO=vIDN<VB08=PLtnjvA1D7xx1OPdzWP0ea9`XX@6Q{X3-LLY!|nN5c-rkK
zd=#W?so>P%Lb8U0vpB+yPmitVP_rPu$TH$u6hcBwF7*;lu_RPS*hyFXPMXoQD@O8C
zQ^%|(AVxxR0sVdfukZ>EZWgh*N%*<L?){}KF{o(jX(wZMIx2?-|I9KZS1qgBH73uY
zK)=aKcr!n8OH6cbq+`sJG3Yc3Bq@lr7mm_uauedG?Ip`YM@5i^#m9G{=^Vwxu3;R{
zC}#4UojiR<8*=ShG%A5+VHyr3Wpej>tBDEnpmUR86wx|XXBV+|&LKwc(z0WC0K<)C
z9CbJIMO<r4Nk!=0y(n0jj&Ii}To!HN&o*Z2dWDdxbi+CAC<z`g@XLBsj6Fi&-BHXr
zTF!Ivdx#z1je`9NnAV=;_p#m#pOemm1H*YoBk@vEF^hZ*Y-kusj}R>`zZ~H4PHs$F
zkp+=@R<-e_$3YA2yBsC;Pz*&`R$A9{u<KX_d)@WaZF=kWq>}@{e<(_K2Wfk9Xx=)A
zIh)E*8uF;)qvP;qBN5AW6shf~lur6JX-BBHjV5E%bSZDh?JsVl&5;1SY(~EQCQl9k
zW#_RvGD$Cbl?H(eQLFr~C~s8&Sk<*at?<U~EIwzuU^C-XC^2}skrtmpmqC3f$ScLi
z&z-V2KWBz$<IU!GqINN$J5k9UAN#W9k>yyGVOaA_Xafw~KeQ(!Cca1CuC4I(I(H&x
zk3sF|^2-*s87)YnNaN1+Ikq{0X5E`|GBc6j5ig>DvmB=y60-|wU^ZRx`LRh3l!D@%
zmOh&!k5GFu`Ngjj?Dru`g<FmJ&%RB5AsST>7W>r&rZQOadm>I#At7a<DDw`Zifw?$
zU>nYs6%;S@rT4Nh4&7UZalJrURspBdjkqR*r^cOJwTkv9(oxyWgt_QYY%9a$5E=7I
zU)KC^gu^EaDa<cLZ_x3=)X{kRow@!hw;iKk#_t5YbT_(Yb&x7;RVzE_ROp-6#eF~<
z{3eayoqIn<wRk(eUn~c;5`|8KBfkulU5B=QXT*WGp<SL#yfGJjR407&R<!OCx_4#~
zmTIPvr;?zfm1LD#=<2T^HF*)<ErZy-+kxjj?HM+IDGIM3tZpHMw5!KUce{}L<a`#W
zL`K}#hk9-6^3u{LS^4>Tc3E_owq#NC^%T5aw6waj8{W4y0lS2y(vDAz6UT3f6s*kV
zrMvV<N6q*f4E(QaT^4Q1Ve!ELrq?||JG&PJp7n^VuySm*50Q78a5*fY$@RigArSk3
zz@M*|V~ADJvQmpBE1Q+B3hs#0P;sP$j%pQl7X^*K?a$&>#q`=&j>Shwx{n%#!O6>G
zBJuG!Gr_bV2!y@bkd*%&Cidfw9GJL~B~m5s1L`xOPaRU$q_X_Iojjm)MNB$OsLhVT
zPtU>r5g7HZ%zL^IMdg)jK9-FjK#aRPp}VXsc1ff1r=2uS_o7LF3)wj~Lc7*O<E5qf
z+@6@9TSQK{g6LzpB);8^?C-bWQR?K84IQ!kl7XsO13J7v5#M7OeD~#2o@|sz|3@2e
z=+&bb);m#oL;O#vXeLB4H_)3Wl5_YpO39YeFxqww$92t79`LPX#=>JTCV&!eJ<c@(
zO09&|?xa|&!&YQRs}ada6bXyDHG@Do0Q`rFOA3(o1YoJiNArL7{xZOdE8E}4pW}W`
zySo6b(A~JZyA$^W;zHa#6D1)DF(eLw;O@{k-A%i@`|0C;{x7&UGr7r3GL!qeckcI}
z=Uwfpy{mTVs<qettYiVHfsuskyfkgG(ot>0t#gnvEDC8`A3Nj?Tz=c1h!7?BB&V>c
zwTz^8EqQeYS~~571^&OGF8(L~J=mNz_^Ia5VcbNx@9KZ5uEW)WMt(J>PAF91@&0u-
zpryVRkywb^>cSqXBUGp%I5v>t+*$_6Je;?*V+oGIRoF*~MNfEo8zmRo81ddTb}v6e
z$G&<ZZ%#ra67tkNOL^)2?^*NQ9Y5Q@P$@%`9EtZ-E2lp{!SDrH>|S$-^ohxg8#tDn
zx_s0c4ZS^GwAa*tSc1E+7m@Dw{|HsOnn@J@Jbu<>yMR(Pj}q+o_q;+(!0UgvzRTT(
z<nIjs!c_y%V9oyB$MYvY=bMdJQ20keUpGpzl(YyL;Tu{JekEdffSKLbIf?o~M~Fm>
zV}K5oSxi@eoUu1)k#9VMDkYiPqb9ag*E7)Hm(cTdXdZEJ&Eg0eltS`qdw6d3Nc;j-
zKkZY0Fo)JPJ5Z!$V*JZxESh{oesa7{4><l~GK5foFi^!^qlfd{_T$`g!$gvT{ITaX
z;uiNITbxDL5fhf<y=3R+VvdbR;IR>1(8#0#y&P_yMC^T$tjnn;x~&BHfGo;RoMhM!
z3n={XFz%*WJX<!iTOvmls6jVM$)2Ei9^6yHys3jodT<9{Nrha$d<rs!l=+X$pv&as
z(JxE5%_5?$wSm(+j<R*b9wdX~X&w+oWPpkx%hUw#%)`B*k;aG!Tyb&uA8+QC);ivm
z3HVXu&$!MGUiS|prcX(dtB3M^TGH-OAU)ee*g!djZ&+}L%jxroi0w6#XK^xWS^(wW
z6f)8)#4#w8>7R^5AQ14tAb;#8C+$005tSLC!i?*KdQ9W|P>=EZ>70u+VuBxz=hA(-
zY}Pp#DDxxa#|GR-+Sp?2BYJ5D;Z1IO>I`ftIEq7WB<05d+GC~c*4R<2<%EUmXlv-f
zRcjzTID|BrFNvx!EH?(B@a^R5OO=c;$yu>t5|$Ts<7n!mL0F6G&NRNdRL7`w4GbD3
z#Gy7)u(gNf=byms_0X4SK_S(0N+o1rjD)GF0-Qx%TpI1mz}!|e0vVS>g?!qj=f?I9
z9F|79LPH3Dcsy}m<dE9YfhpU_`Sc(nvg`1jW1uxpOI4SWSbqm%i<uKYXt?eP!SBkw
z{O`v9O|$jih=Pz)xTU=qi#*5+<s7+mkxlRCLynj5VNzTw8@?_Vo^&fq!;=|5NI?0H
zi|Bf4nGhcY0x43PnOD}d{%?2XPyWrYIjiwi&BEpG!{Pep?vH;oyR~K07ifY*aJ$_!
zip_+oBMFQSp!9MjarM>w#oWZA@uM&mlpyQQVgF$pd%tQR=bhIO>+CdtQ}k0?gOcOW
zs1)owe)$*s@mW3&|6mno-aklaLJ;k>ow(f|CT33HSnhFBW=^Fs`yy_a8&P-+rV~g0
zsXi7v>qr&H{A_lp(SDg|<wVL50|GprU&>(obdKDuzp4TFpGZX^INkr8u=Jl?#bC74
zUEfTUJPEI{9YtI)nhRy@vE*?;luvtk0b@4w;(w!w&GB~5$HAqgcFs?)q2aY7)cN^Q
zU2C9onVPZ7hjG?uqS-%$&gwS2)haS_UEE;~V(Y5YY`pdexew=3x?n5KtA9Y_iACs<
z(K|F4b7+5>+Wa_a5%HX~nRlX%^xi)h^=(7ZjE?2`yXUg*lLM5MH=$ZQ5Z`y_(eYz1
zF0qRJo#)XRMQCM4?(!VO<(5(IGavtj{^TA%fZyTmjB@B1u=@Z5m(QjpPtWeWW;P7=
z=fx3IDZ24~q~bUXhufI=-DYwJIA|S}Om1ipriXX2dDkfb%G%Amw!V~`^{~;~$y1$`
zY|T(pJj9poylUp=<ukvk9xhcQ2{Pju9?Y?xAn0o#^!|8A^XGPR9VbsHi3>9mY44#&
zCdJunCR!w*=%X&&8efWc*m0)$GV`S{bS+LStzFcG3DNJ#V}!|0i&{d&^%3wlldWZH
z2~pQY5%yv-ez%7sh!<i!(Mi|32E0xWc?GRJ^6X*mU3-G=Sz4}jh0&D}#;iTFI5yFT
z<gh4`E}A(Z)3YIaE4{%UqF0YXJ0k*HMJq#UBupPTk^#ZV+#t;4)}fO~c53k(9fmG5
zmW*Kvrr$D!559X4u|&lEL!YMPN)vejJ!l5`^G>scptnkilXwXHWH9>Yt4SH;rgu>y
zd)6;wpY0L}_eF7VZ99Ear;;@_5P{T*^O6;%*2T$pjxr}Y0$b8qmgo(9rBh;)i8)%-
zf@IYQ=EquTuCp>dumiIVqLX@%yKUIo9R#X9lpQe<kqG6N|8Gjd{OJMwgN!Iv6BZ{&
z<QCw{cN3o<iA(M!V3?Gg@<!q(2N7q`5GYV`VBKMSl`>)jHSFA7!qSmx>{kgGVDY0M
zyA6{i61DQ5&%tZ68?oC>2n8ZEntyJn@K64Iu{&##Ypy3qdn293?+EvO=y%t3d3q5E
zeg3B8uP>;s)2C3yCS$B}Q|ai!-zy|A+MmkfSBO~{g08^9kmI{(SB<4QG>ID?8c1xK
zKWpwhLT2=F3>Q7vTaCy<uMV$1d;bb<d+Y=JeYFf5)Q^_lHTY{5p-7FvM<pbz$Hm3d
zrSy-1qIcgTX;eIg)df6o+bwMW{4;c8;~^*n%lT92<}LYM{quUgIBn-}io-Z#Im~d~
zEr<}~@fcBygRpuXD5c3*93`mbnZMe`)nW3#F99PEi1B*=J+e{!Ut{l~a=Z>BLB>EN
z&KBZ(nrZR&ao6D+*>$O&b;n9sb*ziP*Sio6E~L~hL%7F>Ys*!%Yn3<(YPjHILwnAL
zfwBD<IbjIrPvkO1p`>L`4dQ1qX&u(f3d>+Rx-H}!zD!{GDWm}d*qs$la7r*5RUhXI
zPSfFI;jYxN+>;Z8rNhmqYxkjx*YWtu#RQ~>@|Ur(y!P1FBnj<gb_U@N5%Br8ZKSBQ
z#A;1g4F<k83`d|gVd<>l?7nSu7s0rwK-!u;%)ToUbKO^b_l=dx5q=m{kz7A|4CxtC
zHkOw$!WvDYD~;-I2_H3`<jhl(IQz&B8t>i8vm1^wCTS?$tv#%AcH%I0aNClJ+%a!7
zYPEtBR~lJ&?ONLWyLfoU7>1w7p*bmo8&Vvszc_%kTTMJU#fx8=i#eudcC`vwB5mW#
zr~pDMWQbA?WVR@2y3|ehB!AMb_hJ33EyQ)1s1UkYEbpSd+lx^uXZ~OT-4;ECyL%Wg
zB?YPSuM=$qLIH|IEs8`fwpt?<8>)F~$wfkj2k_9U;fPf-{&KW|xCLsiZ-bmWE)&sb
zMzpv;2gG{v9{LK)q-gGYVgU}fn;#;pkj<FH(0zU6t=oym<)Kz0qetVx;x8m%UlSE=
zc9eNCv_Ir9ets5H4mXf7B88HZ7ig=ov$I79z80po+8A}c9Amqi>XY@1nO#fEjAT-_
zTtHIW&D+<FCn{XV+1wmvJ@zbPe!QI=k%yW_m?&)KjZMc`J}ZT(3+nmgOboYH)iEoz
zALlC#EMMSYK$DlVb!wv39ug1Rh}OC&H#zClDbTiiP};4W+p8cfUVzr`|CSf<PY>W9
zM4IL1r5*7!jIE|SunlLZ9C4VOOXW?3&QOtI)({w>q@|<?k<d-xC^;jZ%^>r>M0Q^(
zBRxTc&LhWdHuCPKf8Gn|^?IqRJCDuQM{8R#R_nhec={**et5igghDxTNdgX6%RgEB
z=R*=gf%GSDn4zT&S!f~%Jou)>;k3Ds%EZ{Z4Sd~v9C3Xks-U^FI<)x4t4YiZL?9F}
z<km<w8RKYoyEt?G3v~8fz1O4?F(18j7jJ#~Bd2pWW3pew>L>*udeIP6MmyVI`hX#k
z9bCw@<1IbMY-=x0A2|}Uov_#_^bzqmN`Jq8pTXUR88O4OHxQ>7O`|OrtD_8sbimbP
z5{QvVlQBE~ewz+g3sTYF_W=GUzgK_m-+|-iv*_Lbx~TSlqIVnq<$k+8X1@6JAPQ|5
zB1<<CTxc9_CT^TXpE!rfV~o7~a5|qX)Db;2f+tT7;*I)2ywnpya#R?;(Q#O(L=%^h
zLax}sw(3)C>G~3jpOy0x6*`xNn)TI4-c+-%w3X6|a#Bv8B{V*Z-s$5>SNhRgT+2Hj
zXH!$|LgI<%%aS%~7wd?>t{*F9BN%*2$GcB$!Rz&+Q_Fba?x~26)v)=;t^By<JC^u#
zFtF1@MNl-mGy_m{+ei%x=bBO7h)gNmaqTpO0uA2}kumy6JvZ$((W$mDS7v5<Mlwss
zs(4}j7CI&@;lR>K<YojB)L@}DVg^Gm=J4<X1Bpk<edQiX3Ud(pS;-pSpYz|n!0PL!
zqSGi52?R{ah~l%OPcpdF!k1rsOS>`%Uzw2bm+oZpx9Lo^b@SGiXkLD5EGhJGu+)!e
zcPq_i3r3j|%YF;7ulFb8b^+SBHfpk~@#dS6*bIn5U7W6QgGxn1Rs@%Z#uHiAO<?~}
z%J=1>Z|wfn>ub~qd9}HkCBYG-%R_kla3ilDX<$WWFsqg(;93^M^RZnRR;5!L=%nJ6
z&6uK8tb6|sIsuJN%{R-Yu{vuYZ6gDjbpLFk9vV;XgNe-eaye^`Kf#Ql<5~Ic5}rNy
zD9f)M!<Fau@P2+NjmIwGSsYLA+TpmThA{e~o_;|ddLB%o>h6Q24s7AjLpNey_%vaU
z-cQD*DqigfL_Y^!|KtR3v>j&1z0<I?7;y$Esk3>wy)>VbMG?HSEtZK<ReU;gD%q7S
z6jxSLDU4-Oa1T8VM#TL@G!#H!m=lxGL6Jd3MwpFLpY$<ep^)t#x^dY4@4PGEPY>W9
zW})^LF7EX3<LmPPdO(H0xaIBroIHORomYi;l$;q^QTU(qqtaYM&fYQ_hd1y=rGc2W
z**rgH0^9oA@HMv3r3huTD}amNmg2ZM6si38djZYnZd8f@#NA3H4N96C3y8|fM5a^W
z?XyC+39r?OAT|Jj^7p5%adjE!{^B4)sTf(m2(+_?{41yDPyR(b9vecz)tJzKHnzm$
zbs`Y_{LvPR{I7ZidqtS6E>w022tACRF@uu@SLi;Oi&Q7&#+G{ar!AqcT130U$t}01
z^4uFI$t`N6#oW#~K{UbhLXjOd^7%7&GWeFqnKEb)YL$WyUtZ3tXJ2H|wE0XJdo_=4
z*zzH`p5KF85svR|kI{C+r--kAi3tymB>UVRlriB5OlIl>14!-t{h4v<tU08%+41_g
z2$iOA!LSJho}c0#qeVe<i2RT_N-@!c8oyt(@q0v|#X=o!Pak5D&+k6A|1EYI53%2L
zj2*`Pychi9zZ{d)<ZR`hwx<XZ2e8uj1~TNSzg_8XXlT2Dq0vLEHW^!c3vo&b^0WY2
zgblQOm5NmDMCKB*dX|Hg`wMvF-6S&iDG&wdkS6L-2;EdgoFT-=$Tw#qF&4(6_X=r<
zG_dzT16Pz`q}4W279(NU89n}IPvS}(Ow+i2$c<f`E9pet?90O;i--w!;iK~47E0Lv
zRSlckFY@HzbW)-N@XOAlcG!a`#d2ICUnU0zFk{vTOub5KO4T?NP5fvJ$7rh|Q0&1!
zG?cg7MWh9EQn5FmLvtbt4S)wn_+xFCqj+E$XG<&iOXH7hd)>?EnTxn%VhRF*fZTrm
z{3wwy_hJpT$x~1?S1>VE$nh&?9_;d`>Hdk_J24)S(~bQ^8TRs4yln==HWvz)hesyF
z@c#BLPRTnN`SiVboK{@<Czv_4irhm(F`RPaj1w`W#z3LT%EEvq3NockI49=d#zL0d
zoq>P1k#(<j6X!5eCw37qNQ>|04)ksZLu1<LYPIlHmz${l6{M}mr0zmBvb<V!vB5}u
zw0Ol5YMTu_{Ms>mhsV*J6~VYIJ<Pa23T2WH07k2WyFWR_yir+bwNUuN9$LkAk{+1O
zhVoiwd3CtXb#YAJLPV&ByN0Ku7@%V$Ztj&z5C{Z(wKa!fVlh!u`(xQzjPTntObBz}
za4Xm!5<%XfI(l|_nHd>Cs?|c$?Mn6+>G3wY(T)hE*4)Lw-QTfsQ805BjVEl)TV#Co
z09Bv#GKfg-&8+3x2rqhN4;@z|T*{S@7Tm}1sRKEayNko_T*90p44q}{j?l7Vcq~Ds
zP4tDwW4UZbtudet^vB*{!8=w?aEF)6-<z-psd;y`oA4nb0)qt%9t{5e|I#D)KgORP
zz(2^7mgnd`FW~5VCN?}Wliba>@Xp&4`S#vv1RM>bU2WmQ7deECfF3I>iB5<8-8}g0
z_l%nvM@e%Ri37w~T~bUoAzN;{K+hMASabXE{7QPc|4MgfEzS}XVuhH<;Td2N(DV5f
ztk3Mhv;HjJoCc`w#Ix=c?l%tN$!q-0KYR0qa+>b?0QHy@RO8aH71z`H<VL*Ce?A@4
zpZsgsT=mE#G5=Csr>hOADCB2lVv#>icQ^Knr!aY>n3|0s@{rPRAab>g;%^QU=qaQk
zX&K{3kHcnhW0ym>)lN-w2lCVwK74v9R+R`(yatOTl6%}zN<M#qisq|n;oQRgtbgM{
z@=J_t*j$LGs~Pv_D{;%D%ov`<?k#8NKRkiTOLeHOdk*EUwM0!Ag`uRJy80#rc=6c&
ze$3u~;`Ms5^^~A<i?H+*ArJ@&m8H;YyMR)f0ziy7gkpC!P2M8D_C8Jydw<c+FNev0
zi9{TV!~O3cpL^VVmQ$7stPOdEEO|Pc`hNJA+VOh5ywbIXH6btZTHq7B-}40>uC9No
zjm_Kh@Yqa**a8qcoy19`NaqJqcrcRgj2`Oyds#1Rq4tV`rv{{RsKUhl8D50T{iyL+
z(2g!)ae5px4n@-`aA8|j$<cnzIJ#Usn;Js9r5!_%fRV>`BRX_~ts|m%KfQ_d7x(gR
z?lDAiEkjfN2-VnVDV9=METvWN&*Wi4cxkpT9cRD5)A%DPWBvItLd3SfK0;GF2#9aT
z*kqx$I}~Z4k(^K|7FQSjd!6VaA}LLl<2ru=X-O+FZ_H-XT>-3r_+}K}H<OVOOhUm0
zp4Ql@lEe|CRI}pPH*9+6ZH7Ji1iMe}=h_tm`8*Z^Dob$(22yk5&BQE>#?shK!i^u$
zeCr16ukFKJ)QBuS63wlnk&OvMm>@>iSHev*qA3$6u==GhShsICNe92CuQZ#d!rmsM
z*vpRTF=W!icdfxpGPH84!HHEV#q_m}4V#)dyw6Ec8z`;4n4`d4(1fqufpA<T16EF9
z&d6|P1zJgL?&g*4<@6>+q08uxq1Qo6VI7<H<a5UhhnPPni8rSACjl|uc|r7SXvWcI
zrL3u!<!>Hh>fjWj0~FNl$fc&U4c(wfrX|F3Z?&49+&Z?^onw8&aqcNP#AlWUkP6Yr
zq<DdCSIWsc>mmB?0knQ~p1PMe(b`*$Dsv$5@7zZ9?LIU=9?R|PW|Ns)NAeUQd&UG}
zz2_|1;c#uIFMHPX@|;M{l!6$nmqp0U4n`JOh+m+gWnV3yq~A&OJRPO=BF2qz<0mpB
zKXMsWubCLNhycAEO>qmcVh=lW?Ho&qVt`IWMWqFcTu677fg$lilvXDPgldMzTIoF1
z$6$Xu6DE7Hl(>lSb#wYOY~Kz}=fCtQ{*NH={$Cp3_&38~FtGZ~gUnbyn63?KLS-_h
zJfT4(f%C6fX%X8vo_hpYyOI3RCZ1h1hxIT1$Tf2&QgpPM1CDA4jl?HnAi)*B2s}da
zJyon;nZo!W4fawKUb_cHmJZceUxfd~Gw5-<sW^B7m0umgrXWP7SQK4Ni0lsf{DTn+
zeej(Yjy(EmCIhd<fp>2q-l|RnbJ7r|{xSoJ>2wi28x9k`=1xQ!<xk~(doEzuagOkh
z?m;O1f8TLzJ+Ti-Od{f##Q&B3_nP-15J>S+P6nW^>oKDJU-^Y+@7FNf^D*1=3DVy1
zQ(2E`7b2k!=ks5(eP=#W(Ma6A-Ap?42B*Ky#(Z=SHU0JU#mr=N#w3b9uB0VV#YKsM
zdifRhy!<#ynT$JD?jpt{CH+z_W5!hA7$fB3v0aRP={tIr-w^Km5CV^!M^-H(!7k*k
z*Z;z<#orL(CugHfz!T3e=h((<ZhmVyM{bD6=jOHSyZ<GunJL`ec?I9s*P}{H`-lDO
zvDeXBu?buJLV_C3kP{!tXyFhVJMJSR^m_pEU4?vNU(dtN076yEI4aqN4<U@<nxERK
z?R=Qnz_<VLzRY_O3gq}GC;jGm|KH^H*43;Hei@lihS%%mp7y7B%KtvXBq6_D`ES@_
z*p1m^;bxy@09>->bINj_hyCyTUG+U45924jhsU5|lqngRzLinFP;%W6!ZT}_6q8PI
zco*y2jv~)Zz|S4dXpx5t)mD!8)Djb=COI^a;OZX2O>%l?%ZdA}5LtqZ)1@v#DtZX-
z?4ZpKJ^e-?t2SeG32FCH;_LRHa9)ks6yU)}>>(!Hi?7Onr>7OMzzMnt96`}M-`T>W
z@l7OOJA<bVm*8&<BD1z1BCmtY(FL6N*vMK<1c5$UVoF*G8a9}1ZHF1*F|crc28m0o
zXsfk!oNeOBv1ZzC&!j`ykEOv~<d(Ey?yVuWx`HgXh0>-HJhAB<@JM+7<{LTw$wpQ#
zU4`~y9RV^iBBzC%>;md8w-DqjMR#*1CSxB#Ry&Or3lZ(@`1kiG_^nqcJ6pxNm$uL@
zsbHAAowS#qCa(58wWkW$oIQg(8jtanGm*tnW)2QW1G$pv7t|EX#k6RA7_ILnPio`3
z`BuLEtQWUNjs3B3{2U^z-7fB!mw@-{6WGlPc1+LUTx}l$fdH9EfZ<{_D<;K|rtxAG
z%dmxp;puZC{kn+*-gZu@tjr&uMTk^POGP^;Kl+|Foq)UUSipFf50z0C)_<{!TgHyS
zKgfrAx0QDepQhDfC4F!bIyb~OJE(8h6V=npgtAu328YlrQBtY!a>dqzClD6+hBEw<
zV)SWhzI3%?&^x%U#>kczVo*kgQkC0`r&)~G<>uRIBMH5{7h%N}Hg33y!doqD+V&FN
z#otlz$SDfi988utIj;^vUFINdQ-31mIyy9wJiWF6Q9=xd8ajAe=+C9oy(If+@$I%T
zI4hCe?Y@`;6)YMpqN>z`z^Ni`q7sK%$m!i)QU`em%8-y-Dq`_sP$>SnXZp7=7!2ri
zI{Nzh&}y~6UEx>wfB#GV|1pByRytB);*$#Yt~Fv=?Lj2)V)S!yIjR9RSt#gV#|w|G
z<n!x4X3Qf)NsxsQG~Nf#3$VYn8c(Md_sCe}7kkl3!+86XT+DN`m^?EQbpW`l40OIx
zgL0%V>WTgcL|2D)S}qqM6N9K=AnK$byqAt47&D0GFg<~#;TSJ=(2-k)tEm9ZlyKDJ
z5>YJ4!fUeO*;R;pPZ7fT0}%|k`jN1eG|>I=ULwDE5aEAO+Skn<hCm{wb@k_jy?X}&
z;oo;2o6J_u<do9g-N)qkXjEo9csw8yA<`)k2l*oQ|NHuE|J&G39>8{F7dD{~fmn?0
ziMJ3)e*f_Kf6FmAYw%Ug`e|AGA6kCW-=PQS_85Pme|Oab*p9QN5|NKD&Z<5%iGFm{
zci~f-&1sK-g)1Lo!{*C)DvY#tI*`o@q_wn+XYW{qQg(GX`nKD%_;}SxlGJjnQR(=F
zh2Xz9fr2+zlB90LA<qZAte)=X&Ei>{tTPk7Xb2r|?k4q~iS*g*G!!@E@px#7P9v%{
zAB)S5(_}^z7KJtE{BIh7UF}Dy(E1S2R7S7OjIP?oj*#695^6EKdr*jU<cKz)arY-c
zIsmJ^h}n_{`I^TW$P}~$;_=!M2!8vTN=0E<9L2x6-Tx-tu3j`k6*A#pLk5;<=d#~?
zoLhZX{O)!<UJrXsM_3>F&QE27<>{>J{SuSMf?BBj2eq$q=29NERtrJ?>DW4Yh!%_J
z3Kx-T@1gpgGF~Xzg)vA#@Er*V$2Sw&=HSbQIPP2?&2w?XXznp^Zuc1yTY@<i(L}$O
zO4;gTW8$$QhGfL?Q9uGF;VcGSHc(#G%;ZtS(R6h~RV(-h5)mULQl=-5U?eTsbhg`Q
zaE8Hz*$jwLVrUoRXzk^CyDx{&XHs77$0%Vq?V?V0XwDNeUdP2BtyHQ7=;R@Yd)kny
zrR*`c;MY<?jKa$c-MuXMLduMBi`aeiG8u2KV9SLz-tlkYNPa5^I!fvGicuIlsPVWM
zF?I%ra<jS7>EislwRrmtqQP9wj29ODbl!$K=HU7A7?)q!N96k#5lsrGHr0m)T?oso
zdw71x2rAb9h_9c7sL{T}e`@5&lvH-TbAUM$d$>-~$yu?5qGVqt<m%a@*Kv!hj$0bC
z$hf14fnSA?)!9Zxh=rK`5}wHOFh(T8p@3=MmvXAtg1<z_iSMt_F)@ZErf#yTyO=*O
z8DE8f7v9RoH_VS7Z5S0g5n&EJojFBps<+?~*tydl%=9oRmKF==1Xk)d?ZloI%y65W
zsllPtDf{^0mM@qwXaF*&m+q2gEQQTn+w29Iik2PaxV=Kqiy7-H#8c3U``QuA@QTqb
z8O9-{5$VPq3_aC{Pg_36Vg>j~+ljh4jFeSXjGNv=;exr;<<}7v6GV^FLiM>0rtdqz
zEd#tfU@;R~s;4DW#KqI442TaUVroAM_tkN>#lW0FJv1cwQgTBP#lw7vc~!<6_ltS_
zgHHT?Wo+>p=<o7U>LX`Jl?6;j`cDqWblAlEB>_Al@8z6T02U?Yay!XmE##k55Y%WT
zV}^<?TcoU50n-23&&Y4`rvdl}i4Ap7{`N(zP08H!=m7Rr_mW>@L80{Gd9VmsKRbhl
zWm5g+Y2;EBQM>#p)>I(YN8p=jWBK_3Y&JHabk*U}h7fCUQzK2_qho~}E-L5NVZ)J{
z6(9>IsLY7@Y&E{iL$M1@I121Ygd!|KD&*TP(>6L8cYz%79$zdeEhzOD(dU$+j*P*2
zScLUJ4nn1ikY}$!ykan3gALEleAsaXyN`tS-KUB8^xj_>fB%VgS{Cju18q-#Nytk#
zAQ1iB2(;Q9yz|L6T&IhfVDb<T9J1SR`l^{WAq%Nch`Y~%tGyRjj}d`Xf_7Ranwdio
zssDR_kN(rK{m;fhIcqC0|L_HV?|h9wD#NntTg+R&Kz;4X|JLLCE$psFWa7x5mL;M9
zT%K;E{ObmwrS(4~SJWE3HV;w5Q)xSM4nIR5WnKZH{;{MacF>pIO}E=ic~t{p{RNCq
z`)dr?kc=?i(+RMN<h1IwsCOM>*qSG~uB?^Yr`0hobqxZ6fWE%Zd3<~pE1%rW+czws
z*&|>=zYvZcyh40t3^lp+D2L3zduA)<APwps1LCZ7Y{gf8vws3Z3(Y<uh?OonL_<jJ
z%cHk<02hQHx8>5KY9m!Jjw){tN?AH>`Va9}&u1*xlFfI_<UVZ9TI7=0-`tl}9ERR<
z_&2xv-{hF(3=@^3e^xd^F_=yIAO0x=FyCH6hCCIK;IAVM0)c=f+SzP1?BOP#rN7z6
z#&0g+ak&UIYw<X`2v<rlhKJBxc!lDQJi?|0u%t>!_B)lNJ7&^2)5s0}wOnb`^2ON_
zqz*l^tAc1tQ84$6nbPoPZZL)NPTF{SJPz)k6~_}tE!d|jNZlL3{_|JRhWZdRIE0a%
zwd7Sv$m{QB45w(gb`F>Flc_4MWcGzNdOAXxJ)s<_ybb%p#SBPL^4KTYy!ql3BEq6+
z?TDk{LKF2JVvZ;jr1}Z5w3z6Y2cq&+voI=*>661*7^&j*&MuCw|Bf*+A#C1%m{$}P
zRPVdQPFEZuBc{=G;V8pLWzpMO!inyD96k=LAp^0RTr4cVgt;Q0I+dL0abvMcWNiCl
z7l|D`$X}U4*@-g3Pq(1(m2jJ(l;iVfAQ0)0^mSvkbaA8UFqPx%bQH-+8FHC}KWG^~
zpo#H;oB68kI&K!7rCS_;smj8LiM?#O5X_KO2C7Q^X)^{O9VW*2rBdR;q<Hk*yeM??
z@SSo(#5TH3BDCK(^0`NVvickc%G){9U}XG+ek`8VkJumyxh+N>`mz*{$;!h1{uoBa
z<2_;FbcC3&j&3?WKfs{zgJ`^PnR~u}07Za;?^9o8`HKq?nuWC0Sg_k6cwh>nZwbeP
z7ej>}(?vb<5qeBpP7?mrDmvF3WNTq9f(^&$idT{`NP$Mxf$f$|o(U4u7TU}+KXj0!
ztLKvivpBH(A`gw7&!TY?xU=*n2BpNZ<AYj0);dT?R5NkiPRvg%W6OI-dFj>h=;mfJ
z`${$621K!WUjvh`(Gxe?O}D|z<yGexc6T64ZW>I_r!8bl9n920zQu+_;HB5mN0Qvi
zNw<jc@;<h!eTk{m(=F2@%M#OjOh{<DfyNRo;=^WA$H0yqQWh_Uf8aa$ALrlbQ2uXn
zspAY|)3n$R)$!h{(@gbM@%Wffx}QBqY`BbEX$#jaN@wq$JQl_bBqpH}ak2q-ST@n+
zS#*XP7_3y%d*}+%Oa)#)1<`I1{+>8m&4E0&V-GpTT;hfracZPgcllEPP7^(EwqSR-
zu{T%=JX1r5C<*Cy3GPxS_If?GjTdOY+>H96>k%y;hD=~brjA2BdooQAe@@r!Z{uxh
zL$G`>=44+w_MIVY!9;{VT*3X?0o-pL#`SeJuHqWp&Fw$+*Z0~9C^8dhy!Aa?y{4ba
z&z~#gt$9z7`S}3`G?&w(ZY5+?FiW3UMEc4Z+*4Fc+mv*IpIk=xn!AYpYBk~S-T??`
zyyac=-=Dx$UW>b;4zJnzhpvgEIG65QXQ6-kE<FEah6%%(=ka;&0|e5m-W0{`<=D?0
z#-s1~jhg?xc)hNl4fl#gez@GfFBa>n0r>MF0g2ELS8hHgy9ile078#|h}3Y}PoBgn
zR}dNz&gn}fj2@DVsojd(M?_vtBY(N$nxC~J5D1ucZ4!khGu;<D5hX<9E~wyzYgh2z
zuD+iPZiOTsv9y^LbH}l#xCEC}g63QarTKLXojZt&yYfgKI1YPvGtLNqR2Dmy&`2EB
z<^Qm6PPYXoUc!wYs>~9)938lE5@YQmL=wd%V<pX$F@(9u1rppsH7-vt0MVq=K^+$Q
zusSMGNPauTn?w|Z)7}1?+x>5H(sGV*%HcmNlL*8FivwwL{{HyI{ib8gP)+<r`4rVy
zj$6*)@p^tLb9vl2JZ_wxzm`?k^-_Mxgvd97P`3z;K!`x(BE)XzSa}}f6dH!Mgwg3A
z$i)5`T>5Y?5r=i;iaHn@oX>N^yLnJ9VvtHr;+cH9S}G9>GuUuj60g581MzqlFYGDf
z;Q%|5J|`7vS~7=cppYt{wuL<*N}7F|(C6y;@q9YpAM7GWewNNqE8pk>F?N)2`SV^X
zGnQfXH=yoy@<e(+9=d-o1;^^~b;#&_sh-U`5#iDRDhzt0PCFK@9|?_>#G3Uq56YrB
z*30Y|ABGmV5V#I7u<Rq=xpaxGvVOek+fCGg_wc2UbM=Su%Sz|w$@eg2)@>9uoTIy;
zoG&NM<yDOjn~$6(@3AMbtXjpyqLYY1tt8qjm@?8sbfOdKz8cDU`qL8T&(L5ecP0pV
zGEhozZv_cAjpM#0`7~aRW$x0+yk?(4oU)K8mjai@OG2-W!v+yctZg`g9h96DBeA-;
z=2kzP$GVvzx6xQ>W<!*X>uxsCzcUa2jtWBLR)X(<8Sx%Q3t?(eEuYQ};qj&M7;v(3
zTOoJ7cZ4|#AuG&gOxrHuesMGTC8ub6{(D;TizvN5k#D7KjJ|d#A(1-P&wUrq&`<)a
ze96miLo+snq-&EY5_GY5=M`)<9zx=xh|2IF*>jdbCtg6X<rIw-^~6q0V)GqgG?~nB
zs2$^s;VelB$04_|_8UFpbKB6R=_v|y@Y)SaxV_&z-l%+&H{C|wh!5i1hX<i4Qt*r>
z4ncz+Lrp#v)>?Y{BuJ!2YRAX2JXwrkd;)8CD%jSg#@=XUgsh8#rz)9LmdAA?!%2|K
zsSk4_)|)Z-NIBE)!F-?*&j1-=ayf!tEA9RQ%0BC($)qQAL<PZhZUzSTP}wP=?wpyZ
z02c=j!oO3{-Jc%7Kgc0ZGqcj&4DqVzba?sj*5lX=R^k*=PDQkF*PPjGyn8E2>R2po
z26AOFbmaGum)3=B{xN25n~G6eOle;$`sNFSMhvFUYbVJ9wVe`#@^rpD)5Z3Sxy((A
zBP~-$Pp243wUn6bT1*0e8U=y4y;cNDC%U?Pq<%8`TB<Q5-HLESE&)D8NYW$mUa7~k
z?kK?n)!3ZvG~D_ILX`&jn1Mw7@B~7c1h315arbwyqXKWX2fhWNMvTBuh&Uq|ecBkx
zds5I2^1*t`$GEW4*wKT?W@n_Jo7nU){AVx1?62jMZ$D?5kBTI{lh1`tc0K(8RTGCX
z_l`vfg+c@tGYZUz!h{$$?Lq&!0RQn3I4&Q9APK@iKV%~(BcCu6p;G<3u7_pc57<r}
z!0+8}aF!L&`|x%6zV-#e-;rU$SzCc9AQ(~LU*o0(LLutgR%86^FX&eP{j3uIowz*~
zgo2+Bw~0jozewly_i%X(DF2HAC>HtQy;6Yz4QAX(5u$85M7N?p21f~F#!us7eg!K=
z3@6)Mfh7iF12qKvN^HrT1xf7u%N0gCWyqGz!1~^o#J+MTVg7PX7nd+5B^j9{jvmua
z7R|VqYwmxGIcf!cR~m`Vibw3Lpem=1WzWrHt3XUpxF5nRZL|oagc$#EAKQ%iv<VzI
zBvQgXK@5+N=VIk0!tA~zDKzZp4P=RPECPvua8Urw?k=Q4U!3k9BqBdXu!OVxK$25W
zpyrx?xG(st2ifcO{#z>jn>`jhc+iM``FzY&Pvn5<IJf!!c0WB{4;79Y`bpz{u}&lq
zF+@Iy99sc{<pVj_SAnzQd-nPar^{{U`jB+S>7sf0ty9>$OvrUH2<>KcUa<Pg$gR4}
z44a*%e*V0bk;gz!64&Oztnhy9U$>XQ>P$YnrkTfk!cbSKko8s4(^G{rE)nIF7+UJf
zxTmg|RddGhVaP$A+iT#-!NcgT0pa0pG6J3Ck4s_1#p587v1Mci5{Z@YV=Xw#Oo){>
zV&eKy)g>c8ES{`qvyn^>Wx`AkQDfD-9+%4cjTeZ#WZ|+@N_cD%ZVz}1$`FY|(YP)%
zR3k%i&vedS+`{PeSo9|hgy<?^&;+t(%_3eM#KpYh+;#2}a$7g=*e<hWz%-(T3Yvp0
zWLEfaE^91;@@hupoMn7)948y=88LDaoxTBFN)#aLXhCi5LFcPM^kM{;b`+6uwv!Rh
zpGWb!FO}X%2437wUr-3a(meW<Fn@42`=2?>fZ0;^2?mlB_C0x~RMK2#4n>6EI@QOd
zjS8wy_fl`RbM{m@356~A^|+~5yBMTwC3ABb?|Bt8w27HJ-OUJ<h6A^ZC9c{*$lhj@
zALY{iSsq?5jPJ7$*xP}8dN3oe9Yk#ELVAnqK`Oy!kaKo#4JJi95%qoC|Hf?`eBfIy
zS$nuYYAG+dj`HNQ%jp+>HTFDtXdGot&D{UR1|B)1CA7GO=)=!)e%aeNY7JPPoy^@=
z4l_sN!!xNuHclLZ`mOVPE|z2U7m%CO%R>P<?7np|3x=dHTRM$*3vXqa-bkBu36TRA
zkQ!&;hJsHxaIu^krHD}%yJ;E|#H}BF$lEtY5Hcqe;Y&qacjp{REql4RD4pC>=V|)E
z!r<`+c6?sL;#GAVtdC>2R>^d;gZe-Xp>;MSS{s3xE~+-#82q$~qvv#}YxSh>G|}5n
zg};9<#%39#6Pr0-9f~x^j4ngNi4#I5{4#y|KaI!Y`R$E<gFg+xKZqvUk1}Tm5w~Vw
zT3<tIpn{4B2c1zGf}JwX>I><tF)%$eioomB8GLsVWu^ORzuT9V7%>$$7zx=N!yN%i
zK0aDS>~kr&jA{xstz-$+sLUFSU1~!6dI>w)j`4Uq9=u4!9$X4F3atPyt$6$ec)Oag
z&359-Z$|c17Rl$g((aC=(zAj{Qw4!Tx-oT4!IWQ&ydQ);I2uvuC4_<|JUdTf7kaR6
zJAl>VKskB=ipl-)80@rvQ-G(ci=)LJlD+RE6dS0J`C)YW5or?=t+Y}gYUW^^g$8{x
zjt_c~+Z(`@!Nr=RJhS>PMm%;K*IX{*;`$w&*>;GKAV2)$!ck5bhU(S(5fxpg=e^Hq
z-`P&cQ`aLXXh9emjMwd==i%$|eeokif&W;u&E3(0b>9~J)_jjZBtkZ99N@+D?Z;?W
zKKYy1((>ablnZbCMY$|<1eUGqan)7+k4y@2y4!w{p+X|`!{(^`UG;x$2v{HxLu(%n
zO)QNa?Zgv=T-brWQ-n7uoXM%toIPBNv&=xZ$;}yKGq0?k|Euk5H8Mn6G0t8A7Mm1-
zRDz?voRu>ZdG707R}DaMICfVf0)c=V7EYw{*cNPBe<lTMICUtWz$kyZ8hR+y1QP8w
z(xX#T+0agy^J?zkzZYX#sy~Iw<3}G#JbpQxkshL7U=)_lOH?&WNDGeSNLK-gp(#X)
z0%>%2k|s;1*>Z|<fiF>#FlwZE#JVI%euoAi{B`*KAEk}^-y+*`k+F(lzq)RiB9jgJ
z&A-b4ykajVL!SC~joi7KsjTbyiVy0}6K!*|NZ?_t#Kg3O`TV8fESol8p-peVBT*7c
zBz@Kv`iUUGS519E6`3(AG`B@?`xF&PwoKN2n8yQWbW9Q_Qh6*N<uMuGYivXa-BgrS
z;q~=rz#u6hW*ZZm#2m@~fxm3_C;C1)i?WocPZSYta*)5$pVm#$B-ZYsw!M==uL67X
zL4+11jZOpp1~J3Ogi?CtEHz#qdX2SQ@jK3lgQ?hdYH<5G7#f_y41<(QiK7S$mEi6$
zaJr?0B(WBcBmj@KkibYKt?l_t7%_$>xt{u+2bplYfB`XAaG(4UiCv1UzK?`T19y!K
zU_-TlCo4|TG;#(febtCkTs)we!}SFZ(_?b7;qiy)|Ka1f_dSLnSVwZ>K=Q{<BT$;k
zg^Op{ceEIXkB(Nei4>WMwCgIFwNi|!qZH$;oA5jJI<oo%)GJ4jRB-`$t1mw&hw)0_
zHZB!SXPEdBI-=OsBW2mvddgPFd7>|$v)}57?)B2?ui{Lgh}EIp+?5@|%wQY4lhY{P
z(}q)TW%klW>W4*={McyBEgm|z6`(0@q}ilr<=80XRp35T$r(=t=WMAI=Co7iaBz<-
zj>sR%d1d__6nuV?n)CH&;-YyZ_yn;7V|l6P3f`VP{2d-{>JBBg+R1y_3YvOr`OIHP
z`oPDKMyUDnIv-@tMjjhKiltv2BlqU<%)5AzexEMqxvCSaGZeGGv>w8Ah$akYf@u_A
zZhnwK$#s~#K{Qr$^V!ksFs;;~StP-I%E_hBRED1|V)8AKbeCvpH*~YcQN}gb&0y4r
z+Zb`%A|#*hq5Y}BXabIMc)btN5iZV4rZIa`9@>i*f+PWShIsL<aZxFEliAqDp5PGL
z%Y@7v*3QvR4QGvJ7CHr738}ziPeN7XOIl(b)rM#iOUwx4R2)4jWc+v#{TIbIj|VDC
zy;SD8F?4z{c7xR}KqiOC7y-UPpz#6sg&rh1zpm5x&+w-K_y<|5zmrEVev5yQKexO)
z1-HjTX0Mm~Uipyl70CoV(@d~5g3>r4vZZdyE|rjfB8Q=mq;mWv5nC7UU`pl+$QLlQ
z*Pm0btY`7;Ve}`Cl5#Ucg`Gr+-KbL>?6t|+*4)FC@GL|UH|@Q8q;?U*X(hVONKW)<
z1V3EC-DRS^#)1kTM&A-g%!%W4l_uf2@mhpqEg+1-Sy7DrNGVdO3}Ig<o-^O$CJcgg
z_>8SW8gPuhbLV)hW(=2W^vvssWP+%YcjS?H(!$tqeH;pt5qpRax4iHsex28#$d4k{
zRf<tkO-hgiX=@)PjbVIv&sKWFFEe~#A_Ft0;hd%BbXyZS)g=gDSwnlhiB`7;v0TSs
zp_7@<>?1jQ4fa<)L4L<lqyvZ2`_x_dJpC@>s9$<0;HrnF@9n41KJ*fTzj>;pL&ss-
z^Z_1==^uI#y>=U}nsTJcgMM|rX4O*|);x#bo16a7{qlRbs!#Vz85fuP_dW1#kKq>v
zpu3|5k4B73>`!}HEeV1^<V)_y@yR-r{=;y~1q@7%r7y3GcB>1IOv&gWe?LYpV^SoY
zyW6SVTusu7S(v}yOvv3)42W?5<OPJQf2fm34P>AEJ5qb?Bvdw&V{~)lwG+6s`wH%a
zOagMUG4@ZT?tC5-q!Jv>&B!7nf3Z)y$Bxk2jae9p!s*8fzr`3mJ$$O)N3<;#tw6$s
zzA{w85UQN@sFAYOe2l%;G6o9_c-2cOG?kKV?O}k}LHzIZ=*cB<*qk;0mImM<%Mot&
zTkxyvBmyxZ;vgEGEksKGvEJbU({UDQX8qmuQIc?qOdSkXq%hiE!+@mQXs-B@<Ju}@
z#ZoFR>v5j1#p>@*KY<Q|yAF+1KxtnS!$eMW*QE1Za5)|IZ7hxNWZfe#bEEZ59<Pib
z)fP!+Z!>M3RX8OQ<~}`<%7yu)h5M7jXaoqjwPp%eK03tirz^0C+o+i2k1aHm3!jw`
zQGSRJub6`i<Eiq9cwFt}L{BOGbQx6b^>XG&5uOAux_(`_FJ_XQ{u+|0A~qNIqR@ZF
zerGos(SN}w#!8IB$hS4^1Uei@tt#xw7RGDc<c4>$rEnYiBNno%WeAmC^71W&*9YNI
z__M#JhlqY@=x!Lz3n#zgq1045t)(c}-bq!|P<HlDVp-x~mM2fca^)C*xqUi|7OmpI
z;Kh8ob2k&qy14GtYMxgOLzmW{@D)=T9+N<T5suvQIXOvg+;1Gg#~VR-Vmp?66{1JS
z6J4~K;DvfVdUY7reK3V>-{uq3zZ84EfZ&2YEH?#m@!L+8Il9TS2jM>ILM762z@cPH
zQWYPbfv%CU6h#Vn!`w#O$Kgo!T;Q86ULqtRobXiQ?{W~(&_w*G0Ir>(LRF@wx>!Qs
z0X>&nB$Q-SFlNLk9_X?2-TMcaIXs1)SBklO>?GTUxEOM0D(y#30lvg-u4UrZ4wP0e
zRY7v}9svTI4QpZ$Q#$p;-!KgS8EFLd^JmAUGfenk7jG(B>HfHgh@}hJ-?AU0vx$e5
zQo^fSsJwOp<)2-oxAqic7qrqBcLTnax!8^$B-vBOxaT`a%Fu9fauiSQ31q3m&ismQ
zCT0l9`Aoz&*G1A}KL=B-*tdK_j8}kiO&z-ztB5$M=46MJ%vVnkymdAm=SuJou%l?}
z#3NB~TrVIoyO-!`QrdSYN&Pw)K};U|ABf^yqKVPj0l3GWr$jpn!TAt;6Ros)#Dvxf
z(55T+>MIdLhJcR`*zI1*FS#+*y6}<Ok=k4s8)fv1u_2F=pf^jfG`evY^dUA_a7vVD
z9u9@?|G>+GKMlY?Oo*e4SM|&I^uiH#oy%cpQUZB-m54`$FsQ;#c2gIb+IYfWP2`h#
zUlSLqBC5ZIi*M$VwP+}g{3Oa|U16+g2&K*f;>r`*xBo0R#G6?m3FCmsMYhflO`nG;
zVLe1C6!euJCR(E;Pz_!@6a+={wJ;o0&Shq{oMD%C3^O{5InFqaKi!BlIF^1HaZLHL
zhrq`Z2!C2i$E#vo&IW89Rs>EPih&9=Jx8$jb0UnMNy~|2)D~4T#k`M!u92KfPN!TQ
z&5LCx*;U*@#v@%sM5)jlj$rEyWw@^tKkG?+1a=+}g;UcTNwZHF*Ctf6v%QSJv=$J3
zrk3GXB!r2&Y0?{LH>(I!>R1$$ip|x-VX=V=kzqJ5_92+^2uZtM#`@yNsNQ=5-<Ln8
z_vw}Ry}9vMhjVR*enb*C07=|{pOp&)0+b7H!1CjlsIOb~cdw)M$S&lQ=l-<pHklBr
zR6lt{#1S!w!eg*sIDu@~_+M?qQE&;<Hy<PEmx_GCEF^LL|AjjW9IiHG|3#o!Eb_zY
z`F%sc9*-H3;OEA!J?AXWI2DdcIc~E9gkDPADimS?eSHo}>Khp|BnAD;wKTi!WTi$S
z6khGSM{h--kRXu#^>wl2<}}uBsUz-KGii?w!qd`;*pkA7^Tu-LhaWR0B^i-Wi_6`I
zM54ndC5*mH9e878_$d`cq=j?nvy-IXn}znuDJ*_UtY@wuN>*d7s{B<0aEIw21Dp~n
zC0f)9AL{L0JXy7m7>O@Kyp>$WPLw%}I#n;5x_4s|^x&5I@OtPPn!6t-Ryz-Xo9$!S
z)_pgX`tN?%Bng=$4x6(IjeO|uI{*Juc=1x?%ArcE<pP^n%v0zH{@FH@Riim>KEn+@
ze?P^Z*X#Yo@b9k;d0Q<yYJ@%9BG=+pgy1Js^VG&uM0Ewz&+bRQrjI~nEQ)pm5`h?r
z#L4-lTpsdO;4?Ug4<w^0+t*Hut_Aa`cGf+1Ki9nZHV@C8M9~2mwX?M7ls&A_g|Ik$
z4yXB!5?*A{u6fYZ$Dl`N6Zevm2fi-E&(Tbxu7%-tE5b+#A1Ei0WR&w!QZ)}$<k4=b
zq@<&Qsnar1<PWCjaxL{P2O%rFX#czlom<P$pcD*}SLrl=&yk*mtXjI7?Q1lsBo@3*
zkg6mIdyZqbb@EN!d7{OBycX%9t|W|vYc0Ii(8mbe#I<yBkHUhzu9%vFW2ogy`dW<W
z%~I;B1q`-cV2I#6{USCHtrO7gbkpck5G0l|WBg!*1J$H><%AgFi*KI5wCFK>9UjWN
z>Tqd%SpD@V_AEL@M@BjN0htKD&BoF@4C&qH=(%eiDPzK!G-EF(U-}CdLVb8~a5cGw
zSwx9@Xf{RBHrYbs_7G%FF;iwiak~(6nUSv6KB}W*2+N2=J|Kq9?OQm!&c=Xx87YZs
zD&E~gR#E~IwTw}Z4IxZd&ez5)3bM};P}o6&T|`8q2(3X%=cS!|(<bHK7nWh_>SgD1
z+v$FF0E&Vt&Ro8LAzH&z+xpNPZYS^l2+p~CiLSFVsMSG$R?BcnAiC?vp>$g~mFUOk
zxu<#X{XOh(*J6wcqF(1q<<_s6GG+j?-5wGy7vheI#xQ3JFYBh$SNS#%S_NGHemyna
z4#tf*hsf^7$xGunc}&czhX;|KbB2@6A-q>x!M*7kd@iXu)oex{s>Pso;h865VYQVB
z-#WR~X{BS43)M#=EM_<TzB$0eI0Yv}zJ#5T&>N;8sNG0kKP}^IeSEL+r7GWzE3AtV
zgJhIj<ZKxb&g48f!^Sj|Z|TOrIG(0ZHQmvAsD^$55$(A`>ifKS9bQ6XybO%(;`jw6
z{^1sGd<xupF<n1&5m0NxE|$|H(@`7Yi#brj<wL)%nfhD&ISJ$s^1kpe$x;C~R*YqN
zQUX45F}L47jTeHFaev|>fl$0pgmUWkgN$?rGov?@fj`EuRIZ|N>q!zS<n)&1(LJsd
zpTK^oV|6H0seICv&#UgkBrnp@Cn;l+yNcFcIfY%}6b&B5qh>d6Iu*Qa3SoDSnZ{F1
zOzAG*X!H;?-ji%psp#S~K|XGzMl)2^^PS8<>q{k^J=KIUs~c%}Akq~U)RQ|=YA?~5
zyabzhFnu4rN?UywFA3-KgZn1>D_p$Q^&Iy|YWZ&B1O}^>91^-1t=Hh!+s6GqX~=7`
z8D_OHJvfQ|q3JaF)RJs}8Na&Ex!ID#Gd_?cYUjK=pYN4UwnW&t5L?KPVRbz2>S3ox
z%TNY!UAcy%{&tS)g;d?W7U{w%*uUC^C@2iwLod<$>?*uY$Iq^Tv$g`u-Yuwaxtc52
z>#$*4b0^kUm*YIN5!vV|*iIk%MZLepdT<+xX$t}9%g&~F(E_R;e2~`XzoP#7H>q3p
z8m9VC^dGLlV=>X!r{_vxE<5&Y<F%I`WB0Ul_B?(EPq%gRbwM8Oudl|Df8k%cr=0Fq
zB>!aySSXO<_5MCZQ7>Kuf}cOyj?1TU1W4&N=m~Ml@G4~N`1n&o<3kV#gya@glaUff
zcZ(6T+{?5HiMXn}(LcJEz88<6e{3I>9c7esUzJ3Ojq{^H?7>=dHSL&tb{L}F4Fu|R
z^a~H;Olc`HaRd%m696->n?R?*f^=9CV>D8V^6QW)Bn$`~fJv>Qsk;$@*@h@E2uor9
zul8%d=?G$v2$x$+KfiDutNwu)VLv=AkqF$u+!Q~B0D+q}lMbONg6D$nM=jJK6-p8O
zO)5N*yM+|(aH`zJeATz@H_xYB5|7PU^V{d$Zo{zVdGxP7jQ4*){q=(D5W(VL=JP01
zxr>v0{flizC<b%Zdifu=Q|u@wMb`gk248L0gVc7ermpL8yk0Mbrbbc}@x(Zq(fFnD
zdhI3l9t%a@E}}a?L1FeKI@Ha?>q6<Ubl~Ulq8FKnmbuZ5O-11hrS83KtXr}<R)3V!
zMaL1IGxFw5H?gk%4D;SwPG^Uml%iyw5R@YFNSVmZ3_g%Zz5XJ?m17YEY0)Xfd~)+Z
zLi+bde7KvYE*Ia-o`_+BiD12%cXtQTQ{93oU_7Z4Z|C}sT8>1&$CV{MB(?>j|H4Dn
zwb_)nxv*89Koq$PTap^FZ!DW%wP3e2LsJVOZZ&3iE5QmYU#jb{#9hbq5y=Q@Wb93g
z=XqNks|;G)y;gpV(DFf2ICFhXtWFJ}W=c5WQNbK-v#|5_2y{=VNM3svJLLVjJ$?w!
z&6&ZDc@x;S?@K(7T+hgwR#F3#_(*0%JZLg;Upz;UP|BdNB)Xew>E3&o8IPpnz7otS
zTP<!`9cim`QNQHEw$H|)=bAWp{jEs!GUoL+@kyDG?m!VC(k|TFTChAE!Zmj`k-RY#
zeN`YGRUZ5kyUFji6ERrK$GR{Qp4!9iPxWM8s-|*qJb|OF-1_1OdfaV@QtWgV7x31P
zJ~Yq&4oO}MjtDuOLzOhE!2UxgQI&0^rpnmy$#xFCw4LM+rciykijZ-kls0zp>2^8B
z>>573!AQHlom)?vxi!y8WOzI!!(tFWHWg7{CtoD1c(33%cf7rw1NIsUvx3ObN-;H8
zkT5NYqi0HJZmz{G_QO0ej`2PdFjsxRR)w6b&mpjX0+}=G=~LQxASIk#H#;eAILC*D
zom@Z5pPkZJ{A%pnBX{5!+>75{B_EHvmqYVDVB4f8m^)fX-j;#b>P1KjeG$e7aZV`Z
z+-4)Xo0eencu`9Q1SRMRaJcwUE22HOi}4c-TzadEu+Bb0)AjgQItXYpa=|U8^@x)6
z&`!j`-9#HY(U<G6sf|<z8L@=7ARJPICbAh}Nhy0y*a;6kLZtZujZfxN^GY>2eM<HY
z4xv6>fF!;LV{{+6wOy3%YyQLUkUu?ue~_5^Ob)BBFiACtl3jr;U6%$97bl-6;!;mF
zi7EXt?5#%E<6%~k2J<Kfa)k@?#wd~{9xe!48B#Y2XK*Rgu95Q02?s;7wWvF?P~c?O
ziwALwBs?uvp;fvOh&qwCD~NH2(cI`lAh018*_mxULzO^Eq_dLXkbb0f#vn4aV)A;a
z^R!W1VPV<C1de;njQrG#bVV0EmMC-=gqY%G*rqN-Wjv4I<LzusdXAt11veQzXuLXH
z_Be{2ClKeXWlGpE(tT}o$%9$eeucqS75myRFh0@;uPl<P?oLMc9>iix#O9raMJUBC
z5F%3O7%WjT)Z@Y3=?1A6yHJ3~SBa87s@)-!oBQwya`RM^ly^dMiO8wLr@RhTaRt&v
zQ;-ZuN45B7dLFqEpJ&$~@(;RdjJ@#~zAt@@KqA3w(qnt)79?|4A?iO2*NN|Ne*GMZ
zX$!FK-->eXFXN${)uo6+qYx_9^z7eH=hiJGZ`)4e?QhXru#W-zHXxMCG2~WIbk})m
zM@`{}F#~9F1mJ4w;y!a8irb%H=rt=C*iyr$of}y3<90T@{wT5UZ~ob&lHY^F)%uG}
z9)A>fdkda88O_yIBzjZ`d^C7Vn$ZnNC&FJtkGTa;o1La^BZMdzk`{vDxx?sQoPsD=
zL+ha&F5UeBua7&9N9f_<;g1qMC;)qQAGSURj=>_NKQ`mN$;pHB=5qJCPx$oSRGjV(
zAcf(R26EEj#3EJ@+1kbSv*iq)nu@X5N|DEdqpu5zuNH$Q7;*704Zv<!FFK5PJwaH6
zGIsP_qQ7S_qSjyrL={upI2Ki>oPIJbqrGs}X6CETQy{zQ%~DDSV0D(Ek`2P@s32Ln
zloHh!ly_CJ+jxl4s*!9kA7rI^Hj4j9!S|ntg}%6cV*-x5y_w$U?m@lc4!j-@y-(bV
z&r9nNDt=o#?_XuR?K`H*X95sOGRIht89gd|e%eMZlpzyH>2n*<iGE!y_OR&`Q&eMq
zTK0JD2nBLt0$!)7=QY}GHQZOR0l7fK&5j;kY%OEY*ER$eArZbR^dDcOFE)TNi5eoR
zRkXP+_==&@(ZN`umzE(RbUu855@S8R9x18yF%(@ofa?hf<4z7`mR|}lty#;HnZqd!
zS5b1oPT++PSnSZU*eKzv*#?r!HsY@Iq5b#;QX9I6=(DmeR!)^tK*xz)1UbBD<3c#r
z*Tii73gXVW5bUYrxN00@LRR9Z)?iHY5L0v+*?KW`3$oD_CL-JgJ}Lon*K#cM;OZ@>
zHM#@eHVf{aCY;h<%-7$~M=>>I96!c3{XE_sd=9%LoYnJIP-?Hk-)_a!RmzlvU}EPz
z%sa=wX4s*#+_xkOwND27(xZsEu#N>EeS!C`SIE;!F$#>hoihAJOl9)EL+q-p<o>ZU
z&;|}5TVKbvH&>F~W+PJ~<Xf2tKmA#T-Y|*Do13W`6v%r8Dl)?2sb4N5<NX$Hy&#}H
zOGQJkl8%lh=8w8S_tt3Kasz2=0@!`yNG88}iFQ9D9fi@f$y=x&8q0faO?+|o2(=w9
z7H*hK*egeIHybHZD)=GVhnE)FIAJmK@f9(tyUt>JvOiI?k{RYBA)~MW-J7#<zjBer
zi}f^!`w-0^M&z@xblEIa+Vot?*0Z^B0Bv=31U)l?r;2(=R>jaJF5<g4`jcIFp6T6c
za=-t9cS1~*oT=pF9cE5gn&@}eRPMEVcy?GCX8mb$HeckGXcxzF4D`#2#XoBbj>=C^
z_kWZtw@&4zQ7aiRsFT*Cr>U5=im&44pi_*YIQBB1&tJ~DR}=Az?4VmO=9`>8;{42<
zmr9s5|6w#Ywy-8^4ziGOR5o{TV1ku#XW9vJ3W!iCsq7Lk_Cz-7ei7K3da0<f6NiTe
zqnJ9cnxVDlQCWx3vN0S{rh^8z55W`ElwX!&w$wBKxG#gEk5kw;nrOG3hC^zSVseS_
z>p<KWM2$&8o;jX*x(bxJUi4lc+-eJv%6$4eod}1HMKEM29nE%jJl=x6+sjf*2W$S|
zJLFFf;2$LKnQGdqbnI%(Wq`~}>9ysQ-&jL-V*%m5(byI$=saD^Z4(CI9w$T^<z`vY
zdd|k@<C8f6MN==5%P!9J8aQjWvpUnk;f39p=2b9A<s>p8o}h#{=A{iJPy$iWCM<qs
z^r$Z3RTQ9>wldAsh(hU4c}faVG9ivOUt)brF~kk0W^gzPO+UsW=G((%%uUOu!rM;!
z*HU!qvpA$fFsdhDXl}v!=~0T!H<4Bp%vWY7&E6O~g<3jA9*o|3_&Y|UYAEG}>V<r2
z7V)6*5?@%|goKW!-Z6`?#$sZc^>iwxlRtDS`^IGOb-a?@aeid`$*6Mm(B*BWMj)k-
zD4K|(t3!yTOGT8ai^+-xg7r-_crtj<n9gQ}gT}STX|241;l=j>kdK*)_TFdced2a{
zR^LeP<F}$+`8cA$kgF-eKD-C%vM1=wt)q40mk35J1CIx3cp#R2Kj8KJa^{p}+a^?t
zZo=bq()#&l^!wy9y5HZ6Zq`_W?q5dR=bzE`<37H9`Dx^H(+M3qk82OL@SMJY&jw29
z|MB;%FY4jR58mdv_0KVS@K|1d^AqlCZlvPjYkxEK-haj8wIdYDe|6ozlDNm+-i*M<
zAE8rCZ$}3@mj<KKMU>MIi&l-)N6O%|L>kZ5W3&ly28&VdDMc|q8Bwr?=DsF|6wIeN
zOvPJ{r+I$jOKd9IKyK7#T0Kr`w$|eGb|aZK8pqyK1pD|97aT%fl@o`%4Y)d+THvpt
z;!r+H9~GSy&16ka<I168>J(Z$W&?qlX;ikGakVu3q7Ub7Iiz_NI0Q=UVllOr9t17H
zs1w>56P(Y2)Glh<EtuVY3{dzY#!YU!4W(B`uh)c9nvU6C0D#?9kB=mc5rRbw4Ulro
za)!4J-w`JA=UKxhPI-25if<_5#MNUL2mk?I@86$wXI%dt+WVhJK5hnz3A0cxyb<Ht
z7ys#N^?PZckS-gHl>b%!Wh6^E%a&hkJ5D)*Q<n2TE%!K09PcgpN!F#nUP`(w`KR?Z
zXALrO99JCGtncgKhN2hnmH5(6nTpA!<i~SH#9byb1H&-v=*5zt!|hj%#u$RM)kvsF
zhD2zg%cV!5b<umgm6rN;Tq~jc2@S0|opcIC2){ng#i1MNpV>fAuz`2W_AoM_g`6cr
z*gM9?L%lA}PYI>ssFlvgkCCzVN5cD@>>CoxTldFPGv9}~6C+qLF`SJ)1F1by!SXr*
zQ32=C%QoUSr55Y_CT<8VBcbaMrjh&cW(_3Vsbjzn8DTOFuBcdCnlNI+&Xb;c6w|B-
z2KT06b+nPF6H$KsWNy}$k#T$tpM*@s&s~i$O2WJ2?_r8h9Nz#@K(4>J46O4#&o#ql
z^2YEfd|9%cfuCMr#JA6Iczz~cYdM+4RTT7}kKgh82zcpkhM(@Bv89>tYv=RTmLGUx
z`dH?)8c=TflvUmqUcS;zvR%aG)KK1EbraWR`QbOPKe-o9B5^qglSPsqrQ?%*c67cf
zZus~S>OR^<^x$+ZUXd`~zmt<fF_mh6QWUMUZEGX!aRVK}3G6J3L)6cLuwO9G2efmc
z#)HAF<H2>eFmc8_c7Kz}j0@ciGj(Gvt>j@(GMPPXj5^+iVO=VBjGx5qXXK>s7b8*)
zr|8@+zP>Yn=oo*p^3}++dbU{VxO2@$0wV+Y=$t<l#ifMZmPz#P7MhksP@kPm^ui%L
zS|Mefcre39j9^!$l9&h|w&eR$(cFm8;YI)MK3?B=knS5FW6GMdyxiHyu|6}mM~Cxv
zQx8}hP(<9oXSY8{$N(R*uAM~h(PvpdehIT;Zp30Q0w87JV1kE@Vfo1v(jUK#-J&So
zb9FK#YaqdD8``8Wdftg<!L4Ulw)!Newp5c6>W3>;fp$&?83rNEZWqSyFEMv!KboVU
zzDbQTz(i(4H{S;6IAigp|Dt{5*TfN|vXLHNPuSKH?z8SAtF@ixxFQ@au_TB)P&!qJ
zQoR(L;y7A4pX1gsD9kz*x1GVzDk4Xhg?QR!{IXuhm<(ol3AT^-vHh;IJb6<+{eA0M
zY;B_3()owqBYzrze~|uydQQJufY~REO_deY2N!Tad=`Zyn64Lm5WQW>^mzj*5Y|#6
zD`(ukcko84I5_MCHJ9=*E)Su{T*1xThH|Q`6rEDR6YVZ;F7;*4&?bUk8cj}`l`q1o
zFyEO%t4}m@qbBoU)Hqh8EZ~L^50hdmX?tiiD_u2cq)DU>DxiC@0{6I+MD<2cnl*@K
z-*~1ARJ{DPoY;FhDE6~ab~Kp|%JCj=BlOKraW>6CFC56rRs&Pq@u<XZx?_4cr7h;L
z^HV-?RI*kdfWCPR4W%6<TbD9hbrYEu7vq|C;BiGFniJ2UJKDJKt2nNIHjt#zSquv3
zp-SrETudT6!qN~b8cFOsO{e_|0>vrvER`JV>tI)vl$=%(Hvb=JCX@NnBsSW55liE-
zmsHU9-Uk3k5|Z(M|9gC1_z?g1HzOT*brz)i>~=)a$+T`eir`!ca<`0%TW-OTx&YUn
zwa7AtVmo!<XV=eTwcu*3LDDaUo;`c;pFJCUbsNr>Zv3vBhz2c!?@zLG{b$U+?j}-4
zjHIls1;5w<D7rFG-}MTbm`KC{l^i@;!P@&iX6leBj2bkGhhP4LoeecKZQuCca<7Sm
zYCK-^KV8p$`3zqF2;{yoSWQN7YpD}-;C0IAFj;B07#TGrnRENE;1Ebj2$kV1?La=g
zKW>kktk)jKTE2>1k~HKed-?qA6?E!QK6vO!>O4;NuirzPsSEj>DL4;i<8`@tX#QM2
z+<OJ5>#rJm!D*3nmNcWCmPNA71`-i{oklcaiRiozLWXBjThWBj@yk9Qvz#Q+7Jx~h
z#%8ObzkLv$$`<aA9gNG}gF=(Q=&))EJ3<K%ikPhlM<-N}*KVNE-HB3~jNWpDR{ckK
zJXQn(F{w;IBoHzwAdWmoDQ-b2L8=0_naT)f041EFjBEg;;!vFbVa)z5?L}qeto?-6
zl1k91fBM0YkDP?7x#9ma{m2~l;&Q5qmHahUGJzp9P=uYIYhR96jo`TDEC7#If5&rm
z+c?}?#KyMM)Hxc7mV_hxn~(vMy@buqdfuqpK%GU*U_UkfYBdg9I~&_I$j*yUdsC?1
zZ$}c)L+tc+q9f9AN_=TIwV|`Sa0qM!Dr|T%W3V19VcZ8du_`T<Z^h%Oe!xLMOAzM@
zEtKZhQ4rQdz)TU{$s#6wzMHwnH_@@*%~p8@d$xVe$EWMKQyPoU_+iNB2jV|fLz~vd
z7-1ZPOM+SPj+>(Wx%B7^?0mbOz3Nje7~7AW>ymhO@gN3X(?r58MU1>+V1Cm^Mn$v{
z><Oo|wv-9W&oT45EokR<ppP2O_+|(FgKR{(RA}R*Owi^rJO4vAO<028S9(Nq0$88?
z0CUwlxgn&J@W=*U^t+FRQ<t#a+eOT$#~FL$RAM4ixZ;yeT}%%?RvUrUEu7Xxvb<*}
zZMV;7MYSKBFYLoPa}+(#tzoCr!?B7o(%;$0rx}B}bJkQk`YAD&e$PPPE+&jl;t4+o
zCkB`(x?<#Pd4E#+tH?id5n2C!_$~`&?+>LUh8l2&52m)nM*q3{5%-GF-QdHzx*T51
zFGJhoKo!$Ma$F+XW8H)}>xr*9i*NQOnyN}j5(|*st7ha6UF?v5$<s4s6kpb|bhd&O
z>kFuQYZK?y`82D#*#GK&9Q&M1a8w|DVG=$P8L96Z8S-`!D=Tz7n=Rw4xr(%LQHZ78
zIF|U4@!Uo1;{s_KAfRVPBARPwQj-{hIYPnkZ_kmvbw3r(KE_`^g5(#Mu=dtIl(!9F
zh_!_)P5uO)b+MtRi{*n7c<!M+Y+Cd*g@fHJxoZmh-k-qzIXdb$m{@u5Gkm^b$4@`Z
z*Szu!#YayvUoeS)`(iPbnprVsG;6NaaPP>AEWTI5yz8<s1T>%#i8yh>!#5Ws=)b#6
zTwpJ0fdZ~nc?jJ1CfynZ{$ej>2~H#?Cl0Nb#?C-$q_M=rv~c*cmdw=y=(0wlOF2Sf
z+*U+ILC8GS_y{l1-+YO&=i8Xt)5~OQA#-Yu(Z9QfB3(L`WEpWQFQJqiMcF!v*2a3a
z8z)g>w~$|9<F1ia=*pG!dOe7of5rg*uj6{&A7`r(-8*VRt{p&`EfjHd64lQu8M)Pg
z+s})<xsJ$87jM=aW@f@bWN{fx9)1(YZ@x&@UMD>xbzBzex#^rA^*?qqFxH3qrE0pv
zbezAmo3)QFW{BNNMnwni052bia?$p`$e6yZj2dmD@6Mr&{NgM}>g1ej%;tD~I9ERI
zqT<sUDto?ToVk(i^i*nm6PRk#@!?ZFRF4XxB`TlxQzuZAzsirvH}F8<KsNWZu(Vf&
zPiG#Y&LafW7Bk!8%Y47FOik_2O+yM1MP20Kup`{5-Aa~mBZ1wugpN=XxT=#uX*PmP
z3arn4LCV%ctk51IEG>YC66=Ui7b391783b5G?8#q1D<L>WC8x9W=gm|YcGQ|T8hht
z&^^wEMwCjQOif`&E1rM=*moYoxvL*Cfn4#kS-oCUFZR8kVck-J`a~gq3udDbsfY|6
zM9VwxBe~`o#LgBhTQ~g7i)K5t9mUkEvnV^ad{5xgrF6XVE!u#~7?&-<@%{U(jp!mE
z(wB&ZGx@Z+i>7O46TST}_{>hDX4-0goOc5YN6zHq7ar!hcfb9q?MY*&&@^ZaH6Oo%
z*X8<M_mjtCL-=2YApeuA>D>OY81&WpKhNaixO^JBM~p)miOA!^<r3i=9Y~*BOnYY^
z^<7=0^^3w>tj8!4F~@92bI(Ww0s)Wgeg$J&GEE;o#Nk(0P%BaKLBch(w*~X^h1YPW
z`V!U>$dgA7v7z8g#1n_(JdjO@uP<>SkzA~(|LHi=rVgafY(<<FM~c%y?)h>Ohr|+M
zk04McL>BBrU#}4nE?j#3&-zg3s=>!1!hnP!`UA+Ddx#Mo=9{zGR9;$)(-Vl))kI8?
zirRJ$3Xce>(2LV5=bWh$p-@h2;CuM0rW5J^%unr3=WZ@qdswK8VSnExRK~&h5=wwQ
zoY}q8ImcGosQQnYz|}w1>ng9}`=z&W;iC<>E}o#SzL{^PE}-lFNm##n835IiTQF~3
z|GTdHKTDgZ86Sb)&*Jt32*_k6S2*}nnblE_uTX=@W8rvj5k6uiA0*z$E3r#B-B-@$
z-a|}Qjs02M2lNLx+}y(q^>DsOevMA66t%=jV`nSEt`Jlf1>PzNB2O+u?rp|dWF@*M
znv_a^j9v>$k&_0up5X#FmyK3jViEm|+L0Z1;M%{3P3031FAu?~&|!Z=#Dv;~JR18t
zyXL+_?$aOfs%SA0?nn~ta^Bb>pp!r<k^?d71q|8XV#%r+);uZVy65WYf36qhk`P`C
zy};nrDYSi8#bdt7Y#E-&vjPx$6_j*a3ARfZd5@5mxgF@mdBl4<h%pDU=S35T_r=q6
zB?hrxgR{&)XUk;<d3qV2_yZ%VcW`fT0ui5QQx)w)M7oR!#a<FScVn@g;(FQr+%tY6
z7tP=D&bB>diGx^t$7+gN&QaG{!$&@Gr~?aV6IclAR8mlPn)gP=(LQkq<4(5m#)7+W
zE}g>J-fC*JDyI7=IbCs?>3ucaZd7x-FoazJNsP(fjztwt#PT4v#I-QEu$jf3fecL3
zbKPsJvCM5JDZGyff*#z}vB*UNx|J4s`~@iYv~&GU!Hn-vGwIG|F8lOn;n4#GiMlDQ
zjz;oA6m=!#G>&^4<-)V%eN%%YKA5%-Q?SoJMW!eSYf~(l%SSVGTr-XVcD@{9r10Yi
z1S7)fURlQx$9~RT7Ys5R8)|EbxG9RGrfOyrhIVuiet0-oRlpHJGuI9*;Wb+!M!d9F
zoyV~LBhnYYkK=eL`v(cQ`;G;Kbhj|Q=4}SI37C_Yk9gK1Mg|)&PxGZy;Nt9|VwNwx
zgERdk<m8p}#Hx*)D{&C}_)^xs^C_t}WpJjwp0PI!Beyw+sQ5Ts$?;rxZY}L2W3lLD
z?0N75<bM4~_H(c};yjPuv6R_&`4c*|g0J67=hHijC~_;=66{ZWj~ELYT-8>F##P{q
z^itg@!dGS|Ex(@qX%f6gLui<0MNtt>>%OB1%w^b1G<b(+(zoh7>xIdfbXpXuHhjY_
z5@0LGSKmOlP)5CvFa1-#CM@Oy{Eoki;CwJ^jFUN_p24xu2;Mf{z}&cRaGW=iXy`=O
zSVzE!U;j@0GyG`){y`>>_K@<niv7Fx6Mai4@f#93v)aIIEg_WTloFlb#ebZV4{S%#
zngjXEti{~tN#MkfKQg2LY>G2#NE9k*wAa&O^5@f09lRLS#mET*xhKL#$E7B!7H{HS
z-*lAcFSGjiaXvYeL;H6oPI@EA`CiZAJ1W@OWksuy(r>^>`ahq^Ew46`d^n!4MTuNF
zxr14uRb)jTB~*8TB^`creYTl~&Qiig)bM=7o#Zx)n9_BYISnS7Ou6icsl~SPDBA{p
z&NBh8^NRm^cDEIB_F@VXJC@*fFQHSm5X00Nh^`6Z(uf$Gl7XCbN%>6aq-DZLI<(-d
zs3WCw4@u7Nc|f#=cYT(zLb#29>IzC#YI>6`s9kk<E?YQPGKXUSIO2Q<P_wO<LPa>Y
zDhKglrwE6^jz}q|^X0d(xBfi4f!FKB`oTSTi*;CSRy42Qj^NaHNC*0%eDpT_?K=9(
z+7LJ`Na7PQZFmo_*Nd~f@ap7`Df2O2x`Z+*8S~x~2;0vi?2ATv-71P7T#Z|;W?a{4
zF7MsR#+^GkShAj_uie1ihJEaMs2|C)1cL7Tj_`vg@e~$v?xWAJ)zty8`r#Kj;T2Q-
z*=xV+escVc2B48{PV&`H>m)+|-;PD|{!#<b-Pwk@rh&4GUbI>PE|;63Q3;qOGTZ_$
z5~-NO1qB3oG+1O_0>wgv+8&y=Tua{GcCH;~L@tpcmx@VRIfANnd3>?xVX{k2#4px>
z)x+8e3o$#)TyOpe{f>Qj-EJOPu#nFV{#Cjrazs2fiHPR&Rrva<$U9L?*35J~l|p1X
z4VJDt%n}I}rx$C@UngBOIGd46oJgIZwN-FZF@{=6FrzxAqIEZr7qplB%LW`y7~Nk(
zMYk`ZDu2eRLrIqVv$3w^>iHA-A(zA<5e5F#w%y~#<@VuL*?oK!`~_j+5R6^floi}Z
zXWf@9FkH(4KK@Ax2B2{B4)(8pff;YVz{F?n#lI_`fzyYP7#hO114i1v{T$QTW5`BM
zy6Szk|M5Tdzr{coJvITE^3-3fOJgEM9K(wjo3oDE&WAABbC{|e&r6M4xjTFcaCKPw
z!SE?;YRaM8WMO;zG1k<7%krWp__3pj_Y$ArhOpVVyaGDiHro4~bXuVExDAgX8j&N9
zz$e61ostpj9f?BeM}2b{NoqBLS}$$hKC}Wm@n>xe7?yyeB^Pf$AFTI>;xyOtaFv{-
zph&Vu2-v=AEyqtC#^rILatr8xyp`_!27JD0p(ap4fmKiWxl$a#t!#azllXmiF!`H%
z>Gx3rK`W!U>HIcUC0$SBebwAjGJ->;4s1{5aO$IMvQK`=_qtwg3(n=)+C8XzviW}5
zZS*WvF~riuOsf?CY#VHA!nx%z0q%=r_WEMVwDUn|I%}e4aa*l`)2>W(lXH2rW;>g!
z^SN1kKlfS3GkTDSCS@M)zWEht7v$W3?{vO4)F3jM!O_Ky!v>>En8Tc~C=O`52(c$)
z+5He}=M6=t(X#V~o7rSH^XlMCt_#jWnJ|WN!4fuCcd+N0CwX#gFH0_-qA*Xu)&UvJ
z=&0oOr^nJU(17)%oAh>H6w-2DDfh!)r=hD-f>PGQj35hdbq&XV+8JW44Rr1EMX)e|
z2Mlq%-BpOxYG&)4Wi(`jVLlqop_2-B&T!%<?&GWB129aPNKKa<S%-|oVP(XAdkyc+
zaIj-}5>xWK$SQ26qRYtBq1_x_s>OaoIs4l4xz$;~HDQ5hKCNL$s~F9yAS{jTJR8(X
zdZnHnxBD@BbRue{ljj~>#o9X_#GPG6j84a%BsVuKm`hSr6nFbqGPygD_fHs*+5H&W
z-iqIg4-vZhUh2j>*pSx8hpr>|tr|$;A|bDg(PPYrV(%yW$+#zz4O>5D$RuCV2Z!<U
z#uvD8>-9{2@J6cgi<s1wivL4lgf$zuxcMx?K@ZUslup;~X)L!GS=^k9vt&O$bLKI3
z<0E91SusmJc)bF)+Cy1fcZEt{GqM&ju245UEdoZ!E6JbMOyoWpF0F}u8&l8)H?viE
z8##tX0$K|hx4^`Qz5QsM+DY#~6JITerTU>Pf^KsXHMO4h1b?hHF};Q9d|<zZDazMa
zqTWYRg^X7wWTUVTC!)(ltJ8!x*uy8641f4tBJlnzK}CN8fWcs(^!B&NP8CzNt`{ci
zu-p;Po%ylsdG|27Re?+?aB*c$17}*B86TR-K#_pAHho7}iXZhgebk4$Sa@PCwNoPK
zK3dJ}gh{-dc7UOY{aK#lK~bupq`8=YE?>eN%`~FHsPUzx&qBM&h(sns5*9;>&O$?$
zjQ#Nm#M-;57idT<?jX<#a(z99Q@zX^Wk9SEu<zn*(p?5x{V!8sGZU`z;@g{n#x5dH
z>A@Az59xphInp8Gnh_aXr&dzcb&NMkO*}E<T|yi4aoCGdghik?`f*B^gaQkad~jTL
zV{Vt=ataZ8TnN2xymC8sjf^0vmL9VQakz$M&kjMRQGiT}SS6;iy^>Eq+QGuy0E$HY
z5jur9U40~|{U|kWBVk%9QwlDkkyz>Qw=v+$uMx_w{sGzdeTsA4K6-5u!~=b?7FrNW
zRCpVE2zc>Uq*`CPp8E?y-@K0V%V%(hjlfk~fxDvxzt`6z)cI1m@-8B7zk!z9-y?X|
zD5OINA)Yyg8}3-f$M3D@#CLD<-Ipg>^uQe~Sg-<*$4hZz1COlVz}#WONIF*rTQ1=n
zAtTpU%V=2#VRzq)ZuDp#SbYa`E+1mTzLMXZ6kxEP!{KTnK(mPNd6sUPxRJL}<4dpk
zAOe99ALZ4LxW{Fsw|+MQp%kTGDso){HfIgJ<^zQKT$Q|WwKie;{4H9`+S%dJqim}n
z`0^Oit{KFZax<NgN>ZoxC%d7T<y)e-;I#1As$QgFMa;a?g0m}*r8Y68rlH8g2XfcS
zSlS-_0rd-0$a7!j&68jA$m=ud_i`^|Z-1D&-a7WZ_6VVYG0b}KRqkGQC$~*`f?@sp
z;c<I-f6!CJ^bca}+%z_BI>`fvU*Ngve?btxADt?aj!WH4wYHJ|=#vC4zA9a^*|3vb
z!FFygi@|KKV~^l5g6$@jwqC#>^HS+b=B%HR;SME}rp9xms2g9E5WB2{<Cc0vrt`Rh
zvUomb*)PubS$hc`9zF9FBXM|~2yN~3R=&?$;h{vjMP$?+<LekTt9(}>YyXb&zo?OG
zHB5ZrQLJ_wUoRSoMlNB0r=7&v^SEpFbsTy42_~wF(LBEuVSO=Pj~mte>;K!{JNX>q
ztL{VGtiGKT*)OGr_Oq5`&j{RI8wu9kMz47vXI$g?q~|+!C%nOr9Y@*OaT2@0hTbD(
zvTh(r$`B&uA^hMx#a-0UFYp}z_UX@ZsAC=3b%RLg(~|RvlmJ^WV%1r^!&JC({PFWo
zU`VlwI(;o8JPJgv8VsQwq|3~76+4-|ERMP%L40uWTUzxEy!hBg`fWLbw@1ph%070c
zHxip?AkZQrsZT>k1jvf41dQ~@=fgSp^yYBc8bQmt9OPFFgpO9@KUj{BL%?%;iWzWO
zMsI|Tmb6+PRQs}Tc_J^K*0a6PpA(f0Tv}d6V2qeo8jQ#$KS|)$ot$b9<UrVMMD1-s
z)^{Gc*NY8MD>ZZmPNry)g=MGK(of^yVt6&$9mz!BCE@%2lc_SabGh(ahWg3~SNEgw
zN)3^_9Zdb<bw>1_<$brC3$69cniRzoes3ahSTJv$!sqJ2eCaA>XiX=Npr;~wFdNqv
zGE14r=r^B0lrVr}wcn6d-+=Xp0$h~^*aa>`UNJcliG&S_;0L!JgEpMysS7CDwwtK^
zM)IB#a`B{t%~_MMue*YKq>cPeJ=+8UL`?GM(F-R~Ul~B(w4wN)J%_c|$=!DjXV7Uo
zA%bp#tNWPtwij9BF}$)x)O}FThh09*pQT`uv75G1Ck2^740-BNntD4~wRtlEm%9*2
zm2~-wP$}djG*}5Qw2&Skrq$x1LSkq33lZ${({t=hE30D1q1tnijkoKtAFU<*<02{&
zWZdD1#_X|TP7S~msblJbTj<*U7JV1ap;has9GOJe%sIr_8YqbG$2FbFbQOHSi*_+*
z3NFxG-A1AWLfk@fqa=K=>_cKxRCL?g`S8_Ej2!RF@$XuB`Gxm+?9iix?(i^K5k<gT
zP4v69l(jyCP(&wj+j9@_wRH_Q_6F10Yv%QiT;3ekpV+{^uztqfwA-a<%k<O*sfZZW
zK!?d6%h{ob)4;FK7q3u{Az4h4s+WnqG8%GH$&NN6?~`F(*hqVTgk|EL$ZLGrT05T^
z^Yw(<+<2Tqjz}Y^5~v8Ubu(!H73$=HM8;;*88ecCO9L2R)j&pjGkuK~x`cLo>_(c9
zqV;z(A%87>eSK(uC1ca?K`?ddRPT*9-pGOl3s5K&f8@RN|92P+1_~d437J>P-E+ib
zJ#Ijv7a|K%5pYvD6HXeC%@Xjc?l`?C`q-!p<L;b%Zkv)soXm%dp$fkH;S9pqU}oja
z;*z5Uzfd&;8WWMV_fe~`65<vRr){TE-@x&3U({_@+WPD)>+gnvp*VZ33={O=9vX@y
zA(6vp$|$-bWI%2=9a<Ufk$y~QK8L*_ie^V3P1CO<%>Niwdqc^Tt5FHOINUa>ln%7g
z7>t?#PK7;1RG}|Zd(<HCV77ZG4D02VF~#^r36X@YL{@T|N{ff@>@ke3O~L5wrp^Hd
z6<7wJ;Fgv%82x2veX~fg$FiZyhF|Dh0_xlZ+6^=c!%>9F@mL)+l{Dj#*cq8<VVmS4
zX_x!c<{nC;p_QnhAO=#&Tixe5aPb|QW<G?@&w?>6gqXM9!*%%pw%6BTK}nAld<MDj
zUo;a>%@I6i9o-+dqF6K>+H4^7qE2i_7@dJbAVl0h5lL7ou1*_`FFk|K)Psvb_)g12
zIxmZZXU@>j-o?0ylXz_HD+E@`xn5GuKJgS<EFP*_Tgi-%W7Yr}{klsDz4IXoZu<*G
zQVa9LWps#&$bBq~k($@|V&xK+jhVo}C*J#q_f)s(M<k+P8Wk>@C?T43+Noh2*JH9>
z#_FsjP;*tg&e~gs)7F8)HwAseJ_7q)kJ+A&*<MJH_BsG8d%nlx@zT8gAn)g&BQjP<
z%(2mAO$+0bCNVwna+cgNkz;$#GibX%UTGJLU#aGsp#D7eSslZNb<n@`L0*iVk3Q>d
zKH8nYy{aNkHQ8CZ?nY8Rn#IER<`Ewt;imr|d4C-x)wQmD!@qKGcXw|ZYuw%434{O<
zLLh+<BO$ItAwfa}Pk;n>ck70RHrn02tE#KZtG+)tJ2^RfpY!Z<_BY0PpZC4Ss4;4-
znl;y&OYV8iTW>uDfWu;?Y{`qfG`N@%k#5|$+nwKDe;t6IN3O?N-N3@D>o`09JqDip
zfIY7s;64X&X=_C;jwbQ`eFiU{PskgOtG7Jgu!jChcY0;la6#fjN%MS`>$50wb>+Uc
zh5ptWa%Dc~1PKg?RFfF#&u@2|85nR8yFP<_i3jq|5?o`KF~Iw;=FSZrN9ZqzWn200
zv|4pMX{^CJYyoFgEv!~gL#8XCxNaBkYV+u|wu<2^o}t^+<rq2*EPrtkZ<VBBaqCLt
zx0~5`a2GL=vA8@a$F1ZtYMqgY9S3P&`!t^4{(W%9{}hM$l*6^v?C{_C7vDXz!$O8G
zAB#vwr)3lUl`C*j^rN`(MP6$RLm{fCva^w80kfInGlXXwUgLd_wR~22iY+luQDUp*
zs^Ju4ot8fq5Hm_w(aY|^ulaIB=Y6m}@<-gBO^-#M<exX-PAb8z4s@lZjO^8&_RMU`
zv=5jVYQk)Nyx2+VZs8-37G9W{1OZKax3PxdeMd6-d@)XW7{~5ZQ50`waEA+pMjfL3
zI!2A~B6!OO2t;C9%a5Y=?txSlgtgO5)~@Rmp1sP=wq}~Nm6SZKp)LI$J7l4}KL^$q
z`g7J?%08Ky*IS>)^yn7-6AEcGJBVvFq3S=6g8s`{eDF5Cn^b6PplW<2L1G;qTLzNc
z^AO#$w&Oc445LpA2e$j8?Q7$Wo;{eYlrh6|JPJ`82l96^@%L74m9)_E=0Z-4eSt?+
z*SUFX3oUWsbPdrk*5i%G_a@^j%;jZFvt%$77cST4vq_~PyI#ckVhFAfV3Kr_)J09Y
zv5{<(iO~sOr22%jTPLN?u7aZb#6H=T7ZbnXet9v+G7ge`<PN>>haf#<;o2q*+uMaS
zH0ii(b)!qFjt@Pe85JMH{ENTfaz~ADUO%36v9c}2i|udRBeq_`{7WlwX1suO@J96Y
z>71H#5_gG^b%|;Qxft<xli+{Xh+DaYN>2%AMygo%>`U}Iw-@{5=O`2#$<;lgUv?ce
zZk|lqw3}C7kH*Vi&WDH7PzQOi@dtNm2MPIZ_hAyM>}Uu3u|gY!&BaQAR8Lu#Fy_u(
zgJ%23<lMTz?orV!Z*4*S^1IX*-6KC#!Z^>R1Yi6CduRljxMx|J^%1g~YUbqp%H2M5
z3GO<L37Qf7%!@4GGt9<T=Ds%p-!Okt1BWtm_+qAQo<Q=ACWb5tC8SV|TUH)<u?c*W
z<BnI98!^cedJ3bs?x?}X?=G(oJVRM=E>|XgfvgSE9AZo#S($v($f5kM_&Hthlu9XW
zc1OCdnfyEtf(*6H)wbiz9n8aEZ=x1^(dunv_w7tpdS1f6s)YUZ>+nw$5}sthVH8o5
z@5GqZKz~O%MKgLbzUebeUCvOs`~+%Q3(mq;9wqdo!qkqk#)QDvfMdo`R=?QmUm}3Q
z3l}c1V8H_X{QOwFcrlkRU;Y=x)Bm%Pot@46`SS?~2tY2E6B-)Iv(G+DW#!*T9{w|!
zl>H+LYa8EQQKR1^A#0PBD{C7_O>e@hpPUag=jh)U%0``<moqaM>8rw4DrA-QAqf>t
zeAzvMg6sk|M(t%#Vj|KkGbMFtXnH<kkne4Tw%eR8t>uPXLA93+x0x<H{iKAS{XID=
zmZ48FvoX96Gf#_|@=Xbi$CV`Bvr{fpQtRo3e|{r|MiqA^I<aa5B%Im9v7C0QLJGLi
zspY)f%neUF5z;Og)IJmnzi0ZH0Q!6S(%R3Re5E`37!|`iW69k&o{PJuaqHU}PTreL
zOKwjVRz2cM-~rC-swt1#!7%kVOiXK}*%HJK<3OG_ckr!e6N|?C(oM4&%?c0Bqy*AK
zltIXYlepeGhHu#wybEt~^JFfPt9I_kXXEL3h=<Y@Q(HT=j;{2Uc=G8puMvFUL-dXS
z#1|@Q9y%25+Fi7j%4rrj@te_%WS|yP%T;7E_n>@g3%;-Rr{myV#NE{h%d)Ylg0Y<X
z0;ix5yQl$u@fMm-zJiau6n$ARE-9gi2fAZAyof!U-(X71SG@7va+H=tCeK^IzFa?^
z^1Z_lziXV?vxGH6)I7MD#+G~`rrj$^oTetMv6BPZD*Wr^jQQ>=wC+Zq*qf#c$8hMi
z|K;;!vDG6I`*4$e3}Z1d^r4VDIB@)1HIP3|z-B`gGEF!VxhGENV;@7?f2aatzIOwM
z#v6HT3<86NrY12Wl^l^oh}mkV)!fOQvI3^af@y6xq4sUTJajEzUEG0(R84UCY!)vG
zMK*Ikp2t2!lK&8EkSpB_t1%us!uul@al2Om_7ZT|9tS`Or4oV{KEWR0QX0&iWHepp
z?PFikW^5xgH4=l_f<q+6Q!e4r{Svy5>4L7_4Xv)7z}RSvh%n`4|1pLJM;$&L8pQTC
zYSi8EaC9KIwX>l^#xc=B?D8gp?ILbD&ybdHBEO>zm7@}YO-Z}o)7()G;JRy1%mv@D
zp<y5GPAzqg1`6#ZTx-6=%Dm0kgx-Wm0tl7)@^!-%q8xtQv^+xUmQ2UFTDrYoOYp{L
zsYpFdqpg`u+rD9e%7jqnMtx)~czCet`Byl4@*qJo$MUcYT>YT&*L{e50<cy7=|A|d
zqQ+i@kI3f_^5=9qd9&y{7U#al?e;8gHy5#`yphF)zcV-Mb(U7>Xf~BH%WEuQei{<o
zgE`!Bn&Ha+gvou82t-tyTRCY;V}L-3LK^e<IF3@<jUq1BsY&#J_AEOxvjnBOmAr=%
zJQ^aAKPp4s)J#HrSFFXA2vzM!Jrwu~9duN;6PKdkCwnE&4<1eJg?gI4xA5_(0i<W9
zb8A#QSSy&kAcgVH5U#ix@K6|-Gt`^i)BPCw?sS%{>C5(0KXBvn2RIydBuW`B)8pBk
zTF4{6LMoqfN0wI0ud*asW{hKF&{A3&s%TH{&-@9)NsT#%YkoC_7lcGw90&wH=uaLX
z;EnG5)V2wk;3^TO0>*B!G3<+GrZ}D=uzWjFqs6Ggto$C?o4^hq#s`V`RSwVflaXI?
zl{>HhfY19y{2ZVr=({y6=rI(5K)^dyH|ZsmqxTn)p#L+Mr=-jCG<KfmCqXh+vkr@^
zA4}R>I3aJLNL9{nVP)imHna6s8FkmKq*R8}E{URRSQma+d6-vcu3%2Akpnv(VAUI#
z5}(SKT|~@SzlMsCdfMMn<JPy41HuBFwPL!C8ck?(4T^#WO5B9}I&~c{E+5Z2Nflp&
z-r>@&1{@|0z2|qqaeoE!A)7%F$+<V$>HYEZ^cz>r0f&~TUcPvF#}P2eLfzi!G!63Q
z<1<>6?|sDAEi%5}^f^U&^+cGW+1BV}{MJ1@H8KL11Oq=8<l(QB^7K6mw`((b^|yUQ
zHyOG6qKs9NWJ(7pkjJ|*>f4<RoBtv=e|?R{n^)O7Bax5VjYN%If>EDCslSxVjXEw@
z{EFSyf-+(j<;Ge%gjU`)6cH8{&z%SfW7I<_C4*oRkfK1N2;}8?-LSTLap344&d9!E
z@k@iKO%-wN?GjG(kl}1F5)-22n?)jC3w(&m(n`HvfNyIuKW-M#_qk<UF&3lr70?o*
zLTR?*S?a|nVGhiy4qEF#Cbi%gs3LfqoV~%XFxNkgO>U_)1gVLuX{BguCFg5y&?Tvr
z@8n~+Do<u%<T|3QX%wc#P+jDQq4^PG92e<aK9V6d8#oiUl8$G-$4h%3Sy2fRzfJ<$
zZqU7~4Wqh{as4y!`Rw$+EK3AFK0eN-rpMvLe{(1f3JT(hC!S!zf(69I#r;?R|Gx^y
zjvZsxtXY`NW&{EO8jS{>?y()+&CQMT=g-r#XU~7SKb=lT`u5d)^ymg_Lgo|uP>x%?
z7q(&}f_N8>Ow!WQ(a5mxZn8Vxgy|P0!vgx?=Icq#gKWNerINQSYAEPrXHh9VqkR|<
z7{~#gFVO`Z1m`<2C52EgE@IwDGn?-#3H0}&#3ztKVK@WaN=TNc;;27FSC1*=y||Yq
z%=j*?z;~#f_P}MtEqR^RzTG%?)ty=6?y&2Nk@#C($(cBhJ3jY`J)^+Qq`;`QqH+`y
zRGCM`cqht?X!0Y@(*5Olp7-)V>^+A3^I259lSjE&N@J)LsYe%@%R31X-6zOYfyC%b
zb5ay3p*c8RhjO#74Qo*qG&B>aSK#L($7wL(>gB;LUq9*%Rve`bJUy-$skD;ISp!i%
z^dSug?UP&>b26B-P61=xy^u)D*x8)U-d8<vo%$@TM{+RS$ih)wig>sSs>uQrS}D%f
zdKw1?66*Ca@OW}Gy)uE?OA-`M2O_`HifY+xY`?8V+<z{py)Yd32$N<!f<`aA*N?<{
z`%5lWHBcf*LF%KR{?2jgq|YE}k@NQ3<C(qgO}=oq;NM(?!c&Q?Z$BOwrTlispAW`o
z(Av?1-@duelkd$(ykjfcxceA;%wWsjYb;CYLe!IEaCB56O<IOP`q!0PMe{mD9y7=h
z-ee4qwJ?|2K_GEN*yE{d-$1bE+W<5b?!qf-9s;45=AylLM9iSwbOE72ftzv|04*=f
z#L{gvwfbrfZ`+Sp<wjydZ<6Q6@x}Qn%>6wWKna7(5;=57N&h98xLB)s-J+t|+k;W2
zC4Bf+IIZ7pAm31eM5^Pu<O9ZLXJCtKB&lBl!|GmV@v7(Xe!m;zpX>4Xx;q?HEq@ik
z+8ElLAuRj;G=WJq_+`1`ciM&V%f=%pt{~qA<KLajv%^;*bi2&-g>Pf{aXVoG3;nKM
zr`guZ^Q}*_qO~VJ%?13fT*cJFeA19{+D%Vak7k;h;uxzhr%4h?qf^Ljhn-0tw~=X<
z5g1U<S#u+5i3C~eb=;hl>{o=~E!9w{ucO(bXLe93zOG^>RaJ9S8p;u4GY(rd@nK1f
z+iRyb?KIJ!3`Xzoi)(WZ-<IZ6{b?~Dv^P@Mq2T1mLA2)AGGp=_dXF5+2cNyonh8%*
z`2H%w10o51b}_a`8MrKe^IsESJoXFyRR0z|oRgU5G8TY$i?<T0@aL(($CXa3_Et*U
zKPJOd!EEPyEXn_lHC`Pgdaotj_>gqdLpmIttaM+3Tqq-5SIU{TOgi1#c)_8?OFaXb
zB$#)bK0(kaWA_6mkw#C-H!E>9wPNksLEu>*<Q_@}$s*B8q{xFSvEJ2V)IVbC#5k<?
z?^0T6q1OZ%TRd7R)aNrWJc<f?9bT<UR;Nzo)wIhzIcqT~*9vjeHvs}#Ed~~9ZzB|o
zN$4*kM-$3WX&kK?7sxAZz~UZ=(Wu3#)8aF02oa~MnI`BUy|<j{vp=JK>ne)7!tjaP
zDE@gm^;xZWg&Mi{OHYPIloC2agtGfvh`fekx_%B@Spkiu4{3CkQmyW!GE_*{*kKHb
zdzO~;t(@A|PPg82T*4JhG~^R~x}2~^Ic<v*C>PkN?(ASp;v7Creu8pcEfcQ1!_~m<
z9QVm*mN^yQxFrB=tlx?H&QDC%nb7(#q~4~du(=tTqlDu!Bb5p%^@Tdt^%+B{$iUg0
zU+8+$POLGOd0%e8U3`bb9p}il_G8EPE%Y1QiwSXE*oTSte69SPnn~N@K#Ct#^Rr$K
zBj#}N<^v=VnH={C<oVID#0a!#NJrWh!3&F8SS0FX;N(XLl|E$8d!M^+-(kq&VWdp%
ziQTG4zi~F^Yff6ms>luYA+NTI^yYqq31P<hd=dgA<V4CjrSaf~zLRQuGwa5UW=3-Z
z1>#n6Y8u$ube5Ipk~!+q&L~wh%4u@CoVKu2a+8tx@bKx0R5(kKrsc5uST)a%lQVbJ
z1X50B(0%m<j+=L5G*{Bp9z|%zKDzk_VNQOHHHBZZQ7gwaa~J2Q&q3unfzj&0{K`5e
z@Ddt40jO+wkB$4=5VwgLHe?8i{iDb{@g21nT1YeIF|4JTAeoVUy<;&dP0VVoMk*4a
z^GTuEy_Q>*HfkOWpu4#RO}YYqt%yv4ke++{aP+sk_*{-<wA6_)rh?nqy_q)e8vS3}
zjHRfAOS>M@c_#oDotU_lA|4L4@<U!Z3Z*wM75qYu!JF%j6ciX(Q+tn~XO?4WtRU-x
z5Vv!sIL!?RTeX-x8;~fgG1%vEvq8iYv1duYAB<DxWNOt9|C$D{wzihz$B#2>)+}T)
z8BV8@s;VkJ{q$236BFsxs~4L#ZTgo5*Z(%EtE-teZysi|naPtUQ(Ie$R;#7BxR}0u
z`_kUt&a`RMFdB{jt$s7VZD;w20en<*fQ`>|aH6{v@9&pzd6tO#O&O$~siHz-rTvTx
zV_dzN{_;@9?q1HA=ZEmb`XF{YTCw$4QSIj7*ER$G!}}99us5?i4CIa$)8ECFh?mtY
zY_ajg5MR!kg!K3F<efM#YVXTQ-*^k%hhnZiwTtYrYNVH*rhaiZd;}3Btz3mX)QNLU
z0wYuIaryTYmOXfzQVsMtx`$<#LJ5uPMq3Xbg1SD!t38XtFgcbSA0EuTgl(CGdsaPz
z?wn!NfhYJvb(}-%imC5%mu@wAgk>Hh(R>Ywn}nDrrqbhsNyPPo%o^C6XQQdZ7q4-%
zP(0&@^4W_-j=x3X?2}k}9mQFBg%I6s=FUmyqNhJE2Cm|lasB!F$zW1!cKnXDaV1hq
z52>BBjt;E$WFo~X-a6ZX;KngLBiaf6Xci%pqcA^bMOvDPvnUODz;rYZTCt}chqgup
z0s(?CDfq-&Fzs)k-ekghG#_D)l{l23OMi$%Fq_Ua8|rtWG2i$AyQ`D^#lFmc>V29Y
zR?wy!N#~U;riRut_szBVYTUS~*RaJiku$xcxS_U_JYzbeW3Kb*UIik*4x&6|e0b;z
z@(J^hWxL~JX~8INru^m^>@BT`+!HXKo`J3U;$NO8hqIGvVF|$`{;{to6UpE-BB2Jm
zqXT$MY@H4}0^#Fa?h=JBR$~Kp$DctUw%STW{=sxSctBp&Bb+uNF;X9F4m-vGKlElZ
z0Rbw83!JpIn=#;|a=L;I-o-5HP%<Gah`EBRJbGsxhkU}(PF>0|v5K0khj<N);z+GO
z!W-8Z5*UWT&&GvM9-uQlPT_L4^D3LBHly91L6E1N)UagMba{)X=08V+wUryYjuA3r
z0QR&3RIW<YQZ<Mb1gb$2>Q8lT3!Ua7vQ4@8$Ydz=&9sVrXlWJTYS(c<<bszX6nB{m
zUyd6?Z#OxiPAzwA%?uX0v#H&ShfQUiZciuJVWH7zqQiACeVsC<D;zZIDu`CP@?F9b
zW-Ep=PuP!UOEKfZCo;*aCn`w*HCvBU`zVizTfQT(T~8i22oOI(<Aw*k?p=+|-NA-9
z1!KlfCS}@S-ahmZwG|bFhJ?}VDyG${!hLuj>d#)rl9m1sb5Q<wQA!34MkfQ5sQ~<3
za}<?G@dx<>Fqkv&mJPuje@=Ctz+dKvf<~N98>xz}Jnz1US3RFcE`01m+fx(HO??49
zMX^|HHAuyQ*s*b~sScx7j-R`X!oxz8B6pnDDm<=gaP@F!oTv+Sr7M-Qj^mN#z$;#a
zRba=hrj*u38=k=ecGchIQNu&N?iWr}LMtm4uf{d0mDM+P@_yHW96oc1_pOEG&K<-q
zS1qqrUS;jmukzGO@o2(E;w=bfUqddx`?{bT5{x=Uj(o5`&%d&UmA5QBE3&gIv6I2m
z-r(Gxmk11xVfdhTxn1}MUMH(?Pw^xsau!eYEZ}}tB*hk2N;Vv#ZqHtfP6eGVA=ot<
z0w%g6dE!Z;Mo!~fjhHf(8$Wod5ta&w?9&~aPXzt9Ss0Qum#h~>w0T;X*lRe`;(KtX
z_#z80f5fZlKQKFSGzX)Vj4L!EmbhXwwQ{`aD(8z1GE+SqRm4ElQZ0^PHHm$C(wx|v
zWeyj*%6(WfD1p?ZA<XMDktbaOiC7TKt_hu7`TSc>t^JZ4Djz=Vw}R}iZlS$*pY?Yx
z@Te}ADYqZcyvB_D*Gl|sCURWb(Vk34>=VRLvz^)kJ74Bl@eGeg7CVPew|Fwt#ZLUI
z3)uVY&rH#Dr*z3W@(l$ntG>wMi@#COVZ`Od-*G%4z~j1{fbT0PyKLeempgpkrHu#k
z^xP^m<5k+sn&y07cwz!mo*2s0z2|T_O2@e3gS=X^pU;!mV>e20(FkxCN*PfTfwGGW
zuj}J^dzg&P_rJrxM9(W{8~CiRh;2`uA@JyVB4&QhA?pcb?X?8t-(>OCJ@l){r9A5t
zMZeGB$DBOe3y;w>Wj=QWos3cqdK~zK{txm8pqBUK`Dp{mZq4V!(USxcM{Exl$_!$<
zv;<+AHjWTe5bxJm`8;_gU8j6T=9018@aUwu(n?=}ov}TxQZJPgDKH}uIgzzGX-q%F
zxR6YW{5na~NeRx1WO)BZ&iyciN3Xp__KmZY_i07nTTHI2n7r>S4Ef;#+e(j;&{4}f
zf%BN+mc_>CM|{?qg=XMv&TjYS^acl^wMNADTEx0WEUvAT%^X4ff)~jxmyi;6os0}G
z>eZfjJ^!!A@QOtu5#z^?XZ-l_==FMj`|UUO?AgQBt5<P4o!q;3kNfxUvwZpTfB9hl
zoA~6DPcRq^L_|ceZ{I%T^2dpGBO@a@a^wgxF)>tCRk3yJR#vTA^-uSkE3BpJb1ma$
zOZfiSZgM7c<@D_<$elty3tvrf(HhdlY6h3NGx9kVPJ@~JaZ9)!2Hi$EFz*Os*X(PI
zoYRxj-#_H5y+`<>J%R_3-lV2mnfPQg^J+!(5_xfCO+5>>YC5eq$yMHBu(u~2(e7x+
zYH8@BM4<?#ut>&zt%kfzAxqn3JU?(Lv#;EuBQ$|KhInqQ-b3B;Br3OMF|hq6eUuUg
zDYc}V<doRs$d4&zz|cBm;jkk12|hggA>$NXD0U5{Nfu1GTOE_<Dj91iK-VNEv&&G_
zmSLo|YN_3sNuW7{l(A6^Qiy15tfAt}Vd@*aIpI2%P2MF;)Xb$bJC|AOCX+aJ1a$}3
z(wN!KlPzZM*JqOETEW^Udh-6x4l3(fkO+LRnRO@~8hUvqaXu@PyP>`5?IFkc?RxCt
zQi6Wh<IvY54V!{M;ep)J4M$oQqRUrtc)DU!mm?f+z;(X{vDh6n377x@002ouK~$SM
za|MBxFf0dd;%Ks9_6Wg!(@1P-FJSdn@Srq-u7LUT_v!8u!;Sk=q69J`?g{wGmV&#=
zg}w1!97`|a<lRoJCL8h}PO~*gh>yic`key8M>-j@qlV2xq|8^xB0PJVmGhRcaqC|E
zcO0eb_va7=4aazP7DCT12o--urdE-|82)_UG<ae}i$Ea6$>W$UySWXq?9ZCW5~Uwz
zT@m)?3z!|ZajG*Arh|OIC~V*FAgiN*PO}+5n+Np{8|`upopu{hrJ2ZwhtY9fg;ix^
zcXk>&b0FD40VLFQL-lMd>uzWB%bYP-jZKj2AiMby51JjMwplrvphWXf#NE^!x}EC9
zqW8XI^;^R@)p3#a!!}cRXfDESpRmH!kJrCH%a=XcP>B37)M(jhK1ocw9)Q^XQDoiA
z!qHMey+n+}XriX+W30jsV%<VeTXfu0BoM2u#c4W+NIIBn)kRDW4n`mlAPeh4a;J?I
zE%n@Ll@luKO_uR4Q%oa~OG{|Aw9;lR=RKPbPc@V<%|D6F`2~DiewZ+|9|d(cS=?n3
zMY=;wFEvs8sGO?n<w*CfMy&7ws~%~)jOUg;L%iJsdCC;>kM3l_XMQwzwDDq}7wH?@
zn+5MI<miTzeDcM6y#MyA-2Hq#@sY8JVw13>Uq{w^@c&$h0j16i%r+4|VlT8-J*S#(
z@LS6IzqIKv-N(meA;THLl)5#%9yk}dDFU;t8o4Cw@A?!71O$32x!X`lcNY){gq$>-
zAXud4bcuydOAXY<BeQiNbhzMe@@1%J0&ejVCOmtFjJJC5P|!@nolNFW4abt1L8nnf
zY=DEa&Stvy2;<rITbP=i_!K?Il5x}Ua5eDG)q{N1V-5uxF_(YePpZ<Br}iDkB))^y
z-irl2pZMb(9Zm;DIp<KE*-cP;H07B$$yP{sMcGcb{(brA^jdzEcSYpuidYm+;s-ZS
z&3TrdwoIJ&v#})^nDoNOoLG5)K3m#RHFw2QS%uiw1<?ova?@zkss_w$YR36{v#8)*
z`fY?UON<C&hH+-Wb978gqImcK)&vj4O`&H`-6Ps%F?<`LqkGC*d{=v(t}dbcE<A+B
zrz;Apgo4@&eBN@DeYz0T!&ZVsf%?pJq~Qt3H8CuUoQ5Hxn$&CCDM7@{;!k<s*MsT4
z!<pZ_i*C{5Iptr$#2R;E*OYNG`c2d$f|xr#n$PbW8DHkfviWZ_GkrM&MH*^6%v`89
zvqY?8%#<FS*i_8+C7#SZQp!t)Qd9+gm~R&{Av%UnV=dg=^&4*u9*_Bw7wdan<4nSQ
zcHO?i^b2>9xvMc4g6VYYU`BUOKFeuAa#zE>x|?WXT!`4W1og`gP_*QbczGYmQ(xh!
z3$L>O!EWL-Y7Q;9N7}r%xECs<f15W^&qw2OT8BXY2-OR3bI{ewsq~*1eJqpTx_Obh
zY!ycvx6nr<<G61T-E?yNPaWn#sxJhjB1%l9*u{xSreTOR8e{zxvW3|^;qf^Ffq)ij
z@F4In&$e2YioyH?LsN%x`^*(uTALAyO+?1_z{lT>%&i-!QGv_I0fgSag`laJ(veOU
zjr@!xVHk(9-)7%~VqB-S&~V3vYLN|BnS`^aeJPsXNk>c_&K6&KIUL|6qjRW$?+Sa7
z-%WsLr;>S#eCTXx=U$dOhP%V?e!r9X`T0CkRYb8ijwpKp>GsjI7r8Q^>qmGcPow3#
z6LgrvP&mr@ZuCmp<Mm8_xgPsKDWy3<)T*PIk+>Drwa)+eD*w0f7YeD-Xn5+Wr+EGK
z*BLx`@ZS{!|GyOuhlAgK`wf6)%a;8?{{99ZA0Ot=pAWz<zx?ud|NpP>{16GY1|biw
z3K$rdg7H!V^+G36K0PS=<SlN>%!HrzCT6WS(kVkZdEpjXyOIIv4qTMsgu2<8e5WVZ
zOEYlqF2pmfjlzn0I!c;Qt?7l2pn^vql#ukAjRuvCjid89Gqs*`Yb3lmvV+TgbhJb^
zpmR&5-PDXr!&Z`o<t)GX3z<{8^IDvQVX;0~7WHKG#|8LW8<;Re%$vVILwT^6>TZdg
za)fiXx`OkQ&(rKyMq7R`_P1U5aQq=c_x7dbCm*C|RSc^uWn{XBgzDZjx~8CVX`yT0
zIdZRFp=@V1bBARz<4FZU!7}7N`9yjh$FL-rvFj$Wa(XX(0^B*@^*n{ETFE`Rm7n@7
z<-lGGcO)i$Q5<IEwBfwvm&!Be>)AO*MqpJfO#zUCol{05F6IP;5-WF}KS0av2hej6
zwR7FEDYFsvdjiqyk8swDk=2G%*Hednd@|O~Hk73r<h|ZPx!e<ROB2dc2Mwq9qSZJd
z&IehD8^W9|s7kxxcEOK5=W|%pzZ-8fJizm+8zs$+jF~Uy*^mdwwshkgrIOII6&&oe
z^Oa4+&oT=i`IhipWg`2!I{D~A2fN}G09`<$zdZ2M6TkZrUqn}O*Ajzg_6ZcJ{uDmS
zq-p2VAP^ynUx4AtVzdQcqp#eH*zBZ(*1xP`0pzGLqW@#tY^X-64*FwTqV&U5dmOum
zKQ2kHVRW=mef>MG$7LhYD5*DDu{vys3{so|2i4W>7=<>X9C}<$x#$d1Dm)t)@7Wbs
zXLkh3T;d`EdG~G(?~Zt!Xj|WKi-BPt)W?N#Cf|xzdl^Rr(LC2IrD=cxxx`G!ogm(L
zXFKndt8xB16T?V3hQd(1=KaJ&m5m=1F{CIgw5Ws}Ke-2k9O`o_7(R0#h9*}U%W`QJ
zm~i#5BfLJ8bI3^5mm_y{AnedGzGW?SB0t_R9p>kO!F=)HFs0g3Bw=xgI~obFY3Lg#
zBho3sB23_Rxt;<&hzwTD9p1Q!y0ft{fG_UU<0%OyP@PPNS%X57%==ko_+Ge4wuc1&
zAJQ2<Kc3x9kNs@gj6t;R%%;QK$aAUj+&XuHUST5`=l?RX_B@`ce-%?4yt(jA=Dj(G
zF3H`<mx}3ZZbdnL7OiDXbROBwzluUj2}%D}wPRD&0hWi%`a3yovDYCL`;()uCsx>#
zHpLz8OVUZV{>TGPW5LMj=3>?qo#)*B^_;H1MT#Z_Ar5j(B0BA6wpCrm+@zwqqZGID
z-be*19ELIi8vXD|48kmIpmoGSc0Xz1c-B4YJF^)Y5JRA`lZJW;ok|JkI&%pP^(0s=
zW1}IJBlQ#crmz=V4j-Vy*GzIZ1uKe9;B64FB6S4)-+h}lYa8o-UC;Ah9AVZwvzhn)
zd@kL;1ZPhZefl2av0?n`4tt~uwhD^T#dmVA_&z`QO-C9Qj3{OVm2W<UFw!3v%YB3f
zUmTJGWYd1aGck@~AI>A~Wf^VZCs9p}N8jTX0bVQc4t^Hz<_Z#>zElbg%qjN34FM10
zMSS-BQtErEY3l1kSGAaf6=pV;RG@83z|FM@r_g{*;2@);oIFu6;ffYK6PIEsxsJWy
z9G}-a@a^&>0);yQu^h$d{UnyPW6FCIr?DPaWhA!55rnmLvb{ly^L`60Dg7B1+?zom
z-O$yf@qMg<7fv0cby^gUPVT1VJ2P|7+38g+XWb{S@JUn<WwRXw-?w3P8t4#Yp+B94
zEI106+Yeb6pMxT=1D|UdbQ=`Su@n(^FWzF;v(KYCT*-isrePbkfXR(%9ACSZ8*AU;
zs|iz?I$6h!H%IZ#hyXr)J%Hz;+6inN#PqgME@gem3qA8WQ6(kfRxK}Y9mA#EL-@u7
z@=e!i+}ZUD7B3aavGD{(ClK~?E&|s!9A2O-yhLbI3zJ$s(MJU0vF2?W<W_ngx<L5M
zkD2QniP!P>(2V;YZ&?Z*UM|>02A+(12Y;C#+4ooQMnEUwl3<eMkKcz%vI!yiFYkg>
z?1R<b#L@{%Xcu>I@Yo(iLJbRFT+aC;=NRz)OI#I+$$a?~*Bc#d5X%|;vlHF?MOe?A
zqL-hXT{HJm)>4H0i8!QUAs%j0dKAcsaE!-2)kcN7h0k4t7*E<6V``ymo{4Xc2>AMj
z0pVMx3D#!P->sUKW;LaoMo}~=gq^QTxwjyKPa59ls;eK42^YBJ{{+?FU!%sHjKXk>
zE6I~t@_IRQjyo_pE2(U)p~Yti)8|0GTNrQWjr^D8$se_VGcz;Uy?Zym{`xER^^Y^&
z|1CpINJz-Pe4zhL<mTq`H$TS_BS!qgHX}xiVDsk9+`oSxy<U$-qxpyJ{v+<Ywes@l
zL^d3gkssN}&>{V~dGrPjLk(836xYj1SO-|>8e!x9>U)T4JE%>O;q%;5B7QxMO)Dlh
zPrw#IGOe!dsAOu&YwTS0F6YXIPZ(GnOlor=XJ+KnXW9@hmIyKUMPa#opMinVJn4Of
zjF5#S2qQ7eLZ~;CGV!-hsL}Y7FYZazjZ7}e-SNz9!R~O-bzm^&XK(ZUx+1)uaVLA%
zHB80zVAT_L+LMUhF*Jpg)3zv&(P2sS4RJx>zX)fJjXPU@Le}bsHO7lv$2@A&6g1?u
zF(~CK^X3b2iW=D&_yoOkA0eyKW00iMtIotv_Tx+zjpd2Pp4`5cjhmYn;#oa$SuW*d
z-nTS&8t4+%hmHCzy!XtjJn_U08lS8uElf?njEfip2H|RG!K73%*rPwknr{%jHH+cD
zJ%coRHv+RALCjKgukOH7ti!3WpwjwaHtP|DgdiRmhUmmu1Yym1Z=Qqpr-PX9hT>=y
zAP9Ei(kl;JOCz?PA*8j1lAtw^>(ar})=9h~ts-Ec3+q*CruYb0`|?9F?7>`!QL<o&
zhW^)u*c}yQ24+(ujX;qRi%)buo|kgyJyU`G$8b{WpiI$-vBbh#^QN*o?<npEuF$))
z8}y!o$ZkjO-XDXb7;%$<B%=Xmgb9J@&xJ|=vD8xV$BNBjs7B@0<Ie}tZopwTU{|=)
zBy8fEOA&*S(3*RjNN*1u4JxEqaGHfUr4Gs-)qvPYhqsn&(G=QD4&ug&Ia!d4(K?$D
ztORruqjf;r#X3H{-bP2e554;K=cVAIOw-R|WlTBhJ0;kA>-b$gn0*QzL56meSr*=Y
zWMtXet%UWGQd7K?oX;n*F(sJujUhzM8Og)#2U*-PiHjb0@ZWcpzVAPQr9(=2MJZip
zx)50DNx{*}6c4dbBT6RF`jGhAvltc6a9-1mFwFx-=4|1Ik%xKq;xn9>d<GmgBq|y4
zswO&=p%j>%#44Sn)oRJMW+9WfVlcPkrt)BouMS~&Z~UnzvZ<8T<Yy=>x=!VzbZoDD
zNNjfxLRufNqo$K=?()mGSMc}iWQ>=QH;iW9)Y%F6cr8k0Jb|63_|fAXwv~Q>>xf<?
z91h`1`AzQLyTxY<#&CDrcDnevVeiyqtE)!rAH;tKhtq)*CnAC9?|w7UL1||vixhom
zvb2%aQN+N2-uz~~hQ(<kMC3z~&;^Om3y0IemsO|O5WN6TG_*?6Xf|C!hn@8u>!{Us
z<FkOFbXY6+x!?#l?Fxb=Vpi+x5NE%D-J->4apTEe130+GhNs94O<M^LjRYRvq^gG%
z$!j948doN-Zp7u(K;&Jsap*kJ>227;>o{Vs<L8(5;Bo3_Wd2bo*RH~|sez5}tmf4_
zmzgx=CFc6)u`2yIVv!ij`@bTQ)bhm0g?zMlDMF!;7F{d%zkY{(bybwdrC`{cOX7GH
z8P!JIlQpzz8~I}N`*>eEi`n0b-ROp}`aYf`M}b+5?cP2di<Thwe=PTd`$mzvcn0Y!
zuhDnIb-diCqm(^%w{Vw4Q!C0w&>*30lZj_P^P(U>8L8|bLtp%gZl)IYH(bYVYonW=
zmDTP`c(eX1v@YT7t=xpK%!gWM1AQdH=&kUsTPO2yK@m0?QDEvH_fa5GqZ<4J-qo8Z
zxiJoZy$p+cI8CX;Y48f<X049RC7YS&H-yF;U+`o?JS!@jnRspy{lmKR<g!7$ED7da
zui+f};cJ3-<+7&Eh+~MIQJq6L>)OsDeLMBFjf{O^EI)iyMe-O4p*kDhW2WME`w^R?
zsz{mW$-T-OWK`VcjhtI_n2p?MY$2d-CZ7J0T=TxbRM{-#j(UW?6UqL4Bh$m1Fg`t#
zt8ah7pyF08bTx9--ArVA1c&On^2R_rg{}t7ovx^kWU())grT<|($zf_ahL{^cQX~k
z2VhPbhyR5tL=^?Zf3%BcVHE?)%^1`Ud_soN^!s>(171R`@FqCRKw+wy#I|^xHWMS#
z_t80cFJHO^&~7;T$91hFhXKs_yZ1&W4n`r<GkCx-4xQT1lxZswOC+p(Zynn{`GN(z
zc2lx)CMDWZ`t+PdP+TBant!C|{cVJ)oALbKjnC%3$&sTM=_9vL-y%b#195db1BUhE
zQc@w#TN19gs<Ec1X`fg^#e3Zly=`T#JPB1%BWKPOlB#ROn&U#%%y?XSCSw+en7Y1&
zhnhxgr+bk6a|U7q*aaoDiam(?cqki=Tw?N}EQF)Q#EApxJ~M^em7ZMrwSu_bl~Ddq
zkd*%d!u9Ld)1^xnx_9r+*I$24U0oecrxUeW&7wt%xOC|fWo2dm+EM<Ok(ZYTJT`U2
z$H)J}Hh<gibUMk;&;O_UZuM}%Ygl*24DO`s{vgsya`B5(F-PD=V{unp<(-V*u$G3y
z9kgcG6SE?Vl<^rf?cGM5rwYfkSo(U3cyQVU>CFHdbpo26kuh`Qi!72%WV|Dq0UIPV
zP70u*wTOtOD(dP>II(^^QEttAbgYFNtqzVl>NrOO3D<U^YOrD)>Os8pE@ykk6VSUG
zngKD``i4;wqQ^Wsn4w>_QCFEq@XB!VQ||L{PANk+4&=>mpXG+;Di#l4y7Z35Q!6Jt
zQ$w%l1Xh2ygfZU;(98)Sx<@R@^JAI*Q#1*a&D0jUaplKu$X_bp(s>1G(g5u8AS%rv
z^lcF$(w)X9#>De0B1wE%$|=<^oXFb6(_Ol=XXdX&`;Mer&<wtK@Dphzxr|yFha^x;
zu2hUm>qFw4CXQJw1en9|kZL$-*ONJCE23}WFx*;#Zq;stUQS&5N8mAeFrsh55U(?0
zb&=C?MvGI@8(F14j<U13Et!S?i#9?IF301OIaoP^bJ%bMc(DCQCbQ?KVE(C-T|Ko}
ztBknJRFHDd$@K@zY1M}?&AptV4jt#tL~*K@7?uBR29%Fvr@sbYUj>l@2m9|v;x+Om
zvb-F0?NoBrEfPgT6phFB@yxOa^0WqiOmoATc?)Us8f-b=W3_9s$ifhMbfGQh9h~+*
z69@+qPYwA9{;ejh)!2yS-<gdK6?+h<lX2J$6bdrvcOwkd@EIi3+Q@0j!6H*2m#MKC
zo!}v+BCnDVrGaC?_2iz+MCT9^lA<MC8HQe5gStKmzv4Z-*8GrjhxDvU*@bc59nRej
zp}DOIk++G4zB8Gi4Ck(gJMzpTyt<pHZBbMAp^D6jrTl*AJ{zW8;byLd5!peE?DstR
z#Siceyp2Yr#w}e-QO`~)&R#(%6oL<w)HzUUMELvpP?DX4Ol+gB#g3${f`fvgC<G!3
zWikf!8VeEyK~@7ZqGz$|(GEnu!MJ(I>8REc7N}uagg>{nFvfKRUyqo}B>x~5rA*?d
z{!6*(7fWQ#1#FGA>=62KrtL1H>(UsYui<WkhL^1U_-JbivwzIzjqA&qHDefQ_e&@n
z*^M6lUdSC{R0#>-bf9`vj_tr4o~~8X<K)*YnrI?P5>Ab^k)PVyaW+>Yn>Y<^tA)=0
zqB2OEUCYyTYj~<|HK#f*{!y#<Z+K)+r_pGqx1t*>OTR?s=|ZzpOSCAEu967a9UUCh
zZX-<~WN+h5hPcP$DS5n*b(JI{vvrc>7(+$%V1|XZlGnJKxy6NK7`3Fh1<^k!if<G8
zvAnAr$sPlV2=yh|nv9^uj7x_ZrA32Gn~Q&79055YxQs|8Xt5b}?g*Ond9;@6$iJFS
zwb+J-#>l|_LvW;>MqaH$vG92W5($EUAi`F@$=cdP_TT)LT33I5d~!6~UiqFKYhP#m
z@-d9>^UUMt0Z>%e5>;p9dXt#a+A@m0<fN5Xlh7xE^oBIP9rqo{xp_DuLJ&s{rS|RB
z2$Nh9>2&Ci?<L2h3lC3fxbfv?iZ5Kn++iSYY7bJEjp6E379346e_Y?-h_~=7loIm1
zgTy7BTs8<e@#`M?FYiT=I-IHAeUXb?*^#u42Q{61UAvhl-DXj)RN>W9LWR7FB&Cfw
z$6%J_eZ=&{C0z0s5hir~hxgl?Ks5ftxY{q84r?u*mp)_g&0IeBd6ky}B$U@)Cd}E&
ziuOACr%oWRp^PKvHZm*g26cB2^7ZX+XzZ<^^@S*=<$GbeZ9&)7jC-Y>dZ&$(p5;_-
zI>+4aTaXGSB6jIdts$FZ;SCJ$HGpXEzMOmWESLK02@DUWk0y+XIJo)#bPhM3MIsQ>
zM>CQ9#(ZX;IKiqO{qPNNVc(@?eA}~}j(R_yt8V0}=f6TKjHRg>o_b*6<@2sM*JO|r
zSkDvcc!CX{xX410C;Cv`yAg4akovp(FdW;7vY$WBTU+UO?HIm4yoqVVNLn6lK&UN2
zmH9KqV^dLh`XMX3f<)JX@$^)rNzdcu(;u_75QX&5Ak|i?|IP#qpq8i7VNPfHwB@wf
z+sMhX01%lF&#Y&bu<hv&Fm_wY$m_)zZr$hCQzt1)S5y0&54ByBX<V_LArAw1b#Mf-
zWDONgD;jrrD$|Rm>y5lRX*dR7F}dbu;`Z36ZLcAxZw*Zg+G&6HBOFJrGN<7-RsGIz
zI@Ur$TP;H`)iI#dg6TaA17|2m{i+^sZ8_J}$tXK>**3H%tJ2Sry2FITTT6KAKqPKX
zHvV#qJKHYcGCm&d?f+Te$G?a8jW^!-L(?Y`i5Nb7I13jp{C`zmz`B2{9O3Tnj!gEC
z%cuDJ{~5CXHx1}NgVcr~s(MrtKB*5m%@^qTLkKB?U~XHTMEV=JKPL?7?FSSewUP4r
zLy89tr_jX{b#EPU$J-Geu0#8hmZ(Aj1t)x|3w7i6#XIP?T%fB;#n2O@5F6U4YdVf1
z*@G~-FL`&;c>dQ9`64)nY43c?m!E%(o4K7{_7>b)I>`2xbFV6ZQ_Y1;Pc|~GUjhUA
z4x*s#4GviyWGBcNDUM^JCWyJGKEmN8#?9#<bXX$O&o9QK-IceB7n8s9Hr6N!0pVrj
z?n^^g)q+UWLgnBreEkHp>D#E;D?nd6iolc>yua^*Z?J?Nb@#d6Zskk46P+f2d*)tz
zpLd+iUOwn6T<FzN!-PJsV7F??$=<{Dg75HZ3_y790^;g+TAe~_W1DGDjmBB8BDd5?
zvY?iTHaXRPVI(UDbEoqnKl;@ZqAKULK3x&^?2Y4O0k#MO&VUA_W)G|_$B;j{h|V2l
z=r6aR>e~(RqmvLQM4T`JTjov#0ugPa`rvc!9KVzXFna#;NYfqM@;pv%x*LN-Lg@R8
zkOK`dNSlp>TRmv5u;U|F6G1iknI<j_7|HZiU8uZ%f$uXEtm)`Ulv^P$Y~II=*-q-W
zs`#O206)qt<mLwB_iHg{`;BGA%?nJgY9{i^v&>GmlVUYs*LV@==!z<MINHLExW>JL
zKp-H17}7aPm{5hy@i=l_@Na2AtomXEVl`rM08V=qm4aN7Z`Ppx=m%U6UFBX&17?RO
zDL#4}#hr*XR$9uXBt}?xV#t$NPx^BZJ;w^~&@1>AJcXz6DhsAYEaMW3=|4!%x22&>
z(pK_$zf!hdozAoU+Su~2m5(j(UTYE~y@m81H=OL}FH!Zr2TOMN@zuWlyc%(v){Y^3
zb-Ev`4^%UC>=JIY+(d2D(`s$v^BM2)X#ZB4^o{uRbf@l$22s5~7I_<HjfKEs2Y$|4
z9G!Xuf<Bl8dc;x(Sbs&;<sGa!-}B^vubFUkG;@cHM^y3%s~$p9Rdi%p=^Lmfqpp=M
zo#ALAO9^ana<Abbk*?vyM=V7q6f;&Rp(AT2_Qrc;RSzK0O@gB)lXK7c5p_0#zF&8;
z(fu8iqq|U)QO`VEGxA~MahkN4k3EMxC<4>eA$Vve67PJU+*89zG~Q(8m&cg4cp|-A
z8rb;e>-hHwWbUoYXr6urf&8zswZYcRD~%uUy5|c-NJ2PLzk@5~mq`?b;ubsxnL3!C
z+xN53bs9hDPf^ub$Mx7B|6=}4l!Q^)d4bJ3A8vM@XJ7QnKYkMlRX7|5w$)^?z_$zb
z#sucx`2lY)7fg~Uva8xS+n}ePr<k-B4FSGFo(}B8mp>LDafng2)F84n(Ia3GW^FaX
zo<hQ14fqr%Q(tfuH@`--F)E~&?fA#Jv)yuw@0Wjv;`<LV4NpcX{d2s+<P_q=N3c}b
z&TmCGXl#ANGio221Q!VN{Ig=tt&^wm*s%@Uj1hbjXh-N4j4-eV?>~H>@6&(a>QiaN
zTBSG*x3CJEF;<5lw^gF?k&yB8Rq|R~=+bK_VJU;KTdmYT%;nCvKj9V{M86lGVe~h1
zIseK5<gN<*x`)!)q^II)5QA6b;1W8N?XT}){@1HedA4J)WTKJxCP3zn)^6dK#4mWd
z;yG$d1sGf!Nier@!2eq|*<Rq|{CXDnPaxfXkAc23FjeK^;{VtDlbtokaG0A2NZyFD
z`Yg)+aYz-u81Ag5^KdWvNlbKA#^O0EhpRW=VwAcY-%Njwjz^!6<1vx(Aw$`i`3-f3
zT6Vo~nn!*oXx;o01-&asDhT0dPyy?D1hMb;92R5@W%_H=sXv>|_n$tbaaJG;2lVCG
z`3v}V%2^R-;P%BdT>JJTq-Reqo<BnQH|sDbPi4C8W7;}v*fDbx`}ApKr->=5$iiXv
z;}b6v8`C1WBKQT%^e%*_72<VOh0bh3H3Zt~?6edb7?ac!MZB1LgBL;i!PHeAK=s{C
zWYfnX>b(G&e=n?8_fyp?hKSO7qz|?tjG2NYY!ssK-Z)yb@y_`fV%$-T`W1o94FIDh
z9}o58;3o?v#K;iv_ik%yS$C>iKPA9@AiW28u<?g|3>)wy06hluBc)F-?q0e=o69=7
z{`3j`l2UM8w497;Jx6DJi}eeC@;7~e*YfU+Td{_MijS}qJIFtm$8Y;L^XcIuD1$&|
zmXqOCMAt(J=)-T)Q=3Y@bq1eA<zcm}*jUs`l;Hqh4w#8&X#k^Ibhy;pD0K}bLUx$5
z>Y;?TeNCG^f|u4#L85P`aK$!CpK~K`(`Gt!RcIV`a0+qm7hy}3!2c|J-5(G;olcUH
zl32KKA@k?Y{|gcNe+vwT$B~Ku6`@rs|E$o^(b4e_+nCK}%x3c++d7?&&cjZu@nyKr
z+Qu_g`5Y<Lai*e*q2eG~!$Wv-(Q?vLR}(QQhw>495f|q&x49AFz!ek^xrQ=nI+-6_
zWbDdFqI|Z|B=;iph=y8O4L>i-C$Ol4oS;N}rFOLGWh}02V?lE>#@ZdYD@ADJOZhG!
zfX1+aWL|iH)29LDGXu#oyO7-Gf#q}!n{I!`x5_Vh=DESdcgy4j&+l13_b{gxY-fPc
zh3a`7ES|6m`=vU<zP2-1JdJK24ZyXp2=DfMB2<ZgIFGmFoFMi=CHpOz1h{oDa;Xn8
zA2q&SgHZijB;r7qCG5Pvgi?zF53hJCD{_eqN@aEJJ*FxKkYX8%`OzcZloisy-iq=-
zCSh^ejDBe~Dnz_uy@L5+83`AvXjWLk;ZL11f*5THhi!f=cewDts-&jbmr$uU&z;`S
zs*FaWXAi^~5Raw8f}>22P3DGcx1q?o4nh0+NlY2_hzAWtaN#>_9#L3B!f;qS@H^f_
zUEp}Gr=4e`QP0C{J*~+$f{sdY?@~|ZbpfN><(REnlvoIi_eS7bgURkkd36l;F12G6
zm9U_1GY<!}@amc291;cL-cZJ+gibnDMuG|&m^8H$dx<YO_FUGCYN9%EEidl;iqi@O
ztB*C{b@wI{zn#c4h3$w{4kYSuI%^K23Yvxz7i_v_#Mf*XTn-{~`_n|&S#uOs$ZR@w
z<zRLqZ8Ia3DiA7EaNk6Z)=Z+S7LzCzCo-&#Vl1{;y7rV3m+(B-OLx;Ou`)f}lg%0V
zyyn{nonH;+qzM>)Zp5H%!p$ob!~GCKyVO$S45GhdKidl<&~*30Tvm&H?f|s4`v~_B
zp)TKrb2snuhTCm^){f%Kr(8HW(!iF57Upe8=IsgvbA$C{>(%u7?IsOM3197cjV?ob
za_LA7-g+O}#AY0WWq56AquZ1kc1l9&@32uNbYozE7`vkbrSDie?|+ZfVqkIN(`+mM
zm8H56WNu2V&6PNv8kQ!6@@8`(yVF|m?ky#PEEHM;C5~7wJId(g9)v*P;LMe?6dAkG
zu;(T=a}TBj`4e?eNY7L)M=HRn3*bgU5uOR)IMs>zn-!RTn}>AhyNLZ`sBQle4<;fI
z2<SHAM+%#!lE42mzWZn^dp~-Ce#u>Eiw$7g=^q*L@k)lg|HEHo%ZAn;dDC+xv9d@2
zMw+}x_xEFmF^h#wcd*OElv`>rDZF^loW{$6^AQLH=xs)djP+EQT6korA-%nkiM|6^
z5j2Ib4TpGFvjDa5vE0+zrIZ<48KewmdHU~6@s-ouqmw6H)TESoa@YBQ&+A<X4GAJb
z7QzUZNM1|NBTVQCx-tZE2Xxrz5$2BCF9jDh81G#sQ6@zi5l6|+hcpL!;w362q+f4Z
z&u=8iB0%h-hAppws~7Yb4)LkT=PjVeH~F}03i!=h&x(^T@_Lu)SVg&5J8O7!>j=TQ
ztte7ObeJykTb+^nWd<IcEXLQ>pF`6o6QPn}-}4PdKNEJTfR3B*AoeqGX@?cJV0WH8
zaT|&JPgkCZA^qw1(laz<=W+4f^(Z~u8NJ~}Os!Vh%9`=*5=_5W#!{bqfK#vh%5y*N
z#AdyO%6kZU(+xE8-i-A~;dE;z&jt)*Y*+{(+F`6M+Rg)~g}eE0bHdWZ#)ubD$)ucV
zJHslEXK0hxV=>esRRsWGYQBk8Uw}*O8gSaMbX4OOG#Y_GfO^0dbd`HBcU&PP;YR?z
z8T>7CPR+nwmrd{RC-BoGvh4EH#Jb1v`M|Fb2m~a}oJ7LztvqOWh(;buPP>DmTRTa7
zZ3(}xODE`yYz&=7uC0TM^FH8yZ4uSm?(=q-jhd|wi1IRXRbETy<VozC+KbJ5E^@i0
zm?vL;jZSwNA2$9@YhekOb009<RmP)oh)NvD!GL;t-6~>H>vjBGgiP+H#BJ074j#Y5
zis2*BUui&XYel&9Guoegiuk9V!m(-#meFxEhe;7jFVb=MH^i6E)AFPz-X|{6F={rx
zDH{+9AG^RfB@(o@!8l`j6O7xR^RcZGnfS4LS`B#w@sF*0BB2_AKumr6R^D9v0i$QH
zq_DJrn25(!bi`sY{YO1^5wJ|0NaGKise6AdL1rD#2?Sh-_Tg$?HS_mpqj<xE;hw%6
zEo?_Bx3K<+MWnnxhbM<EWa;vwbXJNPU~XrK&cW(#twd)=@S^!HIBR()IfBWaGG41a
zPnJg*XB*>)h>+5&>@=6;NpzEafU4RT&$pf;D%g*mG2hbUnvVT&G#LUPI$a}(br|uR
z>&?xa7PPj;e>mR%4#XK58FcO1^<VDj{|or!lTUc>z4!jIZ?AGX>~`Tu^=BjwQPXRD
zA6nZbO!&1Ow+(M`ci>|D{B`8LIhR5&7p4hZQ1+OF{qm=T3|c`2`%r%|n{z*A5t==g
zI&BN}lV$XHri^Qa&D5H&VY#2hm&Q8WJB*ZsI8pX><(l4?PaC7Clxc{mH?#Wuae_q-
zu5Svav(bSmP{xn_-s1l70uEK5r|{-O-u~fNELI&K1x%%}xR&rPUIcmj(|ea3$@NAa
zl-@%-(aK939<RbhI4Ba`CD`8Z2Lbd*7=yt67PG^Kuti{CN~IN{J|Bt463TDfr6&C$
z9Sx26soSaP*2xFXgG9(eQLE%6ho^F(@HE~$L36%>;m7Y1kfNa1`VpwCAvo*L)6(lT
zrWJL?5LAL@fu4=Gw-8*FOLM&w&%o{stIg(ocu$h;DOB1EsBE+IT-aj1t2=}C<J)*h
zJ&?J{Y3r!Q+yT~|V<--&z~OYVtzjPSH^l_ZoQ$x3AIfG2R$U%Bp@DpI{1WTeY{9(Y
zAz!)uir`8Teil2nOD2Nk(@_d_Sc2WLhZ!in=RlmVMdV|lho=p(Lqy@Z2tI9bBYW{N
z<O4ETw5B(w+68Rrwu*Q4`^nnXOk${l?epUpwOvo!o~!KYU&oyOG0b>S%BxG`*qQc-
z@8%z4@~*4+W$!>S>Rq&t-bd=%1M|@nbh~v6=YUkK%{e&l=V7Q4Asf&WhfR-I8HCho
z!m2mZbyGR2xo=`BFGJj}qs?kV<DGzKyAr$2h(0kG9tuc}Zl?3dQ)oN-((cwt&%~u@
z?w_M7FN_=Aq&#~@gpbt7D?RKSnO8|}eGI)m^dftniSyY*@Kc+(@1tUBi-n6$Pr77Q
zQZY_L=x>p@?g=FJm2f6Al0y&EuqPMt@{ZMfvE%}7^ECL)n8l@y`)Rn4k2E<E<M|VW
zzBUD$$d0P5lSgJdR!<A^YIi6t<_FJk&PsJ0ltj>9{te!mS7|v?iLLP!+P7vib-@&-
zJetfxzZY@$4WPNGjPNc4s4eScMsg50v)d?26JhZS!4TTO{OU?7tq#5|ujlNYJbp3X
zq9GHsEpe15^`zEhr=dO{_0=M7gc%TI#_+1zPIPB8ZfYz0F0Ufpy9Z5IKEP==W3-o`
zmS@v9q(3v0W|2E)F+;a}PD;WjT#ib@iXF+N0v1nxnZhF*xqaaPeMig!pvl&P-qG;~
z`2(<9w2bjwj8N}NY3X_PH$NoREtp(O1$FIp_;>`es(24Nn~@ZC2*EN>Cb;{vz$JnZ
zk0Ag&tsKWE`u)7)@&r<WnA7@T#<+U$`n|JAY>$}KV==W73r;Gzq|7C}qn!79j%T23
z9sonOZAYw=;N1ooo9P`q1%G=T?okqa3^}x3YeXh$!Rl(E=6DSvPa^`mfS(2VeEZ5C
zBwu`iXzXYt56@w6O+z|hGm;w@!8;IvZva8zJ-FAZVuCdj>!43qcYi02jOEl<HKCG9
z*;O6RnJ_)g^&-03RRp;BF?V1;;yT*kehZE>ui<cUM;bN+L#r=>JJ-oETXA)fF!W&7
z9~$!i2;by*X71ih)!htEu3U@C$D7#kBM>V^+}f~}(#zKwux2O%aSjr(4@y})jr#2X
z^mC17d;K+@4H(8i=9BJvj5&TYXx5)5#aYSJlvfESif8IxVZF~=2m}IL{0Gurbr!Fv
zx!4Sq7;8`Amh|pp0^fKawO9AQXmXui!AJ~lbk?3i888lsNW$h`YglplIlih&!(i>;
z&0g;?BzWjw#x-)qOXP1_O+{QG{sn&6gr)T8Iho1VLnx`M=bZ5htAc}YI-Shh^ARg6
zWLzFuOvbb>JT>}7X1=zX?YFKH)29nt`*&ex&TST_eS_1}hB`l=TOCD2D*U-sZsq6h
z?Q~oG5%-McINMfmJbVx=dV;;1J|uU`X*PYijpIw-X1u#E@@=2cem5Pr!GqCn{S<lE
z0O|%OU^naVDH0+(l}`Oj>+rj@4ypeLL~#o!YhFXJ$D2sS{+L>BA@k}>HIM#CkLCO~
z_lUpU<4SS};qPl>{|zCY@BZ=q*+t7){lSZz*nZ~k8+v+hG|7)+P3{OS?zpzJuspYr
zLb;mz_FnYgyn>J(6REdfB|bxj<AMbH*i2rQ@5B=Ajml)BJ;$G$nkbBcw~2q$%(l9x
zC>y$yr}D~p=<SKry`I!zgK;lw#87LY{=J1farO;v+;&4P@+ES?K+=CWNMpqr+DEM>
zBj*uHjgtYcTI^GzxpXEQ^Hd8}mJ&GipAPw-g82Un<WHqi0sNOa{yIDV45?PD)&H=~
z8*jY9>eZ|N*w*QEoEkZby0$*_z1~D-l7g`8Jci_masS{$ieG&bL2C!frD}BEa=e=x
z@OJNmG<Y!18A%9^J%`oB%+Sapw!RgIM9_=q+gp*V^GK~~Wt+s0i=8^UHZ>s&3*-CV
z0rV*=BrM%XSFM4e9gi>=&A5u?+!@@1D@pOx-OHf7rH06I2{Bie;x2U|Q0|RD6N#aV
zI|4x&VFEYSKm9Hr75z@*%@fQzxq@?RuX1wv9e$bhXUQsmqPZ>BVzK>c5*G-?xW>PR
z`=gf_6_AKsf1TQlFpjUCkDz}T9(@uBP7OtOtCY@@SDBhGz>w5NeWVAT9wAICfTHUk
z;irs1vEV~2zU}0++R2lLqLHL9@Y+UvCDGJNMaXQo@lEmOyh~T6e07Q<y+2(okfE<<
zfHH_n&Dq%9+PP~qGCTeq1i|j;1Uh8GcH#o^kPH=*zrB+vT{kSxR&ws-9(w&8$5$JU
z5#Bc$H>ZI*g@lTS0zQ594V2&9<knaXgRYI@qNSb`ofVaQ7#f|CV;%;AJ=`(e_rqNV
z{(=C+9nIWpxksm;D<X#rA^DN?-}EdI^X)7jbcdN&!&v{>CMFEB(BLKD$4fALfEy_z
z`jL05j=^mXj=1HZR=YFrXgN>!a!?r>$-I~6aeVc1Bz0LRl@n-LF&WMD*J%E36_U<&
z+?!od#j7!Ge;vawR+Ph{usP!p#f*UmHMmOrk#+4u{ZE@H?5w84)eSFw8J^7^v}s~+
zbl4C{oP^FhN9WOpXzdxq^n+KAU1OcPgOi<Ms9bAMr?s$gpbHBeZlrxC;c`e3bKQKY
zDRZH;Lc!SRGi=FC;)@P==SC_1;SxjvP4qpN$jM9}&X~qCZlH#BJ32`Y?m*o$j0Gbl
zY&#|5-t!JzJJdJ>4Fp8F;&CpBBb7Tb`E~Fht(IDm6*q$g%?JUP_RH{E5QoBP<B?3o
z^L{TQtn@`uev@3cIC7gT3_4KDJCojLXV!j}xy{FJGUDbcq%hY^{{(L?<kd4y=1Z$x
z$K`Z6n?+DsRY`%anIno{5!;~ph%0$sNsJrShC0!OyYFi_RTV?Kr4+_#$uH<bsxX_c
zdkgR%9l-J`D-mV~Vod}_T{BjRl}yh_o<H^+bGyywY)S~O`(J0}8=tde<^bl8c!p|+
z952^68a{oEio{ex{lnR-JH&j~X@9(9cB=uQ__53yr5Qq-n}Jtc-FVM<9#L~A%}zD9
zbj7R=8cVSJ&uH-`-7m-$eg4>vl>{+C(VO+!efZZ{`6d4VKbf;|(t?-0oM$dBBV6c<
z*iFVL&u(~|MDz@vgwyHdNPZd*Z<+A6IiVpFo7xpogBFpzl!D`Jl<9OxWfFqoeDH{H
zL+mNy_AMO|F=e=S^TlxOD_m_-Bw44ixD+6gC15%F6pn;B$WHHsCtgP|bp}&*{J>>t
zPs+}G!6SV=omd!<(3dUO1u!g?`SV`?lN=R2gtW6@*WfgJ(GpvUYusYQL8&xP9!9IR
z9bF?#I`{j3O8)*mf_ryo&Ve7P&&;Lr_B|?Zr4!V<I|E;R0dS(PzlqX40f9h-Kp?^4
zFd`Ew@RX>@@2n+GnZzZ_F)r#dSQ|5jmW(er+m=nS<v7#TV{yfX)9FMk^FSb!V9{67
zQSvRW@vkEgN^m;tbhc*W6Sw%UbCD$%*NCUF*W9En>rKR(7-XGQ?3;NHq3A!iVkM0j
ziR*`ADuUgJY;hsqt%BX(EaKP)H%Sf)<*T}ftW?iu{q+M3zhOolt>>=7Or%#NJ1%V^
zDBP8K=~gr)4g~Lh!x6`7mfSzj`|%!_1oece{qSoE<kNS*WZ%!T_-bJ?<?=uxrQR(1
zt&DqV-(eUg=ZnRCsoQ-3f1?oR$NdomN6_@)rvxusO6L#np?PW^f!D6nUT_I<=m6?h
zyhvyB4SZ{LD3|R-AW<R{hf>%69id(yVQtUCC+I~U@ckcSeXRWp{bReDNAzLZKe{Y`
zhh=k~XV;#eczf&Hy!Y&T2m}J0PA6yXp5eR0oA9%H5+e(v|KLH`?KU<a-ouk64@p0M
zo*o}B#igp0Rq<Uoke-D=F2?j*4LeeY(AHMVRb4Z;lXTc(Ls)e&m22b62tFgE@ZoD@
z&V59mgFmn*(Us2YU(+wV8#e}qGxGFH)JeMH-;mAGCnS8hVkEuyS}=xArL>?5iA9S{
zRK>6E1{_!OU~&aDO`s5Z|DOl@e}MS^+~og${LQT0*4BpEZ2pISfdAg_?>{qx%Ve^@
z`)^Hq13h9}Xcl_nzM%tY4<Qw=BxB$9E7n^%xP?h+9vely(38POFLCW^2JQ75NLf6e
z_@(>t%-VwU@<vw6eaW=y03E{&-UvN<QaLz@0jJYA7gNkNYb&4p)<AlI8&_AZVo>xr
z#+{tTTX8G6d9Rf6`f`+&MOYm*q&PiM?><kLdK(HiSHwyM9fP8nzi=J~(>{*XHnHmT
zSIqV3PH8Zld*d?xi<9uIFQ8v=KP;V{lwH0_)!hu5RV`$CpCol$Uo?I`0EndSJc#lj
z`fvruc9h|o1fHLcLYfeV!|A|QnSpR@6m`B$%vG-E!qw|k-+hRCT^_Arp^SUC8^5)>
z5od3t$`M1WS%Jg?Ez(X(l%r{o)zj6pn7z%D@Qbm~q20!jMdO+A(^>L@CNrY?9@}Ho
z3=u_A(B95=*=>B<zQR{C09Q#@XmN70PEBWe6&(TRncXPIwyl$_r^Q6}jN-%9Uet*s
zwDk2Ps`wJGPF;@q=MpTF{HQ&7iZit$hE)k^ckv;#Ma2enGhNNDv}i*Z+E+!stAZx0
z74@AG+~ocgAtT&&52LOXdwqXypEU4WR1e-#lu}!)X6koqu*-IG^T%R-T7QSn`bzj%
zoxsz#v&meTME4=1_<i#+{4b?5Ec!l$ZLUoH_Dv3W$0D(Lp<K2YVVEz0LNzVIQ+THz
zgyuG^D?h<`=O^^1i?FxvLU85)@&}Lb`Qa{3y9H6nC)^T-kQ5t)^x9p_#t7uT?&LqL
zM(yPSHVaw5XVBpg&=UFpc~uHwV`X&QFf*ejm_}a_L2V|&{3U!n`d8LF-$GzA5S~^{
zZHSqqAPKu~`XH6pAU9gM)J@6Qa~4o$;?gsQ@^_sSoPEHDqh_-5+_&UK6p{S)Y=+O;
z!cPa<=<VV~dssc5x%aT*%lWe1ga*cvQ6R)NKt#V*D}gcj{LmpHwZ<D;pp;J2IVNn~
z&W^U1DJ7XmQzaAaP2@Ox<9Q*J(qJRa6<H|!f@m)-BseUL>e5z5d*yJwaS$)|^=78s
z#FSt5(_($d!4MN}rFFb>a4f!#0!(pzIadJkyb3&G3wV?hN<s~kII5`AHeyU~=grv?
zZk5+_s>?{`_&!6J*bloo6I;ze`e$!pz^D&-_u+4(qhw6UF~pL0dACO-Z#}xgs0KM>
z-dKm_lT~EBI1}%k7sxa{;zjqRf5;SbM+Gv?<H^n8bWkKwlU8(+Vu=W;sgxthZ{jU=
z=Rd+=eu!O`gwWoKO5_1RX8vW46mCc3-HjQMi>cB!&}{bN{g8p&^9W|wwGEhybbOb+
z8<WwFciJrKv|#L%qtegD$0~)6Oya_OBdENOt5kqYAiyoL7qYlJWVbg_SZu{w(9D3|
zCZ6l8<kwgBV0!;E<f&m;%*PP9#3P%r2d7z!aZ3`C<PQ-(yn>+HP>4@rs6xTuffHC<
zd=Y_LD8egu5P7Q*&VS>t1B~wa_+zsoa5@m0&(mbRjqGwWVnZQWMGj_fn})>qpReWw
z;Fpq!UrOSC*!x&>_cy4d$rvozXym<E8#0L(igxl<)O@a%xswuhk4NGbMyUG|D2!p4
zs2HXB91YgH*qt5tyDrDYe=w~%@8TA<1d;49X*aYyK;_v5!GDPOHd#yXbA1*;L@W-g
z9!vW})L{$$kEB*05a2R9mE`nBIwFMRYF+4F*v|Vm*E6~2c#>psWY?6lIqd|i@7Xyq
zuZcRjo+XiE*}G*Y4wpn~t537Nq>z?RuA+?gpo^lDZ|^p7EJ(#AtsT|yP@Y@81VN-H
zJEyDg3+{`$&*zwqyohVM5#K@yR%tkCzZ_!j_RSbVt1vZI;IvsW?%sez(uDQQK}4~U
zG_HM%4!IwJdQZGg{fuJDJ_M4-u2?cjFfvI9TJ32BVht`rUpi>}W2{C?J__k$6Rr~{
zW{k*C{nPjSz}CYod|@s#tMl;n^rgC~n&glqeDto28#A8ilV<(VcG#eiY<XrnYC{o6
z4`(pDrxVu#6D9p!Nl0(!;Vl8bF1b#R-~@*3swZ94he;LDs9hft))d0sUgh+(ILSNO
zi<*gAo<6vr*N16{G1u}+tD5CQhB5Ht9Fi2CSQ{QO)!YraS;AG33VnMXAu1zH!$RoV
zYDG6Di?kXa0^I{i=+=j0-2JD={EzToK2dtTp32I~|I{b${}%i+5x)OEQaCm?_Mh%M
zG}=mms-93yHI67>F5MO)UsQti+F@iu4?L#Is0dBOx#cif8}8#{>m(smN!E|wvU5^D
zj(FKwK5Yi4yZRv+I37ixE?5)0A{wxo<l~uG%i3`tznFI)s#w)a%ufTN*>BAwQWMJZ
z{vUCq`7*{BJwLtiBg>wBp42iWfmfRu|N1JvFDa$#M=wz|G>9=SNwhq-0rLYVJ>tVy
z*f*G8uKviZ!7;q~{Wttr^b?zgf5+tyzGUC5r)ev#AYsZ_B6|-(XR6}-+K<^iX#u}X
zTg0!kmykdEDvbq!glz~#`a&<lUECNg>Bki15JGKgx&-v1yTq4$rh`1}mWOkG7cS0@
zp?+XLB<?1<g^73|uE0-}gCsGVu&{DQ$U4v^`5;g3$47>K^bDvcy;9A`eJ4}pr=!+4
z1$*Na%A|TmmfxZ+Fdjo~E92Xf>Fu$QmxEOd?MS1)!9tH5HQgUZGxWxCN_-n}DfOrM
z13fR_TaRqhBm%Bj=(4w!L{kEtAKXOT%}UwTLR=j_Bs(RjO?FaRlQ}G{C7~%7n<)cD
z>kiIe{)VPgpV4sc3kr>g$kHAnyzwxl5(zr1348NZLMz?)x(x(wQli8zy!Oj(9xjX|
zFvW!x9(G1%+W4r(&fT_fX76of!=uyO^px=EnJM(@6!E;DoW<o%F3MV|Tk|}c)MXg!
z&*Eov#a8_QaY-IR(I_PQH=wZwq5Nz=CPO_|V;!nEBeq*#(0O<q!g2wZS`EzcH*u>I
zJZu^)GA)g*BK$);Ir__!Xp0&!Is~Mey-4a4&H6{4+#?^=1qGKS7G&*Oe(JV^cS0AC
zc~L-hse}k;2LiQ>Yb_ITH+PWjt!JJwmovG3gf=x3vBaNYMmHqwuKd2Eie&#D_{qim
zUUCV$u%13cb8#zl;@K;bJX;dZVm-BDDWhz`)JvLZGf6N6n+a{RP%Tz+Zk8{BdylZL
z{1-wEX`G8#kBdBnYFAH=#2!cNQAt2sCia$2o>s4=tmPhJ-2;RfTk*{Q81emY=;;%J
z!qvvh$8Hn<?PqieuIAU2A$*qaL#D}>kgP1K+<OoZDWTQRmsINmnmnIED6>)+9)(Mp
zFBy^T{8p2QkLxHN)dr#R>|nFu1U9D~g(Mb(iv`7){W#Os@yURf=;z*>Z#<#(%m)Oe
z4rA5Wk=*lja`uyN37qjPnRXlb&yHeFTbI9>0L}VxWSTHajg2hK+sZAQfoOq^H~q%a
z&o%lVl0S#TgcB!arhDWVj?-u^V%@E^w3=GDHsvO6UIY2Pt`4o`0bN5q*;agwt!F-F
zRM339Wh04D4`-xj57Z(p;ePqZ^#hQ!8wsrM0Fef_(j4MF-Enc)P`Jetv{*poViA+a
z)HBde#^`Pi)>$7idFB(eoxX#MT7^iPgB>HX3Ev?Q2oTEM5cgb)x%qc^cnu6X7&igZ
z?jUkaL^k|QBvxNUHC6;`KgXdf#a@5=?}e^d0umYSs_`f*q?ornMS7K;0ndb@8S?%=
zExZ3aP|3SvFh2mmTk694$hj=c`=0);aXhVjjk&y!cgT}?Rqe%3(Ti~JF9`NrM}XT)
z)V6<%ws8+asRyRcHk?ieMr{$D%@6;Y$_cRATM!9Ve~?0<M1$OW;6J6&1n4_w9<F7r
zSh}lFw*=6oS<A+&S6O!YBb1eXtT?fWF=ci{K|1O?O4vSUKR<lFnSn$4V%Jpj`wTx;
z`lyj*X%Sy{k~H9L9`#*8M7fw5rA`8NX0ZQ-5Bc$x@A+}y80<9{>Ab!iVbU<f;TJLW
z_2vAjn@s#{6!HN{sJ(m9eE%0b;)8JHT}3f{6~;L;QBPV+4@Og)zY*iU$w-nWBMTe-
zm$CS0o}|5gFH+CPgkFjQGmkBGMoZow5y0)#<Bs2d>wX3Yh49v@ckng4Ga+Rx&kkKe
z*}Z($zWnxI$RB{eUjU20-Aj^MPTI9I6eLear7B=eau8aT439t;x~~gl%)VbaHMbY>
z;Trk|oa6V7c!KQ)d>>uH=gcqkE&iJD@7l=<o59=HIw|fbXJTD8l5b4(Xlmhxtcf;h
z1T80(6nVK(t;@#?Cs*TJNzbX_M0^Q%EBtvnb_RooFQjYjf1Xb2pM}8rw-DfefV{js
zl9G~`G-(ot4<G)Q5B9$Whr@xNpC3(4O?>gi7rgxP%YWDAg%@66)22<NrlyjXmiABe
ztJCQi8t=|)F>!eLc@XKUz&NA~|I$Wk(uQIi?T0E(!l4_LxNpy3#?h}Z#SiAyy7!5_
zSV!Ec25c2tEJxlX#65vt?G4-(d{3&&8u)569hNFQp4d#)x)-?aE2XZoj@C94g>n;d
zLkF{F*1N24IES*fn!?@t(A0>@8RNmk1xr~Q{nQ`lS<_U*nk}!;Go%ah(^oK?>|6@e
zGw$60rpm|j;kmo$PNp%eCWgK%ml8XE<R24KhqH}`%?lXdeF6Zx%|@B&K4t1G3Y&B!
z*oztH^)-)jzoJzfOt`fPi#(Fx$Ye?lKhxwEOF!paE_B@FlhO<lWpXBV=n;ql(5iAN
zYVJpUO$}O&09PLmhPua--dsavQz1sX8w(Rs_%*AZXz4??o^9osEiITmoCI~$V^O5g
z<R3wx%nKipiC`ZOd{g{UrMOZUb01T_1Z`R@k-4pSPxC~SspZQao4A*s$F@1&5b@gs
zg!Mus0qz)D+SzHi#)VcTW6D9%=0~F`hbF5NiF+#A_9A>#9ynYaSP>(#DNv~uv^Hrm
z>+~dQ6jT^9K^8$bc|5k*o@69d(w<(8wWFM+2f7l|tRn5(vm_=+DTtQSSS`f%TLrOR
z0yYkJM<dbjhF2c98guzR(-VbA&eUE~MpO>O*;Iylh#p17HH0-j*e5N=rmDq*LD<f1
zr+VT7+$%OCYAZl$l;f!D#MWqGaK3`U?@WeO$C#rZ#BDb#SE^);UmeYLXA3J%L~yN0
z$$>>$dW@E0_$``XpL*icqG)y~uz#p!c$J;pi%}TIi*f$YPFG12ckO2G%3O%^yGE|e
z&W1_@6MTg1jJr#?-%~U<cj5A_O73TtGwoO^3fm5ro~Y&O;4Wx_7jbLWhwOLs#icTb
z=@FG&ZgOM%BsoJ0_A#Ym5FW{$ENjhV(HJ?NE`9L7tw(dcmbce0M07WZYnD`cP1G~x
z#%&aa{%kNjAWhPh03^iqI>x1zEJ8g-<L0G8XOSYSxWMK{3wN#kd3$6k=dw?5wOGSa
z;SUsNjl})<St91mB6M^BpZ{2b#Vn!S<j1NP!uau<NAzxdfHW+dyyigO{`M_AioW21
zhYZ8`K`13r%uo!ZtZ6l2USHzW7Gt{c5{fau)BE>fd{tOM--V~Jp8A=SK?5i{dxaRI
z1f@pLCz9J7q$jet6x2_yL?DsUSg@UR&lG-dzQ;%5Gbt1lVJ<t&F_VyY;$Ox`>hbro
z$atGt;}u+06Y-J8^6b?a#Jlw3<?e5?r#_3E`Ub>K3%9Dj!?oQ)q;Ci+_kL8C>v(3M
zFTvI4(Te=YQ1s_PjTd`%m*P=uCh=h&kxmg2?ny+LGx7C_K;BzM#JU8WP7O74)}e55
zXPtjFR-2j4FTRRp`>!bbMPoG{!x29Y&EOCIB8!b1f>BI3h%oy;Ok0k#t`_Id--AdD
zRYma9YAkg>;V?FXu@g~XAH-f0u%6hAv#kMy|E4h$2+-%0QQ2gnS}tYmdsC71So_aT
z3;!)Roi@swUnAW6%RlzDT03wPD-r%1IqNWGpv(UP@90mFsQ%2IYta|cT(k~J)N~Z4
z5IP#~Ayoz77BU{8NcxxKH0gguCJw<x(f@yRo;tgp51*exi`13i^A0>@x$J)`id=Cs
z{oIC8p=#in7j+yRlFnC}v3xDjVHE&wK#{-K;B%^hRxbs9%@8cJP#Fq2Zf@ud4qQZP
zdUbbU%+MwD@{K^h;{$Rk1YFcL;^kE1X{yBODaTS+j>s-%;In-R81X#zg3HJTyhzzk
zt5F|4i~8vW2-F=|>oO3_ToEd~XbAB}Q~waRkq7=#4e4)aeDEC3u-^E(KgAVx5=s|B
zok^58ttQ-iBLabdOwMD)Oiw2Kx3AaLo0lmnF2HKF^5ne5D3$-Y7V*N58)*FUBW~cq
zYlrq?U+_5}N2*A?BSIuH($J<L{S6V{Kee3vX-{ydQH($*A;o_H7yVk0H-w{2QPR7(
z1YJosk%9(<QWZL@7L!TLkMo2$Tl%y9usfGRG&Jk#iAWOCAoaugju5j;C(9L+xpZVd
z`;X;d(krOFd-Pwc1-xt5F8<MH`}XauU%wuw)5)bvm;Ohc|33vnp^#a#9<%x_Tekcq
zk{6(<sfoRN_X03??%e-Y-x;+IhJF1tMLCrisvJ1B##47;BJxmAL}4}#x7tzv^pFYP
zPeCj9<l2W*`1r#To_i>xUu-Yb0yQ2pKc?>DW@M`Fs7jh~y!8rgnZ*c3&*k*YY20dY
z64Y-v<=;fJWcyg$Cyybs=sxc~JsH!Rn<(10pQ;!cd#1IJ>z+ehMLM@?Z(_Au0SNRC
z<d=1OiHl99b81i8x`|k9?Thq@Hug{7jpc*W%<aE~amT;=3;6?33m$75bTk7X5{oHQ
zXHumXB6Dg<RQ5+KmJ=B?fnZAoN4=ypgoGm!`J=GeDB~d#ftXS10mQoa;i9roEpfpq
z>cC-)gaA9M$4{WcHy?w43FE_J_$WD*7Xmf3Iorr>HQ|(3p^+sLAMZm^kR6%al?p{N
z7%t;ec8L7SBQyytY%czZ-_Cu_-py}w_sxUk)fI4O+K=2F>_gqbCTtohFV#H9vwh~W
z;rtIgtND@aIRX6aU&sRGAu7VU;3XGgskhRozd)hOFl4fk*cz(|^&LdX_^vn-2BVDV
zhOE0A&0-^RcQJ0Uk=)iogysnxrbbFF5Amt0q<@7Ur4ku7qloH@rM%_+2tlX|`QE|A
zXXzPN(@t0~6{p*+Y&p`-g3FaS1&NHZbRr1R(b3R`xK_Za{sLmY-Hl5}1HuXk#uR@#
z<ym-kTZ^R6L>%*9#&i2R^thw#y9C+N3@pVOE~l<Q?jj&7^B8`eV(el&?j0%|P9gPz
z7QU`h(P&oCB6ScU5U_d3^R#xz7*n98)!U8sux4f@q;Tz^J7>Fh;2kXGc0xTRdOxC@
zofupiiSFH#`c^+o#!mXVHE}j>DMh!B@^D-O@mePacQHS`a}GC&kUlOJZiq%BaSJ11
zQUVTr6&5r2J+};(7Cpi&DWiLj<&HER`xOZdfIt$2-6X*fV4+WpH}{X1VDH>Pg77zT
z4(%qPJ(^<MB@Rgy1lYBRgibc)EyPzkjZ5lc>dMXh)OLeqHL1Az_r~42ofi&%%e4|U
z6E#0GSmA-o>3rH1VI+7sIrWZ}NriF-1~p?8WwB$A35mf#dZZU|HSVNG!z+t6;5zk1
z@^tNt`{e|2M|PmQ{yMVC8rlm!#V!JA%1fAUy~@rhyV$7|a_QPTI2+0tKPr_*w@$2H
zE>sG{7~3o~kDZIiFPQfCR${kX(Av!$Y02Qn*roVO-PmV5k3bnnPoerBl0Sg<&hu!I
z<0nnvR_$%DsTm)eip62)LUSpPni{xYaRPnSBW6aXB6UloqD;%{W9H*5zrr!qKpNds
z3A9Ssxi=G)PDs2#h?~ucTIxc8xq>j?0L+q3{Q8~3`1Z%tPWy}wm5rCJx3IN$@LliW
z2zTwLG%5l?M<EV}1$pWVe<zE@-JZn!@Kcb<p(G1|e*nU@?;_|LhG5QgEDbvm1q?x`
z6CzS2VLQH^&QFFTNEv}>#yX@+zeYUk9gN}#bk*%VtT!@fz6;VWEC1oO`Tqw50x<%C
z7>DD}+?*Z~^&jNV>2%Pj`x(!u_b^oK{iBUlUqnaAR(umTV{<goA<M=)ZZRI=Q~!?q
z0q9M4(a3xMkI&OZq(L|{iNtmpf<bcX>k}B1QGhDIm+RIW3_VhcS>8gDZvZd5X3)`4
zN@BVc%Yvb7znsDPN160r_Bx5#0zT3CbMD=rIKA&8FD-wD$WSMjwjJffeKDGlAYMpx
z=l+Mjm_MG1`&bXUZyV2ym-`aXe-^e!8xeSW(0TG*Jnmiq7bjL>33_QQ_CBMr_n$#$
zbO8RoBT#y!{zLL-HIyS$#bdB#Vsq#SB%W&W&~{$NRXOyJd8(3ZLjOYrkbf3~`wwO5
zlh3hi>5Bi7`~i$u`Xatw8r%$aUj1YZ?E`!AL60ad`Ps1wln7&G4ER~b_o3^#dS8YR
ze~i;-GhpU$R@Md5&+Nd@Si+I6-RXPh8?2jOqN85|o*}(Re{UMyqF3|gHGi~TA=GtN
z5hIgO8R3a&u^Y~YOtkN&v1q|6e)^>psZz?krT;yx=Rbl#C=~vu8bEk#Hcd!KASWm1
zUq0CXCaSBeiHnQFU@$Os>QuID*@CaHFQuiWEL^ydn>TL~6cj{ZVc|cW|4^sX5$xth
zReL+FkFIm#-Ph=Ma5w4N8$9Vch3&UK!}9!TX1%%)Nwki<9jA$U?R)&<2H@0dF&x~1
z@y122-KnO^3#KGV!LJdaX(FA8{ki`7JM?+wS)%5TMByIKwE6|SDU>2`S<A8uU(+ij
zk}tZf<XGD+Ucde$?%sOliR@e|v}3S$pmJ5>r}AS~%v?r>jzTC9;&j?5YhFXR*B3mf
zdV|HsP7xd#flo>d?jl#(9Xh;39=z)LJRTx90CJm`QSF(;Xu;$9wCl~!Qqt<mN1FbK
zg&N$H!*DvCIPGT4A|c0&w@J4aFwuB}^RE6xI0y5{TFn4aSFYB!GRdVJQ;i9U*qxi6
zHKd#Bc+r0n-<RIQf}O8rp#%pG=WyL!wmmZOWLN-)N}5>YZD+-aQf7TsLV5pKysMMw
z(Q=D+dma*p1Cy&i7P*obl`nRqmKJ*+da<75&!$mdG@0bH<@hE_X^3jTH{6pd_e0z$
zb)j2ySHj%mn7iaHR-62&%e{>td=;&ATI{ArD5D1>oEVLJs~o#lfMNi&3nX-y<(Lc(
z+%vCYxp1FayNF)OII4_$2^Pf?moS+}!PR6GRT8Z*V%emmOQD&NZ|nK_T`$H5j6-9U
za^cIbsS*lUTw)_UL`=(&RveZp=AJd->!BuYlph}_Ek^ju8X6+IVeb-z>Ao9@^WUUX
z)=6R0Z~s5`&N57nD(~BOb+vnsyL(3B?rua#2qCyzSe(V(-CY9&LV$!o65{SM$t0Of
z#@(l<d#2s${lGr#^0Lb=yX^AF+}AZ9`pmJC)Aj39e<5vm39ci%5yLGQdJR}lb+Fi=
zz!q&|WO5_}pR^I4R78E1f}MW2d8v<r-UWR5RU4%S1yla$B{5|Jw|`W}J#`YNLTQwq
z^DPg!#<FH@fD5ir;u)`_tav{w-ssQVu1>xh(2g@&&xukGH>Fl#j%eW%XFeYfis57H
zX5upz;JUk+-EJ4Mt9Fq%+{jmZ)NH%_Y4G~kJo9pv*YxAO3$y6{^lQ>00@$Biz>SaJ
z!NTT5RN0-Z?(f7Emd6Hd0fKcM+doqg3=|QXqGm(bCA<;&9j)`u=eBQe=at5(?Do&W
zs0#3<p^17F^mrZU6@Gexr|EPkNHXVec36n%{?|~;a=7{1H2SUm03m4zLGK6#WjYAg
zwX*e$2CrVtCS^2P(ctK<W>)1<l0F;5!&e-lC(1?9UAZjHN~W!I53^eOBkyg%J#8dX
z<9^Kj9>ll*UgW8BxT0evSFQaTr*bg;hR4#85a7v2ZA7F7$Sc-yz;lAP-rY=K*E+ge
zN?AKDf+YnvV~}e&=Bwge?`!l{3OuSSA~EZtpM4KGy(KjCEJJTNA4S_4E;#T!U(Vgc
zY46uGxQ6oT{x1;i#dLVOc=xOc*qcJUa6;hm1%KecsSokV;%Jv-RCbuyw&p0v^kg-M
zk-fEqu%Jj@$}m!0m4us(FeaNA#WI?=`&p?fV|}ETr$$<spc;WEGK$mPrSvyM<JBF;
ztB%4l?}yZyQYeIb-4}RvZA5qZ%>>p?M|0s0WLwt!@Jd&ZL2N34L=FDRl?ZKC<by6l
z>JjOE{w@OkZbVH8MbQF6?jRw5fc66=luI@;rw=B5(m<5?*ZwvSi@!l<?@AP6Bqr_n
zpZ(9~+JZmWPNd;H9Ce@Kx1U1PB@=WtV#>J<nc|0F&>g*>;R`eoXTJGowtsG41>MfI
z#940om*!dFt>&W{=TV%eXWro?RQ7|c8QDvE)_CHcwXyEJdM5P9IZ7NOE4-YV8q1sa
zzK1COc|Mho-OsMCcc5_elDG64S{tgUKeUapSN)N+k%LhsB@sNhmX00ovFFN57-v6&
z<nACM;Z}T`?n2N;5bQdDe`guK4jr1?AH$<MfHCa~l;$7An%~ug>znatrYuJpG2~~*
z(NpmXn%G%*<Xt#ChcKHj<Qtx0Scik8@JA74KiCU?z)f7t^T>YLqU|@KXX|%-bi?KN
zwE5IeO=8wAk&_pWWYdOI6v`#^+q(#NmEsZAguJ<UWC4r`u@uZt!@9W^f0q}1gq4n<
z22%_uQ#6cx_Ab8N*T(Tpry2R`0lrLhB6osvxSW0Mb{x9n2)zb8gpofimium7!i1<%
z^z`&#GMWCh9Y9Hv_*;JfGiJ<S#flZb<vILaNJvOv`SRtcR4P`jT19MZEM~Kr^z?N0
z?Ae3aY-ZJ}Rlhp;^^*~LLS8S)!)A~*I)M!rU&)5@H7xt`Y66#TV8n1OXGWLP@%{$f
z_ufxz?wB9!VT@)Bm)?ZsuBRA3GJ!#bg?xC(&-#5@w(YE>?CB>tf8FO4-f%P8uzU{s
zD^RJ@X$*EzD%CS%#0Zw3*+KHx=kmzjWu!-&Sd<sZqRi2(y>LBChyH=G_G((qPVTLG
zn1Yr0ymsPM9DX-O^%zbz-^3N)end~0hgn0<;pLb|csBZe-i>{hi%bi-sr7z}JwJ$k
zi#(6cKrwzi><O%8YiBEuMczpu*oIR6Lu@NS5Rl2$XaptaYRB=E@d_ejMlxlYSmbV=
zHeSIz{ZPUcTC|!$#K}8wN-Dy-^GI-y<%7B=w5n)Kp(x7jP263%h9-Y6VX_uh)VT>a
z*Rk0a!;+yflouFCDXyYUtm2#0A%wygp)!spT^vQYFNZ3bhNIbWxH1+Jp`5_+3t!>z
znR_W75J6{|AHgdSsPPcfF`f(4W{?_|$|bix!hO?+(Ry+>q0|}Fdz6T-)ASf4P!AkM
zMnH#D4MqJ0`uTiJ_BC^1pp*0IU|hc<23>FtaUM4Zgiewb(`gQz!r5|$40{&!S|cZ0
z+)Q7oB{m_Q1D6_^xXD1b#)vXLk-MIJhUNw@4-W~^))*x0cnk)?#U+`30zQd?I`DpT
zEi!)^OgbC4Hk_!UDO5gr2VMJCkXz|TJ9a5G7hZ^C^bk5`%q2MN92zTY(Pe3g=uX2D
zGSVqZ*!)4{0vIojpro-1Wl)aIAZOaFxqQCr7;{WI>Le2yQ!iIkC|TDKPWxF-lo5J-
z&u?Uv-bdAV8$BTd>8)WjmTF0l(6P*{B=?j7mEfW}w}1=lEPNMSkN)Ba!u%cr?-nAc
z5=o9Xv+m461hooT|5(iNeu_UoigvDsX1k1}eXGy~0~C(zq@p5;abg6MqOQQ$xr!tH
zJ7_8&Ms?*08a~!Dqx=y2d`>?3;w=i|$8yYgfKds}n56(iq#UkJ?_%+gZmR5S2v-Dn
zYua4i$&cm=?G7UJ(d?+R5x2XVpjwZ^o{r2^$now0Y;HQ6vM33<6pYZ@adksxm6x1c
za9n+ykEet&wn~rt#WHSL`z{YPmM~7cjIXpd+P+vpnRWm@m9L{3{wTg9Px4^q4Q!2y
zMjfH#;FsSZ)11Sc^Yv7Ef{efT62hxs$Ca0&nzfkv#uBEthGCFv2uUG6c5k4wy^DEq
zvrvTs{Qnj^k`$oL{tgaBF2<JQ+<WvbhA7P3_w8J6U;PGuSh)nd?IbQk7}qbl7Q0Tz
zD~B7ocETc_DK6%i)j)FCAi7JBadg8W1j)>~<`^=Mp1}|VMR+=<juWIr7_mz_5)9>>
z+1t(c=3Z(?JJ@pD`HY#hfTn@5yubM%nI=6R^8qAx5V8LS0C;MuXqcEs>uayj+3dve
z?hE)jituc_7S6o|#w~!t(MSVF;ydyLGM^E7;dwv|-FIDy`n+3-{P+m!*$F73s}aJQ
zvDY3(Dhv@&MUkA|iX!i-fBhlxcQ9+GU~_H!S-B*IusXgWTsIE@ee(I3^B+PTF$#0P
z2Y(cQ0Fj3C&?@t3us%#k^8KWrZs&R|x*7lSJTp~k_(#Vu*qFw)DP^2c4P?T%Lx_8<
zhqN2U@Zs6dbF@juCE4RRZtCUfTVDK$_yb74<38q2PG`ua3us@vmax*(jJ!*W;=m4?
z-*}C(C5vg<T}H%+^O?PDEe=gH8f_7-u8pYA{s4L2eDD<#^aUX@6`$rP=ImR36n_9T
zZby}MDUQY!g#17CGYAFT1l%ns^l2E>L+}RbaXYpn^ERWBC;lk@{CE*j{71wefMLQc
zrbmUb+g8oUW<B8x#*n+ajJQ}CosxyomuH}fb)yN3MKJZELylP6%DXF$uvx02Av%h!
z3BxJ7ESjZBvD}xK&6O`6prXE;aUUO~LKTUv+fS@gPNTz(S8<X+Pdu@+6WF)*MK(S4
zGBxHJ+|u8UX!2{2g+d|z^3Q6uvSGspCQqJ>BuOZh%D<UD?SC3`=FH*Hp+lT^-g(5t
z#Nc+jNlHrMs;jQz`0?Wm9{lUP#{e?Y{WRZmCrB`4-Y~9yY6aPEc@ds%X31rP7<k_Y
zq&|O)Pp`^gO8U7!Yp=-2BmDKR89ehW#t(pLi9ya@G@LoxHlfS!k0eRF@7%y4-x(e@
zFT@#gvP3nChaxV*y69WhO?jM|Sw*~8bT4Td0hK%!pX6hU<tT41e24HlHM5w)<Kv&@
z8|Ov_eLI+OYwlsxCm+%qX6Czj>$oQTB6PAp2g1%%W${|f<1DwY;zjE_h+-_cfdXFg
z-pa#mZ}L*)b419)@C8~>ihtc>S`=iM<O$4{kD^DpkN*nLeqn48Z?@DRiFTrmAxug+
z`Enh@gW(MGhjCfZLz6NIgCYshA7W;#K&__<(V*v~{4@NjM08gd5%fSts+FL}$MPs8
zpCm=|NqQ}+#1sPlEM$Rb%!4H4v00=?TuJihhxoShN>0S7P;9esJZ=keo1VklD!A#k
z_qb=lMB1PF4v!%hy>cq%=3-j(7UJ{gkeDpeRuW{;dA-E;v*O5VqJ4mhRYSY^etI>h
z<{hMJtb^Ej6Nu`pVYk9Wlro1i?YmIfJS1f#)2mfeztM|ZlZAiy5EOMzqK`B%$Q*|}
zDv^Ez1hPT`e~6XPlzJ#v%w~4B8hvvctBxL`x>JK=!A<A`DtrM0kp)9A3{E9<pdMfI
zX^vPAAeZSdB~7GDs^n#TBR->_8%F$rm=gkeg^su`CH5dF%z9QG^&uE_2qB2=ACA%z
z&%P=hqdP?WZaw{?&v1BA8>h|$Su)*Ca9lFoDJ_gS43p0?(twuqb~!;Q#Mr^%*u6SD
zb`wj-rStOF-y>dp1<&m_@m~Keq$S&klNs6lhK-~GHLvVlgCt2LU3m#JRA*@RC{ZSu
zv0Jt1y9d*&R?{{h0$EVU@Xm0qYkZxux}j9OUCY#2kw~+y!I9{pXIlmNxtDRj+DIU1
z;X%Kj&ZZ5x^=i^=cHTXDjJFSc&dN)d^7Y({DR8tC-MJla?@q-0D|xSK5@GgYd}10h
zLm{4F<y_eBCT1tRO^SUq-Y5$NjdFrLt;i)i4_Jm_&rso+H<R{M3o1i0V|Hb+!oGlj
zKABfzE2)k5;NQKSMa3WT*xp-V!0p5weUsY45hV1MFkF+!^ShVxZ0$Dauu~l!Wcu?D
zv-M0JFW-GR(z(;ntyxc(yNg#EKc=pEA2N@H`Oy=RtHTL+yMA0_k`$oD_Btl*G+L?-
zvT*autg1OpOIQk%)5fwmdnz$0=b?^@W%1BS%ri~JTA50+QOPUi?MznGG2Im4jnx}D
z{I!?7;{s3BpFzIt7_wduL3KV^QN4tPCE*H*=+pI7?b$?AuY~oSDh8MeC|&z8Z@;#g
z?!&Kh;e}@8aUFOiEk1KB+L+-4-EKNBnS?P_L+r>H;&PO<R&;@-Kc1Z@33i@>h&ZIw
zT-;kOMUi#^xUGn(Q|Z2O5vF@yA{doQ?ZZ#ewpB%M^%4BUqM9_014qJ{bg2Q=sAmvl
zKhK@~TO$|EfIuMF{gd(@&u;YU!N_EP-aHUw3Y4b&zdA3AZaQY|bm}_q!sDw#k|equ
ztMG?9Q7f{3R{x)2;U%}zd~z@Kjom!B=24E#Q8Ibir3}61LLPeZJ}y1~N{Uy0&G@BP
zVKJD0)?QF3usr%EkzM7CT0D{dci%{4#CT$^oJ`8S_mcbB3Phcr#&w4Y=4NC1v>1Kj
z5+q5&UiJ*Zjy60ycj1p2gDklcL-btax<7|)k$k=Q%a)<)e;fL=%dwX~|6^=F0C(#K
zG*J_O{G1g25Fn6bYeJ)+{9}1D<;3xiJ8k}}2!cS=k}J7B*2LOf8)@!npkI784<`*~
zNXrR!yzw2;&NL3rv68X=B2HaDfPHah#y1C;mNFDuPZgFUHq;GqBxN2X#&D38f1Jv&
zk9X4BYi6_g3^_UrL#`Q3ePt^eZ8}5WOy#0$7Lu+{LKH-%$S3f*|7&{a{g;pDXR_IB
zHZx_)6gF<$$jq5DS+iyh&ph+YzdX=?7YYgrSiXEY&CShty<Y0->Uis|w@6A#`umOl
z3LiH4i7@w2cH#N>n?iW@e9DMu3%+}!P~>FOaQJ&VQZ>Yki2I3c-CrUo6liBGr1qux
zlsq&9-O_syEfGkP#GB5wm}EMZ>gSRy%furpIOYDcXWSrTE>C6MNUX+!CJ;m+#&BQ9
zGn{Lj!<6vxe6;Xmh9nH((=G2~s20g|r4vsQ2d_Fz#d+oAY5)4-F^GDeiN23)Wje3-
ztYx3|AjRD-K8^W^Y-I)j!B7vP>~C*9E9D8O{BE)s#$JAiFKAFZ$x7PK_x?B<T`l<C
zR(yIL!xIWPEp!mC>Y+8}Bn_b^(n4C=BK?d?-pc-J3r5t$o3~*}OQUjD8rp3wM2c3T
zL>)mfj#fK-Hzj~RE*gJF9N+8@^5JAJ-&~hZT*^|$f8N8!wkJ92?V#nA3@-cj3szJg
z<he^OAo$#IoWUTP?6Wx2U5O75Dy;!?|3reWc9KSkC{kmP;!{x><I&jt%<2?Kbty5)
zMq`LhA$V;zVni%TM+GgBQ*Z?9=;=DmjMjLZnXzo{?WX$4gPf81FugPz$48r}*ngZR
zkAvtN;<1&1O&6dwOTmCuT^uS{LfAkphJXQOFouU58^Px$AoFA0y8_qH0@??<I2lqC
z-{iz6vr%>G2=btb&%XYQ$%|%iVcx~aOKULcji?<#JQ64ja<b~uaf&{i0fB{=7Vure
z4h(V`t~NUcDZs0fs|XzHhpEViMQfq*)OtFz%@lPjSuE4iX7Zs9LAt(|5?=?}79)pZ
z4dhhS(%2oOE!2p-|6o4&&W-2t!-RE76zoZ1XGs|&lk)h!{4klh{piw$@TN<gdIvhA
z!f4-k2%kDgn>L2r;Z+=3ttVtPvTI{3<^&xPnb}koOeRs^M*PqSHr=%mMRXER51PV`
z8{Wrna!}T@0Tc~P<yyA(yMz%5IT#bdh)}nn(QHCH;RRNF@+D~}T0z!})fa^^J_?<%
zideUrwdw}S4BP1H>7~~0B`wfPrzV7Aw~sTiYWCc}j+fuOm9FA$w&)C0HHbXbSja7z
zxAIi1gZ@}pf7T9?0v*gh`~>xmMxKtDNn4^wU9^IJ1{e3vd4%M78g732My_bRgU`qI
zaQx^o>fhVM!2~}~yfm5Tjy+Fl#c{0VC#kemqBf@Eu~z}$_19C=c^gW3Do^j*%9UHc
z<Csj~{4sX`89deG;K@o4LZE^t`(MgU2^XUC>v`kAE@aU|nHFin*ICJm7rV%Ot&AjR
zIJb<qQaN%a<#LIDejrNW4DR}4)Y!gcQ|)IQI`9Yw%j-E>sO7Txleqc*FBtylJ}w^<
zqTmllFbusNMbcc<PCtR%sfePE&c*$y4;uNRJdRbzj8ypJNEsDH^PW?Lf|>NbFcaVL
zm+<Vk7J2%)1d2aLG3ha^H!nt!l|l7e%dxIsPt3)akowAc!Y+9a45#@1tv$@R$cH9<
z5~3yNZ+-{;)|j<ZvAH(=_&F5v(AE0|;ra!?svo0f1aan@=ya^4s{KlWAqPoe5B|+(
z#II#Y+Gr*jN0Tc{qIB)oJoM<Zys>*NFTMIS0|X_$Qw^NXQE}n)pPLl?7lJ~G<?(k=
zWaSg6uR^)oM(_F$u-<+#&Q;5Zz3M7-g@x4lccaQZ3(rGyQ60CTSbqZd`sZ*CjzDPb
z!gRwP{D&ST*mekjkgE;PmP=3${3C*>L}|=L9We^q$p;9yTX8mgg}=8Pb=0^Y=OPnS
zgz0BvjJ}%_isL_)*K^_*13>>fFkEmo*`k-+QN#Im^IBeB`7-Z5_b`&j!_*iRt8{9j
zgtOUgKEgXsUPH^`aCSwRDBV=Ugy;l}>Q)q=T8a9uKb58J+?;hep8Zz7%<dsk9YuI#
zfQMgQ0Yh}0^;SMBa-K$%$@$LnL&%pzSv+&)Gg&9!{4XENFM0v**|Uc+W5$r3o&95&
zls^7UPfrhL=SQ>ZhQ%n0CSq-FM;22<M8Qp1-@cZ|XUB8#>-(_WGn*4ha)v9H5<%kM
z>~E#_YT_M99988rP?5<NZ!vj_WEN;f|5#^*?HoEiiCiD^{7>4pP(fAC3rL}n911$Q
zCH(52_3!q((I|d>erK=0fiB0F#940sNqJ4jtv~UK`~R`Kwi68XV9}q&C)`N{iL_J8
zY;LBy>1Fg?ao9yO?Fqd|lAG3sUc$8&0<kfuYaQ$tB$Q${@#<EVAFsd@3PTDW=gqVv
z)_6uzea;3f4kzX20<2N7n4=@<sQ;F%*WFz5)>3vfSSePVp<G{%IuvAhO@OSj%@~qr
z5@#Gptj<VJyo`>WYiRA*&B2th6lvz;I=!AIy@s$6^BA$%K*u_`?A<t2njgYuN|MA=
zjxR8{bPPV7fVR_v7!g5iemrG+8u|8|7daC(fH6`HlKm8;`rXWD=^dP?J<4-J1fLI;
z(Y#oP&mQ99Cr{EmFNg4iT;BR(6HCRlyqu8B7bhfk&(B3QHjC#jy_rz1frzsQb5(dY
zk&+)#m&*QBk+b*J;B3#PdEZKsV#Db5z!KR8TDHT9Eho{*%zTzQjJ${pN;=i-a)2%0
zz&jJp;_YK6knIa6v#pCapO0ceML33HGj&6Z?4JA;Su1C8{uOqjw}s>HY9KVM9-S!)
zWl0+^c;hMB8cRcLGwY&Mpy@&tCFA|F77krAlS3zVal?pK#Lgh0eNMita>KrScBJ%h
z;|KG(_q&f-f9az<_~=~}Y^~?GV+2C5ol)%_JU?_D%6`c_-CE9`Ls{5bGigc~#NFe{
zsnA@{E8%(`%sNHw&O@A8*2LLwT||Pa0;XL+sOc2JFTUZZ?t1jj4n8BC>(V!3HYgyl
z9Yw+*WECz3uSjIpH_HhqL^`zNP+sceiL$rZr5efib!yVu5;1#CbR?z{*|3jO{Zlz!
z(oL`B42uc^<R^_`S6L&=gkwaj!g)PgAU0J`{iGmY9WCK*)m)S*0i^KJJaOzz7T14E
zsQ*;NRojRSr10D=^SLBc&U0(Z869;VPx;nk+jfxbMjHt&8WyG~+4s_7o{WBihTaCQ
z-+DDm3$A5Q$Vo)TdDL{=ijT!y|J~g*1bUd5VkRbhI1dbbh<dk;*;_y5?zC*ig|^^L
zpGS&%7&m?UCXs4C`+X5i2((b~Q77KE9;{j)6FUzhw<J+kYC~`a(EHVdt9>Ly%p^;$
zrpf4}$Gr(pNQ<s0k@@exgj}fvpPNv}NqjpVMNFGWsCF01Ne?50WzuuUEKY2xqPgD`
z7A$*>P$0mXYyU|9Op)kt4GlXgh>%sH$}^*$HlJYWdK9DXq35mlkgE65sp(JJ3$LPx
zi1_h4rGD=rHs5_eQ*Rtf{EQnB)PLP6=HEp~@>AP+J86+G0?=Z69j&SWlV;2>H~a-8
zDS#mS_91zj4jtqB7hmQ;&mrFY@-Q-$irV|`MeJ9|%a1(9Mc;lxLE1m=JRwOTYC3Kv
zHS9T@E8oLkR)XRFr>H!3DY|V#Nx1Pwf+gF)7(x9zpJOm9(B|f#n|~1@S1Z2a=Lp%(
zK**13<kN`ZKOH;ZYNWU7EfmH)bV-Z<su&Iu;C*i73SI@^18!yskD}(UCvW(7VSD3g
ztXsCQI%^nBHMPX1B$0G*0~w-{ymyv!qQT7_Prk&X4_<@60G_;M8`+;!5uKAn|2!GZ
zo6FHTO~?Wv{01H0D@5$UI^w+|M-rOo)kg5z_g67V|ARMpNDA?+<4a=2FlMQT5hgRx
z)zd|UDdJzU0sO_gE-x<+fZE#Hf2#BU3*48kBQW+-l$ATMbXDPPD#urRH<pWE;MOOu
zM_QDOHfk(sjvX8i+r%U;`<s0!0xojZgRzQc+Ctr2uA5Gr82-~bDm_7GJKaG$7V*!v
zB^}hE3BdcVT|5)_;$Q9mpAmlmN_i~4VCzrHLXsCj__-I`PunG6b8SRGU><i+%Q2>N
zJ)w|`D3uaRM1S-y2WgB1y#>4MWA1VXc*<AAVbvjOye@|8+i`l58Jg3=#u5`gF`P|-
zSQe=E(7G&@Z|0sP%~6b2Qc^9-F(l?wdrK?NUhyRhz8{0hS42U=NOb2OLbbnu?)`)D
zZhRK6ubmD@GUBN+?5+y7rjI4oGK{9iDl`O;Yjq62%7lNb$byH%e-wZ4!)t&$4d;RZ
zi2floPV31=ns=W>BZ=t35(u}IQ8{HXao=yFqx&?oyNA=2?c&<{a#kLWqSWmnDkB2z
z@L{BXbQF?3EKr3};hn~<)n8&AFp`m<9mRTjEv9J$sBNeuz0$^$-K%)lJfC$%0p=Ck
z=}4Y{KP!gF>J7Mc8qSx#V@Yu$C(=|@dA5`Gc@J*Mi$bNLTnr+~<XDOz)aj(B*@#Xd
z(C+TVQ&z~pdN>r);>!9ONpd1s6+~>5W6kVfZLg8Rn?~cycQS@L(sG+<+mTMJRgVr4
z=Yl%o8Yj^rxS0^B;`P=<<ndF{=f)EnFQTelO4Hd+CO2w$?X6E3Hav$7<wqDgbr#a*
zml<)%5Dq@EiiUVOliIRaCojjOm*H)VrqiIp7qnqA>uL4t7?`FeYvyG3zxF<H15?=Y
z>=7=$q#Z&bWbyrw!gmno{gzP1bY`CH;kC|*T%&!HD3b++J&H&7lv7}9CKPC-Q!$o=
zewm~;7Za3%Y--3t+0x0r@D4609D!x+Ap*Vaq#SgU<a6Q*$<S~1(8_kE&L2r_X*7q^
z>v-&RG|xNg>90_s96Fk+HS0*~e=pj$O*}c_bvEzq#(H!enot6sa5ak#b<#HA45KDr
z$y2vILgck$aHxZ1&KN?VA;^i(D#`t{g_q{<#3hJaKk^0M+W$u`49j9nOeV`q>NwE+
z5MEO%cbMx~(c|HjN%v9S+r?R1KjFcm2`o-2q^Giij`j^4#6+W`n?@;v3!_f6;YAm@
z0XO9hhnc-NkI_>X@yO<}cus#qvSuKXc#^QfSPFYA)H`~Jk#^w=T9~`$RT_);^7+7l
zoV_>?nJ7chn^8>o0~pna$zwrg!t?AURPU>&#*oR9Wv?MB6o?81vtD|X&lX<B{Bdex
zW{jg_hk@|sX8i9iLs2vb=QGdY>uN+y8A#SsA0zz9HqGaBvEzxCu-7-S<eL?!P5;~j
z?_WhGD9|YjsqcCSovILju;X76f55**`~k!d>5t0cM@mWM<7*c)_u?A~`FyPY@@p*T
zPW)Bk?}vHHP|D-*(Te`Ot8sk%Djn}#P3#3rv8~@p^&NK*wd8!--}nUGfC0$%twwvx
zeE`U`F{np9gXDLBOobpSe%8NSn}DU@k)M_SB_eWC89+5hu+dH$1OMaV55RQQt@M8J
z0au^*6tc7|8u#wR)O8Y@5QRE9nIXw=&$}1!)D0i=z@1mp?@<j$8`BuFv7CyO;gs(d
z2!35d<Hk~YI}3^L28C$G8Qy>=5W~wKE@hH_z>nj}1R1yL7jnd3!RwB1aZ5gefxy3f
z9KUEe+12%fy@|<W`lV|Br#W@D1>ZZ*AmmR&vG8`3Gp{9h?%CL1ew@&fL=35u2sh3}
z6O>UGI*i0$-*9!)i!Lakl*ch!J&gI9Q9l!Z019~w!&M2q+Wo;#$~&l|)6>E{^J28J
ze@^KAEd)W1B>nVe^Z2V#D^h>4ol2g7FVF~pfp7|#gn)q8Ux!MOj6Qle3SSfU_C{1~
zB}ADExgdH1RShTTA3u)dFeA0j4w|G^(v%}8$ZkdHAIwWtyHF&~#WSFskq-<+REH7Q
zeUvdL_Yz*(f=({sep$})d@m}=kMfL@o-c;e+<yn@8Aa4SbPjE1iAL`U+G69`SU8uO
zC<RHq(OB9l=rou~xOfQpIt!7hN}|$#S?G##Ir05d=r?Z&ITLdjb=w5OJuZ9=O~~TT
z<5c4c3~fCq{YJu70=MKCNvMzr*7Ts03j{AuLGA7$TkmF_FG!E#T#njm5i~&ra#(uF
zeYmZ1_7|73L>kSCP%#-+8;)KFir9Q2w{K=ux{fKnuNfUaf;X*goIi04X-}^sxOy{g
zWK;#+1T`8AT0J&hCz3^j(JJ7H@KdsVIO#SeHcx>1@F25eZREF3C0*&FZNw2iDK;UW
z*T(WGO*qPol*a}b(WIh7B_qrylB(>+Z3v)f)bW0X0r%IZIDdQ=pC9xfh$=+nkYXa`
zsdhX*IYT~)BFi7-#XYMSo)^j2CK;*C`)Nwaq{<c`;dBD(lZkw@V+{RM8t4sA$Kdbe
zL~|^sM3I>T^bmry$g$|<Cb~<j>6B+d{h1%G$HL2q^SG!#U4<pAm<26md{?@FYWpI(
zwj5w(LoS7<%aO^{xCD`-;X&r~Zewr6X!<vbbP-0XYz#dmdyxwj$PGC-qWWVUJCJpe
z8JxH-ian`*s=wXO)KhkhK?QY2IhVT4sLCy5o;r<k#ArU={uoYg2O+<m^vpP>B+uq}
zo}6Ca0py$B=gkTk)y_tQp?bVu?`7@M4{12<=87r{Gah+@&KGv_-l`i|d*EK4KlU{B
zl9}5Nf5N!;W|3%_$dH0X6ebw>?C=ThtY5^}D_1gS(=whLI-T=U3V&F4X;&a`spF>a
zUPO#9VyMo`XJ7d#XtGjuVlTo~*D-UrjHA**#4k4z70SgEY{N(kQDQa(oEWqYPD(cN
z2M$ARk&$@(eF|^9nf<|`Xzuv}<vDi{Jh&162hZU9;7NST?xRPU$>F*Hb5|}yRQ&m2
zuQnN({K#Ewt1zN2UrWp-7t-3SCXls&-WDg_EjILtCZeAC^hfbmy?qa#&byf8QA1g{
z?A6~*{QVcvrpt&iU4ta~i8J5$yUykBG4$F?Szs8-=TbA@K6EQ<bP`qNr?~y@r~j$`
z%-Tt`+2183d65>5AXrn6>Zp(8d+#Iey6frQxB=6+ahTI$Q4|b8Q2+E<Bq;QMRs8)L
zhHw@;`IKVTGlnJqQeXcpf+%9T;eI-oE++8ZXIQ>|o30iQsgFPLW1UISBQZVd=bfj%
zWmH2RbKgnf(1=7DSMMconU`~8u3>ECO(gnM*p(_$!yObSSQs^_fT<Y+em15k$QY{3
z=3e6x9y49S-HJs&tMhC5MFF^d`*r{(PoDfs)&5TtGKi?|e-YQZmGr#*627fvIPQBC
z#f&k?4IZ>{bAcZ`$WmQ0+Nl1k{j^hq$uFXk|8jJ1qnL@FUhKghDt$FSmhW>F6AT5I
ztQ-HE9otV4erlxaJA+2?%f`1dnVOK~{aLv;P>WiTf=pDQF=e859--G|M;|ke{;m+^
zq93c*PrP1BPcVZ1#%3zKJ)~%onVYT0B1~t-<_$#nZlrQSGu?w^IKtwoPB5bFQK7fF
z>DSXlzZbt`gY^Vyk_=OMC%vBy<1x*v<Q$v8$_pacb<09NjnQyMtY?mICN^6oE`s=V
zA^!Ns;q3p!#<;6~o^|1uP@A-jyLA{UeFVYU;{>Kn0YO2Hw}d5SaUdlitE%Jn<S?ua
z@MLQzuSKa4ZoY(srXcy<F4{DD&M+D8@H}Ld0%@y0<K}a&L++RH>edaoy>`O3AI1<f
z68Y|L>Da%X&iVs95I2|I-yY?Hq7-yp<@8!r)SLbEBC%SbK&8|nDwL%7OstdFVhV*I
zSx!%bL|#`9y|PF;3j@5Q(c<5!p?|!U@(Mk%NtLX3$(b?0NQ&9Y@{`jDv#JoYI`K&=
z;zTd<ed$DmsR*RR(cPeDUaXB(`>P2Af4FB-=uiHjAWiXF{P`V-kJmCRGKtltUs0W4
zAXst&#Vu}1RPlJsFts_Bz!e%aYA*(vn!C@D_<U0<)wsz?P~g~ZCGYInw0VwUj?%E}
z(*PXb`NKufsu2f|pePSKmN7KP^=C$^h1mTcb7|cWMspl%a~ZwnF(@@rOi^~DQ8&@P
zFB!Wbl3HT}{i(q3D<CbSl*+Vxvf3RqDZ<fr$=K1Ezy*JdWM4uEDJPAk+amEq+Nf`F
z@}kdxSm~i4b|M${M)8dI3}>p}L6qq*k9mRfRDNnxlh|l*arGyMC_T7>g_F-=fH(j}
zw~L1_zJUiKo4Ccck^C8nEL|1HJE@Oxef%8GO&UhwfQuQMn#D_XAG6|{H;`Sug88NW
zIVunG`G)Vf_LXg<>?!~8ev}Zo<8(L|Bs!36PG~wx|8;G+dylbc$b4=dSVv1j6q|3{
zNT5fHO)I0HuNKR6BPq5ny1Xjn@<Sv<77}~)OuR2%f$G|qDZ2VfdYfCR*|8T{Tn4Hu
zo<aTKH>huUAH{WVaQLlH$-nYajB!7YRhBq>5UQ|nn$ylgx$gtA-g*;RQYQLI(}*k3
zqQCp2AM>;Be(rUSee?zAul|Uv8Iyk1TKspSlt&X`So9~ykpI49PMd&SlyhNdASaSj
zkhYid==SX><o}!q)2jz#)=r_e;||(;KOpA*)i}R+7hmZyG?|$s-E%LNVS{me{5txJ
zmj3+?{|QV)V<3X*T=&C|%ijs(+2>)r;eJ{__>j)(4w9aF9!2<{H*Ew#;H=omjD9+U
z4G-<d?ekFhb{NIOO&AZiu<X`l9N%*QV`@5iVh@{>AwwC(qjz2U3#0zF{7nJ4XU`t)
zy6Y}tVq$pWi6{P6wg2-}l)3O5?3nL*2E)~NqCIN~`X?U19aD@p<5HBy9}JXD+VMoX
zT~zSbvy8M-g*qf47k^oBM99+dN_K7zyNYMK-lWmrLancXz1>x0t8#ubBjW!bg&08~
z^k)x5x3B!iT#SE@|KH5i<F7>}PXWLfJBHZ2tMSRBDX-j$*&NTM+2`<5;|6BRha)%J
zIAJ#sYi>gnEV$Kn9vziOm|DZ4&1+bG*uvrSqiG3i!Eflntkja&l1jI!h>{^0Bv&71
zZRs+Ol&+^`+d6XAr?J<zk$%hcG`;sdonk%XbThEKJJ7V(&}Itb>Sv~~<z*{luCSm`
z|N8I(f*>&Tsu`GjS}})fP{*7{Ma@Sjf>x#n`XL34Ow}lPCf>wIUl<p@E3t9I7DAUV
zWUfu5&S7Po!^EfBcyv)pN?T#3yOV)7Gjo*@>|WJCLro{Ie|IOx*Dqszfdg6YP!4TB
z#c)>`=fo8eR*}SGVJ+M=){hb;VNp@|LINtCicvjTd|K_oD5|JaYRNxsC)cQ^%cCV@
znv8uRf!G!ck@??oyrzgf`62YQb0n}GS>|De>fo@_K>z3#Iut4tZVP!Q!dZM?Jo>UQ
zzRr!r^ZrI=7e%mY{|`TSvOKxyk9W{-QU&4F5xCHD*6PE&cjz!v$4=mD+*}*b;}PBT
z#0wmauf_7Mf|CuS89hQkO^7k$ClT7Zj@~j4bt}49wMviGlZ_*DAk~Lz@iq2<_fO#w
zhUQ_kb`j>YQaDIMYvoZ6M~|h|<zis35}DLZKyM}xm&|2~gV^LbXnSJ#NZ7<h`V{Oj
zG5E52=ur1Zu8PE_)R1w?LA*u4SQSKD+(V{Xj;FJc7Q2U~-^v+$b_%Z^spUku65pXu
ziP7gVDz$*F&Mo|*wwBAwpXNTZj%<a83r(5q88DVRD?;40?f^H(i9G+*<EW#1x$KXR
zAqMPxjTN=Af$#qKF#4}5xjJ$_&*mmEy?ZbPFZsCOOcGZ-Gnq|SE@E|tikDw|gQXk4
zqGA6LHr)9LKChQcR=*69$(#v0i?iZ_RJ|*rm6h;y(PS=}9*a>aWBKiQbhlU08JEte
zj$`bK5E<qgj_B_tBx|Bt>ml73g}nY76f>?w7M}^gj29kZ`(rQCT~q(#eJ^MYlw5Tg
zZ9xsg9=zvou8|23+{Ugib|9O4F@cva#Y7Ft&Cj7)cnh+KcqB<;{jCom$VBG9{~}7A
z_HXvp$KOT}1SUUnC&Mo}pGi?g-0=M>OkqENv-E2)YDSR|b|(pzKO)zJV|nx~dR}@E
z&(00_tIM!Gd?V(2o=2uL{6<Ida~5(B3H<)iNh}MOkpAsfQr}&U?oTFjf5{yER5mNO
zbK`vrX}_<NixVdE%<ETEHz$I^95bV%G(^j4Ig};w#D$kJCchsMQUAF&uJX$+`>9P@
zZ*MP^m6eo~lmIYo+B6<`;DNu|SP%r>d+)t}`y~H6bL2oT-oQy<Ao8R%02K72U9*QM
z)1Px2$^;cgc{Zi~J)rn`wvjfeitK+NnRNt-)Z!*y5yN8RJl?Z?MoXZbv%})hc>g(1
z=6?jGJRV=535EDW#CCtM4TTu}cia7!a8!tYHstmO8c->In5!U@BUc(oNghft7(k&=
z1Mq0tIXqtb4L;FJof}lH7JNb{3Q3DMbdt$A$#mH2*xgi&$q-BZ%}&x@bZ~G+H(|{~
z2|r~Z!|ugz9!P3yIaL{I#t75EAEG&EqB;KzO9P9rdRlNdd5|}D;}Ak5=St{gnRqlo
zGDiOM51pxx3}N>RpHja05C!LtM|`z}osBOrGH?TXVzO9Ma+J(bNh~ivj49Af-ZqI7
zr#k4qu#mwYALW}tE%d84BSx6XX>#IDS99?-=kW3i>lmDx&FdAdjF?_PQIi()E{U#|
zW?JP6(x*+t<8$-)&>r;Di|~EE6GBSN8b5A@3b{-{mNT4|b{k&5M0|FDrV|<_%S`Oi
z$k?O#j?pIzFdI~C7H2ax^$f-n0g^RJEW%jq`P+%?RPkz0B1^@ie58_7*sh`~)=qET
zPBij#jzosD_;8SOeH*xVZ8~#JCowf1X76Af1G0TQyG>-s&~OfXr{a#Z9juM+WOo3r
z*?gRi7%R2yam0t(DNS)ubW(x&=wWQb(@@2wlkRKb^NY5k(B+~EbP+#lHumPvs1>vv
z*gSwSMH^xCTo6TAGL6LV_F!FGN{nMaS0A6q?9?XeUpPo0b~M(`PBKTUkp&t!ar`Wr
zVj#6iNxapLSw9v-%i|m}FU718D2`8JR9!h?*#Yv(+c=(MWcIr=`Qt6C8Sj&$l5AY^
zQUl(5;<)aOW;X3@M73}XXIG|E9ahGrVIhthJJF?F$gn!-3VlPe)6VJ4c#0OjLuOA0
zai^D1b?*yE<MR0=rXF9I3iWp`z8&7m`-fLhb?O8{PbpIRKy;T6X5_HpywO-owAaU*
z@gO#=hSd4Yc=kcozV$BG4<Cu_o=bRO=(&7)rjF82z9Ob_3-NbMrsar=YvpgV{I!dy
zt~gC=Y!QpA4pN?$Mv|@pMYBMcGl*y|CNX;+x*P$TwjeIK_s4r&rPne4-RD_#`OPd`
z_9}+hXqvuS$$|B|x!}YhWU{~g<4I#SQFPwf9NJOA$U8nESh^R*{96!25lNER@W+P<
zOHE?<4OjfrYp{<$lQv;AX%j~O{fhq}O8K9|f60tyERVi{XUlhZ5AQ;M`K`zkf7v|f
ze-ko=0#)K)ckWcnR1~T5aAeyUHKBmRua$Dut#f$)&D(kXlXdJVJ%hEMl@Dh=z~g`T
znCCvc{y#c*`9~jp^s~ah+_BlPVZ&c-C`nSE00fR7>BSQ~^^-D>uL_ks>1W2hX7w1f
zo|g$K0zccjb_8qCiGN?fg%MAg;3pVzGF~@=@wyT8(7`^}!>HuRf4BWVi&7qkH_(Jm
z)&EcSfU<vRw^8{gJHWpbfRf}x_WwDM$YgS4vOk}b3{5oe=Ul}JM?H^qtwQHYWob$*
zt9sk1>jJ&pK&RS3e(G3^+EyMKeH{-MK11FgEL8We<CrIs%-%v2fpWSAhmm`-4UcIH
zQd|-JomvKTWf2e{B<Kk>w-fYK&=IR-_PJB2-0R_-Xa2sp{UzioIp(ZFoTUd)EgC~0
zY&aITjKiJpGQ35ih8}!nN(%F4urI<uQcfmk4t`4b%ZI3r49C}EV{}3y`{UzCimpbx
zzKl{^2Ukp5$kyW<$l2o{zM_GnDEY|bAhIZzewQv_Y5g|d_GYqpU>f-mbGZNHKKvRm
zwF-3jd(a0%xO@(BeKPFc5a$ZbtWuA}W)*43?8R%hFlKiKnTzDCKbXma^b;(|OyRZc
zFw9*ZjLk`e)GB115|UBEuMVQ@6|v=MDP3L3m6s&)=<-P3Ds*z&$wEdXhuGF)Wa{Mm
z@yQ=U-W5bYUPt8jUhMOFk*(`TwPp`aw48`<A-YA5@+vDuk43O!?*KwWTIp?RXUB&&
zY7%ykJG4I=s=sFH6(fmo$?4cD(BW>Q;G#Jk`mBb*2ZCsZ`+vwTAs3O&8;igDEp9!q
zkf3ZU>hE>f{f%VjUPS%T6I@FVy?Qf#I~<8W$#AC(#np=lV*~y@0W3ZZHbEj%XP{FE
zkzFP6rWlXU7a+U)Afx9M63FbO_H#GkVFC+3tmMFmQ9O5YCwCs(jzOV8oF2>A4l^~n
z{+z8E#TVff7}TqoXYHmTO~=DG-obq@J<O6NN!<P79$wkEjqsblq<ZByxMnz6BG2aR
z{yVs4XDy57WbnSj%<HNBI9R_Ahc}kj2j*jl8IIrG&dKBN^K`YFqoG!wc<Ld#p8A00
z%MLRvK9&=oZsfd2jNDwKWJY`)d)p>(=oGkAcIGr!QWl}X;j?jlga*-W!=|u8l!;tV
z7n-h}C~tq`XKUV^l)zc9KEan4U61JM!C6+yyboSSAN%*yR25x#4y&)Yg_G-dQE=`&
z00Lew-z~k1n8Lh1@%KLnF)|k2;wyjeY5ccjiRo<a>3EX2E_jOP?_0sQEB0{Kxudx4
zs`*^kdKb@z-_5Egc5>mhQ!yC-vpe1Lv17;nM+f}hhNCx#B)NVR!~k8+uL;x5{aIa|
zs)#73K$GD#N&jE&Lbcz8T9N*D$5WuftyJUjSE5rD0Y5l^m;-Xus(+^dOrXcT1Nh+;
z?%#6&`7c!R1ib!6bgKTqKjuCBmlWuect*X1TWZ#@ud9RU;U>OUA7)UXlQN%%jzB9f
zrC*6k5DAMmbKh4tao^R?)16j<yIY6KUO<w}iFQ;kNnK^snor?v_91Ev1QkwP6?SwH
zHrhf83_3a1@)+hl8ih>uufIxP@b*I98G9GCr|qPiJCL3angFUmRliV<JBw_qg-pTA
zJDxK%+v`}6I)tD%p5vD+A@f)lvNcaLz#dIqh7);{4_9jqo9j-K7oX1H_!N?vg0&-z
zQ!VAN`F@_ajN;uRpJJ?l{y9T2*fr!di?}qPJZeW(l#Bhi164qdPw!=?R)-!JK?HDG
zC=f*&Jqm1-cQBx`A5O25kfV%Dt)AyHgJc++Q3@6un$1`oqtF)V8Qa~)I!zRjIwzey
zat3xs@MX7xi@J}K=N9nS+wrvfxmq9O+Habf*0P_OYKg`~D`)l7u;HkR1r{I05k~Gf
z6v@S!4z9L(xX-C&_lX`*hcL)JNJ(+nJ5D2w9)sajHTB;g#VhLRs5r=iFQ#(hRX-i?
zPDWI9;rBIgc+U*RjNb`^ey|rixnVC)9m{1x`c}FcO*l>+!l6%NUsVgC1O;kYC&kBx
z;Z!NeYPFz|_fQ#3M_t{EcF<XPJG4aCbde;Tq)a1cn?8ZDU7fsFBcW^Zv0&~*Zu#zI
zhU;`}Ds(W-nn3@m!z>HvXxvv%>L>%6_G~1LoEB>t54k!SU`Xb?8Q&1BSV_XS*KpO?
zAy_{jK$y+|v#0TTo1Z&gzl_8yUg1dHdLq8rMC2<gc|Ew0IV%n^Y4&h>jD;+B)$!Pb
zVHgb~ktB%^P8{LABNbedm&|($o<%LndDNW5B%h0eSG`K^(sT|K&ZG8tJxd29a`f?N
zIvph>XbX^NXLNyw)u)u0tr;}A!DKm#KK~EMPJV>?x{Hy8|B&^^UtLD;YmXuQ$qP{c
z=H$q5bgNNZa3`^I=KMqJLnf0k_w8p{efiCFR#c<X>#5wlgJIWRLiVgF|ML3lqmTa%
zM9U+XtQ*5eJuA88;l<o{{kzCy0>{T5VWN682R^Bwr`ySxDMkPBxyiR}+x8zH^nV+2
zSpwcbJ!(ZV{$K}zU^g1&&m+2vG95ZeOO<q(B;n5j&_Opwzl2)(kBKU`LXXQ={uctU
z9-ZHhO84)31+0?C;q^ECFuwoHUp>CR-YyBNYweGpz5ZHM@?SU4M0q4<#inq)!^N2f
zD|&ehuR8-=lUPWaIF&mqzG85chH3io7<770Jq&Z!52SNr3l(ZFJ;owD?ON(Pdr599
zA?)^4x(+I-IiSH3p~6vm2!~$B+$*QEaB1{!W=EMmDhx>-hFG>0MbUgz+5}WbcTjrP
zC1jtlbCZ<82SyzmiZ?JXdpOx=V$tTrqUgAmuF_SstoQ=6T1|LLI2lXl@M^Y$j*2Ey
zBO@uE>BqU=z=qZ9S(aZyWQ?5w%4ik`Mq&@|C8nl~Cs)5oTzde+Z7GOHnrZU~k$Dwt
z^w=3F%J2#T#d0HARyQjJHN(?W8U4MHs*sO8?O`k!QO#TaR9=#=Mc>nmKI38ptr6Af
zM)DK_%k62Lr>J3PL<A#G`0>XHlork4>QNeQ`Qs_>%dF$cGZN`TV<{e$L;pB6ou_VM
zXx%AZld^Db&LHuTHmWYk;G!%ApEWhn5)ZC}I)X&wi`c}NqUnfLhv-bdm0hL+62JMB
z#G!NfZqITSKNLVcy$H?f;p}_&j|4|8;=rC#0-uLrJ-&mZod%>%E03KU<f_jUOxxT^
zI~5EZ{s0>f?&ij683=-vP>+IkwVyz972%go#uMF(Y0m)+?z2hvHxTAMj$E*@%`gp@
z-$|rKMt-%x$z}~g?P_uhQZSCv6Z!H{dh-;-D>RHUyLim5;*BmX@)`#>#`*D=RiL(v
zBu<rsC=(I07t`kX2Fvb)l=Z)WYPW)-iFt(HJIR)uRK|XFC#KPt(w*<ZuxSn5!!P5Z
zwwrlw<7)PHwD9c2d}7rZ_yT?|S@ASk3I%tk6)-YFKq>in_f#!8_5-xtx1G9i`OG*s
zoYy{U!KAFg_KAtz+8{C7ECy9pvn5|cpfiWz`XE-PK#S%G1=;=3wr<Bzq(VOGYyf&!
zet>)9Dpcp)fI2G|x!H{CbSZ70e2ii0V4^R&_*bnFQ7&iRdoNJEbvL3?LB9pFFeS$S
zChM<{KK{FKu3-*K+wNhox`?}9JfGWNeUZkit<=gqOrJlLd!PGt>*lxOKa)W3e>pnE
zSlaCGAV~o_dOjn<@N*l#|H35iM|<GVPs-Y;#uO0#;a#;b#UMKT`+xl0K`qKq2vKJK
zr{@2UAj*C)=ym%le{cZ#J08IQg-Vfz$5;8IS%KZX9i!&g+oCMijY9});ry71Ob?q$
zc0?OR+8BxqNi2*h;FE?ESRD$UtXqR13fy?>`P}i@HB9ekL~~|6?asqAhevTrDq!zT
z`)K}l9WkD@`0Liw8f(P(l#&HYi+*z_nw)cH)3d*X`f@LZdHtx6=aF~tGpv&$Ih2&n
z#j+UY$VTzi(Sszm`-rV|adKJ`xlv<@Odd?iymJ_nH;w@(eVpAo06}Hs>9`|IX_ZlU
z%|nb|-p-}%BRHpF4vq2E<XP1;$u%6;_HeAN3WM9vC|Nv$9E>s@N{^EAfW&~H0fk!R
zc$I=+w}ji^VZv8ldL@yBv!bzj<k+Ge_!I%!wp~KiSJzVdMJ5hQJaTI@s(>0@K#n@1
z2d6TC$rZxf&&SiBmLS*bc>Jk>)R#tcaCjou)j4=?(`f{afylHeRLzN_Uz(O~MK$ZT
zdKmg*FFDO7CLA9M{z)X(3?lprIhh?YbnX^>3Jcoq&BRpNkm83CQ?-iJ)L5?hu!)rq
z)+39PVKf#{lodfhYNWR~9<Au&(x_q{TF}VXTXr(F%|v%o3pQ;ki3QR4g#bgsJ)Eg4
zK=S#}1wBM~y)1fk4tYmE!zlN%CSft1!_sgVJk$tNnIUT-(dMFjq?t*b3cf$3WN5RC
z(esCK@>D5;PsY~#UP3k{=kzFO_nE0Z(?)w`J*BNp+>kYmd*Wl++FZ=@Csq>hbRhSK
zkj;3U<kGd+WG>8K)^Yc353qdi0a`t=BnD2<JunB?x1Vu$@j6VCpW^zo7Nosvu!bDy
zh~eVTpW^=FjZAJh$)M^|%3ghy(btb;&4aTzboEBo<RvoUyjWz%PSfh}GQsI&b4vzc
zo>ubfIye=V%ffgw$69Kc=#^*?TFJLqiO@D9t1QF(@UwVZTByBz30-f#h&y2by~j#u
zdi7<hZoUcou3bc(f5ER7fB%Ijmy<blJZa-c^@+be{#POh0uMyo!WTVjxYPDHg_kF?
z`m3jT>61Tj_J!jR#otGY^$Eb=0JXdyX6+>EyB@$7Xhf&_+W|HW>cQx|cKrM~JW4y&
zXo3Qw>>mp`k}XcBC-~=ZGM!Q#3RM3#58(eI&T<niwpZ{5>QKu6u`g;t5YQ-daQjM;
zBng-I6k6r4Pu-&w<jhnLrA|@J7;_SLMqJP1T`%*I?F&}9SMqM=_2}d((hZR;h#Lri
zAxzIDPc7nw9d~fe#aR?`5KC+?)uYp)e=hYgDbz)on0QqIsSDDO3BUbvnES|3q>#X<
zf!#EQ3}i@hKGqE)ar4KFPdq?L|8y#24CJXI`L^j4y;TykPsH)D$%SM}CHz1W9exp=
zQp?B^EB#W&^5QlLUBqY#+dFUsedu~cQjaw-p!j@@aS@~iB6y;t9A%>dtz1F5F$axa
zhoA@{hzepAplJyZ7OTLh2&WwlJ%c;2b)?V}9gi<kPhmne%WbgecrNZZ6+6>ZY$yw`
z`Vlu$Q3i4mhDEe+AVN!gj}p6H#eg0&_CqR~T|Maaa$bLC01vHoqSC5}Jk^HH=_S%8
zr%o>teoi#6#|WIaQb&8Xo7CHyaYQ%r;lNg!GEb1?mk9SN=~Ni-DZ}V3v!kr9BTn$r
z-5Mf1ArC>>O`Bdo9_YdlHiObnR}h#oo3i4)n2!dDmp-GxDdWhoeC+FLaSEjj8*whH
z_8cWH$xJ})#NML7rB+boETbhRgj8!Kp>it~W3MJQQzX0eD^4d}j8CPdL|KGZ2^nWx
z)G9+H?UCay3!u8|eTE;gqql^}TkfU3)5oR@^SHrj<u<zlW0RNnW3m{Lb2Sm3DxOS?
zp~qUnquXyqo;;1NNGKk7E~A={Frwpo_N@7wJ8!;;#~WpY_BRt9I>EkJ1q=6_=JiH7
z>V8vrcCdlRpL?A-FW$%v4W;ZzFW@6d%M;yAX!R~`tBYiO_agic%%R;<&R5Hx;F_(_
z(NltTPk-7{OeDz+cqJuG;Z<~Y=Q1=X(C+CX#<+!q_!he41JKW(gMHUds;|Eajkkm3
zwfjka;2{!jxs|jhpC;>_cS*SAR*XZ3{pM?@k3Rl45hah{(WpQ2YRqF?Yq<zf6wzo^
zzw4a(1mJIkNjm|vb}~`MOMbDQPFX~(S3w!Oe=Mt#4x>i@4-2?xAq_8XLXw{j>ac{&
zDE>;&=-(QJ7>-3Z14;5C{0g!3U->iLzEU*G+<#iAj#n0P*jG+Z$VHqYhPPv$MlQ&?
zHT)U|=+l`MJ^-KE%}~`(bAxL1YGzzBkteqOk);ofqi{$!L24N`O2-plT};Fuq8R!Q
zhP3&$ge58nMrX10o-fEO)S^2lpMgzoz8XD;go&w)uztg&;6XeAFP@ev_M2M~Y(YeQ
zB;i3l)j65i8oMa>8c1|?kp0%f$in-xGd+!G#;O>4#W|djZD-4@qa>BLQd4E;i+vl(
z3kydQ6ll#x4(~0+U<pU&m$2#;WQNpuJpy}jTx2<dRH;<V?a;DeU^_?a8`yfdiMFhh
zXiw%79ob7sNiIQ`gLALcA~{4pI~a{h>tL9|#sOCfkwJ-)Tm|U|L7n2}*>y(%NJ}zs
z{uQxYQzmk5yO*!loWSF4Lm|)Q3+)lwy;>?qw3GOplj!UL1j3zMTUJW?01egyR%~i7
z2Wy>pq#`;Sa_ESPK^~z-o1Rb7t|P<|Btq7~jC<3_h|?g63XC>4@`6})ynl$7Ha*2l
zm-|RvR|&a3T)IN$-aZ)XnR+f9lR)`?3)(;#Zpn$xV?!JhjqTa*5yM*;a>ES5Y=@`~
zX5hAjb0jgE49P*6C5dLM3NcI~x7~~Di)IS0$YtFXsqC66;tonEyFD~~Sj^GUCMI+U
zboB&Ds}t}!YBA;9jzXWxAM<9?pw8itQ$v&c7)~H@(U%lm@Bm2_&yZO2JvUr?Gmo6G
z($yQs3z;4ytDMV=zh!jhL{b;L%+TCKhE#2*vveCZEeE(-xtkl5XE?F5h_D_v7ff8u
zz{X{4$nECV>}0~iV@a#ZMKOLTiA|LxHMCO|m&X)U9=3|Z6iP9aM(sr%H=p*rS5O6I
z_<{{s*M3J-oSN{*-uPKy-#+^2<9{xF0`ND)q@93P_48Oje~DZ)VGbENAgw||qM34x
zK{aaemjgimB?1DXB9^AW9`>@50scWh#?||GW7bY1Dg4o2)kdvI$K$V|+qE8xcIrPp
zwoH(*STlhy{^X1z6J(rkI-4T(pU-)TznVft%3p0S2m<}aWOLCy^C|eEh>ISXM|^e+
zhkfM?Qe^(q^ZI*?ylxiG)-DG1b5Y|^5g((YcS{=|)*2YH>?$U#xt?L8A{goNk#w?=
z!@(Zr`TOyS#e=FffS}h=SKGvqoPH=@c!8eVCt)13j5KQLY;Qt(ZXY9-WwI=_8Fleq
znw^~pRs)MYGR)bjbX2t9Q_2x~B~*zb`96_OK|-!m5owiCsSXhm)m*JsFe*+&As5ld
zsK{=L!ERKbRRw8Y^Z_ZkGN#_GM%b;wg&UJY2~HiB7#C8Ql8BxFp%JY#ZBfwd>H*;T
zS$VjU-R#QGA@-vq^a>unZ1pfNZUV#mN0G7c5_(P#M6=^K^;vq#kTamuPNmOBfl5j4
zfd(8E2`IvPNL1{kw_An(@$t9=y;yW6>Z}c1`-d&W40khO@)dOLe+66oD10L(;$E|!
za8o2R-<V2o{b@#ypU3LGP57l=vd1UW)Ru@`rl(2hLFa?fV+P`@sX&>Lg3&0Fc6t*{
zg|pE_izp2i6rmtSxgMuSK}?pM)KD2s+8o+Y^2}fp(bW>2Nd|Orc}zQPChXEl<i%)t
zwM|5`w+wgpDP(dTs<0twB1iD@sGE8I)E-u}1xQosFexLDr;fon^GUw^?j(g3&yks%
z%&NDSBdUksnwd#{yMX6~uQ~C=!%W)V!3}5Z3~_3?^>i}^Ulco53}@7ZL&$${0i{(6
zvL|0o`+&1}%(jHokb+oOCU$ox$*tW~DPxFK3-s^yljJe8K5iZJjOhdlCsCmcBUHQ(
znOQ|tK?<6w^N}ZK{M*(@AAR)kpQld%{tl?+$z%pHIL$70@G*n^L;qp>zyBgiF^o#z
z8oFsl9|-*zSMT4AAPB#Dw^0xTbm{@PyeCmB|Gua5FEK!wPEDW<TgdUV|J4RsNfaXy
z1@RaA$dM;e>i;2ltxxjfmxAbj<Merd$>b}N={6<v$=p}D;gML{^3#~!Y31PZ244N7
z0a2}B&dcXgIW7-<V=*d6J1TiBJvKYdAqVOavq|bz;reVp+u#3!lGPhY`FsMS)<hCE
zW-4{zuyTxx<b!@Xo$#c00DDe#5_h@{$G~J_B?Wa(7xI8a7zzwtAI_jieXEv`UnEwh
zB<0+8YHH%~#D_6+Mhdd^6Q~_jOUKqCW{)am__17in{7m82v`c7Y;DRyvS~>$TB*yH
zNUsag8>S?4PXb9oI5%$HfIk#O5CmSlaR|#x?Q|w8samceLTRQ`v~ul)Y3w;_#Wx~_
zZ_0DIP4C1PnZ>s$I!b#(bVM5Pwdhd}OeQ4jLhX$s7}vteZ(Au(i(`aQO>%n=<Ax;i
zzRQiHCWK<ZSWG9s=J-$#{a#+gsLW{A|M5}0(Q{bv)<}+gT1G^of#P?pL?%`tiDpVY
z<uvLg3QsBU2KS<!em1_1dr{9BhrXX0YpY09Kt@xHk;0${R4U9(?d+Dvqpnp`+O0tC
zjUg-|1=Exm8r$up<Ry^*NEM35i&$hAskXZDo&K}kZphJrs`)s#N9ovgst(1UY;3!`
z8;Fg|CVTEpyx2Mndr~j0Za-HZ-$7AaHlFyQ9J=CS-U-u@ALT)qS3uZhGuU(Os~q^q
zK;Gi%w4ODM^P6JPWfTzCxQ*3i(Ikf(5WiP3VTJ>JaWO`xfHfwc0sbKNHZSYUCEOVi
z&+fz<2<r71cfE;W<`AMLjU`Z7isr1pZP(mKAAS7Kq)!0;4w$u5NO#KE#)l|Sp$PQ+
zY5|y_m_)b#D1(@d*I)l{jRE*u5T>0;l<Bg+U-2Jck#;O!xOe`ne5?036aN%$=9dr!
z84)rQ>pTZJ?5m(ik@lO+>u+I-RuEM%jFw(6+wc9F>z__Sym$cf8`?SWN;T_tc45$~
z2rEivLryGlhxc<@Q%^p*G{wde+H{n(H*Z51lLns`WBA@mjbA~VCX&-<T2UqCVqVrl
z^1!i>6wTiHb}kBp)9JEtL@N+Rh{_Hdei3SXB1wsAkSiG4Yr-Ka={LhneohK4bpoe7
z;S{FIp(UL5+60E?v|zA`SmGk6-&;w=t{p@#JdV$1K?+HXj;>>)+=!>q&)%^rhV4=l
zJI_Y;fqpz#{6mC++^BH+&r$Q0!-De&6m%(=qaHziZWL<|ma}YBCt+n_C?*b|qrQ!n
zt}ZGFr$*NwQ513d6d0sBdIPa!O>1Ro=f|A&=wv*tErfy+bI;B|bJ9cZMNv#n7>&!_
z%9xcOVJuroal_kG$6Z0ev{7t&y9;MmDe);2@%Csi1yAEZPQ1fQW27H-mj|WBiE8)+
z{G0X=y=WwMkBks9+(wD&h;X9t5K@ci8|@rVi$<yNGkBwdlkF``nB1R~uq+xCPCCv?
z#lNnGi4o_sZ^$6(8&wG3meRfXPQ2Tm!g=I94)=Udy;sFoa)AfS_EKW4#%6CuqmQCA
zL(YrgJ#34eOUk1!^TpQF$k#9DpnL<nzI}jaJtb&y5V_z<IwwBC+dDgOMHCTL@*1yg
zKFyNc1QO4^7TKOtd{qp2C010iR<?G;k>BB<*pR{inTq%>2VbdMxHv&UUFu@=5h7(>
zc9PT*G1tz={``Fy?|ACpZeQF-AAS7i=@Wpz16pMPK3^pxrL!3?T}-cgKN@Au-*5OA
zXcVbr`qRh^=Hc?4K=ltgW&B<!<WZP3zfH`^B1IYv!4A6rVi!=7Bu)qF$^8dI%-pD-
zhlIrYt__S({rgi2&A+t}Z&(T?-&eDI#`DC<P7`;5n!!ycsW|_8PJZ9Wl7;z16s7T1
zyoJ<FTNxl^pz(<u)c830N-^Sdb8y^nHg(<}e5>|zddml_KD3Os6d9ep`>@9=@dd-s
z+nh{lRuKq>=xX&NHro*0A$%GEDWt=sj>jQL^y^a6pogg!#o*{pMP;#JG|DJl?WUoy
zlK9$i2B+JwkF269)kR(8Y5d0&e5G$dp>fj{P%tFq#@}W^(0M5{x1dybX*p&mPG*8e
zHFqE0ggfBp(FH?k)w+2h#zMxc&1l>8EZOk|mPieAqWe*Qr=FNMVsOj!JUDSU5mqJP
z)q1ukwqh>diB7T+FErs@(aN^wp{)O^j-WDxLJ`5|H*93!j5Ln++VQk$x$4b3(Di?i
zva&on2Hi$ls*a&kk}3VNjh>K;Va7O;vfHp$#BfkiON^u?&8Wk#Yei`?A~jhNGm?>M
zRP^fyVJR|HdJzj699j+I90xfW%A?;9B`<3vIuCmA8IuT8)o|)q1A0>oB`bHKJvWom
zr5`cpy0h7#)<d1ZTAzpS`$=pW63anL434Dfh}ki`DQft#bPX35f6VZ;&#|oP40HOA
zCvDdm?kt+kO?OY@xy?2j8rr$8*N5ti3s3%S5T4Jq>o<|M>?j9kXt>v{XW_xGn3J7M
zNFUFKz5RIJvy1wDUdEoEP4tFcxI`l%Lp)iw1|*}F7U~!}q<};AOpIae6l6(g3sSH@
zb_1r{9!IqN`|XSS=%bJSJbeQ2cR&yXjGA$zy4A>BB^WiM5oP*c*@qmhq@lU%2@=BY
z`dQYI|Lt6)oy?1luL(*a0LlUl<j52M;hhSFAZM0(81GtcCh<?{?f#t%m=%s_Ory^2
zB4PSOVg@9UJTi$XFAk+k*~Xd$Zy<eAK}e>doK74W<588bqrJ^doHh|dO$YW*>#!Pp
zOqn-_A<v!7;>X7Fu6hFJp4MP?cJh7KL2f_!1+J_NybVn#Vq$Tgv14cpU_y>62*&hC
zTxDKb1v#-niRu(Lwc3-E?+DRr5*Sq=qoLkObVD*x@oj7zaENYM8`C@c;YUVmOo-8&
z)36O_rP7g%y4{FcP!K)Pz?F?L)Q(ip?^_ciF9-eRM8-xXbI#V!d9idmX=7?}w3~T5
zPEE^Gn|X2gOs=0Zgts>yC1S9Ph)eT1uPly^mvjt`Na4lsqpTFI2yQoqpp8>T4a<mR
zLW+W0^@qutlf}3w6}IjMj#W#nTUp0pRWAo$tE5u&(dEg(vAvGr`GYy|LJN_>9jKC$
zkvna~7IhOMjAOP_*uwQpk;mhx*@R}yWV~N)K)LV-Th)RB@ajZd4mk!%hTG7K0TGub
z43#^KUQxs;NQ~O*qD2;<*JUSpQWT<HhhphS+IE&xq1?-sSR>_VDg3OFFwaC11L>6X
zMzJ(u7$H%Me&|J9;p{=9EaZ{F=Q2HSC@=J%&XVy{x%#2oc%aciVAw>|omwoB$rwK<
zM>I$9^m9+s`Tiyb&B{lglEl~>?<2gkjn7tX;_PSlkx?|9qu(bIKdFkAZ+b{|dMHuH
zFww6fQsL(v`F`d`>sZ}5p1~7jG{g=jX8UTymUZYay9Gs7zkmDM=%bH5ejoY-;O~S*
zHyx{E4L0X`!u9k2sXpQ@w~`Y1Eb4#rE6o3nWXj_it<2{=*Y_OumGiFaduFMJ{@&C2
zo5*AWW9H|OFmwc8zOouymxA=E`Q$Ae!oyX!a3XgstKZ(p%wuknlB4-1MMR!BgdwF3
z^q$yFV`&A_vui2*suQK%N6ix@^g26<eBnyu=S?EMHxuoh%gIwKN!@mkk^~hNWfD${
z0f!%w<w{&~88Pu{>g#$CWh#P7fvoIEcDpuHbJ#^)AR1Y51vQaX_-kU=e(6fa$p?}w
z8Bo{svQlATLtZbrT_(hIKR!W?t2LUWG%veiC46N;4y78=$$e~lx`K$&E*#%m_+sK>
zEZQz25<Ms)f|U10GdeSiu-&Z$vn9NzeWWVlIGp7|vCzgRGu2pUnVG6gAUTu{f}T)F
z%_qucn&h$MFY)2(P9{oLkL0mqh}CgPk&=f#pMp){;6R0w{O%LDU8Rhe){pK=Co|Ja
z*wWj=%t0ebNjOc%2@lFh6G`0xs&x_;vk_&W8`YpO;B+I#|Bwn$r2>sfKoVs*brNB%
z2kA5oMW#1mKO_<*7x^qKNYi>NQ%9XmVM>tFKs{cinb1l*X%|f*>xM?|yXXS$3X3AC
z5te`cIk)dR!2PL{P{>4r0TqumH&JHq;)C3N9O`L8)zZx6E1u!m);&06LGBr(;?u|8
zWk;8T`Vp5RSE=#Op1~VE9_CjF*oLcc3*p=_YA|7Uy@K)65AoTKv2TTylQ|yFcNe4F
zzL%1ibo6o^ao%<sO*)KTFR{r3ktL-PNHR0L>;<HnV_5Eb2-TpGzw@f;qmMrRo%9L7
z-w9EsL#@mt(s2Giy?dutq#+X&zwyle=P*S*5ETjz_{w<HcnL9L*zY~1Uu5p>8B~|J
zx$4~udH0TGygGXY_NE_RV_*OBU`|JkqPe4znVx9QH0;4{PD2_to%+I&tQn(5J>y*b
zvP69A+c0TkC|lIQ=5v;D<b<2oN9QBDJ)9*^<MsQC@W^^N92Y~rSBt9Gk0!%}Lm|)+
z8HGF`5iY9eu?P&z3MZk}LYdftB~d{~c@$B-Mk<qSOiu1b9*`4iGV;C7gBZ{vh#n3`
zDHv`Q5p-VME<LldJ)CS4vAI<gMk_HSsA-S|P#o`JQ}Zc4++0Gb>nO8RqWIvRG4xg|
zsF<FKbJa<<RGdJo3y|r|C8oNRl)?n6YnwTRi(Ze!9B&amRU#gL6hnIL*h~T~J3mG_
zHXDsgMkvrjQGNzn-`P!Kl8#5dn97KSNrdGVaL+6w=Os0A?(8m}j;}`^P?D&MATi=J
z?R#Y$Pv|5rphPK32q`j@N}$DyV*F2kNaW;zDN)4aYXg~<ZgU)Y$O*N0NY7PqP!^)Y
zBO~<gP6`)=)3Du6r%p!YhLdF8JC}}A?TpqN(8%<BmagW$?QIl!R4iTbJP&UBj73Ks
zbahnlxm&~eU%txGlKtdaVt8}<<*e*Kl@G7DhMuMlY7cJVp(Qi9`^6Wq_I7jI_8kmv
zl@UELnXj5c+<b5gYb!c=a?L5y5@T5A3t*6iao=5+uxf2S^1OK3y*eg(Rm7SCR7CE=
zhl2LR#f*>mh{)F#qdwD0{Icg!r2RURls@|C<9{A~0`PYv&U^y~&4}N78vmoYST}|1
z^>fhtiu}UA7aD`eyz2(A;)yz*J9!VL90hj`e~J$muO-tY!;>9GxuyW;sVZ_h{T#`*
zVDR`6s}*F8Pve^y8$A&wPG@DYf5Zd=OQ#^~bkTOEj3>+E7+f%r_96KwRVhd~+0@(4
zY;^{WGKfpj(&Lviqh5x`1!-yx^^zKc)QbF_!5Ezp<W&1PnbtyiXDZ6+b;xBhJRT<w
zyNO*6C1VG-&|^MC<^&V+rT|^Jt=NJ(@?5P1yH)5?G@RAx<k%<!nY9Xx*;+1erBnJf
zBsIn`#xjngjBv6NjVyh4FUPJ+=e&=s^dG5X(?`3A^}4Bx%^}olXK)BqdL8LrEmlPi
zoq<?pgo>HaxQ6=1Iy%Qi;OmY?EwdBe0Tp%i1RQ<@L15;6xkRYK2+bOec+*7u3;WZ)
zu8CajV1}L7i$5llpjX4Die2~<EM$8`H2z8yNofT397R5M@K3H=Ru=d)GNMmyrY&hI
zLbL)^NI)r<k!T6WfXFeUK+n2HhV)-Tl)-`_)lZ%1rSWhrDSw#8nHxT2+T3Bh=+>e$
z`gmlwopFT|*xXXhWTT8&$wNP55_b(6%(tT^F;<Y%d3X~$a8p%YOoU}I_L5JjB9l4i
zUBuOQUP;ORVn&|vadc1wiQOG+^r=|);nxh)ILIq3VEeWxX8oZ*-_L#yYitt5hC$>C
zYT`5jwrhKdYY|B=7|7_#3#n`~5cB98$YYaGWyJkXE2NJ;`uI=MCjk5C<3Gr(KcpcE
zA=ba#%%X?p@%WM3sq3ud)kU8(!vrmnS+r?HCfT)AN+np8;Y6zxWY=eNl06*HNMzK4
z4CV(yqzE=DyDAubg^Adg`Vp-gi~5fbl6?Eq9Fi1xA`HmOPt&ef(N^ZfrP2@xbK?jJ
zBxpq1B1Jk=YH0Hs=uQ++DJ(RFhhs5APJ$j2(fDmX4tp((_sB_JHIb`2Z{V}QG6J#?
zmdtwGG9_IHMMR?)|40o@J3LevW%P^C@p(rT`$nH4x5tP5(_uK>KkU#x@P`5%XXHHF
zQif}^m+SU8S$Et{XIumayVdyQFgy?>$EIY9M}tGD#u`wdr<)X`mGI;uKKbYc<b_Fu
zTLeO$Zc_Uta_pUA;0GJq0e3}n>a|XapJ-$C!^a4#RAas%7Uk)EG@sUBh*J_>@5h&x
zK!R3*bml0UkrN>pL}t+a<eF(Tp!0Vk3kB$ijK*Wp&@9&ztJB~v5s4G!>{3c}x)ez3
ztC+ZO0y$ApIC>qt`1r?E%}=GF%Z0w7ffQvdkLZ-tHIy)H!!hoOPo?gR$f;AE9Bi=i
z)XrW$Ui~rFs-v{!^dmVTgVxk&GQ3?R#-~xNmQz~QOpRnh_x&cMNF_Tu{M@i)F`9yW
zI+{DlEBS`Uzsf<TZ{hSsuTnpDIN8(s;cs%0<`N0ldKqD?U{^q7OwR^t&VH4o%g)F9
z>Gy<RJL^BaB>L#1kKc(t0oX?$|6%U<Yz*7il(6!yCcb^Z$>2##P$tN+*EEw~)l6&5
z3~WLd{ni|yBq^FOWr))&PjX(dj+VzC;G)N$V^Ql@yxq~lpp<baKMmkw7=zzm#E_+*
za!JNw`g`(uzAJ_^0ReTEg5qWmrj&5v_enS;P-vAz=E~7kX>d3dq={a(CpBXz4@Whz
zfuY8D!lgL6n-nM;l2KaRIJ6e(HmfOU8Hy{;gQ?3xP$LkkjYN}W<)Gg~rPajc@hZxu
zTbR8)g7Kqr8GpZw;eG}0Kk6mmm&nUA5U<ozv#|?zdN_h5p7HHLoIN3|)&QDt6UyB-
zqT>sx^0snDZlzWqiC<EYotj5yvxolfMk>-37}N8SY}FLyr?c(jJwKjfrBP(;TZyDE
zHnVl#4isbJnJ_mQ8tZA>(t~1}nrM$mLt76$>7elUA`6+2j~wt<uUS_4HaZ7QM$idA
zWbIKaiBqVtReOjrYAC@+x50@0y+h<o$mCFMfS4E)nO#1fKCzt*i{goS<rqSqk-Ee@
z1Oqs??5FO_O*}Gf2G>r{X5pNvth?`izN!gOYpY>Q@<8$;(<o4vBRJ~tD^j>+@L2Mu
zol8c+2qsd*_x_`dSK2uC-6wpv^&kr-C$aWOD#=GT6Q|KKd~`K|C@uS2jSRQD$TCap
z)i<MYbs>okTIPI!6cI;8gdKlNH=2T!|I8xjqmMp*clrciAAS6Xu|#RP>76lDG?p;`
z$uMT!70InDFQ7+p23d}rgcc`NV<r*Z<;Jw_Ey_;pM$uV`!<ffor=I5$WhA$R7jX3z
zDVQJbhp?v!+YT?Ee=T8{8_BAaf$Wb7@cuOgH1;}>7xqWtbYe7xQ(tStkDM|slt<br
zF4s}z4<J}ID0Jb(qNFssiUEcg485^*SEtb$-if^~2VH6d!9)$=J4fSB4ievCAQ0t7
z=2Z}#(@brZjHm(w$%nhx>+_M4YT)$ye%y&w<X%=ozixpKo@l{ac9hZiZRl+gJYS{a
zxv5&B6Xj^1>R|ZFV=S-MvqkGd^d#X8IoTO>P??cUz^^7wrlbBu9b+{C9xU04!mlG>
z?LblG!RdC>c(my!=ek>Mqr15Qo7qCP(2YARgOF3=%Zg&Gk)X7BAW1-}mJ>SFgks!~
zpIxtz*N?ub3VV7s3auQ!OGIOl(TWarNFXChhe|0@=k}rK4sxV?FK4<MXqjli9i`>r
zU4CAF=oZ4_5_q#S0*lu~SHC2NFV5tAyM_3sDl&GJarX8Nw0-kBcTOM8GsQhLZ+w<O
z^-eU$_7gt&4nhMb(6DDMJFCiQK5>eixHM#QmN3-O!l{yD=+rKb-oA;#CW+ROURIk9
zaAS|e*kgC0-*g<0N{?3VVxq8?okU<RxQHH=hN)Ab>)j26UpehRwFLU;qmTav^a;Q|
z`uH74D~#a6`-bxT6<cui_|O_PoO91v=%Q+Ii@jKi%~Tgep-9f6Yvvy)7%~E>Qp3sP
z9h|fL8tmIo5*;tFSFwqcd1|^3AEhaHoM%4o;=|h2#3qcOqqG~1+sisZN66!2uriD;
zhZm(N(rVT+Y`B50Qaz~}CBZB?NjQld>|mfV2ALqxye6I=jUNI^&N<tT%4}ow>=2C>
z7j0)!(1yU47y>~cwMq$ofrN!dj_;9JIy#me6LmyvZlkkY#FXw~&~*`*OMCd{8wbbF
zc4F>|;@;6i*nOsnSJOh=LlD`-LNwE3*b@$(W*>2yNP7Jpv_%de=n@cBGE6QHGL@DI
znJF}@d}xwmkvUsfbi+*EyZRF(N&4|TKXLV23^`{6nHiCAXdktQA_-6Fq-RG1mciL1
zXcZ)McOs990jC>TxcO(-s%Py%EOUk;H_1Sf(<X*cB&o56v?S_P$lH|Unl&8u`w3)4
zGxKu?=gb(&AY(LLt^j2_nsM)0$AAy6q-w=c9=-4^o;@WaSZ+mi&4rxU-9Y{LJi6y!
zgQnNUh{kdrpEI8aP6<dp7d`pm$n{D1RbjlVN?~wiG4tD_kY?oYs=t)6u@OWiOl5M3
zoU~9l=9%NUKS|GB$%DzC_#7KlkJBGNGfl7HmA^_rH=M(kTw;<2GIfT4;CA6DsX;s9
z-yaXNk3RbN??aye?4yt0iHre}oO{P0p1oo-Zik=zaXBajKaH6xls#=IV=^!`*f2!e
zIG7SaX0*WPcN}5S?XOcI^Yh0q{PcRuSakbr1nTL(&y7j8lPp~Zv!)KjRTD(?g*flr
zWCUM`x)cp!Ac#S!pj%K8)CBQ%X|SL{mEpxxCF4}iDP~7x(pu#s*rKJ%Z=m1gPjNe3
zgcK@vbk#6-p@u+11g<a-f>I)&5=h>ehBnp4x;7i_K_f*Sc3J}=#6OsE-yelcG!d28
zOM=<P-clutoMRX<Ad>q(DCU;IVN4mGNqA%=i5dx`EJV053(@C6WljRm86=qsNv)#G
z5+cbMO@kte%M*2c5~#(TnSt1Q22D^PK@rZD4|Wj@1lj%NL7J^r45^t+8k>q#S%r1K
zjrbW>EH==Kk$A#-iLb3dl~#bf|6lifwSTn-(}Gc?We5lec=QrFg%O=XKw;2guMQCB
zRB}oTP!|(T;FO)2^CocOU>C_bndpn6ICIK@*nF6{3r16a<vZMa)8$;#WMtdX9hj6N
zG35=^9N$jcfYHb=x|bon4H!F{*yW5Ms8>>DcksZWliWCV6zgjpgx7Ua)buqTOFSp@
z=8|*d1feDc_M~BqJueSO*hqHDQy6<>1^E?r0%6HmrE4+7PoXmNX1Z-MQiteCOoZ-_
zw_>?)QeU=@KKl4SMxOxeqmSQ_>><%Cyk!6{UAL7`NMi0S(}?UXqaiN};~^#Mlno^9
zKZdP05&r-sXQibxyKEvhtqRMhN7(X?i#e}+!O8W9`5?3tO1gObx|uw)=?sP1Sd<Dm
zmzt7Mh9pWtVT61VdV`u^bdbs~3`mlWm`Ob(b+@98andET6Xw-(WKA!18U;fC!z7!c
zsqe8;6Y#Jwt{>4xEh>wZ8qr9q*M~<Z5ZNW-A6Ukr10nh?4ClaWt=u;)nYTN-Y3rw?
z;z<+kBfDsMsEr(tin8|<Ty#M)wi7ZOZN0PxwG0@VLFs`S!~vO%s7ytJhZbcxGD(h6
z+laX+lalgdL~0}1S8hdJz8}M=RD2yS+%h@V@5-2V-gqiDSMtocue0WpZA`jt5{HYM
z87j2U+|dtxoWyB|fd)f>@)Hd-MR%g{Igt5u$cGmG?D}}lG@?j~MAWIt&IVC0Lv0js
zyG1lAfik5D(G^4|$*@Ps*uSwFF<gUwYZ)%5hhYl_<1@u@bmeLM77HnJ!g2WoB3B<{
z%5C#_?b{OeCRk9ewi4dfL0aBOP-$S!l{|R<5}tbVB`S6(dExMJo*mhrLnX%<e#pt7
ziE=*9oW+U3i?DyamX6~B$ES}XE+ZQKreiEm>_^O!`5Z0HM;~pXzubyneU#4B3#igm
z5gjvt8M6gK9v_bFB^ag+{2lK8KKkh6_oPn%_R+`hOy2NV224z3&Fdwk4@@CU<Hu(4
z;}8WRgGsc82N@vMu}X--ljNqr>|v^K7D;vCOi|p!6KCDP_{HOS{o)1O@%Y6wym=aX
zZx@3F8H5@6=FX$Y<TCPuBK`pQBf<~`3+$1T8X?Cru$EKRG5BMf8EG|h_zMrcDm#j>
zF4VcF2qzD_-%m<&G)MM!&|~+JJbDd|mIT7wA*@k8jG+K#s}^-YfiyuzgH?xgyq5_D
z?KBJ)*yNQ{xz0?hpu%{Of)Qa#mVMAjW(>Ucy_}nia!80Za<tk`eR3j(MkQ@B4`WPv
z(3vqSPZBeEH0p*P6b2(5)op|t&v4zGSyVW!_!UNULNm%#1v68IapzYzP&rg$Qr=*~
zEE?onH_)(GPV&%$>|9e#FxP}X7(}N6r9y(v0AhB^&#q0+H~TT4Jqm!RC<tj~nDh#2
zd?6Hx3PLV55gH}YY8?~Pqw(|va4assz5F;MC+1`IdZ;<sL~L#bCrax<t)k%RF`Rg7
z8>Y5imOs6ehTSK5#VI4Wy#~EX`{UT5j3O*!CvpF_Hg2of$iA2EXW8rTkgBrqSpV_(
zBeIxe2x47ZgOr;@R>(p@xD#J`I3+$kdmh+N9s*fHFD|hSTY3(DLnd2xon+o+15l~J
z_T_HO3r8c!`W^*+^zna<zE$5xAO8)QdT}o0huf(+*~OB3XP_)AraH+$iam-Woptz{
zY8ZaV!S3Nk*5!49qYjl{V)|Ge1xXRudIz!kk<HwFuz{CVO?;Y|g>uz;w3ZZ3MfBho
z<rH}QxPt=qMkC`UX%M>wRH@LoHVt=+g`~<X;>siF)|S&A3@0k*I7*Y3Mwbd_r;%vA
zo~!~3r%P-|Y8PrjBq)QH$N-WmM8WoSVusi9(UvY|KN7?G$J-bj9mMN%<0*8qElMQe
z0R>aXrl6AvD0^(EV|0k+I_#Yxa&1ja$O&WF3nws!TzseX5|o-z#P+AD>;$ceX@qr~
z_{OS66-uJlFT)}Pkq=LzJ?O<e+Dyxvdyr{F*1WTW{%NVK-&n(<{#u&rGm)FssFgJY
z>)cGs8j2}iPr9H$ZZIO#>kvfoC)Y%hBwR--&<x4|KoB4<4RDCGC_==>m<SIE$Rf13
zYePiZWYlXy+<&ryK(C+i1Jc;G?kFP{4ndwBOU0YjoK^<dq39*!j{aCKT}_wQ$qm^$
zMvYG7Ky?Ql-|Yb4SZ6mk>^j2r6C!!@_On>pu3)1vjfJj(^m}kIRdz3z4M^hnV{aq2
zi+mU-P`|5&XHIV9oP#AKm6nlM)kU(&jzv61gEErn>E{zla1jcrm^4d`6bjL^W<SPx
zeHlOc=;Qw)eFCtLKK>gZ2m)6<Gn!=&?k8_d7AATTA_KIhCXi5Oq5HCQG^!r*UuYn@
zBLeM}c|@fpbKtS<ytKTDk5e=l&-Bu@*Gha|I@WWNaJxE4yMHc~Wj(kB5o=jHPC<qx
zOOMH|Ak3h|Rp92NLty%qayl+NNU2UuX?HyC30qNULu4spsc#W6yCe?VVC_jKmB{I+
z8;Y@?l{SAEMx__4Rzp&=lA_^$8c)j+`<WTnua1)s<T2(zfYUxLdtI@d92KJX?ka-w
zyGd+UAk~{08WYR)PwgS6t&yo0j6$<bjU@O<8ERskvxL}`(NvW>d1HMIdQnS5W&=q9
zxb9#f&J+8XcFinAKa@KZh>lJ?MGpKcy0~TBY>uC7Blpk&YIe#fcp-yMdmNRT0KOVG
zqy))sZ$lB4ihOYX&#sB*L@nz4<e%)0<>Uw;6Hu50{6Qr;nM7Hn8NnLB+UVl{wRhj)
zRaE)o$KP}3_Lg$fdnFwRgx;$tDxz2rMVBquR(CDCwpGw|UDxup?dq=U+SZB-f(inn
zD2VhDAoM_b@3}X(&+iX@L@|I75+vljp65OfxifS4%>88MesX5coTf+v0c+bR%`#$m
zeFM#ncJeOEW!0x!D8D$4ZGYd)z_h-kTrq*vUna5l(zn<-U<jjXYe~2#go97N&dSZZ
zd1=={{xNzW$)-c3N9Xd%Lk}{eB8)y4_2q9B<xJ|6N~X?F`G+NJ?r&puqs)btT3!e?
zaC?i3))fcIl54Q4n^<I-f;{nZoW&9!tlGu}mkmUc!2Z=POe3;TX?xc^;({O?B?>@6
zI7bAA8ps|Q#fGIvxa{r=VgGh2ydIp1LA1=vXUE0Clw}SeH^YeI!vdUsnd;_4Tw2x0
zBiSYzhufH0?B_RQ5;?qd7l#c7KF+VhEc;PgESO7L@kugXwSjg2Y$14vnbx{6R8_$&
z*wMtH1(T_6leutq18uUOcuOpS&NwI!rcwo?GfZ4NJdjKB0%&XtC8ocJdRGwH4j*NK
zMxuQVS_&hu2HSb~tKImowKF4U7h##DTxU)qcsta;9Zy+AFpek6I2_l;9Rnk<`7A^q
z4C4Mm4IjNwM~+`&iQK|PrfBSvmZFmNNLm$l&&@?^)FUT^(O0e~N_&KP|Ja3WGcl-7
zA2xlojt}}fD1CStxwpr#XYN+!?DMm4RU)x-Gf>xVV#_)=M<O*8)Hl%JFD2IAjLK(1
zJ*4CPe@%<OC1Bd|Gxa1SfMQY+7NnuXqu{g3v^455snw_?Eops&Nv@Q6GFO9hdo|4&
zM(+D~DY^_BV{`ivP-CQO?E#8B6*OI&iTgMGX}M)JEom2#`&B75bEf0|<1;)vtUqRr
z24`y(Dt8zgo?D5l*@^m+TsD{0FmG%IpI`rfl%nD)RSltyp$r(6#8X3VWK}~JL)3w^
z1|+jDY9b~ngS;yPa2h2F_wV3_-yPl8`u~1G(5!K1;Wt|lgmaN700rS3a?!7{S@!SU
zTy$MO)Gf_;%{3Ua(%8{fOv+n_A-<mf6@;_m@;EYH9*@cGAiAHL9Z&DYH8`D+#`QG4
z(|}>+*JS@<C=se^OfDCh142-@c~A!%7&c0eWcPC6?Iyx~8iJBtq(+o7<kChiybNBh
z+{+NNk!VvQ)q8?zmL*c7caRWrbh<sW&Vw)b5OqaXbQ(1VmzwHGHztjT+J$<4HzSh6
z->O+?u0mDQKuVgz<#)v3nqSPCR0j(*rL1#@aN$lBzJqo~41{ZvT4~&tf^EBkU)4&&
z)MQ>-vk|u{nwVHSxx)?o@9kA+6GNC0oK3CIO>n51Xm1JsU9b~NUK}G*)421_IYeAM
zoVJ&@@!z&@i5g)-N;VOHYc{SeYbmT~<?7U2>huzBPZK6Qs9ZYanDFEBpePE?T}9}B
z@L*)M8Umsu0=*jcdwql@nu)W^5NtqO1F?#XS0&NZV89ok<yUC2uP9{J@22qOGpm^T
z(rgOfFJkknh3wJ>5`XJt5`RCEqUTrh&H6x0OTVNxJdSU#eS|gh7qIg&18<Ce0!L*X
z!8ecN-j!RpXJih=YY$Porii2%H{VRY3cp{ECM}%GO;uQ$UFbA^H0m&l!sAF7ZKQCi
zmlb>V(l0L+qe+Xauo5}Ih&sf2mVUDZK{(fl0#FdnAqKOC0Tbg`|M6i`FC2-nazAB7
zE_73}Szfh+*nKtha~xqzMLhjeY?w2H`TFB+m_ytQ+!;aMzh=?!zt^eEFK5hkBU!z^
zoMfFFtJR9#uiy?gQ@qGSWUdyYPQu$P5jV_Fpxa2bw}yh|CZ0;XkW3{6wbp{W*h*_y
z6$v5b`22PNy#5A4(?6i5QXwo!rokJ4D$q`Y)j(Q>LY&S^ssW<DiKJpmCgv|?3R<cO
z(HRLJ;^fO>HQ|pmqo18l%hoEiuT>CI5z4P6H*q>U@l(RNXhtFrMdlKhHX4_|lEI_<
zvi_@G7zU(bJJd*#-p%l+7%mUq#+Gem6j=3y#fDR}a2pwqPM~OXKgLu?V@^#V_pOOY
zvWk*5HLSDR8A2%92oq+X4~<%d9GB1`566nX6FnLwBU{4jP|>VW2nsY4<cH$)K+JUt
z#nnEltdM;`&D(>5$l2(`sMYXIaX!v;9nXKT6z@~RF-F;Fz4;5io%KFDR#vj#4F&no
zxZX?P>PilOQ;u)%UZO8lxaP}ysk(ePWd%pDSC=t-TLt@OJwv`);hQ-(a7jf2v9WsI
z^MxYsE@PC#L6a#N@8B2=)oxNp2T<0cVo&~RZl5;+fcpO|C-}xm-TJ#M2*SBd6o7(o
zj+rtilNE37VaA-k_+=vv<!c$2+!t?VBn!81MPrnxU$&lq&v&u4MNPm3;Y6otF;~}7
zyW7Cf1vip!4WQ<TM3Yk{z}15HfJ7Z2S%avlb20h`D{B|~8F7h<$%AdQdW@(m{LGHZ
z#H7~Xa<}sJ&RQBJ9hQE}(W;|xdn*9&`WiszBPi5>KiosLJD6;bog?}{(p3#C`Ogt%
z#%|$A`B0XdOuS_?Q}E;}3~go}8fB(Wq?^TGT8IcNq|a3~xFdb2TU%)~`H6p~4|a`_
zShW|2q{U>`@yn~mbEwRNq;t`boQ!i<35Gt2c*~18&<uZ>W#g3%#i*M6RIS|2!NPhz
zEUV^{&DRifLpqYI!e3L$;Q}>vwjiqfUM%4<nJO)^tVJ`le}^2{zut*?OwI}OlbQ<X
zB?7E6jVcLb*yGZoMaA9&%|s3k!n(bQ`hn57ntl9cLLT<7+n9alMU=n2lL)(uz^Rdp
ze)}5ce*OSgExChD&tJxf`!dO$7Q&F<=MX<KjJoy3G(J$p>-R4r>QE(H*6iYsUsX}{
z^hfN_xY#!$fjmbWRdr@kQnal4qLRLD2Q?-$0U9+8*}+6b%H%Ira6}ao85Kc9tQl`Z
zEAHYN41E*3@0VB*gma!K00rS3qcf-(a!~@!hicJe48o{1vw6u@F1&0gu8}t0_;v|f
z3yV0k<a1Kuv#C62rfx?AQNM_y=08VR_|aB|-9D1PKDLo7r)1Mw-iW1KrbQ*A*Vr&v
zd{|?2)K@Ab<*3l9Rb-~MAeY!!SX@A}$4Oa@nz}NXLAhpBY7aVfG;VJx03LrmURg^{
zx`nD12YyLIWRpaBs0Uqy9;GmXluIrmEIN=OZ5FPa8HY1X!@RAnI7{|3H>HO7Lv3u|
zT21LrJHCE){&A&+F$;5P*x{hk96-e<&6H}iq$g{*Xj~q94%gr})$_%{7Q8hr487)h
z+(l*VZPOzkT+cI)O<`AyoBUEcPu}$re|=~I8qIg3dMn>tNTIHQEA)Lh6sEzURFPF%
zi>wVsotM=i2aZkqF%If;!u*)cpbeIYHR;&z@j-}|<Z3OlMNhI_i*`&bwgxW=szBBy
z=t=#ekiGfE#0N!j-9496_|gGJ#Sb7OGzoyGcI@SX*a)(3nu^C{##?7#%$yN?nkQ3q
zX(pFc?nV3J`;1$kPq@y3aa0hiylO7FcmkvJE@}?C*qa)SWnU?wJ{f}{7HM1*O<y%5
zM_bV(`S|#~CER@9(W%}V-uRs08zy%3udN^mJ&Y&-1>qbtd3FY0zPpbJql58}oJ?8u
z9yUJoKc*!_y?s-3CEpY7$xNJyF|jAMCN?Iv?M!TI!ijC$wkPJqwrxAN=l5Ut{XX5Z
zl84jlba!>_s`~1yUAwpK*+wPtQ6zM@Jr5U~<$z*a%E%BJtjdCeoJ(>A90E#micHGD
z_~o%$x|2+}4ot9SPlgFGlR)n=;#+vvbK56M4l;1XWYi5ZxUi%od3kJU*PyV~W~BPV
znAx1>4zYu!h8GF>GCydzDZjzsx&6K^#%b&o(FWdV;etTgi&=+WR!9u5!h;iR#2k|8
ztC5P`PQ}5=zgDXiB|^>?Kd~}=P3?U$QxhcuM8Zm!#b2ROE7vMcnMS^h&*9+_@i@Tl
z$$VdF!W9)DGCGv&(PE;dOkuHl#Vr#Vgz!n}sfT;E*CasI&ndk3QuOq`Z?6p$L5Ba5
zWOZs|mOJkqV3vfZjuTFG`S`N=YGutYSg?@E!dJq9f*m|Y6h&YWkOCeo<&>VX2^nJ3
zsJz28?AZz|#ea~>-HZ0WT9Wr{H2dsNcO)w(Oh~}j_Q@9_I5Y;><BhRd;%+D@CE5xD
zqx`4Ic)tpU%}RHB3CYt;xO_eE9_M;Kt+9<HRs9UM-^l3w#Zddm2DjJGBajO1R)^9i
zU%b)Jw}`+wyj;zdX*TZ3K0nKndDtR(7va3Lej3|(aayA<14cFWzfsMf8V*m-lwwCf
zYYT9?HB+!|_r1GFisAF2T+m(2;`8#L6=Hf;Z0QI$HV)%xf7IkHqc(KD<mY{#(aC(j
z`C)Ifu<7z_HZSpLoB{?zB{==X3}_vy*;v~!X$XkJ*Ot!Gml5p23m{Ems+45{bqjCF
zmD#?1e5&rR!|C9}7mtPhGMgQCCw~S@CU#}JNUIO+T<hjVIMO!yB(h32-;Orc+)#j)
zPf3%36L@8#I^+1@s#6R{Z0`!m_PwtUlXBQ5SD7(-O*e4+b_;eUCd2L)`CFXWo`K5=
z48r%V$>C<iB;?#FMPWSYy?zRBzT<M++Xx+vd)29U-RVvnv2``LU%{9Lm?7qRXfj1O
z4HN!g^vj)Yc)T8i174WH`58=nM_4GlSpi}NNGR6)7s1k7?nd8@5=L={*rGLa<f_|n
zJ=~$)f^nX1-<+D$@##KxM3gX8ZXW$F>Kbw*+g^(5it1Cls@A#*9#|N}Pl`CYd>6h4
z82pGRy2^NPUD22b+-M(n=<<o%hDLo5hO8lG3#@fPL}sRh{CnREJ_JeX#4s{s>)f><
zSk@4@_pJ&Uk1aZ-3IA-*^3|3WOf?*7rW3}G@E@5{l}=6=NSr`GHH`}qkJuiyDj4%J
zh7~s?yBWOtFxty?CwA!lA%$S#+9x%z`aRYnNXp>Xr=-?zs}uE?XXR(bMj_b#7|PW#
zK|FN#7c-1@^H;&05(T2Mqza$?ezTy*WyFW8%!805h*|A<@O9xsxBHJcq<qOxeR+pX
zsEn`(G`5dlaYJ1U!eM$bwECHiKbuKW8Vnf|wIAb&7c{`vefyGxcyG<u=gUHpRsNHV
zR4Iz4jN&aflT(tAb)#`Q03kzuz?=iSh*VsQt%fgHlbSud7FbpfSIB@v<WzBLp>j#E
z6hbO~7}OVglP12q@rHljgN^WUU;(SEEAA$YoVSu2Lzb@x8!OHTLFmz8HW+z)+0x|Q
zfqHWoIRWw7d1)Ixh9VE9VXg#grGdULN(-5XF*t5wvdW6qo5QxgtQG3!&iRZIxT}}a
z)pZF2N?Z|h7`n*0>XdDM9anw4fhrps7bm7>^Dm;u4ZI(3Syfja^Re!Tf%>=yb?LbI
zQhz8*{aO~3+xQ}(7>CKkowDsTSAK&DZO>UF&gp1I32kF?(%3{%yxeC)kRc#E#J|m~
z^r(T$;&V$2HY1jPbx{cTWY&K^Suj7O<+K3G&49;UUHel_B;@v7aA*0GL#l5`EwTLy
z=3`~E(5TCwWZnODW7;J0^+Hq0i`BJih=h1L5JfI5cV2E+E{2&XK2;&vu>;$`#1Juh
z4n;tH38D5yij<0>_3cdwvQBpy`thfow`3hrwA|4l$Zv?^vpIdT6s@badwmEU!W<^%
z*L*R`o13ZiD=ikP0DB)Eh?QI{+?athoKSIPPc1L?Pi+YG+tX!B9cAd!VNpW@WC*m@
z`E-Bytv7b)yT?;`1K*U5Po2wtt~5e9$q>-R7(UJGWqZ#BgD?wCHeU*p!RR-J8Z|e7
zg4uD9b^p$IcTUWrPd@h2szmE(*hrP&T9u(}R#`T<w&*FP1Bp0NMk%q@bhYaBR*m^k
z`J93UvqAAyoMj`5@vP#(&6Q}`XG_R^aIx#B9w*X|JJw9Cmdt4-W-LT0gVbCS52tUs
z8!wb|Q5U;)!5Ev`H?SwDH){5Gb>%OEO{4@hwsW({!uPUUjb%`ELpkIY7BB;kpitiR
zz;(SovxZC26OGO{BgDEOt?u?DQ$-b|f$Ffx%>A+~HU7g3dQ?Pj3~(?ch-||28GBI?
z!&&jZA9M&xtg)EigT&6${-AfI{m3p#h0>7`w5pNsY(q|?k4LVnYjM!RWb~J|tS^wq
zyAau%*}ir!sro|f{X3?)9+lu;Kd0pOh#9Ow!)5hFMbNAOj5NjlMF9b;LpTn>SEHiG
zTrLN`tY8{%XcF?P*qD`>*nq8<95rLGpzCgi=<cGzh=h>q1@%`qX(u#|T$q{eRZ1f6
zD`$uoj3oIAgnrDu9;G=^r{-VCLXq^KI26U-Uo7*Mb930bz~2suNR```^rqz6?hQe^
z&~UM$qS`Y9L&h#So$SbxTXc}rU#lJRBdksk<xVI_8*)D_VMpfkdFyuE(GCgh%lwT<
zW0vz{Ll>#={?z+LxK+tAYC5lxde=u=bp95tQ29u$z99BPC&kah1N8wxX7}34sl3A+
z_96;z#8?AQb=8e%;q3u~22p1?ns0nBRdYa(A(D)jJTN;9iYa@W!Kdw8QgS`vsW>A`
zpqSmyEPjOd3x-B8{dyG^)X2;N)+gaRtO4UKV3Q2gNL~ezC8EH5T$sVc&yOps$)b+9
zm&DM57o`6p=HMEG4fOo7IrlgC=GnjPw*-i9_PNcQO<%8P2@<!l6NOWYVi&bY_DV4&
zbXJ5ED*fo@2L~2lFExawTHnl+IO$$`hY4P(#i^90Lu6rUjJ9K0>!*a9(<Ay^cz$2i
zh+>ChqZ##>v!Fd#=&uza_|Y*it7``pEC#m<2uViAR3%cJT7My?qw>XjqGc(D?@POF
z*WEVJmt>ZFSN|nzldVFIZ1A#WY>tl1##$f%c|4-QxVOJ;W4YC+?xHv?_p7P`9W+WX
zpy%U+x?YNL{_#Q}UWz{)qd)ZpGf`YJ?sL?{ul_Cmw7ITc??x-G03!MZMK^IN@GOZy
z(OBp()=iOI^|IdlxoWQ|<Y|*aRGq`kAbm>AFJQ?~{c&HB#7ZF(xm%F>4@gWLb?fDc
z+S@Dq<cS3GMX)bjds?m+dXuBg^(A6s>SvKkv3a;vPPeagznD%%V$+qC??<okpA87j
zma!&hz>{Jc$QRuX7RLO@(AVp==MyR{wk_X~ywm-P^!|r6W0_t6$sI}_1lz+w$1pZT
zPk<wuT9)XAGqPBH#=z{YJ#JyqYm2Ue#B2bHoTg&KyS~2rO4rz+;r7r3ku3CTrdcMB
zvcrf;svwpuXCZsB|KTVqS8yk14Vz6r$j8slH1Jz@-jK0TZXa=nxGRa4Qo4L`O5(}a
zo~&LuXB|_>voxzLc(&G4i16fQMNOMjf9}UC+t6_NqN|BE{!qM1$b2>b^S-$ZrkJw{
zLhnG))Txr3X2s*Bz4$Z5H9SVA*O?8d_zQOVLqy)?f{p#bvhXS!PF8DK2m*AE!A!IP
zoY>Aob_PR^(2JEOf&p&ybjgHp9+*YGaJz`4Rkm;(%~X*{FxSv;FBiCHSGZv^l1P#Y
z&(1uwm%qJcD_X<!2Y*czy<yNL=ZTbOuP4qDw37Am3I_s>ZIFeqA96n&;lVXFgGx@H
z_6j`j-kZi`8|CEAjN(NCeN?~kiks-_^T^kx+IJ*n`{KrqTGVK0#H1n4+)lZdhiw#Y
zWz6+;dXpdPjmnO-5<(v^1A`!l7`;j#Z*e|u{JSQE%LiHJquGRJ92**%h_gDAKdpzr
zdMbunBTV~i_ah79uMf3|l@pW6Sv52fvWwE0tb6LzF9@m2?3QNVLU*#FOdHJ@MybLZ
zHBLhlhlo>vB>~5!;kf4Fh7PSs$e9wks%lf_el543@FM+r@tZlL!+Dfv)q0{0zudx2
zlW@J^LdRqA?)E|GeRO_?VOzQq=M8N-@3olPT&qb6>2i(lpw`JLE`=76S93K&e|XT0
zSbN0}p?}Q`DpWx@qv|iKFwJH}N?3_>RvH8&9QPx3OtH&&*Rl`#k-Uc8xYW@MZ?2HW
zataHqH~O>ns<AyNtk_T!%SAu3wf}vAL_1S@#jxygMziZ6up#*Av`g2nzc7N-^Y)uz
zlTUACtO9;X+@n)oB$nj8-4p7ldSgQXCBd3(-?C??`#EzZHTzgh0I8rx+Tx~f_`LbR
zj|x&&dg3BI<d`5@Tz4m&VJzNHRk$LzH{XfUZuw}p{0P$@`quvVO$yx-eD&W}ReL^W
zJAYXK|6&4fk%;AXmQ!#WGq>C26QIk(muza9aQQy27rF)std@&3|GrF!`YVQ<u9Q<K
z5SBUz9K~*RZ^O`1K<+|;fu&JCFOu+E7sA6Hm)tx8X^%dkNoz)OU|{)bhA*pd1a`_C
zy)u(teZ*(#2B~IclL<p~*9etWHfXpQStN+tiE-ntZA45{#hWE&0(*H;l<|hN!-vbW
zA64rU7w_(H&IwWCZm2D6_AK&u%1YFbD2BaDjqf1kbuZF3zi3AdrPLih#QqDht7o5S
z!jSS#6y2_(-0_lVd~1Hi(;OB-N%zh%@+$PpFkNE@b#*ub`lZ1R)dMD%EjFEd@#Kw-
zfqK4;KN}yHoFs)`jEh!e-JF=2$p`GDMZsePME%BEckmZ#FI$hK-0peI?^zV5+7Yb`
z@f^6}lbs;bQ;{ukxqt--_>ep}-KkyADQ{v}2@>4rB1i$Ks64)Ylm5Fhzm1>I-X6PJ
z$}XQ?!&?~w1LP0|QjjgR+@pK^ovoiuS+IizHEP4>2x~0l;dgvojt`cd1~5&S<Edqu
zX^0hq74yj0%QM}xz`_=Kep68!+OQx+YYPldGr;;AVqR2|mA3e0lbFw=L0xr!7)=+M
zJ>9ope9~B1temskp#ffl3UrR-m$bz28ZuLExPp2o!5;5%fqdwB)s;^*f#rIE`T$wk
zbl_p`MOgR6W8P}LcXHM7*dnbOGIbJ{QUGtm4x8nn8`hCBhVO{EMvdPv0a~RjWN30`
zJK;y%80M$&c=|Fu-QO5O{!sl}-}n`7RwQ4pR$NJpFD{Jspwjf^*x<fa3OzfM6Ywyk
z=;}s`t7tKFW4zh*>)Lh1JzEv*hL3!^?efX5QRshJ*SnvA`Z+5Fye6k_wgra3yikwC
z2q6ZT@`Uc83;}Ao?#W|0F<;tPLLS~*v3yS%kAxp;VtM68p=3|D-h*K;5pIzx?RT7p
z&6IhA){%S$K5Q^y)T%RV)y<R$A%}x=t$K?WpW1mpsTM>Y_a_9D@btk~iNd<b@71Gd
z9qQXF@r2Y0{)`w4YC0vIQ>oebD*CL12R5&mm6)4nzzBaTls_olK?|v?$Q-&6<voI1
zSeW{>oAp6V#}rUPiNWGeZ?HDs5pXDV_}S|V0RwnO?=R=eYJ@Y+M*Kd8YKPDKo%D>7
z#0q6wdfCEx#K^jNg$!fAb0F9%Y4Xe*!IPktU2l)7U=SK7FSdVKrlyRpZN%Fv%V11!
zvjpSphwq<r(ARF2`5~MU6gyvzwY4=jRAS6Y=Plh$LWUo~D6y76&#u_c@f!yO`nuDL
zGlyI1o)vvy+L?a^-<s`H7esQ;wo`q`Dd_IsPv{SCHfIRFSJn%=j5&3@_W4NaeM7wO
zo-e}ItVgbp4l6~CV&y>9=s<563G2lO;HXW6E(kKdM@z@z+_lH+cV@=w4R0<iF76~w
z`MhTmG_QPZ;XwJeT)K1tPjU%Mi%NdvefxpUX~wRpY?W`}^=h%Dvg%F#-lIUOKHz#s
z&`jQv(th?K;Ibx^J+H8_*c0glWm_yUTo**RBgj>32==H5>FcSxZU&Q}{kM~oAXJC!
z4`mHs_iu4|qAH4hHnP;(gm2(q!uPhwJGYO+k?21DGTiG-W{J~R5iXN4Uv0m0zs%b_
zx%WHcKfRr>d|$qLLdUo$-<v~(b8RpEw1c;Enb=hAVvJt(ls2q<GWif9R^qY+$CisY
zIk~HZoI;T^7q-qPfFvWm`k4ZnXEvP=ac8P5>1wl0(d^FsC%cx2oIC8^%5lgDyvbnb
zTJaebN>PxD2Tg1~F?%*f6CJdOF*)hf@0>BQ_h-4~S(rz3ytb|@)BwTX+hiBrgylqR
z8li7y)Ni*qxuR>sxyC=%88SW3>0cG94Bn2{nhm<^tPt%baF5?n{~Yn-vtx<p8QzTh
z-vS-@3&(=#0#3=m3cwC1Y4gE@Ew_;qIWdTjU9YIfME+R0Hd4PlCs&JCBM3-6MjVRK
zDsqD)JWXqGM6tkYFj$+e7XRXMqwSYL|M{>z#4y_rC#nH&`PG}n21|7xUz|#J44Vxa
zZ=Q0*s9BYq7Kcyk*BB!Nub)f<Vg}A$ezOilr=pL)SEY*EKmW%5`lm3#o9r*=)mxk&
zA@l~hI|w2tc=~uw>P?!Bpd)!=a`dK{zQnZef=T_s5=^EIuB$h&PT6FVb=dS<rmZF(
z{2c82qgtv4^;DZzK<k_Eq1SH8DrxJ=&<Q!?IT=rP4U@UQuw1It7^ZYl7@u$Tq;081
znY_iET7-skpy;+vQ-N2D`{B1Asd+phVXBp;YR=fT<B~cb+^;w;d9~{D>X8J<XD;mW
zSoKA$VwI!<Kgxx(b^U9)B3o6UE8~ly8FS4qXEyc<ofL>QKUyPxSWqPNJ9nx#|2oB`
z-fD^>)LSP#MWidZ%9K^Rf2Ye_KiN*@)1KJ9M(OnWNwgRDy!q%#FD+YP95z3&-~@%4
z50k@96aU;xHzH*+7NKK6&$Q_*=qr8u4&!&ZBaE0$c&jHwC!sgD@`Cv;hrcoJ6QFT1
zXf{)G8p4X1!I{c}67nWEE<t0S0Ve6|pFByS!J=#lC;5$^&e+ls1A^-Wi<uVFzs5p_
zV=9L6(Lc3?i7T<`0gbt~Ah(y(yDO^$N^-bfcyn5X;m%J}zUu|vKC2qxg!3UjdzAa_
zh4ckpRsQK$YKQxG_bfq)GU1hETb8PY+7~^ZoohimZl>SM^b#poO?Ksvwb2`Vw^&Is
z;ybk^Kbtet#?KGtrytfL+BdI>N=TvM3mBMuRnOg`IK{ikhlN%970IC(mh|`&a6=1=
z6Xv5S>ZwwC1F33*GVkf2{U%5M&BVDgh{q=1{UOBYjE<t?_I;yvVZJ`c&1`?o>O1+S
zVQ(0-S2r_NH5H76vo@0B1#i?h@1S4!IckMpJ0qjm$SVom$M%-@PY@n8=GW7MJ99)@
zbFN>?PQ^W4IQg}12Ljj6g|%BJpKzBYh&9ve58sLvnK|nZR+R&YUcSKo>8?JN#)?oK
zKq?j>d8uAx!IXwnsi62qKP)<w0Hfrs^kb&boDMT<tXUq0=Gll|b)!9*sV!+kD|7gd
z7#XS_59cQ}d9>Q7#Sl%+Kq?Jcw}!B)E*g`bSi#18QG2J~DbxNsC{j#0>Z13Sm&`i|
zc2BBE0prL?zJN1G4%Oz&l!f4Bj@Ne4_D{`+4is*hTYob>PT_kmsH55Hm1{Z^DXQ9$
z`$@J}5U7L(wQ2wSL+Wf<og!!#-Vm|E3^wdXXq16?#^;O3j=_pLqdiE`-F$r)HfDoG
zXk54?A`#8W+u`%cOa~X_=kghPP=f}HWOl$b1#<Gw>_%jbYaWUzm2h<4dGohfFE!y2
z0x0{-E86;m`c1LiAp@eb>3148eX4GER>XH>)~3~lc;l+m?CU#!b~w#yZH!<mOSCfG
z<<Wsxrh2l^@*&;qI6U!sg!#jgi>|1U%!gmLud4{5Gf4i?TtqDg8~m3r$AH5I&&x#=
zg}U65O4Vehq8+{9^IQd-ngB$i)kh8t3(5%A5bzZ#qXWpS`3|Qd6nu<s{02A|dHAk&
zC#tOPKYwbpHF&vs8N$85jxOH1fz?(7m3-9-wQ&HmPX+_x-KR-K9UqN<KuRJTIGbO{
zD<oa9CR?gFz(Ey{1Z-1cbE@waka}ET9PrUdP<G(iy{hUm{e8I)btX0hnvt==hUNy+
z^t!Fw=zgKW_Tf3hQ%<Ej6kdee=Rp<sY6(kmmx%9MrX3h({T!{5=9l6(6cJ@Ad(qID
z7T`h2>A>K6+z1(F`8PsflxQe-VwXssUI}oHeE#w~2Gx1|#<6;vRPq#ZbfsF-&&X0Z
za}3xw+19E~)8DC`ES1K6HsK-)^~<GLeL7HWc}YsT8bHn3uAM`|!4^<1!&^=tVuTrN
z$a{Rvjva6QfyX9baAuz}^n>=B2D(aJs?9e7p-)ozDoZsGN3IS1(#`@TA)iT_kKRb~
zMIja1${>8w5UuKC{=mcpfSZed_T=R&>!Qpp%!l}?NR1T%`(#HHP@r+;%F4p=jaZOH
zjpPn@37&)wxx>eg(DA?7HEz4BRZCuT=gWbH50P(@S|20fb@=|I;=-mI(|bJL<V;7g
zKiM}{5oDmg>PG*4W?gZ+NV<uMGe}`*CkSqgM@pzHls)gS_qyfCL?XdX|H0=<mfKd1
zqOH(}HHfMgH))|XNs|*bt)O&N5G4-(+3K*%vfwyRaR0-Y9Td7CdsfO6`reV&`GFlw
zR=jhAXsq7<2smW=4g8i0?TRFJ%%BMa@uZaR;9rck%m5^49Mi(ePe$s%^e-TPvkAZ~
zVH!kD2HtuxZRKIFN>pya$g>nGxH2NP5wmSnd``U~WVd(=H|$~3aL}!zqKr-_aR(5`
zOzvu}aErAjzA4i6wwQ6WhWJPK=5f_K6h3@-=^C{5t>eLh<we9VxQhQwd}3P?{H-Iq
zRtV|r<Kb9eo3DcGE<gj*v|oL*Ki7PcL2hYt=HOv#Q?a+%$(c%CgdAr?S~~Bqv@BI(
z$-j15Bwt44Rn49N=XW{t8_09gO+|Sa5^`LmUR!z(onuM25E<la&A-hDuvf}jZq-0=
zU8*!*9ctUyp4kM)rKkHfmSd<&@(d(b$033^{E`1`d^anHRSp~Ty@Di-2=9P^BvXS9
zh38k^JLm}hK0Uu}t-Ha-mO2Y{v&eV=hy7i-q3go_(e>ooNr^XYLZHb1?Q8zF;?Exl
zp*;pyid)lqjU`io=9H`O!(Jj6S%lDh5&x>h+^F%G63g|gSzO_D#MM5Kdu0ot=;iO3
zPs~guYj(d)*PA2ubbb2DsZDpDZ8<6+5havij%UXZteO$xb0kBKf!#lANk7doC5WJa
z4MT<=d+pBuT%4tkwr%)jo0Qn4)0H0U1%I}pR%><pw!mJ>OKEVEkacy{H=!1PO*azc
ze|k>vr+d^Mdj1%bjV1<gr(HJkH0s-Ys8SdleZdN_3YmWf@XE4{&kq!M$`5Nu%sihJ
zx$zMjOOhsA-D&G+sLYS4e_C1-g7MJ4An0Q<Vor2_l4ACm$${@b5u0}WTOwBx^BX!z
zt!{qwH0`rGFrP0%eLD6e#sqbpwz!ZVonW?A;f7Nka40_3m@_pzo4B-8SAk&q3omRY
z%2A#;IM?#_%y8h<ipT3_8yda_#XUO~BPq+hDYYDuV4a=Bi)Q=6RRGDG({3LLJZEsa
zXaK3a;c5hjULTJwyii-S+tOgP;=yjCT=VD4N*T-GA#^$ea{pB5h~w)GG|yZ_aqp*A
zmclV^^i0u^@Lw9Y81T+;@m(iIn{`X!aSb%IH-=PkzhM#bpMQs0>CV>t)aQxh(OLa$
z2<`0-o@X<>T?-~)si`97=}G(<3X+K|7b|OG5I+jpD<4vw*1-(Gc|!LOaDm4oVK544
z!Keah=)q$6y~)N1TuN%uuXw%W0tjEQD8YFiz=EKxbDea-g8E!Z{Y!f9E7$t9*+9F=
z@!nL#5$1_L=Z3rWdd>vb+jR8~u4RdfodRR$hQ`ungez39XcspIHY~AjLS(Y%Ex%1S
z@C4J>fkmS6mv=z<p_4qA>!N<LiN4-jC8Dl00{+Da@|y+BIP3O}?-VfrE&p@}1M~pk
zOCr?d7Sq0ZUo%+0?feDL7Ib0H^6|XH!j1@94upfjWc+lId1h7z<+#{s<$^rWK1&xt
zNrPc2ie9$R{B)yD#zsG5f5?xc%1fxIFG2jer@b1F(c=McHTzRps+}SEl7aQ(;S_nk
zswpnrXzR#yIwW$wzUipMajLxx*-eGJQ%qByz&WpjF4-uK;vHOoohKJc?w?q(q@)fY
zFy#Wz%Y76b4+ln<$1fCjPOfRG#qKX%!t0)J=NV~JySq+{>&kKgymb}?YP8}gTk<H6
zUY2}>j6X%8;VUlZ4HGQu1*gWqrCuzO=O=pLWQ$_be)b&AW>ajnKN=v&zS3Sb1Ci{x
zfW$2K*7Gq2RWlc|zi9hMi|{j{9V|fbZhzMW19Lm6mT&_=+gFB4aQR&9?d}Y2`<)8H
zDtFRi+l6Ss-1bsj6kCUGu$33B)zEyUkB))8E;>gIXQ$2q(VqQhuo}@%56zg^-{M%N
zM30pjZ!M~K+@3+_20WbF&@QX`WW>3KQ95@PBK4Lw*;ekjcQ5U?h>0P%ra2Aj#DB<u
z{2$N?Pa%lgb`$jRG~v^{m#B%!Vur+-fgm1>$>nTWwBouG@g0-V0Q}dlUurZMkO;U#
z4ih}V69*@qe;@=7RhIjp+aor3G$)c1MVB={zIon9s0G7|$)lmE;>51ot~z@MqbBIA
z&@vY6OPH-F)w`{F-WT*eS_qlRjh?3Kii?&*u0$}J8J5Q*{n!jbu~)GydT;1u@zR!D
z>BLA6bjDUyR=m{%gAb$n{qg`>_b$QjQ1&mH^w+Nr36PS1h4Hg}b|2&MeOPrs4EsvY
zTVaJRvekN0xs&0t4#r<LM?A`;*<@{eGGF2OdNoL+-HKMx=+XHFT;Py*`O#KO%<ob;
zi6j`$D>KWI0g2lf7SuUSGQ=2y*XVFgE0P4fWDy;Q7KO7SU>Hh#*t_w3j>*h`-Q#P*
z)zT<y00OLW5mC^v+nm`*hZ<c(_riW}O%axuH)`l$lth*2Sx|Oxo$J#ul@bDL-XPZH
zp2t#`rorPZ{>?)h0Djr{4v;a%DdFK?D!bm@GkxCOtlO^!WNcne>n5(pxh}F*%AN-K
z-hZuG4_Y_X>2-e^Ghr@Msn~vhxwz=u1XRzq+-HmCMSAXcMy_?f-hy=obN=CQPSrCh
z!t9&=;~pAa983cNqXm;mDwlogH{G1*6CaM+Qx=oSnB4DHw)AWqgK8gn*^{D%;x(!-
zIijz;tih3wk7Q)YsyY>>m%IG42oMvHP%x_ClS*YsD763CiWg5I)TKWnFMs0Reb&e8
z0iTO`TVo>|zQ-ve=>0O7&-Ui;_a^!@MnlNEySuRruB5NJo-u9btzkn$LzVDaNCDRW
z0@eld7Ug1){;3FFqKC6px1;nR6hD^>&__GjwX%K8%x`dWK!xzVHJN>WVoaUNQx)Q7
zP6)O%0iOG2h1hSWzOU#|PF;$nwLQMVruRgi0epybPwjAJVkq$YvD@}T!x!n;n3eka
z<OU;n)P4XMO$){DK$(#fd>`qpt(->c`}Zq07uBx=I5wmd6wpbd{XKzj6D(2!NaIY>
z@$gwf-5$0RFi9SgurY>QI-l<27jhzD&l{U(u|xhKh5X#PYro6<3{odye7{1Pu7n{q
z&WZwBbh<fd?MgUBb<qA?WJT<}tD-!;DcVW35e39sexB%@6qNEuZ5a_8Kl_DdsWgO5
z^)F10OGO=lach^URzVVSaiv{eULuS(Xwc?~Mi>moe)D|VOIme5sW9ab1b!MoTE-8C
z2GNy=o-noAIi{)_F@oYtil@s!$;%fjF}L+r$)?vX{H}rS-qClTf&YAf>(xG5-6k|e
zZpLxz{CWDtiiN#9v7kSuP~a<R9(;6(L(g;rK8o{qRP$KqF=$Z)RYUmuJm!DYFMxT*
z&>bYZkjW$F0l~z~CG*KgN>p^f?gZ9vvhGK1xb-Yrx~`}D>WkGVhF&sLUhi|I|DIV~
z+lO;hvJyJ&9c+>`)8#NMxy6FdcMT2~QP35$zwO-|^LYbBc!<eJW7%TM-@#l&Jj?e!
znar6GUbP5T+W7PqvU&QOxbIi(d{%INwixLTrm>-+u)d1xD=wDm#>RW<A>v2@l?5S<
zM5f_?p85v|J1#VuVAraz@aA34*~4>e21k3=^iRK}+!4IAT)3DxW4Jz^)Kz%4_6)a1
zSeyGhp*_uVGq(AO%;|(a1BEn9EF=>m;dy(#EI}<32Db-HGwV28F7({k|8gnQ^Y$)q
z%cd1D2Fx$y+Jk1?&xDKf^Ye<0d-g51Em~)M-@ku%5eNXv^ORPC?CaQ2vE2bxg`YTB
zP$oJvisPnZSW*#An)V3DT*r6oP&8fJ1Ga;g6`I{5LlRZ^AUrx)ny422l#Djee9a4E
z8a}Lr&tflwOE?q`$S6d6t3EJ7mML;5s;}_~W^6b*JaQlaOfA-g`y+<$76AP3);DUm
zI#R}wXJw!|n)19q?u=#eeH<VNAq5ajk_Bw>YK2_&VAa#UAl;m9Y(MVugeQ%0Z#|#q
zQq{xgo6>fMFdM%=_(hG{#KAzzGm>6FP2ff(wmhdmV~_H%r@aM`{*<@qIyusO2#JdK
zMoA=`dLf4vTsWMU{Nvq4kTv0=LEp8p@r^NAifr?6M^9#8i=9(&!jdh^5zqJKye+D*
zu<%}0TwFY<j{>?UWojUJhptrgyCd#+Lzd!0o5j_FN{;yGQFZ0^jXx<-$@n@RgGyRo
zeVQ>w=V4xs1jmv4FL`X@X{WRPtcjxPTRz@&XH54gH=n^sz?J2j?m^>e-=o}a_MHxV
zuJVXUNR~RiJYG6{$?Z?qy9hiWvt^2eie{XCdIE#PA+1G`xou9`kQ(ii;XXjP&~5KX
zDQ`+ydjTFSsl};kGWWvkiT`^dnj!g{64PV*pbo4KqAQP_V(H{E_-FFsA$+n>pr+V5
z@8*N3Cn^d#nn=sF2fbl98W{nJ0iI(jf7I}(ohegsGREiencsT|gOYK_nYBV1HbD$+
zS)=;`ssZCx6lk)jg*0OQf?3pqOF{PpcoEO|%O~5@#TxFLG3L|Nmbl|%^PZl_u8YAl
z=Q@+W*r0(3oCk*hAiet<J!}3-he)M8C_u2W(71C758}Xb@D-NelV1gDR5u(KRn$_c
zEFsa+NS?d|^zD~|!Fx8HPh>#wJ#^$Ol+Ai)76vY(I$0pHv#ficcam`iMhH~?4s!7o
zL9JSJ<`xz!x`U9`uH2cZoj&0@RR_PI@Ijj)<e8g5bSKxT`U=dVHQN%oth<qen%11t
zlA+Xq(vXnzr*UmDnU=`yJG>0AT^a-sGLT(;6%Wl#_x!QUv3s|md+@dEu|KNv;j$Oe
z1=BT`0(L>$1@EH$2Eo>mAy}fooB)g4`_(m(Rx?PY>`mXHXm)i~ik}}OEiJ89F`rcr
zv=?fRdgX_<`uK?MX4$YGaYkANn`t*>RJT>Jhs6NBO^y|n#eDAlS>3UuS3o?!c|NIP
z_I$j&|782e7mOPK(Q>t#ZSt=GSx(nvvCC-=E0t}DG}Hzw)ITz%Bo+WVR8{{)->)G6
z4`FXY)BYf}vsrbTmTd3udgL>Bx1*-=fAp6{3doea1;P3edQQ|p31<D?zRPj#$bCcw
z7vTR#W75TLm#)}d(1F>Cm2ncjl^Y;4M;d3%1)+g&wcC|`nyje=&DdU5y9gkG|LX&R
zK0wya!qj?^kZm5Tc_It~D>3ExPnI}<x(Tq`6xW-}p?NwV*j>Dw%E-NLzXQe>@FDx(
ztyIeup{8DkgLc*}o`D{(nV>f*WIzw;9{-3yk6XX{m0l{}(&BqvE(HtyT7dEKW)>sW
zzvm45@7h(x;qJ3JV9ilVU}8`{m^TVhI`|lXv>;%1*UuIow%wcs-o_`Stv<0;RTatc
zEg*}F^xxT`|DAmSG`(%vILN;|MAgV({U#$mJU|df0^dp}t_*?pvt0-FEE?k5xO506
z0=|u-0MlrM(7<2EzZOy8*#V}9_3u9a4&E~TQ_sJHhsOUz|99|zHOGGkbCQt%=?OR}
zNdK=)_3zvO9npUp`2Tpp<18-UOeuLZP-<G5&;F19NlP0!hc|c}JwpWhhgnWl6^h@|
z@^k_><bQHWYir|yfq@k@R8W8>_-$<&K>hvwMH!&2Q*&!;GB&ov*jSWum6Hj)$VnJt
zQ=YIP)d>>&`5P8iR^+c=7j%Nt5#&LcU<t>EwDG`YwzH4)%T>yT)DeLn)&2Io;|9)|
zsNn<x|5*?Ff8qc<=06kszgn5_l_}cU3MLROnt5BzfzBWWuKqjyj)qv5Cu&H2Vg{Wf
zE}j`nh~__i6W+4_qeB0W3it7g;(JdPk0V1yLGhb1Bc-Me`v*jgjg2$rRjsY5NjmN!
z)RoPCeSN}?oOmX6De39B=bbOs5|WZ_u88CGTrTHE^X2NoA|g2pCm~T$rsu0IXkWi(
zIj126`#;?r#3dvI0+%Hv4FK+OHB6r6sK48xsJdTPQ4s+FhrwVvj$2z-$Cx5@c;}9S
zirVu2e6rMRXZZb8;9>@Ea1l}4Z7<<RYyheFD!^5==dEq#v^gxSt@mpN@k!|Eqq4IJ
z!$nDkhljNs{<3=BPKjxwdeYC~ajew;MEw_)U|?W?U<v#L3kz%2dBqA10|Q@M9GP<u
z*Z@`;1R*zT-eAC%w&F8BJS>lmjqR=Ap;M(AW8BgK&tIca5vozadw#Gtn&dKpaAylp
z5EVzxj87D?q?9UU4Q~!`U%n`@SuNkjt(2FQDc083F0U}A{T<xf>4qXW4dOY%Yvt56
z9E{{SUz|F*3!O5v{7^4Yp!9hf)ouN0;~sp@KHzP(RBJrAcNK(V&3^O8qvm{MsZcsC
z{_yZ{C$j0n2TCTHAt&r1|KTt)o#*5ACKL#+HiKp?R2mhHZ>Ij;*`D`HrhpT3>2LJ}
zo)N6}BJ!29<06R2qwR&!cgpqj_M-E*Y==^NE2QB^iGjrfo99v4blfE>XlqwcgyuG{
zSsOoH?@8F(+j}4@sHn{Ez0Ae|d*xD)#fgK(|C}kLL`O#t&7~OW_J>N)?+v2#MZv*Y
z$t)Ugy`7ds=Z8T=RPB7dmIQ9szhz5-$oFdN@t#DZK0VjwuznKh8G*?tcr;TKbv>&n
zOZoC}p^7FV|LWaUYq3CQyxkW<tZQ1_7Fly)VPT;d8yAOOHdmToR225<@{5z|I07zv
zHaG+XrLX;7f-2S1)6?1L@$qrINEimCEZ>`B(z&F~6fnvS7OEZx(-2>^vQL-l0A4C`
z_2fAMAZ!BIXGjWPgSsVQutlttloZ%(EswJXyhK{v&i1!a69DQntY<DBs4eEpIgYM7
zJRYbZ{c}1F(K;PQX`3i~W8>rV>l+&In#xN{C19YT<v@EWrkO{MX*l1lEhlzD(WyCU
zvN#+HKT&wS-1F=_dZe8XEi5-!pac0+kFk}N)!E=_GNa)*>8(x~m;Jqv&+|;y@(L!i
z2@o<T<XnJ8-p4E0?6DN)BI;iB`19c<Aw-^hkOV)!?=<kycM}&McIh}bZHGE&d3}Ao
zM?5jot{LpK1pMxt?yW0Id%txzR<gBzEpzPPhB7B72R57gX*Z5s>tInJAt`C$$Qb}*
z83;MRB4wIiUm&(CwcBK<@7IgluI~)@|E3jzLi-JlYS}!(>SF4EC!plakQp8sQQ*dp
z`k#EKi*6G}Oq3B35!&dL*^av7`{Nm9ppienKFhYssHrVZX&NKR{JcA!0|8^iXuJ6b
zwUXIxTNngb!zdu26&ntSH>*l=<!spbVjX~e_{+6}ccH=cjap+kT3Xr+^9Qv|*?AKk
z9ekkhz`t<t<T<bX^vt-u$l+y5V%oH74@Z|22Cz%y1`V(0Zdm?@z0;0|_0OAraCC%(
zgxPS!=#fX2>EB36LAIBh0vei{Tr~8wv;~EQkm9j@6q^Kf!0z#&>6w`r(xZSABO@bF
zwabN0JYA~##L3<D-|ris=!}fDZ&sOzk$Xb1`S%lV!I2$R6tEr-=WkPNU0pgRCi^f8
z0PNM**Y6l0d26}smN9oeA5-(=auwyZIotybzS?|_3RreKyjWv6L7}o$40!JI-3i#x
z-@gU<`2idb`$*{MfiguTL`1)I-;Pyrxm~N_?z0~NvHzyB!ez*aDJr5en~dpg0NrF(
zmdo`afV<^Tz<ytI1kwc`DG?C}P)tk=x%R;#Q`?$%Pw0zdJD^-86_s3tl4Kqa=cIZ!
zUiL&F{$<C>_`SVpDXXZwo2C8z`<ERz5@98?d~Lj*5_b*{&?=Ynsoqqs2xz;8xG0Cq
zVSaYDPupcJaLIDNq$rcKjz7?OEuqe^UmF0qx0i>5h6SCxoE$JfLV0=Qs?KMsmX?-s
zjfUed5C2KuKQM3&Adx|XhI*$b$I;OdKoq_}e)fk#ENpB{B+v4U?fQ7T$OXMJI=A70
z{JU+Zox(*8U%J|IK{ON;n?Trw*ep!5CZ?u7318vXbrj=`Y*<=yZYv$SfFHlV+OcI%
zX0^cJ&5C+|d$}nCR2RN{64A<R`mo`{2W;fc{d(C8U`>X1bdOytwJBg*Aa0;ML=oBp
z@cf@vRs}6BDeyRK(V3Yt78ca1x?ZeKPEMxPP#v-^_@;nGF=lz)W7*l+{h7MS9o_pB
z$t%>**ocud>hzA`8^wJMZQk%)uS2a;{<ySVSyHl9J4)AU-89qX<8!52OXwK8ad80T
zqNWe$YiboL>s}AqEZBc1@DeXStk&C8l61ZQRea8ycOtX6aC1;!z4>f!ueWX{_$F?T
zW@3!7e1SN611Jv|!s4>BosEz8hY76G%MZ%Xp0|gMiOa2C0CQ+G8^eK01{F2+)22Tn
zKvB7``cS1Zxu0HXL2urCyjd6ZI)mOvU{YkLe<)2~*qxt{{s8pMc?=kPsT8Kb&rk@_
z@$r4r1(LE)3j#K?cu(x}CZ;Pqakvj`rZ<l%TrPBQU+ILa7V3<KQ2-y2ZL3%>=d#~_
zcxgE*OuKw}Yk%Ah%VoGQSaV9p)0{A=vpZ{8a8}DqNa)WOj|24?Z)O#@+27A=+FU*E
zM4{s2k1y!@{EeqnghoIh<K|AMu4<1}E>qEGz*GbH&XeXpMu#XOFLT0bJQ9EJ9I5Tk
z=iKow9I2i5J?(GN8^k^^;+#%YKq2oN6;)^gwQA<Icm4YDqUrSH<m7t6o6ts=YA$nD
z&YZawA0}6vX-v{MfGrtAfDQKpre-s1&I*S?qc@h!STq+o$;06Rlr$HCI5SfyZFsra
zUEkP<|G>$nv2t?P*hTKB<AP^8NH;@HPM)Wb(X7SJ#x5hJ{XFBSI<Dio1p)e3t@HEq
z<D`)l7uP?YE%8l;dlYjr39vC0h0O|GIWu{_Ju263!$|u(Fp@wmE+N7BmOWvZfrWne
zHl;i$BU3b;g4`LJTOU=(x%8VhCl7!H#J>QeHO+K`OpxeLv*{e}2dwZJ3~nv9E;pAL
zgh8(p4#eV1jW%amkWJT{^NWYzfzyJWb8QiE`p}W*!=1@L@3i_xMwaQAVK^!b_DB-R
zQ<$BT^Q%I$DbqFsD171i+U*Ry?cRIw5-eyrzysC`yw&PP5utUR49MmtC*?NV{)=!~
z|Db_B*3gYtJx#OG62J{G_73g`m9>N_!%Vk*to?~B#6Obs9en^WO%Q5;wepz?E}T@R
zOD8jcv2$WSzBGw?ZPfUY@bbQs_ph!1C>?n>n;0LT?wGN?y`A@Qc)L^JQBz({10h!l
zlm!t+RVuaIG!(ljN2ZQ8O(rtec-3!83WHEP9Zo8msC;A7)63a2#&;5xRaL10957`;
zUp>h3S=WCmSFh_+vMnm%x-Osyy&j>isy{fDDkMeaJg!X72v3ID9di;JFD)xW&zmX+
zjQ~nr(tiRV4lO~V05k%)o6o?@<cg!%xM&1+0Z78rvweDbd0F30T|ET|Tm4G584YGr
zx%c#`KziCVvDD;#Xa0?tSP(28$aA*?Rx*$KoL|nGsC{#1j^Y7(bUvU<SMB8cbq_dk
z!pMlkzwBx<M`+|XG6@=gNJz*L!>@ZF@mlrPOCPHLIRhLE4_8vD(y5>rnQ}8en8@15
z{P-rB=y=kZ5!FhfOW=7a@bYy6ctNo{n{%G(QKjLjkuaF+J`l}(;TS?dAg~v4VF9JV
z{X}?JSOpAPjeOS*9TEA+_o?)lm>iIVmewjv82r|3D~aiU_VO@yIF*-hw$en+n<abY
z$~}_GY7q}4=@4>8>KG7urfVJ-9cKik8Wk#ICJrwX92^`HUS4l7O<YSM6~)EHULF-H
zWdXs#S+}fS&$o5e!91he{bA@CGC-0*Dt;Dc@>xPpZxiOg>b(XPfCz058~W_zza}CT
zDor1+K!9?-(aGon@?1a>XDeC9i$GGy2j}79eH{7Ub1kw0asnxJ3a^*D2N$IORvSL4
zTu)C=JYc=fH<`ex0N$@TYkJ`L<}RF|M~Ke6*NNuI>v-KMGk&%Gulz-$UK<dCN)8Mi
zklY!Wm@xUgd$L(B+V)Jb6<xo*P_9~kS5{Ug_nKQ+aJf6bbp;p;Wg456!Twl^u(0st
z{Jf}^7H-$mUmF0bq1@cu_*(vMZtAgFuMV}l-3*P5^&Q;kH)y1=+YuA^yfOlB$TItW
zDt<9J_w@XJ<xpx^R9aeE=2Eb57-=YVsIwNste*G;MD9V0s*Zu77?P<Y$7U@$AT0C(
zlM>?I-n;-@u2p~U5OUc)4g9L3*B^=wgeL#RMKu5pYH8wPV|(a*o+R09*2mI09HP+*
j!pN%7|3~`V13sXvF78_&M+(tEz(-s}Mz~T?&+q>L9sEj%

diff --git a/dev/_images/sphx_glr_plot_visualize_bad_epochs_006.png b/dev/_images/sphx_glr_plot_visualize_bad_epochs_006.png
index a8f1a02422b37800e28b6485eb6d0fffaf94bb11..80fb7e618c6875fd96af92b3ba6a3f8c1e05e375 100644
GIT binary patch
literal 103806
zcmZs?1yogE)IECXZV*9Aq!AG54yC(GLb|*lol+v*CEeZKB_$vr-J!H}_vLMV-}isx
zz44x7F!0`cIQQ(m*Pd(6xz-L*R+Pd*Cq;)qAXqZe?^PiXcwYzv?lmehct`CHo*De&
zbCS?@QnNF6a{cIF22uFvWN&NdWNT$i<znXGXk`cGVC7|f`<lwq$;sZ4pN;L)|9t_g
zor47%)g7!C+yu>DTE`Ir!TI>~16L$cXa#|TKxE#Fsk^1^FT1)CPOo&G9NDtXpRdTk
z;q!l8$#Z3#D4XlE8K}_0ljvo2sfK5Qe-<BkuDFvfDt#o>I&Yil{`iwNl+cej_=i`9
z1!axEb{e0Bi_90#Ekdza8nk42y0}5pxAR=@#(xt<ga19fp|9frVR(8wS>7cg20`?H
zE~>E!CxZ-`KE7S`I>Yj(O1sK+-kT{*_`K{qtFKIQ)PA+Xx3}TMpUh!_-MHextdPpx
zx4KGMuN%?XDKe76wO)`4{aaeukyBH18v7yO#}DzgwzfCP^6?1?=??q(Nd_%h4SoIn
z8D}3-xjz{%HGO_BDVZ~E9TFaH3SQW*wB5wkZ5pR}JwiJlE|E)nrvGkiucg{`G}CM*
zBqaRV+zd=gB9@SlNXnB>-gk(8dg{x^w>~g0e0=<-gNDWH%SAgGIl0`L8vMpZ1v4|+
zARJ2b!=>gW@c3VYg3jhlqW;+P!VI^)PWp(eb;|{>*8&ickzt)f*5f&SI#FOe5g9_B
zPj@^$JNwL^zOlW{0bY2V?{wQ#wqHK-H}3x<c>eq+0*;{Xw6)pk#vqnHdGdbQ21J?e
zj##h7iSb$3W?EFaUSkHAkCW5+>Q<xnYr*3#1dCrH?x&{x5ig{mP*#uj3=|4C-+Z~G
z*q9hG2?->6#k94nRiEvX0ZMvKPQupZQO~1xDJ!d8iN>4X+3&m_E@s`_-A{T6l+s-8
zo3}IW7BAZ_X7nz0?OG2SI5I3&+S~;n@6UpBq^}N_=j*HpXlZF}7wSR|ms?+jQjZB;
zk)3Uib?!9$tWZ=EJVBJqjbZD&kIj{e;&yU2t>K6R!O=N1Yv{uQhfh_m-+Gxdv@>5@
zh$zj@&Q7c!HD7BnJDUsUMimM@<eSth*R=XKRUE5Z4qL3-b~qd1k@Iz0^}f<~A|dB@
ziiQl%&T7>x9u$%{E*_|=tH&cskEHU5utY3FlTx^B=-^brypRkxr73p!5YWjt<!rZ;
zrr%@wfH5Z3EwvuD$ie3=LR$}F6Pe@mnH+Gk<mp<CG&D4x)(Qd^vDSK;iTc&6vE%`x
zH^=v9W3^u%Ji;Z{CDI#na{MWM?(ux}pv{{(L(+0`uei8~d_S-EXHQ!z$<<npQ#&|1
z!hL^hHe_X0r^^DS;4OrYkMFfk%|^~Y>Q;|sud@-zYwarEl9G~d<>B%!$p38-*15vW
zFQN0c$ZPep20g2*k8Nizhf5?PBAsFUM`b#-_Pk`hy}iHdZDzxmOh(iAE<`d9E{}2~
z!XUr*E-=aY&%>?0VUvd%RHCdku6}7PYDug6*n<or+yzAK8`20jPtUltv|r!ZO|D^g
zN1vNNZ2#)~ye=sj{#?w`l0mmTQ8I$`<o7!ql@A}hW(1#w1%g4wfEkJ?P)IfAB;BKL
z4kzUb1;LbYmR4O|jq2Ye$JUNGr5^x$xFaAW{Hj=(D-%ce6dxCvah*d$LnWEM)zD@B
zB`6Pv`L8VfR+sPcbn<ir<N_|HTfdT}x2p}i|4o-R?-ry6hlGd~PX1Y6e|L9zkSy%Y
zuUUFwca}LakuOKWWlgA}qGDOE3;y);=g;T+^Kp!71@;?1V>q_<=4<I=Vq)fO8`Ojy
z-_DCjzH=2DGOfWlQ))u;I(=3$Xc}wFy(p3JnVsMD@HN~7z!guG8wr(oV`F0)QCVqe
zUYnM<M%PxC1CP<u7MBBEpVVvPshJsBo@FPshdcL%0kBII2d}pEx{lh;BJ-3PM!&Q1
z^Xm=`4-2d}ONBo_Y20qVJ8T`(y^5Rt40h>6Zj`Xc%v;@hYg(PxiIb-m=H@enI&E&%
zQ(&vsCVrmPcTKOS;7(O&Iq82fHXqs4#Jf9JZDR4u=j})`6ix)ho{wh)h1;56?aaZb
zz)?J;SSpIbLg7^$7hyAsGJw<Qg#}%gqZKSsSy^=c^uy4!S@YUz$8ALjztfJridmUq
zXU6`%Ed<(rF~d=SClRwg5QTtCOzb*(O3G!8*mbf#FjkuMuM*m_OV{xT^MoK{KJNn4
z%*eoyRaO=*<av2~*m^Vpmb`Xrwdx~6ln9I$Y*-<HqdDO7@Ni56w?9aTVpR0>LG+nk
zr{V7J#Kqk<Vx+X2>|c6b?q?Sj1urdq;D#>!6uMdpP%YjFW9wL3j}j5KcmWo@2jI;B
z_@F0}T!4X%ZTn};EBQ2DJYVm-OZHC-b&iQA$2~Z;7Go6P0VH*GNr{MvY?oUS0KOm`
zZzdVmIBX7aY=NQaB@4K+l16-^&v5fk7jRWIFi-?|S8F~(&BPQ69`YO33l}jVzf!Hr
ztsWc^L?aOOWqOT~;K`Vnn0UY3^NKv)bGR-$6B`&9Sg@>bY&(I#n>)BX6K<4uk>GSf
zWQrSP{gvqnNn+J!0xRh#{DF1W$}DYPEHp9_ws`Mz&<^mwROImiz-fL8OSwUN3#<*?
zqqXSmVbeM`S~Q|q^ji*&vF`<7lfwkTG+y%!r*c}Udh6ECdx<%N=ZAW)NKv?Nq**=Q
zQe=2NLUuDe5BW?of+#$s;b|fyUukG*87eQ+$ixcYY{cD;1v7*el8ekEph~M1Dhip9
z^nAmLgD`S(p4XZ99KxwHB~092>?z5qsj0mR3=EX<<%BLZO-4SRPbys;ZC7@}Jo@=J
zwzg!&#KiEa+HbZ}!Oe7nIxis^UUrLhR*wCbnNeW%r;<9M%PnC{@90`TY*2_M?;F}4
zuXSIn=Z{`KCB3l}5qkP<yR%gJ0=3h7cXkU(%FNotgA=!+;$pt_b>kU0L9c83hq05B
z6XLX0^V(@8s@;|LI~`(Qm?PWx>IF1|3;|VHP0dm4BAML;S$Q^5giX$ojw#_^c;yRB
z<Q2E|2o8$Y^+*BV7KxUtgGE;{=Kzs@sjZC-`~A7<+Jdmq(7(wR8GIJxikGYzBVg<7
zj^_?oRlbOj><=eF=mKG-DDdT!6#P!y1A`7XlaiF2QPREzK|QJ))alT=EV@iXFNQlR
zu$uXB<LChf7sj-%>vDI{_zD$%vQSB6^CA#~*x=mLf$`H^mEXsnZ__@K&saaW>5_)^
z{Q%orR$d+xBvw}amb6nHVZOx6%BWhFc4x*xxTg&AdZt3(bH?|y1E9j%sbU3r(YPh6
z^|O;7ff&`=ue;{yeLjHHoezuZ8sS;>nt>c0IsKbLGc;V~ps<<9lX)1kSd5_-5J<Ji
z^iBkW_<M8|C7WOJh;Y7b<5dBvGVJ`qkT4WhfzXvD7BK3uZ%X1bVyLI5*V%7YY0y4;
zYnEG3@NH`(6`{)K@k^TGw$9jv1-)H6n_fe>D@dLG2wsr5!LPdI$k#sQ-tH`uyH0Je
z+r1=P;%vD=>-vcj4QAono!r`jX7KnoAhw?f7z#F7md_*X{9rNZ{@yF=Fihd&$Bz%|
zAn;L&9{)P>Jq`SltpT7XjST<x`iI59zTV#ZPhWP~Ocr5+0gWv!w+>tfob->r2K$(Q
zL6S#sZg<(f-MroI+CJ+4G;iB*n>ohyY`?Omrsmj95Mr@Za^w{l6qI@Kz1yhhvALn)
zvThyY*=s63zU1A>!nl+aSu-;;?{wI|4@YN@h1kTZ{f1{2rlwP4kr}+7|MGcO*){z^
z&VqVbNJ#WOO+e$40|p}_V{p#TJefFDOw5gzy^8hD#|JiMtqQ>-(bJ7>4QvRT;%bLC
z8Wz@r)L{#U<!`D2#q=S7PGfFM=Cvo2N+JNS?SAJ<;ecG~wws?MEiJtkrz8wV#lR5!
z`}gnLfxmrWAyH9<7GoJn?XdsJ=hCL8rruE+y1ENGlNSezS80A53F_eA<A_IZFdj(9
znOx<ArsBEd5M@<WhfxP5idpM=VnPVa-73Cw#kdpKV$c1qwA0`Y02;t^O=}yQkg%|I
z0BEMO75aokL@N6F5q-vd`H}Q?K?XzoALL1VT&fL)M_u23lg&3iSg60h>U^Yq{Tef<
zryGES`^B^t$r~fc%a<?ZGX!ti5X9#DRG1Rv0U5;+zV-zadf21FYO-MZXx*zpN>Opt
zJ!#ve^~6oE5Q}zv?*b6L-MVwd!Z^FmheQF84?~y!b~N2#zfImxF?;jea<PG>xVRW>
zQ-q+N&;5PzZ1q`LRK8&?MCZ${tJ7D|hvfsqKyfi+W9lGma=@(C)2ui+IN+q^<=e6h
z=X|hl6;~2FVmn~BHe}c+!otE&z`wS(HaT%WNz4Xw>}q$~op4-{ggvIMCukY`0qI~1
zaMq`*F7{??O$YG-(z@MjCe3&Hh;-hc4(kl_-na`*awVo`#=Mf6XmPfoQ_A?2WcbB>
zew5?$-}n8I<esCP+yBa8%yEP7w@1_6Hxsm^Wo4;pXudW(Zr3>PX@bR8l<TzrBMxpo
z>OQ-r8tVx$dpnOL;6B`ATwP_<?a%Bm8V8p(x!bmOqD^o2_$@GSywb3<Q(?72UjPE~
zwD*j}cYRi^2M1pI$;?W?u%@p(4whT5{7((g>FEQ{|4r|e`3?FZpj4P9uxi`dzDAc=
z&a5J!SNt&Jh~_VPwlxB1xaSk}4vvjkobQZ_E>j-Vwg)|7$eH8m8FMQyfH{7U`S|yK
zEGGE_eT0UFw(a#{$8DL<af?a@9}f=?kf#-&M{j7`N&oHGVWu~jBurAy9e@8{k2rjg
z_(4<R{f+O;z5sJBL(iXa+02x|wlQu3Ist}U9<Aa`mAASIH@*nMdVxF@@rQ4b+b)cl
zt%4H4t%0P-!qFiK!}qB35ti1d%@!0_TQ$bLg~MvwZ~N}}<fPcp!VYK#t@9=106#E}
z3fRrOf2@d);^X~If_@W)kjERNE=Y#=<@{tM7CC>s%fZ5UoBP@A*a6saBU*;u8kt*w
z1(h8Yrvo55SZplRDAklt;Vc#&$?rhIbmr)utu$0pP{3+#Zq6$x`0LQDsAs|n;1gW-
z`D)qKQ2FMO@_#nt_sUAU2kK^bclYzX*(iU1|6z|&#dQAZv7)68?>qNxf%!X>Hy?j|
zJsaY%oqLm$lLK)B+D+-j_9l>_g6?l2<KyF)ByTs`_8cd`4#X7o@ZeVxc{t~r%wSe-
zeNInYwNhg?OhPYV3$g}V$MxUXj57zf`;!5<IiQokZW-m9^bn+&n4BDI-FJ+z3sehe
z_4W1TDB!!{o3^gMfa~1<tB@(2E)n)@dJHCPb-6#kzfd0r#(eg#wDPY#?{f}w`G;k+
z#>Ejpnn^e<ait>3{s3xbwl`D0zt|WB(DRnf9Yl`l(MmfA0NbOqaZ8%lufvCiWHrmQ
zyO00$DDlBAW(^6*$h=fK<yaH{Q{cwjsRwDphG|}D5i~N}36Ju7m&-1TpW2RpU_kbl
zn&WzV-&1_K{+P&SsHmy=4Ctfy`1mT%E2!|p`J~$Aq0r<(RA=t&o{WqP92FPWMcb*H
zV8(4aw{9a;A?z8;D08M}=_W{Zi2tC0mtf*q^cs{kHTx4;^mf3~J+MrGEO?gFFB<uR
zClc?KB;*(@_Zzokqo?mvQNaWJZ-2Ej6G!Ae8ho$Z7lF$S-on#U2V`urpI{mQs=pKx
zN(Whi1N;ps57bL$%$+ZsLMR3BTm<LtHGtrIu4=_4B~LkZb2#Y?&>;e1;sHQIU02Lj
zK~ChfTS+TcE35(P4jmo6sH}{Jh2=ju^gL`vDSAQRQox1zCu+=UAd<XtE|O2H_8E(=
zJ<y_OKtpAo-nJff$dziA?@Z)l0ExG;u@M~`D=sOC3~YolgZ7jP{nnhxUF~)cuEmB=
zuV`rlXUg?zKP@)gvLO?DU^EpJ6bQfh+QQ!Ld37k1pJd+`O7z;WBkk8O`7e(Tt{xZv
zBqj?K_GW*6ZJFOS^m*WV(y=?V*{nlEdJeik4B-2$plx_j`dn<M(~NGjgYd1L*$$%o
z68$7xOUcp|>4iW#R|R=cqW<BaaWxUb$i(!o&Ba2y!B*#?dDVS89Yc5(7%5C>{`UP1
z420-b3w2h+li?oq_4N~gT|Hj5q}#BqIr1ex%HJ)mfN8T3GIVoma=JeL<GA&BX3%AE
zw!JJ2Yq7g%j(nKU6gjd0p_&KS!%>^CPn6K*oV#J}*^LN3E-uxl`I^n}3w#Nc(9qCW
z$Sz<PA~tuX7Caw+AX<Uj6}BZNCo@`crreJ80R5h4(C#sPB(nl=bhpb7A(lpFLQP4C
z)*Ixo36M`%9)Ki&dNZ7aBQMFoV>fon4kSFEyE_K}II15$q~(oU=KcPyyz7TT5e?v5
zk<kLoE<RO$e!hOJM>^XR?!nApR&ZH>VFSy+d@O_INtmmy_eang8XC&vtIB-&@<kOa
zKz=H;MJ5HHsa5AStGbR(a^AEx?Wm(o`P2LGGzqe_AWZeA_;{d83=t$8lIS=%Nt~n+
zgcKC4PcIjmKCeq8xY7Z(5#Jw0$tEEsC8t}id3te?5E~bl4_pKZ-8##0okst=M?_yR
zCPS~2z^M*zPnpVDImuiV>xH`F^NlzqSzxyKq&{ZiLo(`YW?6Ru#f*!Mjirejq$yTs
z8eCm9v|jCKKL-k4hFP;LT99JQ>SlDNzpU)_?%9|~($iPhTaJsPV`9d~%jR$F?J+y=
z&#9!mH49bO)O4A-O~b@K_h<*>b02LPW?cb{HGe!;N-kEt@gf6oP#lQs{@hEDYL!AG
zBFb@aaVP{Cz!Ob(y7u+;sRCKiqu$|%7CYq|=J;d+BDDaGaRWBVQ~vtS=V<;;ONve)
z7woDafR6r8zJgAzIhT`jg)Vkbz@MI=xVX4?AdUST8QBDqv1s*ymX$T~388V2{94cy
z?K*Dgau|S#2X1RuF(||TAFRVPuqgzk!3KQu9Mja?9RK<Ax!)SGgNiDenvx)yy0oSv
zpkM>&nELPCS4!|PgQky6z$e;{6gbQRTp75FrP-yg;?lPONcCFRJ8Y-B4s~blQ_3B}
zfyDU8kA#FoLr0gR%&=h~IxjLbxFX^UBsIaaXERkqv4f-H*nklH=V?~3pRySJzue9L
z@jp$TJiGr4(0x)zq${$Rhh&COLPA2Lx5>DO*-zj7WRC7rzK^AO{S4#JpFhO)-dn3N
z2wljk%F4=}^KJj@swM;VhEGD`J~*5JJ~Mus?AyXKv$)vmXY;>z$n3S{CLkixpk(`C
z?Esk*Rb08exV%jKKbEV7Q}efw!8p<Xv1JD<*#Dcr|9@Zh|NG>xP<;Pqn5MJO|Dy~~
zuUh+mK8c>E0nBqr{y%2o|9$IuB%NwwBmf4_0c*)FrT(7*Qv=<w-zFW~t7q5V2h<Gk
zrI7VooL+Kp)Ml5`{_i#5{`+?G2QE)8R)*K9Ovaa6D?mx2M$B`8WdJ07MRqCu|6B|I
zbiXuo42<T(mc8#HKEfOwo)O2h=-LbS5-W1vu>g4|D-A`S^47PCg8!bn27^jEmWIoT
zwnD<ZmV}a$vZS>1<nj`_^DnL6y8f-r%xgeRbUv^WqeT$>tW+4Va(>l98?TG>@k<PE
ziIAy<#bm3i-4n9{`xx(OE!qB?iq3`2NCNeww)gX$iG9X@1}J?t045tPw>a~rD-xn3
z0i)w3KO>p9B_nAZz8K?LwcK@rRMyY4KH%h-kC3MD*eQb8?Fqu!p3$?*2id~m&3_L1
zyh!vC!kj2fM#vY?m?vY_3!vfD)RaB2&DnwOUTCya0&IZ&Ip&nHIsfc>?7lPu1cwJ>
z(o&2PGBGhBt)yfzUt@L;k|0nI;{akZ-2S3TMo~nFzl`Gk&#~Y4(m&)C!-l;0De@A+
znK~k$&Yu939%b(MPXO3s-dD>~>grP@lSfJ1XSt4i6f$Ahv{#mgH0pQ`y8M8foNf+3
z345?3bIgVl+koHpL~$K>WS*j=rt}AxnGI;N%@nv!MppJOU{V|N7MZjh9C08C;}a1{
zL|B>>o;}w&%uzetciyCy<%f_3-|yTW#IL)Ii~FrZ%o#JY-vyoC9d*{aJSgp)<F|WW
zZ2@{*SW@y&mP^G2$t?|<DEua9;WXu2Md;Hqv-*-j3`~FvsU&nk7=VnG18|3o&*AH~
zp%+D96233I5+4E6>R+p~q$Q0DR!5uJ>Fx4prkJ9=H;K_ju_b#^({8dlh8Mz~)?2mH
z_efIZ%#5|adOF8bf2G;2B{b?D53`AYEb-!r?Mp1aZuR1BJAGmBvE!Z-re;gzfcvy|
zkIx(+Zdkwp06uNJ>xz32aA;GBm^JOG-z3HV5~~{_>-uyPb*z72{Y&+ecSfakl1W?|
zgj0>P+(%!ON@hF{=3elLnPO1o@&4;4awHAPseB^D3Q8N}o7+1yOw2r+*$SX|*pgbC
zYlh40UAZ-q&Cain-rTnHCH7s7TJJFZhcSZs9B@WDIwU|$uk99Q7Pua*Twh;Pq5g0m
zQ(Xou^_65e6%7qyx}p>iX-@_|$ZJW>TS=16&Rk%-Ju%HP?P`DE^8SfV6Vw$XNi{{F
zn(hb+h&1V<>=Bos5sXFg6)wrZRKIvBGyZ)qe))L?g?gsq->K|8c>FcK&H7*l@)tbN
zjoZD-?QbujM!>~RDy*(yHhzdV+<iQBgNW-%<xbcXF_yqmKRhAK9etB|qTdZzU-$j$
z0am6X;5q&Xz!3&!7$7S^v4W7^2E@i3B>ksC#P{#t<vy&-4Vc%m140-{DKZMEgyn1n
zIb=Eq=`Pdb01{4tgPsqMhKCjcx8UN&cn)DeL|WEJ-&Ne69K|c$llC(aq4?*4k?X8~
zf`_R-!<v8S`AyV!R@zCI+;MxfZ*egdjess|c8^5J<J|01=l(>k)@;sH(HrCk_BYMD
z!Q5o}O{wuAr>2xoPhZ$-4lgQ(8yp@^1Gry&JmHiz*OO>i-CAsRq{k6D$IW4I0M)Kj
zFd^%Ed&4X3o+La_GQc%WfYbwu2KH*UEsiDxKx6`l^BSO!Zr5<Aq<57#6igy{Cu5><
z@kpTiG6eeg#iN}5@xtd*b-ejy=^8g=HSue?GvhoA6mha)QiPxRF6uaz0`z}Ml^)Yc
zr$hS1+;;ibP6<sWoFyw|5Jj_<kHI!nQB&(-X<QOFHKj@CcW(JRE9r7lGebe!pf#yx
z5JoxYZwSp`{4Wt)ve}QkMp!>_Q)WuI7~}c0@E#O|{93xUY`<ZW`~ZIP?m|5?SZP7p
zp8{UjZvgA>T|YSnG=#%p<L6n$Sb{F{Q^MUSF3k7~6!}NshZK@mo~xgI?9+;G8h&p2
zZ^Wol_+kKCcW6#KAu39C_&CcgQfK(O`S=Y49=Gh`Z$=S!*~pSueJ&JUv^L9)^iE1y
zBOy$+xO<i!({ow{S7_%UR;9@4VpD(&+vDm`!Nr9e*wZf=7<Ov(QRegO&;9tEyy`^Y
zLJC<C&L^*xNY2Mup2N417MX*%b8(J#g>QZjBfC$pe3DNUAJDp<oPAv!LkEYq2*{X5
zyA%0d!2AVnjR6`U@0&N<ncHA6{4Cd{7jrtw_X3N*bjmo0*Kn7$+rr!jgi#{I2d~$j
zy?#CTUKB#(k{q_XLv-9};T&Zwg(Wpq^DjWew=UL%7vpN}gjWn7jT$GgkhEJZP`1Vx
zbJt(%S2@F!0Z{Q<W0^_-TEFvtrUr)cx=0PNhD%H6IsQF?Kd}1iaXKP>f_QWI8*@)C
z%K0uADRfuI+p|lb0I0^X$(+vbLpZ3e{c&l<L-Z5&zD;9S0G=0|HYk52lr5|R<+cRy
zo%7Q|JXn&OcoXRO$j|mTxBI!f*Co7?5sTQdk=|Tf@vWZ-`E9=IyP?9t;i2LEtkTHU
z$hh?uD^!M?c=Ye(r;BQ5y++`Strxyl6PWDQkp8qXrcUA3&@szJP3^BFeDgKa2bTQg
zv5v}7x4ti_89t6c6U9a37QUh2+f(C%jiNtO{Qgy|sp}*kg|sE~KNxrc;1e4NUN|aH
zwgeS1jslQ9;IrD=(m+~c)@<zL0LdEcjy`}7{+gvin{x)k>@F!duTWE3D0sv~8Fv($
zi4GG53xDlvQ2kyO`9^2phw7W8+M|HS5^{l6nX2&6>EuxlQ?e-W)c8~UzQl*_&s$0{
zC(W5cQXvmckTptDllOU@RYUhP>DRA%dM|7w`^M!je<hENEOweqH7Esh)L9%b+bQcA
ze4`1)(pPw5g6RQdkc@X9KfZ(j$J9dMY}*9Xlr0ooY5CF>3*?i30LrtoP`_t2a52>4
zt4w$x9g89pYyW6<AOcq<=R&%>*H6ZP`~CSezE4C(>MOky)wmVG^tp6NNf9q+y4wL)
zIzEOB?ra4anH@h#ld{qvqxY&P{#nBH@aS0R2`5o!Xz;+Q<DQ?Nf8q&A*VaE->&xn;
zLJrb<m2xSKf9t9Jb|X<Hsp}0tkR8AyDEg@*b>g@5zvO82PYMZw8+(~1GsL4ER%V5X
z{O)0li_2mat^1FC+C-}vcPg70*4RE^Hcz#nr?TLQTMc`pUeC8Th4yGJ+i3UopX=TR
z#u>|+M&;v2WNl;@Vds7S!QedqhH3hFf)C>7(9ZD5vvK!7xpGB5D}wH*=5p*z`J}lo
zA)cFXWh9h;ibvoBkyrC9aN`RvW$9>X*`Z6kD_&;`hoFoXMq10*`gT7-^L-<^MSTKY
zBUX`*khK@R%kl-SLJ*euLHt$I$+qi@s>G-G5g_J+w22#d9&mwacaRvp7?+}C2hI~n
z4le!c{#3`%IQk}`zaG|0^>tTP-!!wcXAb&VWZi70ngpp051Gw<iW7JZ$z2=K`{Z&>
zhfj1H3TAUO&@ipdsD-r=d<R(my2x49p~uT|bqM3}j?_1OV#W0P^!vsuypW$VpYeI%
zj9b445W^-;`*ShChTt&$89nUcZAv_*V<Pows%Ed9uh;p&Wr#hZ60W{6<FZkIY+uDy
z#cK`qB}*)6QNjNigCI(7HLG&<ysd?Tn%><&xf)w#Et~hre(l&>tBJhZZS&gXqM{->
z<zY2YWDTF1Qh)YZ+kS@gj`^*2dS@ziYFFqzHR4AMA^(Lc>Q;Qb=kpByZr-S2lY9M#
zW~t=r0)pXDI3I6dA|8C5iy!*(#QfBWW@|k4NODm9x^?+oFmf!1#mWMmTl20Z+_Twa
zC8~(Ba5=>6M3?hk3<b|H!0S>o{PVa2l}J(G{d^blY#@Wc-Vq&*y~;DA3F>?djxlU=
zT{!uUw#=a4mgFlbq;uJ83WYgyTc;nM`#(vMnXC=SF_~iIkpSPbV|ke1;n4>Zq<Y;0
zt2lPnAb=YrfQJIpS4luqS8qs5%E$b4#W4C!mPWl8E@J$Sw&vYHUbx}gv)zsI(oA@2
zS^KK8M0g(_e+d0{Xp;m(iIan+9?8UG|9w&dFK<i=R-lh<OySQJBvmf-v6nP5?@MI+
zs_UUIcqJ^gFnbbT-rIRU6-+rkEpU=y4-hpQ)L^L9@t~~oQudM(ck8EQxCmBBnM|zc
zN-9rki!bt+Y;vfPoUTkE7ZpDd&ryjCL<ekoi|c2=s@KqP?&qYpKu1AF1}fDpzr;mz
zIEk%LDN}d{HnHcBWh*jROK@`(8Fdm&f!M9xxs?&CMsLLc$$dun_~Kt7E>*vt+}F+$
z;cEg&J-!!bDBuC2xLszB>8cs{JpSqdzF(=5#qLe~eYNXIW~-0>W#W+Y6P8X7fkG<G
zhgjT2hwxx9d;d2pb=*SQ=MhP<Y|$5M5^j48@u9ecOhi(|<(9rFLr+5V!_x}1IPZZH
zf_N;AW~G65KPSjJ@L5`w-&SEmyG}LUcP<{6`|b<XyTz5p&eIU*@f3z>DjC&fOrx^k
zSd2hr;(bO!_^W#Ke2pr+a#gAotpNh^SC(WYX41@T_Ytz<-s(#e(@CN}T*4jJh;Y}2
zM@B}*4CwVWtg?h%6=-7kn9``yv3G1-YQD8CFdg85pPZeUfL}=m{DZ6+w4JfxM0=L*
z+gKI~1WWX20a7#;>+HAfx33q4Z_yoL^Pb~RlH6r;u+ev{du%KU4gt9eln2azeeW((
z$yMCF;Pp6XVAh<vfG&Z0BbJ83dzB4PQTPa)pSc4UAfkM9NmB>DF@&Iw%F}pL#hUi*
z^2z2^bA8ceJG3K}a;f)Se)U%PWy*|LM;-R1P<dJ;8ZtlKb4B-Zn<M2&@{0bCSGahe
zXgGg}iW+&AC=pUK5M9$aNiYfe32-3Fa=%KR?6QIrgVRMQxfbz910@kqH`b{#f&+!N
zCt41WZZp=9V?OY#X$cj*DoK-oJ#U0@;O%7ON%w}9a<K*j3xzHbiiyfi)|BP*(-rkE
zo@-Xn+g%&N(|srycgVE5%<H@UfB`JV2g2S)!VUfW(H^c^;wpwvb@h98)=%K;F4i|-
zZN9a-<^2N#g|M5^bb;NeVgib&pb!H3x8Ao-US3{vjdqm4>Db;G&&|uri%v=L5Tk68
zYaUqrmCVt6)NzN42qzQEz``PQ;Bua_G>v)V4#`n_j~^dy=|Zo@FQOD{#|c5fDBmBf
zjV3gvqFs2=s%AX8Kstf3Oe0m?TwI7(FDn|`WegXAJZfRvS=f(+4ws*O*!qpe!~S&>
zp3(w7girxF_k{qC*mW+42Pi9nju{9r<=($X1T7Il+p2;!%(>U16sZP}ktzBD$@Zpj
zu?)s5HGyTTUrbzdk;i;a7-3?5Zh{n=m*0OF$RYKO6Vc?+5bS=f+F{^VO#A(N1Snpu
zn6`E5PM__Us%$w#G{3BAvsvQv&Vkfji@$>Jc<<ogU^!JZP7(!dpy|h@S_>s$BWOJe
z0yh6tGDD&CiUxc>9+XM{Zf<IHMj8U@4Ahn7Z@U*jlI4S+CprZxG`Hb4J6xAg|4J6$
z&;^I+y1YW0CT1IE;g)4g1=~Tr($GD6?>50EJlY!%ZZan-S$p2uz#iJqo^}MQ-YCh*
zS;}3%v!i3-xi+aipUo9B5}?VdPk4OA&L<u68O(MuT;9Mx%6NJGZT{qSvfn^MUWbA4
zf~p|BX0Ggx)?<ozHX!&_#(n6wmj`l^lKnbKbus#U5}q}mbxzTgto=4l?9UTZ-_%(R
zPaFs|j|>FUiQxFdgVNwvSJ@w{s~DBNxKlEcGq8s5<dtnQOI0vLi8Sw;_$P+L7NlT2
zI7@MFOA!x;Uecz)fX&aBNI$_T5s*~5gyF{e2*bTWZ+e8?>2!V(dTJzrgM;HG!~VOz
zp3G^54<hjuH+O^Bo~uKHt+X^M=;g6kYB)S2&s6zT`ePlfXOnaYmeZfNMO1tHo^?{o
z>~tHtb~U?Q&Ac3P-APP~=29Rq-$7ne^Ur`lLc0#NOmps}J)*=5FNqu-+k>}eDC9ue
z+4~qpxs?@T_ij^qOTUn(%fNYPvO53;G^{~gm)*KM6)j`9!vA_Vt6OAJLG4{-iGK|=
z+KFIG@=*V~O%1ubc62CE>hZXK1L^jT9T(8wuoYBXe>T!|bW^ws>(ZB}6wcT`C%{_5
z2V0Lz`!oS1KtFHVS=K`&@6RootT^=dpY`Lazk8jLJV_7JT$2dTU%VK8+=jX~LYH@D
z$`@DZZ6W;W*saTv%TSTMa#b`m8ThC|G=E%Q8W~i7Uj{!tLKVg$9QXwE;B&Ru#3RZ0
ze{|p8BQaHL^O})7m+?;_MUx9Tmoi5y!4PzVS4>AM>kg%wSC$dxrNvr96je@D?!V%r
z{bX&;1OYL8aS+GVc4`tB%uNjYl*9P_5>8<o)-@61x~4W6{$narh0)_TaBM9F9qGh`
zQlf=yIEc(Wy<uOJgr!GAo!hSVG1@MA$lM!=!C=QHTtW!9-f^@`|G?!Mm=zF%D_<;4
z?vx2&oR#QCBl>gVz_vF3Q^;2fPK6Nft0Rs_d+qY_^^O+=DOUZgunu3d7_#{|<AvvI
zao6|8>MPH<m@Fb3{txwgi{Oxrjg~AW+<z3^-MG&g)`*L<zMy78;HqVvLRL_jvcJ$(
z=^aJT?BM>+b#)Ox2zhr9A~pMw)PLnMz9oZfFH3WlMG0tA*5$rfeNG!4Ryt?MOhg!J
z`<ddU?W$i1b^M)hTLk^~Ls0Mr!>@OTv=4t!@Z#|)S_#slDD=#h6GLU|Q#4J2Ch6XO
zqZGbr^V0(kE37=tB_u&4xOaDn23sxWwj7~7%6HsQ?4PSkimO_dI-2d>_{CMAeosX*
zMOUc~a9RBP{GMZeyL||IWSU`1^v0oFyF{w27Cc~xjmPf&TRMBP8_eny8vfTPJE50K
z2u;kn)=MPqT1x4qs4p6wyzj$Zw~;S&S+w};CC@Hz)la|t_cTq_v2^X64C?SNueb~7
z>M`TtSM>dHPZ5klFal|bA~ul9Jw+=Q6-#Y^e*-~7bH2k!N=hOiC-)|)NZa>nCTF#s
zcK?bp@NuOkIarF~PsEGIcki9vva?XbJ-@W{S$TfPjw8eu6HZSt(C92u)%tVUE3N;X
z9>Q<0eft_p_l#wte8Q~_{Ab>~u06m=*J@nd4z+B1smxq$*BGa-iG##Z-fQz-5@%A)
zOFrkVZrGnH0=fLJgGz@;f&_qoqsJ#EP86xU@(&0Ag*!f4%ez|KO5DU17^?{RQtwHP
z*DXz5_B(X~NGS7%JZPy|!t{@#3|O6wt?_7^?gWPrr%lP<{&9~fCciaE$a6}xbUdep
zmP4U*8L^=V{xoy6dNI-L5`jiK^(ebldu4QnI&_*<-r!EkI-FMwqcF;vygWn^5fSls
z@BCUIS~FElO7UwIEU)UU*f7PI$hZaiJktcv_jYbMJ>oLB5mFrUeuZ6M9xyIPhmKa7
zE%SCgBKh`bL6)#lc!ccPM7%DMqS`&oE(a39L<IR`hL{A=@JqQz`y)QHb(qL06<u9r
z#+#zJR6=<d9&<hZQ9aG~pwnZ=vz6>$T8NiM1w1H3)!D6P?Ce;kDbj<j`TqU;H1={T
z)Ntr{I%#S^kU7+7Zj|Ng4atcESAN?<08RH_mV|KIXTyKqsV=`><K)3E?49dI7WQ6<
zsE5LHDlB3wUFYFzVcGihNjiTERz*3Wn8lk?mAM(1*XB|8hrjPfGM?)|czcG+NrD>E
zf%*>RRo$MwE;;DI2#JiW$V`9OHuEsW$~~7BMwfZN$@IhLC$8%3r>@~ODbq<ci*xL>
zxzt%HAL-e?s6QocQ6`3;3TXIY@ti<yi4L*mQ3;?pY7nh-bZAx40v5SC^fB)GMhz!~
z5&kbbjv?je-wgr5x3vzT5^$b1e)uXmdm*Ipi@(0VQeaTiZ-T1k%=~Qk^`VV|YeUz5
z{Y;%n<6*`b1(cX9ZVeltuWWzF{aXAk7O^bh5)&6Ii$f7}D?=$Y*{fy&cl5d1vt0Vq
z2<0Z(@=KKzlz}aQ;?a`DkG<=@%SQ{<(6S;7803BQ)}iPSlY|jQQ%yAXk(kH2Mqa?3
zQt2wl1Hecqp`5j>)`mS2%UnLjwtvPk;1|i8c=dh3)o6Mtf%7QQOP4=FQ9<2-m&CIs
zB;}mJUpIi6nY?gXC6msomn!nUB^-|c`ti^Hks|ZEC*Hp?n@pkp65aR!%ALp`0xigL
z(WHfo?ZwKJ#NRBXr4<`E;^(S=G4wn6y}WFQw@qIs+dU}_im#U66H_(nhIis8m(7oT
zYN{x+va#i+YvVy^+>T1FhYmUqVOm9@t_VBZJcuoKs^B>jh{I%+ecL|>HusQ8uT>yv
zh3v&EC80|#f9dkaqQM(i^V54RwN$+se+s&X=3AVZLI2Lp+4d_L{D<3%cQaL|uKV43
z>p|@7_=M=E*ohPFZUY<z2cA-{n%?zrzE$JxsK?V)kAWl?0~Z~_sQ#jR4WH(kzYwq%
zo`u$l(ZxLo$i()RG*h4tBS}W${ajh6eiwTz1bsQdGU00d=AQ#b`m0|%I9lsRg?aMy
zALUsjEGxEpsb?Q;h@wjqfGv+ir<f)UtU1sCUZl>14f?ug>hh<jc|Wkyl>8e&ljR+E
zBhJ;F5jt923DU|qsld6#Uyon%DU5OPCj9R8$WUs=<JV=6dT`zugNQEb+m$FAe$f8t
zrT~ZS4at%q?EbS5)l>hX&=Kdd-tOhJ`gBrqN=hh0=shSNFM;AW=z<AuYHE^mDK{l9
z<Yz;O%cC{=i5p4I8@zBJH_7T8=LEYA<9f@OHj(DAuZi-H`{f+MgHD4jN@m9~&45zg
zOBwtS1do_za{~RltB;E*&RD;x!BGJ_s!)99P6ECZ<N!Mj)vBq{TWg-4)__glxHps`
zCH~f@1(dmMOOkcU5=s6JGjm8}17(DA@N_C0z0hXj<H`+o5DH)}s!Rs30o@E*hFXBu
zV$e9Yc68*UyTG%pD1pl&Esjkg6C#c$d)Ke>>r2^-m%@^=vgBk!w%K(>-*8rs`=A7j
z%uXMF%kD&=Q@Ba>g*@PUyyCPra1G<G2_hAPqiq%32|&b`v{v3l5~rhAtu4V6EA8SG
zMC*e|3(B40a%fG@O1&liqkAWm^6?SQXfT!*5eey}8--F?Pj48A0wtS({ULDbqp=)0
zy%8&uRsY7SpZ@v=MVZ}Ocr=_^aMPUHT>kxH6Le`eBz%1?prm>4wiQj`q(Chu#@CmI
zv-rh#7Pl&1azWRzb=xlo2)7EJkyi$8A%_TeJoe0>%SuE+qqsMRO;8&N$$Nkqb=p(A
zYD6M8QdYH-Az!KuUW6?q<pzny>o=))Tg;Nlvmr`FljzJ;e|#hrlws5+R^Nx!7HLcR
zN}*c|U>+ts6#+nlKyFjh_rW;&r^6N?^xR}gQ+xUwnL8ySNTXWtP-&eaqdx9#Na-~4
zrIsf^JMQbkOG;XZrcf@?^NonLO9Xc?(KEb7Qoe3^cws6!8K4uQV?l^eY~!KzS!Wvf
zB1<?423;{~VT*@9jt&{(zdb$_Vkk(4lERI79T)1NQO%?)5lVcy{(}N)ZX=*Afc1(t
zF1_${z1dP-*J*_sJv~yW^lIW|jgYJ%n{kIXzLpHp&EpN~8G-lpbx<-QGUCM5j95{D
z=gHr58QT{RFDY7s#Nt+SoJMB}R|PX<CNs0OBEK3cQz^D0$T@Qrh#YjY#0^&HQ$+Pf
z5>ZRJ$}}OwpYPH~e@8u|EZO{Su)!aIQdo(v^$p84Jo#SH&sJFbon3isZ$BOS5hmS6
zx)-;N7wW1VU85&1e`{Fo-V$fKBDSYuY-O(o9cYpRU2AV0x8y;uM~7NsfC{5Vk%sjL
zC^6G4yLu$UL?btK^P)g7lw4BcIkE(<b16^H$}~6TBgQEicTBPxda#xyqp&8AdFdXx
zaNUue>Bv{IENG21Oc#R%1(mQZ4%?SbTSmGDX)OE0)WU~&7`}f6&)f_(D!#uRZV816
zoHjTF1InQC-{1U^)n}b|m%jT%zM?B~&(B@Z&>yN@KsTWw-$hRl{eg9=yMwHa6?H5(
z^LV0i5)G?3l_agP#y?kY;^c@h>O%UZc@*2fETdSPbitEjj$iFZ?4g(BIae3&v|BA1
zXIC9e5E|9#;<)N!KZKaAx&?nK77bT^V;d|gje39j5lbh58mHabXzRcolRPWmqcrv2
zmY#W$+46LdRg-9b5K}$wO*Z>3ix-Lg57`*gA9gmh2brf9XL2q%dQ5MwhjUj&DG=N=
zJa)2!=4vf)fMOKdbgq{jc|l+(B`Rv4s;tr2tFsrd12Yl-nHl8Bs6rLu)5iKNB%bWi
zqzkrHS<1)VS#sEff}8y>I>O&|a&K}+uGSvP>sMpULzutL=S6mfh86lOD%X4M9VSOZ
z?s2K!(NTHhO3u3=Y^Qy<twE%kZ!zswC<d(L-94T)B3wi!#VIp5=Xrl)*wuv{iKV2R
z*6jPaRXr}d8uz2d2D(DpwPCxu{vNd1#1anN6!Z=g>x5qCc;&IW_`kDh!-TJcDFTpd
zKF)_C+h)tt*;vNX#I*eA`PWRbfTb3zk#F?tx!;;m$h@I0!wU7pHWZ7wgXvXENMen~
zG@0^L4U39I96{i95VLeUdzz~_Jl~}w-HHsf&IL#619YmD`6nYmFj>LJ9t;=s#^xBo
z(>&ZKVtH}2nhC0F;AleNB=XKG*M{PyS95BiROhe3jE*>4V?KNz+tz0>>a${A4#P8&
z5zam%{^FIqw3dX|lO0{YDY}Sgh$Z$iyK{N<bG^=US4Wb|kJyNrE%mUOGM%2M)>+ui
z_M=ZklD>o4z$Cky`nA))u8R6p<z_M63%oCtqj{&@#5aOD?5;DKYXZC>r^&<r&X6Q;
zUZJjC@=zztMt2?{%CfP+2jLW&9)6(s;>>Sl!@XwD_vYqW+2F&3Z#if+!RkARy*}W;
zxzyd^lpKWhz^@O;5yrQ;9Tr;)+R*4OXHhe#Qu)*d6p+)t=8g&0eX;ONSC@=6yFpy6
zHNC#Bv|_8#iRbU_2XzIma}8}qTp?4IA{w)Je4DnEbv+?lpXt#KCEIv%7apgx7vS)n
zK_H@-5oq?Zov#UWKif)o5oB${3utvgq7hUjqWISkMerH_x!Ta=Snt`Tz(_KCDI-oN
zso3iHm!&K5=RAtoV);b>E+2@fYVs2`aS+#%@*Y-0vist)ug@_mJS!l?$jYd0Rcmy2
zK3viE8+QH9WzcqU&>!&BKo82BB;2-ho9(<c7+XapVx?MHzpdFTm0oqN^*W8kG4$lP
zJuDXsUf$bWxAPM$x>l}NPpu8HRgMW<cXzzLH6mhaM{b<<+rdNY*fk$|2J<HknQKDa
z`jsKm2<JV2fA<gBHXlSD>K1y)k>OSJl$e+_ho4=CqdoQN51&HNl*GcUzr>V+r9S@U
zd*pl^hSh?E(n?f<I?6nrnwKS?NSsDJUCDcLDSvpYM<W|1JyIPFhL`5sIigv=)+Ouf
z<HMbv-xP()a_#flnhzwRcX&2M=XTDK-oE8T1;Ho_TBM>t!|~}(ZWK6|@@3&<X{pCj
z-%~|7BJRMgcRGBh{LkT^k9G3?hsy}OZTZpu@8~VZhh&cMz90_RH2a9r2pwHyk0H>}
zdEtGVk&?*dW5>LvO{B2<URAy<r=Y;+cl93sZ8cs;oSJe0;-49$G))xOFZ!a_pjqVe
z&hMAP_s2aP(2w*sy!D$zsMu($<{!V8mK?LG<Gx_Y`7|4t&rCdCBJqN{Cs!F6as8~9
zb82)s-UlYdX0(p|S)C|#oD-{ORZD5GTM#iJ^f-io@p|VKe<XPyOk&t-vc9&B3>;XC
z7!;&AokXFyT`Ds=!$YzAVw7)zgEX>$T33gP`Kf}oDczsj#M$ds7H-9bc5#1mrzD~G
zyPy%FeabQ?#+3c!3l_Jn>gR8xv}LR*f3S)mn4uGiow)F~jF7noleuxHK7`p62`ei$
z3V6S1z<lYUP1Wh6+28FxYk<q31m7I$eLgPr)VB!|Pbw%1+{CX98NJDh9a3rD^M4n?
z;(xJvX!Ou1pv-^>?fisUDm*5hO^7Rm->7i-vq(zUWVDRxqCSGxW{K=!CQ0wv<&Wn@
z@BTDY`}_!P`Ah^KU-9#0hXoQ5vkSy%e+AKb%NlVU!QVHFC(CL+1DrK_3(i+QwIZpi
zs*-N-4~|yYufD9K5Q1yht+hCyORJA|T2vOKz*%McKB7hWSREJC@|nX6N+#AlMdX%2
z5~ixf<7aulf%n?$6h(JuYQvUS(z4Xj>+Ukw?b6nm@=)qjTtu@>FLL0Z-@IJHj+0Z}
z(X1wnS_VH6VUzGNB}8a7luldeIP3X6e-O9RG%SWGjCST>LoAobl3#QqV7}gM&$$g2
zn@DS8bFzXcB)QA*>-4u*5$LC7`(daWL#{8k_?r0e4NHeEkq&bWs@yR>v-ICm3vQ#g
zMJGF4Q@4nCODkOkw3`0=o9{1!X?@xwYUGjb)dv+gUa43S)$QU8Trn_=V3{r_5pj}`
zMlQG=IEg=*Jk?cIZ=QPh!BLr?=ev_id^5E+b{<zddXGzElQl34l~`?|ZSCc;#}^ED
zds27NG$E8nbK#S^JmxtY_FQ`f6p$=qZ{gTGAJ0K|ns_dWse86-ges`ux5G=<-xn1A
z9jo^6ogZYA^^8GhM4k0?C^!W8AtQ|H&WCZXnKFG*^tbOQ;V(UfW`@`|E~w0!Z23xK
zFv}@YVed1o0wJ!T%2mVAFUQZrKmA~I-x<6;Da2C{AMZs}PSq1T+-gA+_ou?Wm{QaJ
za{bIu{k2X*^rcWsOv{&d@3^(VvCs-@6qG|fsqQu>|DfK9^9a^!oJd+%1O8S!y}<IU
zts{(P+2$qupvacFj`_ZY)uq>&2j-WhP_QoD^ajR;&MYXCOEf%hKcDe(b>5rz`Mhvy
zRvOOMcR^3%YP++g7||p7$!Gqmz9rO`32Wr<`!CFuv?>Q5dk*paqbxob=6+Y%60Bfm
z?u||k6EGY+-16IREG=3}l#$2qvt~o#O2%$j`L1|~u^TTh;x~4r6HZ~&!-}>Kt7*t)
zn<t{Zf*5R8fb(AlUMCVyN6bKPd(&p39z?lV-3!)ji%n6y7<M(7YObQIhlNTd<3__H
zE9x*y#c*MXMJK3;=ebE)D@Ysl-ucV&wb-XTVhUFls%+)w%BY1nWg5s5>vvtRv!IWE
zv)et_?Rl@k$>MSA`lJi~pR9_b4MJ{=ZO7L5Vso(9k%0r*9RI#Qo?UreUvA%@9w0mM
zbGeFe$FKS<4$@b$ZFJ0Ly!8BarY_75S1CX#F<Hi9Vo27lbU>HOZW%*^CWiZ_!4l2i
zH#3uG1YQA=_I>qklG!<#U{!W1OI&)=0wzZg-6!gkKtiuYBoo#mGuVT`;EI)4zG_a*
zbnN&iv=BSz!s()8j>MOt_)=PWgM4dwGZjAsW`f1hy2s&Ps=&iOX5Fu{D%3v<88SwT
zQ0x+b)ZO}++a(OMoQx2=I9&QBY5I+#Am#?oZ+4d_Do=}hMTB}nIZp3nk;nyPZM8K6
zU{$FT$|!b%YT}cT9t+OL#&hMcHbK^~2;pZdVqyw)8NbMzoovl4uAb4ykkY@qlQc#x
z>&u?a(Myt=fEkO&1r+i9F*j+#388qQGGr~@1CM)FI=^|2TuM<aPg9j2iCUPt7i(*4
zNb~!jrVxLpO|G3hHlz}ct^Hi};no8^&>!?8qd`DDY1q6R4)xeGXd*{M7#pgp0$Mit
z@*DS}Rf_6l@oxiTI{u=%S&M$8c6XDaQK7lJ+ng)&gi|hgIF?DoJ=;f(eTIlTg>T^f
zZ&X8He`KvYfX`+BIq3a*#m|2$tB*d9RAahLP!jdSm_4`J{a8W9basWD(<<$K`F!6$
z+E(|+Rw-pBq9rdwkrhvOxUj_i0&i6{r*#1nJ#L)gfk|cLAUs^VJnGK)(_AD(y6FQ_
zd;v3b9fV5y(N31dD`;U^QIoJJXwDu?+jPNJSa^SGqi>(oBI9}ShFMtQ)%aMHxx)SU
zH_Oi?_4^;vheHNt94*zD``cr_syhF(xSM6%+_3Ox{~#ryh&3vYQsRd2a+4|ij*zz`
z@HXMuxxpGS^;(@A;kGoVHQnzE4<z(Hk?lu0v5KHE17|#<@{RE%b;PgfeBXzDeWeY{
z*5e7maxCTRC`~ywCBpNMN$Nxs-_A8!_p?5v{G7HRic{IgP%Ko@_lZ-D5NQY@VanXI
zsj(H_Bp9Lp{N1)$m!}ce>@r7Ea%oiD?+QGdU!>UTO~<2U*(y?O*ph)Cm-H0pw;ZUA
z>x)Y7=Nb(q;tnMn$g8Rk2n1$@Tt8vH16{y2zEr5c()b9X2L5Z!0?j0GbPD{NQDrKI
zfs*`@U(w(=tR3YL|3o>%HQrZ6qE%wQtj5WEJRd06&(Gn?-`n39kt_EZSug3;Nbu7T
z{FZ_mjYt!Rpy3+=4#R@;;<Ad0*uZEK08OdQ#<OBBAJgjVn@Y+p?-j@%4lQIkb^ogU
zO@4UL5)|6)^m=na5B%q6`KM8a$2gBy$P}#y?-s&$MMoCa5k<JLAWBv*_5bpm4kL8d
zZXXWpx;bKC_CUpnrh_jjM~n`uQh9$@G9KW^4GL!{+OGG0vu=>TY!t-C@$9eY6?h$7
zGw(hJKlS=%A2CKhw)zTnGxf&v^Tsn1(X6;mv_^i^p8IyMlq2({a2oh`)7m5WB8nA1
zKA=bRr_6on>W-H3=40;+EwUsoLF8(^<Yy$3@P{Y7zC(*&q>0=LZCcJ!^UstR_P?T$
z6v-(&qP4BE`5U8s6&6%4w;bN2CnHPD#r>kp5T~zi&FROW2wyBB9NZf>-!L2smYkWx
zEm-l(_<eZKwy@%})1R+va)qfTD$@PvvR%BcT7PPk*proK-3$8_X?>u%X+_(y{=r^?
zvRfaxqpwSPBc%+pmy+zL3Jm1S|5}Q0!}vS(w>XZB718wzTL#!<=%+owc*;`awG^fW
z{UfObI?L&)cemfHJp{|&Ww+gW!fis1Nwd|NZon}hR1A#u5c&)waQx5fcDE25Aw+oN
z@S~h;feS5v;@iM__pFF-%3l%aRg1p!9s)FtAEnV4hbkx9c>a2b`dcUeY2Dc_X=7LW
z-5W)A0z!2E+enkmp@b!H?BO{kGB@br0}c2U(u-!qh1Xpw@!Yg4pK?Cm*QM12YsZo%
zA8)uFPuv(c@`c!uewL*O6z^WI3}0^_Jae1VeD_%gZ?*Eq??9>n)YT9W9_DnODMXEW
z7v20L7u?LZ6u1&6rjR@iA@k=y|2SK~0vg2c22Qn?_FvQ@XKonb7Zw_oJG`x&B=v9M
z+BQ-_qF*rxY*fO${r$$$+Vr6N)z@!D!S%Oz^?x9p*bOFD6cGl+;x@IpzflQ&Ec-hr
z28Rsa*Kkt6&+fcwP#-^{^Wk4I`(gVnR2GkkW{AiA{{rkl6Tc`ckg(fDst!0X>jc*S
zq@(xPhWT@Dvq~J;B(is-NVe6<{jX?=j8Ku00qfRDL`T~3_jVz9B!UB!ND@?+x!JVX
z!t%FWwCv%{?a%r1*^DwaRaDW%WFjG6gJX?@UcCd5d@RInu#<1|A+IDK-#*Z3zlwbp
zkuf)TQQ0<(BUR}%HUv^zUCD;3LOOJ9fz<aXrg<d{7~#XW`xG1*7=!RzCe7L^$$4)*
z10G8u=7C72KdZvEpoI9AKKQit;ot!?`xbg=bHmji01DDyR|=M05oWU)A0Hp8tE=mS
zuq$Q${Q2B<*IoGg`}66ipE79BAON<lS;yY3+lX!47!#4abIWJ-i#p%+-c58L*_^jx
z+9Qc4$M*>Y#gAlS>Km+TGZ|Y!B><WLFZyhIo|11q!LoA)o~B8BQc=lgUwlFT{{8vx
zyYC1L47{RkmR-1AUw+4qC%&cEl*g$3;9b_X8H}Q<i#923sLD~JQY#rUy7L+He)Hin
zG^^LM$LlzQCp|=$W}Q(gm8`jW2J03dB>bZeJaF4YB)bjgj*X<g{XVs&g&fccnBzO}
z%IBY4;nvDzf6r}pk$(R!EanPQej7whp^MKtu0|8zh@<XeDhthY=+pvbjFq$<wW!Ms
zXxj)lBoSv;Ha&e!c<stV7ZOaq7)q{2gIgz%qpqd@s1S5cZyXydu{hiuD6GXRQimu)
z_tyTH1PxVg1&&Y!K7tEfQ-J^<1zWyw;i*wDc(RVj#7iHvNRmWR7NqYJDaw*?*z5KK
zI2kx-b>J5xv1Y%G2ktcz5vJtm5s}Z{D4-&}2EC-fASuyF0ty5afLg7<D^NqvyG&FW
zU3@UNh{RwG-I9zP*jkG%OXAKK!#Gh~PWUes<U71btufQxRf+$n%{bC+IZg$PeB8i+
z>x}5riZL!aiXthPfR-WThlLX#(u%CRe`Hpnp4tIPY&zm$#<Ptne0dKD5-PKuvfc^Y
zFe#B~j}*}Ra30#^2=a?v82$YiIoq$nhoW5WI6)2o8%RS2fB;!pS=@d1-K<`{nju4m
zFm>uwTDNX}N}BYYnH<}mK}^d?nssl&;f2fiVa#2pq-lT8e;D@hf3X)=ll9d`B#%hU
z?cFd$`eV1-nK^SNue|aKcDtSF)2DO){r96#T>amyt_I5{y+Fa2Y4rKzZYm~!#IodG
z91hyVoSE}^^3IQ$^1)qrne?aS6Gf5dX8xD-S(QwUi>2vzPuCyI{b4(s-&)2-V>Kan
z2Jqs9{{m1`QpS>rlL#(cN1+(V_^mtT&x!0GMUo`4pE^i+W&urK>qxE5i@7&!!WHh#
zeyIvarGr+@W7sLCqNpgqWK?6X_E4JXK^M@R{-fgA@pA@^0)k0AkWFBK7b<^WDohIW
z-4l=+2hg>r0=wJEzIl~Y{!+tsFBjTaFQ`(W(nz#y?}evEL4l8h=1LdG{S1^@L_$|8
zQK{A3{kiV6F@|Sj$rIWCr2~f*+)fE&w1SxaYJ4LVAV5);MCKuh{B()1Mgobg1tJoJ
zQzo96Eh4MdJ2;%?=GH+P@^{+UwbVk^aR+Lxf<S*2+6V}aQ{(m$I8yAS1~>jbO3c|#
zDvmhNR0||1RRkj7M#8BQQE9;K5>eSjTxtPpqCnTG5?uEM;oNDX^7F$qZ7Y#F9&(ms
z5SMReW6#D6JzhXWl#$3T!FY8UjCI~NR)1WCwO2ID%t2I%N<Muh30-P2>)$y{xXX^M
zMJUOSHD~cdnMC><2nf?tp6R0PYca&PQC_Z((|M5tz^hb42Y^ub3vI!I1w8-!^Q5Pz
z)4zXz{_~&zFlf*qG#brm>5KLq;^UNlr@VISlJ80Ef88msWo2dY%{Slh$tRysR#wJs
zx826HY10S`3%i`nkzHc5dksguKZN8F8fvl}EEL0ObaMbVj=Y2E&wR)0pHDn3kJIJk
z!5I(Hy+t>AHyy~1VN)2md<weox`n{)#no&a_c6O&B9>83A``-yIQ%{U=3IX($6^(X
z-?9ebftN|X<BluZUYYD%O25mYCZh_6y%t@Umh76mos!B*+<p!+D;>1+^<jJ93H%y)
z^WaNk2nzKBpfJ0FM~8op)vP2oBn5L`Hc>(T1eTQ%trM|a*NzrZ68Wix9IkS)J241V
zoDbwWxNZj=40cfzA&?RtjPgh&%}UEL1!?dJR--DhqV5&MH!6P`t=14VP(!~vPygNh
zSD7oF9RAIXJw{DjiV}OJgX1f$lpk}T)hN+N>4@uYAhwkf|3HbtY>|wk9!e@iERsZ(
zB;l4orIcu*6|o($q4idfQRpDM(1l0gz!T)8OHW^-V+>SOxF{~NQ&i-@X7}J0!Ox%}
z$!sK`%0t|6Z+<dVV=$?Butx+{l}=8)aU8o+LFbp6vh&gHm=is;9ovTG*ZqvsCJ}L)
zm2cGw1}{CrR~=i>cV!w16$C^GH0~QlY%_1dS`A_U^kvLl;vi&dPnIsJLSxi%$Bj{p
z?C#698AmXGa|mHnGn8sAwqHx|ghfzlb`jPwjO*X<y4)YDbCLtVtJFUs06fX<cJspz
zKQLp)40i6^iNC);g9Z(vU%!5I>ePvZganlT+Yor``(Lo~xv5AV58a-8kUmqM!fZCP
zYu7F|ZrsSyrAtXoO~q(5GGW359)0vt5)<X|T>nO&x9Em%aVrv{(l8IZg)f(H;_b!L
z*s$~nCLaU+hqpf^z0>97-nS+)=DHgg(s>8~>t2~h<&I;F{OyJMbnE)OPJy=pcasn{
z2d?4HA$QU-sRNte{ftAUIrv-hXtHe+&9@&%kb41T{{YTnJ9$&nsID%-$IpmuM;0ry
zHIz5@<zQw$Eg~W))NE%&`^I#v)suOwk}V1i83BPb@6ncCz5Up}Y7MhK+CpISwj>yh
z*b8kaa%{A%Fq7p`a6&2I^cL{8OSmP8o<mv@)GCG}vr5r;tc1C0FzA#x8U<2SBvM%+
z;UkE|YAW#=;>V9Qp(JE!82Py#qxaeW-{hyd+4i}U7XQ%_(?sHz*DA<8Y$s`;7u`pB
zQ=RSRz|U4Px71*AiYSrrAYqq8DtwjHXcdSy5rq|$4$y@tuxllhD6u(2cH2t1>pxM9
z9T9>c2-H@JlpOa^mG8l2mvEUq*mLYSGir(IX(0AyU#70jrg5-=J358oc8Tnmk&bt^
zorD(>N&D{sD#NUFe!d$Y-ugR9JBxApyZNBMmM2#3U`_KF5>u;iKh~RX^K<FGGLtT)
zMZ|yFm&nL?q|JG3o>R;bw~nYMdNA{+0-}8l5Ul5x0l_GKIu4t1$r+!5W>E<?yB=eJ
zo<Nm~_Mb%J?cZ>>f#m@3Ds{eZtivht^SVk_ZLH<tTm5O(*mzm%b@1Rpe)!=BmMmGq
z-o1MP&}y~B#>NsF8j8teLa9_@v)QPqs30#dkD{U?0DOFW=-<CT!-o%N#E20XjhDBs
zvdhQqaPWCzM?w|7iPRpY^uhnIVA(>xUit-(-|-PsKfD{gQH#y)<dG>evD)nH&)CO{
zkBnkWpFbuANutP>&X1FMTYqkOpl+<`zQ^ZsXh#+&ymj35#f{wm{zQIy<wwlf`7C*H
z8tF;?j9U0T(bK=cuTQ_TRZ;dYwRrb2W-r=7O@)n^7U8^edw=w*fA)ODoEHzHP1cb2
zb}IVTi7Z=F&7lA&D$Jv42Osh?kMi`uei-rP=Uqq1KDLX_p&{t2tJzRpMdfvUY1W|=
zK4J+=e)t}zDFRcN9~!MlMy{LNixkAQ52CQ#PH0O%6p4D4yt<bFm6l=2u~b$nDNpcY
ze})r#i3g*fi_&BzF|{hf_Bn}CSP}XKuq!i^$WRUA-_f119aY&L)=qH{Hb_PK2^+f?
zl;QDK5YWa*t<6PQt{p!&#5h2$f(ny>%Pe8?RuLNPMoO<m&>In>bu=GnA}mfzWu6Cx
z9-jW-I9AcaBTpsLHA>0cC--nDwFr+#0#)5whH>G6BqfE@q;C-6J&hDgZeCcL$*t`}
z=-b2}fUUpg5%6m%#zBFYmlu=U&O+<4ZTao3gZORB!+gxfvVm@fdCE!4tffV@M4Rcu
zDcpE~6~zJvx*8ccWdr_Qz3FvJA|c8B*tl#PTi!0Aak~JLr}pKkuQCa!6lmQenEjcx
z3|M@aMgt-_q3}UiR0@G%XmDb>A(p;(|9y|@<st`wS1GgEOxM9bvT4Z;`1tsoF->NH
zji+8O!%uCXX`INWT~3;{RPxFrS7v*ms;Vk>?%c`Y!-vVt%%r%unA+M}TrL+noeqD0
zf5OAVY0{(#ty;ArDJe-Fw{?{$K9t69gKr~L)gC`h35$}O&}u+4#@s%dC+_^18Q(q(
zz_V}6qF3h@e81^K+Q;=`<EBEsc>Q6#41fFqD*ti?i&yL;WPDEsj_OF^l6`D_<u^<d
zx`IYYaa1nmS_}UfaX+&L-^kiXiGdl}wD<EPe!<d)x&*SzVCl-^ym;@|_?nuaGwIPa
zs-UQ_h(RMe^29xT(CQlQkL}si9<@+5D}%zt`%raC;rO9)#O$@`q%ss*H;5XVH4Vb7
zP_p<)1)2~8Bd3gIy(faA5*J-p?`7MX)fk&6bD(=Cl4CSvZP~=(y;(Rs8iJG%9;PIv
z(1bR^NRAt-kJ@N*e;5Z2d8pWHX6ko?5ld9q=H}wv(ZH`3H(R$<5FDeRvOvw){dOvS
z^yIhpBe=kimUn7tIY50%I~-<_<&W9XwotIU!bQo-5+WOW5gMk$SZPO5>cC)xfVMi6
z$y$8lwfG0AIKC){eLrMj3^$?mQc<?69Lc8O`mfsI@YS$<SqXE0E+IVGmv&tP2;P{%
zmL-{3{WN5T+A#Sl>2h5h0gZy$v?>SZ{xXzRPNZlPfgM74<fbMh1l6s(cOtDC_Zug$
zIz5E-2xM(Q9!b$*q|PhEqH@yg`z%iQNJ!7c68X~41P|;&aKS#bCNp`3HoR*DR{J*Q
zw<ZDH_w_DxZ?|Vq|NeNEA7G7B%i7noxTT$eCY?g~K2KuxaV_^=@6X(05`%s@i2pAm
zuuj}VhB_3j2Et-}>Ho1mDs{v30?Gm4RmyBO({0o;nkV((lW9Ttm`?o$oKaxsscB^l
z?&6EmS;3Z#RTxbIJNMV}$Wx8EVW3|F)m(Nh*!$Tx?0;tg0S<3`V*{CyU(HuLKjGMs
ze0Fa=#@&w%W!0v=tlqMZ5@{17yANk*m!WLilg1Z6tl;zM57p10^H}ZV-aUg)ynGmS
zOAp$%X~e3&ZxHj$5EgvCp8qa>lp9_g!<^@5vHSh6`FZzRq5?v=A#F3^->yI#e&!t%
zWdANpmuE2f{;z2lbse3?MNpCn=^JYC3xyo@amw=3@zLrD_6kPlHlSA-Xp$UD*KtwA
zr!>sn1WA&}d~i4F;&d`{y)h=#Qod$8ixpuM=xXTPvM=MNv}SjyhcDh-MK|wqIwZ74
z+<yrF${eJo&G5as7X-qWBi^BxZ!oIlmYfI<p^-z0w`3<WLWep)gCt4h{Bi_Ch&Ps4
zFLrFrVxK9ExMnTb{bM2h;=&m+HlB(Wz6j+OEC(`pcb^YlaVC5Zco>yY&YqwUPDBOJ
z!K!1>`+9tW>%NeSZjmJq+3^Gm9KnNaeGv&R4-wuHVLgqglT4)93|Nc7;PjyN5vZ+k
zk@fRlv_U?E^=XXCM}<wL;OOy6s<-75bg&SsPT*L)AMsrSai&$`-kd>bpo!elDx#x&
zi3&5|6{aUY%)^fSQl`Jyhrj>>Wi>AH50tTQWe$1As*ofJr&C0k>%dqe(P(Tm`>V?k
zifkx6I%?Z%Xf-znYoP+wbG}r3yNynRo8Vlyn|)dv*;Wnup2_5FNn@DFL4{8sdBp-D
zZY!f+>r6y!XAYzuBCW=k_3s>ERI-82cQt2?4ZfaT##0G)jx4F9`Gd{LIv|mASi;BP
zO%s0+{r$1D>D4fkLF54NDrGjCd0<i*Nga&rNR@c$NpD&;srwf6dukOk=U5ro$%oRM
z61J=_!{RI_GF(e$t{D`eEMJm>m*Jm%+eG&7wd~gWsNU<qWHn>#*M`|!i}`B*hkW|x
zuXO3voaSvCG5Y@LG*7V8@s~z48QzMRiOo>^XnFseMFa=<Fn(B%`tpjVe21=oTVD8J
z1rIzslER1Q;^`1iv06d<VXfI`+k@F^W<---d^z!9=-HMLJ653YG=!+<UN}chW&Z|}
zB+;Yw2Slr*Fc!M-c1j?KxV@E>w)aEwvJ=-l3`wuR<*KFJWudyP7RTWt9BJir=+~D2
zzC8e)QvLTQ`=8vb64o!@OO3^bMx&zVfYzt2TlsgY*A`Rz&Kk0;KKOcNkaj?1kyS^v
zubT<~8AV`#4s)D}58l{JtIBk`-f<ggULp^U^hPB}m{;zh=%bZbgBxS(*p1)5_=f9~
zS`uDr#t>t~G@udM&e14CO?B7FBeMIRwTMlFs6OVP@NgNas)Gbahq5=_L!?X1bzUBt
zMJouZup+udrin3BwvMFVCI>+Vfg=VVO8tUpftuK18oYx9j(q3D?IVz567k)chmZ$B
zoje2;n$cR_C>09S5n9wnB~BNV6xum_xR_S0g7NcGQIlIqQLUTJZUJ|!7luHAyh111
z>{`6bY)CE-0saO;I|Z;LEuSHecVfZ~(REA69Ij^1SLqZSt0Gmb<erzi(7xTN??a8n
z$<FtV;aOaW=aDFi+_l(piZHc|;;mhW=&{2|*Zm&6lHAM+ka(i(5S1<s$8A-(^%^?-
z)SeU5a<T7qlXIw;BtIv|2gcBJRvwF=YRy;ojX_wngN-U3#{-(M@4cNg5uJ>TP*5_U
z36CwX@N{4ewabc#`)N4Yj~t>*3c){6#FY@in78!}vfGLr0A8icW;2i8S%!Z|2+aq2
zSoE6>gP#kJ;6Y(EaLY(9Qg@ZG<+l=)ZjqV*Cw_KcI(75o*H!xniVEeoAKEo^Gh|n(
zS*^NZtVsf)lAP`#RF}puW${xyeDe(6ne`xBb{}ERoH-2G5k|2il1428@GrB{aq$p5
zqR7pUzQubl-a}Y$-MAiSUKzzx=i>d^9XxgSC)^$pO7`A7x_^ELi$D0C+us?>*q6q!
z@YP@V<htw0@18)Hf+Cs}=aaBxLjzw8+5gv13y(14;dw;Uf>=?FSG#uP8w9F$9U!=}
z61oR+)VmC&mlAD&0cVX8(dHz))_}pOr6fO_YG*E={&X*q|C>>MHi!0P^7%W92nh0~
z_t19u2YORmV`t5hUF2q!@YqY^Xq5Q(D-wuy7X^dnp}w^ZIj{drMPwq&_S(oZ!G!0B
zBOR&0dt5MYPTNjW{t?E_xRVW=vbZj94>^nX;dXkk8`K!bw4r_LaNP4ZQ`4jg^EMsl
ziTU?qQmb*M=HlF*gQw7f*gBk9J|+%WC5HTvPVtCFRO~kskZz?cxPYRg86=q^*rW6&
zywFPIz+ilm!)dkjFkf4P$c~8Q;r(WcT8D7hqC+3)Pl7{%LI7<nq}56!9>}5ago4Bo
zY9flO`8C48(P9UVN*C9;B$`GVDf3uyR@&)3wGC;XA0hpx4EEHzP^bi2I7Di-Y7VqX
zz%SMdN05#dEqoZ)+lM1ND|mY98v5VUj>ktd;>Rr+e7x)kwGIhE06&G2ffgf`o6B%1
zBx0KdAh;z;vumg>uoCQ0k*jmzP)L+%oRoNbs1A~tX!RlBxD}<z!Q%db{HJg$>Q1dV
z_U<~;eHGmNd>otK$S1j@k+AM|%1mvTcgr@yqZN4kbvUa9q^H{R=zzgk=dI$0kVXVI
zX~g#5(y{)Y!vG%-%GP1Lyj#Je2Qn~?j6ro+&8}*H3_1<%<J1`L3Zr?KE8hz!2Y^>8
zv)Rn}UPlRU8bE+9oa9k%lEbv*6?*8<PR&Q(7qe$U5l+l>Z5fa6aRG<JL%G{UY<Dka
zZ8*S;k5lN9;@{9skzIv8jc!hWwLR)UCySd4^hzGZh^Ghf(j#B<`t<QEzU6Tua(p>p
zj>qL+g(V;Yzf3KIKJG&3kXX_(@_F^c`F!)%BlY7#^C!(DaN-auje6d@@qJpCI2d!_
z6<!<l0Z%P>kXOHdmBF0{<5-l++|5e~F!*tA*+IhQtwrrGf6o7{L{Xx5hmQy;^{25-
zi`cv=&Uh_h$2>UoCiYYn;GKD#5MLcpy+RSZ1f*Ry%o$c(Y5}`j#Aq;4Y7jZ3+sJcM
zM$)}c%hS$NUQ*4+(|-X$;6G1~ARzekvDGDomAv-!xAYp^hU>?7JA0jL9F*R(2q8I&
z>|eHFNcQ9PHC1@KytpYTi$FxYBDHKxtL9LNojXT0W!t7I!lF#%6q#xD!cgYy*n!v4
za^lw)aLii;x3}iu_(r6ExrRlBP9FIFe!`na0gzr~W%)a)3`j3Q>vZD?_M>o@8Ncg7
z$vR=CIL$)l5Fd7KO{KZQgWYH(qDF-#NRJQ~M^KI(l}f--7)i83$#EYaazl+sfhOVt
z)Kp1s;<w~dmaD+fOhIc^HP2Zk!Xou_NY=6U*W=XgH{)9)Vm2xWP>VFN*f^wCVT}*M
z*g71a*8Ys{?uYQ!LCW_Q;Pq@@tQ9J>Mu8LA6@0aE6Oluj^66d8d2UWB$4gw?J|LOw
z8XHCrh_xQJ9xdc(K`92i8%?Q;Dw~sFNyUTZfw+4I(&d?C=6t-0yba~FDpI4X^ibue
zB+6Am(KE5M^AuCLID>-ih3xV`TpvG9EVUrEYsAF&Cg7#qkACH^tT_?Lk<W{$Nc5up
zaWh}u-HHcp>CIqCMfs-vd>PS#PA$V&o?e3Ho8$D=Iyn*O!|pu}`eqdoGqE!pf3+fr
zK6H$Ckro=mO>bzg_`=X~0C<%$o6R(BH<{KU<MH(|5*ZkWEzF5uv`En|4|zv(ak|Wm
zY?**ht(v64UZ55DWo{l-xe}^S58JBp*tW5MLpMcsm2ubB@<mcdd@I`F-N?hCzHR8#
zp(_OF$URm-|MiP_B|nFu!fm8hD0y_E4Nh!g=BBnZQw7j}`wakmw{RUL<<&fP*KhzF
z#|tR?WHAx%+{^BbM>uf9NAz3v1p9YpV)FMQqI(e2zk8k6Mm@_b!$u;sY|i8MbhLLp
zOTdt!4R$>wNu<`fAEUN)gVo{RY{`n_Ouu&yt!&BY;$sM(*ci1_gAyoTSBg)rK(3F9
zjI=}eSZgr2Jy?|rDl|%zh^Qoi0EIW<4hOEl5RSJ>B}T7g++BT$YaB*#K_#me?d0&j
zEdKNKNRnH}p0hrpDDw7;^9YX$<mUTMon<ab60QS9nBU%r#TASgRYT=(`*`1}Ag<aU
zFMm5>&3n^gl$P)29zvV3mkBMyIg*+|!jML6U3{1>9Sp23Ea5;zB3pf9P>FE=nteC}
zb*yfy=iTS-r1saH%zASLO=JBC7}gP+ErbA*j?&iN9LXp^++Rp=P7NVP-PAPoC8tdk
zUdxN<syfIHo0;RvU<|(g#6@ZmGLF(n8^JtB7*Sz*x*S%aPw-}s%ZSA(AOxt0EVNQ(
zRUsNhI(k>|q18dlSg;pX;<l@auqtTUBZz9Ni?VeEl%nKFiwFXO4D?I(rWFF1-T2-d
zjw)C~#<P1V*^o{96@%HhtB{Z8?1XlW_~P~!O#NX8B{fPqcZ|lX+(n#8izz@$nZwP|
zLMz?~Xxsv|PA8<5U|X0*xyea<h!2i~7BV9R#@yAF#=T=vZa7Tkhg&#4+LyTgZODH3
za}I>*5f_)T#RPql0w6Jwnj527`_^`P-O!Hq*Hw_bU^DN2<BRclIjR^9${H0v-rbse
z2X$qX-Hmnq9&*%1d=(0+?Jj=$%|c(bi+3WD7{B@ii8qE(bl97$@&Hs}YLdeBXhsFn
zzW<f&1(XB8tCZPnW@wj32<tQ$TWL7TawCD!z90w`ov6T}H8U_F9KB74GFo7-I)g|*
zCD+AAF!x<6f=A5(cOm`9`S9$ctsA;Iva3kp(q*i9`bEfUfe>fGIp_v@j_<-Rzig#{
z*$K9!uf^SDG|FGS7_xW}5zYOuP5+$y?4xY^wFTENABIn>KqN`x;g@DIdT>{Ic5Dtn
z?)@JU^89!-k%4?2`6&M5JJS2PVSIAmH$1iALB>oT$9Mmo!_<~tQ4Q$M1V<hoZ4hzq
zee}2W{*LEJpgkQJfxxBtrY=ct@+x1)<~&A}{|o3f374eYYssMApJU3@)7YX#@lsDR
z3U(9hUrDU54}SiBr0?>=wOdC_jT(!WmMoKiHeQQ8#EQ4ZL&U)nGPmYZRpU)ujh&k4
zV5$ce($-f&R(cTuLEiKl+?JLp@n>9xK$0X59nT@{L_RiiE&W;~;fIQk-d~JCrQ)_h
z9S|)J#3Bo>qot@40w~WgVrXV2_oJ;Wm%!w(kX_T9sP5fpa-%mNe!HI*6+0Q162YOg
zS~?DG$JVzOpp5fjrahO(;!_Coh7d;)TBV11h6og2@5J0Jf}M>$Onu@OVxz<P<hkFl
zFWNy>RTb4*4dp>5><QlJ8~M<;V=^ht;>ntmj$%tOVMWE1+Z9whH5mM?q?;>A)C7<p
z<svq~iP;s63mxUoXp*Z160b8+R0f4*pl@Nqyr-53RWZkfTCyd9WIsEKt(AD$MD#5J
z2<sj}P^$p^dxoRbsgOJpj;tDL4_DzayYOlkMD-6v1U?Xh(@S8-gIlqz&0*V^5RNAV
z^U;mT{IKo_J2S2HXcA4#_9{YL9+vFbK}Jn6N`nfeQH=u$v)PHJ#6`5)n-;nt0##~$
z4L6f(FcVzurboY4jI=4R{hCJBtzK00YC+70i`nJ??c6LDD+M07MaQq31p4+ofL^k*
z>9%pKeZB<U(|(Ng6X>|q%#R<IVfQFWwmJB*Uo-Rro8TAZ#p7+0DcNz95|>D*&PZOB
zhc(j=@@O*;KW;M--$+4pP!zxC`XVWG3{G-!C?JNuk7@`AyK=pNasYUhGMml(cz-p)
zO|<-2ycHksU<%TeII0BvVrpon4S-@J@rl0ZW6M~->=33PEn>D4qh3pHZVX<bMpjp(
zG3Waf65`H1F6K-mQN)s0hP&2|Z(<}0rM!fT40cX>n$nGHC^^&|cRv-C`ZhfD)m=;)
zHJz9AI~id2;X}jCY(84clZWbh`y{sq>!j&?w%ChSQK9r*KMnw^&CY-R`w2H*--CfY
z+hN<ALDi3&2z}{BcHH$AtA0JsBac<_$wDJH_p4>Mp8>BycXR0d@2C{r^a=MSVBa1R
zm#jZ$olmffV{FBUFNGXuEH7P>ATY0DI$pYV7&I*@sC=84z}Fjmf6#xE{6Y)ky1YZO
zvpGHn4c|wtXP_8NlUjfF`PneG@J6Y2kXKPiVW~)s4cwA|MyaN&*+`diBW8o15W5bs
z%*qb0a6+sus(Si!#4CrV?&(aI4v}YkPuwTUNt?ZetS!e0&}i}YGJsY^dQ}B3gNj~*
zIxu(hemqFrds`orp(d2kzLd<)#lCGbHQA*cI4Dx$TS-P`8)^(nDq9wkTaZC~ZZ*TT
z3Zfea64|{aOLr8pxUvLWBLfl99eK>8CN{4O(Is#^I)Dgc3A#P|S^jG&%j3h?9Ad|$
z(h}zvLzdf4RDejpp%V<M_E0Qp$?&MC?wi2A+)T#z?#g|8kD@3!L}`JN8l!=nJQ255
z%_fDD0m?>f*172wW8hmcmK!1+C=UhV@b|&k+=y1tQc>-oJiC-8Mhl<Ssu(*yjLMG>
z;HOg4cZ7lJAT5O<fe3-Y#Ke2!?W?Z8rjjJ#u5?nhJf95F$yf6ZAjRrv+$t1Znwx~5
zvWOTKM`=qFJ2n*1(QZJ@ucF*uNnTMg#aK}(mG~)jw2X`;$lDu1r9hP2*s?8Dck|)(
zxDp0QYDV|%KxA|Pzm5Ks71{apdM*WBiiz%P^VqN@gUWr?q!o&c`;URWtE%WIZo|8s
z8quRgQB=;tp*_jj(}94eYw1{NCu52e)1hKY6&n1jJ<ROambm8894jhEYZvg*=%_IY
zeE-Y<-kfoW#w!lt)EUudd+5~8k5oq}mQpYL!c;Vl^&-vS&A9)n(de$s?*KUfyh@qP
zX6~4{m9{=Hv`~byQo9Yi$A#7Eq@B<dheb_NP$0IZS<ITfo~ULLt=yr+Ya+?2sAXri
z9RrD!7+sVqPq1XkFpP%tUqj1bwo;UuhF3%&3bz7FK`B8g@#q5@c2^SFl_N<WGD;sL
zCSV#W<sZumE$i72gF@o?ws2Z~G>qSWE8vlD@8$W94-(w|2!(++(syML;?Q_Tyqdz2
zmB)z)Gf|nfAIE2Fv82W`cxy+z66(fjIbCihz48UgiP79Q<~njmK0{z~I<~0m_;p$i
z@!#BuH%jsj=aQoMg|!wljk`}|@zYa?=+KOTIr|9v{AV<wXJ7yF8y;s2FJO>-SmAh&
zMw$*ZQFQ%(T_1-#pOWgYi3+IOuehlC3k;g3c<awTc1(7vC!bl$p}EINvW2lO@*uZ&
zZby^fMU)}FxGfIKY~_?c8bkY}L{N%2>>f<s0*Bt+f>3HCwAPzLUN+RRc52eAh&bq^
zTJMj`qepjNEZaOMaF;p>@-q+`;)PV@CML&0^08cs+zu*?5bNc^P*aJ~TZ3A!Lfbf;
zY@L$X`wsK;wEJ1RXb<UoGkEycF4#ZYgCqSg9;K7@*}+Ku{-i2e;FF(2(_tM6uAaq?
zJ(cv-d$FT!0_)tlXigN9P~@UjUvI2|iS)Z^0P9mXvMaZo_K9uix4RmzS{J!38xieH
zXU&u~cy&tPaHp1RF3u#XX%HU&Kwcfy5ocy0)`Qtp{+7ybn{tTuF`(7f5N)v#>F))v
z4rG3lecU_0fL{(Z#(z~2yVU|+d_y^^v||X3K~xziR|V6&OhrvIJszMs-$N&{hGi-{
z?vBv}&D=(isHD~HI-JQdB&C&8+b53lYAdxmUo4UV;ZL((&9yE*`e_$FW*5zpqiI{F
zW&0p+hP4W!i6F53l^qnX%fsMj#NnrARkVd;Yf_0Z7#ZHLGeVg}ZfO-+X&Kn9cDywP
zR9;#R8ZGD~2vIAEZW@8H#!c?pWB3Q@X#Ub*eq6MYq$5?tJ01LHk!Vrqq5A|4cC6(6
zmPgUM!Hj6~2&T-f)UNpr_wf@v+i^U7+QyTTATq}+V3=@-M5h%mx03Q`e>Qh&Pqte?
z<D<qbxG>k$qRjCy<(_W*^3rY|4!3h;BY5}nCsG%}_QO6DYqbn(;-o|$PKmdM5l^Tw
z`Ca}XP!0gEQf9N6$*&$qQDQ`uBND6f!z)}tO^pk;M<goJo60V^d^2qY_jhf^#{A=y
z8r-DiA0xI)d)n;{qPiduL$DWn9kpmo1<d?vFacp_UIG5kJPsH6>knX3hvLktMIEHW
zQ*FbYUW8w_FtkkrA>2pq>A1?-U6~YCeF#Xz1WrdG)U8GKQ&I~8TlMDn;tFm_pTT?o
z`HpVgeAxTLB6jz0&W*~h9G_jvt=mShdRGpcQnT2aei*@O;Io!?wtnVKZ1aVP_YS51
z*n1EJ0kPJ?tT*0b#kM27dR<4nh$Q%_G5j3+1nb*|^3H-uOdCFf=YM^Ot+yxA?$u?y
z)Mp&-cCC0q%0V^mVS+}FK4Uvhu#4ktXCVLKaLsbIyAFd?j!M;-ai*Kl2<N|a$e$Hf
zeT=uh8%AwiAS;SCvddqfQP5i#d&#dUPM3#1ZQr7)xe2~D3!471T(_kd?<eEYcT!Sf
z%f<7G7p}A-PP9-meo9Z=X;tLSO2cLG#^tAH?vwjzYtWOrI0_$|5?_CRV&2|DwK@PV
zg@TwMFYr>L_6Xn*@%0oSN_Gz8N310c1P|pQO{wwr$LV&U5j`~a67jArhQcGbYsydx
zU=<bQxkOwVH5vXslvSDN<)6e>f+;Ml!e66ebo=$p-lL|Qua5Z%aa1(&=Y}>RXy5;x
zZtvZ}i|cZEG_nfgj+IbrC!|pfwx-Ql=+%huTpMk7q~qrj$n){y;HSS3>?067wmF%t
zlNr)Bf$FtK@OB9(Yh0jK;ttaD>&o2}ZQeugjsd(H>_d|W6x_Sng56}`)1V|2ZyqCQ
zUoA$XH|08!#6Tk-dnfa%PYJX1$y{IPK+vo33Rh52l*KoyC<c@q#h4CDZi%OLGl(d*
z5L;S_uSJFF`GKe_DzO$;08s3Zn3LgT!-`|{>C=RMO~PrKTZ^}k0qo#+O9b1}ikLco
zH-kI1$7wb5OWt18-|V1Ea0qv|?u!yN_GT&+(K@zUYS>$ACdx;N9|A7DijcwzT6b-M
z*N;bV{ho$*H*ZR=YsFX3eM9BJG6KTAC^TDXTj8eTy+Q1cHdFpW0Xbc2SRU0BZH$Ch
zV+~K40%`vKH{>)4<F$--y!k;2IaW6tm)MA#br7k<LV!z2$Sn!9n$QDFXk(6~<?!>4
z6U;kYNo0|mrv@}8Yfb@y78Th+K8(?7S*eM}>ClqcNKIt0KyIZ!6*d7eNrfRyNqnL}
zt5$G1HolSrz^jzmZ06%Px1em@lrp`WtnGO;s|Y5-<wI~+CC6hbS@FPH2DkBJQO<sh
zPBl@I0lh=V@3m<p_il}Ss}HfB7B~WIglO#SwPy1~N(bV41`^QQgxcrybpl0?hx~;H
zQI%`)?izw1+7W)+kJ2UL_VvP6WX0gEMk6^Pz=+U20U;^uly8Hwt3#!ADT1IuA!w;_
z>?PdyAsl&m%<J3}Rr66ew-z&S_uDLfZ#kBYOF58a#TM9|hx3}T?r<%)tnSBCQ+}r`
z_yF(Sa~Ej`tW=d+(7d$+lWz#>c3+Sr)essK1R6c6E+fc`?amXge#J|LPLjWSn&11q
z#gQl<dOS9e0}J=k<Hk;Wx$<Qmx0Wz@Z50N!H%~OyVm3q*|IT}7Y{xt%Gnj|jX<p4H
z`)*DM8Z4fpOwe`XC^{bTxdZJ527#jFBCGUq8U@Wb<%>{O+0#S^yo^H7{(mn0zlK$;
z#Uj=astUf~ymNot$H$NVLJLO{&PWZTET9`3PKl%@S2{*qYz$_*FI1Ee@tYHur5c0D
zh}O%G>Rt*$o)J(TP@$P`!>#nN*RCd{QbmE&4QtX!*G6F1*b(BK*qmkDP-~~mXu>Bb
zk<cT{P&DZT+Gxs3K=cSi1yrDSrjb*26j5~1G+almmyzf4oQ#TTOfMf7wWY_Xv<6Uk
zBAlbTDAsxuBxdH*rl*NtveQZSR8rb3nUQyOrnjb&MU$7(xOF(rKrgf!1xjpeSL+Gs
z*_g$vSK)o)7{f&;rkHr<1$QJ~@TFC)8?O`jto?Bd{!Rx`;W|PCTqpyy98xPdqEVt%
zDri}0CZVE)ZB0^0%?9CNE1SP9VSuKT=0P=hVa9x8FDk}Yalq_D+kh|*yDS8^2xGrH
zn91SQeC7!!N^+CruH;i^IRA;vCw*QGnE_fxjube0z)qIYi8kCs-x?RkwSN4N)Chlr
ziu@`k)}k7$yG}4^cpRZ&KAbRw;8o+I$+1ejJsQ?HD_E+mrd#V42p&5NPwYk5dV=t+
zMZ7%tR<<=N;>*;vL<joec6%^8owREfk6%PEAxaf0mj}CALEzU1IapIcn!cJ&)h_fd
z4~5N5BnNv_v?vEJL5Xp+z}F}2L~W=f&RD`T-6QB3s;7m~k3EMi^tmOHCb<V`F=q=?
zdfh<dxL|JU5Y1GDK;WcYx@juN+gX9BO2BkaYr2kZg3><(WpE@8gAZ{J&L%3~Nsj^*
z{gQ&nUtdF`w!!$PgtK$GntYRio7=ds#`;oOsiQIts&xtin~GE@)O5RELtNaY{r@Ki
zfLAHA+00|@X4AfFQ&jyLanv8|DiMFZf`fTg2p=6G$iI>dOA(=N6Fn<qh)rmW%BrBU
zBAcI`yHO>^V9yT4q=+F?=fFEqjaYMtKEC1f)`y~031}0H`1bb3tEC=iZY|}ja!>_p
zahddJf8K|(#zT=R4y)1&wH^YzY7mg{y3QY;)?Tpr1k#Zrhzmr~Jpm#5@+`+uR%s@$
zu#9Gj(Wuq(0@qhUe&yQ)n#Q43MUq+iIE{kdru3%;{PxJRRA@R8D;kOW<N@-({f1w6
zmNEFFajagI&EVw$)O3wvjkcU@&3@j0=ysY!L?DV1cRchf&$iIB|HT4sD7=lkKlqRv
zI(K4d$By;qt+rTs`_AdykPr)6e=<`u*%++hp-ID8Giwupqm0D-_5t5k24UQm!(BIZ
z$F_Yhjel8o#&&$oV~qE_#&;D{NY_LWuk*qxnaOfw(oc+Hm%^X_df$RVIP)0SYD!qn
z$JnVsLPSEOajiFTp2mckZaF1wiFp<VO$)qqZ7<pT@K1HZnaz~4cL-Ga;g;My>VGeB
zn&|V&D~b~Rdwoc7UNB)65#IrA>AYn>2L^ewdfh5)t^8?OEE3mBjeqN5h*lldMOOBd
zS=cUSA$r&1FDZGxFpghamr~x+&8<-`K3Ee*(+mSC2OTJOXHlRI#v#<wC)7$__e2af
zCxL4hlc{R~f)<@xq=}yeKSd!@tsS!>3Uh21Dogh;$ED=8k46y?p=QQczj5SnKA{zn
zv^eyC?7e4vRY#Wg`#(7+9UbK?p$rI-GbWp0Fvd86bIv*2Z5!u|bK`7q#5M+FgULCA
z5JEyZXC0lK)4m_v<DS0mneLglXL{~?=lOQ_uBu(XU2E5QYSmg#If#i<*=e#NX*Q6E
zgndKY<hCBAP!FjKGPq>a2%37r9NXT4>++c#@3eDA+#n}x9(L9pCG7E`P0gZS8lWpI
zCU>Bdm&8H3MH*`7T!bz?lZ9CZYG2t**H5SL$OL*KA>@mTnV^r6(eFfLYhdT7a<=Fa
zXlv{xe`6Kr#@XnW_pw<$g!^VRQ`+X?z3j^v`bY~wy&joDf=R1nO;!=-rv#awAfrFd
z%)WjZp^kp6N3B=}qGS(^u$dT!GBYDP!=!sWd?Z9Mg#@ySQfVz6LdTglq(X!%ZW>30
zGl+b^PPWfYOF{~J4>Z$uwwFhgdC1Gmw8RT+b2Q>>?M3?bVV=JDYWC)~a<HzRRZrcB
z+Mq!s65+BsIefB~!&Qw8dVQp-bu2vMN0*>Lt?^;2>Be82N5iQ)<UMv|5kH&ql{CaW
znB}09NSJrDoljS)Sdg4aXJj<Tt6LfDccbYKa?7Q1N`Bc*$OV6JOybSwhM~<`%+062
zB=71rrcY7gKh=w)Qb3ubXTgDIQ5rQ2bnm0N<1`Ci6*H|r#)V-SLZh6WGjqAS-^=zu
z1}=k=+$jd82JIMEq|h`NqV;>Qb<0rXM~I4L44I*1<j8+qEd75q0sP;8+J7Q~sjVaw
zjN-_u6O>KO#5Fkqx6e!N2W_;+b<yqdGQ^yM>2wt7Xdl+dK`P6mEb%X7<}U)L8me&w
zJjhih^ac^`K@sselQ<e}<gmY*yCxOEK$y<eeTV}QBys_fB#I``hQ}3RhbIrOQjAs`
zqAcHq*bBA2NyO(k5N)v&=?oHo?TBAP>6@&?cGf|s9nwsQ@)Ld~gGmNN(*K;nhr<y*
zUiS;{t@$2}N=9~i5)nZ|T5>!O+_)68N%s$Z-~Vq2f<SQZFStK>9o4jXXs@{aKio#R
zr5?fWLtb3=kMH1rF+!1U<dQ!t@(Y51@0TACn=Q!O!X!=3qI3UIjQzdzsO5N^O6H{$
z(&y}9^d*_R^VTWuzh@2wslT=%7K^y+rg41n<5>!b(Y>RUKi+aPi=TatvfMn<;(tw4
zGUzni`TqUvnR+kd-noPNH3!iRDMDsY(plTX`K4E}>c>BluMW~34$~pkkrZ?j3kDG@
z{?ha2!Hxza8{FUG6RXKos#q>xh8#K1d0*zV$U!MuHU<u}ST*5y@8B%^ImEZj=XMhL
zb@?78!ddT)Y&Q2XmUK#(`dfL8Vg#PR@&D@yU}LD2XRUAWa>8RINaN{^^mBjzGrX1f
zG<wP3{w}xfYQo#mhlP9;3LnGHv`~{0W8c1g=sy%QSyjyYy9OvY(#u5am&hI|CpDbT
zqgi6AdQG%8<dM4p4wT4HC5egO*us&{5Raw0X@~}>Op%gjO2M$BgLsjcmJS*6&ucJC
zPSX}Y0-xDJvabnUz`@D(Box9B^y!HdU6hXT@Me@LW4Oebz;~C{l4>+jZk)u>m<#Ed
z8f3#paHb@R<EMD?Jx!b`iX-XlVJ=ilP~EqHI*p$>zieUB)*x9cm$IY2hbv88+*;AX
zfVUUolZbQF5r5<`B1wQOg$8+IF6SvTSm1YZ^XD&-v3v!p;&ZXi&E>sN9~1WXG0dPQ
zb7vy~aSY8+4;{;9V%3-t4TeY_n!qH93elzx4qHo^Gq#!MztizRLMM+%-eOzaWUBh&
z7?Eydf1iuXjcvTCE@D?-1XI*QPN9-Bst6OigZMIKylDz>-9?ZWI!o)kJT`TuaMSuO
zB54XvwDzOy8D#1Cr5uls<E$sl;vr_*wPIfSvWZx*i}dn5@<*g2tMg;5b&($oq7p=G
z`0^-MUActbNnZBvY~-06FXqD=SL5llBSu7ed_3AX9pmCO2!k@bM`}4Ei4i#BLLH3Y
z(~5{?shE^%<5(6PQ%kr$;zTqoiI<gHraV%GZ_WU{?tEN%(=cmAI3(SOd*oDFZ9MRv
zn47Q6=i)ba;hN@T&6YOqT;9f&L#A>3^LqAPzMt$|GsC9^Y5UB{cNw>#U7SSm^)kY`
zLhiXT$~(_E$acn<kgg!HvX3r{o?%nYP;;<^Q$L6q{;V0-surB%4TL9ziEmY7JE|d8
z8lh>cAE`vm@Us8dj#(ru&{`wlaX>gEpw@~|>md^Puibh3Uk~6v2`-n5*Qfo&l&L9{
z-#wBqpFT#%SvyLZ1Yf3;$bg4vri$K8&0LsY1}ZhGxFC%u9h6UpZhsEF$9k!hb>rw&
zFvK(ojloK7EXHKLfI=5y<6u7va?+TXn~K!uMcQL!z$)dqGYvzEivmlSP^*~mU<5ZZ
zWFbGf@?K)z2=e$CQllAildwE70*T~T{UbpTpvQ?&-;dB?haM-yVxX2IDoTdosfZJP
zU8&UW_R_fDN5~h$m?9%*yo$78N<?CTZ#N&{<8OY!+H-=5nF@x>%*5Fu$RsifMoi$d
zQ;m!~Zz>Bfob@|t2O%0IT2)V^rkPk<7t)~x$YzX1r25<OkAE=+Z>|Kf812<};r;AQ
zgir|Gt&jfQv5&!u!+1V;8EIx7(cVrB_dky$DeXVhhkq6XAwrw=VX`bQ0?=W5mL$XV
zv`?SPUS%P%{VK-ab1u6!|A<B^q4S(+Gz2}|Z<xTA4_oNJQBS+CoiA73_`9~RxqTyZ
z&xR3toGd$YHFaHGJn+e<eD~l3zu6JM!S^@OzTqI!lRnZvzmC%t%~)bmGKZz}^xh}9
z(>B14MlF`qR2DgEFh21%+Tp|h;#sxq$0~HOukScwjfHD8*Ps&&eAiu#L^eQOz>QJX
zjZ-7%a_xC!N)vyp+fNHW@dlUk5@JE}+qeh9Em+;(kQ8?pKky=jOr(@^fM2(U+pG_h
zZF%V*JR<+Ia7XXs+-ts(blIQJVXh3+@PXqCRwX|5Z+cVV*EwR*!qtRo#bkN)m@|`@
z*4@L`nr3<*v7_!a5El2ca{e7Wdg=@VJ8Kx<;2`*zktum;j1h{7{V1R{SrFoVxZgNJ
zjX{BRvXtY;2S}30DGVB^cI!ybj^oU}AfE1aE{GlBsH7NQScjSb(o`}17BL;7JY+%&
z9(xm4Mvh?)Y4Iw-WKyA)tJ&2SU<e8lj0)1{#Iw)tVa-t~x-NlKUw|{FIxdk%Fx<3=
zgn~qrk}zkU{epIjgJw|+5>Fqs2}K0c3JG|75T8AW%o3rfpqLfv5e#;;@mlo{B<gY*
z9Jzq@`Z}%@1m;J5w8f<`d{`;^&R%MI9JKz_Lsp&|r&~qq<;5f~C?iK9rJ>^!rhT>t
z*N}X)u~xqLB^{qc$@*xFmsCeElrQ4!8zCe{4T%Y2D*H7==4Mhm#DYkn!Y@Ra`sf+r
zOk%84Y?xgGTsk`*kG2P)tDny7;T%oPqi}nK_~UkBVHsv2f>JF;P>87zi)l_aGVi)c
z$bx<%{vh$ga<Kb@tp4UGq6P;wYxh#RWH`$&9m5@Of5n1uJV(yfp}c%3v(6b!G#ufh
zt=kwXj^nakGqM&tsv&ynHytJviBM4v2?cqGzCJ;#M@*73ih5cK@r4S`oQ|Tesb`}4
z0B_thnpZFWoFDpjvTI-)OZOV_ReOjlDB%8Mr?3kSRtHZKO;m7KO&O1^Od)0HCHyd0
z!)#3f-S=#uW^WG}S#pNhJh=KLh(^j7ccFzyekyang3Ns)9yY~jYShs%C5x;4PWHG`
z2;>^6>z6aH%tKzUA4#GFMXH3pRu%Pw7JNBTv{E@G^Hh|S{O$h{pEt^;4`TGRf+<~0
zTs&yQF+{c)fu1PgK#Ya&>i%~N`2RMzTrM7+`7ycLp-d^&leaJnd5)TfqaAEtf0UC6
zgM@yzGuKi?dZv!)v%-kxjH5yn<?Y4abL+Lk*!hDUzr#(lV-N>wvW-*dQF$;Vhw1E>
zKt#YFb`mdw9C;japBj}khF%jOEf_{5i_(!6#2)gKRnvzHEpAaRh2z8wJ@Pd&WdMZ`
z1EMIh^vK5-6U|B^s*n(q%g`hm5R1h`tu~zB9l^P)9>EtxKtwPqV=yD1s<El`>I8y=
zQl$NHgu0YSqdrPCotXQNk*w6vBV^GnHe(fJNYs@?6b;-oe<=-zjuY&)l9QQ?p&%QP
zOiHY?4<QghI;;T6umZ$si9}A;5c+W!s(Y?NT9EyBz5mde6L`P<7}FDP{dUdy^1~?4
zS%6~X?>$Aot6zN*_xmqndUiEpwU$U*BhHr|BJQ;>5Xt^?NeBO(@Q3Pg_;!$Nya|AQ
z*IJa3EL!JW#b#3xDF@6<yV1n^`yec`GI!<Oe7toxS5;<n%q`+$eFJ;eT}Qm(_mk54
zpK5WpyOBL!#j;~_kYuIu(YEb4yk72Jyy!2=ZXSO-UZ<K7&n@HSwYzxo<tzAR<wn{^
z)p30+!W%oP(A9gntwe!n-jyU?e)(V2-^zRRdDMu5ZCKUG+@ZRb4Yj`@6U9)=!}Lj-
zX^W<#Q8mz_jN>`O)yPCr0(kgTxSx3M9QJxn;E8#NAyB3);XL|C)?I>9mP3>XYj}X!
z+&~KX0JIF;OJ@9Yi2swxCI4MmZC{Hc=Hi~X8<2?pegWIcKs6iOTY21a*YECq<=TKZ
z=H(jWr2zP&VH9F1;(xVh`snitRzLMU<HYk2JG&W{X2$7h;gF$@@uLcu?nove@$gnc
z4Y}zl^yX%=_wZTf?CT|Hh%q{+7|#(8cEL`d-G(q!hhG|`(Jy24vQj*0GIk#cGkaDV
zdv?YsZ|ma1-6z<SdM<I%8iLMF4*GONJbu&x5GhPVloq67F<y<D6WR|jDsALyjA%7F
zZdh;)P2CE9s^~%_5=d7i(on4@wWAq(yozl3S@JTHNxMFc%8ETGD_hXicu1Hoq99d+
zOd(<0!6WSK_aaS7pxGqiCTBcTW-KAFU?%oGhcIpanQxo-V2;nie8VHWxalXZh|l8^
zl@z<*O3)-FaY!j$syOz4eVR~}l`+G!@c9Dt-lk&o(Jh#&s_`#bNbKNYBxn2BS0Bge
zu|qi83a<=3N%Q7$9P2J%+K?#S5f>7vk@!qAr{pTUy9b%9h%uPpV}s7iN7oy1?>NCb
zol+DQDKoS6Xi5`kD=ekdF2ZDwAT}0LvA2c#6P=VeeYE!U(@zY0K|HEt9W6#Fr>zc>
z9Z_^G4m2rR9=dlvn~zr0y!sGFhDI27{R~Fs=h7Pq5o@xs_y-5H+2{@0X|NBVX>!n8
zBBOFf8eY4DD{6bO6sgF_8N&TpW=i&)AQTg5_IC4d?S2{;mSVl;ZVJRjJhJr`#y;JK
zrr1czd@0U`5pb}ZcVq_23%opVd?z1FnZy2m2rpFPmjw}vHQZt>W4P2z+oz|g`?;6o
z{s@LRDIE)n7=50JyqY7-Tw4IHKvBQKikOsw0R`KN5;;GpLY)njJqfrZN}99OjGw6@
z@r;d_BTVZkHRVUew0N{cvjns%B^gtcj2iXVNnqPyADur9aH_*Zj>UsT6vbiJ5|YS>
z8N~Q?5+W7}#*`5A&eQxa0sOxWE|-fdMy_ON>JZ{Zg{Ve4iB~E(Y;C5(*~hTv3=|GG
zW0KREf0>BQ-4X<o5<`-f?eYEC?(JszyR-P|;ghJtQQCVQ40wE;n_fslz=%{TLLrag
z3ybkYAS4cwm?S4+5#upPsUEb`TIWXF=folt)2&azFNB$5JIqj_k3LN*8PPCW`2gBv
zC9*&q5|JH=#Dz#ELadMw3q*<dV>tR_NL5M<IXZeIM)o(4Ku#+|0}V+1E_`Mk`aBcy
zCJ{=76h}13CzYqL8!w?gC`Rw|U~zVm;_4$U8pS{itvpJqA%TclPG`VH*zH3m5fc)`
z2w?$RAcji`NhT}P%H)Vbenh=t46nY4H1FS!#1+CJ25-BFxaU7aZ2WUfV|1_|=d<?^
z_sW{TIexagF2nHXYe>w04vzQ#@*Uy&8uYh4_MbP5|0WE2HX;@4F{q~j;Pmgqvtb<_
zpVsinfSai`rOdxC$U~pW5eie8e#=~Z4j;ys?d(m9&|e_pvsW(pt8E7Y5pKNaC+4qr
zP%_&=@h5j62m%+r@FLG%zJmOeKYNuLemumXJJ*snei+q7@l2gl#*Zt1B=43Kq~3lu
zuKpvbRdDCReB8=3a$j5Z7ti{Xd#UV|GgP5rbg%?mF8aK3%t{e85gDzrASr?ryTn7T
z>RYU`G>Ww6^J#c3cE5si)pJ;)I~Tn~M@)!u(7Trb`-@CYUQ4|6SKIL7;0qq%YE~gZ
zN}uyXw8}AP6hr@O2In7uj~rj&h&suYXR+10hZhqbMI%=KU3G8ld4QFc`>{xWuPrJF
z0=M-&$|BYIoOU|dW$z(FVIoeZ;<}V_TrDA<d~5^Vl^#Y#3(<<AOcRAzD;(q8$>oeu
z#psZ=)2|g6bxhB(92w0+K`1Tc-O4K7$S+3x$6m7Xl_<Lhk-amF9K)|?p6_g4&qsf#
zCwA7(gn7kO42rqDqZ4U+Cx<3Ypy}t6=)4iErZS@1RP<p35?Po*>v05Y8#0|2!Ei1<
zcZiMx&}Fw_^q#<_aWZ4-94;xlnX2t!)@*Ghe5Q&_K}o;j1hZsOcF%2~b#Ra@hadC4
z1VZ_T$&m<n6;f)HMnu_Ji1bp*J1bZk@<Mt7J6g3^D;?<5O_VN}j=1UwEp4@=1Yw9?
zOSeJ7KBbwj5=P(|^b+y~$WDnPGhR=$&Vyo`8}DQ@OFEn+gsj9a&L^vP8&R(q*UU6h
z+%0_aY9hVo%);JsfGbQo4(!N5RivWCrKBghpXw$H@~D(^#8H~!Rh&t7Q*s_yPu8*F
zsDaDV{q*Ux*>$Q5L8&HldMe`dEHo}3b&U@46(WR+Zu&HG3W^fB^r(Y2ql}Zv7=sch
zNHCIAl+NZ&N4f9TS-4|SKECopY*(ZaE!3jOG*hy%hlxMC2zmU3;uLty3QS4~k(O4P
zC&r<jR7QGM63TbKAtghEx-_3Rr<RlA^Yit-uNdp`aM!`Zbn5j~+&&jcbs=xNzvQCN
z`dIPl1`ZaiCsw_Sk{w6zx5hZIO~>2jF|3mv;Jcx@96XxGE7xc-T2%CgT^xuyi9};0
zM#U7xVw~MzAo`O)*dQX~{sOw@4X5I*V{~jXajRa=LCk0}<Cta%aJn`X^>{gn!xH(a
zJ<P}vJxmGuaO{(?CMSW(wJLf;a+C!TG!hN53?-A#5n(p}8W&rAAcALiA0Bs%8n>Qt
zvjn1*3KB<1h?Cm!9kn46ONoTV_&qTydt+SmP0{}n!2jFea=CbQ-o2c(>6w={9G5eN
z9)lH!%uBH+k>l<AnWHFU{<T`(eCH^lL=A}|6@z{!vb-3Fvb~I|8b-%$X^2)eGdY&Y
zcb&(O1*NDhF1qw-Oj4KOiRv&H>NwFqK!4L&GR1Nv))1)(j8}#cr4=IR%@|~r=#T72
zCJFOlbTrYhkx+65vqBCM;=3{W8c`T?k!6~Z2K-36nh04t2>XJ>P0T@&oXGR1i?P?M
z=@Hv8t2`LRF?4|l(;P>TMtz)0o<wbWAsx=cL>;x{dy^@5wxNx9Q7htzDf4kkQ|OMx
zsPQ*rjdhctRA5AeLkJR*iLj{DBnQrrDjB3PkV9rbj6<Yk>HBx1_8!Ll+S3@{_z=ag
z(f{VVcdvdCY1R-_v(E=0dS)M@<Xpt&6r3+SfNJ3-|87iQu;MU*-9KTtYvu3mIi9`?
z<&1?W$4~#=J)h4@b88cc2}#78E&o)Role{HB<Qa~{--U`K)98@JD1QLnZQQ}4{~nP
zFh*><jJ21n#W{XB6sWnqbPBs4KE>LcUfzG_a)zWDh<3Rk6hT&;_!sRz{`_u6>~LZ4
z8RYU$#~>Y9LR<d;x36B!`iCF-i*5byhTTlmp=8wdd-?jq9SqM*A*PP7&9xcNrY)on
zBy#bzA|&md6nwYow|X&Rd@S5ePrnkQT*rBxBJ4pGT7`l&%3+j8o!BHIIwKAYvP9&{
z4(y703c{z+$}LPXy^88z=^w(cNgg&dJnP=e%ZZPZAdLs$C_f-V%xKQT6F7-4bcO`|
zUwR||r{Iw91Y5kjcq0BDL?RK}z56&DY~Z%ItN&)*%0M-nJ-c`?{?@;^9>Px-wYUX4
zF0X-`YrmsJS;o2XsqA)Cb4SWT-Z*-ksz3G+KHkg-{Zb?YO(Z6oDd=nDXG;q&mrX)8
zQp?~hBj2`eV7IP;58qu#kK04#WGP8WStzzf2t`{+RjctlDKJV`M1Sw6q-H&c#H(ZH
z&L`1*8&BKGZu-0-x=jjB>kL?AVa}EL*i)F#fU*a@+<+({#?G%lWteIrh0*DF8U?JO
zTFiN6IC~U0<Su$goFy;XK@bnR_*`Obm*A^!Cq3lHPY+||73|AvAS=_%>6$7Qbfz=Z
z;wHV!K$Xf!WqU2jZWk$`7=lVksm?%GP{iKD{S;&f<mW~?*srFeMIhz+*=%#!2z2`?
zPflP#e><^hlSyefgznA{u+|?!<?^9a>JXwK`dbFr^72{Qi~E=<ZN(hP!c!R`YLMV4
zFjIZrWJ;>u;Mg~5G-L|Q7#hX2H<OyKQf4meL3A`8aajy+je=8`SkSDuav)E{lAJnL
zey=3%#sY?jf=vDV7)=r*?m;g-)(BbSGYRP|1RMHEw7}3=2}CB2;OmMG0*!;beIiUO
z)kJtgHtWwc({!ed+ipLX4q2FO*RI9CB8&B|CdL+IaN8?(BEbl2r}+3T-@$Zk8h7o8
z5KS?WUzkqclme<^4su^wPi%;q%?+nHB#NR4dboIaHs`5DL~D=J(JNrOWH_rdC5U}K
zl2`BM$`9V)Sb7bvFP>qB)5E@O9p4K^a*x_k?3HptpT&zpHE*3elEdF5@yR!Tpfn>J
zK@iwxKh4IDO(^>6X|y_6zD|Q{iyVDfj2ROIs^{c#-yQKhstMy7FmZZJ0^<g?l#a2p
zb8ikpj*f{JA7$Oa0_5fhBT@z^IjClLh7m(uDprvgT~36=coh!2Kr|*s7KxA<?V&3a
z!x}X*BH4kbRf<{XM&}A6&C(DVnM%MGWcOw#Ee<hh1#)h9D*L~e0Dk!4hb&vR44v-3
zHVFU!&v3b1oWA-Uf*K`np6+64QaNd5$v6jse7a*h7nnwpHc!o#4-e6~M9)o;cr3mc
z(T)g*JKQuSyJ#><m{(fNmnC|dHy_|m$x?c1Z8Y_@6On~+1RTWc48)66h(ll!3uG&z
zXyhU~jj0Hva75ospz9RZba!BnrsGAAMx@0nRZuUp5Y5P7e5e<9k&OIEFXpOBq>(U!
zOhhPuJfeg=6cG{MwD<^ji723pM6nT-NCFZOVR4AQm=Z@QK#uP)`sg5{SctG##i6i|
zuqusG(`2Ml88O0yqEW)Z7!pB*EEdC$8)c3PW6*)7|7+wi9|6%6Bv=Tjg6xi2skeJs
z<Q-)4D>tK+_2K^PIrNV_gJRV01$)EIwYdNIBBtj*MCflP`0+!C6SIi*G$T&QMLhFb
zJnuY<>Dl-H&9VE}-oLQjjz}azYBT~6^ZT&fbs46o-$N3gNF)+r)0Q9k^qcj>8zdAA
zDPX|bM^8r!_uuyvrNzHL)c!vMtNR-wF(*le>;A6tEd%$E760;YBs3Zc(0N%Qdz9x=
zdHf_J+DoXsQc3C&1)eD*I1}vU3H=nl{-~Z~GerFG!g)9!+lqX6GSOZ)@=<B1FZi=Z
ztfp>&EpMH`@LfL_E^b5j)+30-VqW<EQAEhOf63#&l|B6RPMWUzf=k?g<km}9@$~Cg
z^T~Z*vp;(q<sEhmu_O|0K1NDhWPkJXZ;2rNwD3*fV>DhVnNBelw}!Lwq4+~BGz4R~
z9b*}-?c)b^0~5s=49dmir&X~d>g8qGxwt%El4Q94H=RGHe=knoPSWEZr#alg)7IB{
zE9n_DVl`1Be8e4G#cPOTG1_fUk`@2lKV<Cw(YU+s2_7`x`Wtx_1c7UM?%|E3m1xEP
zzF66V{m*iX>B_%|{fiOfz0kc>bw#Ol4ALD|p`(DP=opt7ZsM1=06j-+2-N}PXM2eX
zYGwsTBMCVuHOM*Ey^9NHjw3fbKyXnBHFtl4SRulareWK1F&Fz5;M>xGG8&~X*F$4s
zJlhShPdY$>GR#z+nFZfepdVDDD$JmMS{L%78+i7#jc$6F>TcqOL$z$r&*6o>K2kHv
z>8w~sq`!(A%g!e+0&DVeX|*aCy)6TA^C@C#h$T$G>FPr)3*nWw5{)LIcPJ6!!zA_j
z2}zG&i4X8uX^f$5r+7~Av%76HUtgV$S0X|y6JxfRnI!LEu)h{ZzZ02TLEhFbCN0ci
zcfOWhaUWL;LB1=xk<RPhAbi&%sw;PqCrTwh&dk-_%?Rf$#jx#Ns%Kx$*BL`N+|xlY
z9O1%*EUw=31KU4z;TtZHZ>>PPBn6>-B7dk>vSOo`gwgGUjx}?}7RP3zffoW|K5xs!
ztjT7@V^%x|!zhe)j%_SqXP%5D^Bt^wwS#l-EhbA{#pY*}h{wlqy|@F}uqbYKCO>}G
zgeE_Yo-u_aro<uIa+27VHezBC3Z)dOFN9POBT3YfzN8Sz`Gxd+d<;(Zu`4aY$wVhl
z$nzQcc{hqF8Eg_&aMR*t`1V%gJK4(Mn0St*h&Yq3p_K^tZD{0}!cNo4O4Q*fBBca#
zb|y{YL5h7grm7TJ<`i@6oRN&QPG;?W_i)ua(`iU5qwVK=xXdHxu|<n`B;|er)))Bj
zgANjo^-wFQxxv=Rv!gOdQTW+=bQozDX0mY91SDcH4b2-lGtkS~NQ|C9l-HlL;FSst
zdsJXdr=KeZN1{KdW_d`)hO9)&(^MqNwZxoJdV1C5r&=k_vr_4{Fc?uWDWx7!Up!43
zHGKmmMC1{oG6~t)ZgfI~pf5tTEe^BMhS4Fy67D6*;l!(m(rh#$QYi6u3TzroA)I9*
zB9@XH@bJioIsd%`P%IXsQmI(9Xb~$`tYFTZIe+zx#s9^B9xj)Q2j_pnWoZ^HaXy|u
z-H6{WMihy%SY1MRtcm^~DrlT6VMRdAvxdz`WFA~ux!mSkM#mRbbQ|4-NTO_+i4(;`
zShL|P9-TH5#m*QxCtGpL%~ZJqG=%%{N}^~DW;Cb}`(w0*yKu(5luILA>ImSMq|%ot
zq0*AhDR-3k<`yOg67cHM=ugYy98o<^ag?%o$LS~?g(z%6E0yB)$=UNpfQ7DaF^Epn
zE!AMw^^u@8A<90VzV-}413Ki`7>q@z4#){crR;YeVphUP$|MFNVH**j4Y3eJ5JiZ_
zBKSiJY{*b3o5+w=5EP|i6Q<#cXz305u}8z0<vNNLahRlMc-v>=l8}|DZ(oae^Cm*k
zGia7wjdJST-`=?pjbgjwVvLWkLaa9sc;-Un*Sw1F$0NuJauL%Awr;$&-Dt149a(n%
z@5b$4d;dJAPSN(%lZa$ejML5`>DucM%VdO`YjLf5l8U((@%Y<cB9bLAf950tNA@yx
z-~>{Mn{dF-*_aghvTL~E#s~h-Y{`EJr*8-0X#ekY>;4)9L7>%o-(LtC2TvTJ<D2XF
zdUp~zt`HH&a2g97#3hy!8<~j^CuPJp0_)G(NxM0lYg=p>o}7gwS&tACaIM^qcw`FN
z`Nh9I|I+KeVd2ki8pj+*Ufj)*Vi6P4{A}5g#9P;2M`7Be-}>{Z{#wSpa1lFQUM9~P
z&QH($#M$8|nWeGdZ*9W4qmzqAm@wY|Jle7{0FJYX4Ynf`#w3jG4kB{*;gqV`A`C@2
zIF2P_3pv|ir_T{UnO8@(JxEk#<NS<K><iU#hh`4l_ScCDZsd|wLeZW-Y5e^f+jq==
ziqD+i@=D?#kc(uT<Y$6-8PA2Z4BSmt{40O^U5A4BH-C#HH52*pvH#`qp|+@<Ck9^O
zjijgl;`(;)KAJ;qTyI+bZ`Ay??&AY5^H$O`zg=^N-8|I!IL&T552fA4UQZi`eeIxj
zBMHc<J(Y#%NE`7XGv0~_3|JYHF%O}xnK+e#Nntm?2({cdwTL~o8f06$Xf6^Hi^@st
z^OF-VBfPwv!TAO@>}Vv_YGC>7JbZc0{MgV&&o2?~*b=0tFoh5FR$3$>Y)U`gC`hDI
zruoF&T<>OOrXEd#0sEvdgRdWBYM+V=W9dYq0X#}IoiaV%cr{H)CS0O&Qa0CP_qJgv
z%%@eHNz@aBs2iK=Btr*s2>V*eH(B{Gzm2h?0iF}u*w#3Up^pzIn55-1VKiy60g|hK
zq?Jla6-rEF9^kv{AEWI8ftym}nHNal$D$N!x(+hhY3IA*<-~4Y%dvSG<RqBUi%c{f
zJHa#de!4QU+11fNLtHi~#&{$_AHLpJjB!$i7MsZVB1VtW%vZxbct%d)jU|h**FA{h
z{qe|++u3t^D1DMs6r^eq^%v7pZ6tMkJZWV<PHj%0qC_A$u7~zrZCp7bfgxS3e0~HL
zjq+nVFC9m_mtKjEF+-ee(3LW0Ukyh|B)r2$pIE|}2S%~f=p?4}5>6jN==)aAuIt1-
z5F?l<$9&x|{&=>Y4w0MZYm6wWZRl?uj@8!4IhjMT9&SZGJeQ42GjPO$sNFI4wVvUU
z4b@atpT=F^0);w6m(0U$kQ3Rtlc77C@dTwf<1~z$kVuy+osLjHlb@f9M4@K?z9+b2
zP{vb>FXZ`*7f^~71j4OUH$2X^1{a2p{5b7are*ti(3nkDD9GtL0}8Poi&Tv)?80Tx
z5sgZ*7dkO`qFnHioThw%qE~WR^2=$KeLan*v=JJ`YEG1^7}J@IrNBvlWgeYsnE7BO
z!|f_sD(qPMER;xW5LGfDP3CmC2=j;zx|_wsqA`q`UXtWq!d=B=2fNTRKxcl84EGiU
zD{SbQN@aK$mlb<3Xgu_ul@aOGGUded|9%1p{5H8IBqVU@rI)f|#R|&)H2MB7{?FiY
zxp?sQ$M7psm{yU=kaJW>g)oj*6^#agxHI+a3-+@#JB~M!b}=?x$LC1_#>Wb13x~L(
zcQ&WKK0=yagwUJGxbXoH>uBulrma}Xd3RjG^-sKyI-?lBGsZ(hqzH~6{=5{T)RB=l
z3e96*6Rh=6Eo2cfJ7^!C2bNUihaH3rO6+Z3jC}*7sm#=8lv9$^fu%l%D_%x4S&yPM
zgwEDL2A|Lty?|Z1I?7Y32#HJS?dd1p-i|SCC^?xr*0-jk8kA5w*or}-=F;RGG!g-K
ze+ZGxicHsmOB6yTjS<!;s0#WJ`_nKv3XwaNc%&j4Lw+184GO&(olK3&VWrbCK)Ep;
zi~JNHI{SFU5TW#`3lJSXOjuNlZ0IP|=Us~6^WuE@A(YeRqds>jfj4gg(>T0e@5e3k
zBld<+i#4dngJi<F_z&#E_=h)tH*U7Omt%P3RlE&Nbiey9d2hUlSRBK)>QRCYKPfM)
z#^d+%-W``Svc3-g_<2kz&BAwdH+$_}tT&9HxO4&!-EawKzkQ$9SD&Q&wuiWW`F~u3
z1|Sl((?0kFS(X>+bAEt9Jp;A8@Nd*{(&Jb~y7|vuINKAq(U)JvhY$BLQ=Ctekc`|S
zr7gbzUzU<<E}6}V#oIZZqT_}F30ZecLRRwYwr?yJ<N2LmF=|x@A1v@ODE5$QbkTN9
z!S!25(k?e}Tlr~%&tA+&RS)v>nE;|*Bio+%2#Ms^xU@emcos`VH+dWG;=s--a!p3|
zH|!^;+(hsCPw-bsSy7-syZB0yuDB9_jl9B!o>rFoG-UXqIKA+!B!#g(qZyxag0Ur+
zAX6o<=|~kOLmK_!GwcbuQR?c*j?bq+n#MH6aAHD`K)4m9EbDgy&%3+__{Oz~mlGdD
zC06huw{s0|&|`lUi|#Vy(iHyR_?Ia)baXH74_`$!Zz(aGmEitu7@vF_Y5L!nsPvz~
z$BwVbkfkz1^OxT5m=NRYp1XNB>3LM*zn(4sNBbHI<avx&jbz*45q{|3i7RF&KRL`3
zajW>kyPHoMe<W2lf*f%lUsYw2aMDG;O+ay4jo8(MXh<>>T81KX527_hG4|AvGCUo<
zyczHAHjMYk(BFJBUpMc@v9^xU-+D+%i!%E16)4m4`CfIHw-0V)oW{cR(@wJ6416<0
zjBSVxMOv6LcRZOcEe45~#HJoZE;pX@3#iA$_ibX*-unTi5M*Ya663@O;)UlS^;9AZ
zbW>50iu#lfMY9XRC}NLeD*b(ST&5_p(sYDy6z%agf>9S^#2&sF+Q{|s-AoA$@QpX0
zLt+cYIo%BRU&wTOC;k~7xccpQ$3Dy0-mQG__!f4LbTeh{OiX@13+yLo^<~m7*U>Mk
zAWbT#HR%f49$U)~r5*~3^0;Np476wau<!hZa9$!)Yz+jGa&RP=amU55ZmXc7)y;IB
zny!*`+I}piO5THJftZxhQf7|24&N0YV~&sVQ-hde$sV5RlklQHjRchiU51RHLQ7&{
zkmlp<<n#w9TA*P6YYr})?j#|v4BO!*v>8KC$WL>BawhUb9V(-lf|X}U9j|2EtydE`
zeT<kdj6$KJe_|dEqnQaCPh(RJApTlPm)ngs5+Yxu;8dWSfq5oM^m0lPbFlt!5@At3
zadXELZ_Z((t%-y7HqLu`BfGclAYc-hF~69NlZJAj;b(H)L2j?_!sFKPb7Be>QIykl
z0Vb@toYP~y%n;YI;ZQZB4)?J!mO`R56OBQ`mDgU&=$x^{VrSU9|6zJJSyAZJByH_Q
z{nhO>?>f$rb~}fh3c7-Jl9N*@wUiU{i0C=fMYN`i>)NFBd8D+iY-N1Td=9@FLF>{n
z#vy0#7&U1l1~6_dLsMwQajJ;SsTE`{Z6HCFO#9&$K0mgE8_j!3>sAtoB+@9#$1T<)
zlMBeB0;aHoI8h6>1W-*_2Q@Nkx<<3xmQRwXg{zI<P}h1lVyhBoG)&Y!$jr8@|9c7G
zk3as%nl)?q@y8zt27|vA{1X{0DJkKKE3V+uOD`okIr$&nq5r?Y<#O@;IZv`v=_mQ-
zGRCaa;8Dt9xCG6fR(8~NF?)iA>Y_o;I1ljb^{cqQ?|XLC9AtE>f(yotME^@M+qRr0
zI7dUyp;XFeL*DhXxck{37+WncRGmRjUpGdbk^#3AnNo&c7Q^VXlWJ?GF)HIs%#TtR
zK{anOamjJGs~QM&R+BP%1fA6xNWx0mPuEf=kyD*M8g-$WNYsvKz|9!nPb3CvX$js+
zP2dP=0U08dn5acTl1N6x9YW%1p_y)KwK4kfaOe0%B+K*Z-_?TK<H4nu5lEEdLk(dC
zc6R{5twb(WVwHL63r11+MHnSg^5iO#qhX}tC`x@Bmbl%ViB05ibrRF!G7yW8^MSpY
zS9NYu7M7t|G>wS0mcXu`5W*q!w?Ba_zl8A4wL~gwaR1Utbjc(VueuVkOiu5rw~=kH
zKvmpDKuAP?=Srk0>A#Ix@YG=fyM97{$CI4B<RXUr@qJ=HzDBg84sqf*+&^q39E@=?
zC`Oc02wCY&E78!dm2=zHb(}wU1v5uZ=G_l}=De9>m_A`Ry}zty#~*IRbN^%9u;llW
zDt`-h?^XoD#A)W^3!TO3+eNbR=6|=2FI0=mzn>(-wEzgQ7`+!wrT@l!)-K=9MCnXU
zY6F<%3Do5z)1MUO#S53Q>GIulm&mz4!HMbWLYOd_R)?QSk9|(6Nyn&uKc&jE9GdQ@
zVL;APQ?KFpy>*xyVAL%pveicsub4oeFO~CNy`Bq(&E(mOe@&RFscfcV{Ie|D_aG0x
z{3Fk-x`vmodmF|15jwyA3ZplTIk?CgJCU51e)U|wAG?dD0VON?yr_LKwkk$a5zb*)
z#LNiMtJs8boICDX`~fGQA9OIWRK+gGSq=vKNHcj*7-cL|O<}0)-zQ|p{FS_E`;dza
zi%@AgNgxZ0*GX82Vb;w3jZpa=PL8eqjHYdSkwn8pTk9#CKMPH71M-3qnCHwSxONqB
zFMozu_m7{<1wr8Ip1XNJ`6Z;HKTEv28AOSOU)=k#MeST}yzqB*L$NSRnr~!Cq=?R7
zAG6HkIX~eXw##2-bo6pQ_8h?5--a@(K^*L1XX^;`jsWdnDNqNsNCztMW<;1AIv;;+
z6LAR|#)e`X=sU<oqleJvZYNUR%arP2XpJM$DaX>`>F4Qd|3KkBAKH>2BPSQrHnE$s
zx-{HB_MkPVk(if(dwh(hNDDbmHDad~Nppzi{z10q={aS|C$%9$d9{z$wpzBEDtRd*
z7kjb@@x{xCnq_$Qe@b4rm_71-ij{?kUG03-KaWX!dNK9b=nG{qD6$ihMo3dBvG{}J
zOxZ$;%tm`Ko-?UaY1yTv<DN8zdcNZuS1lJA5^$LpGI`1($_&GJc=;uG#3yK5l*-uB
ziR|{cxU^lteD5ZXM9WAC>uB)pz@3#tqdyz*+FpK28z3hwhjO`+WikbcXKJwN<tWUc
z^aj|Y(^J~tLj0hZ)gyE1Ki<k^;X*v&JPx`Bs4S5%bV@&06fMTFd@~h8#&9@%oXPqa
z$^KNnu8&bXQh{pr5Q3XJ=&P~w*a|DVK2c#U27S31@dq|cas_I?ACX8(#*hF_S^ZS)
zFC=%m9$k|kjVnN0c>>?(BqBN0Ls6ZVZHvuV^Yq--A>)yFFYfJql;rBr@989KS~8Op
z<Jp?zVbqts6wMuur7#VL&p}gPH^+b4hp@9Ar#yyqgr51siul3U%Ikqj5;WO-v$cb6
zg_MsM4WY;HMs(WB?D5xe#Bmni(Keic4$34!jM*~I7L-z&REpFpVek5#=q8%T&dp)E
zY%-nxJ&68T&oEg#zl77c?d|K(HhxCf-%VxtTvpe#az)-UX8F1ZcOT@6eVGXB?M!YH
z(Kpsh!SZ@6{)N2vQWAG5WHiKu*;bTI(NZhvucxDqNa=8!8Gq%A3=a<yi!a2Un8Uk2
z6*6p8Ba_-~WVDHig!DutDiBME#;K89Qi!+bJ@)S@WoUmLgBAyeIu~(CQWb%{79dJ9
zdcrP0`NLfd`R?w2P7;XI>15ryb*x#lhW-2Z|F*IfiA0FSVx~`@&J|Z&!TIN(k4mNb
zhj;G(X1H7~&dm6LesPHPkya9B6*FmQ9!I`9f%BA$f~9)Ol5@EJ>?3Skv6AfreH`3=
zkiO2-3>}`pUZ<ar?s%AvZ@c*6^)^P#$j5&sLWWC?GC{^Zy`OHsoh#L1g3Ya{m2!e1
zG2Vz6I}w^9e$td7CR|iX|0S2vAAp9&X2P3~A?gSqYwST@l7YsTh)pV?zqykUehGpG
zl60+@C5`m^=i&3384P!GBC(64>1R=RwA5GSk?1y{RfEs&r7$SR5|*J9sfY+7LXt3X
zSzg3LGud?-LV^Tyng~HLh*6@X$s@yPR}c$?(Z+=d4xT{}Nij*Z==>5wK|Q7vBL*xu
zdjeF%=h9nyhFM7|)O+{fl$_ymK}7PfRE%q0L?r+7wp*<IEP+2hMxZ(#ae5f7HbThe
zL>ixo^rm}gzWsg@v<Zky0z?EO#s^>gt?s{g|Ll7Y5bEtFE_N1TX@qJ*xcegnL?U*b
z-cQCkMI7!L<o-)9<jBuEad-3)8Bs*Xm_$zWcOepz=s#oU`*$BkA(v72@}qqF^EZ?{
z`4WpKFZyfd@^9kTWR5G4OOp`<ftG<g{^mBY!?%N&5Fk!7ANX}!yZ^-}I5;hfhG&1G
z$UPh9cr%^7QaW=?B#ccWtyaLhDMneggUL^1!`bhk*2ZIjT%0-Gw4^&3s$0Oq4-~XM
zEoNKa9=25tQgCt<*VklGpA^Tfc|Tx!`Z;9rDYOmlX57Os^2+tsaOubk0C?AMJ?EU0
z$>(W_-0}E@{PFsasTz6|WmOa9%0%?1I~g}Li^8wJ2jDT^)uj0Hn9<Qe%p2h|<6Htg
zMcg<fjiytz)CEQO<UU4?(v#qeP-D%)lHAOmpqstEv*a7(=*)1dZXvmU^5nT9etx!{
zV!N%HM7f?R#zN-A4Z{=jvcdfeyM6oVp@DKy0YhWm>=b1J0<){~u)ny433pykMQ<%b
zzIcb4Xq0fLz{EKvq@^3_ssr=HF-V##Fg^Fde`uWl9#jQt+3elP{pMd603B4bi%*cD
z#Dk65!p%I^vziZ*UqUXD|5oper;*$0pCeIe;+d>F$yNWVWoe_E_k!=>3}mrFQpjVC
z-ys(b!`kJ><4?iy-XJnkQFI-~kp#KMnIxWcQfN-1-&w=(V1WL3f$0`ME&FR3_EH|X
z<@0bJ+l(%428#K^K`!C>d3PbIwh@~uaA9EvdgD-}!DifNjU1`0$JgRU5fBih0tz#z
z^$J89DPoC$JgOwFG?%x{O*DVEkEPB+9BFb)SuwhrJtPLj>^`@KGvi^NqKKt6d-&0O
zArp@@(JfW;mFWUT?GusIK8RRs!>fv?Z}OKomD8EowUeq030+MVCZ`NCdw3Ijl^JYR
zWg>VR5vy{DYNdoeY{VXH=G+T%8990;I}Mq<e{?g)XTOQCcNI;}Z&~lta)+Z3t8WjD
z+Bobzc_??Z@_m61eP%ovc_}1BEW|a}Q&`<aKp`bL)Q`rj;h{ydsjWN9@^%>wl4La6
zRti&=Q~%Z}e!QZK_5EpdHg}@V7|V{s6?|D_W=&lWJC>!e<1;C$K$zTNDcm*bIA_+S
zvdJGJU8SWjDnht9jf^AT;BCoen9_{@gdf2cBW0MCjGJ#Kc1}F&HI>MBHIr1=&w=9U
zT$)yd@XYr_)Mid3+1Os!gKw0Cl65Xh7iTdgCy7I;eH5*+v0pmC>)zuSI>L--ixD4_
zGTNBL&QgJe!^=pw+vwKYSf;6GdP*_xf7wA`awglBPhwrmDQ;@$=4%NYIMa@^!-XkB
zO`gopc@gN$yOv1cS57jvcnmX#Pv_1DZ{gvUPw?u&mpQ&~Kj-JAVL7c~LTv>r<3{qt
zQ}<w$?m$uZB^q%K74|w}SqqswWfcMf<L<hFYu=CG5evNippUhg^}P4ua%M&qC{%hH
zGXqG5={Q^tBR9k|>9~r63MqzJpEE*toOG3ws3x6H&s<L=I}>5JiF@Mx=o?St@2w#q
zgsB?HVryG5cS=7enAye)M^>^}+CW;fm};#BdE99d>mqC|&*r$zz>izz{`0ed+uGV#
zvt|vSfBrdjb#=d1{?ng~R;%TL3oc;AiWQu5&N=_^PX13pRaF(wKmR<tcJ0DuvyqsX
z$lSSedE}8t$jJEnj!60!xLhti*tL=gpC#g})^JeQh2JfObOmt*0j3xWc{uzIljAL@
z1_r6Fv2(>RGme~8o;XlJQCNa&;v^oKcOj>bRkGu`E+&sk=fG$e^-X<TBQ9d>`V+_`
zQA8RUM;#IT!3h0cG3f>YO{t!aQWH{(gf5we^iP^F)`sYl%J9e~M9nf1I~=460%1b}
zwc>abS{s5-fg+$s8&lFH@o-e>BzJKyjm;90DvL?<ONp905#l;%>^2cE)-h(9o=K@8
z%ndt{3?Iv&UtsedJyx%d@(F`v=<R5tV)V`i49-sE(J)SV0)o7dfFzr6ZXEfOGVsdG
zZ1}2;w(4#I&LDl&y$sJ4k>Dz&RgsO@>qW2k@U!hGFAcAORukswMVMDT0e}$j;{U^i
zgqm|e)QhadhplxOvHlhWj|;qd;;%l3!5s&P(?p46YLFF_p}F`5TyL#JY>Y#5=}nxy
z_#$$qBol2j5R8~{b^6iYFo#FJevNBK&F1u~?MxX{NTY2%pL;VX9<zYhz)>azMHJ+N
zwK$PCzCA-;QYv>Y8ijPyg&ezZ3h!C;EWPd?=8vEMciU0Rz+GfpUi<BLx8n^=>ba=o
zzmH%17xcT<qEVEhQIrATc<w&>PSo+a)Jc3tABk1t$UJul-?xRa<!f1b?K$+`y^q#*
zBMat4D4o9*>6H68|CNuJ-4)~Lz(ln1a?}$g_|6_<j4X%w&o4oSig_<R&-LrFI4N_Z
z8(+gC8Dr5rcpdG*CMv7n<nGUUxqitA?wNESZ;XA6f@l=wMWb<NCL(u+d4I=h;&nbQ
zR)lFj=wMu$hT<PK<CA*0WAIik^qU#d?WIvv!d7J&@jaPbG;o*(kp@8|a9klr98IMo
zaUbJiGbzb2P#tPvK<s9lyM=(b50z5F2t_WgK!`vr%zX23rWy+QY48whdk;{e&E$pL
z%aMtH^{Rc#GfWYd<F&3LUH=^0SH8r-mOW_xa4y!hZCr5j0OE*~lO?0*P$g4THNdn*
zWteSeXse21PL!ixcI979Qu;r^3)Z(;sGCKxBA<E=bC7i`<8jm&@Z#iKRuXg#K~EAF
z>lYCfqP)<uh8>PtBw82ib6-Ux`I9$O2y(yYIda8AxK({IPc}S-Sy9Hix)#QmhVkPY
zO)!v*sk??~ii(lu0(^Tsq$S1?Gdjuh#8X|jk!6!766rq8KxZE_ZWzwCiaiLu-Smp1
zR47E8fBr=*y!{5gyysoozCDIkE+S5)M%EcYq7q>lqGtH?0t|OuieoUq{x?@MSmnh$
zIT=TugN=&Q$iLTN-0Wa%wwPa5h*@Fw5b-GJ6gzm$+QPD(bIBT`V`1ixC`O)-Y|BZS
z$}ZsE_H3M5F;+(pNw#i^tR9NRUNZX{(b9rCEgM&nhxQLmi0<kjHKb)j`c(GWf~ci2
z)E);ppB-R8;b8a+H&LD#$BY9Nlt-MrHtrT?C6;k_&ka1iyNypwCiZ#Sc+HwlzoQO)
z%*U>tc&he0sG6jpQ|2LGE}=jvW|ADDK?!F=Dh@Wg88teCD=cm{Wj)O9+FkUwHeqUs
zu{?hX+qWMfX{d{t*XU7R7UoDo5<Bu-43X%##a2!Hv@Yt@xhOOW20u+_Q<{?aS}RG$
zbT0d3F5yED@^bdoOkcBy+ApK{Q$^^e2+ZE+AsiOduT^n48sn@?fJ7PTCJoM%68vrt
ziiR!<#R~LI4%$OuF1%nEhC&k`MUOC}M$M6`CRV36k=P+n+#hCQem?e8B|lEGFulXU
z=w>_U1H7N>;9}E!lwW;`CQE_%^7CoSoW{9rZp1B{uuXiF>rOq!+e4pX!-gveR#u@X
zzm^GQ=aZR~3BV8geqdL{9_AIzBH;CN%XN3~?ba`N?&K3pULRwD-c8&&Q+Vr4kYH*a
z<3~ssSu~GCb0JThzMl(<mar)Ie7?4R$HDRqr1pt1EI0D$7!NlNbhGip+1w;3sU2ov
zzgEf0^6jL^syQ`SN_fK(4(Ubo-qFpD&P2}9w{u_kj~pDB#y;=W*bOms1|M3$)~2Lf
z`4jmj37UaQ*4CWIg+VLXeSNrMcDfZ(wB23?)C#%;9Wl3xJG<}u=M%txjpN6Uvu4d2
zzWVAb1_lOxZRk&AFfA>O<;$0|V#Nvy3;+FCr2j8r<Hn6FTegf~Fo;MbLZ{Q=a=8F7
z8jWn*wvADvM*ZFGxm+$%=B4w~P3Pi{P9gjA5dIVae*h%IlIR~7=FKl(;?dMJo;=aX
z6LUt8?GJFu>qQ$M$I641*dsoke&HK}-Z}<7LC$<~mV~2DLe>a^GmJzH9cl@^5)spK
zW7LOZ)SLCh&l*o=q@9jdE5Ut!7Mu#uYf^G(ehzkvni59?=N>skM_nqXqz1|&ay;@l
z&M1;eH6${i3~*M`O*B42)|@E)pTYDlNC|b3o9D&pcF^O8@pBSL%WGlVJ`213lL^Jd
zBwIb`aWJLKiX@?yplgschY_Q!A6HrlKj{rPqjn~{LdX<plnW|i0XZ8Es`2)E$+V~l
zd#zXuVG{BN`Q|_lVX>P;Ng4Gn3p3*qI2}9A(MTI_4QVCVr$LdS#{A^<L_T?jU_%08
znFnFG9NRuM=DALE*S-oG3+~m67+kGKH&ur;oPacP2BB;$fxTPNUVa<uc^A_2{%Vws
z`;fFKkt|tE-ygpq@uDuC*xkXr3$9~-PZo)Tt*rn4I7<RrMrP_!B()LH+Br~X<W#4e
zyRv*}q#+i2jC?e{n<8fyeoF=w`?^^-cRC|WMsve?*Z)l$3Pt+pbA3p9+{3?Ja|ezR
z2sdHT{dJ8#fKJ;Bf0BSnK!`*byloj)kD6D{9HOXLL-LQKD4mwXyPXm`@+3@MT1x4|
zy&Ml{xct6-q}=ot_pF}5XD82Pv1BgKOld@Ocop|JujY}bFQNImFB!ApDzs`jT}~^{
zP5*+?DhmhWS}Bh-G41Kgc+j$j+a+%H>|TOh)J&Iff=g_d;(2-(lcs0#fzH4KPhHGy
ziykC%ftKlwd+GILlRVJL*wr7>Tj1sXo|k#Vr9?XrVxMj)hXzetJLo19a*>oG$8GDP
zC7e#J!brDNLuYI=OH9|1me$3dkcUD;2b=6th9r0xh<dQd<G5bCfWx-aeAc~*dGQmO
zXe{HQmapjzcJXe>?G!3Aaf;hG!B3>@I7`(F4#wVeHO1%8W7&gC$=AEMZc`=Bxr-^d
z?{z-=<`eu@JNm7sxNun>va%U8u6!L!qJ;SO*8jt#fCNF{s-C;}IQcbBi?&hC9xmi@
zWc)d%(TkJMg-6-f4UZV_=HB{ua0?nH#3$p5gz57|c{XPm28EIrJzrx{HSnPP6&ifK
zJl*shR!<Qv-CYFSX~f=_Vo~T3?9Id>$K0QWtPI8mi|89@C&$}QtH{dbrAAI{J4WV`
zL~ISm=`~APaOrHM9esFqwDWefhZZ5o;&Yc^6yj;!a1?jIjjSZX6o-hw=n@hxTTEWg
zuM3)J%tK4p6Zm#7q2)*e+geUg-Eo8!`BFAc5F^bN@dvAgqcSI(wJP2le>0-~9aOzB
zfWwi>%&87UdKKZ$V>p@|v<xZ;i6n$fdMb_Cv>Ht$nku+M-$<`P#i4hnGX0@KwALNG
zUVI73GJ&SP!|dO7oT;1IuwFKfv6oF`NzyWs#Yt@c>QeT_8F+Zyy*wBG3{}8EV`q$4
zYxW@3O=3rBGP>3<y<Iiv9VZbvyfht<60nL16o6}77S@zx9#kc=UFqUYM?boK)hsBQ
z!b8`-P3`IXcvh4_O;aO--<@JsV-aVQqTEv^BkRxrj>1WtsjKGg<am}Tl`I^TkUFH5
z#v?{HPs$^_zJ^l4i1Kw4xz?X}PkS|~t9#KDS{Oay6r)Z^=;+n)fxI0>bdVlP0Tx*j
zSK0JvdaP*WEgZQxpQE{P4Au{_bzd#+keIJ7E<>H0M%{@D!c~J9esu9j@o93qWsD0M
znU$7H<%5|7j4~#!Z9<~xrq1r>Xkjv!O9d<yVl<*bDy9$NiwrsMnC~HW;1$GUFXIWv
z2}bIRFe;*ye{l)*<7Y9UeBJN9f!5wuZeMi=iC!a*-uEP#=~+B*`PC?{A0&L;DK1NO
z^WlZVIj5(Sot^|LLORlQ6Oo2A9O*d5#G%6&dwVb6f7-#~dyRxmVLrQ8OIe<j?)!4N
zToFMOG@!pm#rhLI9-Ful)tFm2ux38GV>a4EVMdPsnG=c0tdke;gycnxdK+gGFJ@3S
z9#61`xt<TGNVtxn-|eGHZ6c#Khs@s7oDC%5)YwpaEa>Gf8sfZo8d4aMWMlmCm;YxG
zz<)tB8fD9tEv#9yhK(CH5(or-ZS+r*+Q^Y3x#Ef|xaF2x{xQA%C!w>mlfuG6yk0Mh
z7A@kv_ueBZDT$`0CRVIi!J$KkNKa3vuCDIy-U@fQT)c4JG<FqwSa$7YB>GK^bz3k7
z0|X^OuKwu*isFMry5gAWHsL#A#2b*{_eaPma+5hd%Kb-cXvmUs^W^DF>h0&4Mu&N;
zz^LW`*6T}oUTY&hE`{7PXV}sw5X&A$LHZC9tPbcr%aE_F7=seZZ|gx`;>0NlA`X;d
zIog4}wVv<KTY>JmI(nTEh9wo?ulKP(F`m;|dh}@n%oyy&ao9qx%S}sa2eYoK<CPu{
zb$SyQj?HG&el@-O)MV=H<fPQFDX)Y~%S8029JHJ`jmjpV6Z8ytV~8RmVo^1MNQ_+-
zCTtMUhCGCw2DAY&X<1rEj*_9axDZR~@H)cOof=M)!$hS=f+SJJus#dbF&&f4dVa8P
z=At=T%KK^wc16%Ae1w!*)G2BriOIODyGU3XLOu5xL{b^VrxCKB!1>mdcz!CxI3<9n
z&x}+XK=s0EBnA^9hn>NT=cAG5pjbAWuGfFUGTXr(RUD`NaDnOw_tws&zsZZ-B<EdI
z0DtaK#MUE(wn~x4>5!c_owp8Fv)sH7akrT}Byz5KXdzeC?4@bzR*p)N7(8zdr_S!>
z_EDLPo^Tb?v>AWZhV0&-5fGu%O#khVJ`%Oj<9vtoxJUm@+iMxPk2KXyNY&{C5AVgZ
za|?YT_-MmM<mocX4^JY0Q4X&iwIQ36!gyOF#{Fe<#R6P?`Xa9XdI_~PBT0A9;?gC_
zeCWA{H)ZpPeS4g5^~;&97tx%o<>FhX0PxXUyRpAhMaeaJ?Az@k+xrWLo)R-V)5;L-
z13dKFFT8xyh5TXjBb;-mnFUvk=ktbc9{K4pZk_xfh6N&ut9Rivj6w7B4(7kKlKLf4
zKIqxZ{R2t_mxmuTbLpwo@nEc%<>CR7EmOH8(nY;Hh*gqIBxa;iZ^z(^a>a-eI)pyj
zgfJ<ZTDIHbnH+DyDz4^>_U%}-21X_qA`-O3Vp59i9i(?ua9kq7mN$)2%Hg!W{50_m
zBF=sJ4_Hzs^4$+#^Th|NdEQk?#koZU%$Kok(?;%o=yAT<@(q(r*+`o^n3mE-WX2uX
zUU-<q+wMU*_1yp1Wb|*~RNxG|yayR)j-!Wq=Em-%#@$LV79vlbPJ%oRkx0Zk-)c5?
zRdC!sK)z}m*JhOSz4u4nPksq|*vAbGA7U_zSYnAIOOi&Za1K}2zC*UJo;PdNTsk6~
z^-s$&*-a>$E3x?FvB-1jo!rj(jT1Q{JIHwPaH>yy!)3D;66n}YTU9rvaV~lz4)X4r
z!W$gsmJ$O~WY6Ni{dsmJirMDqLM~QfF&a<>Z47OXvMSe4pFTwVpbx3Y!g=Rk%&@YN
z9O`(R&CN1S);C~2(abGqXrFH+VfHANp6sHrwU6Dy0^FW88KpcEg-4J7hmWY=1=ZD3
zW-WDKT6{B+p%#3qMmAM?*xgXcTtz26;dV@BBO}t2@qT7Tkd`of;&G}{hVguyjq!a$
z@jmlC4vU<M`FcJmGNaAE5D7BYx3zQd%vXGvKAnD(l+&S8d=iSXCjW87zubc$vP06X
z?8x24l!SXQ#LV~)zQG=$4R<Vzt<l24uRo{Qs-!W=!);GK#G0)Atk`yf`)#ABIdy>8
zm>lxbiy3b&MJbZ;+4HNIerO0arEXR(4HI3R#-Xs79b^26N=lgH4-x7%QandV`v*TD
zJDAM)<&`9>6_{t;&-c%?l6=Pm-cqzMIV}ry$IqN|cn`Abc+?^Rbp345WV1dZ#vqfk
z>}Z5Sk(WnDnW#{Oky-kAGpQJVILuCGEjtIQxqtIe-YaZD6P7TwCc>!UdAv5PgWLMk
zh>wW)EUA^@ekEBcY2?cjkesMPT&^J)Q!;SDg?!a;m`hsQiAy!|Wx_ZV5;-QBi+Ml3
zLe!!{yL3D8{Pi8T9Vd43>4uL<#=;9vy-Ll=3VuBNF-C&}=~Fvcwxk@*%I}HP{fPC@
zBiKSRjsydY$eYC<PoCgZWdbv1II%pPi+?ai&c#-Cm&?)F5~%s2ga_pw>YVXpPpxBJ
zsFa)Xj?rt$<n*4o3<-D{bVX5I*38JZL%f_liWQ!<?3a%trcx3Xq#PASa8LU_5~XLT
zJaP?l2Y=y6G?NrzKV3o^7KxfBnT_t2B8DsL2uNitZd?67lK}o}xZQ5nty{<1wQJe4
zXU|{63r3^Sf5apHX}IN<TX^T4cgV@fp}M*nrSi{Nbp8GP<mcz(bUJzU)mOReuHPS@
z^w;2Wxp+DAY6@R2;=N<vQgqu2#E~G=6$N~<VI6h-`&k<q&!H0`boD8WNEXmtT8z`*
zL*x7X_`D)g#}4pLw2kD+rK~Kw6xVa#BaVuB`_|!nBDIogOvcqz#nY-jnzf}I-0EYP
zO^@N^00|*zoDfgd7&pBMxn$@QSQ2(JW#1bJ?frNb$B`Hgp-^Y>`A1W!vib3pXEI@D
zKYAgEClY|Lm{vU;D%eiOJRN(Q-Ao)YmEy7yw0aH`bM|10h-qpzapRdzGz}42^$IG?
z9;{LWhSMcvjnlJa#3o|KVg$FBvq2N7XFI5E?nf-K5O1l)sZ-$VvJh-H;qEumFH&HY
zN(e^<92Pax>>8}ye(YnCC_fdC-keUIyq=SeGpyTtAMVv_u<vX^N|<O&iaMts?a*e(
znT_0-k5teQYd=j;??zNmigWEQB6ShWS!#mr2=s>$#~Fxr_94+LP)`|0_m&E@V`BJ6
zjOBqZH}n3u8Qi(Q31_DbV~UZ9nQDTaF7`Nc@rcA2q(S@vDWiNgW`(=hDA6<Lwek2K
z-o>LCKKjc$*&H_-_b2N)maAs=4R`YP@j4nB4>3Pe%N4i%f=uyeUCt;Gj@quI-k>HZ
zk#H5SA>&uOY#F$RY|AVErtP)YUV$!>gAfZ4`Sb+gxCtETucGmU6<5g5@V3!p-E|Jn
ze|&)QyT`KN=aU>fGKA1nC0ov2!<8{NcOSfjDUt$w^WWf|b3PytQsdwD2x~tX$}Q)F
zIdVY7dEZ@$TqYqLj`DHo`_yT~-1^f3UcdQ$bPgT+R(wive3a6`MR+^{_g#G#PZm6k
zvLwuCR~$K?-pjsk_p;~gF7lM^DBUtFCz=?!cs~1|Q6jPRFs@sU$0y?2wkkdouA^C+
zz~_b-smfniHTnshyWXZ%7|o`TnL1ny$m%H;3b-PD7r{_3S}D{@qr4r+!5LJNhYE`-
zo_L)OwXO?8=RwZ5jAkHl4(l5~U~+dA$KQ)$yC9ue7bQ><Ddfz-I39fL4%Veg@CXtv
z&Xtjon9dMo4nO_!12<lD3&-~y;sVkbVeTjE*2idh`7N}AbtJ6a_7Cv_K5cy+i_S)-
zJc*h%9Y>sJ7^yEpDOS+v?_e<GAV!QtnTjEjoooqABcy9%rhW{!o3242R^W_zdDQV4
zfdMIQ<!Np=-O8su`|%Anv7;l*#l<;PHYU^bstt2QiJ`ljba@GL9v(*M(;)V;W}+t*
z1UvSlm1>z>q@d-%DfICWGBmRP5(!nZZd|?~t)d>@TKGKk%}emz`vT!0Y?1aMw%bV!
zh}k|)g*VQR+fqzrxDS_OkkA<iv3>`tv^X*pB9v`0R>TBO%}OC>#$1Y`amc=Vi~b7=
z7%NZ1FX<(={tU9+^@vL+pl~0+wfG%&zEI2j_b$g}dYSaNM~T_ObZ@(vJpg$?hQA6i
zj?yXY4AoFtXC~)8D@&eCp*wb#JF^C{yd@*~Of$|$$MV+LcloS-8(*FMkXy<wWaq#M
zzVGVdy(xDy_v|6o7^<iZM7UEu26I<0ijh|k>Dz<gYQ#DATDFNk;4+>i7K`HA{veH!
zeySu;;tcSeBtXO(#J{0~RJ)hSv*uwO1#d_OsNQeqveApVanX%PB~l!IH|I^Bi%M!?
z+$1IEba`;a89BM%!N&3-3?HA)OB1Z@uj*m<ZDMBS^^kkVWX?!a==sBD64U#rzGMY+
z#!cWSPY14WkRfpr+)eLLdk9qZ5f*BLO!OMqYl!2!(K7Bo<V8~%WY*Ok7!1kS9j(ZT
zFyEBKu#XjdZEB(|=w)HOn3+XGNtu|3)*I$iZ7pG;pL2tW=x1L=$lgY9$9H({zlG5+
zzd_3#=aXMAfm2^ID2w36&wx~nMye!5(4f!<I5>X_=P7@$&hW4C?AqrzzWo5Jo_?G3
zv`n73@itPP1N)t)Fz;+*(Ty{SzwISL>HvM#w=f46^4k8#X$w@77!$K^$2sK2+bDlO
z2}4ehx{F%TCFnWu?rdgBv?$Iq5?be=FgZXlEJvQHKq{D!Xp*tEM+n;^oLOAWGUsVF
z=MCqA=nus5m*L4hpW+jnaUJ}g4f}8Ayx=;H=`%^|+ReVA;iR~Ra8T)@@K6tm1V5#T
z2QbG5$UM~bKc4`?uiFsYwr%72=b!(L1pa@W0LEf5l9G}b7#QHCmtNxDd++^SnSUXO
zqehM5*s)`OSGz8ki#KnXMc}6l#y=9~k=}krWDlovuoJJ~<g-B?>rRD<t4m{Ckp}t0
zIzl<K*!jtBEaS}#zPbn5NfpB^etbfdB&7ybo`&NWD|jg!#^WA9(&*yy$~Ytya*Qzr
zTBDvmgOB<=4IO1M@<p`>#Y34WijkAD7|U0WQ(N!n$Ki#P7+SF@^!#j`&v;EP#uxU`
zC5>U77LRB|0)~!3zOUYcL1ic2V#ZP{p}>)kQEtNT^%9JF(3L7l&N#)s^gen-0+;tS
z!znF?TV^0jOC#<A6H~UWqpf))4zC8as}n`YhEJ7>S7D*eeTH1)5Rw#L4B1v{lA748
z>*S`{&#|QJN}{0%kG}E}eIImCC^Zo2a5I=U1d}zHF_uKWb^n6F(#;D?@*v<RcFt_V
zo*f8n8?n!yhgg?N_>>j>#$sabRy1)*NF`?o<nCi&T^jNXE2g|Oa0tXAMx5>KBz^KF
z_80HM-xk1f*LZG!eJl6Om_|dhm7h2EgG<H@7Cl{oOu7UqtqKtxMhX6+E>0*bFgKQ<
z?t=$xXX%y1=vk^|`p*tN$P98Uvx+x-MyT{qQ)=d_71t3Pb{SuO`#2j9Z{_6&*E1w7
z5BOCBPc*QWa?6)AaD*E6vY7jUU(c$|ihmK2==a*4-i~jvJH98i^m7ES8|&Tkai=Eo
z(TO@_?OKK?Er=VEF|Az6Yp-u))<PLGPfOWSQNrdMxAXpjLT=j{#@S<`peVpoE3V<P
zZ?-WyHIbJ7F6O#xaUC*qS-+E`*H2@{l5!Lh8DCxWHcnXv`;^t(`s^@tH}2)z4kOvK
z4-p(5;O*Ti-Y#gSa{ok3$Cbn~1~Hv~5mPRi#`W`V$6RJ-w%0~hSWA1SkAu5%SZEKT
z>NfChdoAN4DO}_}!WPp~hR%GHH%{Kobwh8Yu(lP4?=&vMe0Fsk*(tT74*6+}RT5Oi
z2q7a$WG7$jAV-r(sy>Zv{q-DhSP`K{kgAZ#yLcvPGzX(#y!($#d}JX#Gp19`_sl%q
z!Bh7)v1(WxoT%l!Mdz{dmKS);`!Y8gFGtZF<F-exCu){6HDe6vJF8i?I2GCQr)j_B
zTv8r?2G!)*|M>|DunT=$)N>^-C*8+aP1PjH<GC&4;@=U=P^6Cz+e%is6B#0D<JQdg
ze=8FaqCD>UjB7M=5TsrFVBd#pFpY+e2D-d<P$qEW_+0L|#Z7#V3R7(Z>5&`~<`pos
z&4MECGy{DK{MLGueix%hO+?kUi@MXDSPD8hI@ZI)ks4%971^0u+H751Z$H7@k}G(5
z+Dd|lb`v>thEQGv(X?^&HEqTncQF->l^m)*MA+BGyt1K8D!7cE9b1W>-9<&ei_WE^
zkY;L8h1E<tw2$10rC5s3CpcJx>w!;@n_G#_9*6dqee_Ev5{Z})=L}{4Po1Pr_mb_B
zAq4y+UAqFC<Q-yZi+H~CINA3|sr*AdPsv4Gtq3#iH34_Fne1B@(P!F-!Z(~JE%)(D
z`wl*>cn8anGMa+@ypk%SE8s_ZxQG1wWf*$v@M&adM_i3Un?dOGn?$>Iad>PYS#cK<
z-|GXB1i3ncS2~_ULnfb9eav)o3VjYMs+MLJF@e1mE+qX*iZrQoyZbq%ve7y|#^`b5
z5Jfe3mp5>DY=E!LE~@QA8E^>njqhWlGl{4*O6iFh=LI}${aj1KQ9TRVGZ~SX&b0Yz
z`nP?->WsM@Z)_x@igCu-iq5ZL*%&!<EtTX)<9O2M<nAgjvi1?oAJ@p|$0USLs;Rm(
zm)wOB_E%Li;u9m=&2}_pqsXpzl6kh9l8FX<#sESrf=?MGaqKum`B^AWhzac3jDF=?
z)P6b#MP@PPj$^1K3CJ(_3}@3T7)$?vSfWA*I`IFpjLPyD`Kcda7XAD2_Q6n)`FGBv
z%v{RLD_7yP*?IJ_Ybbvu7uRhYF&)z*g#CyR5J`L(<F!b~1PLZ9`93}li+MEb-f!mq
z9R{osfmsXHEGV;L2qcrgb_f?FYssBEoVaua$77orXq!R)FdzO^gA}R<h&k0b0v5JT
zwXihlJA{}NkFt-<IzLsl3-G(LnHl?%rnCUsGi`i2V?1S@33%=8s2jW_-kr-avxK8H
zXPCIJkw;E#`kzezD=RBmvt|une)%Q6y}iJnwXiZXGihmQ`9FQcKMhq?RSX;U>q!9>
z6%~I~2XX!S^(<Mk1d&LD)9L)XPEc{VT-^A4Ig{&C>DguB+PCNOR9PQadq<*t?<EGJ
zDKz~cV#<tMROKC<+^okv;6|UKK{v&XcdU(Xzjso$$wI;q7bg>9?8yz2frxOci}8EY
zusF5!XkCcsDEOqOikt}}QI4C){Ny1FKlM1DXDp)0s$#s)&7z$j@>4j2M6aF0MP_pI
zirJKy%773cjF=JPL?*w`gM3IbM^DsIujmJD6kS^gnO070lnC(*75=(D^brNUz7DLR
z0koYa(mIleB1a~Yb56R05f(pfZK*_^AyUT0kc=J5Fx!uK(}r;*ZZv64`-qCh(Ju_;
z^TCJdSNqY(AR3XeYVk*mNGS(Eh(!?`?M(aZA>y`VG4`kjr69*78;U4ChaP1Y71qPt
z{@5HQTs@bVy@9}I)A3($AEHPWqE{j2Yei{@AvUHFINpUULxD2n!=JgI{>@Spqy1=$
z<haEuQZ8LhaMKI)eb7b93NK%uh!Qg<ah_=|d%ifzmwqeGR0ER02zpf=<drvZvAGLd
zWeP+4O6d-X2u|M2dg~af8{y`*I`R^Id}5aJ;$Vcg#ul+g*vF3z4fH3B;0xCPvr{~j
zP8@;KSI>PXrM!C28gkOJ`8;wX(_KSIk9!b+O{^l9krXkBF8gc5YnP&srT>M^MSNX2
zo8BUjV!~sdOl<8M<d#fS^_zHLiyK3Ym!-xDboZzjSTu%B$4>D=aT~qObJ$<6;<lPu
z)cvxYMZ0G*m$7{E)^sjix0%J^;V1$MOo<ZSYhQ(`Y7TeDeU7R|#<3*>>^G^nEF7Ww
z+3`fBgA`x70sj;|Bi<j%TBQ-6%)sbLK@NH~4DbDxp69bjxp@e-pPRV(<VRdkd<DAk
z0qzRcVa}V%#?@OmTv5dBE<N@xKcR-*_>@;OR8&TTY9F)H%(#c$!Ii%(=Z7hu;yU&X
zj$j(yQur=xB%(+~;_oG9IK;^8={UkJmIhC7+I^N6yX{PgGjOFQj7XKk7Uc*s5C1^=
z;3*D$;zn{!F*(Df6qUTm%^fc>?89Hk^q5JJ=;(0Txq98PU+00Si-%k8;px<;*!ksF
z1_CzT`{8}ADx5}HQzcWr{e|wg-a>NX7m~i(^`D-f`e^1w&!c2Trl9dA<BR&aHRIyH
zTDD{GDUO84QXTLzMf(9`P4A<Yqyq4PcMI8)BxWef_%QS!wuVx+wpB60JdPiF&hYqD
z9Tk;h_;zIjx|p1->Ol;}6UdKxaJ1~j7mcAYC@E4Ju&Cn6OY(De|2`myBEOqScTVKB
zpIdn1gAb8NB>38YpzrV>xu&6t?EIO$x8!}qLWH(~`!Mz?F%&<7ME>Vv`Wz<?<M`+~
zx&<X$qHa3Xy$qc@f}QSe!k#D(Bu-*{V<pn--ottJdEEDHLtiYQzVuRpU%Z0sx_3|y
zT}IUB!&6Z~xAJW|-YcWOImYPQ=a4<42#>Rpqc6Wo`>AYHFC;Tu*os?hr0IDn=@-r<
zI5Uq&TGo>wAH--9xIAt-=W3_pY5R(GwryCFCz7Q};`+0zxKFEMzUD4u$)gd(Vg{SP
zK^->~P5cOA?smK<{=lGPA9~eD4C7xwtjomSvx%n8HPjQ}sp|c#lIwXX8b_C)X4=@R
zc)Q>#tlj}$*zy!7)_upYqbllW7^yDqrEpsT3~E`P?Bu+AU*_}^yEx=)AsFaKaBImI
zVklpq#~+W^qb(1U^1PMp4+=N~ZeDB{V9B^E7@RtTdz+r)^^8A|tcs)6dOse;Qoi`;
z7Nmtss8^rlwyl+TPG+OJ^J2#TxPt*{5>=g@9ElI$PH>>pCo)(sXV}kmtXMb_c~Lyw
z<wI~wYDpP>D}&D0F@2*3#{jBx$0M|yBzo)s)=?@%N)Ji%w}PjapzRpCoU0LncKq9x
z(>3Z`Y_da)HGlqheHXhbcJqg)9^%V)){&Z=M%B^dd@=A8>4^oDzO;ez#rL9GayixZ
z{hZnJD7~LKDaq7Oq=2{c;xH5}<nTRvnRZr7WS$61Ng5yI43PS5A*oFYYR~bKS!bet
zsg0CVF)nXuB1h)NZ%^P%dIAO3ctlPM$CbH=wGpH)86qi!qkg7__7O{LXRx;ut5M6C
zd!MA@nN2jcd#JfMgF0HsKRtlO6NZq3r%rtFKaT)*b#?Li=by87?OLj<tARh0KAld-
z1s7bv<(FU1v}x1+VV(VF;G1v0;i8K!LL?I5_xn*O6u&D|TU$#}Q4s(~j~-?8=zseh
z+JAw|<>Kh#rTjdr3-duE;iD-mm?y=m?8e=rp=Wm-=iD$6kG}=`zCI*3w2+!OK%C2m
zy=n#>`&C5d^|3owLhvas-8whEkdLvwDI^ATR223TyVy!hs^n;`i+Kw!=G(2inCOdV
z=|npxQif6^9z`q`<=V~faU?a1^LFjWJw?t(hDq%8$1{usq`@d%(OQJC0go%h<e$Pc
z=eVgI5+<R20K=>lGV7EKJ(+;7+eK)&l(Rw|$V6lWa!3y<Q3WEX#115?Qry8o(h`~|
zF6+Up?8K^$r$ZaVn=_5QmJ~!n9Gd1{W?Sot36p3QhLa}Sg?RWViZe!GROpFyouvQd
zMtbVou{)(0Wm2wl^^?_C!q{~KC`|^$!f;BH(s?s@gptAk*WPYNCq0g2%uV#2?Lf1w
z6s-Yb>Os6R6N-dZWTkm{-|IzbmLU&1@EKaM9vQ@PZ4zQ>D`Be?`vwz9llo}Soy@8u
zH9VtQ#wR^{`LWxD5R)Mn&!tq`%nhbi8XU0QD`Uv`vGk~RG2YdWaBwQFth2oBF;l2&
zWajZ0gM|_LQsTM2!^eTk&f%WjYxt?Yf)7d)aHZrRuRcqiTY^;Q!l&2s>=QSl()!2|
zkHe^*2|$PdYq*cAc>|kgBT}&ugL>*;*qo#KX~Zd`X_FkLRt;lr*~!W43dw!%An$|}
z2s^DTSIwYZtYxoCPM@}e>&8S0t)Iz$xrQs=+RlO<UZxtaU?};FNZ-T2F$I#4p7Ga?
zW5;$#O+Cf^+qzjYJBbBfcaoWL1j%GIU$_qv|KaugG}MYoED$?S%L3IgMt#!Fhbh_6
zJb`VdpILY9IlMUcD3<adsZ9#>>zA?d#ogGgy*!p$k3V}h4PXDvi6=E&oL|m?iXX{T
z<YEckK(8d8^7&&(tauPv;g!75`ZFUFMl+$_idz?t)L2TZP0qJb8)3Twt>z$G?K{bl
z!`YaEVWtdL7EZ&WHgLevjJy9h6I$ws3|8^nHVf&wTBhVVNQm0mFE^5QTEV;Bt<1Q3
z3MEhd%=n*ckelL&4K@(o{}N7r8_nT9h6!oB{!4_VPrSyJcP{6=CNGyhcpa%1-bmYm
ziKM>t)_*D^*h&ZMh3DDZ15cP9<e~aE`D)nnh(%)DF&_glCl;{*omh<^#Q3H2F23=W
zu)5$Hs)HX83f3^%u!;}*5Ajvk8Tz~Z40x=BV?h$-MjQbvF`CJeR}m-6=D^OSm@1^C
zceqH1nu#;JkhMC=DIbTs#7ExQcI0jint~{XqjfZPIY`OqCiTW7YPz+|Sa>1E)<#4+
zJ&YNT)%Pj=2X=CIV>8;^QdZ5s5?SjH#N|JROq&BhEE>VJ`aL`?&FnV>kSn{eMW>Rz
zq?qe|zLZHxV|aGL%~-x&gD`zD0a*vWPpXjhSE5^SF8x1jr&BtbR!=n=<p^}<OtixX
zNg0zxTFQ<1?OslOw2z(>Z3u!u{3I!<<(mm=WJJAY4nKL6nGd{1&N;u1&+DCA$X3R&
zdhmHV+%aCweE>_i3U|XV=!zfZ?&f!q#C5YSbtMkhIx@`905M`=53b%r#3DXah9N}5
zZdzU2(5uW?Y7Y^%S0c`siDuX%G!8yT@Wd{@!_R}~Rq_7GkJ*0qN1{R$iC99P(8KDv
zA2LLq&2v*{(m6AU4N3dC;Q6V<rrVj7oXzAJx6}02c3RRy_$oT6el(HY#~q|iPiEFv
zV!pJTWFRF%xWSJkQNbH+$N6N@2;Q9eF6oM2C6QVN?%`nfJl;P11`jFEa<43np&dtg
zJ!t`&!#Vh-`OzP4<k8$9HQgd+51q`>pTFhO(>e;1O%z@;m*C_%bnkhcxEVLm+PoIa
zo8O}?9)|kdC5SA=gx-CSo>`e#YIoyI5s1m97=(1xxtAljT8VaSBRugDcBoe~nai+f
z&ilK+k7W-mBLO3Cy|5a9V+Z!}jruVhClw4m+e&dmh_l%m$W<W?8xikPG4=AR&>eY^
zM~7%>vFCB|QvtekVJ3`?@kN%JJ#ijJZk)snmz;HDtjyc5V|>9z)~LpCI!<76QY~{2
z3@1L~q)j%QLT?nOU}R9HL?88Ik#-?Ttf5ogi{_Y!&EH%_&hiF2JC0*F_Mx(<@O1`J
zNhP@b5j?U8s|WV}&me#vkB4u+{g$<B*Rp%}ZUjO2jr2(*5@yVp!R41<{(qG&;Hp)t
zxbx0CiHnP4aB%RimT@|r82@w@?8c27S-5cF-)z_Aa<Msk1@RMoG+kn(^YeBFs^hSD
zH6+U=ls-3?*qWpG`kf3re;3k>OcY7!w2Z%t1CE_s(GjBZy(0u_lt`3Pd=Ue^VF`&B
zOl00eD+mV%`26!ld@4~;Cl;eR)I|22OQ5-q^olwX4OuMCh@q>k#c$Ljt?XlafssSW
zCaju7URgYbQF-?x7AXkgV|C<i4AxoPxBe6IkExh{Dvd}ujLm0<>G6anim4DC!y4%)
zt8^6C4!wcJstHICQS07{q+tWf@F1$>*=WQjLXJ~36qV8&sUyBdU}wCF`fv}K;vo!p
zO*onkbEg2QP8n^IGKQ%;kf+4cw0|#~f3Br3;73)Uqu7{1yC;ahElP8@4MCMkNmV>4
z@_2&DGw`ZI{9xO{Z6-C7)76OMGKt3bVhknW2*eT5sSu2Vhysa-<Mhbpw<CEkf<og$
zGT4k?(TnZ43z0N}5RPJ5V5M!Ok!QYe^Q!J<Dhk~^w0SSNElOhMnTT|DQl&ux6)H+J
zX3PpL?wFTG?;trwEqTdm8hrySlDD$NuO}{enr8{~qB_dVJPAt!Ch8YBSX*DkExYWj
z9zKhSm(5{R#jAYZJizMX9)#2=_sz+n{G8_*kv#o3oBD-!8NxUcgHk+!V<Z}`{_UQl
z<!d6YGx#zxIj-2t?0pNtZpYs5WaGY7R2fZV9Uf$C{|vg!e!lP5QZ~lTu<Pa!yhX~M
zVK#)h-*CouE3@V0EK=`byGy`QJ(=-3KMARa30^sy8z1au)bO9E?7e{3<9)35+j&@f
zoQ~^KdFn$ehRtz|$r-`f(WlTWzu`iE7KdbNQW78F#~&)l9lx92@5KzQcTkh9Adodk
z{=%hfd143G&2`}mn@F=Z@ykFrWq&vaUDaBiNqLq(IyJm%9KmY~MiTRM5<GAZfvN9t
z)z%e!Q~VsRo&)$oqZv@8Q&4K;nd4nVJtAD90}L~Si6mq)AdwLtYGF(LXN<B;B+?vZ
zR@=9%_KqU;NDsTGk7M@FJ%}?0xlX*F``js*Zk>bW%P+WEGmf0M))6`S9?{l4xW<ma
ztLdjLVyA~mO!?|VP6?CfPt2#i>Li9QHc;~ICzKwmf!*Jc^v#~X8Vh*bU&+_5jr2tZ
zn5r4aRfdZZi^K%+v4;Ce@}5g)$j0&RX70&c!4OR*Z+L&e8w-#uiQ{azgHe(KTC6S9
zdK*|(@GvHshNuwX;J`c@gg@|R?NKBSfdqw{^0Gdpz3FUf+(LQzMJzW((MJbq9$d~X
z_Z&nUj4`Cbj!NPpk2Laz4<kHGpuDCFUrdV1<V0_C@&B;*mVt2{S^oCZj8aQ#F*93|
znVA`4w&S23CWqrNGfcoC$FY+*;5eq3nQd8;Ez4qNY;~)d`~8r2XEr<Y-_7jK>||#B
ze3S}K-P=|7ck9+Ur>?jXvs*{l00Swj#$s%7ks%i&n70T_MtnQB!J=ifir%IBbPZn`
z+9?(E@cxWHkeaZNl8XhL+_RqvO~q(qC3w<8@CyjU9%AOD9xFeV?_mARj~N_ZOVEyT
zgnk;BxC+zRud%=VBh1g^)E8HghbEDJ=K}<1MbT;e40Cr6rs5DfPU{ItOJ>;Jw-68)
z{i|!<*0uw4eJ5w1KSahofee`b8WK?u0D6~&JE}JFbovnXT6VCrrWB(ym`P$8bDZ6L
z875&){1E1G2VG6CKyL$5SsVhP9IwlOKpKotk$_MUgCHQBv$}N*>W;=Qb_KrHvv@kr
zVDem{A$>I8wmFHDrEy>X2M`DZn4M;p?OVhP!(S#Zv_Ak=y@BV4jp4_o2GY+bV>8Qm
zIo!k#Gj8G4Wy|TgRLgx`f1o;F$?XfLbDcVyS8jZc$$`fa;YJXrX2+ay9KT%3YqeE8
zGjS?8$^A$SiQz!$0U8@D49`txO2tP!-P*&5t{nVC%}CsVEUAlQXGk;Cyjs#yhp@wH
zWBAz`>e@P(w{9%X2@~nNd<Or}35W~MV!N~h$Ewlv4jfCQEEnmA&tQzU5YT!N<<jj4
z!v<1TzW`yUnQ;F}_y>(f7Z%1&(R+;7DM<);60s=YzkIg-8|}JwW-On~-c1LI2>(UY
z>U^zyZGD1%1^sC|c!=cME+jz`q69J2mXuIri(t{4k0aRoJWJx8q`#X^LcM_Am%WTA
zx1)E;xZD{)KvfijL|*C=tI@Zo(XynMdB@Hm7Mi${m&h1>GvdC%><JAZduSRHJ^c_X
zoOt*Dgj-uh#ZDRd3kK0!Dn)+uYg{pdY0QYk?@SA&NlI#EAy^VR@bo`|Zf)5=P5^qn
z-amT!?%ur{o6QFNX}2#sJDXLjR<UBmihs$>ATPiCGV9i@BPuG2mX?;kSjOdYA(j3T
zSar*mEi7C1=OH*84#yv}s=zM-@T<f%j2Rq*G`JB<o{L(ki1Br~$fk{;=5P`A6LsV)
zI!4>dXUX(W!gFaeB3%zP<8EiWrjG|z3;FWmEA*>9h1ci95$Pk`&`Cf*E<rvmLU}C3
zCFdaj7#gpHHj|w+t%w$BFanR3)7?(YA?Xaed=|&#FutESlxCxi@g-pt)tscy-%Qw&
zQOHz&c-(Fdo+u$F$e*`z9^#|V|A0BnNzP<{4C;Eeovy&6@^Htr2Y4{#L8SjK69ItJ
z(Mo&yn}kL$Mc{MNrw!w%ZzDNBE9op2b3}g`caRN3P7KzxWMZ8OR5zR?!>M4NDT4aa
zTDni1ra4N^fZHM%ojU_rnSgR-C#~Isa9VrWT6q-VfqIgzm<f^%Cc+&+RKf(-3#!q(
zE+Y!4=bOB-NCZ)sZ4n64L`WklsFU~7rWax=6cDRQWysUxusyUNb&?YrYp{<Oq8c&=
zbN&MuT^iQyHuJ1#Cgy1Z*6qJYY;zoa7Jr880twLfVsnF47D9Jm2pX9Hl}b#oH;k*s
zPBi{Df&x-#@M~edwT*k+7A89@nWXgblFP%4A$`p5NTy-+L|S$|NP4}3A4S2~riJoo
z&p8Sm@X&D)spAD)9~H%r8SfGk`pb^9k#2tGU6y#Cpr!X!;(}lJ<@agVp)0x%b;^CT
zw0})N><q+@t|#c7uW7k;4lh|-X%?DTW(Xs!IG4U0BcB&(Shuj3q^wnJf5kxW%AYCf
zHxOAz9w8T9j9e+e@7-WBmPBFqDlym9B5o<9_5QIm{Mg5L^?mGoDu<JQI7R<OCc=AK
z_;h><qQ%`9Cub0SqMV(#7#K0El*yZeQB0o6*%M*>P=1otSw*ycp~9BsBCSWv(Z@72
zJ=)8>8$*#5Um(rj!Ucr~fx<xO;BYp$?&1TVm!tj1abspY)`~tHMc*Jz9?J8MZ&?sO
zm&~$SjDB&5gEMLG6A{-hfHw}-Gc3wMfuoPIo?e>m9XNbea7WSG-p3o_gY=izadfke
zi_&aVh7cAE=|<OV;QLFV3>;s=Ii-s?%y#;2PDk6-jyGijhiRpzS5CK8%Ba{VRN>_e
z*1Uk_rP;*XzKe(7euEh`)m&C+a8K>eO+OqU`mv``PMQC!In(3r<)N<Uc`Ni8f<ys)
zZ`#E%%NZWi-c7!A18JVgywkarWwJ$_*I(t)q?>q3{}sKxZagj!3WSIdpck0Pls0fr
z*m6RZ!~WR*w$>MUp;m~m*TaoT8BEC5@M+QKbep{_7`l`hvME$_Jc`geg>kP}5pqdO
zOsAWm&URt~LKqO3L&9J&;Y~W+^x~7*@$~xWZK$Tw)JJwi7qKr7#c;TWext_Wiv{Y-
z5Dr}m5lQ&gzmI3)a2otKp*!2e9=(dKEhQwFqgk3fjYWnA#BmWwM$e_y+{uoH1AJez
zl_dWFKDhZJYLN`~Z^qSEjbPF$`kFUjeRv1P3^n<O^-R5IC6V{M{KxV7d_LS>9THJ6
z04@2KIRC*0@cGDIGMDHf190>isoHmx>H|la{lTk<!W(h8TYeQ*=}cc08{1DZCaHx>
zHH{Rx)!Y(0mP`7>tmtbcUXX!Es6eJ2PM7d7;X(Hxm&E<jzoi~W&lz0Ca)i=A8Z|bY
zVYv(v{t^J*WY5RutYEi)0XO>I;SZPI<#KlsDFLaRY&p)8L!V_#^sjgJFK*k;2k$)1
z?nzB7`d}hMCpF_g`%X4gH`6WbMj?{(<6Y|r3kcwi@sAVd{h9qap;&Gnh^DKDh2LD@
ztGj0sv*$AEK0Qa|nRIw8#03k9(0VCsve9NcLwu*0)f2{%kusLPb02WtKY>-JV+ob$
zIc|}V*yZL@Yb|3QO(AyGW{g))((}o81k#N-K~CR-0Ai9p#%gKBvgsjwN&%|AGbonr
zLll+;Ku5{#cp`>yCb$I~M&ziO=DnF--TNejyzv*GzyBHQ-hYDn@@lqx^rx^f77QF?
z6RlJ*+PV<oNi!e*upVDSHFNu%)QHo#b^W6_&hKKl<1%+Xk&I5|#k?hq_H!q2y7U-|
z#?!ARg+y%?r$j<V>aA=Vorp^p!VU5xgwsik+KxMVHs<_x#1a82wHSZFWwzB$WW1pS
z*Gp@;wB$aVK?^Ag=q0jU&+$<jj7lw*k@*OWPC|}oDL?x4|GohHw^)DQfB*d-WBvVG
z(Xg;EmMvSxs#UB0<#Pl7tpwn+&pyj@&pr36zy0)fG@>si5|QMlFWyF$GMFo?$CLPz
zi-wO55;y+>qKR{e&smM-t+_}7vk)kh_`)63M}$(4JBFct137f%F-BEb=u5~(;i)04
z`YJ)KU3eON=n_Ks!e2zA*T^`dhcBAoM$IU`cbJIoG;%{*2ktQ%ewa3j9*v!7T`D?P
zI~KDEzkLmK8k>=(#c@F?Vb!o$)Y@M1KWQLoMl3ysZbIq;*{`|G#I#9#Fl{}1h3^ti
zE_qD-vun`N{s|tPf#Ad&dGFjkh@Y>;oEkvutO!!osW@9Ll$|(;wpN5opdvO<i$~Xq
z(<~$+YaEs_lgSCHL+cZw_ef~*rQi@KN%rcwsP<B6GqSJz5DCQ%jNes9q<lO|MH)fj
z>AYb%jw;NISkQo<%!yDb!|L^bP)eR?01<LE%0MU8JuTGP8i|e%<)+qt_~%Lp?C!yy
zWn_=CfFt|FJZT?^W|2Ri9y`YI>R@6mawgWPFle)B)cfd4@@H^D6Y7Ev#BM2eWh5P_
zF{Xy%ywbz4cr_jN5S-a(Nh=lcy8Q~T$GE5zIXUk2u*%<pwnxDqW(Tn9@_xFM(MYcJ
zaCJ>0D?1DL#xRgCib}a>@erD5;Ms96po*FWzz;mn1a89A_6Cuy$#{x3;`Ue(B#fqR
z;%w;LL-+<W{-c*78#R^g8{@dc7D8Z<oQ0)s1P!_Tkkd{_eiR$Fj;HRmMvfOparn6s
zW(LkhT~v%KWDL&YPLd=sXvAu^%Da&?xS3>dVV#&yxp5X2`(BLM16X&lomU2#c~{)R
zmpQ$3?AIVZB_?<L2-HELtd+dTv(sWpdCf-B{f}_Vt%q3ncnW7%f6hdWfLgJO3pbkS
z+$ADAHh~4^eTYJQ)L)-M+wJ-A?%hOn^&<ue8R-_pje5jaRhYwL=<1ZAo)*s9jtAJR
zy&bE{gsClvE@c|g!G*L5wCt%#=Fw@vtUj~~jUbfT=3M+#VxCl&5LLB_4dNx#e_nyA
zAr3>d45iyfn5>K~!97IQX7J)XD^hD6o!5nP$R0#d%NfS2#0&}0kfqFFw={|G>UWSe
zdN6mj%tmnLbt3LP#ND^fXL^qm@zNP=FW$*p4F+O<E<_;tC2Nh(=i~m)r@15W2GV88
zf1E?jt~Q>~Jp%$KQco~<2HwESm7Do2^C=$f`HGHSJI}>k#{j=yr?)HVyo1fMTxKgq
zGEADzd0RD4mF%avsf$_t%}hy7=BuKu*iBl-1x}!#;sSbmH)dNS<?RFUmQP00;U=S`
z2esJCVCg_|vdlP&3vs*LC<9eUTwW9+A6G4X1WUR|UX)BkoELA8kD#G`xXXUPD{~-3
zgEV3Rf_V?%`@@?!rw+swpT_0g_YtHF<D}g}%=uQjHFB~QN-Cr-j3PH7PB&v!sRT&P
z2t_JHb_JfO5PabwxMLzQz5XuEmF1LGdsy(+qp0WJ_nX#uLsJV?dymj^p$Ms;io^+{
zNu4nfu~drB=cc}U?Vn}WIi@e;&8BY|rmbU5_*;}a>ZukVWVCbwX^i}%1D4a>Nvr-f
z;)CD(i%wY{+-&52R`M!x)U@=zg3x~g7sSVy&oAeD3p)$2x~+_i9EI>NwBhslcxm`J
zHVmsG?{o@6rJPqLB@y}LTinyJjtvoSAruI?v^Sp<_dLn@I|W4NjpWw4U_RdTDajE*
z3{r@=_~Z?QY<QJJeu0?#Pekw15u?;ocD$Arb2Bea2&dDQjJdm$aHEg_g@Z4>YNnkM
zlj9EovH%=WX{0`sgh&)b=gprJtTLk*9glNRJl=*YsPtj@D$9|~zX#{}yOEB48A-oi
zo|jHT3D%B%^lIBk2!7{}*SoXt3l!3H{1qd9)BXJSxIJzL&B*1|C*EY*e+aqca=W<s
z@f#^Ay2QvKqj8%ov=y9YR;!KvufI>O=>kpJxxDb&DF*I!lX`as0S}Dk*~TwuX*j~1
zw<n;n4q|L*5kGme*b!fdK^j9~PY{a)-{K2)5gQZDc$*cy&xyn@h;J+lSoPB`uD;iw
z_M7*kuny;Nl8Bi44h{@YLpSUyf)ER#d$jn39&7`=G(P{$|E>Vc$jG3ostWj%=#$Ik
z%$YNXRjXDpb?Q_^BGKR6nBOCRt53jxX$Nrg$Xph`nNH2?Nyr2O<fHA#eEsSAp`3(8
z=aKavMD&RJaC~+@zLhtk?zaX{brFtDPa>Rg9mTaD;`KPllqMlGci^!YX_IRS6iTp{
zHIYAeI9UaC_?@e#!0kli)8KJ=(7UXR4C{wOqv7P_ejK5lI+vQJt|nrtEJT^5$W<EJ
zq7<}<tvD)bNa}{z$OK|z;+Z&qG7o+7D3SgF6a|%X|F8#mXv8lbs9rpL$I}d99?AUr
zETq@xq^j;-j=x-m-C$?M+n*2;*AJi1#~Is2J~Mnns!D}RFXCu>7fH^cEKmvvrIx;~
zAvBpIkqCkiiG;r_gz^S*B`OYRyj;-L;Btgg+4TYK?Kv#|Sx<2B3F4%~2o4;^6+eIS
zWvw_u>|8f?73xqq;x;ppmpbr<$`Axuk+iE(yG{7{i!fyNQsg>M)*dnWRH5@27@$aE
zl)NA6NeR>xp63fw4H}P-$iq@x5i{}hbfHoS(Fwa~Hua(ssgS!oh&?7WZYxrO7*~7>
zl|~tJGt;TisgQ&or>fgRL2frswYVwEHgmq*!-_}?{i}ss%JPxuD&p|ym8f<fXPmDE
zsoKJab#i*r<=h<|O}k9O0H*@6Hx`?vlWt)nQ6&|KH3~$b;dr#&NHY4<X(~nHPC#6z
zCgk3iuzdF*1w~c7=80mJzMGKtING~ID2#*7IvL~l4j_4%h<!Q*YrmGVW_vGF6UO2d
zpC#_+bfl5de3*5GF1wRw0>;v@*F=`Rf%mU7GO0(&<_0I*CPngL;dyR(bQ--MKSJbC
zF^66r!lA4LCL2SMJkY_$+AU-bO6A%2R20pe&H8r=P>af0(9uq@Gz3|86YJg847fCu
zr~4OR47E~|VaHdhVOM7?ugqRasmRT=SOFYYa#=7Cp|gWH>gn_j<nX|=^p8<8jA(ky
z;F22X_2e;dL=0PtdpS{8PjvWYj+6zmJTHobzVlo;zZHu+oQjP)LRzBfipr%S$V#5k
zM5(u!XqP`_gRG3WDCEw?dbTFDFgiAjewhmiOjt{)@HAI!-!m`YON+gimG$RYIrAwJ
z-`>Qqxy#XqkLKAs7BXI#P155xar%|JSUvLw!q@(?YrDsMghp30cLv`0t2t!Bz!u*+
z#<(6JRg%O{T}SC~^w1)AP}1GO*7W;Ph@`)&<M#B?q<f7D`)IDX8|d`&(A^tE!PO=v
z2G?=h@D;pv;(c^JGhMX~0*FQ<52wS{MuNb=-s+izlxYamJBcbOCMR?dk=>Wk3T*h)
zS_Dckn`{Wh;1oG9hu1USt0MO93@j(g2wyQA&(-fCXA08sPvSiFJl>)mC<Z-`Z^(3f
z@4bN_ZvftL6ZzrX9|+%n97{+bnZUa-W?B?J7Nsm<e)4t5eL_6VSFo0Sjy!4#!ssmA
zA{(ZkUZs2EaW1q8S^V|WC`bPFdA0vvbQw1x6-WK?ye)voYof8|aoi!xI4anL96$Wg
zvVbT4tiI0t6F#4ZV81`l!3<EtMJ}<A`MyVJ=y{mqAwK5wI9j59vyDv!mw57)MI4yX
z%Yx6xGdA}sy<a^@hJP00RU`3wJUp9tJ)Rl0bcJR!ucV8Ou0C#<x&-n0^C){NIjfR0
z<nDE(ocVz7;xrUyL~;Jx?=U)yq-*mqRdz8qR6tJFB)p<pT;&y9oj92nCcaJm_ZukO
z^b<=D96%uQQB}4Q|8=#f)0JTF!mV~A&su;tOodb4iLB%lqPX$Mr~Lr{pT~*5<Ou?@
zo~7IRJql?i{)*vvycQaD>wYB&|5_^Q%2{~x95#Nig~8dsJd@6soa62%?jSEck569R
z@JBs!x!@e%-FzL&4k0(>A0+hi2idi9B~3$);BbKGfglPOD_L`BH@30aoOm#Ufo)do
zAuTkTlG!%D6qk1p@-{hZ8#l8z#l(dSC3!K^5Lb=j!LPnRH!q&z0|mrXr*bePjG&$-
zjtmK*VbWQW>Z4GV1R$Cq#ebrNXh9&KPkj1+R{#oyzr1A#1Oi5m9LcIxt602v@!!RO
z-#fp>38b>J@{d_hE?&I&n=*nJjYf7aip1y2W!#!3TDK3TyH<mr*GTO6i}a0rfb<~n
z9X^PCS}N|~)wEtL$K2J8W<ng!Zy%s{<$V~FbGYQLWsoElQ}Z68E)|ke(!sH1X~ex!
zM0i&aArC#rk$ysM_-Yle&3%J!&u*vXToKC#E<tZON=+GrpX)*F@X#JEMi?JXba)JL
z)mB1$N+#WVC*@sjY%kkEW2S-fV`YTq2GA?e6O)p{{eCOa?$^;(T7k#qMy!_8n%lta
zDeFkd9fLq1z+tvfz5ggby}yo-+x=L*>^Nd1zq%$)pOf`n>qvALkmY|54>YurNg~Va
z6`WLvkhb{|;fSZ&>mtNs#wixi8z0Jw<XkRyea4qpBGEfF=)3n&*%rhtZ}*_~T_IQ$
zL8SjweinBTpO}o;>(3BR01}x9*^SZEU%gCoT|M4l3&FxP@*4dK4OZh>X2%_AA-q_F
z^Wq5<CN+uy5q#f$g-WM^(n1?k&kN~{m`qexHSM%wv$i0Uhai{v<8ZhUNo@$6y$D=-
ztO6HKmz_XGHX2DZip;U#Q6Y4l<qLfc-@dV&wzCCPrd_4typ5I?7kBk}u?Kc?IMvFg
z&}42Jn#1kK-{q1!o`a{F$s7?0Dj^Fd-i_N+fGTW0)>p2>9jis8orWX-Fk+_+hsut~
zY(lK^qR3Ss&}i_UXySEGD3@G)%xO;`qa}p;pa>3jSy4r)(cI=_*fWDEk_j08Ofc2z
z1gZ~s7}eN9k2!)1*PW)Lc{nrM!&vxm6s8_GRgYE@I=qr?x_DY`RpibWG516p8%K|1
zs^oUY*N@>yzeSXOR87#_fhf*e*fsxUy2Inx9rhTm55Hr@6*-9+8qyD+LSXffnXcxx
z{>O;llFh3tMD%hRxzdbt)C@j&y_<V7QfbWXWmwM`+_FLB3;IzS*-Us@Ekk@pRNnqP
zner6hgw03Re<Hm_MfCYZL?&x_yzWEvol7a~=wbWy6M1Lf_vF`$`BeNdYfA?)_NN-!
z<m2&ApGTXh5{L32Jxv+};gGBDBe9`^eaTULI8{N&;>YO}I(g>YleoQZoFWs;Mowd?
zK8upVwJhjyv2n=9g#UCO=}%sy=%v+sP;O*ouY$xib1}aE7?a-q9_5hH+|>R6pN7AV
zO!%ku#)pp|c$SeYC7KLu9tTUVJW5(*4wt&y*`B@@Kk=WRz5eLZL;O^8h)MB_5evi|
zZ$D3gL5*A_B}aY=mmn6z0pwpcu`p#IGZW$olIe*u6>v+{I7*Hy321bZcBP4Mkso=M
zPLcuwkVm8uC$<q7WI+*c;JX1TE+0F=s!KBBRwiJpX~28)EkvAs0Z(cYvISrK@gZ*g
zBnPQ<G~!`5;7c0_XHMZeegw3^c!v(fUATkB2~&ynbtCM#gml282xI|&9Fw(uACB%*
zNQALCzTJrROf&l%VD{_d319r%JVk#iUZ0bO?zO}PzlKPt!sqkSq<fMOzZEEDS^s5y
zpU+D}&!a>H+=W~c{};<#;V|{)&k-UdSN%A#^!uyre0j_yKI~V>fQ#{D^~BJ<vWNGc
zJd6+_k1u<W%&KC}4G-hqv|+q-a2tyfhjXdA5S!44q^yOJ8Xv{i&8Doefsuk<be#?C
z5xP)mqIqV`t7MMI;qk5)dA;0*&v+bzSAwQNK$BoG_4zH#eQ+E?YdfO!nRGt31i4v{
zXi_GQNrO?!vQgLr@wQ*WUA+&Nqzl1_`%p$Nz~`}IZrFq(Yzp#_k^jHAeu6N~t(ffR
zQAjh<C`SL)*W=%F`r;|>c;r^JQ6Y%LVvOy*Jh}Ec=1!geXJxm&{vy2}e!!K)aGrYi
zJ^X%plUH(v5wfxtgB<2&dhnAgaD)frDlO)+B?-Hw53joplhp`85{jb}F;5-B^uxz6
zBBNNG$P(QZng#7#up1fCGoNlx7`4J`T4H6C-gcD9P0P@Cnh3iqh^q$*={j74#j2&_
z!qNX-0hp4K!u8i*&-K?|PeMY%U#j<CVltV~>-7W$1))}}|Hp>@qxkn>U@l+2Om1%O
zpOx9MV+Zr+&;P5#z(j{?IDW@iYD;a5S>BA-=t3><N1Smz0;>^v#CYQpIrh_GtcDO0
zhxO-_;wtU?3h1xNW?EPqsu?%ZGk7Gm_F9}r)-kL)0*0@m^W}ReUmJ|L|3W4N-jBmz
zWYv+i6c!v}#^8lCR#f6&P)Ss$f`*ttYG-Rn$VlUx0WY%Y%vXH0dp!{&;z&q~MfG_Z
zq6!0=IfFS<SBpE%Lx@~MMzM_OGA}Lh4utbFczE>FNaS)HCNt%QhdI3eJ;EzvzzZUY
znEIgtx|UkGU7;mj^U$9yh89OLUB=CPA~E1_MleB=&5x}jCi}c(*qf-29YJy91>yvu
zkY2=fvX?mBUB%|AQqmPZQiUb_*fSoJ$xL<K0b<Ld7`wF-KbZ-SrwM-|s8xiJ6q<p~
z-9SX239sFYH!K82L@Y*652CIv>iUTp-IaqPPKslqp76mUY}(UM8^ETW<;1zQT&mD;
zOIs9Yn=1*jwPJOPa7Y61CFEca5TNMlLl7k<Ob*e(ay)JcJ*Pa_di1nVjZ$DBPcxC8
z=xJCrjR-r+>FMv`_E0sZ3^zx|r4ZRugr~tr*!l*n(pC!ksrWG<kw->an0n<P*PV|*
z7j5K|!2@YYnaVVC1i~#h;Y*fLH){ZqHZ90<F~#T6`{PR_RT>ba`w+&BLbz`awjMD{
zJ7nDZ;NzUX?J*WGj5f7|&CLShX124!olE7h6g+bi*&XNR(Wyh&`r&aBYL)nBMzJTn
z7EMDK>mKM&boMVnsDHS(iO@5393Rt!Oq|9+=W)K)weyI-n%r3@nBF^!2>&R)-=wER
z5Xk(zZ1lk!Sm)L8&GJX+f1;P;rwaJ$WDtX*b%YmOA}TMI!Vyls+H{V=!(`kmF2Wd@
z&c``Pboccm;m!3#-aeE23<>l&omlDNRn-c*{Ovs3*-Wo552Hv!bo?{qs{Qb&lW|A`
zC~j?FtKNe^5{RETfZc6A`bkYpQEcE+ZyJ6dIkEL=P`tc?6DKMd)sn|4u?|_#2@JYG
z=5`lh@Pkrg5WO=jtWUIXAwt2Txo;EV?WL}9D=VtLWYe^rL^f}su<R5Mm~A{-mdTWX
z!33wwrR4lEJ~&m*h;A{m0l~!O@5BAYJJbZ(Ssl0nfJS#G8>|QDr2{vVm?_l&0F>WJ
zL_t(`hKq)iB97w2hVL**yg03Dwxr!nkmS$T+0U<j%DI*=_-NuzWRftPUJpwPwoq7C
z&ECn&5xBPS$k|c~E1f(%_kKp$FVm+<BBW;r&ooWq{9zq|t$}D<K2lB;G7u5T>R`g6
zWCWumY?KrC(+jxc(Fvs0#xSotnv`2c;cU6g9&HrMg6nZ|8O4nU5h%3)c)C0AS{iU}
zUyLGX4Z^7_A^iVe3+xv7;a$ALCtxpo22s!;ymk3_&Gm?LZ$UcpaeQ4(xX<sxU3>(W
zUXP>Q!J(^73|tgV>LYs*DuRFO^8TAK+4JeM9z&~MK%eax5>YT(^@87A-{t9{S@-N8
zMdW|P<F!!R^C0q&JBbzK{I_f@KYWyD)~(^l^d2UEKZGe_H~U8W5Z4AWw#H23t?`Ts
z8qC+5-XYK@pvK>U|MWZz%3h`>PepO>CInUoO>1V-Y1Y%&m(L8hg&Y0CsBa6UqS=Sj
z-;Y{h9f2+@T6Z)GM*|7TQnF`6B1@TzD0Uuw@7{~+#91WELlFub`22!V1y4laAB`}g
zKaMM}A|LezZk$+KcOVeTQN=7oto)NRj>T~mi=zmy&qkR4n!ib~biJXM%Oyp$w70Tk
z{xYNz>0d18^Z9sYR4$r|UQXSZ$7d@ZK)vG~zB5K){=|vcCnRdwaMBX`Fe;5~{q#Fb
z`cyoLLz!laWS6{*@gaKJ&lV6IABs@mMbYKtid4sy5D5{!g^VdTu`9_!aFdgLADkq;
zdOq$>H(mC#^pzWMNs~|qXqkIw5N}O;=l9_S{MS%kUQTv)Hgo38Vf*&&e~&KySNQjV
zpx=D+O&)yk!9Oc=_uY5%;fEhGc<^BI^YedGyGEmt!4UymZ0n_R<L9)T|C#L74tD1(
z<^lg(@piS+v;Il;oNgjED1<~yJFQwXN|%rTO91WSP|8~Rn6P*VQSKVL1dRwLEJeDz
z5nJtk9QRD%%#}Xc_g*E;r$!q!1iM<sX~SijI%~0nDd|WGq%+FFysR0NN{cww??>J@
zY{2ZZus|`LbB9lJApal(QwJb-3Ap^@cKme)LKPvnMLw3@@i^&ory-Hc`O@$MMz4u`
zgKqib7%Mo<d46IJ4{^kl&mqSyRs~OHsAmdIx@U;fzJOTtORO)W?F>5ePsD1Ur$JcG
z4$Cg8jSi&tFhsTt)>uoZkj8RC?j+gY$(Gi9)Z$R&QZ=!DUi@l}lvspJ4j9UYrY2&A
z;T*eqgk_t8i0CyF9Gr;V(SzP}7KzY>T`IvAoQ_g0Kx<PVrUa>fH0psX5FW}WXwWdU
zR;bmK@s0Rf@B^(Tf(0W2c<)OC_ey6_v-KN<q5!<k3_2Ae`udGvNNNhsHW!)0ZOD{f
z`h;Futy*kO1rDhbP5VjopBB<4=)h0jO`c*L?u6+Sa*~#gI$n7x3img?e7#0ST%<qk
zrZTSUOr+<7tEiN<JR2Fsxa9*_)c7q`W*N8r+{3`xN+P`?o@!Df5!KRWo{llyh-a<>
zKgme0YMV*5^dn*KPN;0aDOcmvs;O`fX6>OLP_7DM&O=?y%38_A+9tO5xOr@)2gT(K
z&QyjG^LQtR-GOxKwM;D#AvI+%bYl#A-Z_f4HJt0m^dVR>2y>`Eva8>7cy$W0*-dO~
zOTq1DW|(XTt!~&B6~wxw0|?*r16RWW5Ur1=c2pwqRZX-#+{%ScD+d?7h2g>1xwlw|
zJV3(emM-Y3VdT`otm@oGKzSg~j5v>35YCEzQZigBKDIeHwZ*`^c>>PJ*RbEOKlcl_
zkb2(+TJv|)bF>4GeJr1eG_)yCU=M6U(HBLHTTYHPj%q^>VplUMvcojnkFeI4#fN9_
zVZfocP)}II5xIm>J<XUj26P=OxGZibxVN3V!nSabTq>e_5gzrU@+JfC_YY!xTOZE2
zShS;V<x=ze++F=MKhHgdr{q4~X>6v6bRI0cME{5P;{0GOS7trN=J(%WK#PY?K^+5S
zJq&wyCz_N29I_X2##zcT)gaD_K4rP@RchTG9O)}yPwP39qG&!$xq%2-;GeBAKU96k
ziI!um$?_lyevmLhC>!gq@?QR7Hji0KT7W+bzn@8`E}mQFJWR5sn`(=Sg0?0qyJQ&3
zYKRa=;V6}mm4AgSr<V++n&`M(lvV@rH)PT{sDy8y+sJfXJh5_!7^uZMD3h0up60d1
z18{fmLYQ|Q(oqlMsxHI$;fr`2POzDgXF8FlCnE2TgxoO@7zW3G#5Zv<w$jHDhfc*?
za}??95AoT0v2B_Q^&W(gL-9rQ!%<#|C^V9S<J-Yc&6sEJMUuYizq!)?*Yuiq<Mgy4
z76zeJFZ`=TiN$e+9@F>4YM(;@nm}d0@E@GyIt(A9lI7y382;b3&*$^;Ox{qwnA*U=
zf>4~Y1ZGt!Q7A3wUYLMxdl_m|6Bk@9gmsIs-`S6Dbq7+R42R8uLD$PoKXzkimQk84
zL>jDSnsPLT=5q|3bt`FFBcih7=thSk8g&~H%HjAt4vgDpBepsb#SFofzaPubEy!nS
zQOtb_Y1+bHoqcrG{)AUojBLnr|H(-H@fgd?*gSJQ@~q+P%J%W_)Rl|~kLB)-n=l;o
zGO*4?pxuMsSA$R@A!fpC_ICzAqK$E<1pJUzh3N4F?BBIA!|5Y9GlqjvLM#WREZS4S
zA(aYQZ#$<SaNy_=z<Dz!RV!ju66wh)JapSU6j?5cJ(s!5@3w!u0NlKJ^KWj{<MD9v
z<ViMd+Jv8<AANm&|7`<*5B!_JOG-+jw6yeBpMkr(yGcz=#b7Y})v4gxW=0b7`9-v8
z8JvIrbISI7K=*@wtm*e1wf8Qgu++rx*&0GyC2YGsiHISyn6I9O<IEw<-+hkB<m7BY
z3l^u7ut+ztP63v%KpFy+V2mPp<wU+7afC(c8N@iw603cdXX>^vC2$aRb+7YNg@Hh2
z6vs_xi4FB*ZvWNzDg3!T@cKX6X||bZ=xAVf#V$_UPOvCpDW~dB^4Yu%e>^JiZ@i`Z
zgaDBrH*1#tadGUSnU8HRaK5jdSHd17TQC*@0_@IOS`F{uCm)8#Yrx|*5gGU(LV*-7
zUcTU7Mmp}}S>1<(I}^z<_>t^&V-RXs@9se$krN>F$L=xF-|b_zw~L<~3QqLdNm1rf
z(p!MmspRs7PUe4RK^3YZNuCPcI8NCL7_xXcedmgZ>I*?64#j78V3ikQXg`K;@+x8q
zy9v)6PJm2AXo?e0xQw3Uc3%8wHzVaqsCFHuK^{SpdkD3jK6GJ0Or0`^u0{wRZ6Q1?
zh<1m8AWIMuuN|+)4PF;Yw~*G-4k~tR$0z9{K%plr>Uzq8ln8syAdZxge6xkzPYf6q
zM&Os1O<zPM=dGm-TJ0t_q?Q*Vl9)axj!89}x$%&k#&{uLg^5UP>O%F#Wkdmq^qoIT
zr|VPNlTry5_9ry|F#5<C!qO+AQTL-_{XN`w_B2&mJ-5uimB5AH5jt`lO{e=f<r5RM
z&YuSlk6=%Mor;_F_y+bO__`mHZ7PV#BwJO&uG%0LKi$o7T|aX7UFK|%n(;$wx%%xC
zBI=s>C`pD~?xY~;6kCftJTokZSC&j9HB61+?Pu9!?14SGM6Z?8a-fedrxx+yu+<C?
z%;xBd$M~={n_EWt)Ar*D#$}nfS9_7ft~AC*HX*m`d1m1}j_R(^r0R$EvVdL3+X!14
zjw`}Vv#yWCkVFQ|TT9HAcj*dTN^wmHdjcGE_=-r3OhDJuK#{S8QGxB$c&>1_#!H-L
z6?gAcGwi1$xE(&)GWrv$S2Hf8n0>8*1c(Q4F~~%)u?nrsO5dzb(zc7RN4ThJm69;h
z&a?Ap^0TytjQSQ*bLX;6@DYcNGM*cliGN8uH|t6Wyej0y$QZP~1f;X>;80~Pr;i*Y
z<We<fU8Ot|5RT^2XZa|tgEh)Ad~A7(QN9&ug<;g#+IX|^M@9zZ@nYf<0>sKcTVKj`
zW!!c8c5a?9mo%3Sq5ope=&N|)$SFodhof?rQ(9Ys%rS^5L;It*4@BQwMMrlh9<LX3
zqaBAkkO*@u{>O_*XzC_g?nivgIHa}~67zzoSzt%-%yt3-1;iwRcx)K9zFyjOZc;N-
z@lt?K;zqt=H(s-qu3Khf@M%#GABDN_B7sU9Qh5QIC-x%hb3jKUzQI#)Tz(3HBnn?g
zHL|&%fl!S7)5owLKZM)biO64#Bs~Y&&=E8o`jPxSZ7h6u9Eyow{7rU>{+{$%Pta@G
zNp#Q?NJPQ-d_D};eHd-${^+&;KjFlu8~9+`yHuxl($6@GZlw=@m6|+f80o1oyt?x(
zCbk8#XR3ow9{hq~;lmLK1T>qP`M&a7c3=5{Rl6G?Dx2{uULznZ9Ft}PQ2`Gk7HM!<
z+t6)YiKbD5bjcHl(gx%6d9ajj#QVeRIEr-$Qse|Ydk(Ss*BLv!mUiq%Z$>d=Cj!x5
z-hKN$abVs|N>3KC=*%(JpZ<#KmKr=BH!TfTLd*S`=4awUMK?Cm$ubIv@rY<tXi(fd
zgpi+%G$}jTd0Q#U=q&t9(JbzaA^iQb6k3&3x$5ww`M4BUh~iQbqHGN@)1pb96^2`B
zq{H1wlq8ZCw~nphFaP5Opin6Mt0$Mw=OZ&SldD&+{<n<#z0lIqLV9{S7K?@X^XIdE
z{d&T}!l<jOW7VovoH=ub=;&yws;Yi-{6nMB$m3bTJT@Q&^}X*AFkvFy6@~15bQK1j
zopgtctOqiX9e42Yov92=nZ-=?#9y`HC_Ib(=q^es_F>gU;EB$_6H~$P#qXg_NCn_i
z&jXz6^zu>geY6?gz%B^ozPdtIN6%w~b{2PCdLGOT)YjM1W$j^E_EH`h`Z&>k(fE8m
zD)p7Tc;Q*%{Nf1{Mo`pN$fxr@M=JjF3GDOv_{8uvEv`164tW3x623R>;;i)|FNZ#k
z`agX7aCv%gx?Ax1+^A#&fA#x1%;zLB0IesPyY=r8Y11&b(?W$LjX<n;J#LgDDRQ3#
ze|IyNWMPyG{3+?Zh}#rFk6DOD)P%-i#`S?eX~n&C^pm4e4kfEWOs~BjXI37^gO6cU
zH89d~KmN^r=%cogwr4+<;S)({5EGp|8lgX2v{!Jlx1Q^j{pmgZ8Fg}h1~7|?zH({;
zG^9<Ohq_Np<icjOS`T)F#JT*DNW}Do1aVaFKxlTN*C_}$$*{h6fX<#0Vx$d(3Bynh
zy_N045~P(SES!{t=O!&-ZxmBJOhx^IIO4<sRQ_DR?OV$z3GQU%uuLikYVa@mhP!uq
z_&m<S{z=iSUU?j~ID{T&EvE7hF<%NKGE#$G(noVjCvNj-<OUzdc7MZ%#|v5Y`YeW@
z45aD9V`TWH@pGq)GP#gP-tout$#Bk8x%v5qZr+UVqV~tp$Sgq&=-<OeaUg1wii9=i
z=(5b<{?Xysp7@w&Vuo<*q-@%k7gIQ^jRWmI29NYH<jhs_7S89%QXStsG#Q`QgLTg~
zj(?EP$=+xNk7&mjW@odag?%@_#N|I6WYabaiyoOm;r(AQCSK2xcqhd{)x;L2F)#c)
z^^;SWD{xVo@G=7~{>UHB$I~3`VBN$5S~FMR-1!Bcrw+lS>*n#^5D?DdurHQkzY5wN
z8yFuNO_A;($?9Al&>E13PvP^Q&T*oAA-PA_(H1lsKj|Q(2?6Nw(qpYBu*HH}>QAcw
z9u9O*#2rw@*hLa#KTA1bH&7ey;HGK0Jm4@=GkrK$E4MLTlf+uj*UU&;#H6Sp=#D(Y
z+wxR~oI1e3+*?R>Dv_>ymZx5OoD=GE%s&ypm68Hh3=Zb>ypf#C7BO8tkpN*J9nN0%
zcAwzkxTVYq8TKEiAOQ7!Elk)sn`o&TlfD@QGE6QhU3Lp<v4(MxsVvJ`PJWXfncAO=
zW(Ur8A?boDlyWo2N`jy-nEAS9>JJzZn5^^@2NImzk1&gm7_E(l<PQ8VT*jK}q&~<W
zO<)y5nS!Jgh>P$?Xtg1bh9mB`0#V{*x>rp?*V#(DDjL;*(WKq92Ge(6BR;noWv&zd
zXDUD-#Bu6=1hO!^Rp*c|{Q;jqit*m*xO&Y5yto0O#*Y2m6G&s1(o#^%f#<(t@r&UE
zF58bl^5>sce~;K*4YV6R0KkVEwQK+(e#`%CSMa}s+v(()yrFEI-N2K=>$qa`vi7!z
zY3gj|>8IB)COnZdy;Xd<^#n<QNq?~oYgHxfcdkH+1JS^-m}9zexon7v{PD~*5*Rgu
z@XWcmw!MY7vmS&Za67RH!?B((B<!<yaTUFceB!1*evbEfJ=hN}MLOg;L_wMV<8l6P
zU@0wS=hB(f^$1y8bs44KF9OVKH1Pf82^^^Q&@v*D!3k+tgo&8<)RC!kBXxObigBWl
z<PdHV;*|8E5P(!~ro$=Xu-s0LMaS96`G~59lQ}M%H(yvyy{w+Mb)PZLZvsiu1e8J<
zkv0vn0g=BC0r*!nED$hl+B9B&{dKak{_BIXzjt=++Qs6<i*Yy{2m}KB{r&&Avl$Q&
zz@bBjev|XZzhN{Q*_s#0!kcDcvuo(B>_MnfA&YNBZK<VqRyxwnJse#VM^;igQ9?ET
z%CY#%NBnA`Xr`1R_A!@-Xx6<zka`{}*`E#&mvEGgy4@^MUe6GDf81U@X1AWNJ1=tH
zaE0fS@8q!jbxybYxKD5cPab-lCQ~EYKrI2P01^X|7#%v6U8Ot82+82Fu}}P$F9OFb
zXZYT@3m-o6<k{R7u<|d4FZj>U)6RZAWEn5g?C$1E>p|ul#FSd~bc(~!cmwG6S-IjV
z=Mlt2B`;<}*Ku0<{JEm5pwHk!;R!?F(PQZRmVVETBgACq+&~K!ztM!X1>!Q7Fez>v
z7O{<k;`4-9V~BFZQW2EToKr`s50a8%jlvn9N1iMJiONnz;kyU}qfzyZp~<YHMJh%g
zt0gyjI9<!PGJ8xl+r)Bi3%HMgiX04GW?G6G@tV!l$wkx%rIa{a_^KfOsc-0!Nr~~D
zCN=OnE~lsCl9iFxXlCT_5H5}o;%w|DX@5OlnHp!HKU=W#Mo$@KF^y#R8$e%xo=rbr
z;wQO)M`xvB7&4flG1+JxYQ*hT$ZLeS>_yn)rsFf0b4Sk!syl0Nor5r~iox?oGwY>B
zyiFdEr}J~C3ujay&ra8J;^z>~JETN^sYP=tn3#Qiv<M;zn7@y$RXK!=Xradu%J(<T
zL0I}D0(T&tyNt|>5OM#;NWwxZ_*fB6d{_@BBCFY36~OzGhBGERl1aJ0ocFPGw(#BL
zZy~ac9#b-kb%7X-2f2Ido1B^b7>867h;uiQ(B6qkTF0ZQ#l*D_W1Z+cebcka3D3q^
z>!YGJo)fl2Vho?LV$*X7FT9E_bOt+%zhljv+c19i94(q$ymdJoP{m>n(o^WXorlNX
z%b@!0^y))!)zooa`AViA`5A$=n+{<Pj=V|SuU<#Rm0=hh8iHlP=p0T$gl90x!s#{I
zkST1S5D*|xv(2sJLY9+F_ua|VE2pU%nL$<MPLjj)++%F!^<g8)3Amr){S#>NyPLq%
zuORJ`^U1J&w8)(pws$an`7ADN`<{T)7N(@Q*f}+rniv%VsRDIS821mjg+xU(Iif72
zf<L{8IXy0(xbQLS&%R2OTEn=MaU^LhsFhRMZD_^b7sPjC7Za}Z<8XBm-xMFm8JS0U
zaXGg}^&xWV*ttPOMm6+{FtW2R5wE_Bkvb9L&~P%v0oYB2cw$9pJ8I}ivk-gh9Spf{
z0V1&&=bn2J#f?IkGzoXfH()a&8TBaoH52KoYT&FdgRu|aj^+4vE*>mq>4~HCy#Efe
zf-g``(jtn}AP%2|x8^*uxt}0VMbLZ07{sYr_&@y_g8%;+<S{i<``$uMY;I=$v%?9R
z^(I39|K3^ke<VJi2d~eDNcgusBY$-Lr>y_+JuVM#<(cruI9peP)6_t(q#gf5ea!jx
zeHIM*bLWTuh^@R7^G};W--^Rff*>;%$5<`0i$gISIz;%*Hxo2%IzEq^u8kXTe*F&N
z-yB35n}A1m1;^<J5yehH6qtdt<U=Hxw<1Zp?r%EQzc*z!-ayIuV_fn2Gxq&g2+{^q
zdczGgx)mf~<K&#{sOjqEr8n1LDE6}Hj;~4639$yq3F~XaqZJ~tXi?ei<Yx$JZVIPg
zZyjxOYcbe!NeGDN-OujiL;Xg&JUZ5C@5N8_r{9CoXhfsY{Nn}SZ^2+NaPi_r-gx5;
z4j(?u+_`hvwr$&AEgpZbl$4b4$}6vM{P=NnIvwHR;Y^!0jdknR5gYrTC#e397>!02
z#|E?cww3rN2K@3zp$K0`9im&_;L>X|X`hkEfRT3*D$7J9RAaCn#%McDRNz|Vl3!9K
zZRTO-@hD#FW$dn6!Zo-3svi$-K6KwrMNc3fg}?G=c33fTN6#A8C?8~`@)sBRCPNdS
z7ktXq&Z~I59#Vr-Su^BzQnV?5{YCp9u$@;K!aSl#=L7Rj@<dT68@?ks<zedW=eX*u
zz^~oTX{VC`k=cw37{E5ecU<irK)t?|(v~J(9<ZDPO+EC~)S-Q>6oK4}KxU^WC>@1a
zLl1QXW=~|KOhbLB4qJ-`u~$KPKRwrP+(C!C2)Rsyz-Gl`(;*$S7)809K1mp6eL3Ya
zH`yZ>GW^XeWW?q0K;JXmq`HH->R-p4a@brnUTVeE)`iRC#v~Au|4IivR}T`a4MAwk
zCpPmDzKLwY)mYA2|8P`sGU5Vdh@~EEO`X{4yZ9kU#wdR!3Eh|QWVNCSiQv$*G~Rmg
z5QgL)ZXKM&!^@A;Tk$QP%1%6zOQ<q#;}4%bNLhrH_HHB7Qy232=Udsh@k#n$kaOX+
zPZ2u<IOmF_UgySdNFw(|i`lnd%b{2gADx@YyVL3zYY<VB)50f#62?^q)3w~rxWqHu
zoVXJA<?VD2yp7gxKBi6=!ev)DGk*5tiwqM|jR)1B6D&RvMds?sTz|Bgo$IC}774Mm
z?!?$-VA~=yrU{pbD9&c*jn%v~GM(=~YQcIom@)T_r255eq&m8IKmG)dO!DK%hD2_;
zUc{cB90HED;EJC_bDJ5h_cGxc3FD@XM6)=8-lN~}YNC|ahCP6I!&kHg&86P!&kwp@
zq@f`Um7ipCLN|dG2Bx0PAkXcG^t)$hlup4HmCgOr%y{;;@}A2;a9}W#`b7A;duUfA
zqZ=2-vHUKqGi}5<8i;F>l6BF-{<uCag$j6YS|Ag;1)R8P1_}GV;>vIb>l=&NIj@NJ
z*1gnUc@e+nEUdK#vNO`SW4sM}VLheamSMi7AB*b4@x642ami5k;+=?-{i$fVN@ZIq
zW0NKjksQxpuZJK<9ReTRe7uQE^#{0V#1dBJj-#J)8dbX2c)x2ng$;GQF*KF2A=BtI
z=~@2WYm6H?mmL?{SsY_ztYI%-tkvKj=pbEQ#+9C6yq$Ui+#vM{2?*ArG^>b=3Blfd
zl{#@JQNxC^;L8t?`Tg?1@_AgiPQHRyUynekMLg(!tgqfe$AvnMyAoNv^$RpHzl1hv
zUjH&jKHkRC(<f+o<UZ8Rr%{gyLXw(=bn+{B`s^4UT!Jh;72otbFy-fCEicEV*Hc<r
zk3}eD?xsHwn3MOvx+eWI;PrTTvfm)C-X26ndjScaKr#bTv2LwFJZB^yKKIpM-KNj$
z#aQqi&L4Lo35r9xcs1R7_hZV>$7eR8akUZr<`+oQ`u)2)9y~3F@$_6qnswW+ytw~a
zuvS%3_2gqz7Z=dx)!;GPh{{W*$!KNbr11=R?m5n$zrqtQf5c<!ml3Lq;*~}3lin@F
zoRi8`nGvj4v3r71G{%r*EFpA_hgwlGwgML~|9lg#8s2BI|7@nKC;VCe|5O6--!p60
zEcWf&$ICCj%%hJ!`uFJKpPGNWu|3~?j-cQqs#)_8N5mkANJanD?I;)B#Nm-8gc8qC
z{^V`u_Vm)+`yzp=nY1dzGz+dW&NY)Z!@DE|zxfwGBkboxj&!$kga1mhW$C~A-}m-U
zIM{cY4Pop5?qmLI>7$cfyv_BzhTZ4naq}CD*UO1_2eBo{&0<?PaaKE`*cp7(c9>F2
zD_W@(tNkQy=F!yM#ntvE{xEVp*~)74yVBY4;2xUdC3vD;gp_FrHOuh1nh|>?keWnv
zN-h?s6cm9JkKe-lO=GaOoTn{52AN2X|J7FX@^HLuSE%sQqKWWl!VfNjqvHA0_#<P2
zVz@`~|32XC^Z76uoHW(-QGMP>;o6UA4vr_MZ!b}@Y})f?Vp28H*51r~RUpTcMO0*k
zGb1(`kIuq?O+Ro%VCT93AH9N3;%CGmm0GzypqIKYD{#ekas8CRT<;o;P||}TM#;MR
z8ZOsgV0Hfqj57}9`uASv?!|MNr;wuA)WDYJS~4>xapF=JJ$4!132OQ&Wq9@_p?oxn
zu4(5;y>TE-DkbfU_hYCXL8#fEOa1DJ9rz;=+t=do%c7~PgZpNDMZ|%4Zp?}0zW0LZ
z8*r9Qfw9B{n9$M5ht*Q{ubPh2?PX<N2Tpwv{%H^L;fpV0KOmte+Qk5ej%SD0vLbCE
zNw1uyEp0CK#>-@$s=}b^ApG-0x?gL;Td2mJ>Br*SWOkg$BkitKEE~>ITloR2x4w^e
zXER~*oSYD}@J9Oq?h2WK_EIeZ_d>i{H?3Y5p?O*&^7r#uR~%>C6%0LFfw--RR&gp>
z&rM|3*E=Y8<ng(sn!ClJIAv)h`oB$8!)nfkD-i|sa6o9~!v{L}?28^IntWIa1)R$@
zk}p%Uew>O)A`RR7dFXE};ZSNM#kzLh8^4u~;ukn!I7VhkD;<?4J{qn?mXkrnIT0yc
zGIl<_g|f|G^37vU5s@Ti=N*Y`n6ZHfzX*P;{(;S9pAexo;Zmh>xZo5{pO=@WKEr@0
z1$pX4oaoxi3+3&|UH*JJd=7dJqa}~qwr*nah*^AHVL+_6vmxyWZ(rAdP^M@0@>o6<
ztf29Siww26i8lx_^v`B=j}(od6PM&N-GVxXZFv*3!OGEfFEIc4JMaq&Mi3s4Kog2j
z-+|}iK3u1_V=ULPx75vy?=}*i`|B@3WzVgp=Ij+_?L9!#y2lWg97U0yg(xH(SIK#V
zGAA8|2>gc+$8Xqhnj1SP{Aw$CD;JTw@~?No_`k&2Z@=T~*I&l)U?LsvRuYecqsGRk
zM=qj}{m;_0I!g+${ICI^*$4swKDP`1yPramn*Fyi{&z;>i!WeQ%DGrljJ~}czy8A+
zdi65>w*H7v{!8?O(yO)Hz3xpO{dfsc#sr>S@je-~PK1%M^ae&C_1W-it0ZGo3TG01
z=r8v$;PFVR<EnTjWG&(1kiXdXKdk^fbLI@AM~@~gEsgT>^1nwH|J3~Z8>{GQ!T9bo
zznrBI2=Kf0L8Sc#;l;~t-X@T6MzaC|zbtrOpOa?OCp0;JCRR8M0Ybtxw;>gW|HZy^
zwD6N_J*B;3-VOVcII((d%<H(0ufo0{O!SxQ{-fE$djt_lFmasneM^*M1qwqW$vy4J
zl#v7_%=?v>S*Np)Z@X`y)D?x-HkguzI$BLW(nI422@GWTnMMj9Ys4KMMs;2@USk#!
zZJ8M5tps&kA*$CzZ)hT@WAF=1;aE&D(`<=^cABVeD<)8ugkQG_J60MzP551Kqwte4
zSkWJ!UlG@d)}kToH;?b_A$w@Kya##4Z2T&pCNE(fpG4ak6Xd47zMCo9Si-G(+T;B(
zj}Ir&qNeoYj|oW(Bhg+@LxPZ$;gJOCyI3de=G5LQtlB<qN{FFfPy`aA0i{??Twn~F
z>uUL~sDf1yajXiBLsag=uq2!xUObK^V=#(RA5B&->V9(KV^Z+!({S^pB|P`kS!R_8
z`994`_b?ItFS!xNco>}5K~13)kH49)7%ve<C2y3E=7H3Ml=o#II~q-_ua@;{De`bR
z3s#9y{^2-77l*JsU&zPTbrU<_5d;DeE#2Sn_L2@#Qrb{l9Z1}e<E%?_A^OqD;I1qR
z0^1n9x`&Kg<upft&<{MFo#YLVr?GlGrr8s@KCqAA8>0Al<{Oy1D;ctIE&ZbOgofqQ
zJ^vPt)*fMMQxIyr)Lx0l7o|qrc>uFY&FZsCZVJ-S_SwT2r1NOau<*g4Ayn+?;4MWN
zlO0kNsYA$CbRg;IV7F~P+3i<xjTW+@*o5pRDQl<I@WNw8mRQ1ZceHU}td*KpIiIIk
z8F9mHw48a5su?P3jD75GGBG=04!ISdlW#RM*x*52>*4E#OKFM=qW||M#*doFgfWvj
z`_>~|-0%av0sdTAtwyVgVRG^`TJ`(LZ||YqYK4FVwoV+5MIhvSnUZrw^;Ed~STcSA
zcjk>nC=k$Y?quHAkMQWkJK3YRb0NQt?}vBu)1n>JdIUW1*&O~*7)SBeMn-hhl4<Z`
zPl!LaYs2yD@(`I}#8iJ8UR*%##4$LxynwFD%%T1DEP7xTB7HMHLl=U8FoekiF&#cm
z;qh{WQ|B@1<tP8*?|;|K>7?exk^a)hbZ^^+e(!E1J(Z{xeF#^)Lg2I+7@Aty|HyMh
z4$Ni5eQS`a{@m&18h_5=&pzkpSKlBYID}@6i#z}D5d+f){>|F=T1*JU5(F~&->l8w
zBOZ%|ij^yfd-gdLNl8@Raue~-K94dZ<5%S_7gh1VOK<b~7q_G74dJo7J|d@EjIg;6
ziBihQN2l>gX(9chqd0HOXU;>zxKXqCKRq7xPb&cRdOcdL7MV=;$Na(9_!GbN#`^Ga
zj4v_L%_LT%CJ+-kw(<hAy?5a6RUs2c|3B;h8=H8DK7ASzq}&mB13sURbv-YkRCVyA
z@`JzS(Eg@4uu#G=O!Sb&SVH;btdG~@L?9IZ#q>%$-H+q!D4|p{1BI!J56{#PA2^g=
zn}-CAl7#w7dY*EDCkjij2cb(zs4)_iSAtE|fx52-t2U2Tj{%$0icji8uF{b0N=9y1
z;c3}LS-hHI%VW_zozKm@hk;HG@d-=#>%top{LsfwE1$wXWHfQrMYxTpiO+nI=c8Jf
zJV1@Hq=xj^Yz8&j2+?(OW<?k!jcv@@U5sCRBq6pEn#M+uo*s<L?WVH0oX;<nQsuN@
z6M2!#MF@QYjAjQ}k|1u<CNNN`#oOoOlNo+&Q?{`D;cCuiWizP8AEQUg<cx3*=>v&v
zRx{@K1d3Lc6A~=shbc95>f;z!7EA3+c*Y;P_xSJ&s>kJ)^4-*W@~Xqx)f30t=3+jL
z7|!@_IysYCN5_Cza)J^$<~+x12OFrkH;*ID{=9O-NPIpYwz5rp_+>G{`B6wF=uqz0
z(l9HZ%~cV+<_zP9N&&Sml`#FC9yBGvoSWe0h32z-P<<WI>BDf(n#L-*kxFF<`5QXv
z%U{Cu54RvXZX{`11A)U5AtevIUMMKXbGa5{XD=Q{HP<(fBur~ZvAcr6ri;|6(z$=_
zT!cTKrbpz@H*Li%l_et^K8vXO2f3<xgkDDg#+F*bF>+3BVOP4BpFYlG-{zm_IpHAm
zgcC)Kor^bzQ**+=wiqkgm2+um*@$&qBB_3Na<-$I6jc<;i)(1rSt%4{lX31cn#@6@
z$4}t)?|1O}YoBsTx|O`2f28vL22LA941IG7=J)~NK0spBb39bAky%O8==<pyg8j$w
zg{m<|sF~ohVk)<ix?nK{IbrOryUdMa#*^=HaIp~PE4z_A{{>h2LK*$$Fpg9wQhLJ0
zuydyv;PPija4;()BZz8)uqX$vj)PPTk7D6F_u_c}4y3offhazk`V(il_~~Y@+w=h<
zu^3NJC&ss*q`k$+nX6sgbp8Nh>0kExbXu%@HF5%Tr)cpXI|py+8BqBnTm2>ishpyX
z-%_@7A2Z&5fuO{=zjpcfKTmmaA=S0z%$m3SU*;&*KLUG0107#(#B}~VanC=G|B#`7
zvE0D}7kKT*jePvUBS?GHyt82^`aU!Nrm`l@Oyjfnw)6H^cQII#_h0t=Pb&axYHCPL
zO(irml#Y&$zegAU)cmzKwuS=E@&it6s0d&ri~p)<@mDy4+1E?H-awnHlTJ@J@k#|t
z0%nrQ|18S-?~P0BqfLJZr?rN3aWn<)F+6bkD^z|Vgld!sttz@&t>kQwA?j5iPKzXB
zejpu3{1B9=iR<XX&tA;H)l2EVDns98$LkT$?XV+i_?g(72a&(`BA-+}$7SJuiaCf6
zAJe#tNK*eQTOC#}uMPMPbIW<;GwvYd@TWK&7x9l<$PSr-xDYeql5=?EQbZyF1Kj?^
z4V}b#M=Lj1cM{h>6=8QFf@D9GQ_{)bdzs61)%bb*$eA#mB)bDq(N*ML0j?M=m2n~}
zqJrtC5Yrg1q1M!l-?DvlUO$PDqXJAWG1G>Ia_Ed4xmSu}iioVjI4);c>71gbw5FG#
z=6Hrq2*vMvBk|dlcswmAMKVmCgNc10m<Qf4ad+5pwusUhv_(bntmF7<BC*HyXVh#B
zC3}u?o2#9B0@HYEZZdIgI}nCvaap;K=blbsu}y^`RKbMyLLNx-U~7b7#o=5Yr$Z55
z%e>7#B8DU*IMjpDKb`_rFoQ=8Kwck%zRO3#L?!t<Kf}>o#gdn9raM2Jyy3f0tbXK|
zU3P%p9;{p5<Cf}qbm(gccMl@zrxiG4E2#0S=jqXl={a4_nIJFP#sVVle-3L?C%JX6
zV3Dk**XYL?n*>!~1-X7^4thFSn$begM1MZqY9PU>Mp0`*qOr04{#XL{*74Yq$t3n2
z=jNg9To)e2^q4pK(e)mOsv3B@tQ<jmFB`{Rhw_CIZd<v4-pX^lymudO&Xpj_nu~4E
zB`(SQIk2~c#84H@qlRIUDhRsTPJ&KA*vtTajt?VEBV}a})C;nB|IBVA=Ud1u=_O|I
zSnQ*RP-K$Q_RW4K7oDNgl*zHFVGK=);X+9aNjnP|<q@+tYyd&3YL=5nkVA)1eTZ(4
zknsoK#Pz{yWcPiBFeDmR#T6U{rzqQVgvyderi@KO;^&7cIGH^ke$TRFy9tbs`A_FS
zcX>5G-}4yr?wy5Z<Wz*(NUXYE4nFoGnz(4jK7Jp<|0AhKukp{%hR=4hwQ?U1JhPao
ze&gsfS#S&8Y_sg<yESKc|Lup#N=*DsZT-^<z|TMboHc9KuzdM)zW(~_zegAU)ckjE
ztOqwD{`znMZd`o9eca@GhjK?98L||<5<J8z-uSbWZ2#;S=;V;^Q%<zEGh7zK3hm=K
zJr3?Fc#=aM4TPyRjExUtO2i^Q{Bb7%>m8_UL1c~Z&#VUqvgL<*DmOP1U3nT;Xa=IB
zbo@M4tmPNTUOkY*KV4wW`%4%&CGBrw?~bS2IseLwDCRCk+2}^qcnG=FgIB3!zg$9E
z++^C?FX8m}BP3Bp*0IgBc#KGfjbu)_j-mxgDDn@}SJXgmRx&whsr0q9vM;}coUucw
zS~iRj|9I*}MmC$yF;<(#J!!L17oFm%pLY?ywFcAR93+)e>_&(kpNZ^@h!UBAfJ{He
zcSf@%tDEldG~&9<bjNh_OhXvwBK=5DImXW^)g*din13h-2BveQse%(05!ZJ%akMIp
zB#WNienK7`cb*TgOvZn{o9nmNARF%H*(y7m7bhZ=sA&;z<-T27#<T?C%=V!CTEmio
zhv{D~W^ss%>XSLtJzT-f>l>MQ(;QB(cao_(MYCfRg(fRukqepeaVG7j`?y+aqx<Xm
zL{I#Zk<qPG`6n`W_7#Mq=Ydg&^T+kv*FFblTQfpc4ywIhpsp*YG&GNedC5dIc#un4
z*xcUA;9Nh#mpx7NS8Ea5wHTDc3F_&h$0y-JkDXxw^%V3(aAJ&!C)`GKVJ7lRY}haP
z7@+mhm*U{lXfgL#tW2EOA3=hJht-#<c6&&aWpYcz5=u?&B$j{9h_ZZq>2s*Oe3Fzn
zAzO4|v>ff_#pm8*)A1t=IKQ9bMdR4LXB&4$s@PzO=7n3<;g%lZ`ARR#GG>x$D&Vzh
z8xoP2WrN0}>N&(EMK;ktAE5GFEsZrD^ve;`U7E`enTgCwZ=j>iiEeiYlk_G|1@%V|
z)ySgWY(gD<xZ<ktZ)!w(_X8vtp2IbG6+K7KBCffJNGd@&YYG0d=Tm>NgyXM$fJ^{}
ziYk^K-cD%0-xl(tr?Q5fcRWJWz+6O932m2382{v2Vn+=AuPa~U8ox8X-*klU&+aE^
z9mu6p^c^O6E08rS=P`C_|KHrsKcxUXbLI^5=FLMQk#OO{1!7|U^Ebf%i~PNB>|dgs
z)0A?Y>sZH8zCeV8as2%v=l>(wz&%8o=kvYeJTC{_Mx;oK9W&p1pJ!XWn`mzqmmKvx
z6}gb<fw`2PtmM1r_t0K%=GJ!>GHgyJh39)X{O~qx6-`LBO8PAwOt-~K#rY=QIDOyW
z%+`(y2k%YUfY@G#a^YQs>^YBBttZSaA|^1ClNvY^EkRgTK(=-ueuF~D+3^JzEa$;w
zAj&1AZAcV_GlH0^NF`R_Pmns6lhPXW?|x1DH`9psXi3V~qD@Z36B>lZX+h)=u;u!P
z8LrgQ(G!Hu>P71I=gg1{ZY%;<pa@%FBwD49bE#siDi?$EBbl1m$1ZIcspDF>Y;Iv#
zTr(H_L_8u}L)R<yDA$O&eWQkF)dzT85ySEy139`%NU6P!hZV5>yn;E&r%5k~<)f?s
zrVb5dXuKch<~>|3?c%e_SZ;2LLbtRF%LWObs4g*dwT8w=gUA>Sr)qcbf@K=+ND*=3
z^IViXg7;(rr^O<kx@j=24K|8<GicUt#ZgvH`rLO2@OIN0?azd$Jye-geAzt)KWiV|
zerD!GDrk86UOcMnsa7{|+kk}#3op?e=A^6Q63YvoMEYeRrW5aSVd{QN%^otFb`z^B
zq}-Um8F4r{_BzDgRyIBx$x}1qd138E{M1SY?=lhRFj9S;h+TD7uFnnNhD<x&r4P|=
z{+L+pb6hm{@Kx7o{6ajuXv)O?^Bq{zr}MMKMRe*gn)Y^5z4If6J^CE|o_>qKmD4#H
zT*FJdF0x^)hQQ2Wyx1AR#H1PYGoR<4^A)@}eKo}bCt`t+IZ7E){bfu&jT|UC%|+#G
z(s$^%91uXY?>LjRot(e8lEH<=APc2yU;^RQ%}nxy<Bk;**trwY!09A}eMMKR1jW#C
z$STjExb7wdv8m_}9>jDpAA};@RvUgp1`~DnJxG2-O3Z(c%WkKysTG^PkEp?U*FITZ
z<DZ%n2QKr|S10lKJO~kT?~~V&obg{D*ZTMTZUo@XH{bkUmNA)3)YQ~)<;oQRrcRwo
zc=%s-E)WO=Y}l~juQ2sri+_Xw1USVON;ys%BN)$(|7-pJZ*zjL2=yiKX2;KH6$!i^
za2xsT;E<u1L_sb_v4sATWQIt8y^B|Iu7P)N-h#?c!18BjkTWq8iA;jW?cwXEc5r5U
zHSb<ri_-6J8_E8?g{8FZ{D7<{@1VCqh~#u7h6Fz}4TU5+J^0X45*fuVYd$w*--9`!
zhe7-I@lO9f?r(-DqlK%FjHKDs%RqT7rffNJfzh0Q<{cu;a<rN8#Elq=-6EnpTg$oj
z3N{@1iFxl{Vb1e+ar~vTG&r2dJaSHCrm&`5jdF;Gu;vu5#L77q;UhP=8&O3x+EE?s
zGb(vJr404R1+@Njg(jJv;mM0gx}1+MJdn>DO!%uRpv#ToP(P9;t9iAti`h@9$kZk9
z>DP6H=k;*!1rzHM)O_*ebj<ck)SG_d#k=G@7vez_HJ$>&RjR)3rgmrveswC6?BSg5
zgF9>{BIZP3yLySD)_Hg=9#qB>bP>4>Up0gbQwvvn<2bx|IpMQDBUd42hgXhKti<8p
z%i@S_eCf<!?RDe%aojB^9ElXgr;uhgG9zR#e)iLBb=Z*GI$8JA3v@pA9O_BI9FaUl
z((x~_5{kPcf_!HH5#5JK)3kEAFAd#IGIZm6$#q%zai4|ceO4yK2Ow!`<eQN`V!LgO
zAFC#BMmCC+S(NnrftPwhh>Hs0A<;-=?fEEWL3mEQj9KO-za^BbQ<kIOd6CST0_M$q
z0Q=_WDPA|5jg@U!&YfdTh8WYBw-_e3aodr@ynEdv?6Y>0E07VcZ^Tpg6KeAncB&V!
zvn!d!mpYKzyV)-{(CO<!>CPr~yNw)=lOxF!iML*4ia7yogo{?sUQ)ebg!a3NSsF^@
z^Y37O^HKb6z8`7spPz&Bx!nlF|MP&x*SN;N3U0Rtk?5~aqyfJp0r*=pf&BaC{$J&N
zJ|6;s0FTG>8_oRJ;~ymeefVgmlvw^XUH1QtKDyY?hfMW6$g1w=SnW5Lqu!4(n<Keb
zdlx@DF7UYD(!W^O>-F*7tLM46s{obCflML7Ve??n%UHK<6%h%Vzq!4IKlSnTof`<I
z6~ThL&>D4^E_dLVFqUFh2P0`EddF$ny-p6KMlmCA8CNPk<_=*vTe8h8zuJk+(1&13
z9z~f#VtRZ;TZ9y-BvgOBg~2a;OlnsH3R5FL2fBE*`y5H;5T?DipFummp#0X2)O6bE
z^jG2zOJI1dl8)7KCLfJudpMjKXl6-8DuY99T<I50OyCbxxDv=bmqn{ph)COrx;caB
z=|YlDUBNP?n}^TF@R0K~M;((GS*YimnGRY)yZP?s*;HJz^6dL1+`mvwz=mQ3PmMvH
zS%IYP03VdA@fgCm>1!c-9%#k?I|V(LWwfX17}%?(w=o2hxPf6fY4fRwbf(~vig6ih
zxacx6X4Fyw#)RUR-$kYE2#tlsjK1-G5<{#MOFhUX7OLU|7#(ifUpz=a^;s-|3#nAK
zvpg=5nAT1N8VNhAE+Czu=6>;T%#E)Sx$!3qZ)~U3IfzpCKoq(*qH3z}^qs;UnZoHd
zH<A8Adfy6QR8Rw(-snIg5R+RgB&*X%V5*TvaI+{*#ONt*KF-KyS3^0$LM!1OAs&yM
zJe87_kqPvLdI>cK;XU>xBD<B)A(MFhlOl$vWRT`AX0Or5tOXf-XUXNz!JXv!nmI!-
zHx8PF?DTGObR7tBBN7YwG%}fTgAJz+rWB`;met35+ELV4N*ErkA^yM^(i#gX4#_1e
z(nM5^jEqPD1>!x7)vHkrbivf6M68^H;qld|7T<zw=-9vc9Jt0cuJLRB-a6qozp9NH
zGv->{rGEhg2>#{8AAp8X>{w8UL_8mO3(p$ABt#s`X#WXpx1Zqw^@9IrU7=9G@+XEf
zZb>HlzbK`#te510!AxA1_ID9~0R5)>p-vk__vJPQcORxHd@9;RC$0mBNFR|yvn-E>
zyCWH}^*qxqoyQnH1Y1IXT5Fq#Zt`IpFo>>>DumVDWSr=sBO!!66Gju17l-`RaT+^|
zxS&p;)7Z;Rl`b9~GJ!9DI*dmyWb2s=j8LkPx$JbvWh{1zXp;&EDUPNs(nq;a%yYpy
zDw`doy`0FQO=br8`C-XVq{{82V}P8Xhzk00mDu*i6Q-6Cp$b9e5_2)#j$d0BPM4UK
zInjK&SHiuSd)PR70Z-kX#Y1mi;-iN~();9I;@1zuE)HPe@IGF7%7$XCjD>&j=ll~D
z{QP<#H+BZoVf1lR(jmU5gLv~;wB1VVVZj6k*Rk7}Ltgo5j<#K3-su7CkOVT^JC!=y
zJ}#Zzi#BsKgI9#Hquxm4E(!K4`%pHX#4DOeeVmBMW)qse2!yU0iab6--7q|^KaSoO
zWZ@xr&y?doF%O-7B(95Yf)o<MOefhJuz)swJ6YNe(EFHv)XHNMf|)x~#}$*3hRSY&
zmZYNGQO!G9eSF;FKwSh%zal;vau>s#W<(wnHr-b00;ls(%~1mFLBs_NX6}+72|9g<
zrakZS#KcG*-Mo*lMn~{$c@L+0#$XAOu>GzFxqinsX88w_eEui0q)t?$!!ZY@A!ya}
z_{A1}Y8r~d;U)f_NZx1;#^y2-?w7&1-T~;Fj-eL^;tU8Ry2e3Zpp#<RP9|Am=*b?2
zZO9CARz+iY>UNZKmR}Qp*SN;N2!A&xkZb(s{G)aN|1VL<9smY1lTE&d33JZJ;}bJO
zHu!h>GPC`eHqPxnilpT-116@>88QS*pB&Bk3OoT)baA<y^b|0pw2s8Cc3iX8@Ri|5
zzR-toXs$om1`#qtC&vZ_5>(ei_Q?i<%|7~4f+%UcLTc79&L;;mZt!T{-0}{$mRc$F
z@8MujBD2ff^wm0PN{?c`B#JW~B8COWb1+Uo+|&dDf7X$hZKO9^Lx|WwLs>GtVIAmY
z0v624Lhb()TbzF6Zn_0$IZV!K;(KuyC;fdqQ|9K>)f5ti9zM_2kvLw=Wo<eAGZa+r
zk<oHY!H^^~_g`{QvBt{=Z6V$t;+QeJ5bvREVyd0IVQE7WBO&~Zm(|OMVBCBVrD+g;
z;#LCWfmkGd^s1xiYq`MDP7$$VClWX~1lwL2y`mc2MXwRL=xqkMg7`ktiQ-BDj!WB6
zIfh`$>PMxwhpbj3H%$u1c*Vqfedmc#sJL&?7%Uy@iCDG_F7=^$=P`QqLUzAtC2`;T
zbgG8owx~F7Y$fMDE6s28k{u`|?bUF;RqJSdvj~+}N~A?Zgw0A^pody#FV0{m{coK>
zislkRfgHI(fWR%n>TN`)jNoy38m&FGyfokjrbG{7|MqX_>#4xMZ$Dq}Y$Sc!bfz4;
zK+Y#Sx%cuu#zaKZ|M-VQch_Od9Dp-&0Ncy~ICdN9yVAj|ekI7)uHk%H8wZ*q$gjP~
z-bgu{J`X0<+{o#OL9BGxIq7MpU%ZLYUL{ts0@uW4q%IX;UH=rySxZn%p7)QQCfB&e
z{~7+?I^o(W+iU#GlFc}(ILDW)B~%c{G}#Dd%7^?e#UH@fTSAZqMBxdEMkkUH?<pm?
zc^{q5a_V~8@V|1Jg>5QIGm^Qa5TiJ<1%*q*{sC!B+G)TyGX+;r9HVQzOq3)LGiw2-
z=4H`Y+eB-7Bi@w$O!sPN{^=;8sPJ0)7#yC;V4V<8uNS9Kh~6tk=Mv!a7ZD^B(r#80
z*wKN-p`_n+ZCvh%#_P<(nJmEOR^o~9Fd#{WpE#4@IxYQfZN()}psNruBDM@uZ8CzC
z0IUOi`1BUy6OB~;C?G=^i?Ak!uNE&PK<cGP?B>w~6Y-k_eC}JybrbSAcWfXV2P>&C
zL^CWRicy*XY83)5wkm1Y=b;F0L}@c)6dBkc&88&DKuSa)x&AVAEv;l%`B<?znOsQ%
zF3oJ3w>`s-L(d}n>RHTX#V9Q~L`<7Ppin`W&PrZRCgzeBJRyFh>Lth`1jsT}D5NeZ
zHKMrpdIUltS}jDk9;Q7c7kx|?Q35;u{=rlqQc@QvA=u_7Y)?BvhYbHH75ztr;q`dX
z-ZKbMvyw^Su~>8xiuasgPg4-e9wml^JW5CQr)0zcj!U$>XEk$d>Z_b+FJ|(tdwH2N
zJg;i!i?r*=8{MA^$4(&{s-kVpC?4GY4x=_cPUwjW47ynKWil!^9zy(75#@3@^Y^S{
z*xhRhKYWZID-$vLtlX$Du=B`Z;%)U@QYJCPBcTf`{{AM$i~X@6gQRdmtRG_g>^U@#
zyn0RiUE>=6Vq6n|*Z7x3hKgmp$c?<sbngB~oAX~16f2?MpkyR*$+VSOC~Y&daO)b@
z)jY<q>$7R;tf0bcWZGo|)xrLV{gYX8#lSgdC&xlWguYzJ)tO2Phsjy4Im{sO=WI%9
zMDpemLOpWydpB|1XQ$E9!5yUn+Wb9SO;1DQ7f7qyi(Di?ni`1Kr9dt4qg^Q=&|gGQ
zw;ky?JB3YQ3<>p6r8gqb1<|H*Ghp&r`i^&CKOcwCC}g**1ZhqO?M{DORxf@YAv*^8
zNVk>JD3>sLS27WKF5*iQ=&y}n;gPQxezOtdiC{WBVs<_hK+gxQw6!hf>}4qv6U~%7
z=3!`EED;C7StuWhXloajGi&g=(~!ypSe>01gT*v-x@nW9;O}u_Y;NSs3-weN>WLYt
z<@TjxNE*5vg*yR(B^|9fn%vn7s4Q#6r0zv*>|^>P5!g)reCIujKqO`&k?8C8BMS*f
z7!Zgk>6d5*_R1C_oDKA5jzyx7qLZmeK!)e4o0!Q84#~XKoD}dxvyGlX(NtBpV)ppx
z+0{n(04bf_4#v7fgg1Mr?CRhyyN|B0bSk6@w(7D7i1rd0GYE0nZqjA3ge&`FmE<xY
zY8uhjDuzy9!DE@xJaE>)NB2I9G&B?cZYx*DEM?E=dCYSM^L0Z%3bl6b(r;&Akcxtk
zVQj8~Crw)rR32fda1QpCt5`(}0@W&V-Chp)8n_|QNuRkMvHL1STM51UUV`5G3USo6
zAk5de#=jcZ1mHEU@jGJ5z2SJQN~S(L4VgKRm#2Khs|!9LX`~-hH{6b(s+8(PDGTf|
z92ImTj2_9*9mmlbdMPnm=zsHRqTVax(Q`4J8n~8I%bsW2n2Ag~`!z*1#RP5I!O*Hc
zn$sh2x0~2?x|G~9BLaa4lUT@z@L+mP4npiQE_xMQ9}azf5HQoqj|EW(YmGEU88HZ2
zNQvnrY<nu-`k$uJZYB2Y04NUN$cQ?00yTom0~s7!!@;W(B7^*pjSGT46ASCpIDNc_
zMqM|#@kaI;y9t?Sq@yW}&$jh)?+sl{IAh_4_#jRehq7ELCwsM<;}Ir217kQ6)JUv3
z0J}Ge4&^ukEq1P2J>*I17`J%_$w6}BrCtV33Fg%MC2Z<7a`0j>S3)un-nN1%@7}=u
z`FCRsagjU<6wPV|FYib1#&gL1RT!&#F(d|{2oFHeautax4(Y<Ff4oOsuWcpiwPna-
z#h3&lI)j6W^VxAKltcsua>*;gVfNyylJa`6g0gl6=_8bwTiOV}E&x-f17}7M;oVX)
zt~d!!jo_AVzv7cU6=c}_NfIXVaBBtY3-+<M_!u3A9!B`QSXwJNqxW(1p?$3HH-v|0
z&BC?*4}``kDO-P#&V?)3SkcM=dkjL6lt<T0rG4^3epoPt<!|mmK5iyIck20r%|`k5
z0<sNtl*>{XYFA)Ywvwmlz$j?LE=r{Fsqe^q@qWayzb#<xHLh`ue?G1Wz-wINcSK;c
zgdt-x+4+7M*R7w*jn6M9%$drO4=#}Z^$$pA&%=AEf=ZQ}NE5{RR21e8#+%ZQ{o)qd
zGO`#HIf&ufMA~oK!uhH1vwiiKy!O%0RK$hS{_uEOH?G8}7NX1TkI5@Q((AyH8jf8g
zMjfZ2+b$$lEJY%cVp~yzvnzlgV-&N@;cOq;MsSG&pTf#GO90)ATZmR`aJba8O+L+p
zvS>!=RTzUE2s<OVE}{iVWfWn{2NG^7$0d}ampQpDJf7x{g3%)3=;-_SX>l~810wLY
zD)}JuMyxOAFt^RYlCM3)nG~E!NWhw)=9sL7M5&sAWa99tIV~TE2O+~u=NYRmhPHgd
z$7GP9@ZfB!r`u@a(feYU@K`k02WfaHw40F=LNK*-(ooQZvMh{7%9(k`Fxv7(h==J(
z?Nbu2mLbRxqL6wKd9{esen~-SI$De@B?@_52r;>0?1+%7)%1zwWGOWC{p?1ik+3J!
zOZ`zRQJzGmWhv+iO2jDgL%&l<%#zXgl?G6hn#JfcAB!#rGGW|&79|g(yQ7^|drP^}
zbcrra5(Au_+~02;;jsxUA3T89r%hwa-7k}_%|takkIccTtZr2!k@>T8=OF@<vWYm=
z!}B|z!tV64)euK%&;Z^yd`tQ19ZZ|>7zgSX5ZtHdbj(o3BOxuo%_(OggTg{FDyP!A
z<Yp$#x)#di8rS$&=b8Y##x;ItOn)qt_^?dgzw0DngM+x~=P68DIssW{2pZEV+G8i;
zZLJ_c7Q}IH6Z6a|9P7Ty(x)HiLG2l~C&W_kPDeO?IZZ8Qj_A7>T;}DWpzE-Hevn9)
z2A8FVGLM9(1M_I}xCzP%#NzegIp@ad0<TPlR^>yqHIA5MA?06-kqvgzzc-0cxstR%
zCwVIek|UXj@3NG@fuZzI9g1j7G5s1uG!JdW<WnGT^Ft=}au^$7Y7wqc0SL}^;+Ldg
zoWzG?{a9p3aF`l+`2K7L3lo_8=Fg;EsHI@F1i4Fy?mHiTIss0Utj;$uG%AvF76o3f
zh$f+oQe`-+TvvFgPloN>E`sixiqdYQrl5{xcjxf_tw#wSDMLLXl8bdo)NQHb&9xUv
z2ukHtTnj;wQj`}j<MYb-vbK<JwUi8}5dYM@^LHlS6D^#4GO_JsGO=yj$;7s8dt%#8
zCbl)Pt%+^hzCGXf{&N3>H*00BCoA3OIjE|=tNQfW?U54uz9XjcAU#Jn1#j+%y-yPm
z`r87aV@N~@{EVGatT(#!L$-t(g{=FLL5(Lp9>3$!pVlW9ga=De`exbR!rD9_Oyd*6
z$)L}Ojlw^j=~uzju(8u61Lh~k3)SkVsG`$muvGVB`fEzU0!~2+if9L(54LMh(wVI}
zEFLf=PuQavN-|TgbcBnlQ?KpDj%A#$7Za!JS11OT|BlV6OFVL@qjLnn*64}oWXo@s
zI{$D1<PczfClDT^m(GxHh3ilnt@7SzNA`M0TfLt-*<}3hNrbT!5%p#`aUXp$W-8w9
z*r=*wDyjY1V%xG+aL~)b90Aw2?AqiJRpL)wOwM*F7+9A--S0q=!tZdrvhZAjE0mW$
zqwT@|Bh~6>mHLRj1(gZxWnpV=yhkxeqbnruk1&eIZDdJ>7Hs=xk>mHGXVX=4Yt@;E
zNQM#+Ni)<w>Q7~|QwcqsSOF6KElzy4maJRY8}CNSXs)c%4FYc*b{{72i=t7P$y38&
zB5Fo<MB;Vb2!XQQ<zUzM!-e>j%KZ&;Y72*^gj{zJ6@9{bI&#$Vd*{fcFk8aOE`8*&
z?9K@bw4ZxS1?|2t2fR(nu)mj!bfxB;plidiSB~-vwpn)3XhC~5A;h0&XSB!vjxgwU
z-!R0u<EB`X6JDB|>|_%!v+vWqW~d%+@dmugXU>v2|LE8qM8gmfRwvw@f)L@OO@QtP
zVZiSS^3+E7(e$5xkHF7?a0V}t?V4h7ihjL(ve8lz6BK(!q*W@LZ-+}LiHYGq+7YvR
z<aUP1M?CCEby&&1fx;j}5l)=iV7i-b+<j9%<@Bpd8^gff%B9|K*ExW~9ml4_L@ll)
zk<9EJImX*9f11r?!uvvYO6z=8wfvdi?hY+mlRUho-G2`)Okq`ftvaH@mSm~!N0A=s
z#~~ci6wSyCQP-&|SUVz~vxSM4CxqLOb)BJe?`KCe*KHGZ2Y?4ox6=PbkubfmG%Y?k
z)3Nm(Ywv5SX*qtm2M^4rs}4{#9WXjU238#YjEN@YmDO~kh~1vYX-c1~ACaCR_D2I}
ztxqAr6QA3jB=J;Z1k)w7n<CSJZZl2y76sxH#&2mHo5`&wa7m8&6}SdMP(KPm(tl0_
zt23JTn%=h}qYclwTcKwQQbiC?8p~tGRl^)wwm{2fqsTikDO#bf&>?Q5rp_Ff7;49&
z=_KLCDopa&p!+mYz3+j=zez&3OAh*1kjXiZGIlx!*D7MZ5JsC7>GL5zH6+l<<mW1j
zT8J~$uwvZV<mb4oFex4yJI!u|8~Gt>#wYxUjTTd*Z_iRhf*q}wJXQ*-`&g3?*XD>)
z4~<dMno49M%UZB{b$XED=1Wcu^~(zTf&<lUK}wz-@W*0&RYmX0m!-%;DHwpEQE*LC
zB%Es$g!<jRKgQ<mmE~`;=j)O?=Oo%H@<Zg4%5zZ4@i&v^GzZjeqCJ&}K%k)igFXBb
zJ+5>ndBzYQzRDZ@E}WVI3u)5Hk&L(I#$cBu=lhKLj#YdBc>#D-4C4NSN}>iUacoHq
z)iLKCv|zHJdaPY<*Pa1d1XMjF4KXoG_^B$QFW3<C1Yg#`;H<T$1??H1Mr^$&H=?&C
z*}gYoIt4PKD=KoT{Kf*k<bqckK|SaI%%f)r<98{s<KJ-q?SAn&(A78qA>y-@3<UVF
zMR}^vsC0>Vu+e7$r-L;0bd|e1OzxT1ZpxO?jCyPgb}fS^D1ISI$Bt)e(G-Hpi%Hq&
z++ekX>HSz1gXw#`fA3$XO;;h(IolVDo~j@w`P^I>-iSOZ(tK);2rX(<&*be1k)w-A
z)dm+JE~YBYU}=EW3zkvJ_~gjQ9~5wRPZK#du=jAYH_Nt9JNtZysh{bQRB1wh^4a}(
z$<0&F<@Nsjws}IDDB~&QNkJ(<0eaF&NmUybf#xMVtFyMMinRFHR2iLIqoZI?tNt^N
z42nWA86kh^Ue}C?`RNI=d%pr!P%0$l&NIg&hvbRbY-(~eoAYJ87-vOcBPvV?cV&`S
zxm=8DQA0tf{MlEDh?e|u;C0Wlyt+DXl7(836Ce9ELu>>YlKE;`>MjRcU5531vfjzA
z`*EH7d&(xhkp#1NTuQF&w6D(W$7w-w6)U8U)(s$D{D_{1xD=)!6js`-^l`V8glH9B
z@mIQXqc_0+hj(No)`vYA*l-C-GS-Nb-o#M-*ko-tg5eeF8I)|r;W#PyKIED?hUs@k
zcFgQzeH`ceg5m1Q{$pXVS?&wJQiZcceL(Pn@r)4%PMM0V+{)S6_TYDcrcti6yh1?a
zwk$5?s@6c9*Jt03L^PtUcSx`g-gy&_M?O=S9l{v}4yXSq;T>mEs(6Srspk}onC)kP
zpDW$oqe)Y%cJFbLHXQ!2uz+-Vs;}fh#(~V+EA^)(0<lQdE`m7QO?HjZb(1`5V+pa5
za6&ku&G@#L783S(9tm6W?yp&jDXOUU7;6hZ!tz<U+jw*qKl_=sXJ$;HEaEv37>67s
zv|wpF*_~7IHAUP%gt62R;<fQ<#KB1<-|Bvlp;>8~{U}&t?qx`-D&nTZMG?8Lae6*O
zr$YQ9Mqh~Q$CTt;Z>P<Ak?t}bJJw2nniTwTONHg*<QBzh`v=^UN*l*g`}+=~X}MqR
z9{lY0O^E@_4|Bg^jMc#pp`w;JH@{V(3L6EE_9{|dJ`6LLA9^ZZVuRcG99BMP9#te9
z6_j=A6f3h4_fu=>pDui7zx<5E)evpv`O20=6<!4p_<a>+uPC`>IANG`t4JRsaOSM`
z+@B-Szkysjljjg3>?u8v9D*CwR2B8aNi=mN<y|+yU2$gZ#z{G=l9OsVw$VuJ1aN*4
zF>w9Ty&>rGxbaH*&bz=(4YJ&5N9dU<^m6G<*IkM3vF1ErO5>03Sso2~4#O>AX+p{6
zgY_zB147~HN7T!Xz*Ec?5TGABt58&43X1WFQ%RCe%Mo$^EtTpV`X`0GR$Uc!ZyF3C
znw^neyigQQ-@P~3UY8f#QVdh^5Zh62^ouuvDamnUwsF(>NC;?uog1OJsR2deo^YGl
zDBu0Y<xt!Vfs&>8y^k1!?Fz)@Nu1OyH7qtaU5H;(XW$h~Am!^8VcWXSuW9swyiJd^
z$HRH1HuM9)db4LI^tBK?F1(ohv=DrVvj%ih!!22JC;6?21~|#!^N=vZCITFme?@&W
zOPZy+b8P(Oa{f`2GQr3DER-v2krv@v>+hF@_*+Ru{&wl$?l?Pl*5(+k>nR2G{=u6M
zQG4`bk?2o@E&pVHAv9G*uQAMUnArQPCY3jgNq+pYG;LbNq;l}tayNez0yO70R{C$!
z)V}L&aO1n~S+vb4NoBiqK`69w#ya4O$FwBPk9CnqbM-oCqOU)#qSp6lOUe~P3%|!F
z?U?R1$eO2OnY+0lEx=l;-^*ZEFMqde@d(dO4WR?M^>d0>B9K|SHy0WoSI0#PG^!i&
zRoMxf71maVxP1T6UipAYQIvDgMQ>|jM8h&_`y<NZkt(9-RT_s8f|P=8{ljdPfTd<=
zKG!?uC6kFO_G)xWD+OhhHw=uk2@TsN?H&T59Rb<+-oQE~#*k^Z!eMVSHInn=d8to&
z{HI_EWC?tvX^(AVTtjDyL}B=a9ATuDkGpg<4<5ewOg-Mv77vv4lCy7y1Ju&$)yeIo
z4xX<OXX0CvsmZvzZrSy&_qIzrnp$C!ib3lRbo<tue05mt?iJ!zu-hZ9F@4UYkrE;4
z`89%O<yg^m0veyK7ka!Wm?Xbl;nohANO4P#hlSUzOgfDeZg26z<g)g`VefX;Iopsz
ziZkUK?9-g=<d6GTU$d7Q4Je0dNid25aN`N1Z1vkwglbPR=nCejLoe9l8GbxHUuf9S
zpav%iCeF3TJ@v-)o*9Z=Ltq#0`p3G*WMLzfy-=pF_gvp3yf|D`8A6YZf=07GJy&Wh
zSh6k^OL8_J@2W0^oz?f{lS0?na0V@;c)dnaJ5wf)uaj6x2lA;!&PK%JvCDcM&3$tH
zm04U2_#ZTLl0h2~qGXT5OL2CLN^JZ&J<<p_j}ufq;^X4<MUNkPP=A2K?7n{V!BShy
zljW`&h`Os;l9;4JQ6n6EaCTs2X${KS{Flych5L%Ld|@G$k|M4hnUh2~dvkj4VohNc
zP5LbZ*F{DXU0z0)mO0xa3BwZZ^y<6Y9x@v><nwK@9fP-;fPy}h8a6TIrk3Q~gRSaE
zf$$Mrk;yPtfu+y!2AzyB1jx@eYv#u;Z1_bIUVIt3Wa~nNhJv^v*q&-Ei;W3E$>b1D
zLWDM+pmS%`Q#i3`TH{GXTyxHH*owoY0=$=GRVD8Fr>UB@7FqiCPa_VE1N3)}2iPRn
zP6cN!hK#n`S7>E7Jb?<rW~T+W@tY8~z2xx3^oH`3B*>bg<oOA=TpDsC6%6V5bMK~&
zsni$#I};Q1L25_JmGpic1FL0WoSZr%jk|HvYPdyIpCbX~LhVP<uwpSB0V2BZT%BXr
z9n9*_H>N{h(-Kq_uD1tHYm!$^(5zeUBN;5P)C8B(a#wOBUMOMi^pP!Fyd${PjuA{u
z$4{fk>*bkUcFiS*CoQdg2_sxTMWW@zCGufg<m4MCMPxl_!Kz`%%n}pp&65ck>Q3yD
zydoZ0&gw(cp8r!!Y`=A~#aJw$K)|FFX@(NPJlk%`E(#JkrkJsAgsLf?u<Xmm9P6y&
zJ?AYzIlvDio{$>=`=Io8V6-W`)nH@_Xc~OEpQ=Yn^$2S1CwMguo^N1EBQ*Vz8u0~F
zOD4IdX1k?f{d?SOWPUPa6_s~9qidVVg@OqQ1qWl8)t*I<L16gaQ&C!fe6w$xSHhc<
zt;sj;`xYIbiEGRFTj6<-Op`ZL@<e_sUe8)YrHbMN2HWJI)Dk3w03U?n&6YK0oQqW*
zH53d_flFHqKcZizPC=fzAw2^x_!x(HuzV<UhmQ)O4SR(tg0_OiGs<S%&Wl~?r*{x3
z|3N)5tA9!&m;Li=OPFTbU@{?}w3ZvX{04BYXmF8?W@mV)?@G^h^~TFZ(UHeh0Hnv~
zBJ{+cJ>oxZ5BgeVm`gd<?bDy>_zGflR@`CZs~H{)?2t$D+)#QAse(Ii8bvz7D!I~i
zXSCMK4ZjFxn>a#T`Lz7Hgu?E^Sp0>w^;aJv4W@_wQ+(sB6D31x=1%SPDV(Xe`BtSa
zrZ2;31z~R8)&?IE2L(Z^Jv{HAtLmzJL!dcW`|ir~rT_~0h;O*IEp0EdTDo{Pv#@9g
z*Ro5ql*rWcOR;=r&oMZv@keE<wXxn)cH@Y4Fx~geFcI={&akX3N6Xs_=PMK$v8?ni
z3)dgJ)@Uo`*J&3dct0r+AAg2~vpHGj?HT0w4TB39J3<wY)8c9D>8np7u%Tm7cJgPe
zOIO&tjg>UC#3@9|l6++KTt??t!ouq-Ri*boYX5qOr_tq1jbAdWH~S!KcRiLabN%My
z4hQ-s?NL3+#rHam(HH7!x&lFnm5Nl`9zx#zMa}<PD_okocWy#@1lVf#MVFa11L7DB
z(}7r1k}W7oh!$$tvg71+y`O4mj^Wss(by)^n|C}bWG&*May#KF1CF#m??m!fqH#?~
z)dAfi*tWTHL$*dCaAaeb=+drV!)s=6XURz+L`QJask8KhD^oUhiu|yw+i5L6Fski{
zvsxzXFj_ZVJAE0hV^*Tkaxc-K=GLe~-&vBjjg>U5Z&<fqt-@aENFpL-Kf#)EZ}NI)
zdCU+Rn!PTD`umTVN4IYc?w6`!D-q!y=cjj%o6AB_UkMOD!(gKdD5Bo2yiB{_sav{y
zz)3fWX<FS_QOQgcGf+qKTe@}?NmIS-q6^lN2=GeFjVG0?+Q`|`1*Z{-%?CTQnY=(R
zqa-pk#w-kOk#=hp^C**Etg(diOr}9%&KHlpf<d)vgM%U%+Q}hjI;H(qOPa{oit)Dy
zR>MB^ndg|Z2EKi54eqtKApUNx$4Tt}RW=~tDulj51c6{3vsV|V=&G8+WM%@L^G+;s
z;uMzoHyDwc7Y@F(*!5K2IWxDv>G3~LndZ9kj&x2b3O(ep7%BYf9vCsb6ru4vwgIwK
z`v(=?vYV88qdUQSXalqZOe72FJ`;!QF<x5tZe`-~35n1(Ix`V@#7Mf23}oua*`xiq
z+Y=7U<`1bU16ce@2a)D*BD*WwUpM*$9BBSy2bpybmLDao78{zq#<TG@Z2FI7=Oq3=
z1CgcugWomjdvRG0T^ZtA3ZtS#n4h}%A|twsnfCJK+wKmuMq10b^|szIJO~MYGq6Q~
z@!J_qv0l}E=g#u-<D7^^oY-D+OR2jJZu90lb>SmqjdlUst1}^Skk1>+fy@<N*)h`R
z2D@C`fR>Fs)KTMEWQBxcw@^M+Ds>H++be@o{c~8%bLPYaXB}LmQ@`~o7mReoZUGY9
z3R2`6PGaWADM{)2%j=%J+mJmo_c@v_Fw>whdb@*j5U%^4^Yii0ZC@N6RlP_*T}|TW
zoiUxq7gx;rimbAjpX()UvAGso04s*0_s>0hl)SsTOLBZ+yTyD87%;D(yp&~%u_}Eh
z4LUw6s9b`TU(M4YD+WZoy|1C`&gD{f7@$dOmSsODNWhcx)l}+v1&!a8MXw%lU$*&4
z@if}-+<wQH;QAe0<%@n>k#c9J2vSSr-uB$Z@wFg`ZcB`<D%5UlTj(3%BeRu*&-b)q
zh@UJ3Diq`Cd`?6GH!9vNK76AeAqwj5See8@dTtm-8%@9bx)_pHzmwbXv;_Mlg(z|V
z9WGKL4)c3rbH*U9Aoya36!tbgQ`uz_3a_~-XkSkYxd+X&zRXBm6~#dUiJ?e_>5N!1
z6)*!CG$muv15P*|E)x2Zev4C69slVBf*$F{NI@3G=7ZvXHi~^7MrXQA-r~6DhB$W>
zjSJn;#$8Rqd|^i*;ZK)#e8pb-66(@ATdT7bi2w9xQmC=_LPv?_{e-$^N=U?j;oJHs
z=7_Ks&Z26sFU*&%qw6dvY26?ax7a@xadm&b!kgPGM_4Bx^DvxSjI{e7(LZusitJ`~
z{m=+6<KBgTSUUCIYCsxd;)RW;AyC7IkHz{78sgRwJ-6{<Jyoi|waA0e9XCjC^;B0K
zm?*oD{9E-mQnpf5zfsY8$y~D^2SIi?UFu0KB*6x&`AmiL1xiFaJ6<4e3flRg^GHnf
z@>HCz!SH02O-3M&5^EC~bvUFo8l<^#Q*8r(34F_;nnSk{t=)vxWV0xj6oQouw9~Ch
zu6=boeF&JS*kwliAobQ2F)Z$UwQcV;7H@B`r+4SCx|EY+ra6)6sgtB6m0c*<LO|6_
z-Wu{x2-6>h*`y1Kp#}@={9e^pSwh*fEFm(v^T{Up4S$2>pJ<}_hIV`hR*sU;Cj-^`
zyefFbS~j#?(pZ-23>n2coQgq=kI!e%TTJa`>dL%)CD9bQV{%F$M66t675b@dDd={#
zz-gH>R4o9?@<fU1*^+s9L*9#0<?~mtxUmVF%_LqiT-y$tL#)rlj{G6ku75^ebwd=@
zsSgm=t0I3&rKxW=W~>s0(IUtk>~d30D7vfLe?7zYbAbrvCp3NaP0rzCx0JvNP5M5!
z7j<3_u2kp9W}y*zeE$MQ;i*&jK?_4f$MY{e4v@M)8O_fo6$w3o#zO;kjqSYOpAq<O
zG$x$Z_!de>dS80*Wi)rL{j{>_-PyIy(Pd4|Ev`Cfh9+LoQVMCSfOpg7Ba^0xC^xL0
z*^_8YSUriggRh&#NZ30+*C|tIA3|vJtj1e~E8KauBjU;iv?UQ}d&0W<Bt#uS15!|$
z+q2w-A@kR_f|tiF)ytiCPV=$vtqt<p<_F@^Fl4^0m<F{hTWJ`x&UORCW9#F(3t@z-
zh7vk$*CCGQPLAo0$S*rn@I#$Rnp$pi!Qa9WR995Agd+?KS&pDIt8k4<)PH0K8)??J
z@$t*ft2@q*t0%<%tY9x>$6a|oV_MayO5=L?ucztbd-31p#A<OdNbpEG`TYK{$&v&u
zE7B2TlEK3~mLZ{$Vy1F0cJdx80Vj^p4^!M!EF+KWXszW=TSDfX*NhU(n&Phxy?CGR
zp&j1Ie{{45-degRq66FWbywjUyr_}SQk;$=c$4IPP_?G`4%IwsH{9SS=Q0(ZJurp@
zz&E<QD>J~I1(k!oIrcQ+ZbXePBUF~0C4BXwpn8`3*#dh{qq5%U2f(eDb+El(PVHpU
zmP1OYUGulRu|32cS8`gSCb<!Ip2<>X^igS1BA_h2unh>UhZlKcvJq_zl+~dwc)-1n
zZ|r+;{Hrk#Y#!~uoKp6>R8uE@a+!W>u#yKI4e!N@CeIO+vOw-B|08t|5Xe2Uudrkv
zY>fJpq#3q8NvRH68Z~D3hfWkt-SRnJF8IK5Vrnb;{?)T*TUlDAp)|@b#?;&FTK36s
zpF~g{Y4F0E<8xzm`|pJzkA|1OuFR_&hwyBP-NX@S?^W57+>g6WIA2{q!n+&jGfU_P
zlrG3jmCc%YU(g{p&W@`(l47&y=tgCX4kGLrR8$PxUM)eWQfzuR@1|qFDvVl$1zN`*
zg{cA{l0j;O%KD?2*MjrY!CPuFFu&YL=Pyrt{oVXb-C{*PeJ>jRuCGQGObE!F)jMo;
zCyefS&a?<afFgk5UKpgc;1~2aqb%w;ksDC*7iM<HHTwT>Er+@KIwW(mS91=B=2_*9
zP)YR}o}*%?R0Shjn36B5ketp8X68V0%asO7{)yY}FWq`jM9cs?omssPE8eyzC5z2m
zvx_Wj_ka)G+pBA8%h(;``I~FSh@DyY@>caH^#K>MJf_xD67(%0p>=<X<<UKG#v6w<
z-?SDYfpH*WbnaRsA0kl7vcf)!++m~j7z=jDUvr%cHh)EMpB&xL0pmKG{MR{WuyRdB
zo{t{t4&zH@`h0?j6UCbAkwT_U7$sv!03}9FPV)FVp)_Ur<Bg9Cr2!r9$57_yHJ4jd
z=dVt2suKqb2!2&jq$<SUbEQV&;qm1rdjIKn{D{VwMEzO8W9@tIL{$w{Qb8A#)m8QL
zLF~UmRz)lC?Yn$Cm-~URa+S3@-MQPO)7kb4DgP;d@*bH+IfFn;(wPdB<f_`@<Zx9h
zX?0sL8B+rDg^=fGip$lE$u}P^1Kin|l5Q{m#VSMf*Buz$_7k11mnTQlsjcA_Sht_|
zGq~rvDg7a<-*TQ+_A-Saa}>bR?XSMylO@NQbWl8;DnyPuw4(DAZOyA*5qbRW6p{5#
zxNW_3J|;JNharkdzy@+cdv>{tvBvJtk-c2)F+K9Ww=2TD-(sQD96?o9m^&|(@VbGS
zJ$$J@J!H{s)U1!<TF{;NoR!W-!8!xxz!pfFV~UreL8DVrb!$-0XOz&-3#pbw&IaJ|
zH2$KxtQ+vTvq#je;p45h1n=t(I-9S=k4~q~aa*t_hto<f0YXx6`Qn#EFwO4in3wxg
zQ}Nbo3c}vIgj>zZDn)9c_Fb<Bn3W!;o{(DVN=|76k~X6{+^Hb4!i*;ld|udNTSq9Y
z1+ZK4xq?}nJ;TMCjZ*Y$PnEll3%~f-U_f%$0uOI;ZZBrJp8OB=j?3T~QFV1?lh-2V
zEq|1jhh$!!^~JoUFq#}%Zgv*4%IHl`CeoYr^%L56x-fnrAodlr@4_%6Ct*we&10cq
zg;1=t<xm$mD3N9)IcC&xz#eKIHBMH$8~Q_AId#XtNE}p!_%#xLit|IpHbc!$UrnDd
z!^E}U2-?6cV62G!ct3$&D9n@TU%iEnWK}E_)WMtE2UVv7g4xFtLWw{&Z`fbIa+3IG
z!WcucmG+u~!FCu0jYTg>6LrByE0QIk!+?qwwW1_#9EtQ_AI_6s-@rHA10tMc2v}qd
z$t2Nal+2@^zqFAph^C4*!6~_e@o8FOkv%>WYkz;8N};PMz%S(D4P_tX({Sbh-e&qC
z!(QhT+r9Qu|JixtP6Z_mRrtFZM%b7}#p|)QMKRy-%o619ch~@VM1#>q^mkKr$?IbZ
zS6gn8yCl=|_0}AYLeM*ZA`s=8weTk4J0)Gc4jrQJ>IZp(;sFo_<uMxws3CZWkg7*}
z($I#jq*2{9EB%|sxYZ??vtK#A6Iz*}Y>kkly3q-h!g%Ei<_af2RIBoT3ki<PknfyH
zK2vF{(?G0afF+t%@6-@;DXN?izl2s<Z`KG?bBau#+TcatNO(wyM}d+#SIG<%mj{VR
z-jN4A^Z$crWGqiBt~SWA^tVS-fOn`=fLwl9G0{(UWe5*;%xYB9xI6P!p{Ts_Y~|F-
zzST}?3#ptK$T&D)p&i>NH_YBen46OJl;_P;?|0zcORfpc{+GOX(_yjVM_9pLa(mTk
zepo|GW>k~Yjdp~3D~HgW9-OpL?hZU|mjJW}ss_VjH<t+g#HyuBY=hJzR|=nQ=XaR6
znofi*e2EN%Ys~iUOU{N56o&RM?3|<{0>MtyP_`M7;>}598S|C*jR-u!L6XN?^v^a9
z8y7iAl?Hz^|1@PnGE>l~Nrz^~T7D2lNd0Jl%;(=vT&BtTQ^9S>mf3dM!K=O5K>D=7
z5dAAoUpLxDa=^d3(rz)q+YBy1M-ye14Q9~z`{9<GgZ-)-&&P~RPDeg9VfFY?uLQnm
zs3pVERY7!fuJ90odKd}OP!Qw#P;)1YPUx6cC(>^0zK&p6q<;a$`mGGR<5TM0jZ($U
zUr$gdgqC?Tb?K-wxyD=kcdK{7b=}}cLPV1D6#_K(4Xpou{frjNaBKM-t;pgE6eJy~
z7KW|J|1sllt3{(jrz3gOM_}Dxq3lLQYFL79RU7RRXtc6P9+dY;wKXK#!1N<Sg}O88
z_zzmm&78*{WEHn}jmp{?dnzgziv_L#UIN0+jbIX-U+z~Urb4i;*Ne>4^=4mmbh+->
z{a|ZI*x0=VRc+4^Rx8O3DP0Rx5gMU%&&Q;C<?QFZb8I(_i*0WL!2-F+PC?)m1^vfO
z28gxW6pN)4clu$COd}?T*@SL&mnl>3(yS2s&(CW~v+F)z!@rZ!8XV17!`n3-EvYr?
zo}j+oJ}`1#ooQP-KTzqNN48a~V3z*MODy}P`9JyUPpeU1x8AMfHTL9W$TeGv>lOaY
zG$wP(i`e|$;3pKu|1W`$3<9Q=qlwyqvR9__(901q3Cw;)2W%!-#h`4gsQ&L{662ft
zmo#?bR~KsHcyu)s${UMt$&-8{Ql@?(TVGh!>HryOQr<d7qm{*Oy)0P{0s8QQuq(1Y
zY@v6v)PB3BA;i$_2x>2u6PlEji}Ja$1uo)ECp@`#_Ve<$kVi>kj?!OQ@Lpl&*>Yl_
z?`Wuzwp%UQo=f@!c#rG^rzv3u#}_nT4yZOvD4dOUnBkt>uZOfC*C{Ibs}mIM^Il$X
zaEi5>==C;S^}IL^897a^V23d3&zEe~?q1(l=9{mlvVERiy%1{LVu{?$uoqj@oc5Z0
z(jRW5HvfEq6S!Nj;X2;hFL+8u+1qOjyBEitOmHK@6K%I?rLXWrBlEw@q^lW-OL8<=
z_DisZ6w?2v)Cgvjmh1zGHrF8q_&Z0+zap2hXN>h!P^#C>>p;=|B|R|>-M2uMSW1C|
z+qGzQDuY!c$dfF?Ap?a{p7X;DwbfVJ+%O7iP)}Y<XKdGsv0Y2p<~f=l&Z@p$HE9_x
zas^U|a~*n&`98wWE>+>F<et|_$0zd|^4txni+eH@@Dra4Cu<G-nQT>Le8e$X>xL7;
zuT1+O&aDp`A*(7WUsvAM1T0WnIq+yfB|B4PWMqRPZ~ppG)i5$2u>@agFL$ce8;aBB
z*;>ZO_EuytD#;XyeWuyL>Y3?T3&EwTV3Tx_M-7mv*RL16*gOou<jjR5t6Flm^*%D;
zRzvfCxRbP<i5yH`;6)Y9bChghkD~@6;A_jtdV|7x7lsMK;@8Pw6pIBK2aEH(3}{wj
zctr$Y2L6j<a!dJC<y1fpx~u-b7#R@;yPad<<NlFDNXer(Iuj0d1AeyhH45?h>cGQ`
zl7*+yifl=nmgQ+JSmN4zRyK2jcJ9h66^TUC#AS#|yu8K~I3w3YqNmW?%Rml37>`y3
zE234Q@KzDYQkW@S(0N?XW4vxb#&Ixxr8!%q#I9QX86LnMl`m6f;FcayotG7bfe(ev
zj{SDGXW#wCFyxT<;yP<d!^higtt-*}j)Rs7sWfcc^Tq#Jvvh+0rB?EW6pR$bAw;WA
z<GI@j>JCO5lv2U-vCE}Ma2e#{f}HEu7)}VY5!FSO*vworjEWagI3pda1KGByZ?byU
zGM6tcUA+FpC(p+fS<*eayR~(-GkNPBg@J40!FTwcCR?p4-MADa=MY!eP-w}8pmt)u
zDVM=dG;lL&q94>M5j^<Ke(mdiyDC)e`Uw$2!AP-mgj49HSJBp+JcIJ%X&b5qWtn{a
zs*QwXjkC5UK{$Ltz2&&9_Ep{5TFf~lCgVH%5CeOYCpoy6_W;XX9OH5jtFovW&kMwm
zVO>EvRm@+Og8w34PCf>s8rMoU>(Q+`e2;at0}AHzEpQqLJ%91>YC5)Z<<=S^ic}nD
z41#TMCI&Jx?nW)LGl}&Ut5HHR=~GmZtya~~low_W%3Nmkd$aSzuZyqEpWmq5e@!FJ
z5#xK`I59$}wvaAg7M<?79DAd;>gmb-OwP1*pdF#5Gwg3*Hb>SsQCfOTvR><tNY+Sd
zFF3}=5|X^b>T|4sLI@v7Ff8%lPX9m^Vv#Wgic?{O&5j9koC%`L&GSz=0m>?-4eqxP
zkCpradBqABj&lzo7{1fM!4Xlz7sN%vXrW9|X*_Ibg{j$EXt#a~z#B9@t|PL;aM71b
znb2X2*@|~+C0?mHmD(K%s#P?#?3uq*Y0KW<wLs7|W;F&_aou*uU3ZwSj6^c!(wxcu
zjz|FD{wP88N?}&0O;1lGTJ#?=r)@M;15AKmkk(|-;xU7tOBf`bjbKZvXWdOZ_{6h0
zxq~iyc6$i&I%&wSVaV%@`O%?%I+{TO2wW9g8R_k|_|#eAV(@O76#+pLXai)MQU$cE
zV~Z4|$xlsYBEAvC+PSWpKb^2dIAm8yLfZS)tqt(h-5b(#q-9BmN&0d%JChE%if#E}
ztEEty&Rh*E)rrZgY+(f-=uu~c5|KM%Oj_yY3VQ`bE7G0`LM;xan)gfvS-q7ixda~?
z_14G%`12BtJ-BZymVPVGp^P<M@1(qM%?87plO$E^L3E?xjD^e~=;Q3Ua~E53fH+{X
ze$+RJ%-K-vFbbx4bn89?)`o*|-iZ&sOdA5!l)5TL-fonp=Kr!4b`FXlJzj?Uqq@6j
zeKxT|?yC8ewS-EkuJft*R`upnyv#Nvr@cZQ^qsIf;l&oo#86#ZgS-bLrhX42RrVjo
zt?(0x^c!Q=B4Ki7%N;D5b=*xA@;kkJX-^K-ETQ6A{a|52aeK3OF7W_DMg0mq$FHdO
z_VT#2Z@6z(<KZWO?x&?d;YR)sI<}m^P{ce!Uvx<W>Sb?^+|G#D+CScKI|loh$@P98
z1`zOJKUUm1+by>8aOd!hI_P?4_r89R$66$5?`j1ImlU$hO*C(qh_o4aRc7ZG*+!rt
zz7jq<94Mvc5fTVb6*1CudN2m+y#yboBWusm#1ZOE5AUl;oMH*SX4^2VML*Obp3@tw
zmWr}Gc~Hp7k`;NdkZQq%L$l_QEt@Zif3^VIAkqL(VF6W;3~0Q<l#UT6?#Uyk;tSLB
zE!z$l=E`2+QPhM~P|zLE|443>fG43?zCV)Z65Zf>(id)u#A=AV`S7~#gB<sGC#*sF
zx(|%P;YzQlJ{x=|&AqO<R4Wh@-{Y)@6pnOek?q$~kKtpfRk;0$7CfK|GhPq({09lc
zP~R#%I0K1Uu*mkXdV=hDORIJWyta5O+D9AbE2|T7(5htJ>^IqhTvK_SyB&fZ-Ac&t
zUcdR@9ak@CZ5`pWa?Qt*VMi>mJ#PYEx|W1;wGp>vtOTlmoC7rx;2dPTbD8rVHoJ;w
z;{TakO%*NSqC(lfUY&1+EQ7)QZbZ1%danr48{aP>+(Gu?>`&NT_HiMbH>ELqyA^MJ
z_@u7=hVEz**}a|pNgLzGCvY%<`Sae>vYBuo31z;t&H1wC_DmHlhJl&1JoFHfcOsJ2
z!KVnFRm9+N&PV(4Nk$Bko3VllE{gQ*#D%08k@&UTD0Z^4((&$vm73v_a<?SLfrKm=
zr4(@>CtE%lC2X^lxFET@7uFP(NCY1!iJSjWR@vFK@ZtQ^5EQLrc+Adrp<S|%X^?Ml
z`~cA?Kwqurb~|lmXR=kSl7x6FS8?;vx)U?|hjRy-%6qFIg9l5A8KhLZ8C#1OKoxRE
z9ioZK60(`G!)S2lmgD8Tm1R4pSt7P?TJiA@SGM`%(w(*9D<I}yvmlRu8Ur2*F_C!N
z!JGenU;NM<igBxldZxu~Q4rtU$Q}uEtMxoIxWw7tU&_Wn5qfw=IXAvf+UN$T9yx%!
zvN8=Af-F|Z&eikR6%}8O_*z>&=_y*Sph&MRxOIFtT+A@8_QKQSW$jlMm9d*4Rv*(?
z-0xp!Umx}ON6TH&8KH6|aeoyJK24K<c7n>+N)7)A<_r+K+|UtLcETl+gRGHJ7t(B@
zP~;NTcgvudf-=or8lNjWV?b-KZ4;==H2*YYUtGJ`zo;=Buk6?6$^(DAcw5Q2%9H+%
z2EG<1WBykK2x-6f^+bsVL`$rWE@^5i2UL<m4{r>w7P4)?wB~Qu78>95iC&=#?cpwC
z-&$0#n7Q_xyk>ZGm96%!P_AagNr$YzGm^$V9N6|*vSthiU$;q$%LIgUY7#A+f2UjQ
z&5;GKe6=OyW<zWEWT!9Z!&0hHH~d<F-GJpyZ<g;@0)LT~YOQqP@F}d|KsgyO1`+m;
zAAr*-%>GFn)Y>`<2e6ld!g4CNuj$NlTxVWL)k>2V&7n1~#k(4{&j335+->U6or-Fa
zS=^sdWaYjqF-^iw-TMh~)kwAr@dtDHp3cug%7)D^%Zt2GqOkSYS=Qt{GV+V$D@jRz
z<Ma*+2daLenG%<{p)Dd&YdvDw<4lOCy*`^964{#D7A^@-a$GNC99}smpp=)eZOW|?
z-0}nY(LNw$8q`W5$`)BjH9M*{-5v3fq5J3kyc-(vt=o#Aed#lZv4I-|o!|C{zP?xY
zettR3=m{0Ks_@gIAkB(`K(1r3AO^XXczNaXE7YbvYKLM!Bf7<JbKu2n<@0hO$+};M
zH?^BOy%`_q&M-{3Jymtz;1Nu=J~B(O@x&(&QSg#I$AoA(h>aiRp&T54gQ5v(H)ip2
zGdQN^q}{X-HcUK>BdXW5L;IiVxuJe;OLQN^&q^PRAfw_st`9(_t=PFLv6N)}9T#5t
zD;jEMf{=Qcywl1Pg0V-e(WqQhULGMF8WZPJ8qvG)3;WC5Nyb3Tn~pxT*p~eM6ie5u
zE@MC)Uo0^=CEd@r+n6Y*be`l9^L)K6(QV5o6&jUnrc8-kh72{LV5USqH!<d>7m{$M
z)64DGuU}A5P<ckfF@J8ysNFktzewqVIEYhxI~^{T{nkx#d^%>x8+)4AA&s=LB2K$o
z`olQD7pk_KU(5-1e#<P_r}<RAlznqL`>y%bNh-}mQ>p9jA1v(G_wg$KjA6YOVaz<e
zo+#2y(Cdz%7SDh8-Ro*2>~0PU;h6>vvo)MDBmzUQ@p6@9b1E1q`nTi+2;cK|p!dha
zQptn1>^v5?D-Ey>@mr5MOTqk!dbcm{*;0+!R2Jt%HaBMB>@#_M5RzGDnJihv5xgZL
zCh*W$@ykj6k;plI5(wqDFK19#2`5k5s}HJm7c31OGqQ@l3@^QdjSrRsX=s|RP6dCt
z%1#ao?eyR~hJ_y<9W5VK6mEU!HZAExei9#&;Evig_8-hW-`58Y43;lXV8B#ySqId=
zsX;m1W(;&kab?H+{i{3_jXPXX(=`UqzHUD^?elVwn$GD&=GmF!_w}}=tg5Q0p)qQf
z>l3nJYj(3c$n$z!_$jRm<*<s@04^N~BE_%w9Ga`<_e41HK?j+4TT->``TLDG_1+f7
z1QLBcA~tB8X4|Qje69a>NjmK#ATtT=d0bC9OAbGT0W~HkKPWbm*wT=R5wVG6xA@zC
zZ$bITDw}`EW2GWP_hHbhIuqprGY7QVkP47l!`-6g`9G4Xv|4We>6$w1iX<c^%Aa~H
zEG+Om{8a+sxt|eU_c+Qve(*#S-6^lA-W|l$`?d|pW0P}pui3r863OK{?M^05>MDPA
z*0jScwWFuC!}lotjG*g@u)P18LdupSs%q%-Z^pndZNu^n4ctya_|H<u9m5nA_26wD
z%eE!f%$BEbvnp8|!>%vKoV-IwT+!+ukIl*;n*}*_E^)KJFA$BSprH{dnRl4xeZp&a
z55cwVIdR@~Y)j+ydQ2~-47vt$GBxuyNp_En1TB5FglOI|Qa}r?zgk3M_`RnwUgX1{
zY(u@1v4de+S#2=mBlm+VbcgqRw@Uh{ey79{rrv6l^VsywPR096gRw?-awlF3(f%#0
z^WCOL_b(o%--)H*gXWBjTO6lAveg$fk(@@NIf(qyT#+=W`9?b{GBWZo4LeRW@L&<u
zpHw;}Yw~XpQc2HhCu^`$Zf~anE35R80RaQv<XPeQ+Jf1^b2pb*qR>$<)k~&|n6ANL
zvV27?Lc`44p!=_L2;c0q{*pq(>zm2Y=hGc+S081mYc_VB4Te^XR}HjRw<dk)hD2wb
z?;Z7MiroJSYaA|fAUQpNWC4hTwAFJ?8SvwWMIFTP^=-o&zM6-(x``U9^@0d3JEp$P
z3JPoav-14&qw}7Qst6nhL1mbq0Iug?QN6amzZbMO=@CH$mMLMDEsl=%*YPTGP$Q_E
z6rAS|F^-eF8h7tkfnRHy&mPfzaW`Db*#H#_Q(7XK`j1b?W%xl<RFsvY*j7VMZc1ZR
z63XF}<|3gNB_RJzkD+LwzyfEGke=u<yE`Y*o32xE*iZMK>E0AS@GTvCy~Z{?`<>So
zqgypdZQkB)mI2$PQOZUC0h?lZpXkDrSo%mHlK@5`eC{2X`B)Zz@}C+S(Efvl7WPpK
zmf(2>1-n7O9%@Xw)QZoy`ucjYk)KcwOlYD+x4C<q-qX&8TV1JrCr)*)w!u@2&rhGc
z*oz>+3V!o9gI2m+@XC^-%BN<xeF;(8Z#5Di<zuX45qb5>g#~Ca`{wUFI>b)?Qkj?a
zVB$~?uTyIf_G3wuGU-eQjXB(Im)a2UIDbd5v(wFTJVMBGy>GQkh(r=i!t8hPHbOs)
zK0{~LLQ(8jR=6Lp+|L7G3JGWG9IIm&?tD0Y_3A6yt62S2#>Y3R6Vwm;#S3K}03%t2
z?)fE}ya8+xVs_nR^XJRGYP_o7x%+rIK$8oZGzE*%MJOgxQ4!xNyKsGjHsZY<AzlY!
z`NLLfaxyY5?i!Q^43V7b_I33)ge%YL`BF0$>if^g7+qqP^0A&h&_ZY$SBvW)q)(U4
zOW`yg52lRb>_wxIIHKqT;f)&~^7bLUjXFPaE;*zgW2PN@j?Zf(At;Xa$W@F|B&-67
zf3`*q%)zy{J(Jn<B5egObr5iYLsufi^|#mi6R@6Q+02pgac<MLwF}di+XImMi?t`~
zVzU2TwfY;BCm;X}5(Nh*V(ILlX-Svc^d*$gS3*GnnJh6JnOH0<5H1*Kk4R1j@Gc!X
zOmJ}UhuC&hc1tU(*ta__(}wh60xvj!Knx}3>tpL{aPKA$$iK~|tNF|JE<3J1=Z!%A
zcmEV-M6tzcn_S=4rr(#3?Vp<=etdR|ITAAYocGXNi;SV=I-`H#*#6!aK}F?k8t!tb
zh7dSUtlyj^M^Vni#N-<UgrcS<6?qU8Q4rED;`;_UOE`89Gq5d#(C?k`s{4y?qur&#
z4usqJxaZ$#`oF+o<=S3QfvyK}q-G4jZNEqWDL62cS)_CT^8d9GEd^}x1Lh%&?B8C$
z|KEM^t41|1XORWVtE@c7GyCzc|97%Fem|G!S=cN<rsMnigg^|9jHVsP{x=DF=olC%
zSXj%)4n?3m;=cj|K{@QV{q<m|r(`rVu<PpT@Oa#jLi-)6=aGkjZ3NwtK2v^*g?CyO
z7L*PS4i6tfMu17-DJ&F*>Onw2jD@%nIC0=9=H6xfJ$@&9;QW$|p0acK5GovgkXHUT
znNSX!K*jdoJQsw=19t+)V98{#KqrnmS1SSE@PF?B8ps72IJ|nL$mpJ;$N1mE9FhLt
zB{DbsN6&yZ{+|y#(uWi2{XGF-(D3ksmQ4vcIa5iLN~P7+d{yoq9v*;g;YQ(cCJYRS
z07S~QBOB14z3u@+v_GE77t;-dT>?A;i`f)zc6K&x(sXxkukGV;jnjU+$6~m$ynJ_*
zJeP!*7r$ab%G{g+3=&~~&92*KU?MYSs8Yejg*Dgb5u1I(85Kb1A=3r}woFMG8RPX<
zhf3YfRYWU$hr406`z^6(oZtcqiikddYs{ECWd7&3P*PbLRg&WwF)<;NB}cAWk-Wce
zT;2Jo+4Xu_F(la)ek~roSgFwuxPhdE1mNlhO`3o(?g8LKrqemRegp!jzE9Wvh*tg(
z=ANCp4Qm$<TP+szV$^hWd`0dAvEuV5&JT<rlRNgnzdsSTrgQnX_^F*iUtZ5@SQAHo
zgJu*^Wc2Tpe&GWiY+<!n$$5|#92~6a>FMc%*Rk;#y7jRa%YPZl3g~0FMgxK4F4U&q
zn$1eJqUqC1MWv}E*LPLk%IW6j-|!A6GoL~;bo@RZ%yQgOcWPcMH5$Z#HdhFn3%C4S
zAFj5#<Cpe#4`OjTfzf4@mp?dEs#ch?;GA{0sMD-IZTb22Va<WOuAHwloWU{yVW6tK
zTxy<0_6^`WjbUL>@H1jDcpg%WR#sN50%!9jv1~>|aJ2OF^1wAt9UH6fFLzD*`}?m$
z``0`D(Oq(w5rL41mTZ}_V2uX-Ar>nuD;Yqvsn+Re1b!|3F>rCU^b!+Y4wBV?Kai30
zX*KFafTk+S%jd{sGnDnt?7Cix>(q`4_G58et~Pb7R_co$`(WwKH8eDUmNKS~=Gp8v
zE8(#i1T39l-kab*bX{DUQnIotIq?u^Nl8U<dX%<nUI7}f<iwSYlNXJ{Dz(<?VDwQB
zIN=2lj{fR;-wcZBq(&z5TQ+*!9llED^#(#(tu@;K-I)KQThr|MU|A&`ihz?B928`Z
zj*bpL6b~^oJvTSUBG7T!eioy_=J)yjidYCJ9c4Sq<N~j%>2>|-Jy>h8TcW{`_L*N%
zmQ7<21Z({Lo206}{S|TC(aEW)r$+#OM%VMCC^4qZ^WpS0gI2wEJM93_1Xu*AvRP|3
z%kop&j>V}`uM@iS>>Son)zQ)EmVLb3c#~1ILwQ%o{d$b`doSb@yV~poq6YY9xqP?p
z2hgLF;!GUo4YE-}R?ppVauxwtIJm!K<KwX!zSrBmuhV6~5LvOraRm5Rfm!fD#>v>N
zdSme14uHgYXgYHZ)NvR@kH&ct+IjG7s;y;!pULt2eA$aBTVr5mW|rr=^m*DS0R?RH
z)gkq(OK=?!leRe6RDP}y^E18OAH~T7|MrbVb0TtfrF1$5pPL1+@1l|ttEQ$VfOY-z
zwM*U!(*_GtQqt&T+r<4EoDJW%3!FTc^X0l;MnEwNC(q~e<p@3|K2hM^{A8{Ogd<yy
z%k|uSoe>NI4n%)6fi(Jcm57K4#JzJ<EZQr7x!wf!<>jU4>m%k%Yh!w;N=w|s<3)0?
zs=`8;5$G{A49tHx-Nl%=ehbIbEDtt&#@W%YGHDE;spErZHQh0~HT)mOncw{ujuPeh
zK=pws0?>?2s8}|&+cGIG4x|UL($dmW4$~Jv|8Hb^T3i8*iHQj(iWokR5LhL6|D+@|
zG*QmWG$4xsX|~&nS(IQmxpC)tzn_-}X|&yFS1{ByKlOczDERyJzaFy68ofPU_~G0=
z?Ew}P!!4$OrrBiq5Q;Z&^HL~AzBf$h_bubH*`fYjCpVqhtls^`P%M@}HkZ$5iejmF
zMDGDej`Tpxx4L*C5efE-Gi`rxap5G6iU<k)*Rt*i+u?d)8N}N9{8AxiG!)fq%%q^H
zIi{kfGYBlksSywiLI5uW>hNys4v>?X>~;(>EdIVp+1c;{%F4=tMyDw%s;UGniTwEU
zCGzCt<d7;V*!;fUg#&+P{(f9$%b5i}DZKmWI669hvX}zcq@toS%+r$JN{-q<c_$wI
zIS~Sn`+Pf254x{N?AMq3KuJq`@cDK%Y};}N_-vL&foxLusnXIq0C;oNI^3IHSG*CC
zkpTXjZ*}LoZF+<PiaQPNH@nQ*fswi0mT0)R<43uEG5tIGpYJcffB)8RSgBQ~alTwn
z|MlxXz%o4mz;Ny300NeRi3uqPMr2Vh<G;9gHe?RcV!JWckH`<#gYUL32pBB(@E@d?
zJvTkfJL5ezRbjt6uC+CB6&3V<^K|y`uRFGF2Pw=EZgqENJ_J7Z3cx7SSS(NgFe=G4
zMm?-~O-f1m@1MZg|Hq?>3krVK*E6YBX^Kio!2oeV+i8*&4Fe;m7f1X3y$xQ+_vOI*
z>*Hx)a1c~{YYU*<_V=2l|5(}<y9iFtUK*1L3;+m?1h5!19A+LzM@P)w&-PT*)D}zC
z+3#kw17AmXFIeohcv{WYy*u^{fF2PXM1PxHg`{SOEA7AaVP#GBy6Sw=E+PJmoIV1J
zxs>yMSWv@eH2lVujo?3(&3*TBlnWG@05tgn0O=9a0-5wY%fF$uyPSmple+oG1L!c2
z!uA6o5;17F({_|&G?ORzcX5#oh!H(|*Dv0Hqs@E%wc!C_%Y@$!a(gRXD}vH*S(E2J
z0tO!fhusH!kEE28;pKW8`FqWt;Zf|CkIqD5v=`ZfHO$oEqr=-p3$xdw^@J(&miHYz
zB_(AEenr`}xDRlU{y!@OGz*sW{B$y|nYU{$N^G?yB%qdb+%_1;=jZ3KIqbjtpF@12
zewNQhVKciQrkjO@h3T)<o4{c+1#NHZ|M>9(i`5b>5|bWy_5>UaeT&L=G6zC1yg!;a
z8>9Q<D2Y%w1g<Prsl~4QlEZ(mZ0*Pn==vL2HBbuz9J(HmR4yni)M&NefsR$Mf;nC6
zZf$MtwYc6Qv~ytUrVs5`=oZYCk<Ijk|BT|dbmjr@k>9TSgAFK6O!K`(ZFYL)s%8}r
z5k9<Z2O_Gs*y8txz!y3lO##mIzN6q~+C02h_La`T=V!z3(y^bIn5eL@*8=52-abkz
zE<d5i>Uq($1oCf<<x1|-4giNV1DFuVzv9jRKqgl15N<1xQ|Vb`-IkqLEJ}Yc0zD`w
zsMdZ*C?O$1j{hWbU^GkP;f=ZRbaO^--+1bJfu-s*sxoBi6-68fCto%|O#X8}CtX@T
z2ILMSK<My&g=S~`ES>)Rcnc^blmZ0>9R?1zRtN0?0+03=vxE2NsxMA^U++!Ul$om1
zZVk@Dpp=Y^wY|(nz0cbtD+j>G`O7;R1sxn1fkG1hWtwOt2Ix$S-Ih|!)q`i-<EoWL
zt-j#Lia<&Ijqb$U{5&))EZFCj+xyn3Z%%r;#~dMx3#$#qAz*<NbaW7MHN~>w-ImHn
zMX9>~_}#bdX!cG0`{P-&IGg#stJg5*y_(nit1UtfPqynTM2pwXb_fzazRx5_Tg!Kq
z!uIqPfL^e190HURggnM$E;R?Egp`+82duHqXqceEdZ#bA#D$temfMrN^=5B)Y3tjo
zNK1%SIe^=A@H2qrH)UjG@Y9TskIw^jys2YV`$!C0F4LDZMx%XI`;s0));Shgud}L_
z(=%tX7D}trca_|bk!%6EX#Ug0)YKA<DpmLyzW3{XqZGT%KN?CZDqxLjdOi<POFMuk
z;5?kKD1kLTKR@qno;?AC2;g}$AQ#mgmzMtvypO<wEczkwzU(JHJpHHL?p%g}ja>%1
zIucJD`?ikSiM{DG&5M(lE<<Jm4CGTg7<Tc>u8-Gn0E(8JTpZvhYn@&#i$Dz$e#X$y
zFs2Rq>9=I!DSP!EHk)-Cgt>x(!YWX7VFgAXy8<NK^<9gA3r6cLT^R1f;`qFtlspjr
zR4S3<#jS9dy<KAai(~;J9}NU(w;GL-`Lcg?xQyYwS(b}q{vM!Af|EBmIEdf!g5(Eq
zF`xIF;fGw-PS1xq0KwTO&mJrRkYBw$7;gedy}5t!{E3{qv?7r0`~obmwM+f~p~h5H
zT$gt^p3LjretsYSr?vBpYARd9a8!&GX$Fx+2@~~>;)N(BfC2^)@hU|DMM^|MGJyz$
zrt~4GC@4b_N9jdb0}3KClu)FaA*c}KMhHj?M5=%^0jc*p%({Q?ubW?4D=TH6?EQZ4
z`+R4gGaqY~1J<uyKw(GAx{)Q@u3clUm(jFRbc}7~{@7^hiIA6*yU`n}v)P?SA(P4L
zE%@y2sQ}9&KA*X{ER0_bF2v(wuja7X?3K|h_a2Z4eF=}iLGb%qBg!C72xo&zAu@mB
z6x*wR*FGO1kHx+!yjIuW<`FOp_I|o{b$Uf1f~K2BxYKZPv!=o2V?R(l%*a1DsLY*h
zhV#1-=>i8*Kj<U)9&*myTnKZO3b$eB7{!d5hBHa`dZvEX(_=N9g=0=B;_e)VGC^%k
zCH#gpN^NfbSAIdk{g@bGc@KjE3PGjOGW}XWzU+#eTS2Pe^WJ{_KIEgXaLfheKhi>;
z`1B&&{!z>o3V&>=hjYI?wzs#p$@y_iBC#CT9<*kynqkG+cP*>|)c<Te*63J@MFk1(
zSnl}_+!+U8Dt(}~MzwQf2>z!USdr@XuOkXxRXynHvIo%x<O(Ulf4)_(Bw)&sQ8k{6
zX}YLW_>f_|#V2rhQ7z~KAaR_Hv;+R{PbvhHJuK-n*4(k#RR!}Tyb-_Ph8@+-jl${?
z1C9<4Ygc4NK}K6&8W=b{3xGNb;F)N<so^Xe131`ksV@+tsQCFX0vEzPb(MIzmXv|o
zUt{;!iVia2oDdvde|C2E_oO7%CC$L;-W6Y{mfk+;x%5#VNp7u%Q~3-y4>GGK7_q$?
z410S8%+D6}!+x_}lz4(82^YzPy`+&9g2NAP_c4gmZ(WN&#cQWnNXD64SU@__vCO%U
zb#j#P3pWu^7P^T40pvndOpN}i3v<ZI)LM?#n)+9!QK%xJT&9tT<mBiW5^$R==EiXp
z^a;EcmLb$5_|uXX1lpo#R4emr7Wqo|#Er>=36YT^a%adO-Ka2Fqd<j{5)x#TrFJEe
z{KQIVtt)T+f!kGl?{tEI%l6d8fJ<WE$EY1Svce04SCaL8_tWWg5fKrWGDmtxK3qA*
zUwW66vVP9ZbtqFll_WNY!>b8hLUZ=Y$<08FxC8DG07P_y%TN3F-|j4Q(q{DPpIjL`
zV2Ew=%`%|1D4-BF1Z1i0@HHIUAzKU@Yg91firL#f!zAPjD&XTf<DLGbzSI056bcE(
zX*%@8fF3VaNBsIXq#P40c}TjV2UM?DP@pW7!4F0I2M^xer&HrRAn>p+wDW?lMBci=
z_~)_$v^%RW!08U9+_U@H-KZ$N<kNizh{Vl`HlmNfcs*G)e0i|cf3Hcp%GOjpGy~yu
zZY0ec0rI+@UB+ZGuE4JFnG=hF0{VFOuEajSRsugEHT6B@6>#xxFj)*YmWB20m}8m2
zBPqhBEL|@}X~P*5Ha@CuZTP6VV=3(YQ=XfjPa!f9d<DBh9$4p?6~hp0xph@lsbwDg
z?H?=sN6{Q4!F(AWmX()pQu2P&01j47UH#ypLs5_ad1Y>GzKsV)1D&O+q-0K|9z+r0
zYt=^8BK1FTZ|*t*r0Yeo8*1BBw_BDGEtpJxDla3Gy)D(bh_9usT{bZ>L1}_(<C^U#
zZEkL+JW)CBXA1LBF}n{iCa0A*72tsgFv<&DgJe<A4*8?bq&lpUuBZNVGNg+YO{hd2
zYISBANc4{Agtiqg4xpO>6`?;?KjHDy6-kz2Qc^VVe5fEpZ04_v4lT5KO(B9mP~d;#
zjz94R;sELb^(AP!ax`vr1%2n%3){Ty#{lS_KY!jzZ4-D)Co>~GJ*-#Lxrnv#6=r{i
z&Duag4D*EcW0U9-a|Ge(-`chVoy{AMtA6=v5DfnUB-u!cz#X$33Ke&IcHp;uxD@+E
zYir-$v)8X5L8ayvLwd4(Pb3mmQ913=tu%vag*@K5urNbZVBgJsb#M<5wHmVwP*K5{
z0|#NhuA(@u6tvZ4hD5;BDUs{~TN@z4E`+R$ap2sG*>G=8oC+!o3KuL5on=vJ=_01p
z)zg80PBa;0a4~VK{JITbLx77?rBqHNBqY=?&kBQKeRfp`emhrVcXh|u{10fX82({+
zSH>*~ktE;klC2vV6AFUl>Uc;8nSLh;1VY|g`Xf!K(NEMJY>2{2=4LppCAq<i)n{g7
zvj_e!*Y6V@;lW-wb~n;Yhig>?RI5ZpVMCs8ygJBStQfqfWHnA`Y-~h<LE7LI!^)yT
z^#`M_<=t<HWv=<2xH%zG50!SjyJS=>t-k83N`C(5u|OqR6CM24_?5wsZ+BUm?h6l%
ztwMjC3b2LaYSSjRdp8yEwME8>#~lS%N^XqXsLM+*SZQGXs~Sc-2oVshpXZ0Y5%oR!
zNaGS5&4*Pb(ficxecrn*WxiZkSXe2#z-piDtJVYfCgK8!L^7@*W^<J<XOf<^C3F5?
zz}qxJ>U4JIYOs3e@>mxO4Cr4j-5CG(&N~gL`uxiUaR#~B*@DPJUdv&%E0|MOr5-HC
zlFw;3Qwbbb713_?@jV#KTOc#L>!HS-8s%oBXj0Iji<3`FOMgFbHtx0SU*bsggQLI(
zqjcd10Y;IMl7f=N*0F-&Zln}SCD^-Uf`>dHn7rrDqmegJ-|e|4t;&VGh*B^LS@5L*
zQ%#th^fZRai5KD2F>V2*Eg6b4m^QwA874XwaWzfxssn;9SkYOX9;BNcmtT@96L(6;
zL;id4Oj$b@WWb?>rU`frE&NTz;0g4Il>@thfNcW{k`0wP?{S{Y(Bwndnh>eaVN_4)
zE>3p8rNkSV!JuH-ndR|hWn_#U9TlM{48u)kU7-t*w|5i3Acv~uJ0m#tM8hedWeyfX
zv3vV|Z15M^kj2S!5cTC_cK)6D`6PeI0p_NWHm${dCQ(oI*9BRWUVji}9q)!?|1fXg
zSZ%xnloo#iQZ5<TY;VZd!Z$xg(qa`?KR!K;MAO$0SJ2+ap;^IfhO-jjbfI{|Inn%l
zEy$bV;^K;gMUSGId%1K{=u{cBlzeX`AmWh<`#7BZg|T`z*47OYN8bQSl@J$C1{F2S
zc?d8yzkNs?x3;zN-S_8Oq}=Yf{>$f5daSO*GJpW+NWFuMcLqcyhb?EaoTdC<qp|f9
lL~*7V04(4<{`ZslO_a-uM*oaM6CVYSb7!nfUzxbv{twl#FKz$;

literal 125422
zcmagFWl)yi8#VgS2uKJ>ry|`bT~aFD-5t{1A>G{}(%s!imw=RXcXyx7@Bhv_XXbo3
zGdd#h+_Co+YprYTU>PZ~*GTwC5D4V;*Du0y5D2t41Oi2e2oJs^e-BLy{^7J2QL&e|
zGO~BlwKarD>e^ddSlL^c>XAAc+S-{~S+X*4Ffh}Rn%LW0+i@{6e*eF}z+h!-%s5ek
z$pbF(%KD3{9Rz}=`|=m6fIr_90tJD56&6%*PCHmMw#QN=@jf-Kvx-@~(E17u`}w%_
zOL;c*H%vhcWJeLWd2=W_tY$qy*h+8ciB$W~$LOSFIoC~dF{S68L9kH~0s>o3qr`K=
ztxiY75d&UUB5_~d*Vm|48wGnK2JO$3x972NIUZ0!>lqkqeB5NDrpCB*ZAA<sBO}w3
zl^w_4Uab3`s-mIcF1bxlL-S_JtQIjSmEEc>k0pYLTgl<MH-gBmlkI$ato+;g{c*cC
z)5vlAv*#Qe`{3@F)kc3b`(?|sNIrizxS{5Z?epC}BL;e{TB(YhoUP_i!WT<eyf?wZ
zws_hem)P)rP~HQvl<Vv3c0DfY^_JoF_17QMovse%R7#b|-@P-PuRHu0&ul!JR^-Kh
zv*L#%QEf2r22!I&?{R<Cs*}>@ai2Y926b~j#$R5@kpKN(O>iKwYtZbh%EIE}`2OYJ
zQuRbZKX_)VC7uJvdx~?brIutU7<hCntRHHnd7|O?JePmvH#Rpl*`!@uIFaAdt#l%g
zyk}rQb#ik0YxYrBS9ihfxRp-3?IC76EF|PJI_#3`K7H01vHkH9k(ZYj8~*EB^BJSH
z-@%Gw1N^ypdE|)DzN8hp-SC8{2qaz)%#x{}MDizpPVSn_RZ*}Sj|yY;h%XE1EH*iy
z5OKxz_kRIb$jHcGvsy}{me12+NoGiW)=Oa29&No|5_fjyFssE+mlCtLXCvZv-0*t7
zCkYM?#u=We)EDdO>Z(wo+vc%*GeBS5^iBpWscHRZWS!8r^uhvvckQ!#^cwS6%0%|3
zOGO0SFUG~nsoRG(-@JSGPDCIqJiOJU>E^~61AV^kyW7Cozq;?V(0Z+|mt}=~M%Ai>
zT=phY+b)$eV0}jioE(u?YD_1ElO-HG-7zpQ^o)$Q;Kq1$I=qK6uA{|>8%-9am;2b4
z-R0e{=8PHDM7slC_ne)bou6fLITX>1Oyr99I3E7ftO*Mw@w~~t1dqKIMJB}HLNq=;
zz7~v0$&mDHpMqQqi6CG<s=D48pv-JBSrm;Vria!GL?vQK5hZU_{6g>jCU_%e*of8b
z`Uoxy#FhzLN~*0^XiwMCVl$M<cy`an_)42~(TRx(2rjeUZ@9?@4ThMQ7)Ve=M4N%j
zN3*{WQflhm5VgW5)15y*hf~?nyoq^TE8K5wtE#K1>F5lW+dL#P`O<sC3AEXs^CVN9
zSN(BzmfQK&>nwg&R7AzaVQG0iI=~8&^75u9YPs(Ey1>A|xNIdGtJIia++Q8OV`onc
z3q$#2wKSZ>tRFSB>3)A$?|#~Ylh_i#X}86s-;2^4hSy!D*-S-4L(a?`-AC+(;thj<
z%49l`Bc5=2F)3YbwaoWHGUfN_dLK0d!v``lpR2=pn3F}P<x1DfJ>)GSW<6N`=Lc4r
z_z)az_vpoDCwT=0VNp@|YU8mFJUnUO8SgIlofPSPz_zbfkMY6i{K*oun62;u4;B&{
z`t{qlwMhP_mDNC!-tO-8Y{N89DW`*3K@pK2>`Zm?!nadIKHuKQh;ui?S>K**>bbbw
zQfNCiKen())su<{3u}CO=2y3hAmP_?c<KZ3ZKPS(V7b^-bWY4+y^=DB`_U{8G02xR
zC|@eQNhbwtMbUZ7Nf&Y=-SO>qX8AXBCfu?j2JixQic7{BE?Y6C&$oCPPY)0quwppF
z=YQp;gS`vn3V&BsRTUSdQiZG~YI~|)hBauEokwI^Lc#uaTK2g1HN4oLk%s-9m6dfK
zk-i8`l{nNBPQad#*lWTT(%IQbPP*jv{J2fT&x<OL4r_C|)`L?bBq|!Pb9~GQy#`{?
zdFgc0;l>zwWp}L3X1y1u<%zb^YPqfGjNM|^TGH?f!%Gz-CzZ<JxlPMt)M$`t!R|@{
zcL)JRr_?n8he5+x3*WDkl<$0)RZm#>N5Qzs@99$YP;RHA5-!iHXDj3O4Cl4reI@Ba
zI2rQB@Cy*3W-WhvwCuJ=TTPxWE-r?)W_InjH>jzp3-9Xl^S4EY9J$hQ!+Vk2N|g2$
zwfDz=i4{K)VPe`%-O|5B26YLN1@0{@BBIH(I9Dp1Xuin93y<Dm!ltF@!S{5dpLM3j
zcenFPJWr7d3+JIRHI;zG{iG8vG93RS5+rq`*9QintjN;Z$lbuzm5Wj;t-++}<iuLb
zWiwuUdewe^tp|meCkd5^EA842R6h9E_^=%yOh>sr?}$;sPo5s{wJQ!PDwsfSAaqFc
zKiZFTJ;ZjeLP+1ghZRIG<5->>^^`&*;d2M8R~9DvYxVJZnSc9wvb4*9WxPUHi0}E~
zJT%W`BU((Q+UT|2*6`||pF*I9rh~i0#K*%a@I7;Kaw?X8G@phjJU-j-eu2soCU0bz
zF4y)N_qIKltyI?35)_1j(8MD-Ib9czwwsKT4-O6agi1d(sDdwwp;L6b12ow>n$wg@
z)mAq*9Xj<vWiGpOva~#co6O10J>4rVpQthvcXxM}p~6zcWF2kmOGJV+JM0H&Ftl%R
zK`!>D_Ott>5>Lk-jH;7={D6gUIUTu=GZKjYiU!FCWqq<DXz^)YWXz#%QuCNrsYK`Q
zVpo}H1!l*dEAAVG_110t0<LDWBLx*z5a?;jPKu+G#mbCJ9@m;jjoTT>#Puq44^Q{U
zU}F&McmDW*CiT)x^z`*_&xRPGPOh&hsi+F}YVCLB^z`(0W-Heniu17`-`>|pU+&Mm
z3t6MkM&rHsBXTY#DysFV{U);VyYbixJuPjsY@%bvq?bUs1N<pSZbXH;f0}#h=W{+|
zo4wyv=@N>(w9V*dU%JzpJr|V8-vZF$@AIRgqC$!7?Cgr~>gO!@j&B}r&kNP-8RYXM
zbhk&-<Kp5Jrgk$KE;*l5xilp4o`*AIV&pz@-&OVzHya>dd0a0dC`267F)+04G>(39
zzp+mFXdW=Mxd!sQZ)_}5DxK@}pLzL9)uKgxFU?;r2XWRP*tC5qZuyy>-#`m_%{!Cx
zHTLA>q+x@Wm-jJb$c}@MBYpJTl@PRdP;)sMTStuaj}{ukh<Wc))bkmIksuUr1}Oaf
z{S|9fi1<ApvUi&t4_yZY&Wr{}MoRZs@R)QUuB}hmrVd<0AW*y?9v;LK-0m9GO52Jc
zCkMH*Pjfw<9~q|4uB4w^u0isJ;W9&4&q;vxn(1+c=XP~K21<BU6$=QcvBLG;qd)tq
zf#%ff7BhF7>)$B#sj!ehK#rN0w~AU@Gbt6vgPL%*<aP|Q6%87+g7Xpfat`#k1?TGp
zJ2a4bYa{H-EkCzi4l4U*+r6GCv=i^-&ZW81BS5h@ALTxdN>2};+%*8N`2PL-sMuIL
ztviv>x3X$#t^<tMGi(3u$lkvhAnG0&2?xtoVYe*>x~Tt@nMkS9^2zz#{XLAvByMJ=
z=Uriu!@lieJ4<pH*aX{+ehfJ|Ifmq`zlHLUza^^YMQy>EL>K8t32n(nBPrklJ(H8M
zAiklYp-08#!QCeJ9X^htHY74?dk$D`c-cibEx82NFMFoG6N><0(gCtwwax-BH#fKC
z@oJus$2rO$8Aq!oY;tVh|EO}~&h7c}x^cg(*%|aYt65HvVP$5Ale7S~5rQr*X<|ZU
z+n5GkfytmB9Y8xft$)XD_YqpHu9}KbE)+R$1pszY&F`y<OH5?-dU{B;9i4>A8Zm0#
zJ5|YV_VV-d+np|*H=Jbu{twH$)$Ll#9>b`4QLC14boWBJ2!J@nQmy;z<MyJKneN@M
zWa->aZ6-RlpvR}G<`%!j#`c#`x~1IT7>H%R(C{UdDc9nCX~PSRb_0WhdMh110*2<p
zJ$&5&u@r4@U!2o6R&v?z2t*R|I$usHk8w}eTWP0!`u+`|qoNP6tq*5I?%;hDO~I>a
zV*eRSW)0jLNu2~mF2n2Twuo(}85x&`66O0s1IDlMFQ7GpuJGHkKC>Q6QB4gWl%&lU
z$W(Mz{^KRLV}`hRw~$t*l(k!_OGQpkPZgirQuuEW(1<ryI{gGTo7|Kq7H7+~`Lk@p
zma7bh7?O;3Cvp|_A&j43F7>32ZK0R|rWJRrTtdt@*44HcCec_7o7-F2-Bqm}T`F&X
za+M!D+}i5>@d~qON!x-wsycJBI#YWf{G;I@Rsx->+{dpwHK374^SWJC==Y(5Xyz?Z
zqV<D+U3B+m-<m_E-jWEs_zPO;3B`#8!2ntb6&+p4ou+kbv-jB6(UBC$1qup^61Ccp
zX0Wem>(xdh<fNqDd>(fi^0$fPa4*2Es->l+=<UGB@Nf=*`3A<u%YW?Z%%+OWL^lDc
z01ae!n%_J6otTzvhUeoQ1~D;e2Z2?K%@PM=>WI?EQ7UrswG>Z0{>O_+$a_l4b5Jm~
zSq^idYt3z3q4vMe*J)bI{RWWj=4#%me4o?m2ac9AlsBj%On?%I=Q(htgHLJO%q8M4
zBW=SwwY9b3NZ8$RDi%*ELbY%77HhZj0noZ0E6vBby*-&Poe!D`fV=@07xojAlcv)p
zc%WK<npk1E$OW)+sOT?U0O2i`+tNWsjTgwitFv0xx_r2~xj`o&a2uGJW4#X-)mPL(
zj29BSI$rjYqFpUgELLf>r2xoCZzScT{n0{lLqkJRZd{h_o5>Q@YFtj+jgRGo*3@zk
zs^|q#y0=3ViR~PZO}MgH<y6o9(}!-LZMZyM&Opt!y0L>kxv`s{X|y>QpOcp-r>6GJ
z(~}PX<IUpoHZJ4irAbXEWufA!i4s*-h~v?Mi-=2_l<|}l0Vqn@V11S2q)U~~0SJVS
z*Zc`yL?5sKthaBgzR!PZa@bdz61f9E)0)KX2lOrz@FfUXMmE>$qmjXQ+JTXg+=hlE
zKLoV1IpfT6@aX$XMBL6NI*^c%ke#_|N`O4y@$+YHY#8K8B!50$YAsYOo_65f4rj7n
z5g>M6fy!dRZQ0InD{_>lrl+T%rw@;(RXzhdib+H?5{AcG)^Jd%-zNvs^rdxvvRwG$
z==cc)7$LuB8h{>g%=*2Mc-ADwngFsi7b(yvTqYfdqZM2M*tTiZP&}RiB^ngixk`Nm
z1XMy&28Ob|>wn%*FfS+_AgKa1vW`t#W~1SxqK?Dg!I(S%#LXxq0w_J%V6$G7>krb{
z1)tq=7{s4!d|pXO7-gn=OhW?)vHOYOzgqJ?u#rV=7tke|%?ThpKo#(iylg1hugj?c
zh=pu)>D9(J?PvQdsW-}J_+V2-_RohH+k*g=R91)({e=NKjcR2>!%a$=$KKyUa?*gn
zK<)7(6o4lRxUNCWmEE}?w_ayZA$Gx)i+qR;j{P9nlrU7F_bIif(+@%Ws!h|3aYdXn
z{rU6#!VBiZ;nn`~CCK?=XIy-X-;Hr4l+&#~((6dwqfp<N``)D;y?BZSq}WwRMmt#a
zqmbkA_y_*A{e4<Xz^#2RZ5uW8oShpGgEHOE21LrGZSCmPYQ7M1SZ7g%#B<kxmUjxE
zS~h^<0IK~4SU*@+R#wq16<|G;68ZcH6%`e#kZh{0&CTGsxw$F%+f-pQD4;heZvv=8
z$;p}gQd~eb$rdZogBk#!m$RE2CJs&?xN0(|-G|1;MnJkAQ)bQxIBnmX)uy~KsPF&m
z=Pm$BgrZ5jzy-xvG1IE+$14lK?g5#{c=N{hTQ2$g_dmdY0ORXLMrCWqS1V1>_Iiw;
zDpo%4fI&mY!0=Hk?Hw8l1@X)R(8)`wtBpFnyttgvK0mBqo@jBg12E(0=;(J(&*_9X
zW2M)#C)f|W#W9z61qw86cYCy;Rdvr+>KDrAqjIIA`hWI`j6@qrW#2B$&(NDHQcPU5
z*|Y$>Yb({NZPf>XI141!&Fw8&;?U{YS+?O&!o#uG^ZL!{dX44co$oC>2xQO=)Jm_i
z@1?{oGctJH<g~P;K=!$S{T@wjm;%Wf6B}y^zN0Aq-QArBlTs>2JduIT<j;S#^b|j)
zo>ma6*rt*p7(`kaSkxC?<E57kC$knebG;dW3&&#(uxfuyKp=6CnyWTec5(n6CI<SY
z!HRRc-!Q!<`1BjV3Hf}f)$MKNMa7seqp~V0UlbIuu(7cL>))v}m5g7Q%VE%Y`9!gD
zIq@&i@U9n{k(eQDTkU?c8ki*U;f0#RdBw~J{Dr29{$l9@HXh&%%w&lVwb0)zsq@vJ
zA%J)zqN0{9A$@(X{N)9=fk%%1a>OKuQ}Ob}3$79Ue|>w#%PN{XXlRq1o0}kADv%U$
zN|WfnPrP@6$YN15GE%;Ozmejo22BllPzH3p_zEo^T;ydPl37?-5Rs9a^IGH}H;e#_
zXPv?P*}t69AoxEQfcEPYaCUZ9B($Z^ft+Y_EFKom?B_yc{`VM?msSCpUt<OSyV!qE
z2<q>Dm$nUzep$GeUyI=mdui7Hy~KiU&j0yr@CNF;m*)20uQ=gSLqOR7_ekCUv6uhv
zTfUU`|G!J0pw^ksFs!YwyX=?NTQ_R_--Tcg#)2&U1W-c^Xd)GJ7B5f?1)mM^*SN~!
zRLuV_i}?j=g{T))H{CASfY$`QS%Q8X_B-f664JZeo2vOfpYZqZ-@UTz|GgA}1QO(!
z6yDDVRCp!;2lyUNgxWG6i9SeT@ZLKa14RQjTr`E<Y82eGxVh+mFKS6j4QUZd<8g@r
zS^6S$@!cP=nz5ni{>`onyUTso{g%zpZBMQ3;Y=Jbn-^4g0}`aDdGP;y99<Agq_T<D
zrkMp7#o5(WPDv?1tGxVZFRjnAz8dr%&`*2D_@BduHoJE1wLWEPF!b%(zab$R6K8A{
zF4t;BL_}<O^)cap@5?#!?ny>to9k;)GQiOwafZ{m69G=qXTk*`016GO?Z%fBHq*}_
zz>A^t<x2R2HR!uH(K}0Y>{r<h3=M4_Zfv&3GRFXdciH(Fhz{$MK(EeXG0XJQrvQB@
zx@Y-c=sqCJA+NMs)7C=N=-#&7ZV~X^ZeRj|;OpVPT09m5#K*hKU$VbM`wh0QuB`O=
zyv{IKHX5ua(wZA1Uv0;yW@e6o)~Q;d0|n~507D`xxCKy<DAv~2ET=cW{ueg4^Or&V
zFA>^+4J{DZ-3gM~Wjo!8ii%3-WTle_K%W|mxi^C73@OsW28j(}yrVD;>q1_)=q<42
z;u*zRS>7+157sU%EsgMH_knUL=Ingq&_?sW5XG_MT|+Z{)BoL~FM^2e`@c9)JI7ny
zoPeA&+TwC<GF3E1;l~eY-qA^=kCh1Qe<jAOtzxW;#n_6P)!xou-gZYrDV?z~Da~&P
z5DciB%phn8QTr}i*#36|_9zgd0YLdIZ@t0?z)P@Dp$cG1qp=K035j9O-EW$rbt;k8
z!x=VOc=;NpSV8^(dS|`D6ie$H6IWiPp={Md<D7mMq_=5F20FpG{#}LnGaa$Vh2RIN
zv@Zao0Qss3N}2Y*B-(I|{ou1;1W<d!^V9uYl_B!;{qnQ(X1uZt)#x)WYq~#=;vFaa
zI7$cNcN}8dV=V^_3aYW8^Rdk2^jr(-d+25pC{h{Kz`Q21xTM5b)dylymOHrDkH@#s
zVkDlSAP$+`t}NhDaIGI1RQ^{h94KocOQLTuF-?J(+ZRb<40gTc>Yq7ik`o8XJaLb7
zi<5y&zitT9vSV)(ByoE}idyXG_n8_;TOzT@3mA*trthuy(l3cgyPFX1RSh@hFqyfK
z`>Ahn3kbPrLOzkNJ60Kw5d%^?$a}re4ftDhK*E!gMP_A+W@dTuk=aYsZ*aw^L98%A
zcK!ln0u}+G+U0z!C>V!fyr<w`yWeJG^>+^rMfGWn%UTq28tTN&z4n^wv7v9r<Di=f
zWnEWrEE5@4qxI1>l+Sq|#vm*wxpCyR9a+ey3s+vC=^FzryX9sr6u?0iAWIHKh{P@Y
z3v)5dDd7xhZjacA4-7g~ZEq@m|56tB1<asYUcV4R2F)gPA|el|69kz(mZ;tS&aay{
zJa{ZuiiAeqb*~4j*Y4Z)5}f;Mw&Q3Kp>?a!$qiSx;k+OiDO)D6np5{OitiQ-_-^(^
z(-@$lR`W^JTr88rfQZ8Cu%`e}WY>OqyJz~5cTSUqyE!w_a#JdwHgA6fo;ek#qRdMd
z1O3E-6l~5KXa+k|#W(<?0ALEw$XIR{;WlUw+y6*q|8~90Kj@35gQOYF=iBLfPRDtv
z70UCR+M-d#O!aq@<DKS&{#RIWEc9(5_=vs&S=&?#3JwL<IcsH>KT`J=E+Lr!7=qwt
zY=2+@qY|Fe-<Z!^Z@(0M?Hs2&Fe3OlVh;JUwW&q;_#NlF_L1hu$Jm$0YNvqnu4e)&
zHPCRw<q8czpuW7gt>9>VC&{VVlYuRv%f-dcut_-?<VU~9ZuxhQ@iXy5?2=*WE}inM
zHohRGC0#|$I@CnW&{pVDIiU)!r<NA3@3i(cO(t`Utru@V_kEdSfPA!>(R9+>oDwgZ
zk6v~hKL{RGJno+VU8R4QVpbCUQuE6a=V>5xK<Wm8d$81+3e>7f5O65)Fdf*ET(cmD
zNIWhuUcGu17atEe*eH1B5x^WzPEQ-hr`pZNc+OG4`~ip+=!Ass<MuXtDsKb4oW|F)
zsjB*-qzixfiZ($W6x1}b`_XpYsO!|xeZr7n%#zbSXpv#556&hvA*4=5d@IY5S72?a
zbtRM{a7@LkRST5((6?E$Rz(n9+=}tU=_!Mr#N|K}h(@vnP!-_kFo`Yj1ErKs+FXZ}
z7p1P{GPKdu2D2kdah7{#CCM-E^;8PpD~;QUVGQKW$IVATCh*uT2^kWRlO+JYMi>|v
zkVxl>e*uVq6Qbkcxul!BA0{wp4uYx03wkmIqL|1erwC<Z9ZTD=T40Z%zKQ@r2q8H_
zxXWML^W1VPNxm_Tj;1wxNDT|z@r+qyzJ^HjqMTv`BqvGSWDUFPsN~mdnj^$Qio3Zw
za-xgTHzzg~U4-&mZUVj!MqDmE^tjLG+-}NjN}4gQek@Bx!@*5k&!=1Cy_xbcFfCB2
zG6-g)-uSd?+k~FZuu){^B_eEJAo4E{bHV@}RM*ClMJ1>#Qp6wr{(y3^zKCsdg&UiR
z+HDqXfV#XW=c~4j&S1>r0>lXbK=q!V9v6TNp2lJ03n+UPke=1a1pt!T9v36Ybvj<+
zIqQFiBel+SeiB`OQ|ydpxyJ!3=;Pf{)fH=EDA<o-O&(*wU}R_GsmND6G%(nuAnM=y
zE1J5ZiBQqb?@{pxqQLQeJFU1&cT?e?qwx4E??t1ZYz}15Qn1F%pXZ3bp_Pi|U3BG-
zvtb=!D7rj8KHdTx@G?#TBp$On5UoAJ>6`5@EW&}VcC8&3{>WY8u_Y^Z@fY1UdST15
zShZulHyli>{D9WPVzVavug26)<aWvZTry3H5-|Q3s#}CFJ_E@2TLz6F4F==uqeZ}7
zc6t?`Xj*{07MGB41{O$*jr5Vq;nRMo)4P7QAYVcpaw!d}=cTckTPKzJl9Pu;PFMl5
zeq7>d^w!UQ8t4V(XgQ_QhAT?lv>V6v@!MsqL?PX}yv49M&{F6kSaobtjO^=G1XR+G
zt1ah1myHCA%i{Uq3?#$yr+_b(O<~^$e$<z`ER8+x{g82HYsNSGU#Z-!LxODD-YRYb
zB|#UUF$mB7LG?DAg2VoFu2>{71Pr8(mzB@72mAY1)+711;+3_?fa;OGD@Ugq)PUY&
zcfEpbqg1*?332sL@$?*5>|5OYc6X!P7HNOJ)-zkzqIk~$@Bdebtk|7!5AOE_-TMra
zW0{n|Ud&?>zf7y)WH~rIminOfu@x@!S^=Ew^{)F@(jX~fV%`8QY=iA2B&W$zPl37A
zbjGUvX+x1Oa(9^ISH{m1XBOhlj5y;&1-sWTSm?}ZK?!Q5_N7>$2EquU?@Z(l!A;s9
z{=@bL%dtFMr1=NPx_@@<6N&bn6Q$1wd(uT{QQa8w)mKw?TmKBuBJ7wOAbk+6)mJd#
zIqs?3>?tsESIcMZG`kj0phtve=F??E4yU|3PVS7x7zqk9krEI9A~_d2K0o}}32{HK
z)EIgh%IKo+y+*}wP!J-q+W~W)RQfkl)7|(b)UO|zagwdiCuQB~;$sOuG3)G!Ip?@m
zZJa72S`kRz8JR8{zhqPTqLMzOTtrWg93m(v2!NtClO$LR^9?|QWMyQ$+uNTdi<jq+
zkdbeJ5|YGWL(Y|c6k|$)v>T~uUsYvI8=az)5l-l%wdzwpK~y~{B`ShPX2#3qkL2A%
z-1b~#=}Y>qqkWo_{~YBo40j?rq@|W)IJuxDHS5aKew?K@l4NW<(`)p4*=r1puAj^I
z-Zk2QCfk6Zz~|+K>J~j})hfK>okz9sx8Lh2_V16)9rsjBFRxIuvcmuB_>@;091|ra
z!b*&IRGJ4JJNtFO%&y*xx=R%j2FQMuDV*TSc!k^TuW^OEzSb`}pU|xg4TmyPHNJj#
zYA;$DTYbYBWwoZ$_9}mWVbgXZ^x)uIWt65~dmb0EFUofrC;RbVjCc=%n;vZdT-_d2
zj{zz&W6w7bo|tSMQ!&k)Q#Kb+`uEFYB@E=`m@u$OAXI}Qs?EXpQc3OwD?JZ_2mE8e
z0+lso#+cGOayUFeA-eA0R{;g)`X$q>v1C%^g3i1_+5HD|)s5FnZskRA6GyhT*(Hcx
z;RH}>XjgBs>?#VvnwDJEVDI#tnvxo*!+&QFQfTADH=HXqBVw`mXi~pTIN)Zb*0&bt
zz3gIx%vwlQO^iT(h&KF`Q*=B{ITxoIqY_@t>upw|@}2ad--Tp%2aq$NCkIlpM0$r#
zJAs+w3ts@WWE^N4#ck3t1dPwtZ^t$Ft9GaAP5D;~i!z7ekZOJ|)wms4w(T+#<}XHQ
z6qfX+yimanwa0Ckj(yX!je!@U-%Msm!s{9b6!Q}xd}x0<Ojzi4x3j=w5gb_3qbTfU
zG4So!Ns^-DR8)&UD&4va`s1n$Z~(%Y<iQZ@1dmEzfbb;erX`nAo>mfk^I}i0B4<)q
zJf=hp=FrYxR#<geYCNw)1VM=G?=<<K`diYnn9l~Im<_)Nr{&3VKAi<M^*^SPUYk3Q
zasrJCz<!SQhqF)s$Fq?z?MzM;aFC?aa<-z%wh57m{`^?G{0iH{ZnR&cYVUkIZdR20
zUlR>~cE_n`b~CIm0M-E${OUQ4ODi<A$k04Dpo3G>(iXcK8W?EQy8^6-#m-(IDy0C`
z&tk+(d&=HK?-i^qKYc!5_+BnN7t$ac?N7b!sO{zP9<TZQp-kz1d9kC)tAxq!&O@s%
zm*xhB36E&QFqN7+UY+yw`dCxhf-||{8#2c4HwIn^UJS;cBH|(|EpbC#JdqCu&c}EI
zB}73x12c#@?87DU#@iBj<gG4fHZ!6SuY;RaFJ+>$8OjNh-!Oz}*WA-*q4i1PFB>#{
znTZCGjy&e(eS7kGl=#}Iu+kU!DO$C>M)zHTf#5Zm6o~#B*EqR}iQ_MP6nfoj>5LaR
z<RfnnWjh-2^LKTE0R|*jLNpYeNbtzGX}8OsCIwarzHxESO(8e&)gOvB7L|mdF>N=Q
z513KKqlZVB{*$l!jeF5TuBwd#LuMV@?X*;1#Pg3I<2N=okhO|)?t;7`M|jxG$)ZP6
zGo3Wbl(Mf*JIVw2pFYl4thVm5H;4QuAfP^-Yj)%t-)wDd0c}^U7V%<EY7Fb@{JeW?
z?AS;N4U#`O05m;Nm)1lkd75<zQ4?W)gbXsMbgT}FF(3;wAc8GOSt3`3hiVoV{(#sr
zk%M~ljdQYDxSDg)8^wgAOzc-d*ge4ybHpo!C}V5%wcL)rUuQOmDC285SwETDp&{*%
zkAh^D4G-^_H?eeClLR5{Z^LC0nsoV_USm+K+%&u0*q6dFToA2aKraEn__xI6Nv}I*
zPd-5_%=ib|*P-pn^^qBdqz@Hh9)!Ch4JBG}#_6QTC(O|MJ&POvOQ7YOF$8bGpM`$P
zto(1%a18*bi|KTkCb9sSL0XwD0=ox@V`Lx_0x3eRrs1Xv|3mXD42-l!oohHlL}+;8
zLPeNTmLT-fh(L4p+=8y&(->R5R(oM*1u4r@nSotwk5vlmhfAb~%WXb*mSlm{Q6DU9
z1$ghaCwx$yk~Kuam*^|-hWkI#VBuq<`!*>FX&7=g*gCGzq4q?d5s~_m3QetzoR97v
z9!i#~)xIeBx3{+!yOa4eGKmW1zP~Np&ETWXjPW`(3AC8Pt@d#vyc(c|qsxw42Pg7B
zFj<TrsOu4kyzpa<<Y#xt4!91OEUAET8W2XALFGH<^eO;**$ZT42ri33zhvqB&iJoe
zpi>qv&6KKNXPahPKF~eSKfxmjMoc>Xke=ro3gUYAhh~)M7xrEm>EFde@>~thWQh*`
zlZWI<Ux|Q!`wKQPEa~jv&yOh)ERwFa>Q7}0i~Z(k0(c%{a6^&d;f9^Qa1RgXV=b4{
z>V&+m7ctzKUo0cC^&2_T{GIpwWE+YZlSBztLpfU!Gt~q+hHbOC>b5$h+b2zKI#M;%
z|9hR{c{7x(q0Q`yii$l&B_$<?13i8OXP{aE=ZgjKSy5&<XYbtrc+>!NXKM~ZHuLE)
zpfoMin17X!*qG7w+5}dNETBO^5;Y!fr?$#Z1^0LD&yNSVB`I0+mbw8=DinFkw-nV`
z|7s4mR4U8XCE0~Q66LYNJCL8+K)UKOjRzZBMg=j#&MB^$POR{C;Oavy%=cpL-ZnGn
zQNPfN5ii8Pfm)nlZP3xXS4o+fG0@P^UNrOKV(*OrDv9B|n|?C#l#i_@_=4y%&L)T@
z1fNGU6x8@H5$`=8UW=Q~iJbpOxu<Q_Yax00`SL&wMJDEUJ8S_vRs{suqHCaptiLEC
z3k^2zpiB;@abkj+S>*5l{8>r-UQd#TU0l4hjX<idF&X!LnS$XB;Z$91;A?5#u>j5<
z@~-#`J(UQ0lU+$xTv_ERN*Rvyb8=wCtY#279gj>$HuL42%|dTWc>GXnoVxJRV{Mq~
z*xl+T!}{-6H=BurD`P{*qLF0}i~_6Fln6M=I@LkKAC={rLy-j0(KX3M+Vge!6p*~d
z#Q9s?0?7#_L^axp0#`!^p@nfsS7vXqLz2p#TL|y24u^gU1qOwNzGGpD0fU@<dt-`c
zQ5Q$*yoFzEu9pv|UfR-6-W%`Y*A0c_H-zu!WP_Iel1!(Jmh+D_u`lHxQ^s04#shq~
z!GlMsQF7BMV*T1D;(FlE{TCsHrx)z|91aXaX~3QIGIxrJit_H%A^q?n0E`S%fdvc*
zo_6y4cCK~hJ$ju$@WaP<9k|H+;O;AKzxt+j_E7T1HUEtu2MVGESA5Tr0?ym!&`AOh
z!hw%=RP(<Jd7zR}G|C1W@f;~Pu((g{V^8}?jMbh72XzkBa5>Nq-bNGI(QzDlBT{~v
zwYiSPSo#vYsiLZQf}pb?8zhzmGnMT?dV~-U=~9)CjmJ5PKt)5#&(4Mp?0zvui5T;X
zTQbOERVLt`niI=kvQ9?7E73Z~u}w}x+a84`)n9~i^r%bH<i4{0OCQZA1h3DU($8<3
z=6&;TO3?$P%Ie7{oWME`)3=Ok#5DR(D3sUyjD6kWNYG=B>Tupbs(3a#YyhMEMV3&s
zOjKtY8k&NFf`$z#3J8shA#z$bF+u@^|Hcgi2ZKXZBaF&5Jyt9~L7rV>bXRl60NO+W
zdet+2s4uOREt{%qS5jt}f+4MrwGS3AZnFW=3YOs<?k<G&jCNA?#~?<aq)kngnJ<!J
zpfZCqFVK)+XqtU<At%#1G)!54IAoA5O}agpC_ltp9dYAgeN%9|X1a*<S2Pux?~A>?
z{ZJx_KdxsWtu*?azEL8NyL9IrxaFlBu1p4ma|1(va<?bjRa1xPl=r0E8##HsJ-u*$
zwxj21HX2tgi<!NjDe{|BH5q2G;c79tTLV%jUdt-T-&Q7L^bGb(F(9%b$;&a`NZ_1x
zm--gqt%y#ld|bcVE5Inol4^)?3Upij8BZ1q@+jWa(2E}qO#Po`7L^0!x_58hjKlF^
z#H)9jn(blyts103Bt4hO3PQWRFR`T3Ts1j7{4<-nuC$J40ELq=YkT#PJ6*~YewRM$
zM1{e(h)}v*2YC9{{jP(bOlZ7lYHHL@5DGE1dh9Q#AT06F<C|Uej!drhJhxjQ`#gxh
zaywSK44j#@flh6kul5*=**Gqu0=saZ5F#2`IFLYH@t%{4KI#(*M=BPoa%^@sImF$=
zW8ADZkqBmnBj=S^24^qwP@B%uQ##^-SPt`w)O^2A-qrWee6{Xq4a_4N&dMiaH7vJJ
z;}g{bxAb8!@B-FMSlEIVbZJ__B0t}n@Tv{1=1vzedy}2UM}~CCi~N~Y!*#;;kr0@f
zKub<Ux~mU#kYchD+k*a#FYuf{%DrtWnZgD|(`R{icc-+7_VtpQFFLf5G=0Z4oQa6j
zcVY}J_H%GIB4uQ1!TES!PU{I<?e?%p*;IBpLCC+M@Poy|o0-==i`{-cu}eCgagnF5
zU*}oI_D*?x1?i3&<N8<REAwwesT4lBxneAAI8IHhxJM)7?s8Q4u-Gd`en})q@mF14
zGMUDkn#4pLFv(3E!OTI{8(pb4A*uEKaUqN!`1{15*pmv|n6EeBC(iQVQRas2jhp1w
zxwC)2>Gh6(-!b(goAdQuUsBK8(|E=V*!=3M6LBhP>dx+N7%-U2%+#KGj8e#qk@rtJ
zw|(W2g~6%q^>wFu>~y=UCkp4w(SW;>`z=m7*FyN!qEo@?()$*5VR>7&(BZ{GHunm8
z$R)zH@!0kG&5@s}`^9;r+)x=HiPXZf28WCc?$&R-BHt8$-Prj?tNR+8%`{JE9G)VC
zjk1>ojyPlDm?EmlyI2yK(`4`<@NjU^z{ew^*$K=zeQKAwS1UL!b&I^)uwIbnNW9yJ
zYmJ2Ow1qUszrP}AkFcDsGa3z|Y#+VW(0w~FhF&>erayUO=*wTQkiy8sgkE3)$K%2O
zekz}X6Q`4U?QKq{VeQZG2;K9w%OAr26VHvrEf@Qk7K^gb*<S{lYHw-^d_LAjt;HJi
zar=K05gz*R7d2GpQLc~{=+_H`V)daa-U8$PA7HPZ%yLC(Dc}aA-XtonjLSqcPxW+4
zj_#H1(F>VDm3#mWtA^(0UsGm<vcKSg`|V{AlC|?~_CShH+cRlhmBPM=B&2>YGCx0`
z{DF7>+WH&B?;jk?(`%urgOyV5@9tM^K==|kgTmqW+WBn>hh~NQm<QedXV6Mis`$&A
z2CaygrnBf!kk^;+iPp0u>YqQ(4B-&X@U(=4Wc+Dt9$S!^bJ58ZBL4Iv{B-;ddmK7e
z!sl}K9=L@C4AIk~qO8N6<ZN4Ut0t_Kopr?}NOg9Yq=+SjsjhOzo|~Xn@@C!;5(NFS
zlD5s0%-TxSmW@^qkYMQEv?iBVfPbpJcN9};&G6?R{;7FgR`3@`OGfQQ8bwHyH(1xh
zsqAFvG8^J-=?bU|PJ<($#dR!C7$!npvu8ksr=ptM$dTlyzJQ{Jlzhr>77&pw`3HXp
z;F>ZagkiZgaAxaZ-MJ3AQ9@_*4zmXJyHEeJ_z4t$86BzcZn$`k*#~Q-x={IDDYG6b
zm5W@=zU68UNy7@;h}hL~1->_8UNtdw|DecmSv6)Q$w&Ik3pp%vtkuj6KR}%=eIw5i
z<U9BZGei9YGf<Z|2>*4<E%9gj1Gs&!iyhe}r(;xaAawTh^eB6vQOqcds4^^BJ|&?Y
zksa((Ch;HI)gW2vrKYR8RnK5*COsczhCMCM=d|3hAVqH7z&p!EB?;*~GC{i3KIu-z
zN$<E@S$!&15t)H{EZ&cK8P=|J7-0nB^N6R%&8_7B`gE`>rAA1z-Djow*EH+%TnB-9
z!P{#>+FLwws8u=kiob9gl0dH$($XSsc09}mx<tX08E|qqi@10_nDbssqzs=P3{t43
zd9fdFCZ<NEUrLxyv9$0QDt0cLW;6{7Z=DTpYG<*Su*IkE!ZYw}lxS#g9qadq(WH))
ziiImy`(X%{Sd$Tt!Y3m8{AQ)B{D<!K49pCS^z@rx;I62?{0MxAHI1`6!UK}J^|KYp
zNGE4#aLFjiY9kqjfjfM63y+n4*^ia#hbpZ?f9fs#OURKKrC)Qp$rVrZV<WL?x&CuB
z8T;q&wY2dvZE|{3EMhRkg7bQ<^PTX@Ot{j++R8YDQm@cI>W;iF7T)6iTQDMqY-8us
zM>%$;FHkzQz_CUEtnw0R9MQ_!9@xcGgT8RcWmL!4=Ct+7m?G*^9Q=(ESw?Z#X!V1Z
z9LXq4_(Y<S&41ZSobrA;{bi!}fr>Xxu`dhTFz`Z~Gk2Xyu5`Pj!s}X=4kU$%JQ-vk
zWRg_WQAx)8K`M<7o5eC=-!xdkJz<lOqgnAZl&Bo>`hFu;8XTBFo2|DZ(eDjw%r;M4
zz%?`#X*l@615>l3UfX3<D<@0!r@;L2e8LfbJb}Lb@cm9SbHT?=jtIhc#!h>jre==E
z5=U39CX0&$W222<|7-JXUXNR!w<x=dJ38BV5d4vFE=QE!7$=g#HraeusQl0Yvo8B?
z6!U|`Po$7*PHWCw3NS9ONa^3S1)gjVR6>ppF%l19z<|Dd{n}|(tHoEoB8=X#$px$6
z85?|Zt@CeotK`0cfxlHXww*6H-%6cCfyT#)a_{B{Q`$3Sx5wjgln!CiEiSDsvfpG$
zvloVO&~*B6cwOch<8|BRM*q|b9__CI)_D27+7X^pLfju&(PWdfCvIFwx93iRKhO{>
zISA)ezBgCQN9yvj;M{B5jTL)+{tOLl<G3jBA0(1Gz`S91u6nz@<yVZ?FDg!)Mp9B%
z<Mp|p?}G19vt;*9U!U_aet&G<vpy*o2DsrU^qT32S8&xQ&TiuO)sDnO(d7lcI|;34
za~0#K7l`ojj8!-$BE<gioerIKCE3Vm5HV87HeQfP)<(ua=S_+s?ES!(@d2hsMPYxb
zfTd0H&7l1=%A3eo=nk_BU}XWmP$6LMdKt{T4fO|Vu_nt{nxfro<*}G>B6jo}SY1qQ
zKCR40l4WTFZ&YbCxRHHl^tJr1+iP}0L3BivsP#hr>-B^IIJJwYN#mNdCi*enyb0tQ
zS0VB8Odb>Vf!C$&B}H`Q_kO`ilTjzfd+STn1Y|OiYu)$go==eGwu3ZVi*tUS?N;FK
z1zP0>FcFafUr$%pXD~UB{7m**tW-+1Ib!8#D_kWZLOq@9K%*V*8T}cVVLe-c`UL5Z
ze3ER~;1JCB(k6xX=^bj;M)YEl5dPsF3O38h5Z=`K$6_M)7riF)Kq*>;HT|Y<NY;3E
zPI)6s5E+jk?=5<c!}w|};=?aRd$(zvWm~-aLl&y~HLJ=MC85z(3Q%saAWE!_8WCVd
z4GfgO`})oSA=6}ejB_C&#T+T1smm^zl}dBsLR*@`_kS1`Q`N9oUk$t-Z<_jW)M$)A
z87rAXsmNrifsaWdq5HTtRL)5iLVjhtt@yZ_FkrB<b?W5A6#pEbNih3;u_+#SzFy1$
z;M|UumX@+c+eYueoD;57BXPYoBW!Y*9|7ukg}h&Ao|T7{d>!KgjJKNvDH%~ph1Y@j
zHV-42Bz}|^Q*@IgeoVu2$Ln@@5Fy6ajlxeiUBTV*qM1NOY)yZBOIeHM_)vnbD(yot
z*7fr!mAR!d@n1fR2}bcokXl4TZcr6EMVSIZT?qGmXyM-j+fd+Kz<4KmGOca}{5(OK
znagmK1J6tKk{$jinBN4Yx|a0g2!yvDY{S+jklYob-xJltM8#@${!ot0rk&8Iaayw#
zJc}me@xWp;+3lQG&E3eX!I+W|supyG70jZW8%&^NW!~mG36hz38e-z<Qb<Bgki8NA
z;HxIOA{1TFRm%~BjPVy~gN#_mF3a=eJ53%6%s7-U;bl<$Sm84mvIzkP1`t|XE7=un
z6+>cUgJbU377Jk<Q^P~ZgUsct&q4*%_(Djn4Db~d@8C7}s?PQ=?VStYD1Y!wu*7hJ
zY1uuQ#}3~G+1*u3YQYu#*ZC^HD_*w>!zui|PnHTEIKWx+gsH(0t;pX*RXe!j(2gRX
z?I$FHdUqvXX(vid^dS7e)fmmS%A^%J(}A8NTFn%g;&y(E!CN~-OT`-U;|7WFZs_ae
zl9MH_{kGOE{SIKMTc!0&dRxQE5=l&}zNSmKxA2kfOz??2pSLDtJc}5d_*q`DSCX*^
z22=SaE+FU1G=>Ha!QCc1R-~IAB@B?+WG2fGjSy<6aTZ_yv3;lXE7b8<>)fR%YQn=H
zUT+>9x7+f_uO4TT7_no)hi3Ig3r%7&X1LjFLo%E*85;SH&CheW6#pWf$c>1E-YSx)
zTH8;#*xA|w)~}t!<6>)Q{&OQimwH5OeKWF5)$YwTkpR8xdSbHpKNw`$fLkB&_x5+c
zARL6KbqBNkm4Dy0oIKcFm@g$yixN2~mY$BNcMP1_W_aAbTFPYd=Usl5D9$HYokz=4
zI>!dS<oWa|@~RtJ%1{1bA2bbwMS|&)WjnvthW^XNz6qp3N2bGd+FX;Jk3DgtNzD5;
zF^J*#empNgz%&oJJ(l8Tc~j&}?w*JU^3BWNip<l~GmMZk28d?zT3Vi+Y%tu5eOHY2
zr;kI+r!x2KR1B4*LgC(3W?yj-jL!xQ{uCq=`+qA?YwOwkQDO2?Y$gf4hjkyGSj!N)
zBkr)^E_tT}1$qcG1f584Q&=0PV35X-zv5>U#XBxq*4dfEj><=@kZGq(%m=6!znV#{
z8nNfi>b`CJ`<duTpU+G`gM(K)A~YLJc?wi&!uvCOF}WO2kob8644Y@$%xT||xOrnz
zMzWs8>t2MmXL{-fkkOWPL@9nNW!B%-P#J}R2|S-@UayS913BmY2i=y1rTCr(98CC5
z!zgL6gdp`-kmd85A)6IyA@{+1Y;L^kIPUrFgz=&bXm&5kIt2nan9p;r{oYg|!aZ(3
z_tu3T2B7O^1sBx6)rm(8eu$}i9wkDi0;YkaSC}7km~g>xxL0KIw@5E@#iU08wpaa`
zuF&t`o9jC|QDcTfuEz0}MjStQ|Ffew4y^|&6cR5u{8E8-jJBHN!(avhPoqK{PG>k}
zPfVodp<gU258OH^huK1S&PQjAV4x|`0UtEm^M1JOGD$PFaQ1Y@#bFf8AAw<Y0|2PR
z-p55fB<Y-=at%MH{YYbNOy;4W4Q*QjokVZkoY0;V;j5lok8jLRGu=5K-FhQjW29i_
zE4@Z^VUtk=8H5-TSLaG81Bm8L<(v6DTrVhRbhE)U@zBj)e}Aub$~_m<e8(EM@X&To
zyEk)c5viGBqv@TNPL-ScNWbx+MGD{AAK9Y35~brJXcop3N5!4x^W^4t&=wqQZazKQ
z5GnjDRMYFTxRtdM6#qfGXztn{d)&b|0xk}^LtR2x7*?A15(^w>A$#|3J;t=Trp$kG
z6GEtf_?2qI(Vm#5muL1z<dRkIwl>>_KaReQlk%U2(g;T7zj{{*Tqs_j(32%r+Nga@
zo-^<cF!OS@owXtO?f73F^xJ;epJhE&d;TTZ4&2s!x>>@JbJ4@w5&I}$El)PMU=t+5
z@g={?<xha=BpL_u`Do#OC}Ud?V7@Qr1cx^L7%$q*aw2CFp7B00(h%}Id*q*=kW=u#
zp=7oP+AJy4JsxtuN!@k%osaFBP7Lvv6I4k@mqRmJQDsCqh7iGtRlRaKcxBu67~t6o
zA4OJg?Yya$Qft*$7M@ys`whh5;qP56)vNT_Gr8#gI@^P6ftfN0dG)jLdqw-xo%5rT
z+w7!KwB14~yQmCPU1j~((~H!z?joM1ZwDvdK%LfOHaJXAR(17z3U)Y2^PNFB&jdK{
zjpvK+<%<2mJjr*-dHpr83P}V13x)A2FcG6TZ8OA;#!{ut+o<GM*$n7>;F&>9J~*3S
z_`&|?WFmm7*D7qIkYd%@p9(698g7qoOKcwR=kM^d9@9E~#>zKOqC|UEhhO}@rz5)7
zF|@U#^gKo@Aztbin0<q_=CU?QSA}&2XC5AawZ8=nBX=(E%-fk`2*};8b!((P@(~fl
zW~Tc|2PddGvHyIicKTy~B$TokJXW$B=II2zbr>9E{GEQ%M#cQosCY-S2pcgCCxH3m
z^;VHK$66Xjn7=->^!_8+&a#;#SEgdpG%)c4T7BAxC3Z6Z;#UJAD9zWLhKA7b&4D5A
z+(SX@SSYTa#n&t`@$<bMw3+cNQEM2uKkhe;b5%wKNGjCO3>a^Zv)D>V{k4U8n@?Ch
z<ipzCH7-Pcm?;}mH9v3^Nrx+UTymrXOq6iDm#%G3cjhlP6fg+(8n<_Be$8p5P^J)9
zW&taVdhl)4Kag+TUpCXuM0#_rg#hRMslxuUbKN7fV>zFb6YBUXxxP4Ra41VfGU0am
zJHvmT(|yCbLWh|gH?!~tYIqFQ$-ZL=GCW?qdru$7d70OS1wJPec1{wA*b_nk#|K{f
z0B{HgoRtmQw-0<jBflDKz=mz>-dwxdzvR(?0`1eYKhDpIVVEA^UgJUQu#^;GGbr9r
z8`hm>Z8X%r(;J;b+}}}ciuE}-8i+*k`%<VRQcG!#Z05@t64+@HU$af;rw^oOWy6(e
zfK3>o4k>y$kK1%fGk`&%w^061HRT322i~(Q-e9}1nL~_xabZY&CeFA~P=+r(wt}-N
zm1P;Fr{^0o-Up7${BSPGF2q*>%hyRd>Yq}aU#DXmO~6KHZ}vFf4HhuVNS1vQ{D;rY
zy;N&$)_549(yV|4v66kfzupFY+z5#Cz|p??@oxYsaj;xrky=T;*u9&x;RU;eMr~#|
z?e*zSD@jxZOYpA#Gx@snD^s!1Bp!EcPU`s3kK83vo;$S(w`i8D*RtxjWkY5by{wX}
zn_?kfGivh94z!PaV>cdL!{Yd?qWEu>k@B7dzg-9SXXCG2E=k0_R?oJy!|~L94wlFV
zMphR49T{LDTlTy^gu}s3P~eyMBr`K8@bl%Y^FYg<^k-nfRqTFiAvOEO&o%tya28q7
z?`^?f)3^uMJX&RRSbWFAq4CzjhA<_R<al!laQ;wyAZ4n-;*%ae+sd{otLeWs`et^k
z(z2nK6aPL))&1p@X*I3t0bX$(zWjt62}#Z#RX*2C?0@PM1SM$Uz6Ul{8X8g)JK}Lp
z%ULM-Fs1s5wn9_$Sm+G6v(`<M9Y{FZTo;E^*~QvTC`XpC;p9$<G))HI2{7;O{>iCE
zc}{`mzDoWoL9crnrcvjmS8}9o)BP1{h5i5_a0&*72r%!7N=<cJI&G?5S3SMgZaF>U
zcE1{zaIGZ?8QJRCd}GrnT!QUb$H1$F-4RUAK}4R9s(3UTRmGQh(AuN8iTyso#@$6}
z%FR6Eb^#MfXUPHDO^vTX*t*d=0he045usiS<}|YwdRf|2M3t7<8=RZ221j%}Z#Qv1
zfBsx{z8I~+=%^1zb3HgfT$esTwduGJ$RA7<;{Loo!^5LT2eG{7_hog#8EyHT7Qi|t
zIupoUu{9q~#k&}VOpaPiB*@Trd<2EX@Zcxv;TDrz5x7!-I1v+5yonDAZRwbX7T$vc
z{(GS<va>F8(HbrS%_F&==him$aw0PNc$Y^?@=8DmO_MXLn~7@ACe-)#!(TljbbUs*
zy!0@gp^w`BFk}382hsD9EwumMW3FylKqMM2^8?Mlx$q6O^n>Rj#NxT0!YO}Pks%xZ
zo5`&?ovSkH^*@B?o3tJTfFP<TDHR)n^Uc6i0b)T&RdvqAG@IP)<WGgz&g3ut)sN6)
z+*-{pGMoIu80gUhaOC@U8soRTsc>0He|$9{jouQ}LNhxLEiCC*EtxL{7}LqTQ!qQ3
z%oR_h<;vXHV#UVtQ4}V@`O$6J$38Ej1L<$|n5+2?6Hf3+r2HC|M*W^gJMG7U>yN5j
z?&86d6GzGhBhm-~UcRNH4U!^_qaLpl9i;6s%4`QaJuKI0E49$2q0ou!HRNd#@>@o0
z+{1<vr)ia{eX{$U{&M+rdjcALtC(;+?G!xMa_;UxGnL8?VROHbl`GrN_|!J%m^XLn
z7M~Xt=xFKR=SfI8)8oPU;JeF-7cdPV?&J0U_VlW<T4fgH#SNiT9}3RnBP^HEkscu<
zRr}gD=WpsjR!uUPeTgW2*S0gz&yJNO!2->7Q)OexJYDsCl+g)}sD_3H1?lvJV5f08
zgn&caFNY(?YoL5+u-+?2^kHgJ{l@J7OI>qRCTh9l*VU3}>DT(IbQey*ew*}j>YdW&
zb@~3+Lq1)_W4pxT?mey_k{rHmxglFacXBm*v=#=+xzTXNrw21<X|BL~;`efbUs=n=
zAB;dXGYQBV$&ex_e%hLyn90R%{MPT6M4!rKhMeO(4Oeu&8~a+07}{kgAoi_2)oXO@
zo^LALL#*l#X-q3OHY8cp&o~ejk^1XR2+do@d%q8d|0<l+yCfSw1#cM9%qw^N>|?jy
zseDc7ZqM6%tSNZsBz8PYAzG%O`m_I^i&Pz*<HWU%52yGrF3O*xXoONV<l(!9w70g{
zl}@xaO|T1}b$g4GYfLtLre?khM7*xfBF*_TxX0`AW9DzHX$_NIFDiUvB8E|Y#m-`>
zb0OSX_r`&cPbb_HGs7CMB;k~RaI!zdi832F5&WcJVAr^dY>KcCo=@B7kzR1F5Adp2
zIUcHkBO~C<CQNcNP-N?w7}5Nbd{b%*R71aIbdF1YJ$TS(4Pp>ZjICWRd4G8P7T;e@
zs{UDIebWiC)E1%kxGLMe_yCD+F0r>Pnw2?sL!XwK!gxf~z)~uVyIy{kD{Q<L`xh<L
z{{tIA<i4xh2?S;3`hlV-GI8QWo_p>&#*ZJ*q)C%*&JB`Wvx3AVR8BSCZ5oiWd^2S(
z2Q~V3p{TeJm&=8puRm*-?B?lVAM^CE8EoHp1dowp!Dgj=!I^!l{Udx4gT1h3l#sLM
z%tWKWkq?nSXEq*wKB$}mHR5ZtM;Zqx`H#t&pG@kf2Z^27jK*`j(P(y8!v5C^OPQVB
z_pioQR8iekyd`90IoY(y#<KY~{+MZJ&LjtG<~a$i4T@TJW_)9!duI&}i-z8P;D=Aj
zX((6HaD<xuf0;?lDC4^+IShF+faFaUekdxUmr+hkM|X}FS?R5_kWgl&u(*U*%kuE3
z>q+ST6Wk*&N12|DAx*}Snw}gg6v^L^MrbcDYN*T{5#(%sA(!NrPLlurN%B8DMc|<<
zYIW3bV3iT4^}iX!O99|*qDhk`Y}vAfva&K-wrt7Pt>^y{tyQlcenElA<#Ob583GXC
z7j<5`oaD+i`fMgEzx1C$S!y1ZA_H3{E#csg+W;utn|fy9XAwlFi_-mRxYdmZxf~ZJ
zTyit+_3HspUS7`N!GoDJX%ZiP_#soKOpzvi+y?RvA4BWXqHhq5ZQU-4)$W8fh-C4y
zKN!&GJ}f3H^M6>+wAthM;M*to;nNiq=9S|8<Z#M<U4!wbFA;5400z9=hy2t6%CkzU
z%2#-L;$E*lem*)H`-GF6d6Mk3^y<1?iR8LVn|XxNJq0xQrZd_w4+@hEeAjOS-woZ%
z!rA$3-fv}D$7K|yUAiTyEXTpowMN!_QO4fCoNQg<Bx#=ubNTtfhbW5JZlj<iGuy#?
zZ<_hx9R~+iiR5O8<k{?;Qdl@rVd2ls7W{l<yg6RS;R6c#^nqmyOazw-R76;K=dpA$
z4JP87yEA@zIQ!NbSZONbr9e4mhX%o1&PflEg0wP<6D>TfGvWVs2V$d@1ojRfLTg5z
zlux%79z@{aP_Pb5xEK2T0^~I`_*Rs$)k8_CpPu7sY6|q8xV878VQD_4Wp<KR+N%2&
z-Vk^0CV01@x^?TaW5*5#4<1aXPMvuB?YDX9rI%1BDnCXy4|l#^wurf(e2&><rvHc`
z`0Bz~`q75UJ$waFs+H7iUIT!Vlsrs^{fI&y$lOrM>XE%Wm4+kR;?*d!awiaxzjp-@
z@N5uHK-(`#dg3w6M~<Lt*@~!1li9g*CnH9TASWk>-+%v|d+)us+U}9$>J%g<<1TYY
z6YPn9W-(6xdgy#SSigB4-+w-r*`KZAfrq=GP{>gz<cyy*l=ohm!v`})QNDIRGB00>
z#tlYQzZrfFnq&7+BQsdATWlz`DgZ*Cd6x8k1MsTbm`w>A@eK^1C@&x1z<_GLdWq!U
zDcO;SVSgd@KJS2NbCIzsn?Ii3LzGVdO<L(tgt$|X<s^C2A=Y+ZL4zN=Q>UfwymAUt
zZOnhU0Ee3!8nu)3V<mXC)KQ)&=fGyL7(t<^+}m9gD_<%N*li$}L*GZ_=)7;uFWkqD
zI+**BgVr5Y+%;Z~*8RfuG@Id%KcIPYIC02A_8JogHw&>z9y~WCl#sZ}-zT$v$zl7?
z2HM}Jpw1B+rNJ69x11t!2sq}-@K@W2=pTbTD;tJ%$6YR`Ab2}{Kitc#rN_{E`?1$Y
zOY>9<+U$H{9uFmXvzGda`Q)ZKsB@n`N^cc=J}aT&L&4NeDP;FNGqvwl-^|-~Q%C{e
zZ6+uvh;{4M@x~i(@Y-vyv1rjEzWCw`nl^0;KyY{%FMT-qoIDd3Kf|BXS0Pu(88opU
zzG0OUITHU|h$u_>JCzx`xQoyhPXgfGG>T^5Jxt=ee<H|b#J_zn`Z|>}dF%bT6sT<V
zoACDAOq({1CQX{KWXTe0)v9$9?t<icu@;r#?e2}W!it;Cg~H#DBZ-Ho6;m5ySp^4n
zCG+sJeX7z&*9xIsw+1X;vYVDp5p~CYXnWj?Bl#${13Rf5l*8`bBI%!fNAxqJ5majA
zZf?|__zDZ2c$MN#(X?yTiz9pY(V<t5YP@oZ<lnKESxJ6(H(~waIQ8^FELI0=S7j1i
zGo0qngtKo)Ib@XLXRy(tdo;V3BysSO_1M1YOv6@Zg1`!si`h>W5OtRyK1~JIY_i~&
zVn$bNA=N`kX1SBPwUxAMr6f2=hC(63Y7;3abRmjhD~AOiJL&VVoPh9KD+t`W+QEvS
z9XvE%No<|U;YCg-6cm8N0a|Tk;Fp^VhYv%K9*}m-%)<BcY1C6o|F*%{ji8H=^ZSM(
zeqB>Y;8uaQkEp1B%!u911GB9hLpYSDR$xxI(zBKWt*068>w{AekONV@T9UImk=TS{
zqS}R!eb7!qEnoa{%7~nOfZVQ)@M>L`W$TRWT3$?F|14r22xH$jr8H<HW9hPTicaeB
zjgeRH4ZY3;@lIIn@CGp$40w8aQdU-0EjwH!BqT6)>{t#TKFr9GBYESEH>gpg#uexP
zX~0O1FI#iY&nA{6q4sdUWIn6a%J<)Y&pYqDLuqL#uf6sf<HwJ$YKfHG9;`+a-!|<_
zl-P*KsXZxr@hg&g4J1E2nf|@*VfVUBYSoLNP3L;&<a0V*JbC{#{@14=8gCCg2ebyj
zVzuDNGVpun_X%j_Nei!is9SZyec&i$I#0f-)r_p34QbJ>AL$2=@z}&ys^hXHl7CGU
zMfUVth1Si3(6P1fXye0Y&DY`?6@h23D7OE(mkNgk4<9$mb4mzMdeTmilX*N7WrQF8
z;~R6=056gch%EkJAq{$JN!7@Z%OF13PC>4nV?Ud@Z;C%r@mh`?bFgK*jlv=qE*B`3
z5a1_6T?(bCF8mtHv7A&f{1rJWP4x$XcALo3@15*9VCSi~R0IafaX4Vb3NRSJ-yc*e
zuvjXCK!1Oz5hb#CRv}w{H}L3tK}5%D*|?~jeM$qF1vbLM6qGHr((eIZ3<X8hK4>G|
zq{DRb6xmM+#C%!Akt7pipY}!ByCz5cTojs1@p04BAg~tY$yt<*TgDGgfAS)O*lt%d
zrLG3&&U`#=6>Mn}$31<*nKRc!&YnU>xs~GEGYn0bhLzKcsM#x&F0Y=y;zf129`T3t
z7yCBWx^-*z?%m5*Uwy^9@4n02xpTSy{`-0Q>8EMly!mCv-~~3Q%ZU~15M3?=xeR@1
z2r75Ci>5CsD&pI3zvZ*fJ|inDiy=dXFnRK1A|fKL_oYd0g2H3T$gMKmV*M%kZ81fG
zL4?*0X2YIEy!!kbd^2eS!^U<$FP~g4W5}4Utk{)ImmSC08)@bHW#40W+OgXmbd~AY
zyH`f9<9}e?vWAk^A4lfpLrj-82s?L?6cS3-u}klBEs@-+L{a3_YX=c+PU<dciy#R6
zbl(mHl^3eOU=~hWj?z6CUu6V%$cP+Rhm0L5thbg@FD?RE;wg$>JH&fmMi5a$OQe^L
zl(iMO71}Wv?CeG)PbZRPck;~>c03!a81_s6kB_eWV(zqwq^-7-ve8Ki0ud@Ou5n=z
zD%iA8L)RhI_h;Q=6gjZT#nGK2={75)#;XYolw&l)!i5l1!;0WElauPeO)U`QufUw|
zV)tGfGuN95P-}SQ`w0Al<h(m6n|wDb&pZ&!kz6DDry3YBCWtg+3AGMeD3W_~+*M3$
zgp0O~>u@M#HFf<3RK9jLyBAYe7fU=Eik%f~PTfO?*k%~odg3>~n3%i#IFcani=gL$
za2-~s8!h&oWOJ#Bw?3%PU#nEio$O@T@+_R80ffcMDcDtxC~E#wW80+w@HVGVC>S?x
z9HU2%X6DS9eDcXB{PfdL)U8{WAw!1Hw{Kq>Hf(sohqmK{XE0=Db8N|KyraUo?}ty%
zOIJ`(z^YZNSg>FL%a<=lCX+FA=ulpK@kQ#^t$VXBQ*r|oC8r=*<ajo$fqmU3EKU1>
zqMU{enqV?kpw=i*sxJI1qC@wFESSB4u$<#8TYG{}pZx?c4=(^V9GS-Q)ra_F^&;-;
zc`up{J#b{F6aM+fl-sQw{$n2Ms1~?fE@U!k9-8F#lKWW-MSC)d|EfKLAh2ah8ksvw
z3Fy|GKew$V&?|<)FGi78mdD;d%w)~A(_nM}hjzQO(~(K{VKs3sOs12=#jyiHq^RU5
zbxO8tjNCIW5MQ4F3YM2p|D>6tg;sJ;8Tslt7tt|V8ieYpFhGvG0^gPjLX8eWI;-&W
zkn!`&W|G&~Y0_DaPtc7EQcMPsW4lB$PPj1ry)>;z<?3TvcZg{uQ0QGj&$cRJYAA5I
zVD1lAj_k~2MVbwrQjV9XKrPBR<N&!$z)hu~Swm0m9<L{@%*He0GwIq`$M9DEZ2z;A
z6Kl;p`c^0gg@w>x4A`_D96V(q)?vW%peJQNq+$~V;#+AsUQ>gQwUqKj^C{bqhR>j8
zG;oxYq4maZaBDhkTFLKgb7|7P7Tb20;{RS93Z@*Qq(Vk`ZV@w|+Q*O&8X>wuIri>x
zYQ{m3zlOy1Mo#VXCA!IfryE%60{$1Oy9@Y2oK7ce)~sRf+_@}Xycna=h`+x-ty;CB
zY15|EsZ)ojs3-yh1JUdCsMTs54hI&Cg@S?tva+%`e*8Fx4jp3q_U#-was*KnY0;tu
z!-frG$dDoU`}<e-WlFAtjgvp-_=kVdZQ6^Jy)&8Z-R~#M>o`Ln8cueyg_5Fj20qy7
zf_Yso7Z1PsG<CPaqc4v*XD!I%A1-Ih?5%8$EMUMZeHhUG?#et)Cv$t<Pguo1DnwuE
ze)khmwQAmsOO;5j3v;4@jE|4u(AtQf-j3uyP5eG~JwErhWX<}m_<DxWrnfIkkL^TL
zmWRt`r8L`y)>M<|ezgcxD>=9=pE!4SqK{_a?&XcQj~83CPTIZ@$MIB8TC{+$FtDUs
z+5UPihpZwe{VS;F??>7x6HR*s(;!A9<*1$gdOIP03UZ1a)bUqf`5u%tRXq6a)lFC^
zOL3CA!j8)Y8b5)UzA99@GeM-wDUxznWY4<FMUm^YkWnLEz}*vMvNP$-W|3)M80pbP
zO~W_^Nt?|qomom=iUoI_lGq?EK`|=Sp>hrvn#niYsTrpx)L%i`AuC5W8?hES@IW9)
zA;aA+V#W!cpz@O=*z9Psq1aO(rj-k?yaJkk(t$tf&ckLG7%)y`ep3~~^gVdEAf<CG
z-Pax?;NAOh6{HZ^Z8%wP&gJI?6$CvV&ySmA$b#JYWl9~2|4e7Yj6|ZnAR{`EF7Gws
zr<XH{Jyn8tv_B`3tOT_U<?czhMmO;Fh(DwN@L#wU1HiM{Y&JG;-pqy#8%Rh<;NZc7
z6ciL(HlJFprgrVxv~1auwr$(eqel;df`V>BjU_kJ@53L*xWY)MX#**E?*~@b?Zgqk
zt<3%ASKfVLHjg~tkKi!h^YV$J$b@euQY)+$Ma%8<C@iM_FE3XeFW7XPJ(HHOt;odT
zZio2b$@hs3jRD}dp<^j-5J>AqKa$&T3_T`JylK}fk^CE?QzYey{TQvq)Ox1{S-VxN
zny?E;4R?-;1`I`3qP>DBi#?1jH;d=q8cdxAkvJSqK6z;c%m3JiXGCiT_4a4y;w(Zf
z?t~cf$qRC$S^qkSI}L=^RpILF$2ZAVb{#XJw+i&xE09@NMzODhX6=L6HLnDX6Yg%{
zB(%tcv)n<@<26`ZrofUUL$e;bexM~d>dIQGvbNYcvd~VhR*A|T6c!g^njM>5L|I#n
zQ;^|wLU=8KCU?oIW*a+QB1WS~X_<>MgUIgvcGA+F^l2?8ccY2Y96On%c2Y|01iQ;A
z^D!d#0J%cI<*W=leEd|D7@cJ0T5(vM)DF_oPOd{|bK&08jp=#0d^)5iDhn+AHXZZ2
zGGd+xp<Yux$Hr~Pb6Op8Hxy%-v<I!Pi(L;`$;ma*`9ujx!~5Y_yo2IMB|~=~!|$c`
zxP{k1o9^W32m4rQP~-b-dw%{ghgvQD`Shh2<OUl{#_hoSWC7Y9weW7{&#@_~5FLiy
z>BLj1q3aJpDAm>94J?fTlw6WZrJ_rhF6V5;R#a3(W@aY2xw#mPMk*>QP%4#ZG#dQ<
z{Rs*RA|fIJx%|J=%q_Vv!>Lp>vPjCduEQSYM`>9p&AK%MAUC_@g25lawBM!^=pD$Y
z-VagQ%E*@XFA-;~K<S|YDrb-@E9^vu`_Lx-ai0I|d4BufuV_>nqB^ueR+>+G!)64`
z{~p))@yL|Qn|93-$+aq+pNV@*J;tpi6z+%oX={)h41|{ooXj-wxSx_k<^#x%*ckuX
zAhfl@Fq^^Yl=IxQzT9<h1ICa3o{c~C#_6tSXGJEFb$n=;R!-`7dr<TbV?|N{1-~66
zQs>5mN8@NVG@7kj%5c3|h$Ga+*7S5nbO^<3+bK>R)RJh@5~y%upK^jWp-L7viJ)Ag
zX6<x4BR;<T@9@m6cJ}<@z`Kiz;djd^NVc)=vtnf40&2O8oV8_WJ>)d*p~u%v$-%G9
zWS_KSw97Hs9oW?(N`HZXCTbeS$niODA#H_-Ut<-!Q%nd}1!b~Q;@WsH;mNvawP)(&
za*5>RRA4qZah1!-*<i(X&_L|HZg_Ol^33na%otb`Ppy)yLKAh;O{g9VAhw4;yC2(*
zvA-KlLi}0(#YO@}5zjaahx7s5|HC1EAK8?q@BhK!5N{f+GP2vHAZ~vSHBBY>cYFYS
z*OO?zDxspFjQ;lqux>>Wk4+JI^`USE{o0X5ga5+)R366z^i;&^smL=BR?7=phKXYd
zF6wvsZ~T3fS^)orTfGHPBDs`r>$gLn--z0=C$M$7k1zi`$oSvJA$RCl`rB5Xd+Yx5
z@+{u6m<{_kG408Zs>X|Mc<O5kE9?yX=FGN#n|gjku1-s~R!Q(fUKE!X^Z4D5QIwRz
zhN+*k&C9}rYnKr5?pJvC>~r3EB$8W+%kCoOiTwz*1jHOOvP0P{IibPWwm#dpZN{Tc
zAi>H)!kZ{~tZ!%X<|nal^==NyWu$t0Q>S|`I(PQLOP9xlCuZUdh~mjdI*`2G!O6Wj
z)N_<#-B-*(yBt@L21kGleToIAAfxX?9Vjy?DcDtpe|Zt^6*jUXeetfRqj0mCQVaMv
zM4}WW1orddCs`nM4yfq%k(Pjniw7zdB`(&yTtV!^YHBr+v2|fNo4+kah*QwKyPl?P
z+|g)doY-z**OUU3C3ai^N<@_ld65H6oElYqEk!3CWbC%!su00n1{#4-PYp(=$co%_
zMvaSMM1Q}^bCx^F+Ha>Y*@^4#Ep}Zcc5G>8)GBEFN&rT!i)VjN=B-{))C_RL;c&5Q
zdJ=AVHsW88<HSn`$crtf?X&Gz^2K31zCTJvsf|;QEAZQwMOc81{N-k{IyEG|Up+q0
zJWRVkQ|OqRNsZ6D6B$_twxqIURUy0fTZy04oz<!36z((=(!d)(KQ#}v^J4FS<%CRb
zhxM?5f<KCI282>xVaKysDEGd9@yU`mi_`*m8%fKx^6|U^8rIVAU?1QA)J!7D?Z@eG
z;3zkuP%CkixzN_FgK5bYYS)b8=Wo{1qQjX9KEEy7!lG3P6qlD`mZh-n>mSc~e%t+T
zDC>H@!M62>tCoz>)eI!-NDdWVT6#C`&F~M0GqT5n_{7%0l#xTR04IDSai2X?3IOjA
zR+p2Bi`SBtSd7gs^6nEosPBK_R_0qx$+BF$y8DwnEdj4UPxi^`P^Qag+s*{sY6T$V
z9V4z~IQ@lqcKu;u!N%k0^$I$9`qDZhhxwmRBQfV*8rP1e--svq<Gb&eHhnu<KP{R7
z7hCg0+SUnWpr?SkX9y{)^60mtCEvfdoq03YFrs};!o4({^76sj+LNRurC3&$;#nUK
z2gqq<RiNJLj(tTry?V>ps19P?M|OsMa^V0_6h*d7v7)T6pghIKD<2g@N(H(W9z@qy
zvw4k?1z#87E69j3x*$YBc9;TLo`{c!lAtCUtcOk5S2}U8p=Q+7U?Q8UvE)}y2>JGp
z92PIi;I5%D4DaX5!NuA9@xejzvW>{pG6Xs3+*CBE8AgN7VT3>Li@t`M>@q7aEJ)^^
zJ~fE-uMDydBoyM8Xu<uFP*Ptw$cbiV>UOKe@g4bOZp|j9yaJC{7l&Lro;{h)8cRHb
zM>Zhpz6NahVI#w8#WAO=ow_r!Fzv|1-)_ghWg7(RKHPR>!%sVyFu4bB$<oQ+SxUc0
zYcTQW90uN76XS<FIrel%!qg??T3u+h3cPa5uo$&yJ#PQM;nEbmf5|Vj_hr+3u^^9$
zQ%dl1>DaIq#=M@5#p=8XwUbCL%#e|dLQo)=i&WTk9L>!mymknJAaHo^De5<g2B5IS
zz=Gvl`SA6j$O8@%>DiQniD~DQrSQ>FyFn!LKVC|9Mj-$`En-ks*l5<PKD(D3V07<M
ze6#dh1VKO_5`>3SMtS4bh#4nvRY?1!-U$ZW_XF!++(F4Y6E*Atj}Q8Ump@*H-EnLG
zE)-oNCChU$?@vJ~lVj`EoUG#~@HK7XQRf~;ocM!BjoEa|I?nN9o0zxgCz^Nk;FXnQ
z5#R35(I+2ZOzn95e))yu6Z^=Zf@h~bLem%v@`5CCvMoeb*l>lOVn@zV4u7|q{nlel
zYWg!iQ8pg<rY)cDJAreIFa3Xrp+*fAqifq3_nsf+J|bZ@2Zyz0j>d|pD;y+k6LChE
z5c3?Q?7Q&2Ju=@;u?3V$2S08$BTK2E_NWM&H`5b%(m@x6jG-Ya`nPhU!Hd3hel>t+
zXN2?MJ9<2wrzqK%giW4LSz!{2Q<;P}P$84cuqf@kJSmaiSLM=rPz;av*7ND$&CGgj
zCuyE=td)pvY!GdJXie#u2$rk!nKo}DA5BZ(`L7T1=JHca=^s-S{FRkjQT~}vp-#lQ
zAcy2p9(YBm@xX%x)A!+1UQB^i&Yulb49(2oU}y-vtR^DTHX_XYlup^3X!6Tk9*c=#
zb>j%cFAr00Gvf;NqOHS0{pX_Dl2DB8o#lKP=A=%Xjc-3b!T26tEOpaSm}6l;9Jpe%
zSSyTZ6*2^)i6dKGH}es^VWa@?U#ipm1J)&2FM52@#$vW^knz$ZKDbeUCpi?IDB{)k
zb8liTC6aR$B_2nq&><HrI8^Q=Y}`q^9_;`qH<;0TRjxTU`SbZa_eejUobePho|?wz
z|9gT-pZ`WdaoIWL`P|!<r`pxxo#$s`HdWx;Dh79%KxCvJI~MJwUz>jXwRb(H3KOy2
zI}v45V+{&IR0<TYTYJ;5UvhIj_T&mm4yMzu!5~^{+TdJXk1p~3NKVVASI<eznX`$U
z%pweV4wAN*Il9(}&3tS8ku_{A#3Kr_|I9!&qzgG8|3+=wHjX>Jn6LF9C4MZe_P)o-
zm&WmRo*NBfwKUDhWpCFHQ2(}@K^?vE`*9$hhxNz(#|1Rolgh^31~P)$<KJcgUGyQ0
zY#GUz$QF$3(~G9wQ9RzX6_3v9N%0?M=6|(_5$`tUqwyP9Jb5=>2|4IH>ky;ed3Zz!
z4MR-08AUScYT57MPE2tTvFYXP*E-lS!&)`r;<VyaC&!mN@QV{!bli!@{t~*jQxm%<
z8(n%i1~(-|emb1>eF^IBL*p)<gw)WGFgJ?@FC50&zB$6Z9T57rA@2Qd2*FxDuD6O;
z9@xPvuOyLZfDvP3spBv*xziE^m5eN{mAl#nFzcC)Gzj%z^$$Cl*f)yLzPO7q-*+XX
zO%Q<xiwOTCg}<inW7Q8wIj}K{EptvG9xEp#NQ=kYHF2b6QJ5&_>z6iD&`KoWgbjy}
zg8}z6z->bkz5BJsQ<1}x0xR$QWoGmN4>kuXiJ1BWfx{xP8)f{ms}x&GBJOcfRCtOs
z7!}74o69N5H1TR}4G-2V=fl?z@|rD`tY96-KiEe_j}U_GCMt@Z6xkqU?SEr$U}+5C
zzhE#JXw>s98rB`p@WEQ{>+X5Z@tsG@nf8T==SKOkcY78Gb{esZ1~eW52NM<i`fEc%
z0{(mZ3rcQ%Ti=*O`jSI<mbmbW31&uK5nrsBfvA%6`J_L1>*LYvKbpdvh3gT7BlK+9
zi>_U|0kHpQ3Ue22;G+qntIBg(?PQFaM&VNf`0e}kO!{gJ>)O7D_k-=&x;>eZ?+<3l
z!9Q_RyVJYDUCesmVaz?6&~nonLOg?s{qdLTx)qWeY|FMxo*(`t?dtYN?_<P2T0yQ^
zPV!L)H9Wj<0r|P7C@#&!jtP~!45dQAM;1bpHVqi_ZoO(7G9!v2r^f6=Yf9x<iZ=m~
zY3$o#V3EuV!J~xX58h9$Rz4_Vl#F|IFHLi{(PhvWj@n%G>moz=b0fy}2QanjNyPAm
zoY=9G{U2|ozi$X8|8UR;63|+QM-v_DTJFfyG92Z0_6=M`P}3+<Gfd>!%&g2$pnY5u
zmTu3bp^q0srnRGDLkhB!S*S!ATjJu_amq%aMa7fb3P=g_CpX%ifI=@~I;iM0wsId`
zyVb?=aTO?HV80bKJF@W4cM=on#7k*G<*mRYUWYwQPjb1Iq5?TGi;L2&$8eOHi0>SY
z%1?{SM@y01!pekPDy#yr7B#9pnG`#Wc-7L8ccKW5)rnu28%cQvn%rNDCiT53Ib|e0
zp@86ye*BP_#Jg{Fp+=-v)%~{HoaCM|kdsoz&h^=pF3rNAaG{UalUY!Tw^mKJk@fhd
z;v{`O&Z8n50>*i;X2VGytR-OBl1o~UiTqLxPp_VWv%<!Q!{5e7DMMw06b~=r5_4$t
zeoN|fz8CYtjcnC=vj4b>qWOu8Yw1DYxYm4{YGcb!*~|zpV%IMvbT~YO!~M6j-xY*j
zC#PnZ8}V-i;1^nb-N4cqz*|7KnlI4t0VTi8ub|xG<e|GO_t{;!y@VfswJ@NI7blJu
zvU*u5C6;_z-W5qrZw>nn9p$N)PV)O~X)$HV%~yEvFiN>6qM{I2lrQf2Hhe<8*|2gy
z4VqOh*)r#k_0);i;6A+u-us-SojgML=sGm28_jpWt|2iwgF3O{0Lauzlo0{c^Y!3l
zn_B$*%{n6ebmZ<%rRCjC*tK*&eIMw@v!6W6z)tt!CRcGhI~|QoM_7IuPKyP(_SRTm
zOLBcpesdk+9<?b>%tCI4JdGN)r5w)yHRZkR6uB8__;v_RSr7qul5MbI&37aJP!4}C
zSi$b&`}y#vL3pY)SA5RA>|%cZaU;hMXCMd=9OlcQhdL8oJLIbBZroLZHs>U{0TKB7
z9^_P_2Rj{pxI8R8H+?KQ>&%3;)G+9|W7IyjfxAYJWV4%t$A{_(^pZpUzBr%hLhh6W
zl)Skeb^H4;1e_qDRx~Z#1iVU*B2RWh2#-OCjRa&UbV_Q@?7+51*5iD=IhN0o8F^Q4
ze%`f~&Ml(Zm1E(n`xX<^*pL3vPP{UT=(i|~Q-q;wUxTCG?$jwM#dJ)@t_U|gw+Spd
z;Uv7Zg0!V}RFMK%a)>>dMM<^`;T|{Kb4zfB=qSsyVBcDXzP&(gb1C-13ic-C5~x?w
zY;+`+oMLhprc;<<Bu%HnEl`KmVPSW<9Z!E5?q)D%8tC<4EyCLS@XY(0=>2SKMh%Vx
zpv+{W?qf0JuFj+L8XfOHx`s!mw53Vo%Fjiqk`rFr8--4dWoaQ5K|Uznj3U!&A}~XN
zGa{HrR&1wTkqUi*NJI@gGfp^oRm{S-VGr`w9Va<SPM;MqY}x)D$KFVymUjRrx2DrD
z+)i;n9iHp0Ogw5}e(N&ay*%(VS@3KgiP>Mx`#&7x!7uhQ(o;rW$4K5dtYUzom_y$j
z!CJ!uTXF?Xt2-W+a(1oqrPt`&JA{&20RIJp!NAjFvhep0r|U==vwtulxK$uiI}r_9
zhV=C$B-Fvnj~_#BwPFi)AUHIHYQ2ezRk3h=GBZAJPMfBlmp_?Aavl9puQhsCW1O}^
ztleWdn5gE1^=~rc?fLW>*qR!(f*JV4d(<w<rJcDanGPkb8+zhb--ob~ab)EdG2z1>
znLYKnsxmDHPEodSD}iqg<Hb>*bDxhl={r-od&Tp7GU_{CUNDZ~?~dTJXFp~CCqMA>
zuGM&|ym`i)gzoiE(YI)Mi5g38M+HSD1~i{alv``Uib@G+(1MakH_{6YD0l5aFUSae
zA&QOrlkp66NAS>6UTnwdv=Cn5fl8srbSj73@?*?d_B3AlOYc)&VX^Vqq(3OkD`n8A
z&NOLN3qcS#aU_FZzgvewDd)v^hoDqm*&puAehbi#sKcQ*HsIM<!_3X@6xj?kdHFtk
zk5+KcdjUN5aVFkt|D^8&UCF5zL2TMF6l->nz4-)!Qh~`$McmtWQ@>6S1(Sb6(V-#V
zEIP!~vmU`G#2aT`ITh<uux&YoJVeiyCXvj^t)PFo1O4s-(jTl%@q`03Y30lB$2QTl
zOkkUT5Vag~>=|ZMPc<c8CnsjnVSY1saVR{B7k3w9Y#+ptYz0M;{<L+Ifk{ADQzXYB
z$FV;P!$CXBP&r+~P1w5l^XZmiY-Sf8HYaym!K0ZMDZ4U>?i@tpp*7e&VJG`H=Cavf
zMH%Q$he8{oAd=RrIli%8<a&s-sI8`F6D=~Q$dKVn&^Ha|+gBP>R9?ZP-}bUSsTg;S
z3ZunJogh#8o7~y|dnyW@g2>uFh!rlflglvVnF+8dNOyPO5}-(JBUk4jE5yZ1{t*QI
zl~0-7%CeSn9&YEv>p&jq+cMejgdUIU3C<DOw%knrhqaW~^C2xw!`kOgppMhxC4&Nm
zn!u-;@Nl1g*k&(dUO*TjadlXKEC<=#WNP~<X(hApge8E{dKVrmP7*V<JG-W5V6*uU
z6(v#@5X^uN-B7Bkrxoyev;azD0RN@@WCI8ltocFYiN|z|8yrZ_h5<}?(uewu1zvyl
z6sig*`X&nQ^QlcwdoWQ2a<UFO3HQ}8VZwpxz68k~sKQW=SYpMgRIsx+1wa4FWg1eB
zXA@mJgguMb^YX!i^xYH1o?QiayYFSmk}QsYeH4JuAYbBQ!dSg&UsajfhBc@-mWgO{
zFn-cdR_r^8%wR#SRUya(%mxd6+w^5w!ZK=h?~Fdrh}zp5^j;WuBvi|Nkla{PrfkK-
z<&LhXh(OO!js@7zoh%~WqCjZfk{r2=y!TJiFRCs*;_A>lG=yQre)QesMf^bl@9o7z
z76lUJXu+t#(<sa@yXd(R52o?V@Q-QTDV`}aAERmO+Erc0wc^8hecD5`=unpzM}2{z
z)O6XpmwmMxL8~O|umznuhsDRjkee-pg(>N~@-upyXOi;RyEOmf6FLW236HX({$Mtm
zJx55%EvLiAS4n!h2|1xk4vw3{lh1rb;-hz=byLt=Vd1mkUtu*{kq7E<f1n}WpAF!T
za6f!z?P1EIgS5;v;8$X&#m_199UaZdHCfyzk6=ZF4o5{E$Ba4DZIDCR$LraCES+S%
z8+wh%BjQOi+|+1~81QhoklW4dk%K)(PO@A>L2?n!lXet>K=)Qo%G&tw*w<;)Yvf6b
zR(cAHiurMODhnp>;>a;0Yv!czQ_Xq&yx=5<BlHA~X@buK4QRf!C#~Ct)BDgNy4F<F
zPt*`^Q;@R3#*0sFLJ{S~#4&M{TWkz^e+@offqec<XU0F&f{&i)K$`}UeC8-(=RIze
zboXG3x{L*49%~}ZbPDsM?t{@xIWmZ5U)3bCn>+ng9!%cvhGtU<X_^W`Iyjl}SuecS
z9l_F~2KG`Lq5f7%PRjWHdowjYd=!tTKEUO&(@0r>rfmqC69zH@1Zo{AV$O*olFE%J
zTh*gSaUKb$3c0^!7~<1)DfUp4;o;6_wQYQvCgQY+I4vcFDjnEF7pF{0BFtqZ?zp|%
z&!hnGUrMUjO46<j1ku7DUpOfi9o%=fmcw~QULRM0tlSPkCc0Nd5TZ~s<lP|Rd%L5|
zbI?CB8dHgtV@VhPr6!SFZ=$nuW}w65M5j=o@(Ct5CIGwLflMagT$_O9lW)k-MsXsj
zCQZA#(Ko!9z5@=CmubdyvhsO-W>kN^oVy&O`OGX{eXnMeuh>mshz|`1wZvX(rsza2
zO?uX6->Sp(ZrO`v3Cjs?QXhS}9ghGn%0r_uCv2*gdm*`T>~<$RS02V+s6miZ#g6+z
z>2SXr{!e%z#@dO`cM#IKJ;`2v?D+Z!2i`uwq1TSFVO1*Y@(cMZ$3luhjWM%;8l@Tn
zY;Aewk<Zz-{_r{HaX6fOH)9z;e!h|^GasXEm--j2Q<pwX8S{K!UVHKztQGc)rZfGx
zhw|mAcur`8WzH{{`uF2-&K}eX8~yba6vy_WFzzmnlm?*j38ZbO+MIlD4lUiYNnE?1
z9#1!C%-dgaqC&yJ{$22WrZ;`lU9A3oJ&WC-@vNt5=d0kYI^#)Sv>lhr#plaYiOd3X
zk7gu|?MRlJ3*5`GY)?hD<S;#+j^>!nkKye)@vy28H`6J;c0|(Uy>2L%q@jp)(L!xx
zW4eM(kut<GD=mX7@I6w7rl^c<xfYDaa`8K20H=(Q?n*LG7<uN042IwBhiiX2`M)2b
zb&-|kE&V9!9E7sML`Yg8X>DVO9?*!MF`<kzz<XW&s8`d2xS1`{dg*cex`UP@G<b!`
zSaJ9OmM|9`2gDNLrDo*xzv$8=o|<)Z96Vf%E6Gerk_n{=o@`N<u}$jZ9pFz;d?;Oe
zG~fesIQ}&~>F{hEJKsydGX5Y<N;M35wH1AK+{=BPUEC99rTDd$l&@KV*+Wm}CmT4Z
zkg>y}A!QHTJ$)E|t=Z3vcNXB)=}EF{dNR0UA?3cFs1G@?`U*7KTF4XgS5O`og}=84
zW0QBWFCm==6i$Mh$k}|f1j~VJTGUZf=&r#q_aORU73Fd#reYU*(a6CS4qUF=Hwcuv
zfd2)9!9Z|Cd-~in3EQy{qUr~u!UHQJmU0t0Y1tU$IXqaa5kVeqn4)a>`)CP^((vun
zQ<UbraOxc-%X8VVqFZ%ej^qwuIDCW!14rVP-2i>GoxCC43G<5}v{@wU7w=^F;lJpg
zm(AOn(QHYvGvUNQDyGlIWj?`IGi%ZLo*0^Z+#Z0xwjE@{_Cvh={4fBV<z}+ReM!XZ
z7qHtL%np8<X48ie)uSG>$N$DNv&Znz<WWo;H;p;>jmF%(7R_)Fy>~k?E4E%y{fo)Q
zhpQXQb)`(!1C*Fn66W*r<r7OTY4u+xd1v&G)T@X`7a2;;=jss}DA2U7p6miE%f2nd
zYquGPo0dGv2`I9YD6?V@^`%a8EuP_79GaIyS*|ysg=K_z1+cz;K8?c)Da|)fyM6>_
zla&*PGw6GN8+zZ@>WU|eY+ZMV6@P5!?N1*@COgv(Voxr@^uunPf(naAFy&iTQC8~B
z)byh?tB9gF(3d7%+f!qRp0}s$rE%$Q9v#(!1C!U#s(U>)>`ubJXI)mTT|s-T8m&r0
zd82qfb9m#uJ&7Ji(@1-w5n<6mJUX-|8QYVX`S7>M3}$N9jKO|SI|_pZHXq9)&`XQn
zO+}%>M%2<gv}Px=dS1kC$wg(cV)oNxDlA5$RG@e+l%roH(y(qI308l)c-t_Y2u9<s
zrEX78mTYt(lsgga;1QyttinzkSw26ytaNlYQkGYW!pj}kDLIW=dLx!vk*Q=TdetDs
zSBG0c1)=2?1jp!bi}#{@aRJIuHTr&mIL!|BbYF$OXAldtX7Y`89CbqZY+x<M|F8{F
z?nQKMZz9S?;v;oL#d>gf?<w-Ki%B-vI9O;wuaRR<DZ;!wi3*vWIBy@qvXv}X=TPf`
zINqFCxhTE;-DQ++PGiUG!L*Bv=fq3jva^mKeqWwoxkliH`+Zq`Si|9uf{@GP<jl$-
zq;>#ZdTZ&kCzD@4GvnH4ASp~wtISfiKHZiR!CuV0zdMS=baE38;ne$3CUe73X5z1z
zsl3=q%bUA&bhI03+^-hv_sFr8>xhmP@Cfxq-&059&Nsg;O_~I93mDRP6w&qFF+`h4
zT%Lowp8}amPFbcEMYw@MVKuRoILLH2BG()FVdGxf?F^vz)3y11f)RhM7e{mR*?k~~
zW(|X@`*I|AfZUCn@$yt-$rdQ30&k@sfi?U&vhNhNa?{vlJx-m*cTup?LYrqAAP54Q
zr-osA?tMaIkCVAnPUGqA5M%;(wQ0Z~E4Pub_ZY34#39$YA@|c`P02+a9fW6000}>C
zq2aJrl;`AQGnr{yzb)I3Bv89&7q)HN$k70QY6%W(xw)t=v*&aLM!w@IYSEg$Jd6A~
z{tBzGr;=CpJqo!G7F#k}RqS;u`%d)j=Lz`9YM^(5vribSc5UH!##Umyyztez)3kXF
za%<{H*%m;Q!<$nL+)(=3@$xhy3$~+5@uIP&99In!J8UXcMLBdxieS0M$lMR^AwRPa
zg;LJ5Zw$I*;Fp}5&GNr?k(!uEjGLYTO&ikKE|6NGVA|auGp1ETTqS0xa3Blt!2O|S
zq<xTv&N~T1wvsi*H2S!S95Q?28{QE2Hb!2bmO*^>7KT08f`h*u#QnLE9NV#%5}A^@
z>ozeUur3i1^)N;Fp>k&PTjCBZ18VbSUJ0t1N7y^c!L0df>DH}1x;GyoZbv%Xw{1h1
z^c`7BB~Et*ha%N@#rQG2S4)Pixu4R5g%nKt3y1G1Rw;Z@oGQn^l|LKy?x6Sk4kDX*
zB6p<I(kW+ez8Be1O8TT!kZsU1beNukVh7q7PxgLagpa0#9JLKgo=Dt_P1*9^9s;))
z6LgmsrglLz=pBXLyK;q!dVk+XQ53Odm?>SIjYk)M%xg-p957JmCvsqrFQK2Fpka>?
zer*}V*LTOV_CO}tr49zS3_!a$oA4qBtCH5SCntsI&|o5K1>qH-q^;dWX{HhHbZB^A
zcPh5!QPISmXMEEbAJ-LUu7ziYf5LNtLFf+_aqM{??BS7^eqKh3w+A6}Pq4}cFN_Ib
z+4eG;wku=E(_c~4IF!AQKg?gxm$0*y3`L|neMbcHQ_=y#ip<yn)&5*M)res5ycN85
zR|^{UYtOvH$#e|zMyHHGNR+Yd|LnbGoK)AE_Wdt+>#BBlp_`_0ceelu5RwpgcZj>Y
zb4WrAk`N+TaCfJn-QB9Cs>{9J51A+D&2!Ei%gi$~zsdEjR_(R+Ui)5q?`z$9u7<39
z4WYdOLhY?2>l0|Q1}X25F~`);nVkx9M@Wz>|K}x!{zC)!J7BZf`0_S0x%noxyHAsr
z9!X0pbT<b{Obrq437~6_COSe*(PBBDzp|H!m#1SX?xpysndF>ADoXVP3{V=X;lQqW
zh{gZfPQqt%VXg1LkQs+W^+z=2ANcoi^tzjIS6`s5cmSaZ5Xzp)oV%v6>g5eA?>x!P
z^zq`vM>z9NBR7;?hFtwi3W;ES3%&1t&6aPB%w0Ew=&8R%06SbBu7Btqp1OA#12U6v
zovX#R?KIJkT~6hS583q58E$*P#_qBhlH{Gl507EBRLi~d?&hVba|sp>-~n$vvKt@4
zIQwr`1v$nB)I<;_NI8dC#`FIn_aqeZ(9rV$NycXhg<N#m){ta;>OW-c|Bdi^157P^
zoh<JF;=DmVA8?9Ht&|%&vN&UM(KkRvQG65@pPAEDmGoJm-yS9q0HF{TcSH~=mSfTA
z$Z%;9xAbx(B8Avq8<JVc><yOiz;z>-HZkq5lE1J&h;@4fC0`r?o0o(*6Y5w!7D<SM
zwe>_~M03gIllbVXy~HLOx$K512;{$PCd^+n;W>92SEq&Yqb?fN-BkO=;&=C=nl9&b
zcL&iIN*NIWMPUh<Q*)7zFXF>THnSrahK-&?NMhm{QyBS~CIWr|=LThyA7w$ieK%XT
zS=k$9WN)e%soPF|Yz}n+KSMK=6kjOk9-W?yCMzcdDgt?loG^swZtvvn+#<3{Hq+g&
z1hW^LNkvnc4YyatDY>1Q;Y<!lgUn1(@M$QG+Y;<_R>mRJs}ULHL}qH~H+wl=Yh{ka
z%8r1GAvX`?<l84HYH%}V!!$G-PtZOhmM%#orql=$lhsJ1zx^hK{2?q`TWJ&cdH0jE
z81i*Yot;IQB}n!o=ZG0#!gOT@?{6t(I?;q%E%^O*n!3AbbN1p<3Xr)&q^Keonv;P{
zCPg3-;InyfH#w-kC7Q43;##qS88b(sjnq(g{a3tp>;mH-8IN&rn2{DG6)*2#%K#No
zf9fQEz7lnkoyHA4OdNC(|F{7Ni|qs*ZM-}CDhj;AaLlMB)$XU^;eHZYd+C*kP_za3
zcHS^D3NvWzv(VbuPpVo=lh4EZE2bioD|mOo&peUmX8#@un#p>y115I081RVY%*^rA
zuZhK#CuhzL|8Mnae`o;z8{jMHZmu%VV7g)?KNKItWK@!pCBa<dBg3AKL87Ga5*6>i
zu!R#*7pUA<%#Eh0#EdXfa=ZnBK#oQsLDg&G-4D)i|2@P1sq=@!Va(@h3Hto#Qex;h
zSxH28BI<b4f6|Qq!2c9@{7v+`_7bhT{x|KGsu~PxErD>5jPav5ai$MbqJi$>YJB<i
zgnc6so^@c8Nsz0hI9)zGo&biFcmzr*HhqALPi|t`)L&}<s+Dp+dj589e&jt~eE1r&
ziqh$N>QmfLev46GNTf>5@xogfePs$;-`&lioFM5N-okLpOW^S$K!8}U!*S;H-z0!x
z!jyB6>v$UxVwwWQbckw*6=eSIdu8{WK&P05L}UcfFXhR+fmUSVgx@{(|3>URRFA;z
zMe21^r?W6&a3Pm%6`@m`nBEPJja?j?)ywillbJhW3Swm#M_-W0L@7re*oiDBgP7J3
zHA*Lvd_T>C5F_eq=+wj^-q+2-$4BzxiE7q<SHi&jXa?p*5n)iEkcp8Vs3W+elHJ}u
z(&iN~L=+(0Y$hn^A;P3*+2o0Qe6fNz4<F&d7nbtOy`LlBbdq^X$6)@n0{f4<5Qoi_
z)ClO7YB6i)pr~&oGB1zpC_CxJd&$a)BjghDPKJ&^Ya^+5pCuRvFAN>d8dR*kYY=Nc
z`V$v?wagkegTcp3aH!SPUwsR6a`qyA>JV2>nM#w!#D@A3re>LFmMK{O(Zj@x1=y<F
zi2VLA$F`keh(yWg1QkD@`39BCk2*_3_qXHN?X2OJAI)soWFWOKimq@M;|v-aU2ckW
z5mfhxs7e$tw8M>XI5>Q6_O}UGD0ATx_fexwBDA%dL3MV-gH+hdE6`synD}FL2y<=t
zdqbRUcM?X(|DR)r!?3Ham8xSc<c>>cc&mh;yL`+mh-7l{r8Iq1&Y6{m7_XA!)V1JA
zkn^dm4M|rc!-l3XDL)5CtCOnQ7FM6wi&m*3Lmy4pAY*$<7y7lOWV-y+Cr9$-o+i5Y
zRg)W|;rXri^X!{n;Qz^u(QM`2I2mJBcOV{SAUxVj?Vr31&8X&wJ8$IXoNIB(9>KZ8
z$>O>_yi)Du{)M@y9X&KZK8nU$x1sO%qE-r-+tbF;1|2=VFe68%(uNb2JIu{bZ0EtH
zLy4T0z^P+(*bNeT8^h#AIFQ6@5%mNqb1BHu+wjzjIlK|ZE%={Bss7La{tnn|Hdb6&
zj8b4CQXyqPw2|zapry=1`9>dFshq4yDn9)AC#q=Xt;osPr6NA{97dznv&5gt&fVQ0
z%cIQ@!s4yt)wf4bG&K4jzJ~t#4tx$bN`V1qaUTf4V|QSjoro$q;y-crf8f76`kX)0
zZTpfq!-Ht#!+vewkXK0Zu<;acuyX0)NBPrpySZ=eO{^Gv3)Y$4XjSu>yEl@KOe5E=
zo5Wo!w&M*1I9XA{q#_u4)Q-3!nwTeAm~hAQziME*daT^@#QR*KZe&ES5c$j{XckOl
zWA;jp42k8<?;qgVIdAgV=6g7LLoS1#+`v;;-iawKi)%7eILe#I+OX;0olh;NY2*S^
zxe>Fkh6}DO*n|#7C~hP{^80)On|q%kR)6;|1Q2lhYUy)sCf;!W?;7`iE0!$&lHl1e
zsSX*(26S_eD}l(cn!Ihvw0B&@`eHoJGp(E$FJ#4=bMd%C=)_Qd{}G%H9ijdZ6)&7&
zM@J0ZC*rt$zKRR0`^ebQfLCZBQm;ie#E5gMfN+BoQHdW@TZjZ-E8eh(=CBE)=QIL5
zIMm6w<pyLjF|pb(N`Vz@9rX5^5lVu@=_DL&vlH?J$rFT;q(-o|OTbWjCeG|3Z0c~3
z+}X*jnR43AC$M^q<O+klJ!%Yov6V3@5jhu{8T!O!to>#;cgh=ZncLZC$UruE8cuBl
zy;cts57m<1)Po}~0h_Cz@{cx>G$8@~y^Hx;uHu%W7$V$m`p(s1k|>b0_7ki#bL2!h
z$GZBtT+zyDt%|Hww{zIAlO^jr@J2<m)0jx~^(Wcu)iGNe$;ps|=}87&k!ACCOeeb~
z1ITXoabBiky3&nX+|QR@IXR;YNM1jV)S&0k?U`gaEKIkyqY0=<zG^6LQ3zXO7c!j+
ziAs)Cr=l?=;lVeK;dS`9Vrm|<Y$4PU8bo?2nkm0LJ1f69PNZH(OmsAT&1Sytynx}=
zBiw!8LI%3y5O{=0V&$}Jf*kMaCRQt=ytNT!gq)&*$+UEJF?2{4X=)w)xBY-JM@7|u
zD8BvrI0l)6qPBiE4>Xanr43c0m>F}WbbB4te$~w3m$Mi-WD!TKB`l2_OwqPgxPLmr
zvrCtf5{hH_j9A`w_F#NI$f&LwTI=m7oKl9oI*ix_i#XRE;%r?v+s`#{zP*dg-XJgB
zIhl2LpI~Xel)8OB28=WiE=Z?jyO0jGoXc{&TvR6#>IGkpgtQSN^m+lgxgh>e<b!``
z0RJ1nFkeD!ik6FK&3F!msJlyv${@m|RFiw9jGsD7X=v);<q>0es(LGaUl4bj6{jRb
z?=><~@{I_p9E=u9I4z3d@%#7l^!<|<w&3rRK%c`+e|Z<O9yP)20LCRL2r4@W?5xB0
zVl}>KCE}uZ1VfV$B>q7L|F^;8uOrd;G#%CtP)M^83$^(B`tZ2i*hJ9?MOO5AztsFK
ze`hsOdLM@DODM1<)8(`=WLY`~k2Rq+h&kgv$tzD@%FjQwGIx3#J1WGeD^9WZktIyN
z>qWvI2m0fi`BT(+o_3GIIw7Bl+e^?bnTlMiK<f?B+SpC{;1n9pH&Zk5D$+i@hlt?=
z5mdC%GbjP2yM%Bsh(Pq$3)r7#Gjq5HSJ1*)=QchL^pGia<FS86mTD2hWV!#+eF}v<
z1VheW$sd4Rl8!IX_Aib1za4gmm-g~j3MfKAFLMV>!?d%4wC}Ph{SKVsfix{@BPBVW
z37dP_GHL?@CMD3+;wI?Q5im;VTi-xsdkRkpRoK*F8b9$fYPg=7#u!449(wznXiM!R
zR;uwx1@y?AL<j3wuktg*SU_t1VH^pA=@I7<JJv`@tfXIP=ktb>r1ry=0T&UWFeOd}
z4Sfnm#pr02S~;Z9)8~s|j4BS<ut>I-c4D&nQEO$?hI=XRQIYSp@WO~9mQRf1>dB+{
zVct6oyJtEFj?^I;IEdP`eBM9Sz&iu==u39v>gvKZY9b$wPA5(;Vp1?foZFA($|*Gc
zcm(GoYq%>_gvt~}&@U%CHxo;`k=;fCnxXj&o1KF6wm10R9mAF1J;c%%pJ36DTm)hT
z-|I{q>X(wbBAFS_w9w`cGRS10#nn%Gw4EbPIV3wcZ8Wkd6r^4r#M$7&CDxL3^gJG+
zloMmrJQG`uLFA`bn}>gQITddmr1s{COdK%)x!*@|Q$JttY@zaS9XT2ib8nqUghE7X
zt(Bx+2cilAiXshfA1ue?hbU7Vmd-xD>n=mLrJ7*{=@fLu(3R}tgr<$=&Tg`!6PSM8
zV7_hcpfNicZ8%Jl)k0BzDk(w*UAKKtb-EC3vXEH6heg63TEsHy2Bng)ql)xQDU+^@
z=3QYw%BT8h$`G>Syqk-MHWDQcu>CS0`xB$MNw49~@)N9R8p6U$;<#O$$<ue%;<;79
zsL^uz4t8_=+4IaujAWorLxIA<wc`Yw@n>-9SJgcI`fkP~YVrDn$OA!k7_=-aH{+5-
z6Osw&jL=XZ?!}&IqVt%S>Lw9M!-SkWDJHK_$gp95{{Ut{nZKF&ufiV$@OQ$o=@^1*
z=94!fhSC9@_$0l=c{EHIn#j7wCQiS7kwt?Oc)4O1kpeAKRPhWe$Y5tn8Ee;{V#Jc^
zoU3al+>=K@A7ZQ~lNVm!#og=kNf{7{ah4wKVAWsvxrBltIyYA#^Q(whn1rLojBDj)
z!ciu|30Ziu0`zxzFe>Fpc2|Jej$m3Yf}$h@!vA^Bs(;|0htJ=NLXt_8<|=v}KN79I
z7FSsrK3{;wMk`XO2#3Rm)~KX(^KQx#14MQUN%w2m>*yzQN-Q_rvl(k_1s~mZ8)-4o
z9N1;1d-4RF?;S!p_+5_leNFu8$4N`eL_B;B+AE&mO@V-wuY5tW)kaK{8C`xnd7%)S
zzB$bF`GYvQ={$v3&7rpJAQ?FcRPQ}UlV41sT!^Qs5k*@1U!9K!2U<*gZF!!3VK0}f
z#_+v;JtLJ_oN#T&Br=dH{@Xz$@QW$gjh!%IROqmKj-yqK{>?E0fdGL(LMZG-DEQx1
zt}z@A^Rr_Q!xTkCi~o67l8sv{5IFsWeGWX)DsoOV5*%gZ+%_8<&waztshMPoVrfo@
zCH$(7$oGu&p7i32ioji<M)Jr>(lz7BKhcS|7L=oVC`ne6bXddqtQamfl+&V#!`$T{
zVonN1R}Ui^o3ZAPWaK~*u^Tqwn>ih=OiyfAH+{!@vD>8N7^)cTDyKUb;&o9BE3*6y
zEV_~>5AP#hq37C^MdZ7R@zs@cx=Bh&rJA0wf^4Uil+l@NYv?3d0@eY8_~5z`4Ctw+
z>cPF3lma|WW`Y(k_e#z5ZtLOcj9BhGb&lfJR)iu6%QybO%}Oc9hs@wJhnjJVMqujf
z!!HwH-hPhq201!G7~^0$r6;x_IvyrjDj_NuLh9<rHYbOo;nVr>mNm?JbO<%?ALnCV
zCzIn2aJjUH-sM+tCQ3j}rwp}9N14mQJYy%X39?x4ZlGG&&uN>01f!V!QAymXZ06**
zA^HU(F7<X(^PY!(m!G3iCy~dixk2hjd8m$+<whL7AR37T%LOyz2gY;zCFwY78?Yv)
zQKC^2=<{JP1-P){Jg$jS24-gCaoaiCU5nA~M_Ss=^@}dSHbKf0>%QT-iNh&OOQyWJ
zlZWnq8>L*v=-gDaayfQ`iVa`vX2J<O`;+_>w73zSu=9D8lrxGTvjPF4w^tB5Jd&Pl
zE0^zVMB3zJsl1mLMn#h+^b(sI!Ms6J`SI(W+;e*}HPf@m`T7*vNh8>Iwt-8t;wehW
zB)C|PYu`n*GotC+*v+on_ORf{V@OO<2*eV`17Af(aP^Z%DbhKqs`g^g%dj`t@rFbg
zhDwoEdO2M!V);NHk$HX+hRCV@-cRd+5D^2sv>p}Vbjq1H@xN!rz5kw9^*;#K$^g=h
z4McUgF^DxdC6P4i6|6kdNZmWNh!c9*-%!Dr5hF-xk)w=AM3AgzsIHJl!=pIx-4P`5
zVO(+>0illr{X(P}Ls{ji;%G|??Vp;dxxSi)r<<{zu@ee}@HRQ<_@ol4LWyupG+oae
zhPThq(4R+1Lpo;<E3wxr2$cKjJMAYha}dHiCqava(DT~}?WrK_{?9FDZSL)-wz2&`
z^&EfTZzD_)fk2ExnuX8b3V`#>Ns!6ttM5dmQ($iF#^|o2)G253viWrNSa6s06V%K2
zX<HTQcrS~`jUp}P7mf6-*AC&st@UV<LR5WR${qJT#iO!8G)%b-QSK-NLLmZyfR`S=
znnSTlN?ut{{H%cp>w73UTTgOfB6a5)DNG;84#cF|nhDCpl(%#v76fotR{hnv*y%-0
z1kJuCoM9ii${fOCABzo_a3I`Bwm`xv$4_{}|9)<_Fkw!yk=5MJ7T#ntuk$(g)8Jl*
zMls<pj#o%B@%U>010?Z32f=WVCwpF_&fm<lJ#X@A?}z-eUP9k~ae^puI^uvIWnmVY
zZYynrynM6vD~=`Tsjc^O;N4@SWnCcHX+pI$i`uJG_<Uf1C&j0E>RlPnuRKNdkswcG
zw()vYfZ3Be**Bq|C!<{m=M5mm*+P^=LhZI<MCH{SnwpC_Nrm$3os@gisQkH&(k<mw
zv^1fTpC>Qkd;Fmus*Uq-jJSabO1R599L4e+-dlS&Df3gfyJZ`X*1(p^RJyh4lqd8f
zw+BJ4;&WVh+Nz1`?!aNH#L!($aAW}oPxT<b`7-YJMvz+&!#0PD@6%(reD4;<b-G!c
zJDd?2iL4tinki_BJiCj_sy5TyTuk4fI2OOPm<iw9O1(tHIe~<AUzSswJP`j)b4eUC
zh`xc*oGyyx#N3IzYHj4mSQTw|Uu03Ji;kFNUSkA3d2u)ol;FH)0Qo`>Zht$2^dYPk
zJMob&UKGYKI1grDk%4SfGQuV^rCtS6caRLVn;(?|z8bEh=B@%R(?_t(;pU01Ahr8S
znc=cCK_$j>tc(StW0<{U0H1Yv*(lb~Us{ep<6@nslRM8{#1<oFVXX?8&5qgDi%aZ5
z^3HLt9yy)RrCJ{NVhwLSavhi6JfG2*P2|S=FXy|@p5nFVZb6qCi^r%YIwa-BW+kI$
z<#U@(Ns&yCe$r^N`^4PYBP6}0kIf5Bd@AdtrpktMyq?+ZJ~T`Hte7U{iUo7Y8#0*H
zXHF7Ii|3tBTM!Q(hb>CZ6_OSXeAhuR<maa7ahzP>rr4uJ5f+lTREN9Q&Bg&w<LLM$
z&#BkdO^$Fs6Xr+qT}yx#kDrJ^8WL;!Db>lCWNbrh3DDmcz%?V9;I2-h(m*xKLF(WD
zjw%rnd4RsNZVny{{bxL`zZ-vO0DmV+G>2I*XcFf?C}zxMIkXMeA=mnd++?9y+)K7N
zik?CV7rr^k)G-C5>MGcz>1N3zSJL@P23L27*jalTf7nT?cO>QMU4%PSNb`oUue+Z5
zC>J-5NWs+@qWMEJVvi4Tgov;-h`8K`e*G>kIMZmBrXx}M7&aA*dN=2OQX|%<k|}G(
z{AxWhPh=ulFo^Kn0>a1Y3B7j!loAAk5)tIbA<!#-_q_;*!>n1qolm~~nWzXYiShAt
z^*Xq8)@YW_9rypNpnI^hmHt;&AR99c)n(WIYhze?5$X&Gg#R=5NP&<Ikx&DGNN6As
zvH;*cbpVku3Q4V>$dU1Mmemu{RYzq=#`Q&$Xsp|h<*1Y7aS3eMQ;8>`m20Og`*qxu
zBt0Ubkc|5VQFC_*60w+fZn}~CKKYdISFZR~#zLWxdtSMNePiz<^WMt{n{5nRHiQeO
z>WEH_q_@dJlgdDnr2$8j8h2SWqErR0s!Aee&;E<~bW%$!8SJue#wt>v69-r*nTu2)
zq0xVi<3Tf%g_(TkKFD(A)W7H-BE*lph>-+t;sb>Lw)gdhER=+9=SR^yEZ||}sDJIF
zkmlm@m7|mm_>U9Je{($B^A^M8gP5<G4!|1gx2(5s=5p;N|4{$3N;Cb<U1SJzkc)aq
zbOs6N<m_K{jE?(dJby(5Uu@M;uXN#g?lj9+$MII+Fz?4-$8hlly1IsPy4c2uT~f}@
z&{7l+M>jU{O`nKohN}2n>1CtT$<UjJ5b>u|3>QF0p90axbx1_DSQJV~jG{wfWN7ap
z932wQ`i<yxqe;0YpWJjI&d)a>%vr$viZH7uUmzzlju_Pdt`nppsy&Y+Ef@b4dOF^b
zlWc9pniz@j`~j}hNYF1BhhRYpH*eiW?pG%nJ+*+%9lgxZ`8jubFW-xFbXK26T~Nfv
z3)?Yn+=fLjBq1z8KX@|BItARQ5OVnsACr(1i(EViO-?j>mSn*8S|+4MF{r7N{-<hi
z-jG7F!h`v;xme6TbdeD_RRNYwJIns95}M+4OdEKD`!+?hF6t<SBfacXC2+Vmfx#*h
z7dkCmVQA$|X)br1lrXiTjx+rlX5Agh$;;0Y9Tw7cbr`?Z!OfS*z*$YnEvc|y#;d2A
zX__~H;~UQ+8k)q)l@r+9=72socMgfg<MH$S=S`FyKSAd3EGAtw6ho~KZ=ILSLmuih
z-DH1XhTC9b(hK9b_uW;z@c8wJoI$?6?=yO;JBd)KiAsz_8L1&BQbVB4OaI0*l*++c
zdJ(z9i&rBhT%;#wl9+IVmuE6#xvH(1{7f;Mmd@nz+YT@&zLHB#sf_E(U_nA6W?4P1
z!Dbpx`EmCIFl;@++%ak7?l_1u@iHpS9!AD>a%t>v`oFZZZ_ySCrWhIcpp2$<y==`}
zf#%9wQf>(26dSo?NRZ2S32FC-(bzhP^vXF9C86+e5208gNm3zSyliE~^D)%FP)l%0
z40Qv1=tE(;PK${e8KCR5hpHGQ+1da6GZ_wtaXY|a{Ut(PX99`rKjvHdM-a&GfX!y(
z+eJS!<n{r?<R|jMP5TLXf_TGWl9N^R%Gx<;X~x(oW1KVzy-$WKMvJAr2W@^oOK+Ud
zrz<KDg}c~iZKF_~gFui)dqgK1kpXqG41v~0MV*<4uAEF#o&upDNY8gQsGB<I?3HlR
z9Y@Yk4_Wda9JL{=^%8<XG0`RuL8q5+oRXLk8r)S<VqeTfr2aGK4_jP>FSZgcZ3mkN
zq+$fg5s(pyATJhy^tby1ORFE3HHb(oAUa$68$wrE*UA%bd`WB5ITp?zPOLtXW81cI
z&pj*Id9In7<}O}dc`a(?zhBTj91as|Gb4~o5t<DDl1#j(4&nIXU33q>jQz8>k&l~!
zV#>UKY7Bo(Io22NN2pMtzWE_!gGT;K*YaNpr}qL*?**c?R|C+{{Q#+vZ%{LS0H-2~
zaP0{*;@0U@)*nah3G=x}$&6cP6Yo~g^I{7*ua4xFPdD+yCs&XX74@63Pn~Py#OYR|
z9xr3g;aO;MVtMt4A4!Xe;j%HmHKp!Yxf-w6PvHAH2K;mfTQ;6z(x^PT8oD{FKF*Ei
z8lF1Sjp<@94=or-Pj`T<Pe1>Q`5a;`G2tw>n7_xTjAprN841ET&RW|!Vk^ZOvXQK+
zqgiU=7WE>cMZaA?M_G>$5u>>5H|-YZ4#MF8c6Aba_=IbD^Vi&hfnXmU)(=QDKJk0S
z@jn7h{#HJ+e96mEkN(;g3WvC*a|KVE9w1)w_s#1MJ+_VG-xM<_I1rr##!15*jIv-&
zH*^21%UIp;B2N}Q&#F^3tl4^$=?7XE_2zJnMVPrKp$LUlk9WNXU1l7;2_k&297E)G
zav`~&o*Eb%p~Kk~qE{qEo)XQb18&@Q2StWnGVHA!6AeP9agZL}M&FohZ0&_KcIs&~
zmotL~M%rDNhD4$+NI(=4a@ytP#6>3y<05gM>mdG`JhWqtTy^&@R6QwVv^8=vPt6SH
zX<`g<%=qjoS{t2&oNf-SSjAT(g9OEDBwgjWO)<o$X5x}T@bHhQl9h;MA|4YDWljGX
z%-t3WN6qJlRvX4(m?!(%5E)H;Xh<U|E1kz9HFWGb&!L?S42<{TsR>Z`*c2ws8AF0p
zL9e5fhPpqIv$ll#IWzJ6e4Yd6B50W&P3c)H`x5uFOLQ&m>jlK72~o*Cn4Nk`X6Imw
z))MRz5;s9c%UcaBJ!hqFtc-0E51)=~M{bm2@2{gHI-RQYEUXpLO#R^k{l*xg-3~;0
zA*wVTvRET$wOXDy+Q{RV4<*B8M;T>69BafI2w^Yo=Irh|de67A`^-t+KlLP4htBiW
zi4x`pjqE&llDNeKiO!8@Z%GNUVing68w+PT@a?WapRA_O+(F-kcFLliXa?uvKiG)V
z>&B89<gx)0WLM=O6X;mI;v)0=j<aich=kkbadXi#yjcG!o{*PYy%SLzB3N5|j+fs0
zmeKP>y!qqLES)w4X;m~IJUNZ5^krOKv5My+X7k;gH}U&|jGn3{u+NOcEJQyvNXA_g
z2@Xi(<$d)WdDqFELLo6dYW8GAu+%F@H&4ddy((IqI&_1C%#3j(Yw#e-2BAtwV@)I%
zU3%hjyf{%Y>nbTm<KKOZfM33cwZ&nMZ4IH)fi^-wC<OiOAp|`^#FikJu2KK4Ado)@
z;O~IVX5;PA`^hMfGIPlw^z)+$1j1CE?q$~x`>AScBPK72rq4@Qlsbs?X))x-^xznh
z&EvQ2Wy#zaEUgkwow1{l1~}AeBYV(P{M{amDV@}`D;S{+pp^Bq)7r~R`7vlhL3&Yf
z!jg(y?jc5R$J?bx(Qd<$CdFlfs0(eVdi#l<5QqJ6A1YNdN`EgQxf1PzlaWpx_E$Aq
zVQ&DMdI?u|;XhrEt*-eOBAA`X(Tk}B0s;&PV*Ktf9Ti?8k|n5eog8dBMsr6e=Hefi
zr;TQGAQ`vEPoK~WzFvlA4aDR2aolWW*wPs!O&N(WJ_><AK-lLeaIPHRwnK!ic7*X!
zgsnD^N|E2Z7*YH`9uXb(`{=!6F~)blMIcuY_WQA{xDL&oPasMA$F^R9_7<#9--+Rs
zH3$R(tk2(z>Z;rS$C1EZ$B#%vQD_xo0ch-5L4x{8%Et}jXv!#*+k{MbYBF25975)E
z;=W`d7yCO|kv5SXFP0K|I-Y$O%GvbxZGSO#Fc{*xyEZfHkPBm+kLkOv#q0Mo|M?gA
ze&q@@ia+O}3^+afJo+94!YBqjcNwpLv4^)lzk|20{+R506H(Qi;oGhINI2)>?uQoB
zx92cfKkfL7bFSxU46bpQ-N!I1qqtvj3#GO$s;q68!U1YbyJ_jlBU{%-qtwWwnm=nT
zduZWj-r>sd%anU-sPfe@Svdxy*g#{?3KAopKqORif!%ab&vb72wQocB{iH^|`5!5o
z|5S7Yx-f~1NCf}9ap&3Yx429@mps{T)9N((T6m@RLq3do@o#GJd-_~lK7SR4o>U@i
zJ`CxxOlfXsgSvsbt9lT12$(M!z_<Q$JUDX!$7N!+pD1C<wq|1QjABAz4l$ls_*#VG
z+9=N6w2u05eVodUK%pB!VPPe&d?qAqq!eFQB-RQYdHG6)tTL0|eSjYaPGmr+9)Fh?
zU$=oCuYgLK6MvL|bj=t#Jgp?FH_>2kXJ9Cb43f!GB;fXnIPCQ>dV~^RIK=t}7h(4h
z#0^bEqo6(FJd=YW;#Mpob5JDSmQ$3xa~!F>3X`r2t-Awbaw?mQBlxDLA4fweak*M1
zsp1$VGvOOGjG`mmyxg>nlBNdkS@{~z?>Rz05^m6Fxu&}bjl)i_L;wmQMqLbh%XG+N
zBN5kk(lI86syPYRz17^f?Ps)|E%+A9Az-VexkAYH&-{4q%0Th+A?}@<z~0w1H2ESa
zNYrzt*U5r-B_B;IByxZV%Q-*!tLlhM4B|<t#pV}rTaFiht^m8b36U=oOGrssQ7#42
ze3bi&37Mmj*7Xs#y6AIwu!}?F<rtBU%76uhv>hrTdU!V5o7;K+_(dX1`p}$dW6ZK)
zOdXWO3qS59{gjoR@qHxUG>*8GI11DzrW=zfJzq)tb2}(hL=ayXN9oSfSlWB>PS&Eo
zeF;r3eL!p2%WQ*`Q|(F`YdxgI$ms|O$d9{7L01`v9vsWu86Q(+Z{(YXR~YkYE0#JN
zhKON!IxUop8P2il3hoM=VuVS~lBRrS-lV26L(hWf>Fl-E@kac7N;mw>p;wO+5KAa9
zJL!y6p}Rbr@$uat^)lj{B&Icrxk4-ESf3VEUL1>+ee7&bLpoZ;*%le0j38N>5Tje&
zh_8$#y3<10Ml~1I3NjM?Sk-DST`oqg{&ycELctJ?hn?*C4#dJB`gk$nfEX-cBtB3_
z2}m9(!cgeO81qLI@P8?S2@P1ghO&O|DHc`?Ksiv0tg;(lw+m6WipF)-Op4DzAFm)k
zx*L{GL#<L!^nO2I-Ef*`KAOqJ>SEdhE;7|(8cOz%ku#N!ngj}_d+^zURF`UraYyma
zF&D7{J>q~E<Yr7_A9jI|T3s8JaY3kdl6Ih%ooMi=6N%ZW=jz0xxErnX=I0X^a$<jK
z1JYMNMjWq0kQ7NsE+HtDAWtwM7J{#`m7eXjc=~*(baE&!#pw!@<_l6BspMov1YJfA
zLA4M`ql&_^7)IKH%rrL=luo6}HJZ=;M#4ex2|c73yIEcNCsseXn(?Auw!FEP!p%oW
zmWq+cB#6{<q(#{%ZeNBl#`KH7k>5w4t{K<!t5CnS5`p|5bHaE1@CC~G%Mi$aAs_;Y
z1kJ50aee<8x`$u>hsLnIwi5l*?;$e$vQ5)J`7V7AUx)O)?+{2N|Jow?FM!8ihekf?
z*WVIR6t=@Z;!+!FvY06#9%cI;Izn;C<RQitWpHd;Bkl`*I7K49-+YcWuP*+pV~a#W
zk`r|3=S9)+Wd$Ld1DRIMz4Pbu)~3xodHK>`j}@!r7>DQ3Sk_1D&lkwZji;rl2Z2C9
zc1$*3l^i7|<V0$Upv4hF8}JYg1Q7gR`4e39bIyL40a7UgMR|AwK050U5v6cr)Yj71
zmP(SwO{GIbKx3!aSH~b}Iw3-A4!?oeK8))f4^Sw}BTJgfvpsJTC6sWbP>M+S%iFk+
zX{_gInkgme-|8O-1#*HR7b4;BcaiwdMrXjxU7e4UB#GyhsK@^)64)QK(H7|V3-Sk$
zB26S;mdzg5VWz3Z18~;XL59+RPW)$${!4Ei!QR!&An^o3f+mu~BAS#wtTGFCcaCQO
zO8OgW8JaVgR}UZI_9;{7F38}RM#hzggS@_K5837jB#|;y8~ahtR4{1hLJZ|CZ2jze
zP9*2?)iaT-+N5Ucpaim}=(zCm9!9x}*_3)6g}sO9Xl<q1EyFFgAPfhH>IoorMB-8%
zN9`5UrJGA->PbR+3su4stXF%u>*~9CbnxYT_H{8*ftc~i6n5{cB+Boj(<mlgDo39l
zjXivX7gp`S(Ah{vX$*qPl%yt0Q0Paq?qnIoXFg$$*iUqVgdSTW%Y>;UJ^VOkOBao2
zKH~nyHqKdF5j=b~Ki>5y>&i>1uNTv0NMY;z5yZsmNR-F(?ZKl|q_!eBSV5K{meH*S
zQeV7?arr5fZMC$_zl79NKjA#(B~2%1dXk9UC*{=0vM8%5MiVy#N0}aRtcA%sAM2WB
zT(PGF+ff}S%ADjG0@NesXRnDn9_qu~D(9W|d#Uinqck{JI9NnNl$qKzGf_n*;w(K>
zUpkl<zpr3Inx2?_wfykS3Bo^}#`nYqnspK!8X*C>6obV_Qfd^QR6Wy2XVTi&kL2e%
zj!xDxbpBWh)02soYfw2woPT*eDdi3l)H=?&yE*grNt)vV92q4c93RE>FV<t!$+%e+
zM6~Q$R%`oNC}?EI!IM<>+PG<NDV<ZYune1m8U>G^evw&EmEg#mM$wyDwD)eLr#pjz
zt4?!LrK2uqFvE}UX7R*aN_GaYD+9bxw}u$MlQ&BaFd`v?scVWjak7u%*Xt-~absRn
z#*xj}V(^*yVBmgUugO9#@{r<FP%d{-=hPCP+)r&wm@KE4E^#CiW-GCon~<$-<c&-{
zOJ{h=-w74nQnE#Ee)>km;^ji*f5jNqeBMLP#x_p0N0D6=COsCKcKJ|6I1vq2<Mayg
z1firRNcjBk_bdE^0RB##s%>CwmI7ndKwgp_AicssslAmtdKrG92!E&(u}#Fd%QakR
z^-%W84n$HR;}#dO<}wSPymAK3<7ot+l+c^dfwoCZUCAaEXADNZRgPaQB}ol#kqmQC
zNl&<wQ4<p|WE$`o0yNjzDBb5oSZXCt7N$OPFmka9UH5sWH?O148BdLI5YvjQvB)}6
z<|Yv6PC?Mzi@2i=fjEpvEWqt5CEy8R=?tMxF_17>OP62B`@3h-qHJZ1yqz&URis(0
z2-2lwq=->ytO#@Etg70}&z^qbqL$FvQ^h1%AAK#w<XifPZ4Z${JQX)QL#!^2={d=?
z>*42yHi8~IGDk0}J&lB)-%fWp4BCDs6iSIrP!g~<5?bLv_s(m7R}LYE4fnxq7~lW?
zH|>(Fd;-mNgxoHKiog94_t#e<G({thOZv4<sMVvKe+7<pAELSTo_}eL{8zvi=tLs=
zv-VUfj>C26CwwvKwAWNq7>-AkqQSbg8%<#f0;P!jtYrE&_7jK{BMwU$nECG~L7p`=
zgL9`_G5SS#zuST0#><#FxQLH;?xMY~kGP0GryVMK;!0YkJ%Qz<kcsbK!NDEpDVUs#
zy~0ghS2L515x5j_RFpR{P9etA(10TI&qO4EA7NO8B<#W>lrp``LW%7Qf|3ZL<Y|<c
zwOmjNNwGj!8e*7pGZ)?4aj6!uEnG^eyNg9C8EazSK>Tl{Xr5*|hkKr7tKY`$;SfT>
zFB<WA+{d>(#r3=mfI^y$+gF8JUi2R+p8s%oLtY*=zswuaPf_Wu<6-l2ydL!=BEerz
zsq=s1JKGkPYUlsE|6i}aoLf2`Cg9bw$y|#w7$R00L5MK-Cyk_`*h+7G8zNCGet#b-
zxs*g}KfA-N<Ygr=Osk>2?INvDBqIH!j&~YUxXZSUm#@Ey6)rd58JxU3Vk!Q5FDXr(
zG+phX=*DG8kTHhg40$S!k5`@HgDcN7c5DnC0Y5RX6*IJ_o#tC-((=Vu2s&N(BBv9f
zGaz<Jk;tWl6=vEi4x#C5LRVCPuSZHz=>Vz+c^H*B29<d`Yd5T;roM^G2Hr~9;Q(tZ
z>JW4{ArYz&dd`#O4{#u+nA%;PWE(OG9k9`mT1nOk3l}cPF{|3x88@8Sci+Mn``7c5
z-^t?cCfeD~N8`5RtalI?UqI2lw-CSOduppru>b96S+3GxNzhQ%w~IBFk@Px)h&=(u
z7Nk*>6^U_B6o+3r#o5|wGG-+(;Wj@?Z8UKMyts=)$i~Fs&4{3=@g(P0HzJren;&Yr
zxFN%gwn;@vhn^vR12g9|Q*l&DN3W0B>JZ%n<)D)?Os7LoQ^k_cbO>|fS+BM6O~FV$
z{@@USGC8_Ywa6l3@pcMOIu9^SEu-{<vmBY2%CrshSolsgB_<gvwT!-DN$4#OvZfaD
z!~<XQ;N3F_1%iBf|5s=(Nux#5f<fiu)8j|D`%gB4l@>xqIj7TgII~S;7Q3j+^0Ii=
z81B5`QhGX@sd@Ed3gSWpr%qyZWSB7l9nbAO!BC-)Ps=aRDwX3Ol7_xg!`yRAnR>LD
z>36RrY1w3c48Fp^pL-coeTvo$5mywO_`qJowFGIF^kc7-@P3b%xVRkLniyVlm9o}V
zPeOMSV<K%7J+0=<Lt>1+5bFEB#QV}B1lJG2yQ`1WK}ZYxu=WM%@CzB2)J^9}J(2Tt
z%$Ta=!|$yum?$D|p@+LRcd}L<NnV106f<-f1SE)seD{Td(NlzE{9Coju9gsG>n-SQ
zy&UU}Bx|%8l`R@apOlf$ig6$7#&NiT7?}itLX5*5=3wjZe{cL@0{$Ja*=$@lc{yTV
z9^*4|aCarqm2Rfm*}@p#P>xq_XQ8Hu3Abj_dc1^nJIcu|%0$}lqtw^Npp{wd_@ILo
zk1b_I*(qlJ5P?G9!}hXvG|C{RWC?Z3SjGjiu%cn$v<UV#by0QUA|qq<xGP-<oB<}_
zL!BH;Sdos()J;Usc|@nrb1Y>dr)s=J$EV?yE0`m&V^CM1)e8_C1|p60LzjbKXBS~>
z6>f7s#)(-dQ&Tu9P34O<BD?_`Lb;nnsS6Kk#`In!-BHik*il>@HU@{Qh1%+mNsOOG
zWKA!FyQ_!^c~L21>6Yi=l*C~T_&IMc#xCh1M{OWB4BdEX4SPw7iYD0K$C$t#&IYqc
z@EZvBI~exJ9pqe{g7uCY5Js6WyuRvh%i^OKkq#V=e9SKa0AYI{$dm}Aa$FnNf=GmN
z-m<?rhV|u#Q7yU#N!D+j{=?xgmiw<l`_N0jA&3865e|oG?0JyX$Txm%>vtWX|GGP=
zh?>ophxaq5I-ltm?%}10Z{izMNbbBGa-!pKK3dC<QVW@vXY=UYzeL7{{Xq~5e`Ed&
z1VY?!&t~Rtv6EQT!LarBAdt&AS69a;yY}$mZMXd9ntq!20Nye$mvy|uz02R_i5IWp
zr`NW#H}Yq0)WlKQ)Pw6-E7xWUkY05k#<_p?+w7o*UB2(}*#h_lQs#Ar>2pibtBiat
z&0&Tpj6|Vgv+FpfKsFv(8xh(NxObuxbu-1d7M19?=}f}mFb&=Ja#}W#=0GP88UJkR
z-pV@^GL=LIVE3HD<F6x9^S9T|e>Gn3UBwXjKqjev@xfeeSxdS!g(<4Bf46Tq9Ok-?
z`&bkE=C4Hf*Z&CP#fcv;t2=kHrL&!3ssSV^gapGOE{hz)ljjf6_+cN`<5lEn=c6*W
zV$iFZWVi5s_z3UMy8@}B3GM3nJlF6h=CGIP=ao$OEQyslbv!X=4qM8)Nhy_K3RI&{
zPelD_9Fblh*8UwN#y^QbAmZEh2Z{Q)i0*9{=xVXiX_Qi>)YGXI^Q6CnZ!`0V&$e^4
zrJZ;0xP_bET}k)3R<6`9p|yJ$qNW<0+J2&pGid6pqa)Et!pK&_)ujj`WTYnyz*e<@
zj<ROrJQl+E8K^o)y}FU)(NUbQtRkbkkCe6yX3ezWOe^5KhI-ts)eLp{=obk|iHRpo
zrsjmrPwnA)hUWz^rO7!|C7`=YNY=AA^3BByh`PKarYCWAZ8_FuSCFyy3!)$0K)0h4
zaal1ksR{uC+%5}8*R{~n)kG+!jI6@37=Eh4*{39=^`X6SI^X3-Fn7(fY(6r8s>A?S
z5A)*PlTJ-j9#d~?ft}GvF45pQ<)q{i1)<M%9Mm>*{lhW*>520+3{Pd$bTyOen@}J3
zQ}4D=T`woz<RanHd33Z|={!(FR+<>itW=Dn2D7`ajSIyse0{);a$pkLG3gu&dHCeD
zO)OtFn!&RN^X7^*G&FY5I88x!yqc?el#F`40dtOmyC=3F)hf6rx{wi{SJOBtjoJEW
z{0qi$y1$W#r@z8AGKR+TiyVs3)7aI(B?D4fVh|%MIZH>24e{t?R*xOXh?+bOS8Zf=
zNXYz`H}ZV<a^`)x8=XwV&VeSrYYQ^tD?6n`kr5DZm9dNa2am?KUCYj$A0n6hVqvOv
zb@FQC4-Dxk=fe&&Pg*3{?v>+-3A129kjm+Wyu3q(VQZKh6iN<hBZ<qAlO;1jM-Q#)
zB!n?ahR-;~nqB$i4(TC9VJB^`id_XJOy{EL7YLB1g-DH4(PI|i3JVbV!bAl6i4=5j
z#uCNQQBE8u#i&xe2&^I^eL+-Xj7W1d*vk9Zx7$T!uaFTl<;=W1;SUq=e<j|}n!uYf
zE9c9anLp5gTCZcWIFHSHH!~(V6?I5S!>-e;J5|G=RTCL;!HKD)pTy!=4nA8-+9j~%
zk-dz2dk7yiZRbiyA@iI$9P22?-V`E43!BvK+<Mh)8V}VYxzI+2J&3rvmsy%1vN#R4
z=oHLEVb7>WdG;v&i(T|d6NsvIG9yaLuI3J;nFXAd3rO?iqKuOeb>aXjR|v7hiNM!`
zFEbzelpE={N%5Sw@I{rMNS_$3#KD+wBm$oSztBmyemL9ZLmAw6n4w!v;1&q*g*7Nz
zPEs21VN)g$Wg11V(11`JLhA7n9fC!MBJBP!mWWQYQL)5$bxg2VW9(T?NEC}(wty^!
zi|>4HoWf`{FTID{yo|Kf>*!mu5c^jjpjm#$UzI_yyAyv^DVkd!0l<Ic2Le0SKsbbC
z$qM8%7Gin$y1z*PLk=6k_NKoefAC9AIPHDUVteZe46lCvD-j9?gZ#X6GduSDjML>r
zEE1tmD0%#$XNZZ8{SR1OzrY{t#^yeZQN8FNIzABUMJ)QQr?DhtBouJb(bGpnNJdBm
zUme&_v{pfzRKlqXHO!x!!**u?v&ql>Q*&|sRElR$4FZ7xQL+K;Lw`<{A{GmYi_suW
zhYQ^j3b!0Uws;1E)6=oJR&%cIFoV;_{d#=r1B)oV{4>H{KL(=)kxGiWsfWY?iKr5C
zv6Oy8pt}!2ejKjK%D*6h7LSNXVUT2t5Nl9Om9l_@Pz(Le3ZAoRSuA(5Pv~L3q#uXC
zK(5fnm&$0KmM){S_i5tw_aT@5Ilo}9<9pQdVJy`y<oTYr+3!5cB-I!IMzfgRtY#?#
zP)M?|IDh_E#P<ITp>T*&ZzT^z{F!tw*3RSc?pOXH0(j9|LB1^KFUX%4Cu_p@(b_BF
zV0$xt?sOyq6N6(zTw<Kc)n|TY{egX0H})X&x(LZl!~_)tMG|xx74>~pj2w`M%+ZGQ
z>OokZ+r#4ZT`(Y;?=I<O{6lkj;WYuyigK13^t4NxDT|KeYeg4XTb&G7mNGJ4OXH@;
z5PT<Klu&}Ruma&tv)C$8GQLnvS=Tu}`Ti`Cu?dtL{H&_Ck(fG{xp&`#-*4vS!Skq8
z_i<8HN@B$@GWImk;n+k*!W_I-3+^ovEW>;Rn@<ojUxBZ#2A#-)#3!RCT#P&5V$UVH
z*iN0}Nl_=E)&YDoHJLZ#A{Zc%As;=KSy@3++t0AO*NLV4G~0T;=+C<-SUHOyvo*}@
zIK!g5Zs6hl^_0E&Be`$h%bp+B&{tQ_g=q^J@%36XcRhjSrKNa>%;o*8R9ZzM`t5FR
z%bLL0ghq}(*i5ih!zx8RFPf@}y-P=P&K<1&q=ebubtAqnm8_B;5@bR?ZHVRxxsxOE
z4)z{N<kH&%g!gqI8v^M^CG;BGnKpeS_22(My)2T4=Xz;5-NR2Cyv&X6Cvk2B19Keg
z+#BHdyW6<ru6gL*8cM6%&173E`<8!Bu*Su3fq+*;A%bTr@okimJu#1WetMYWy{)|a
z@ER;_J%p~#pt`Dp=i1d|{Llzj=Th8tl5JCN=KQ{+<gCAdWPA$4qK%vy8q2Zvb7XvR
zfUY449Ne@XyGp`9r-b?WLs@&~6wy&al4Z~n9l^-lB$f`jfn%pWBe&7X^iMzF)yDf7
zvi$&2QOP_zWg^dLCs8Oq$l(>ujCrhz&AJ$twzM#P=t*{^4r0Qs_i*=}OSm+DEE&oe
zp48{FtGSpoN04hB9v(`T6KM`}7$GxvpW@jO5j?!P0F$(jv>q`R#K}Zf+8Fw}m$p0n
zc+4HN#EY1o+rq9RDa0oEI8)$YTCs~Gaorf&QZU!bX?J&#SkR6nAVk_GBk1#R!kj~1
zW;;CxRK!J<6M4doOCF|CswU#6Y7QDwIaaR3m?lSN60v#r?~erjg8=?cywK+6)!{jO
zkW<5V#b+69Ok-bPDZYS@=x!sjt33SpMlFih^BMJR3oWz71TyU;O&i7V*WlESZi-Xu
zx$-LsGcKLR$6L3uctJWDjxls?t73vhkEN}fozHJXp%OE=Fp>ORBT=d@KB`V8?xK_v
zJ!Nz`HxqNv!ChW2Hem{<<!;Uy+sNsXFoFo$>nmwV%_K?h#(u^{!Q~R<Ev<A&#v}4(
z6PAQX6ng2=wet2pCD*yn5G6c7uh2w7@&J6oEL?30A_YG3wVjj;r_$h;<Hv?P?BRgz
z1O<@;$Tj663wR;qz!9`!5%l0xiD`1BAeKu>Feeb*TSmHIC!w&2Qo*e_gfYm(V${|!
z4=Xw_E1P*$0(XACfv8FGD3{)j`^Y!Aqhe6Zxb!b%VE_0vG&etlKp?>P-K&H>4&+a5
z1fK`*#}6QO_9Kc*#$Q{GBqQ&y%F+GvcPQul;=2}fxoCX+G4zus|4Kx}N$E&32jJPa
z1;v#4>^ZQL7v5Qemnf!=9nWL)Mx$%ENcrv`dFsCFxc8|y$<6-j=lW+54u@&8yiOq4
zON46SKa@(x7idE!PW)|Sc{~18B^`(A859yBP$;O|ew>1o0SHn|blckSRoUt4_aTio
zkR=4ykwy&fFF+s=V1M@r?yVIl=Ki_b#;mCsG;~zq-|ED&V=pIjoD51F!Y#AiJoU|L
zHa|8R!M~Xx3+ImJg7`D4KRL*d(b=3oQBBf-cnl&r-5M=zogJ7|YMe+2R#yJz(mSc8
z&1=Uf6cgvPWAmxes)Ve!g~_nSk*gSj-Rk9~L?2s1hw->{lvr(C8$FYs{dVp!K1WO6
zvqY#aL8BOh+gFa$S3*+6GXOjkaT~XEt{_jAO|;lV1aSoLVWS7F$V4z?|D96&&qay1
zf`PK!->eOTNQYXeqQ&1%;@>Hgx7D$m%QSQUqJ6df6?W9a6x}Fh>LzkZQBJlpnb+IC
z=Cu=kii8?!cT{lm!V!G+#7`L0M-gZ-BUi{t_j))O?BvGy$@u-%lzg%a%jQzd5-^su
zaY?g;jn{9b@vAVE-?x)y)v<K^EK>U{s3RIU*eIjQ8iDThZqj|wb88%#)0VNZ|0Pnx
zA==7Ic>Sn}yUx_m6;^U(w+)}i&V5TS<+-PCAv#jVx|j*<Z*8W*H=N-~Qd$O`r#yK)
zIqM{})^24`Ru1KgSPUms2z)vC0`1655jZ3&MCMZB68#*`)M7nd!ec5k!}{c$Pfq7g
z^TX^&8^RA&ZhX#qUOUr*&{mHjEMm!3uhVts^H{GEkxD5~*yi!}$OQzqJxtuCw{xL3
zlXI_sifpKn$&rz4I=C0ngn4AW`y4UD2O%omM?+{f*47sE9xu<zj`Eb-f_hRF%_X^9
zb*Pn96H-ZT^HZ9rC+_YdRQtBl^;tT@Mx12*u`C3B8^rgZ7DqvO2#4Q7%klw8j-JQa
zrQmywm?gojyn6uFy^w<W=wUW|BPRNRTsCz?a7$Seq2VG%%^ry4$3{N-b|3s8LF4kX
zy~IY_AOlz46i?Jh9b!uly`Q>hy5PjHuZ}M}-oe#qBkiU^Y(Hk9uA+=DEZN9+HWB;o
zCG6hwBd^R{ie+ONx~?!=U!I9gA>-q-JMr$`&y*fW>-KVN=SE`OAyVVDAWh)#y8R3n
zxG8N8V^YJ|yC<<ZC4~W>o}l&6N$&n&2<NQbgpaIeY(U8)lPB?R%nQf_QoLD5alPS3
zG*rhdmxtbdC6z6M8I;(>{xd$_fA&j0AHM^sNQ$qch7^e!X<QbW1#NtLv!A;j7gM}Z
zi1Vug7Hv9*H+}%y{9+1y9^9>Fsxu;xJ|`nRqn*<YQ3Q_Z7?jmXQIw1Jaz93u1+hZJ
z*p3vAMD$~F1`s&AIJ+&47^4TL&x1QCV|3~lbQRAaP1Ha{r3GtD0IjN?LRUX$8Ak0n
z0XN1qay)SWBa`jOSNHPa?|gUsVFLagu-R<f^vZioIg-xeOAQ=7bCDww2QdmcsU_)H
zt~B6$^)&U9#mwu4hjc%Zq!iI6RS=y&ghl-m>H72>LA@8dFPhxtS_G5Ev*MG_d0ZOJ
z^ezLN&7GW1HxeaEC#uO$M`u0leJz9qB7zbDM25&MOlPs@B7(gx`sDGngjMtzjr8lZ
z)W=1`-Xj$BOOR`lX^Kx_p79u#&UpH6kReai5R!yZibI%BY0!RE$>7kRFo$#58E<BG
zyo03nHl)U(C^L)bXg1K<l!wSsjzic)Wx&VLUMDk5c?=<vkhBwTpM#*-k0;WBNG8D1
z-;KIgPS|EZAU5OD_R^tBMxqqrbLglxt5AewxI#gaBQ>OkVvvPT@n(NF&uc>zth)pM
zd!OOgHle!oI%FgMtcmhBRO9&M4Gb^*iBNL|zHeVbvg9TDSH6lsDM$UtEd;)}1JTlF
zaqsv6-9vvF3=$59>Ah_c#`o3}^7*K_<rbo^yAJ!QQ+QijNq_qtgc1p1pBMA(m$F7-
z<fjHXH!PdawTq@u`}PaeZT*pp@oHiQ6_IpsFUOpIuKi{|DT%4SYmN2THvnOLfes?n
z^N>r@{%#+uYd7I=2!m?IuWgo>SJIVmjL)C3F;x&nYaoxlbO+M7Lc#+RaH~U1I;LU6
z&URdv8+q2{L-+D5L=nIEO@@OZI`00F#>H{O7p9Y>kHX<`bH!Dkvhb*!(2@!ga}BIB
zRp9oOqVJ!<{9$R#8}?_@>c<nGz}V(u=&pzPdi5S=O&P?|y(h5bby4%xSH$^KnGqo+
zS_nBCHvZc03m)Wj2TThn$m{olwTot<m`2|i#DQ#<PacIY5aNpijVv0Oz^2yyTnvSn
zo#f!6K)^!97}AACx*gx*@|FPsl8nzI5~_YZN1d;U7kl32gP0eQ3uV-ChI-C1jhkug
zSwWKVIfMe~-@NbPKmf<*Z{sgJk9@)`<kK!esM7png8m(NrRM|YX{M1U%lb|GIZp}u
zoyT~<c+0=j^OwZWH+DS8XK`=++Scyv=9T7;s120!Mfxgygjihl4hlg$lTvHge7K0t
z)?WD8gE}P*>E;W#j1s0Q=Hh9nB|@!WqSwXFa0Pcx%x0ITf`}hm*>eZ@CZ&-3yp_mS
z3u$pe(yzM-<KQ%2-@AoQcRxcOtKpLReCmVeu-plTs1)8ZnCbMokxAwB=|ptMT_j43
zOs#EWaBrB?<5QWHn#|5*BR@a#9*bIZj1)&9i?X84lH!#Z*k2|j#wn#KMoDz8hVJcR
z8ru3$r^XVF%fsgJ(ygh$U3ZS0{wx#-iHK-qt?>enMEjX$Z(?KXBnqFplmu}ttHN{0
zk3P<j&v#)R)QCTJ6!}3RPi*O@N7BU5OU81$Ux342Pn#-+#<WCYcfNt-rfs};>D^T3
zDzS(97&B@%Jx!gYo;}a}o(^7BX(@_|VDz$kNstOTz4=dk-O<hfzl$XU<+yk0sSTO<
zuu#E_iPO1uxQ`$E4{_zGOKCl@n)>i4I=i=1lN!%;&5^9C6OpVKN<n--jXo163#8=6
z_fo&7nx!!s25LOKyQzoeIycG~h<juv)ra=;nIehHGrBpJoX4dlt<+cyoLS$8|A8?)
zv0xPLs?A7y1*oSi$Jf?|_lI3{?6)Ej$PnI}%VUR5)8236#q)Z+U42NdNFf~Qp(q%I
z%_m0C<0a<V<?QII<79suPo$0`(Ar7!126H>p`VFMR5ShZQM@;K41MNuF0ClTc;o`r
zXZ`dDBM^(cXwq{KPs&Ao`CxK6%S$J=u%_M0^D}1gSo&KSrN5+t@&!7%SoHuWI|E2Q
z@?y2LFe|~z#%Yr{aI^)5UPjv)Iq@nvvAQtL@exD`V(7bQp*FXbJHAyA=nHWCtrX_R
zDADa|=cBFJJb-}OLJgfMZcOEwNJo2+AB&}4C}!^JedJbk6EY6v)gQ81q&-7gm6xE<
z$QemGZcRLCqs#C&S0L9qv3KMlXo?`w)r&-6rggrBoZf?YE0g%XJD2LFR2JnoF)%ZR
z>YYNoHW}?sFAFcu`NIVKUkOD;JsU2uAzV9{qPZiuIZaF5F$ax>9^!V_a7JWhirc`s
zu|d+>1-SA}7^9PE-+LbMjq`{(m(H;>#SBfhVShu(=mS5qU6sWr-X@L?_VM|rcX0g^
zpHd}k<7BFsTjol*XV4JBsRe|4E@BmBqj>5o+=uO45ND%OcF>fs#yunsX&}VVwHN3a
zIh=~JHj<hfNfyBt$u!bOH4^oykFe4~(4<1p7R2N}Nm}?DPKO?*%=jt#7#}r)F{}yp
zkz7`av80idA@evN@f1GsY|hnIV-O^9UHWiR(sbBc?D*OP$fK(fE5ul2dfcc8<&0pf
zyOSDEEJOVBD6DHn(&C~v=)r0<A&fQACsLpc_~|z{aLCil*r*I{P=$Hg(#$*euOVUi
zaHQICIKFzHkll)W;vD>CXR&?oBKl`OARG$e{roWm*~{s>>q$I?2?)g!yf>{xvv3;1
z;-3jL))Mx(e~l9UKk%J7g0yfr0*RFRd+s6buDj5V7>O<~4eP3>>3(GeQIEYrcfXa#
zeL@yARxoe$c#?Y0(0|uQ9F+R;+<rSH#~iGD_(4RE2+`lQnAfhJ&THE*pp^e>5v0M8
z6PxEKsirq^curyWocxCfpg&+nA^olP(OZ0y@RTV0?hd>n6BdOVlT$^bSW3|2VCJM@
zG<<v#p-ILfe-P#6g};(NfHUniyqj{Ko4)JgDf2OEdaF^&8qmcrCeo;;sb?l*N=`8P
zjr%F?*vpf<_wdpW&CDoThE%KvAm_15XuV_=@zHu(8_nd7&0^~ZyQxrBAW>+@%!;G&
zbS?4mazcJT!hegp_JjgN2-PIoTnPON>g0vIEzmNyH;3^Fd+<9GkZY0|pBZF#iG^Y5
z>D2brvAVIBmvd+HsdEP}Xs;z&d+on_&(fvIT(7^J73LRsBl=0w1Vh-*=Y$C(7pLO&
zH=vOI^;AOPaF|f98S9g`qnNW4)v{ag?B9m<@mn#x@zsB7GVyRYOogw8ho!gw#eYSz
zeBSN*6kphnRPfg$*iX98Gh9(bI2`6we<^F)HxUYlh>36EJN+sw!2owRe!y5!KZ)uQ
z{B)!bw_Qr^5e?1J$w+qB5suQJ&W$8^#*SX9MI>|6)YnGdfDAg?nuxmChhe&k_nyCz
z?m!fe$vz?RVLO7J0HMvRF%5c#m5UbfjP(V+ekR1Ja2ZSXL3C^iYtp*8WBFBB6+1CD
zYUyrBB*NTET6Hr4O*CAahM-5yhdnaVU)adpemSX=LnOsnF;5*#Lg5T5N<ZM%RxkVO
zBuuJo$G5|dTbGYso{Xo_g}Hwp!2vm_`y)tfH{n-!$@jJLO}3TSCH-Xjy7)m+#6_uw
zPb(hf8t-s!(aI31ZFG)k;&8^}++Q@7)2r?!SW$uWt~Bg22d`P%Smr6C)RKd%qmxr{
zNeudS2~$=-i*E5-{5)RFfvSDnI(96x^Oy2WdmZ<kK1m=U%zz(PQj=LgcuX`KPSo;a
zL@dEAWmMc)z+iJXw|<kx;o|kIze0>9DUAG@LAW>R7?D`V56wArcAL@p8d0PVM&vue
zSIH?9QNt9I0Ex|vyW4~NHVFrws%LDbo&0Af(7W44!`cHR=@NLsa++%d*%<5=UhOxK
z`*{P)Zi*mrKq?I%twAhGK&Y2sJ-?gkxLBsf#iF{`k9%(<_UB8v))ppB9>sQ37g-6h
zY)$Xvu8u^UIxWuXYJ#^GBDFL!Ga`*ZIK;ChKQr`(57^sQ&Df$i22aZ7_WW498(%`B
zkP%<ph}Ww@^7L}*OZQ_C#?TpzqoK&g8%hCp?Apb`;(o5FQ=q7{vdp@G+(84l;)<&o
zmN1;`w8yBcx*MCmlelq-w5{u7+Dk>;S~!+Nhd<^>Vmyb<)mUR<xH@kc%Ak@R`cs&;
zwh|cBh;Vlz=^vNkcveYnY68J<7@;wQqTE4?!bHZR{e-@rfN4lE&f`V6zlorD8Dw=8
zb5HKKymjOj7G@Wd+1|)_i<x#;8qGf>AeO`u6a>)+o#;gkc=R6ZO9Lb|e@FM30@kV~
zVC$1}=bWcd*2GY};dWF?4_13W24C;*et-O-0sI}X*=+o@;4yZJLZm!8nvtuaPo%&#
zQ9*uf3md+uMskIitMr4oyx|ePntvxz)2?9D#;cj78c6k#lYDZ^3mm(?hHcIY7^`B~
znKVY+t;RTEGFLsbntAnFh6H12?QA2;sG_Y81PVEl2n9-klgye5gr0s*7)<n8TS=Z$
zK+c?zbX9e5aoZ6l%nWko+*l$E37o8}C%(#zK_5?Z++Z}L0t7rZ?2Ueg^`9cmwvSrh
z3JwMLGr%oE6_(H+BW92x0$-00r@slC^CBCSVF<e!lQn>w<}aeFNlW)PXXy3x<BK;T
zDTpA5l(1XE#oAV+eR>p1HJvd|DtjCl`V~mRkf&0T>F^>9hjB&(NQn3mfjG#P(gman
z6ex8)T(H$sAnjt>utZGqAc~jo#l2-6p2NEk8jR>4e+!{ni+}eQ1Y6D6f2bgM=~!Z}
zyZ#p$9Y2BhsSi<&4iZWkg3uI?a_-XK$kFo1jcD(G4xi0M+k5Yl{`%{9-@6UO5(L>(
zvAp><$TjS82~lMZCy<%W{30VBosJteyvgO$ui}!?v)R1+B+YHz09`<$zdUf$Lc%^T
z$L9><?Zg<q{&+WH(LcY}a(K?*@>LS0y^2uCLv!C#q?lg$yZzcMZ(-6bK_-p|AY|>M
z<N8aey)%&=%a1XV85}d&NfpOXmJ&x_Jgk1^Hr5SZOLJy4H_6Q;-jj-8!bAjO3D<tG
zm3?LPWEm5AqO_GaXKW)WZVX*^0XHTr!T#h0s(QlQd<%qg>QGLYOSenS^w+N8rcn!c
zXx@DQ1Oh?U>TY4qyGwZcOd}7!cm=C&`kYglhsbdV8LN;|yS<kAg(f1Od>v(076E*`
z=(>wYcPf)w+mSh4e6E~8pD&%k0v*|*H*rexnKt-70zn_&9<FD2ZUUwD5)OL%sN)>>
zrp=)-WadWI%)fi@w%Yfw%XxqYjki%L*+Mp>(Yefo!d@a&bAEGd``L>eeCcicZV$nl
zQgRo}Au8k}=x`8y{q+bNN+1|OeZ{T+wCw*;lzXe$V&BaQ(_i<GUEBWy5h6Xa)l>fJ
z{||RQPf{SA13l*$sLAB|_)8GW9h~GRl6?zV=iEzmQyFp6LFgUD9O|4*d}9M8`;*c1
z2M{~!a3#7J<6elZqy|%ho@|egy0#O{899hXRTZ)y8<=u&3jWAW;tjv7g|AO;r*!c*
z=wm{Rid7(cVI<y2Hz`}4^lz#rK5-1Xya-zIZFIR>$r70G340I~`{<}_<@+oVjnRV$
zIb}>Nbs#;{!sp?=%uSABc!8S6JS|HXf6P5cZ{+UE5Epw|@I|T7S@m=(^lU86X2F44
z#11cAfdsng$1imeZ;U3Xt((}XyGW&nCP@@lVJ63$^C+E_!cF@9ykIM4xX{hOh>?_M
z%;xnG%Q;wI!H$JXICiNM)8GQ~1`Ot>_HJHn5TNz^gfBdua*-cV_bzNhMp9+hAzNi;
zN1BaDQ#2BZg1b~2hPAch>1wBQRuQ?UPf@9hWrNJiBd06qn>U9i_Z{K#!U^Oa>g9A_
z96!YMk}=jufyqljVj|pknxnBJI3+1&xIV~WM+_fTN*Fo<I_8XEtW3xc_w48SM{;m&
zKg^o*dM??RPy1t~$f^TG`o#Dp9wO9A(iZh`tiO-S1A{5LS_9jisQYb1&MM&hI33~>
z4P=&B*>Yth4T(x#s*>|mhLg@MJ;W`Dp!54`Zfa2@cyl0wcK7m9b~jJ16_WMXTm<0|
zPCRt`9qd@Uk??n?X)p>IR1`(Qz-+!%*73RREQ+WczTDe{*csxhs|V9ycN109j3#O-
zBgal+-I`D6?5bpd%D`xK2YZJXppYAxkUEiz2hLMlS%ql4oXZQBAv)s5J){Eh2VLZK
zpJJ;zg@@L>g0T1<yw*}`M=j)s8Y=@L3b`hBINl=<a#V8#_uhAayBh^K3G?&g%`7V#
zM8h+B0*(kqc@>mp2XN0yLT>0M?cHd6QaQCQ9n0@|7=5Q0d2|u(oP1vW%)rQLy+kyb
znNV&a<TBup84!sC2n0f83kq?imSI1!f%=0((MCI|w!{;i7$mpLiRXZZfW$+&AR25A
zMvSo%`{@IJB!d30g3V^*!jLa%DeB_K+Ab!&uz)KQ(m8+r3_q<X#(BMrM_MzuDd9_&
zMWt}VjqgxWU&DPb-$5wCML}vFkx9wS)yA-Ag^xC!kG{cfa(1RMR4zmrspd_2HJODb
zma0S?`o4sr5lXCWJ`}zHBCmi3m4tGKhtZL4L=Rp?nIVN%s~1Oq53!xqSPnEZFg=XA
zc_2oOiSL^miD|WwB2Z9~FqkYwHTm96bor9-JLl5he}QI2A7#T^xp9u4vMvuN8dMlH
zk?5P`WMAkbxnGM!EJrMq;_}LIhJ!>74wJI1h_$Oru~?ME#>fc>Z0I8sscp34cS;ER
zB}BvsX|s0W_XIG7Rm4mE#EN>zj`!p0%fk}ZayZh2`Aik_4N-K9F7RDn4IjlhP$ub#
zzIqYTxxcO38nT-4ym14*hAbR%8*#&O2{%_F7&rpKW!F-F?Tti=O^EY)aJRTHzPtX{
zzQL|GZ0|gc;l+=sf9OG?ue}b@o_7&uOdxR9io3;vPp{&`1K%>IFqXqT(cCd%6t40b
zzHO`Ea7GfE%ye3N%uLK5Na?XA-hBK<qKrD6W#`y^>mp8Gc?B=s`r<#mzRb2SQA!Jb
zO+nJwvx20EXAlbi{c0)zO+Am2XnYEx;Fst&_s$>a_|q!(jMZWJ=nR>?Q|X+b$KEQT
zIn{(M9&Q;ko{|Sk=rK6BXNDH_C^4b^Tc}EmWnp6s_gxjiPh}g(-@k|lrVJ)@X&kQ{
z`IO@34#sR4MvhsJdRYP!T0SK5gEa^QVlK9AWXjX4IrZ{Kq#Ba}cq{e}#w2NIzI6ts
z7(I@f9yVP3j-iFgB$w`^p;FEigOAvo@54BI4rUs8(eg5*ebE$l^%8J|_(D4ge`hWa
z4b7nC<UX2g@sQ?W$&e9L)}P~KYXWJ>t?YJNIpe7&K@%c3Duyw#0Sy1Yw0L#yE{@x3
z8Kuo2P5w)A@@j8AtF3G440hlUbdwW~B`?&$AyEn=<VDO^O{4UM&#||6GJ55m^lbkI
z+3};CJl9B8mWtegvGj-r5_Egf2fEPQ@hFnCoPS#W{|MgdUCkubXa>oD$y?~4kK=q#
z4JXNDBqM^C^RW4OR>l71#$jXkJ|3xmo5z!GWl_`=6rx|&%QoJn&y!4}&q;yP&1rit
ztsVodEq(X`Idpx{iCmV1xZw!)I4KdC`Q+}@k))K<8K_`>*u-wvMHc6pu++C8PzRWL
z@Gd&r-Xk%1AA-C%1OfrOzx<xP&u&7R7G`3hnk2IlRaPM~O*^{&G)}vkIdh^FRkID9
zH;B$8#vd<3mZv}@2tuQQaFZMLO_R8C{ew*IjbgYn3y0E8t6EIFB24<&K0b-+Mld>q
zTRnr2op_&@{m*cdc?;Iwe$J_`CSyxC(qK1op#xty9`Cq~)Em>VC{vhGvx!%Sk7Lqi
zKMQX?Pm0IPI%yVF1QDy!xO&VK{J|{NExDD`1Dknw#2}iNUdx&Gel`^!=G>&$Vdot@
z87^kNa~Mf(1s&Fnd_H<Mkw-n`mw5PATF;HCSxCpEA{;f5!XuRg*8N2PsOh9csPX;q
z7JKv4c_Ti92Lk7)-lC-^JCg;|yi~uR&o}N8;%|5Ha>Np9AN&c~vPGQO@jYK>#qoJ@
z3!AT<&an^6872);=@GO1`ZNkGrK~@y$Cz#*a9mG$t_JmxR$7mBa(6HeONJ5GS7!Wz
zFp;@oVlG{XWggTehDiJN7#AW`?9pU$rz#W4%FRSvHUj_f9==*tLFqs_&E>7!d|Hg@
zv!RSR>Syl|C&M3Y;=5^Xwsw{wt#FcD?;_qBVwfS8T{(WH3>(5sx13UC4Rb_i7*sTq
zAGh`s_Ox>Lfdzcpeu0GEHe%gUHq_f_Y-~k8Kt*1ZnBg6r7-Mo7F!VL#LOD{2j3HTr
z`E2dSXtY}TVy$c}{gH$VN^*QwG+F_1r`tI*D3_IwKY^=x6M@>#(Wc$W>5^5%=`%>3
zwicl>imShQj>Nkg&^kku-z;WoVKH9mOtwB6&Al=?^+^(TDD^0B)6v>z<BCu9=q*Z0
zW7-JMsAg2;1qKTH=$9K=v-c_@Cg_nQ$8nd|hWNmK2-xr%6gWM7lr^b2)t1K%+U>OJ
zJK5I$6tk>nk<=)tGRhDs>WOX)Q8miI5AJj}eKqwD0{CAAo6Sb$`loQcmW6+)i_e>y
zkcQMq8@)u$i(ye%Ps_{*9^d{j-(33wZ+`w34tsz{rl#`z*+!y50!~W8Y<zhOE#+%j
zeVc_rnixb0A$ABX%#`JjB-GGw<RC>MFHW(VHou5WotqAyjgl@O>8c<L#)i?YyqW&A
z;h4Qn%o{gjeftC!aTL<HDEiMfU{eSX1rkWt6m!BEOAH-o?E{dDBm~5IB)$-30yBqG
z%_#HAm@ScWboUq%9U1~cFYa&{i?j(%tbhVl6xp6uh|455$BI=gqoO&Pb4T0^9wZ`|
z)rK=@MUS8H_9k3D3;k9BaUmJ~VF?j5qt41iV2UH0If63{vF!h<f`C256^k0E__lz`
zm;!og8Yzm=QDr@f&Ulu&-Uy6wGEAFRArSvLznSNqn+f)$(|7s=F$How1H@Q%YoN0o
zeOd~l>z87A>l5^*00EO6`HaQCri<x+btUpC^AILwQUCBmq)bUAWRc@9_hJib5ycqU
zUv-+qMhoVElFWq>M9DfCe%`_><7P3ZqZf~_7TXdphb?pYd~*qtGYWX>u3sXKi|@ah
zuiNSvbJxRMGWH*<r}}@;)bl8b5l<i#{$jH3wtbCUnvO<3;&1kA=zfsY$k%`UZF%x`
zx+**PGSEhx*+o>zFk&wqz}_k+T`3xJrexqc*p70ilmS^j#y;r+dnuv#Asl(<B-Nr2
zb&@RZe)3*wEDd-b*u~bB70gVT&G+Xo(z`*$B~=ni6<QvdbDY=(4<jC!jX&7K3qL*1
zcf~CnSos-I>L@;1_!=?g9ppbgk1e%kmRvrLmmhkYtjpq1?*5u~dnzNl>d0GmB?<T5
zM>&UizVlOVb*oA46HpP#;IO6;aZ?iWf*zV&y|nl{@R3P{q@J5br_ofaA~#(}jkk%a
zP(R09l_<ns5~DTTs+~=iIG%&nO1?H9!yr~MUZ2A$TOF<5K2~L2k5u?)ZSAMr%{AfI
zXz6*31k=kLwH#;jtq(DA!lg{T?sguz_gb!~F6NVfkGP^y<aKKpJf(ny-jnn&0I6P!
zwD|&t7eD@|WdD!ihW7jUIQDgf0wFfK`Ie`c!u6yvgp>S86BoH?R&ay<3eu#%q%iV@
z{5(?gF7<&XZcbXrEX|}}$Mc1K+~-<J5!1L{IfJW9?q!f}K0B++Nmmcx;x`qTYm$ku
z)S@&*;Er-I<ZKbnKnIB_Mx>oCWE~gK4@_gM+)T-yi;ViZfcT0G4s;)4SJefkrcYqf
z<F_J-*0bmJZ#ekDHdGlx;_e^Luy6z&uawYI*@H|fASqgkX7W%vyb@Y29KtX&g{XiV
zfgnu(a2F#-KE#r1Zz20&m^s-dzPvfW6{243T`nrSU9|obLDM2DX_M1gQF(%3(RfS;
zYWc=Bm>;s{P;YC&6tJW3&>?G#peMVTSrIl;FP<Y)*2~`c<I%o;p7@F9NlZ!QQ1X?m
z?&%_0;ULZ1#fgpva<(?%PzPB0?9<F@I)yiTGLuTSvTDff%!(V%o9Axl+VTTj6%~oJ
zy`K-d(~-JPA&?eu@~EF(i4u<GDe+b|li2G*8X+epDvmLoO*ER#1f%riE*s7nb0fAI
z1&)+S48_K#jXQbajyEY?d5~8NF0iRjK+hB(>P-o3YY*{LJ}gDRRjQMe&78>#$71+o
zbTtWX8M{^sI3lp2w@Z;N9zxn>kz|~E4te5YPOdwPW1|xN^lZkI7b7(~kS&>tV%P}Y
zI=zF^IxB)|2NHcE#`t(NVJ|Vq+MwEwE>Dit;>6YO=enn_q|aKyC&5!JId0%XVFkMb
zZDiZEq}N!G7bP&$t!Mq>XhtVyGy1y&lt#N*Bdq7?E54xZx$7D158=LN5$iLe$rBbZ
zZTqKePRe6z&pGU#5Q<_y-tKdVJ$^JvQ^`*sh)$)Y+uBWwxrLW*e31tqxr@&}T!-1y
z%_XnQAU#9Hgsrj6u%2K;?huN-@ho34gaMjr;@qPkY6464T*oWp-XJ$3mv(PAH_d#I
zsmFyF^Ta%HRgfQI&+y_CH*%#qj7z2?JjX<LYcq?dTp*&=$^M_NA?Q}pJmds5Iexmt
zQM{R4f}^XP?`rSHnUaMsHOMtZN;>T2xO?1G94|s^ImRWD5<1n5ymR1A#%ntnUFqjo
zLI#GcF0`i(BM~dvmph*3tu3r=y!!VM!0FSchp)Nj8Wt{Gh(e+G`#t`^udvx{Ec@YJ
zo)?<1tx3e^6>uTO%i&8cTy;Q=enJjkwXek#a4;eOo64NrcS$ya+Gh3)$mEONhspIo
z@>O>*FSh`D*9G4B)Xb!AC3%bDI9R`r>4yd6^}4AS2RNOOMsK^FmIf!2vV?fYXR}VE
zqq9#!lE_A4u#2ppdoXo|xELj;FF`{@iygVUACuQZDr&5T6fEKd1QG#WjR&PugxO<Z
zpSmAkhLI&h&$D}576V!|7$t2K46GwE-^zQHHC(|kN*e|tUYf=jZ65<qd_%o{3WqN0
z5qmw%8`DawvK53%MmQY!TFP;Y<)}oFw3t%Si?R_3iZ~TDmf1HO=xOX=&HZ09aB?1D
zm5rXQ>p62YiRndN9Ib;n>oYM)t))Ry#m>HR)=p@ozg&lYWD2GaUH~9)ax31A+i+ay
zN1rXnZVF&OswHA-FQO<D)^AFXgpzTlDKI)zh!flJ*g<pseRz)SMj(-(zUd)aUwaj8
zj1=*?a>A;7da5j#ZlB3nsf)b_cQb$HayH!Y49lZ4+1^k_MOcP9F$KG%n>ckk^L%E~
z4P|)5Zmuge@$HaqG(*NCoOC@$ubj<$BlCIis)resKkDzSs$cL+F2DOpjr_B7zQ<Qb
zpX+Dh^mqTwzW;v$7!C&My>l_Wem!rUJwRTTiKuOP6wFHH^ELr}8A_JlF@vTDchgd3
zWYRb%L$9wvGW{j4f9`sA^%%LNaS}IVe8C6SWwhrX=jMtbBrYgo`1}Hbp&(PAeTiE)
zCQ}yWph|y{RmsU1UR%jl+b+^vo4Ngc6~d%*e6;9&`j6SDxZyJ<Ey(6IXP9@_-NU`(
z9w+)bC4t>r@rRPgC@y34wDDwq@F9o!hE*N=dDt34Yw@#Jy@<2!NalJX8QQXwgF*pq
zLMgEZEq(SJc1cfjNmK+{;dl(DdiMJqNF)t3Bc$8cMOVO1v@n8c`U0+q8jVh@;D@fg
z{AAuoo6n6xr00{|+enoEQup>CUlBtF((dmug;w&@4fite&MSF4dnb-p8+qCX#=bg?
zcRj*8B~4@{XVCZI_gubm5yH+|8g|uSRC_Qy`r3bZ4$1C7FR%1|$m`Kh;KIh&Jjwzd
z#>Ah`bCmUTdYx3;ojhW?i+;bI>&jlhh8l~&%!`RPFx@clmk9cBfXD0~kR%mxm;6pH
z*vj~%<qH~|nM8UOoN5Qhdmf^rq7hV=5**OQ(5g9DLv|);a_H7Hli|^Gq<8~2Pn&|h
zy_k;LHm2W{&%Ohj(FGu0rDX>e_PQ<Ha`kP@z4dx_ytj!%uWTYAAjIGlpiWU!us9Wy
z*@o)n`w*yq3D)UsIK+uJcjKy$z%VwRoxO*!?C2(7wQ$pD1y4<f+qGg0b~*J1JKxyN
zte*V^Wp}T~q`kn<%hQmEh7oEk#k2THZd-Q>xBD;&4ka;`HVp1AGP*iZhW&IGdWa7h
z5ow#bux|qK_qs{2ICw&8M=y)wfW^&Zl@Gz6O6b%ENPOxB#-(I2vqR6>3+s4FA>-(@
zkNDR1BbLAc#_n&XUlD;WBAY|?-*Yh}V^KpHc3{U*A@WWU{WF5(YQyA(gXm-iO8t>!
zMMtu)rk{iD9o#-k%azl=q(d0VM?3CgSD%sau`-G@S%^yl^d@(6)yjBO3(T~P9!|NW
zjNR%Oo;%ac*h^}VD7*ME?`9+~wX<(b6vkauWC#*jzUyYJyOz^F;%&Y=P)@=d2N_Z*
zrq~{2PmF`bb|>OG5h06`uvm;cNyd=e5HUI*B{$wo$So##{xqG*A-?>om{6mK&#oAY
z&uHWW_dym^XzAZ+X5%ygmB&w!-x+4wkR0rp2HKX4VnR<Gsh@wqw<ag5fCJOz@x*-C
zi!EMFQ0qi7b1GAl9wSh)0e9~KG!x%vdCB9vl64Q3zI7OXcn<f%*GNye@i)&$Nqq?`
zR;^^&(97_7eB5yLE!0(1^8Ch!2^_e<n2?7lMFZ(ikL3Mx5je#<k`qIu#g9X#fv<Ys
zX5*FLA(xAp^Yc;`FNww?2vYrGJpOne(LeccTu5MvTg%0fT52>g+&*C|rqDJVUJa!m
zeTYZsq2tC*6iLy%T`J)9%zE<LKcq&qm@UoI>2|9S2t+95QWnRoz#Ki1QKu_8;1Hm9
zO<;8Caoiyf9#<bOzXE4iiBsf3<Om}WE1BK=+V3KO!aaNTuzdM)Vq#*r{`%|LzkmO~
z{6hMlfRd6DuDtR};^N|v%jF~|Cv(d!x6s_&{4b5Sf7N&NNUG_2NkVK+kSpa1UfGpQ
z#>jlqC#KO<UCB^^k8j%?j2W3kV!ag-hA^<ahDRohz}n+w+m9bn7&C~FRL)H|6%d`>
zj`N#i=spy3>WrU1+2tG*Y1z}&&X~atmR%*_t5_9Pk<nbAAH_}4`-tjjV$wPb(Hax}
zFP5Qybu5PKBe{0^2^MCQ6V~e3td>E47fw$VN4+*G!vcOX^l&29Pi&EhOJ@f-^i=_~
zt3wQTmT}4Oe$?GI%GRm4uV)@J7Eb4$%Qld6{vaQ3RB><lat@r9F-CieOAC*2+`1iO
zRX>sE`swwyv3dF$9vOQNmlQ;?*W+cis1~R2DASuCVdJQK*fseD#`g6f{^UpW@9bo_
zPr}NpO4w5@$5eEVAtEQcZFVvRc?^*n__{q6sm6h)q?WGh?!x=STX=u^9@l9rx)cRA
zZ4b_Ka^mibKzrX>)K|Sr<U4oZ@%CbLda-D11S=(|7car~?lTBAS~NF5OvvrVdHM*#
zT?Y`vkH9Gkqf9u1r|uy>e0DhxUp}38)^2C?&C|G|q83^D03J`x;*kO`ZxmK?rSb^h
zmNl}g%Yd{ima&l@mYUNDIhyc3H4#%`7MECryte)g&Q_iKht`!pX#Pzl4*;1Y6|etq
zuhVci@N4Q70DtLOh)h77k%rVA!X^$A7K@Pyg19{adOQv)yIV==72y|vEVCTxj8|E=
z{bshdW^<`_8Miz;0h30<vr#XS*K`G=Zkb5qcNYK<2}P{C_jbyCHd2CWvb955TUkx<
z$)EYmwt=Q#3o92cWw>G)_x*ei-DzETd;x+Xh!lo#IXxt1#L?2+L2F1ttk6zKAi~#U
z2B0-qPn1B1%qPJe1g}_*pif9j+Zi@UVwp2`I`br6OjZd^$`<lNgW1qiMvJ8fgUm>#
zR70XP4`W!u#E2rU&&p<CvK*PgjWg)r>e45%_-(Atdy+##-yuO6!=)w9aMD#yf5=H8
z(<x>Lw#qOYuDp?%uRO`1nX}2=8ijC(A9=+IYSnsLVg_^X?GN$Oj-N=obQY&hb`h#P
zLF&sdW9e|>{C4#}@mBfAaM*Q<@yZeS@vxpJnaLf$A%6hFSwNrcEH%CcPTNYk^x~8F
zgc015GMua9hjPl+z^eAW_`(5Rw0}dSyo+n)zi6-DZr#cZLq26K?UYzcupjgy)9DB|
zG!jU1k#uGdR<E0^yhxm>F8qB$yzLdl#V4Vs8*_OZkt6l&KeC;6qmW_GUx$26JU0#=
z&wDY0+4B82Tr+0|4o@?S?wf*pvVz7%PO1ks(0BACKMgWa)7kRtT%uFPFz`t`3)kLE
z!k`TL<XSF9S21yngH_`#_~ZL1@(VEtU2Jgl@#DNTM7Dp%^k)*WHA*QvH4OjmFY!96
z@!ws*8+&fxo+Ce!S$!NCc21ZIcyG=CewgZHY+NG@>ErBysZ3otj-uXfK2M#>sDUfF
zuJ8_K5R2%=ata5>v*eBckG;1Juj=^se_z`r*~#8<cP9y!;O_3w;!<d7DWynVDHRHJ
z+R~O5N}))x;_gle34|zd_hd`9%l)J0^xXd1?>S#N_nzPHKKK1R`+4?SGizqetTmtY
zo|%t)&8pD;%#=>W=#_+}y@f3S379*oxnev_ajS&msUzszaEGXxdd3Y~&zhi#M2_4-
zK+oAcF)<9U89sEo;ZNHM6+bz8@tI!=em%y}Dc%p}j-qWuJU^bT=VDD8YU3Sb(E+Ht
zf!E?LoHJ%)uy#<{F2%9G1Fs|<k=`8y<XF%*8#p%Ci|Z$P(9-%8VQ)U<ZtoBRZsZeO
zt0Zu3ESU$!vnOZ?Tfe=Aaz_ca-SZHQYGF>A51-4EFmw|l8&k|rTSEBegC2~W`#7Sa
zAUblyD36>XqqTrt_6}bE={luO8}F~1jABSvE^vp`S|_@bHN5P5ft#1lGonh$jD&6&
zMnus3bO^B(_Xytk9UrGR(8KINwrCYS4;V=vIELO$O*p%zuwIu(OM5={s_RJN$Ma?7
zUWR%1L?_UqxcD)xA%R4OEd0~>NQp{e{Zk)sq4XLTub#(jHW8hefN!2R19ps~q23#7
zW;O@hg^WnP%#w&*6mf_G+fD3t2N4xR={e_Vwq<Q)Qi7Vs5IIhpkY3lT$gZ;yHmjXd
zgA#$rjQ4#TGX^&C-GLwkW+9Q24kGL0#1{zr){FQPXE|Xx&(=~84%tQ$=s3XYKCAd_
zZ3kbzp3l2I$I@xQSVHa;V{<Q{wP_rK9-gMu5krX?vikbc;7TDd*33gs4MoZnQU?C(
zq2L65etxc|rl#Kx{>_h6NJt2C=FDO4+_@wq{6C|+@;`wiM~*OK#tbYL3j%=vl}d$9
zrvpH(R&)03S<=$d{_gU0Ivvjq??!Pq5p$nig3>Ibr#K4#x>jrg7vJ4J%@M;*o|ndP
z^`VhDrZ|f7T^Ow3rm)ayhJ{<!diIw#&^joACj#RcP*%pb0l|#gr6sk^Li1b0dA~WI
zkkAAYiXO1Ps10*OcSd(kr;}Ykwf;JqLt2z48c15=B5XiC&5j1@!+Vo>tO8vdwE8x(
zGiVkuZ(XIqT|{R=GUk?6j(Y`C&{>98NCQ(EtH?VaLFeW+9)(mfV`VLenzZa`6)<#a
z7Zz1mDca|Q&;aRimuLu+aVYk2dRwC~Un`*YY6dYj4+J7P4J~G{D-hVF*u-KQH6~<%
zGTb_v>8R77Hi+<#@MiD;B?5N|hzb!2?onFMn+I7Q+>H#wlv9Q@Du}RBU*a@@6e%8Y
zwdp>GUkjw>=OU!8RwOPLCb<IdcwbC`-sm&x2$<tSKKWY^ia;R1Vbi1E(TA3=qw($L
zz#bEf_*NatFF!#X^qXVg`maAne&RUN-eYk3ifH-yD!wz?`Klp+E=lpY=j`A+({%E#
zm!k<$@VTcI<*d0hU)zG~7b`-Q8oy<a@%4>zItzBty~dwsT3rOq?84WR9>>0JEIGMG
z*sz1oPHduAu!bewV{q&IECT6Y&)l@ei#VKmyxjj7o~x{B^&cX9{I9Uu8)(vQCrG^l
zfk=k#tM@QyEtCpOT=?Y-W*;eCb9&JE@pv{~s;8s3hR*JdbUm3!R-1$64=1p{_z?Tf
z{J^8iMa&EwjAYC{OlAXbo+@X3VK3&aUqIz^`$^nA8$b1LmcsAN-HV{0mMQO#X8XtY
zNs=8PZ(ST|-X$ccm-FJs=h?bq8Sh<v3%^B1M$H*OTSX0CYo=nY)AR9<pW>lz<1vv1
zN0Snzww-}juJE4uDS`~1^r<#tG>Z9Ek%qC*ixrMK=E{l*)lB3$VKaHn4LBrG80?<h
zR+%t$Wb$O}bQGTToHJ{g7@*~3s{)Zg$><<&b~GR1TwMlz!;=YDgwo-VV0Sr4Z>d3D
zbB{AJcO0?(nWX5;y`Nvl{g{E#o7NBzGLnj_a#pN-lGUw62%{VXtU1lWtvhk|@L=rx
znXLch9r~2n7&Rseby^>4j^9FFcopAo4j^>@=Vt1Eh1CsfdD&+fXG9;<lPScIPMxJ0
zcaaj6_&+ST&pNhqvgQ#d>vBm@_UD7x$*gPnn6Crg$3v*%&GG|Oh-!E;U?64E-OS}f
z?&?d~Q?s25#TJ|nDY5>Yx&5k^Ft0Fd53k{`55`jyOY`s?#$^rSw)i^z6g_!#YY$_G
zO~R}78V{}(5j)PE`tlr7U!KSc*AeC<CNnmA0fMh@V!Bzt`ys6;jZ(x?1-=eDdRsHy
zDqOrcz(tbKiK|?Tr)Ml{mcLAJKroq=AF!uT!TtxCcs(d*bc>lDV|#J4hl>^7U6CHT
z#2UXc)(xA6y14<*gqN}Y@(gx+XU?s?ikGjRZi~}VPJDqj_iIQ+0c^W{k&OBW%$9d>
ztE~e60AEsK!qFTSP@b1c-<icA@@96Rh?#!<DEa0pwoCUoK3UCMJ>-l_TFX8Ad3t!v
zCH>U%yyLJiBK>&^n~ritQc0dOlrJKl#(Z)axXTfG&EaJ1Sq6KqK#f1Pykk_fW>Fw+
zM5G$cp3mPT<e>|_xQ#w5QjksQN7eP?gc_20>DUe2BNSAJ2QV{qFbN)EG#T62@y5pt
zC`_UzuASGX2{C;ez+JI~8$H{p_wB^9(H0(D^CoRpZ&Gq!Ve1>AjP9#N-MyaVsL@m^
zCQ^7f8{;e8`L()$@iB1-?tMpkW(nd#50okqX0KZI`z7&ngPC}xipOs{h_*JdF5QnR
zZzbjKMSL0%gP%=8v9X11Z8u52uRvNarX*fO7n_~#Wpb{L5b+2d8yjP(bT_h5mBmVJ
z7+yUR39l01sH;a9;lLzTV;Db?eKjSF$-hHnNC*WHQ~9O&D$Am#^6<(tj4j9^^Xat=
zl|K77$H}^%-o@0Qr(0}SrcHXBtEbM8Z@z}i)P(c>qs*9;hVq?5xSI0Ooqw7(gPt=M
zCoz$O(2C@|w>y*mF+zkE4<bHR;TB@$^ph4`p@|5;Qxc{XG6N%ptv(2**m-0VGTp6!
z;)qo8&-W$P+(A>b1L5*UhUQ%4!{}s&cHE}ksY2`qE`gXVx?wfRc(3Xh`<?xmc&!eL
zMM8t15jV*#nsp<IPb%hcffvH2VA6c<Q)}1o*rPB1wJl(~-R?Sd>J&S6?BK|eBbd$R
z-xB_f40i9{o%!?UvuxR4Tbcczg6isO5)u;V=;&bL#EE?K%{K%D1W-~^!rZxYxq0&@
zp`oD^78d^9Tj4sLj;%?H5pIs+__@<`efcR`>#BItV-SXRD~q?U<~?s8Zr*k>(Vj|E
zv7NL8HKhAceDEQK<wE)lva#8oLxIZ5<^^kT1^Xj?{TPZy8*e-j%XM!Di9w;<y>pGD
zUTtin6UCKg0%Ow9?tRFB8!gD)Wn6j;#PMOsVm+A?(u-b4-ojq<fYx#Y=N3<4dckR$
zw8>mPlTK}r2N>N5x{-(2UrD{qiFa!UdZ&n-zM1%R)pOKciL=&Bk8$Ivw-n+uw<EPU
zFgIzKe9K0c!VWqd3XB>7H+>sWM<q~qJAlM=6+^n6#S2gFnnbu8yP&^QL1|GD8i6OO
z&_bM%LZlK2vSv^8k36Ys@FvqCrOiW1Rh%0$AF0qayU=UIL^pa-<M5%EmphmA7l=v|
z^6V?4sb0AaSyC8skp*3e5s|VCb+<=I{YD~^dn0hTa0!LzgBp<pCSp2slaA9yyn=;T
z!=;Gs=#V}>0mO1lpKnE;5{o2QL)DRDd?%S`^6SfohmZ30z|lN$yOf%$GF%beSUSBA
zk9O}t)F9!$Ivkx*il@!NKw}+AG;z=+Bk^s2Qa9=NP@yBYM-xAeTu$(YS2@~XVCI?u
z9Mc7|J0pWBL1rGG@d0j;f3{97Y+p-((tutnVixZs<TqC$<;|}U=Kc2X1|I(_IxIQp
zOST}fh!HEpuzhxcc2Niy?PX{)JFti#rXrQZmxuD+H`nO)d~f<+yF~4+Bq}6Qymkn=
zmHjRGWz&h&r{muL0ud1kUPyZxXL~VuYv1Q&bs8fhL%A2@#eye)i=I)KRnM7u`!GcM
z^TfBKczfK}_z%!?Z}3^7<H8xFeSyNtQr1j+jMoRR!l$mCA>l#fOz6wxIfIxta4G8E
zHr6;R(E0SC<j{Gho;$`G_ZOL{7vWpyPMaf;6(u*>${fl?K76C-U`%KOE8=FNyZjZU
zj&u$?G}O4X)GLdLH+AE&u1>6N=Me}6c&H3y$wu%)eGWciF-ro6kf!$Mp&*|U$0J77
zwBUgoM-<UGYY!185ORKx7NN|>fLFT`WB13$eKw=U^k-^VI1?V8<)i0jaWU%_v5H9Y
zALg)h{F5}*HPJ6B746XrjOlDbwD1$k7fdH`=8XR~i(rS#!IO0_Fe1o<MEY~3vWd%W
znFL6EFgeW_>?VZ&Cc~{R3yHG(R51#zv=%S9fOq{~B2fI>3iAQuRrXe866q#ndT=zJ
zrtZ94vIj{+2A5l6d4F^~?`(D<JZ?kNVa2meN2t6DQ#S<C@`((~C@Y4ejd)utD61}K
z=72QvvQFb{wW5wJ$2BpX+nqXS5?MJ@ag28djb}>I=XAWg5po;25-wtE?RCb8yy@5C
zPUVtLREyg<WE4}-@CaeE9a}~@cC`XWtPe?Q89w<Ul51;-3J>O&5f*+Kdyre7PU5zE
z6LY4m!c~48OF$s%Uz)IF+((w&34t|(%hk&X?%jzli~3X6^xSVM7EULH=NGWA!HzB^
zfgD#o%e;orF#9r--bq7XKEn&C4)UwL==td_oQXla{@PAzby}Xh{w^Pc`w|^Dot=+v
z@=Z-9`TagXa&rso6KY7PmoY44Dym1BNIFfzTDTc;@L(DvV!6qFrt&HP`fD2~wp8$i
z!pJN|I+BOSxZu&1noU0wAopNMij@JcU!&sTn~Xhnhe7_m_;m4x-(5`It$4_LgPx}~
zT+YJBJczj@K^y5L`(g|G;}aP+xf3r(Jj5ju^3u{K2G%NwACpb;)aNKHEaA=vxwvnf
zz_{@fDK@sVF8dOn_ZmaJJ`+pEn^b3usC%Fw1ra?Y{`@jBm~Hw}zP~8IL+>DMPBz2C
zCeqPiCcFF!zG4%>jT*+CSF@peF5cBb9xwD^`l^)#NS!p+6|>qi1D&aum-JC6CoQDT
zl#lnW<Ji}(C-L3qs9&>^U{QCZ$KIjZSc1sW&O<jfN|_8lvyCXLmE4ix#D{M~!{3g)
zWU*S9^4b(M?MilT*@wg7V8!&Ar2OJT<M69=)ma$6b``R5OK~{$RMx*iuyHKE-uZ@7
zeI_1qC)cm1;udZu?ZZ&&Y)<;mX{Io;5|<^MBR`Mkr3f+kA_Xz6EtsVWtX(_^?-7A6
zUxU-b4eiYeigiLX%g@t4qlRy~_F=X8FqILDG5GZ)+*3mA4{uWFETsO_Jd$j;C{&qn
zYb~NQyeGbj2yRtY;Zq{OPgX;WCL0g6jfiV`|9wUvdcB@~`}VPO=T0tPzRbTT2?PQh
z4#z)L!T&B;wrm++fBiL4QBmaP<|3E>hb3iWV<T~KacH$#KKbMmR<2z6ca^Er>3FH<
zIC}WUW13pQPkI--R&M9LqHnpdWk3GD?QE^-O?I{j%)aypGt#`HFG12SSoH1Oedb#l
zE=uVWV&;;liIhNZ5*pM<)ebH_*PlJ%5*}9EBUP1xM|}yU+4(%v6oc`W084W_9zIe^
zo=#<U(j6SWe$-gZ7*xxs%(_nE^`Ed6w{m!R55~CN!|9R4W%VMoKi@@N-GP665Tln2
z=j7fj>axqo4K5<rzm|adCZZRN#C|M?Wu2GfusX5GS_mE}!>?^Gg-$iw93p1r{DMX+
zWW7O%vT+phd<`QOr!m;PfhO^M43=;Nb?5Ll-JroUfhuVrdz$a@M))&S?cYJIHkSGT
zciMyRa4)!pBTpZ}RcGakjo(vywSkoAXbd;2Xqg^I{BafG0g>F17jnPhKKpmhK;Y+#
z>FXab8$i}oflzQ9*O2AZXfEKX9D=W4CWc4fpuDd`=pBf$^%I(R#o``s#KR*5dy@{A
zR)ABl#Tg!o$GQ(``d|$%i3G2O19|?tE397rGB&e=MNhv;Qj3fgu_p2?DeN&s)9wU8
zKsA!?3UVqM(bS3<-_gXlMlD%kB5qGJGUq!xAIAu3jJ(U6QXz?FY@CSH@cg<Tu=%C3
z_v}t~A6mzUt9H;iX~2KHkCai+^bAQp-%=>Jg%mmI{I(KU*Zw6Mx3S12f9+tpx%?ws
zmR5Y@-^W~b8||knXl)K>bNfSlYCMUR`Qa)LB=XZ)eDKbGdamfq#Pj)FyO}_74>OiU
z4_RX=qtCg~#OwTc{8cS!UQ_t$)&r`w2Bva~oTGzS=X;C8?J3OLyXg1H;t!oRlj|oY
z;B5(E;R;$Guf?8fqf^2LK*rnoUD(xMLaBK^1#g_hHr5QS2|WAjtIY2F6h5Ox%x}%2
zC3+lXU;oUMZJ+X7$`)4Yq|l&XTdR?FYd1b`yTO;?uaXuM$d~u#b7=fgoR<#LMg?^q
zQ@C3N$3$&-*z52U=Mn5Lp}_8m)=+@OBE+spKw>xJ=IWr*E}-0O##7LSLej*FZgY4n
zY&Z+^zop*?Ka!L>jmu95<E^;GxK?-8J^Kii+{WwLLVj^m(=mQJ^@BTD>@^EtohMTk
zjUl{iB9bN-<IO(w&{Pug))uP1{03>xdHi=@{JWyL{8z{@XY!5lBUX7W<!V(Utu`I6
zMm_PTe0Hau`u2@nw3KnRUBj}-`6NiAkqLjBK$P0+_{n&VH{ECReA60A8v}`y`C@8l
z;cja^-9tj?6_UuCOX~<kjU@XX5!QJ8$HkDS3q$2mMD?R;eAJN?+&;*#uH*2s-J<e#
z1zurxDm_a$Hol4lYCpV@@<?yuCF^}&9lV}ryFEq6p*^^6mf~tNQ6H`&vwITdl_#mP
zMN-$=Kw?-NgCd&HbXrVfQ41Njt|RNXNzx-Z84^30Q(?=nZG3ln9kUC|30w0umeTzw
zf~L^0bShH!28^y`ysdXJ4R{-`iE}vn#z|DMHsYRe;a-_e?WQk~clN;4s~&aII$mu3
zim+EDw565vT;D(rOUnrHnnd0FgE*ECz%r_U*7i_7@n1`BYZ>#;EJvsGBw8aUDxen|
z!v|3QU>85PWiq$d=LF>)LtySeHSkqjb~C0^Q;~LA!~T$qjN%zQ>}r~ecHkk6<Yd)P
z2#o^vicDDCWF*VOIeGhg-pfy<B)gpwZwbo2{YdeNX6J+Byt;HPNzsY8OWhf?atwh-
z<y3bOvB|fLywVgNHJYh=8qS|nF@L;*{3|vhkJ{*!R*&!Yb$qey0`Vu?Nf{kNm#Uq-
z6fg#*Lc!o3-8g5i=4yQwvT_ri`gUIKR7U5%6VP8ejO~m+Nh9a-Nn$+<-aO9(my_2g
zRna{tkttpKu)p{Wi{4YPsk;GXhdYBFnTZON;O5goZjb<xLr02TfoDJfs^L>miM!DL
z&U2VQevL=B-lD6qD-EF)gj~!(((@Ute(s39I#cPg5h(UU-kMK)^;Yh6RWs84hyQZC
z9KC*&t=qn1?aFnecIv|Qv*)>CI6%U{6dFc;fYR<mY$rbgrY@wz?J|M>BRQrhV^`%)
z!VMr*_2T^24u;l({|)Hc&&5j<Wwd!(iT*r|-be{}F&x!SAwAv~vGc7~x}+;HJ!&Me
zK!``2hKf=-*OYRSo>P-{V+*Gf(-`7BNt90jqI@CQ`5qM98^cJ!kKFGi!T)42o90ZU
z*EK2mu}+eI$w4+QlpxD>HYNr0YT<4A?YZ^eYX$6bxj1|FEbG^=|D6Q>pH2XsPA35Y
z0W>u=v2o)@)~s3cr#$~o5Yy7q$jHd}yUNw+bZp$-2i*su3>fZC&8z|JxO#wap&x$H
z8eY3q%bp4`9uK@2m==g)ZY!pQXV|>@9h`1r+y;bWe(;c}V;*!*HBql~p;o&1exwsG
znVnO$ZFrf4gk6APHQ~4%V#>puD5mu!daRSS=16Ydze81hE=}qXk^~U1k@95mP0Zq0
z+Pz9C?4lu6r(}QkG%ON3qZCuP_S9a=Wp?Z~A+y&_X7AOn*jHLd&khHHeyMcqtE6wY
z-b8f|qO7=(y2=`~Vml2@dR*b9NV@vq?NU*H?>;FH6G@&s4%;9hd~*WpeHX1^;rJ=d
z1ZoSYws|3N_|jnyphH|kLu4y2Kle7xkDesA=^@_}!S-242=NU0y<gMcTR`W%Uc|Hs
zFdId9x+h=|2b16-<V^cH!V*oqHmfUw&fO5Cbf#llHv|zwsPAMW*!Cig-+Yhqfj=&T
z6=}E+a#20P@HRRkt7-jSi#W}Sx?dDlWf%=xZWF(C8}{52)Vz9vfK?r2bd2QI=|jBO
zuP>i%t*5a?gu)HFdiYS=5rCK2M3A}-txV2Ay@L2zMI>47@y6M?L<#elbElc$iB5Lv
zy?L?f5zof@lNox4Un(RR8suE{lkmc%{<sZ)hsM(LJhSN~7R_4E*xtYSnfukXo`mKK
z5_~t~z|N1X<Z<4`4NqDOhY^c3cq#_`>3y{6i)k(W5M|sFREi!Le%gdhUWY#CK5t~z
zqRBHc-ZPEHIu(+Y<M?*_DW(oKF|f{?qgN8ic>WPTPfK9oi30AG%NXgO#)g+hGIskB
zwoMyOkjjn6zWbV<hCq@H#Ux)ab8b~K&O`;HLejbN#7~%gQ#ny_h0oR~a6599n~gm<
zZ;+GvSv+~SYbmV0$ZG3tZf+cfW?2BT{k6=={ehR}y+wz-g>m9Ss+1}CUAT<zsQzqz
zwvyF4Z)^=ZekjZ28M_8AQCG@D#q^qaf}`cfDASekocDONkM^K5r%>qDm81Gn<YF7`
zMmKaG`2=c$kjmsN^EM(a-+?e}0=MiDe3y5C7d;*12?F?{#f<^7GN$YG<kSS?Dlewj
zTwkKPyv17G=Zwy}%=V9reBUFC!qYdXdFvx)jG9A>y^U3kZ?h%vBeE{t;FlA-xn7pZ
z^P`_Yxc?-Ro*9Xt&tp{28cpzqO-MWc=T_YR6|9(evSl7K+-70bskzpc&BnOr|B_g?
z8jfPLH?p!;%M+T5j0`yPAF-@m4qn!6<yF;8#6k<l_>}&}=Xvh>COT=tI8fKf%Y!`G
ze<qroO?7y<<b)PBqlro<Wq=QX_d00RKcqwANpsmvdV9y=mmYxZ;Y|u2RO6dag=37A
zZpks6tqEi9@}(FaeoAZ36~@-wW7V*AEJ=S7dtC*#rc#;$E}&`@qKaCASoxbgxLcUX
z<^!MLY$;}m{}3YUTe)Z~WPh8EuqXSF9@vY6*#~&9S&Dy`2;90Xz*KXJwiou{9^8U;
zSzlCJ&mdp49c`JOwo|9DwY8Bav0=War01AG!k&8$S!gKb50+w<YB+n{m)aX;B)npw
zS6u^d$h`?$^N_|TlgW+q=FRwYPFpW9OSy=C${w^f-bAF&;}vTeqm?CuDb##ZSHiPp
z8ln{m2)&~*`gkFfsqqNxhs$Qba^ppG5;HlSqv_t3j?6tAg*u*UTODg_*D;`3#25E>
z@j^@=vhH7_#XBBpVjpyRe_m+mMBAe>%5LA~LcwKjBx#Wj^`mn{cO(n-<n*+%)!m6>
z(0t699bCA27LN}Gv-ffXDTgW<VmEX9R3e9dE@oxa5CZPl>Aqnsf(yF{5z1-mJChxk
zF0rlP2$ueXtpEV&Pf0{UR0I6GF*IJo(9Uum6zn0WTF3Mz4M&6IH2rGgOYb^7eQdmR
zArz}J1;@x1&Q+Haen-mbh&Gb?O~PK%gwNh9Oq<aUn}?RxXg6G19sV=kqtfsWVfK}@
zzx5pIx4uB=>xcH$zO)XB#pls2+^6nG7@S7i{TI=6{t$sch||=B`OIuGdwCG$^*q6n
z|2p2a%jIJ9icuuF$MVVhUjp#fGt2PW&_VkNE#r6BBN{%B#&bt8>a{dBHsJIZGNQAH
z+x`lgde5U;*TT^+9<uC`hPrqGBL@WXbX+TnHZg8{;u!BKCv-_?MCCSw!%uK>?*txy
z)19Vm0*Z3(Gr6q^bA1Tc+(J>V@}TE~?~w^LJj(K<skSRP)eN#8rZH5Dt0Ip=&p^7Z
zTt)p)=cu|;iez{fbPFZy%`-CU(ha0dExdT+(7$E`^6!7{-@nhAHERe731Rf;(SKM0
z3=8}3wO;#w8@ai;{JWmxuwldgGS9!C&&<q3umAgFf40`bz(rPWAGb5+dL55FznJ%z
zyu|$L#kBeap}6hNfEnF!4YH8GO~Iv!pU~Goj^WK7Op=rnKU>a`DW#k)hZ7O4JfCdF
zJ0zVpr#tBnM9lj+f-dcmobH*2&yPMF>`}@2>I0l>Q*y`6!ke)dSo+3jURt_{PO~R7
zzb%ujAV2DJud%Api?dh7EHOoMDAUA=hZa`n@1<j1Ed6x~hNQ*u&77|({i=h0m%Nai
zb*C!x0p>TwoSK!vH~Jl9dgb%b=ONcaPH}(i8C?DjG`FlYWr*mJIEGm>%Tb=&gX6iA
zBnFfa^F<<KXO=T|*lp||Oh)tWNCFquGxQZDiHql<>MEuGslhzmZezP5joouk{Z9T|
zE+@|B5)O_Z&*jMt)cRP_m<+V~)Z?RXK;u;6?h{36o{*-_gCRK;YsMx778`A;e)!iv
zLC2dnP@DWw3}`_!Hyp9D4nvz1tHl%L9dCq5o`?+++AkO3sJlY+=J#=F3u$=o0P3+O
zMD?+Jw`V&~uiiw_Szn4oLT(7!xEtD)&+UHfizy;!X$EIj{KCop_jzqtEWNfQ&~mLC
zZ;re`W^)+(Qf##RDxjBlG5f-k*jz0q!7zb^KAuGCD@jWn#G)-H`0|-}D(>&(o4&B^
z;Cf1H%P^wFVynPYk^+DTF~fM0^L!70OdR?*4M94p_TmVL#wM0?#<iK6n?F(KABK$@
zJOjfqT1`kS5?l%iB@e3*s6_PAHSx$8h5`6w;R{qh{E1^lE{1yc<>_ht`RqnEV<m~~
zUfasXRaLy4GLd73M;x~dqBKB9k6lOTRCs~U4?jiJko&Y>&ZB>=lr32|`Tl(+De6{6
z&aC6gl1Dt_R)wQInuxiFXcl%5RP2t(X5vvv5j{qCMPF>C!7~U)Z6PrcUKC%vMU2ad
z(5B)}Yb6VDQKNW~V#O4U(Q~n1eU`~FQ#o6C8b@FlQhP9Bm5K!MX~wJksdfg_)jNt7
zT@gLq#b^{#%-Uuov1@oW`xs~Pzu<HKR>D183=MQ+bDWyRHRbpgUPblok96wNgvn5e
zy{;bJ`8qQ8)G{~Gi<=G~YP`IeF=`F~-eL_iWy9EC^a1Jpd*iC=;Nw?5<=vg1VAgn3
zed-tzZ*Pe0f^OTUzgxEa6>M1e+4VXmiw6V6qxiArDC=XF|IJlJt?3fGb$%@LAA&@o
zq}g`!_q1QlH|Q_vj9TDEmh&7%1>P*Ww1Hv4L)ceY$E^5v#wcfS{YouDfeU3#Epmwp
z|E?NZf4Rif>>ZTUH=yxpVsNLfhypxOH&s(vQiICPj!*{ud-UV0!;Q>+?peeVIi6i!
z#3Lz+p950)_QGfUlCu|aU^vDoJ<1Muq@F3ilRtp&aoza7`z*ea#vt<Z=0mxQa$kSO
zy_7_~p@E-n|Hyl(PY~&}qw4i4hVq}#e{~0CfDMnu&*5=C6Jw`P#3_UDnK+5q&EF8S
z;|tP1?L_(qtGRj4kAe%8XscRLDPAG#<w}Aw^gRFmTza;)Vs`Un(ueTudz<)a_Ev^@
zb>UEDF~v=FY--+y*=a%J+Y5s(6T8*OxUgO1Gn{OP16dz`q$6HOnl=y5@Ub{-I&`&{
zK<tKm;MZuvW)pUKH{5y?v9=7C%Y~1&g0-z;^eP+OV}r@6dq8Mt5*MsOZr3%lzQ>a!
zPZ~?x_%J>ndY}3w0n9E-WJpzauH{~)ZkP%GN-39&E+RXHLXC-`OJ`HM@(P3Z7c*ET
zBzVU{>W;bb^!Tad?7qQAeeN>q!s`sQWs!Gf2mUraqCt&(x?&z%7O!AR?~z#Sr35Cg
zV^yJv?+4Fgl2lJ?>{VtIyYc>zZwVUgPheaHcbpYm^|X`sSUln+A?HsW#P38V{kuma
zRGE;?egU1sO!I(5Y+?hFMk(!YF2jB1SRDB~uzWKQX;M!l+HwGJK##vlhbCb2_r<2m
zMdF!+Kp@0rH)Fo=1m=FPAQYMi68HVP#*IKAV8yKG$u7)Bt8E8h`CD&Ny1ALK-YHz{
zW+JHgI>UAyAo<uXj7L)NeZrd)w?&K!m`LXXKhQlW2~BSeX1N_{G1Qiq@j^gfRMAEf
zf>mf+oqSz-k<&MF`SiYuAj5u?lRqZy!fK`zU!zjcOl^N1!_7GatZU`w$wgd0I*CT}
zV4Br#bhY0>=2=6KIvbf@K>F^-FmKJL;d%wl3BCC#p_%NxIizj5OrV=TwH5z*m`TBh
zAAacCxpODExw!zplRlM7#nh=&nKy49g9Z)ymn-_8#4o@6!efs;hCm>|WHKR>{aJsi
zprC-n#NPtl-??*#^z`)qvRs``$L(oTI5D=7n0uZyoD5*zY!9+1A;d1{)-M{mOiU(F
zXQZyZfk)k1>DIT509_kGB51rYjN;l#Ow06C6+5W@+(da)Gg`fY(PgoC*pyrvT1M&^
zDK!>5_X<obdwe;spWMg5Dk+PmC(tA+=7elIHiwhMvTPD79$;uP5~XUUCR)YE>T!hG
z+=+F1($LaEp6M=bws5o^dIlb`bE9uF6<vfx+^r#UdN-6=Mh4`^Q**5tzj4u=HDAE0
zvJz=eBC^s0nc0C#(11`Jh}G_az^9(H)Di;y8W5UIJdlAPB81D{-3bm%B+FpIy||jk
z+AGnz22tipWvnV6N$>tBJpGW0r8qlUus!@0T~$6!?Q+CI4d)Dne5MO!^wtUz>m)cm
zI$_l$qft2crTr}9)J_(@P>RD;jBMf#YA)?Yb+$Y18UZd<B?g%XQvYV8$<dfjnGqCd
zQ3RS0*sG~3YDd!#WbsO@(iS>?wj%To#V@#t?<L8Ec*oH5JS=ECg1y!aQ;-izZ7+Ix
zmGh(~pGO@o_LziBnYolRf?Z6lzD)k91q4aU*__%+?Y&?IwHGtZYUY&?1)CfOLXvy4
zG^z#J^=qsw&Eto~Lvio$z;yLI_s#Bv1nOy*sagI0Q)ui4LWOB~DhK`ku5Du_bNB%4
zIvR9a3GsUQ5AUMAqmquQy|nvix#{H~tsoJ%Gnw3y<RZRN!`+}bYWL?d%Q=u*jTcu0
zLK;*RtVkE5J=KSs?J8DWl(6vN7qqoKNzaaMyz;!1OZ)dze5*gNye_~N-<OYHtR|t)
z8+@>TGACBYarvvOOpbX#^Dqy-th!B?O$#|Ts1hHE3)Rq2x&&Tk;QLkV9H^%4*i@<#
zj<IrJF#A8&6H=^2&@+rmw_28e`Wa94SV@;DQj$w@=oc8ykB9FPawD1WhG_CLf21w)
zS;jX+b6B3hGZVTay0scf(qg`^xrRorVO*0tdWjB1X%uTcaK($+oYBYtZ#f5>KO#V(
zqQRm=E0D6b+gyhFgo4zE+?Iz3%1;nlSwLIseb(*OkUS%SR7ok(wkFO=)TCDi^4k47
zEPi_cf@LQey6G^gF6p?O4(#`~V$VCoB~Lv)4IVV>)!Y{kqt?;Nv2**G@t}n#?%l;w
z+d%U((+ECr8KH;zpOR$<cpsg?2a#PvtJX@iGL-SYzpVzlTrP|*3rc|ufk1%MY36k8
z8=Nww@OkV!imXRy?Kn&?%@1T6s(7RFBpnT6s@fW8H@6Y0^uuD+qqCOb?^cYb%Yeew
zkL>Ne@o<U=zgvTMKo{KFGV!sx6E|oK_ahI}HB*2>r^X}2g4gW|9#ypA5mbx+G&w?_
z6qMZtlho1xN(Ds5;0X7l{@QG=<+t#IL&mC+FOsA<g-Yv*rqfykg5TC9Tn-1;@4lkm
zVC1H#7AzG={3eq=eF(#M_8?Uq%Qq8$M6vUA1mTegx{t<Ol8OGM&+u735Qnv#=F3nL
zl}dYEHEPdZc*jQ|PrFH2_!5+|PS`CrvbSBMF{c__5H{Wyx%Us4+~l}izC74)o30aI
zq0`iH0F;@U_^ReC$v%3%EIvcJcPG9KdxgypmoY>fO`cCrKCIfpxCC#W6HLVBXu{89
z&hO7hS9=kM&48PCXPkBuHBCop3-Kj2uNG_RUYvfZsQP|`*;Pqn$rohb-bL3b_Xu(e
z<E?XVkkgQZ*={1<FM(=%CBKY6h^<Y}yZwgH@>D8E#AleWwhyk+I!1Z~GUAyJx%bRZ
zIERFieJz7WGr%N{p-9xgjF8SWes+hQlS`340)bPAudklfrNvx${xQCaeed`CE^l7L
z(V_udD&4|VK{+2QqVOuc$nMBV$j?Wkf6NEfg){6?IN0wFp{8JB-Rg-ga>sI{h{vDm
zhv3<_sXe;`r__LK_%s?%zKYM@B2-hyBI_|3fqN+CPoAJ^Y!t!yH);2?VV4Qf2;)%1
zEk@AMfUW3fB&pAFDC9Do+bzU<fBF}r<gej!xft@qV5aq*%(5p|08mj<!q;t2VbAhG
zsLx~kIX!nfxgqulq#+Cv%c60wbz{`HNOolJKsNb#PR=_+mt1hZ=uYb0W<D71h288V
z@^}he&0>D--ptgqO1gF4%h!sr-1qIETU;IUj)W6pFmOxNlRoVoI9%=&%6)OSn~8GN
z;fN_k=y{*|t18MzCDM@)j{CZNO7!Ij!&-53_oA)Zgi0W!+Ty_KX5fe7^Z!~b;8$LG
z<#*C25{Vc(bSU%Y&HMk9U%<M$Ish~p&0mr~fWW~2P$I3bumAhY&J)tp&lBaGZWPpC
z<I_W-1j&5KZ4okNWF)FUFY?>#2oEY|Xly;c5iepBHSxJd%JL*Tz84zFepQ5TjD!&*
zR5Vxiq^h}w$d!W``r<Se8yk4<$6>VjCDGKSk&k{_N4E*{FotQ_w)JOv4p_kEzBVLz
zSFmTEMX!{huWsek+$bvCV;CA*&-$cwh((?N6myqcF44=fhM|c|iP$4%R!%rZR{+hc
zT2RFMkmFlQw}buoK4%MNjgtX=XS2%daRNnNRGYJ@E#8lBYaYhPK1BPyj<e+sc4HNH
zqh;81I*dit1ji}aQ~ZG0VSUK&Q1h~`iXS8y`05+EY#7MMtQ&~B^}w8agooGfao}(^
zR+$h{n3`0(CrYb3z4G_+XwoFyziKAjUV@;-jnJT2d;(Iq*m#Tn-=z^cpbO@8g~&7-
zRGuz6j9@f&!5Q3u^?nEnMH1%mr%*UzaTpsA+S&+8f!bp&NN=~}(CZN^-SF&rlglZI
zJltQ*bbA7OIu}!aMoCzQ7*%r*T%OgG#~4_(Kb{ncnsjL(xo<zhsE;8hxEs-tHm<dH
z;_JJ)OmoP&;HhM=S<F1MflniSc)PraZzEE9a<~rD$p8lJE~IkRD&o`9S$5|eUc2Mu
zVO<@Y-};al<GT{ubIu>$vrY^om&<e(jlkw;{zIC}X+u}?J*udMRG8kuOV|^iBM)(#
zzLdE4Ut+t{j<LR!WIr2@5-Z~HHd+hpMD!5wAjONA0}71ZaQpl!T3w5ol+XpYY8!@w
zTWM%pz@$EI7|&e6Qz;{EkRO+_QgHLM(dZROB5q_y4j{R;lBpvWbLe_C)*>;TU1?lN
z%p#>e7h`G+UhXQ=pY6f<10L)wxIo$vPg)BN-1jJ^f3_PX`bRhwPAZzsj1=fV<BK3%
zjOdD<3co7ifS2{*Jnphl?jgfXBF53_No+ZrdA!$qEIc!p$z4B1QhFYPO^0uQFCNGk
z9_>Ybsg-V;nIyZ;A&4DMzQc)|TOc=D3R#~qk51mnB$PIwt-eZ@*HS!uZt=5Q7>bJ~
z_9V*ru<9Cb)tO0s>1non^9i3xJbxp9W-XQ@OA$o&qkd!};b?i=p<zRjhOFIRv*goD
z+`M%SgKr00m(66+)}vTe{^)mohv(84|5BcqoffVbZ*kRho8F4<e+c1Lz%>-Ob538z
zE1GevuK1J{VY6_!9DHv0m1d_7i9m!*Amur?iCkzp%}=c|wj@pkAXYk_YwcfBWo}}1
z(Fq)lV6l`jC0a#dcqH2{9>(84nZC(Gm|(RN>GKi&zC4dqXG3PTpl~R0wB8`V8cA56
zPPD}}GV@*}79Sx(MLPi&4Ud}haR{t<yE};L)tloNs+eau3&Tc&Sc2=w0Yrm_q3pJV
z)b?-bQBljrW2<;J(U*xsk01~TF&j->K5+`K!@H6DfjG&ZL6Ip)H4;kv66y6_I!|?5
z%EHbPY<J&5rSwPCZ9dxCtr*_Bh{s?*ni?Cq_*o5pL&g!^c>>|X9--6Sr!ns~&2LJ`
z5r4^`*H+=17)#pH!GCxLRb_QZtVW7{YC;nmO7w)}-_s%$zO>l&jCXsSj;`74&o5`}
zy?Hdcf`~U{@yMwsDp<l}ZgWu6n~LgXv{n@%a5{0h90(;EB<_irw8h}G5*Gb5*PJg9
zBlkzz`)y>pX3S@1VsX@>kq1ybdLsL-zsinLyLo@)dH`BXEzCMOon52%Ar(oH`grr~
zFS}U(_zdg|Z0KUFl(tEj-%-xK+B_DVUPJ4x5;Bv@sWS^OwzqQf=~p?ma67krbJ?}G
zjLJ9>5tCQ3raX(1stOE8?y;iVCdPLej94IITY-V|4-PUgy)S+bvuUV2&t#v4oTxlb
zRbnASHwBU((@I>8oLMSQMy-6A4_;hK)U9gzjts*zX$<D3s~Bq^61nIT44c;BQ&L3B
zixZG^dIE(w9Mk8EX&D$v;Pt)8A3s2#e|H{KO@Z=yq}AsUtCNtA*u@FiPehtD_{d`a
z?(a1GwhH*tQ?IaY-RnHPa5+Muknree*0{E^JLYZDZ@$0{<2J^2MA9J0A?ZO3)sOCT
z(;7sHeK0cx!Mu87JH^wK^ea@;{-cp|FKGGvnu_Ow^|V=9k+;iuC9{$2P&e*&^hZ3$
zz>8b!@Gr?CYib}qnV0F&ZsUu-0gO)%XXp(Fk}z*XwhkyWljrP=+Vp^`QA6>2@)#9O
zXAun<O_R3=)(aIBbdr%}@x>fcj-bm~__H?KKLnx6<svybnGG8@P+3{YsZ*zzHEY)Y
zXUHEwM@I+1f7&Lc@;}@r7z~EL%ww@w(CKu4_*t4g2(yM!aO@gSP6=hed?SYbE~XFG
zaPH+mYHvOupuU)Zt|h4ZeSjcm7s~q?JS!W;hY_A=R_w+3%M`o@mLrqY;Wl(XeLuWS
zx8a3g(?j(IUP&B>N~k2VRZD+ADY2JNGPmhhUhm^UWa}-Sd2>BWw_jj+Qv?OqTG^7C
z#Kl%GZfBXP`t%X&znn@|%Pn@+9%om{J-*Dzq~D>%G`AS}dH=WEODaMBWC$r62GB9H
zh@uq@th%`dM}&$`M}Nl#pQi~Fc>xe2??PJAT7;gF1ervbOSj@MH_{y41D&ghF179?
z#4O;{BR#{T%<QeaOS!U%0pSCfWHr#Fu+!bL2W{OY%C@}3`ZZhFmYvUp_0hce!!%x+
zF%+LADHx{A!++5vG}rFX9QJ@JqZLnM9wjybea!(hqULd32K5CZ6k;7}mk(`PB^^p%
zM9E5IUPc@#3JisH2ydq2@xowC4N^oAoe;FD@Ln8+-{Kkg&KZsS*t@iLissv`Wvp=|
zpr0DX-mJT%>x6h~yfHZ~OsEjxx5bn0<}f5?Z)|oG!3s|X_(ze~)J|2qju=NEU;0Mz
zqsW277R`@32WiNt%WvoB$a*aIGx$DqGn>Z-k*;wNv~?$UvMMmf59E_%D}59)uH+lB
z<W=+bfoV9M|KaB;m0>*K+`n!0{V{ltzV-q(Q$5X9XRzu`47Se3QB{g0IuQ?DJ>^yb
z%?(ZXsDg0_Bq+sIbXZ}Wr-{V_)}phyz~=#5h2semrQ^|Pqc7Lks2@z{OcR0Oa`eK!
zRD4v#CHrT1w@+e3XdYi3dPG2sFWaiz5$2bY;0mE?w1KWoQhbK_G5v;tO>L>%S>U4Q
zB^&aXYP^*y?&tcD7FR-@L&ne=B|?*sFV1a591W&Q@Knms%2g-^OR3x5g1zcGt$~Ax
zHo9XK$mtiM0YK!{31>$&9)PdHmkNa)iCKok!+^KULRGne*-3tg6#}AcLeAL+a;l&W
zahrn;8QWNWdlR!eeMo6pKWxnc?19~>`Ee)3iU5+|FCxfjBj5))-(Kv38&#AaKhM)%
zYN{q{C@bHLdEYDqy%tjwUVvCS8MS-?69x60@0Lb#w3@<$A2EH><0z+0$8@ELMei*{
zxoi#kUw7fM+5S?-ywm(Cb@m39sArR9e#qyo-{W*SF{0xtyNR=nMI-WHN9_rgg+7K8
z7aI-xkz3pdF@zv*Q&V2AXGrckF1FueOYBrMlHVLD3lQKT>B7?Doix`NaM?=PHeeBP
zDHWW%d5$qD19_^?Kvt_K0ZtV7Ql4W#>ayco+kp@*e$oIUf}#<}dNJx=BQjqpf~pn*
zBLk^AcL%*lh{mHG`PfjjRR*SsK`?V3g2V&_-O>;&UybX+S=1HbD0)OQ-7kd6A#&DT
ztzf}BPw?J~)x5TNDbWSjNKNpd(<>j4F!LS6-fA}9xys~SWB6gxHr^VtmQeY#_!ao$
z3Jt+7(&8+zBc_cKlNXo2e8jj->lyvcXT*&fLQMCki0|_h{T9E=tUY@fy7ncme7K2U
zpInW$s^$;RATVSO_dl=1%{PbvFRVsqy7Gtg=R-#GQprBL2#4}=Y=6QO5}pm6K<BQX
z(aloGJiDFHdM(<#b$ICgFnHO}q`Zq)>IbMI=Ob`vaW<bqXsy6l_&NRaI%o)s!7X$$
z(oRcIjy*zq?*Y^ef0<tXqZt`Kn#E@qV0Bn2*Ojy6+(O>(y8&;7_wV-<oZ5-FPMzu3
zkWALVe3G&ixZK6$WM}c^*;8D0Z)R708R@b(PCxr5t{NkE@-ld`xrWQV$5KCcF8Zw>
zGNQ8=wS(s~=RqEVd(~|Fc`JJ|&rz7GV{^aB<lTG7Yi%6_SID{j-~tbA!;se7*dEYA
zr;-q)-Xf-tozDkP&E=_D6%Icq!OyM4?jgl=uM`i@zG&ZAip%l{`wJt9N_~MQTQPYT
zpQlMuhiBn26yvue4(^Xgti;b5k1ci>Klke3bV4h;WFO*=hG4T4H(A%e`91$z7};Y4
zE`@;8mrnkE&Q}n|c=d8}M&BgmrKx01HW4TvMN^#<rzVu{h8!-w`!Ui*AG5wrMsU2C
zLLVD~MkgzVZ)ER81Mit!yf(CsY=w||eLVdmPEuSG%%sn6(~%y;X8Cf`&zzwkDh;de
zP39Q|bZouJ>F7*sjkj>+-=ke!PxJ8#PWO)`r9g+S?gX-!In-I*5Fah!SWg%C#eP^v
zH((r6h@kCXSIrY-Wo5a#bm{Uh7xcd~-hcmnUVH5|f`fypuCD&eJT{vRsZ<KUu3fvB
zIdkTp^1S`_+pJx?_7CSqsbY9BU<AQaYiX@^qVRGjR1lBHibYhsy@%4<nItW_j^VNG
zM7f31k^eoa(CJt&zE1hzXE~uZv062ayQQaS$lr`r<bf$Y8bMVaDaAR2wF?ou4a9u)
zD2<MGEOI$Hjb;*LV%kj}n57ET;k~dKJPF7+iDi)=8@u(U#ZiOz0R>WvnY)^D6a_6T
zefdRtL=0fVg<V`IyUyvSUS{jN2N^hM2%lWqNdLK>cr|q4le^nlI&uy^$vS59KJIw^
zsV`bvPGD@vA~^A75D3}oTuJ0FDvEb!A+RgZyUbK}RN&V=nw;(-xOM8sD4Uh9%FnW}
zurKvzuc4Q;Fnx9pyn0&k7LUhPR>3JZ6+(jmf3uWItDX0Y_7RY2py!D)<UYd)Hz){+
z7|eH)azyrG3gq{AGqw{clEKJAB-pw%^RV<5_ly$CYOiD0O7Uz7q4)TKjO^JD@y=XS
zQ5`t)i?L5^#%aq!E7tJdUM<f^hvL(<nHNiL(U#p6U$YxY6+T4UtQ1+?P+~{mp`(7J
z0jaVl{?~*=1PQ3G4<)mqoB_S<v{a<hKK&TchrQV*ddLe(E!7?lZtEc`rh|TszGTkt
zgY(X2{3@H#Hh5wm8pAL@GjdxYkL`0qo7l$Box778=FiOj-~R5{c@J+fnq{;%e@>{^
z>j;qI)YsEg@D5&ytGVHRozRCl_-92R^bJJPa|n&kq_Ns6LLw2dKp%uXBb4$fG7jx=
zu>R>5G`2X7?Tn*(ZUK@JUCF)WPI!)kK`+H3cu`BIH#$*s(1_k>=7IeV10_v3=gy_}
z>S;dB^5op|cy{i-%YcPN#M~9}>U0Z%k1NTKP}8qcgxAIteyIAKm!rb*_*PH&`x{w0
zYBzH>L~vr>HYO-toRT{68z&=QEJnM>$i^`()G89F^EyjowkIK>ITVfANMuC-0Z56O
zIG6y1oaWu7I6LaWX{LOv8%HXC<uzwNw8|Rn`g9tkp(J(I@UZ+UCre{_Wppt28;bej
z-T^91Rz!3rzp{mw{41H%@G}MCP>K!<$*K%wu)l~bWgAZiUuW^HZgh&U6W>M4)ci`^
zCx+1!8Opf?8P~4grAg;Wm^ziljz)Th_#lfm^Q7u?syFl@X<a_gyzmTTiyqJxKahjU
zGTzCoCUVhIR5KR+VNB&(3fZOomG}H!`u*Hq-4U)BZ_(RVL5#C6TbhosR6U;!k9P7)
z>IOd69pqkpEeWy^MtP;87AsMU-9YFhqv<JPd_E*z67hR^AD8c7PjMkugOMXcUqYwK
z<%6pm@zTVyDDes0+Z0@?+D=VNCf{9;gnK=Z8BBD_HsB_)&_mpn&Z88BRhl8fO4FSN
zyn>-V>k%H|9^5J_qj#i%(2WCW+jWPy<*RX&9LAM@4xv{XqJA@Q#dX8=(Fa&&52IT2
z18tX@5p-F|j{I}9nwwc;_b0j3iev7R7_aW9LRZZ_TOBt%+jz$_jDT@l5Zat@@GGpo
zPDF#2(O&#1rWb#uJ;9Cp7n+#**}KR`%>OUH4RzTMxw8HX1VRB}eR^PMY^M5lCTWZ3
zkUV_?E|;D1<`@1Dkq6*lQwCXva!So7Q3}J6c$leoG%-*U#Q1g%f#S}{G~EzN)zq|o
zids1YH(BT3uXnjz*gMJ)$$YU%MC{}x7V!lF1lS!~YT7;`*T;`;j3$5>j+Y(dz1wR^
z^6tda)Mcdk|5-(;rKFrUCXZ$J%o-+c>Vso|manEh!O4I)4mX}7)h~vZ`~SAH@Xf3Z
zsLOYAV5lGRDczY9G=`XREgd^Iv0+I!lFnpdsA}X=L@zA0txOB+;Ag3mIi7v_@We*m
zP4?o6Cw`%-d@Fgmw+Ty)!XTVR^t;EXtZ5=3IGBvGe0r>%h+F?iyrkpFpZPceVRB@h
zG+2kFAoP#JQ!xbFkuPzSWZ?>HL4X^IX}kWdkDN4TFUJ-ZjoSMOjOdUe$K9o-ylFL&
zzMub77WD@&9AwkipKx*iwLhG<VWEgyB+!>14{qa!-CMA>=?QanFr~sy+>0O3#jhQ!
zhlcTar<uN5MoWy5tXIu67#qkp<dV=jmY%;P60K4p>U^HUD?Qmeq6L+~f<l+f$M$b9
zO?w>wj9+Q&w}9MyEf#wP{TuJH&GIa(ZXP1$<~Fv(PrxPY&&@8O1l_sA)k$6$@TaZc
z5o9i3{7?9!x7v7g^2h%_7Vv+C&p-d1=bwKbFE1}zT3Y@xk5;QityTlSIgB1Ze*B;E
zSS%JS7R&F)I-QQZ{b`u*48f~FM(z{sOq2(3d`@rDe{|9C$pykD-bUHIFCmjQVR*eS
zqR`F=3?_tu5jf=~WCZ#kNL$1Wa|Ush_vm!97F$R>QqyhRbuGvm3{Yd@%IMCV^$p|p
z<-`2!mB66ur7R!32%q~+>^79~LS-%bZoxbn-Gx@40CH_DEb<$|v8F3LZ5ho^-+#jW
zhKJPqYH&~Y<@oe>SiAdmq-p`>+D5u~bwXb3&1UIOY@YZnljEmQOA+VT!W=&Q-4ETr
z!{u^OUcMSPTPj6rIoFqcijUd{>*}#Q(lp{BRMA`1ollOxL+ouawmcI-0yi`+8`2OZ
z0qF~A^i85()<U#EN1a20(&3L)AST(-#w|A+`O;dN>axhGQZeM(Jt8ku5Gxywz`HvF
zwHMzTFB2Rg#!qgb#!-S@03Iq2qI{F-Zt8}oMS(iNj6KrDgA2Lb3d*K;vp-!`k%Wdj
zpxVTpA@|vSQpc;F0|^!xxS7~a#W5ET?QM8xD@YO~kt_DaWOmY?=AxI_gfy=WVRJ1e
zUw=yNen{r}VLs!DdwmTNUA-_=xZ{y{gEM7zJiJ<YR;%M{uXX}G#SF8z;@RxM_wzJ7
zcI6y~#BLZ4+@@vO00z|@=89|(?;pFzgxNiDb5yaU%Sil^UO^y~Qp7E4DI~sCk1DGK
z9v%ZRI0PW;{}y|bt}^(V4CTREyg%DV>%JezI`kUfsnbbpu4Y_`7Y!{@>`1Jl<4!QY
zJXp*5#XEVJ8OXV{g*+Yq7<K2*Qf(fJ)V+~T8NLLD_;EF^gP+SQm{uLc$d-C`Jy%Y^
zg??nUJz(a_R61|I&yEpgykphycI+iW@1|op)=v18sVE!a%cQML>ZC`IsbU60Ibsju
z)TL}xZ4Ve)-A;~&H_@s_zUp0x|MyY6u_}nF2l;ph<nbUtgn6%#U8@$d-5ASxaRg7O
z&tt0&Mp5OYT@yiJTOiS0ym-R3h&?GA5StCuRW>7w?nGT}12Hj1ey&VKBbDH$xy-)8
z{e%e~<9>A;%R5WyUic%9j%qgC=uZ1N3u64qN|7;CR}IxV4s|XhAUBr9!<@uwt2p(P
zCpl$$1Rae$<L84<pp+n^H%dt`2Q|I<G3P_(Oxl2E<6e67NJQN4Ii8<ClF`mcqE<e^
zhW+c=RAnIKcqRg&@b~fbRQ*f5>-!>pVxK>Zwd<D4tZm*%q%eusd{%I>{w4u3A5<ze
zZx<itlZd&bsiOXu@oA^HX${+Co#`YAXS6(>(;fHuDnFB!${I%Zt)p|GKi3{Uq^-@3
z0iJ_6n|+FKO*kS+C52^DuI2V8sK5vBb|(S(IV44PCr%WOpYa05#%csY1wIK8csd;*
z7IMA3h<LYFLZ9e{M%Ic=E5Wa)3VZH;2nxZ`cn_(l2a?Gj;8Lh@ef1fFHLuWWsw3m%
zb0oNhV$$1?Wau~&W1+uE!tPivYMl-A#GB>jSkP5~S&vZUfh{%=K|nOF@Hq58d_u#O
zn`GqKng01o+{XW7dt+v;j*9DdP<m+y?$H&Y@IT~TWy@LuJfB7?_WQ#%-_@ML-F^T~
zSZ78Ho<-|w<X6E4=CKh0|3OUbj&`bA*An6L$=@U_7x@u?qDi7Z?Z&g%okkA2pJp*%
z{w{m}-6O|;hEGOK<h$4`qANm>R(tVk=MK7TJ<H;{)ocs=6rn(fzP_DLdo0HAtexth
z06tR;W6PHtxzo|c1RoV4ozwAHvlPQe^VuBYi$1zDZbBDNgnIGh`maeJ+MVt`Z5ZyG
zX|e_pq}AfqQOzm0Ai@p)%u5X-$s>l$3x!PB_Bo|Z&!arm6~Ud0D5Dg}MvkMk=ri1^
z<cR7zkfcvW&@}<;(d8(get<yo+iskx;Q|h88;$a-M0l@9DE!TJTf6Zbc83-p)zp9J
z8UH(6E*E{Kr1Q+Y<;<P@$4P?2;b7M4$7ram<;|7v5FeAko3AV<;^A$CbqZcC&Bgle
z6pk%^ihKQ!;8E{l@vlqK4i0Deqc8BdeSpZ_-Eg+_Vyvi;(_N!ET~|P3Ck3=YWV4m0
zOeZ)nr#}k|T1d2YP}HdhcK<o}JpVq%)!}6B%)~D%j10ftnA@&U5f@DUP$Rmi`}h@v
z;&n+$!>~rYQi6Ce>)ZdI0RC6_dyGH|3k!dbdXkZm@pnZ8(dl%2lo-L1ZN16+N{zf+
zO#55|T~uQ!_}~WNqi@p`A4#vVE3qHhjycMPX7bMfSoeQ~%WS}q5>C<G5Al)u5+e4)
zZm7a&c2TSH!QW`6v8<Y#3uZI$PClw%uaP0NVHLR(V|U|GdmRI!dLZ}I&^&!MzgqTi
z%;ZCJTQfd71<veJBHV(pdMYqRdQse7f$~Nv;Vut?f<x%nYXGsSiM;m1YlKQQocFuV
zTLadyu<L(>)w#oA474(YKZn}U8ZT0id6r8rAEVC;PtkAUGrtR{Z1Y1tY59(x-YVSM
zL)lxCjkkCZlk8@~ou%09eaWkFL*xp^O(H}n5TR8z(8pmxkP^e%hZj-EC6v@xqHW5d
zv?-XSpA;i<l@l-QjbGppeik(&h?Y}IKF`j06|qEswXB)2J2f~W-EhTd5mk7hE^bGW
zYC~d@QZv2`<1aN>@*BA!$iYYK#w_`8RH<ROG*0ekTxXr(5u^2SsPDUI^c#eGLlshA
z8LhTDYK=xzQWZ**lMbg5jj0h27YL$bcwkg9JS3d^Rwapk<*4fGdC6ADqFKSXb(qM?
zuOMDvr?0OK--mFcR|iq9T5hDw$NStV`nDG!_O-IHNJ?`TPhJfP=Yd?pP`w?gJqD*i
zM+uokR<<H?7?8$x$KFwlDBX`Xl{W|+h>q%zFItLcRA2OO^<|5wC#MaK%*m-E(bR(s
z6BL9fX)P5o@^pW~XBjzF?Z$#jalHG@9cB(1L22_NLiS0(JAsY`O{_iB%-TT_xXx*i
zWz><_JC842NhFA`aLOZwU1l+h>;)Wnb1~T;&L*aph+p6D$HkOLMj3pGe_g{fS6(D(
zTq2)u3Pv(-64PcLW5luuT<iDZtCXQo+u1s^1?Lt8ixvz*mi-+eaxKkWTc|pnz?aEg
z`8B>5_mw7wCnV!K(7;vcU|hB;(zs8#r5{!O>v-gGgQcbf>`~omFTYQvHI?3jL$SMD
ztUX>wf$KvC`Yj}{p_K(`{@Aa6imv1qpIGJ)x%D{erbOy`Bva{VpmU3Z+u}Q<cKDD#
z*h1%XLSC5E!0FUhMkRK`J-P?J!K<)hVi&J7tT7F*o7>nTv$4~t=f|Wi2zSjQ;guVl
z-M5`f#|{&(_a|)KlN79(&)hX1;Xdv$0M2(@qtIH+Gnxf|8fUwBjp44R@F5h3%fYn!
zFY<NDYs`AIiP!w6GTbZWPuCc&`Dl%oskio^T-d^WNj(kCN^U)@qMOG(J|FZsU*Frz
zm6mG=bqZ`+5B!x8R2UlZbk?DiCUfpeEbhey;tShQIbC!U1ruzzi-(5-u__3W!bW3#
zGXj|ao5+kVqMX5c1)(o?!F22%{;w><d2}t#$RK3XcHpvTF@2qk!fhtPh411jDaQ5d
zeguo2!sg?}mnUCh(Ai>&(*lXnTUZy^M1V&y&v#oxye1w1m(56f=BucJ=OOY>z=?(S
zE3aVw@B*g`bc}zkAHGZX|Ch4+A3=vD2d(iOL7G4MhppFcK`Bk<wBjsAbQox5A}<g^
z;-AWB)cu519D-Uo<S*+mV_*j_F^>&2wtPa7rwT7|JY5<658Z23Mi#F<{Wzy4G&1GO
zfpqIyMBtWp(0K}(?KuU2jgP&7rsfp;Mg;PG?Bjg4=Lf<D4P{JBH#&aUjL2HSmYB}G
z_3}HoHZ5f5)NwozwQ*we_gDk1q|5r#kYCQyL{HLEM<DRjV$D3yiEfFk8?Y07RRwz|
zPT{fR$4~_Z(xN*^(_0(yb$B87&|<SS;Yv!ut@{$JZY|iFGLT;1hkWu5L=nH~W4fGH
z+8(@yCiOkqOlQI6#LNA+MVYdu)r5J!gGlK15B1Ie9n}rhjCyP^2Y)<9T*PnhR#RIO
zk1d}{fQLUjzuf!#B*5izv25}%y4`z-@$qRqGi@x6q6`*_bo5==hTc;^(RX1qhqSZ)
z&?#zGF5%o*7tw8Iq`o;68oTq$)NE9aZU`JgM&HOppvh!gZvno6qnHyg3&$Hr7)CA`
zaeg?@+A(S)xe)LGe}jf&b9CVSh~C-#>99BnnCwSeQVYXeDXd9b@ZaMG=C7dF>#3})
z{F^#)|EJ*Jt$STA7X<|cf0-vgKOgu_Q8Ye2{_ie3BGOLIUJ*%4ZX=1YA^1*B!N$vk
z^}9oLOfuc$QgP)zz!e&RG;K0Yhl9H8hd4((MYGVzsk=Yonze@?CM+Ox%37Kh9;UKK
zKN`HHSZf-|UNf1*&Bu}NE<-x~1H67X!NMLLG=2RQ+nyRmUvVKPMvW%VnL(RDK=8#9
zy1#ds$j?p_*xZ5GuEV>ajGkL=@U3Pfm%ctm->|MowN|c4Gnnw{RJ8FrPDfnBJ=mAN
zNdu_9lg0H<zvaj?FJbw(hSKv_sJ7+*sqIC_nz*`lAJMxWr~jm7f0&(iktg$s|JxL{
zR1?J!K91={BduggeUJ+@Tz0#MTvLvZdj)63`Q*tn2r-q@5bH&VpPKIn^`qU`M3h??
z3QZJBsfp5A-4NM=skYswrT#LL@ufNYA!EdYd9>#~eEWc?OXUPCk3~E#ibp1I9AjFj
z?dpp$TLi5FBI*-}Sl*SsE2grl+awlB`rw)7jy&C;x9j(FBuGS0wI9;kjZ_8>BdDPY
zvr0rs<t;3&?Su&g$aDsrG8^7<Ct`OeWo~8)3Xc+HD5N~^GHE_$nrq|8PzdSg@WQF{
zVQ`KD?<bQWT*(JzGLDFabh)iWS*qodBZGGX{dxGtt0>eKMsyA(C9|25szw~u<;c<}
z;pk(-<K=ho5A#JN(P8N|jE-sxCbK8@%VJEqxk$DZAoplTT<{B~qq7khh1@R5ql;TB
z6|HKVCLx}F!8BF4@QLu?<o!b!4H9fJ@VRjwLgUCUmm)20r9q~oNOhlWnOX+f)c92d
zF#b(Hn$>DrZU><YufScAg0rZV_B4N{3#=S0s>BrBh_Wde>Fh{iTXZN!c~S9&futZO
zZRKEGJq7Eg9fS>Vqw%2~gP$J?qY0sZG{Ma_$~}t7%4{V-)`nSY#^C0UeO?m1e$B&X
z)DkPKMtiP~2LBXV+|^jd25?xUK<s{%@asWbF3-j$7U8CL2U`ds5o)T-^|V?V$+NAe
zt$q?^tsQ(ewm(0eJIWi6I-wSOA-a)+Z?hN8>J+@K!wGWtpgOb;i!`2^P=7jW5=ioF
zWI;m&Bb|e=r@V=8@G1^G+Q+=(b1AwZ<a>@FAGL>tCIfMH318^8aj8C%j!PREKKohx
zL<V%R{#f^2Lo{kSxgWiZQ`-i>e%*2Ac>H-qqnvD1c;hPwLm&`vr0Ft4eR}Y0_4f>R
zOZiLk2XLZv2a7KJ$gYB&T+I2E8y9}!bjCi~OcjJnYgl|@F;(VT9^`aTSLe-);4oh7
z)`jm=jJ%TK$H~G_JlceK`l*l^8j0}m!(0D=h|p+M0X<0e_o0WMn8)VC5V5%*mxq<o
zvsy~vxG-Foil`bk4o-iC!_$Op+$ID90YbSNar$B`;%qpx13_XZ1Ph<UwPPFN_3!a~
zbreZYuVbvy1KE@n>>Kh0Uv^sbJNW|;NR-GzhhQ{c$8N4fd;KjOpI#uhxsAl}f%q)=
z_V1S6e=po*DOep1*c?s2pEKLaG22Q}$$K%KH<`~zEMx0ml0N_+_ZhSr4&roK{xV&T
zJHuJR&(1ZpIE!c%>;GZ$2N0Uxl}LvMhsi}lcol^e(VXA*8Ix4MMH{-8n~UvoE?F~U
znd>=%J>P#x%&?Joo_)ZHeY-hU*UFh(ElX4io`3sAj)je6%FcuMY&wS0Y$v%OniXkJ
zaOnFZWG?7VqP&n$`yJdmdGKseKGqHchn{|wG3(bLE!d9J*n;zt6_4U7r1mnbedB3e
zISkLaJCVfnL~e0Mdhar}AYYtbLBMZDZHBTRQ3Q-YAe5q34x`<84wuV?*;a~F6!0&R
zKY$Sb5Z-xtJyVxVWX)%5SigNe!yg;Sz^;S%`Kw?4umUU)2zc+CofLYCG3+?T6_FfQ
zOAQ}K_2No@CvNR7(myQcqZixJv`)wG#X4qoTtQ>4$G19=?)p1CyFQO6E?!4m-bmS$
z{`l5+W#zFL#D_JU*|3LUwRic}t&+<HIe4_Xkr84gw#J<s<F$B2l`y1kIKm(y^EM4Z
z?kk|-qdR>1>^J{XAHaXH0+^qlPjYfH6DCaH(4j;Ba%KNh_`f@X{^+BRSiO4npYlBW
z?6Z9J)mNmar*r4doxiJGoleK#L=CScbs~D^M1ths(kN6DR?&nrc_wbj^Kew&!+Gu`
zrm5-N{>e;pVI_W@;(3^Ljhb#kUJZ%HGrk85oy890c`R5kHy>olmO7LxexTrm(VR~a
zGjz%qBt`ZIpx^m<JjgoF;U|u;=K8w?lvqfuuETUgM4h{f?CCxXO&Cf~YY6+!>|ySV
zxkQA8^JvQ<YOmeH@M<@z!_2hoEGHy5fF{odOj<Lqs~5BXi+AbVeIUI@OvWcJn%2?^
zitk(_<I-;8eEZ=Y6Nx||pyJwXay#jWe@Vi4#ccfCXZ)#u><%rZ%`fw^y_9#nKjlj6
z8FJd97-(%F+NH-7*`JHq7nthmO`Cr$jVcw59U4wl7x8pL4?Nqx;^W$pv>Down+v)6
z$i>1h&3Fn7NX%J;3A<6MiA3P8CeF<b&t7Uusx2rp9w8DnqLu1#nT=G1*r^MaF<U>J
zsIU+m^V$&m$*`zSVQ+KcT@lIFqn8Pj`*JK-$h=B#t{d!x8`@|$X5+wx(A^6|pd3ZB
z2!)p!A7=-MWLT|%SZW0bL~816caey^NcBvoHf%8do_b_$x%_CZ;Frx$)42ZxWz$>f
z>DG%Y_qWsjs|U^o9jW2>8JUtySdc$E<)zS3&D1?Mgo6ZZjqXWv&$$foNkD&M6_N|*
zx%PZtl0^~7v~r}@9@J&*#Um>p>4Y$3Z6(lQhXM;Gg*#JnM11_hO3p9cNIzkBYW=;~
zU1-EMvWgdb&!PDPD+Rs^eAjg$z{i90JK9MvE~iBwj_0cvIGWX)UWLBA@KY=Tfq>dP
z6B%=I2^n~U19d4>+Ug1IpUqRbo-FqlvTDF?2Hu^FeepB=ICT%#<Aa%|48=MAYhHTf
z<g2+)(*Kr_lB|ckdq9XftbtLb_bGR(>D4ck33Xr7CubOIMw~=lYp3F=QGBdbF!*5%
z?H9IDJvWZe>SmDT2%u3`&990fh=gX|Xw9aUF0{KTpv!kmuzTXL>u@<;=*=#2>^U43
zOu-<C#$BP}M&S*Dol4&F-oZx=UPOJSM{9_ram6f*kDR2}H*r){ho_;I(ilG`-MU9~
za0Mrt6EG}mW1CXVmS{0DcW+)wf0g2v9G<?hi1&xRPk(1L&F81myT#6W|F`Iozlq3I
zmoRU7jyD=*B-Xp=I%EjDe|eL|A@L}``j)TSeq_DhtG|z(B6~H(_8KyUyLdwU5<$Ws
z>`ptA?ythzKLUqN#!vB2BNY634u8Au7VB;<VAt3yc*uU+wtTDPBHJ>qurNwRj3S?C
zzlluWxt_66<9Q-EmWMV_S&NW6jI6uuPh|$E%jE>u>j|i=Bh6(aPUVLt(gR<sl%O7-
zC|>ExzD@J^)#}57^9s5SOhp|lV#m!a7QVI!+l99f4PJ(%%iKT6V$<iLD8gSrm@*Jz
zyZ+{d!eT)nlfmwdxcX1PQuY;2Q!|*1h=O||O?&zG38vFw$9n5WY!`N7$*!lxJ&0TP
zt9b1D1<2E0`@3ZKKMJEIk2d2;f;Fpgxg3-?uOV3T%AdA{|1)S!S1?*05~zOWZ|14c
zZ6;UzfT7BdknzuvoRc4Z%*WR^Q<Gw)=Pz9t9Z<?QbGy?ou0NKAX9??ELB24Ir9=Ai
z&avIZG?_UY(vGW(H}iVULwFzq$B_#>nAMH)c0C=9?F2eo=`1s{e8ybVgO^iuyO3+=
z4p7ltOt`%fnM#GcxCWC!M6dbXiCgjo*j!jMwxQep3nHNn+w4F@Mhnsokcopq>W(P1
z7uNdY$Oe2uN8?GHHZ3lj4n@F7<o?5cf99=*qi9W+usd1^@p>JFH0Gb`oBtK(E}!Pt
zlLx7&D(AgdH;~$?^WV(-%L~uZwsRjhhQzb>gKzNv;YEZ`Y~bad8;EWd5I0gmzqeQ7
zEW3$7<l^wgqh#gRkdin8i8Pk09sB9h)Jm1pO4m>4Q*>Y-X^*tX+x^)uEhaPCmzfzu
zF`1P-a4*KB5|H=qDaKX4PEAugmUJ!mwj98umm!uU5!2hog?IP=Yg@qEw{QPT0_bo!
zxN_wR+qZ8=rBb2QYX7MU{&&H@6TIl?XmWFN|F8|*)YL>=TpaD~?f-BnI8RScT5`^D
zc>W3o&9EU?8+p*@X$E)rf<%t1uoQbx9EUc3MNH4}gs3DOl3k%O(vyiLeaJg`nXv=i
zaZ^f=44p&S{jX3JRp7mFD~+ocpzH0R^l=qpy&C}!W}vIol3STWR@HqPo2v*F2hpK#
zp(aL3)rijYO;4hkDh_n|mP;Ks*;>DgvV-}!i<L~8IgMbgikA0}Q(90!Nu&es1aGv(
zb@Z+aAz|1MIz2Um7t9-2>$`?9N$~G&&EN=aP1Pio^~P?sax<}-Y|$0wdQL>ybeIsY
z*Zv?3e^Z`*nE=lxIW9WN{)PhH&^*t(rB{h2ia8w_d?oi{N#rQLtlWvoJ&&zn+qq@R
z;-(>soDvCMx=NCgJlJ<H2$#u4Y1vt#v!dyBvH=g3KP}FDJav`0TngOX{OB;(A&@z6
zspJT8Bcgj3Jfg=?Q(lU+r3saHG;)WQEAktt20I7~mJ;kcnDsxu%D^GRxxTrX*=Zwb
z{`@prM-?iPsTFx*@DHVN_AuhFgT9*+jgKcCRv9*@jUcy5y82$D{6i!95<R7&VtnN;
zl2m<h`48l*=nAg-GM;-q2#>2R<jw6(R#*#N4K}_p9AN&}K8UJY2<v2Lg(`-$DFWWU
zvY*fFeb{$Dm#4?Xkl&$aMMew(=3lX;2GTsTFA{Mp9<pgzBT~4^Zj$eb2>tOVD(60i
zf0+T%oeb`Gd6HL-eaA<ie#(^|3mKa_i_E%84%EV`r>ulN2;pXSEaJ)D?Dv=Q@tgs?
z`^IVd)VmWH--%nP&6F3_u&RGQx=v94E{u0f$RN16ov*vdNYVImS$LRT#SP33Q(_%e
zOPa%jXRevK7de{R-7Q2c>_x-g%RF3JOsma}p9jB#VZ{e5st|!g!bH7+j=Um94o>8`
zxI5^#Sy?mn4v}Ux<wH_fY4;<b_8t>X*%>!vEaCRM+;h#R!dZ_dIgrR9qsZ918&_)p
z3HD@u_9$dg@EsB+yuhQYS!`~-PEJcGGsC6S)-|xV&X3ueV#;irneR~ZS>7uo?fwSE
zkO^of1aW<D37rk;<YC1#xskSOEzFHLLqS<EMcqVnWQZ}nkjqwU1Oa`fBK0+3>nNha
z*uWFjXSgz<0BzA?vP&9Sr!%qOqKtX-$0BisV6m84y6*(TTNHE}H-x)Cy^3b>XriY*
zN1CEDE|-g==3CsimEtcmV05}L+C9-ZjTAILLf{nQuz2xP!ZWDF%0J1ZDt#48&MstQ
zuXs{|z5<}c*vi7|JMeS~IXYrFc}+ht{^w6g@*Y9Ao@1G9d4R^ZGdIeP^Hc3$?p(=6
zZSX_XAR_WYCaDe)NeTs#u}KKEdSbgck&Zmb4v*2?-nxtV#Sz5B1moY|hbzr(c#fYy
zYUVfC)V0VLo<|^(;<DK=Up$7bBp+!^JFeD36oxJ^a}6j};B>;V?;$7(v-vopfPOf#
z4kA!T;HbO+Rs-@$`><X31!uu+gz>#GmDYpGgM(lH$fy@$2wZpqfyDiv`8@nxsAzs2
zk<cBxvmKSZH{R|O|KT#KTHe9ieJV;>r$41RT~^AQRuSp@#qYil{}~ut+jzNuKeo@T
zpy#Prx|S!=%}Y<A(~a<e2I{AeB-Jg9{hQy%p%P$KdoXd?a|r$5dhs=yJDQofwTha8
z7KZQG%G(WJQEDpY&2IA$?>Iy0;Syq^J?OMz4Oe1H!I(=Q`zmBAC!%vRk@tTcNBKU)
zQIjy;(_{R4EsDq0NF#<K>^ci+V4vUH=cvDlt@IG`J{x{JHa8)Zs1S(c|5+3NN8mJ@
zd9Qmk9yV{zP6_ARMQ`JE;3IBS>ezq8o3wTrPK6AKw3U0&2E>mZpzrYnd37=-NKHs<
z{kX8chR};f!p_`AZFl03i>ddQP|zb3Z9yCht~PNnRzOgJo}=Fs60hlpe5-(3@l{&t
zjkuJ_bdHW=$ck{JK}{@Gt@_sppin6MPjvuYE*D8jNj!Y`@Sm#Se-~6&SCf#CKu1Rh
zlP6DR^XAR?`}<Q`TFSh6^SFNfIw2t;6crWy-7au+Ivu0KHJq$y!`Y_e(330Z_lA}a
zB0|_2@*}PeEp2OOa`=vs*eE$+S_@j0iN+u|I+ZxE3KUegxp-J_V&vN8`02B`knn&3
z%5}6ZdmPJRKV*q7aAMPUlr@$yXlN+WT^6AZNMS|UC!{z+`Kfd_iU4mCf_hNbd>4C|
z2j8ZyMelI3Uw@3XzAxY|RB|cnGN0}L9I04>!DPTcNQGa631f$e{+&lKW$tr`|IG@z
z##Ya3P3!q4;6vp97Bkd^i{pHO2obTiQM}yz7Lx+PnJst^i>;En_Dw|ie273G!s)V7
z)v^|i+bBE~{i!5}JN9!NX)GsPoIqWpFZ1oqC{XdeM9&ESB=)r*rJz-emn4859x)6M
zH?X(36fc20B4HZm8n2Nk?Zx5D)6Dr+ijUn&kbfL{VH6LIw~=`1kadcpvQ<v+$bLk3
zT&KOX6od9M{&CCb@bW-XQbV#Z1x=iQbHa0!`aVGB?Z^Bf<GEP4m*aapSa89~ZQWH;
z<nzhbm($>-!FSqRqAG0ogj)y>bs-Wt5lYO|I3+Y#lsGJ&xIDC&zdcA>c^f8S4pHhb
zoPiTCc#Cjv$t2rD$LhuYSaw!Xx+<J2@*<X)LXnz0DgNv_zS3gW2Zk_wT5o#kkK@r?
z#pr!D+(tWD?jOs94u2%|R}nmRoU-@c!SI?ExipQO2n+F+?j%2GrrmJ|uj)8j;{4E=
zOWAm+o<h%R>O9I=^O2g~gO+gRLMEqduxh!4fLmR-kS!zTbvZ}%H8kPDkXwFuw8t`H
zYaF{jzlQj}il;`lBb14#c&rCLN)ye84^Z(%D%Th3vD8M;qAFo{>vb+_444B)@$JGf
zWFP&S+=@HYUPz%_5XA6Q8-~;pUaKph@W~xWimEui_G^ABjAnj66}5*hF{Foq3q7Ja
zaWb1=_Zr3r>p7``oxWlYd-fr`Ig4}KZH%0j%pF+(<=qxDD)(KIR{xC4VZidmx7;v~
zC)Xax9%VKzK@A-ODMFVU!SX<~=#UAE8R(Y5`KA-B44ueN*@;B#C`8cO%)rl<@a~R#
zyzZ#rC*>nNJKiBvT!~LdJ@ei6b7Euyt}E?S)Cp+`lrZ7_Xr3u~fUrr1SNaT;oqMw<
zV<u;<N<Qkn0Lk6GJl<45g1#Rs8gCNz)CsIxU!i`++r0hGOAKpKV3q5U7;ZD|`EO7R
z9nXH#RSZrOla<{#D0r9oe1Z@m2D_2z_g}?R9?e@3Q%H0R{*yd%x|~ctI-Xa1J%dAZ
z9+SsJLWIG*fBzQe3m@@t%1hLk%9*iuItpt7GsnG*Pg^@TnjN&ZS5n*}!&Y65sY#BX
zE&^F~9bIqbk>ut{R6tLZloJ`G!uQlXzFfBw|6htpR`?SZs>3ZYi0t%%9KUddH+p(t
z<`$y3aY*~F!qHGe>#Iv3JPC*0g}AvKS@2EVW*k6x@fgH*g_b&qNWvZ<#8$iyK|?Fz
z?u!t|jKJk^VEm{z&cX_W1DD~nyJ5L~1^0z3xV3QwxT)#$(k!IOPyhFQF#ZBAmmRya
z9hb|FMCAWZS)ke-S}IyzBi#GF-+i<GJ6a5f5g@|LecZo%uN#MrVRvdN@ue<wVJT=#
zP6jsEaIKm}?w3ayoE*-k2S-RRk??Rq5V9Bv140IIr~VerhGvY-dM2GLLs#KWlMv$k
z5>X2Pfk1x0+zB4<VDOUNh|D@HJJ-_Tc!+YrS143T09a}+VmZAMiEmGw6`2@+Ek@MW
zANQp{A`R^QhkJCnT$oNwL_YXCgvx+_xy}D?;Q9+I$=<%3-g|cN=9w>ed*R!3kL$+M
z+uot%mwKW~T8VE0lQEBAWj7=NemwL`r948)(26GNtIXtmZ=s{ZjkYWm^ZRz;VADfP
zH(jhgQq6t6f`^U*OzC2Zd$r@*BS5Rp!_B)hsc}iX{p?I^p?Zp}rI=g>=BsD@YdU}~
zmy5sk0~kGeG<)~%{qO9<{}F_Qgs^MZE@UzphYlSgFfb6cT1|9xG}o_RN3B+K=+L2m
z*#F@V$qF28ZK%UT81(9DF1>DG=-o%u*{Z1c^feBiYN5+e2MN9*v`-z#)(=NA_`S3E
z@4kTVlBbCc6*GKTC(gh00ed$b!u_Qx>XtrEb)U}M`qiE6?=CUs&9|}aN<;DF3dAXw
z(8PN(r{^40U7|TUYYxLa!_b%K;wkW^BL5~u^<{k1{uAqbU&LMb+bY4Jt^@h?y@Tv|
zYd5_nrV*STNyzviM9dh$j3?IoPW}LbB>^l_KhE0bk8!$w^F=2>z&KXm<qG4Ore!?k
zGl5xxcM%{!E(ym|F@UPpcWBn{r?TY@G;U+?Q2e%K9YQCx;xaz-UrU+22ru7qZiqA(
zU0SBuyxCUqkmimk(p7!w<{m+*t_JUhdM0{CQDU<bpmrh_B~okOLt?O*y8}J3SZx$}
zSK;NTrKe&5%}p8xrT1otQBTN~8yNCpaq0#k@ts4><!>-lmE&~SDfDZhwb0HOaX(fl
zUtqT17!L2b#@-*{`N9wi^p}bDTug<r39Tj+K~ysFX0UrmXpU*bm8{`rq>fT$95$yv
zz5*HUigtW04pOF1K`azwcE(X>EWx)bgJ@SM$9+ApmRb1NtpV)>PeMN{VzM!rj)*~2
zrr+e@x89ib5xj1y<l)Io?t1q{DY7syOiD+&lAyL`gqg>YFF%G`Y8N`~+K0N_7llzl
zqNNwU#RBvlEoj3#BcHPt|M)owS{&TGe+|8+m5-$>QHqt6x0lgsbD|Im_%$*BiOdg+
zOTy*adQ^!XhzdRNF^aIs6m(q3LDTHQZDJAm^ZT-1?2cu_8P@)EoA3#vX%{LOS7o5G
z#z<|IiLbp?Os{Z5+a#u0XQs>eXP74HjC^1Lsio~$;(TfT-iO#kHD6xchbSqUI3E>m
zGCSs!U@Y!lRMkM@{X&e20-X8;G&URlMmY(QOX;e;PC@UF7&@Rk`%i1INrm_{e$F0=
zm?K+XqRB2q6k?!nw>tWW+ZiP8$p|kIZ}m^%*=RLJ4$;Fs8>MqA{y}n%^_z#fK}&Oa
z67se?n7sn|erqAa+f*nbY^X|7@oKI`Be3IZujR5f9lc9Rv|Y}mL?OM3Aos0Yf)$f6
zja<SHO()Rq+Q`^$pQ3GlNR7z{eNr-;MN;m`b2wOI!(4O>mr+M}Pzcke&8Bf+JbJT(
z<4y&SwthtGjg#E97V)^EFW;Hh5u~5WBVz+MwU3ye_X!S>FCWLu{!8))uqEePf<q(F
z$ubF$_a#mg!@1^sP84M@Ce@qe8P72H&}>3wW0}^cGwoU-*Q#33SLV^K)e+QMhqyz{
zw0^Nz>YM3$`vIPEKio9Fh^0c5C~%DK#lh9D(`!#XeImVx8!ANhOe#(OMm#bO@p?~R
zEM$RLfu#ErxLht;-&#&njTxJ76t0js+Vm1k_kA$kcpVnK4UtLEbr7zU?pQNFKxp+q
zoI3M2^5=A7-0%eELU&9$8P=?02%UL&K0A-L+aK{LTTl8l6_TVU|ItsvKMa9Dj6~#v
zR2=Y6kv{;j$de%Tb5ypx_6MCpqa}}a<5|>hBmZ0Ob;Po#>6ESDPD(RwjRwNJ!nqLT
zNyGj-EMNCJAD`Jxx+H+>p*j|fS-^quhgs2eB|nee%P$iSGPUR9+@6xmfFKKVKYx?w
zPoH4Hsb7eh5s645MBw3rWa)ZLDSq(bY8(%*0w4<>jN9z<Sac0oGpccTN^qOE_D|#w
z!2W0#;^4vm$B;jOv=yt7_)59@{Htt#<wy3M-^28`9;5bA7M8GP@D-r!Vdqw)7e9DA
zxLsRM<ehUQ9KJz8x)1(Qe)L+Tpd#lovWdAIHs51WXlLHM<DyY#;jC8!K6cRcsz!9A
z1@8z2-Fr=A%tw7mdMA*NJh!k#f0!a?Gp8+&{^j=kNe8gKy`7AV3^s1u$hmXpm^g7F
z2M!$ggHq)G$;ipc;e!u8;L@c_w6wGk5D>tqQKNY6wb%aPn8!Muj!(M#GOtr-LVq}k
z#M>KfO%(?hkD$!tqI<iO=qYgoDne)v4CDPFEqoR5{_m@504|Fe!|v~}=G-Qu=nf8B
zEJp7jl&N(LT(}K)zu&f1zj8cFL6avR`8-2)>-(tW{duD3D9;AOFfwE<hZ`>O+5NBS
zXu3~%OA7;|2JqdmAJE7(zt`1jZspkvOX(BT4-c0oH!7~PdE&Q!Q<&}39pk<^m$klY
z5D7#WohDW{yu)K26By+7=h>XaUXImXk67e|Qu;?jnqS#KKORTs@Z!m~j|jDRFtN@;
zjx-K0M+Z(^SY>uXoGL^%8wzJF`(^ReSW9?Nt!IpPGN)@g@E4w>tg@NzAEXgx)RH|x
zLD%wrMAevRu{BXKrW3i2OGG9LaC<ZZWr>vb9!H7aaspewsRWj{qwGGAFue$?PYe02
zEgWwuV2yhZGS0t4zGq*0+B;KbtfEvUX27)h*s3}RnDKwH_t$}OR(b#b|D0>wXOfA#
zd(xy$o4UI}3#GKhDef#Ti#sd}6o=B{+EQq#QK7DB(#G9=lCg}>{Qltcx%a!jm3#O8
ztiZi_{MpRRb*`N2OkX+Ib>63$2#pkPKulynf!buGKO&4Btv#rR?R0nRiL%RZZ|lH%
z_$!RE08&W@;hAeVtrFuLKFUO&8sjrbC_C+VzOAP5>G8BF2S{**a{QH}Ja)R8Ct|%k
zGBuxy^Z?=IpL5yQem;x0ac*2F3vR4HA=VNM25G2!9BW4la_vImdyi8yt_c57D-y*h
zOzV&EzEHt?2lw#Ox;s(bQH`~th0s7G-<st#so;S(ViCPHihZYCe1DmTR|^iZ<BLm3
za=MU4hhhq|@@1Qr8y?!qvnN;Z>hg5773Zk<s*Kai<|17;OmssFuck;D5VevrU(W5{
zlw-c@D)u+@^6<)Hf`I_8O`o#$%R`)P$fM}OYMeGHZ-g}R<%KsQv&8eojq9igD<-q2
z1yf4{IoUd{)9fZeo5{sPH3SVJwE24S6`_bzZ$*4?7cXqJ)3tCMk0*XeW6AvlK6{>*
zlSkw6IC!aB&#?A<PPike)DP3<dJeZ##>FZful9b$Z}J~!hHD+cv<F%ByHethDbUq^
zLs#rr)Z%2q6V=ptbvW5UL{$P_wTBGVVfOY;MrNvE;Z<_%AIkViYo%4<CAT=7_l#P+
zvu5+S^;7O`(Qzodl(%~Pyf8kK821u>D7&4PYvjD*=qDrn8pK)S5$8?e#yi(Cc%F~B
zFS^;@afmzfV>xy8N<K3*P@v2tU6zW~=cLMBk4g}DIpanYg7nXh)mCdO%XXf}+}Lq+
zcOAj(3a7*Fq}tkzTF@}Y6wSr?tI$eQ*wb_tbEpbme+*qsXSkzakY{%|kSNA5Hr_$&
zTUMgZHDLB>m@fE9NLh%)QcFs12vso^==PjNIYvfxbQIB|ZJe|uGq<3P*sMtiRtq9S
zA|i<a+2p&hfB8QBZ@+|Z^cXY?FUL4)4DQNv^gQ_hM(sI_zu$w{lta+(!MWoiq;cmH
zXgr8~>DvT@LF^A)gsY(y<MSVbqyumHYe<tW#obxU#;Z24@Fop0SG<SVnE7{ocmKP&
zy{)tlK7&G<idfL$@-`3~avu`me>Riz|IhF9@o;`IA1rI*asPRoa0R*Rx_d}UPh;(x
zh1BWl7=1`i|81k#c;!cb@pHQ0c?0)Hub>z+0rl$Z>2Z7rm13w9!BjVfakB~0Ovk<P
zVS;^a2njg^I_eOG#?bTO79w8XNTB6$<l~<~9Qua^OF@qf=k^OwF8mIWSoRl>|4Vf0
z!sQ%4aG0EDo@2`8e|WytJJ7>h^OkV9$xrC~I26)ox_mL{OKqfd+7Wxaw2qac@MaLx
z9l)aKK^rL|))SBQbQND2A~Bj9pk#nbRUL}fDXe{H8J8@ZPPx01X9wP9p<w}`;t-62
zmPDtCNJH2^uMEthMT_|1haY(Asi(N-o_qe%%l>0otyV5cFtPEHv2^x?qa8mPZSh!!
z?Vlmqvx(Z`JhDa6xX%Q6@LCnmn6APkOaHSgn9i~X3%yKYB^`q=U{KBeqr#zw_=5L(
z_VG;UV}yvLI6YPLxEpx2yPaOoAdxZ?YtzTG-*tet4lhR!?55k@&8YYS#zvKJZlIiQ
zM>mg@JWgp_DW^M6^V;Hdhz0RqJ;%+q?QF9BK$0|$MsFK88?T^PIqL8JUDa`ncB+`p
z<y3py_|A2R{QiE-P6dNXH3oMGUat?kOoB;tj>3=<N(B*zyUg^vTPSO@6G8xyKOV97
zU4nZ}#C#HoUM}L)+H8!6GqCqp5hGHQ5uLye*%8_#^~~^Gh(ao-J*kap@2}@{o}QAH
zSUib^gn3ldrw_7N9m|O?p2rcLL45xNYAww)YV>$AV#qfZFnInE#*hDj`iLx&B*mO3
zUqE|BH}=MML?Jph`vPdCRt^lw&<*=YxaNCW0>flV%Sn(FBA<B~XGG^{Ej`MuV^cYm
zX{R$y%$N_`Xw4tS?g>Q~9gU)<m$~(OI9C#hada`VkVf8qek+~YAQvw#qH$CT^ONRc
z^Y;?j+Ku0)MOV>)(*$y5GEMn@UO)CDhgy&0-0UZOhK|_WL@s*7N|@V(#}~y`vj}U1
zk_Rr)Q?WUnGhI@4-`UPv8RIzjj00&fmb_6%xmBG(L8Fp_J1ZD+6m!eeTs%KMiTHF8
zw-^kFLVCF12@^lgJWapdMAmE*j>Ct!CBK9<9kAiHndsF&f3XjhALpBuKcOgSq;a4K
z-EY-&HT}R-tKMbXk{kG_v5-3-8_UtVK4rYIi-)31k<8C0?HxO7<IfV9Jr<?DgxGEi
z<<_x$F`Pg_*IQil#B%)Y$7r%DI6PFtii>_v+gp!uP7zN+*JQqx#h^%Zu_*l{_msZG
zYsD|1FTEG5at$5lws2STP0ZT#0)%GJKb(XuYbsZ29^ynx7+y;zp;1QqIzt#2{sw#1
zi?DQcp_Z8u6{*RyNAqb#C1-M-d~)aQ%s6upOI{`~JGXF?RmMZw<4lRmV_C-ibR4*c
zL!prje!3O6R?LJU6(5W*q_Vw=z8^cuTULPS_h+e7+qo-DO8KozNr;$)T4Umbs{wDo
z$J1#y|HVJlwznPU!cCVT^Vo?orDN2HQK*toYZDo?hp?_>IoZZ=93B^oKlm*Rr(eL<
zGxadw<gMHz+;BjRt}>BPEf!S0Jsj~x;2E;8z#+ypdjf?uGE9<o26826PHm?-)k0wE
zOvYTWoVb_}JYTIwvEnm=t{(hdr|_Nn1jVXN`06VdSi68qMIwXhI8@eF+B==B`e`?=
zqla;?zXx@e1LcKx;2$VQ95WmLv5hD${0NaU1nVPL;caaq<jo%t$$tK$+1I`Ycj=3K
z`*aW4#ZI!<-t<qu_505f3<mM|JMehh(J03LKRx&N=X~?PBW$eQj5)EJwOJ3d?ci=?
zQW?$WL(G?rX0z=K2RGFt5ljB+=eT=%Fu(FN{?Y>op(@-Hq?l$uN~iBF0?!Mm5>tu2
z^EU``8G+VH(1z0f$iv9ogG9aa4FP9Au3f8<k9z`fL@|Nk9^CtHK$>?WlGs0A7U!32
zaMw-_J^28o=X$u}*dAh2QV9lw>_2Y?yH9sujMwp%DwkysPUiNBm-E0Q?=$p84blDJ
zQuxpXd+8{SLt7Jz)Y(t8)y$8vYOGEXqpbs!Ur~<Z;5b&VoyXNz%;!7XPJVFg<(aVi
z(TTPH)sFwW2H~Gp2Il|n6a2vkAN-F#{6E13A##GVuO=~9geoBh$C*;(XGF+jrXq>8
zWB&F>$}Z{TZkd>X>oBbY57IUCI{tv;k3Q!l-!X<oI6d_Q0>gh4{s8irPO4VSm)7r*
zi1lcdC8Qcw^ZU$ucsA`;Udp(WR#7<zh8npq`F4K1VjnNec!~aAGpCzRQ*0>VlH|*I
zWan=&4-c?z@$3I>_yagkJCAjdPjj8|QeKXD^nVoo08$u3Jty$vBU2iOCFo*Y%*Bin
z_Y!Xi5*0qcwA47h4<07g?jWFWktC^STv!JNSqzy`8u|hrGC~E^ntKUMH{nb0<M0Ti
ze0ZGdnB8bJIkfrPIU(}1G<rHW8?L7+tqD4%4Ac&@ZR&XxmD@QN*Mg$EjOGj#InHnn
zeDMsb>=Kl{*)&R3c*GKH43Qn4h2x?<tXk@(A<;yaH^_zBMabl0l8a)<Ij<O{M#U1V
zoouVXY^i`&E5cGdkx;*zplTLv-g1PxdTOj*6se)K*4mg>qvNttHR;*uEGUcP{QVwg
zp7!xs{Sa<lCZ@ABr0x8iuy2k~GB1rfO9-!Z)G=6HN36VvG4f@o0+FbDoY*6+^nKq(
zyR3^7JCD(Dx{T?@X(&;#WBCJYGCdDofk=^p20@8G5Fj}=7Gsm1p#djdayMUIdKHIi
zqcQpf`u%?1pJ^k^ZALe0m<?w_xv-#%KxZi;V<L{_`JCT*7Om6Dpjg4UK^XEFXx`t(
z=SfP2f2iV`x!Jt4v+}?CUY|3H{AW5aAJ1Z3NEzCV!<@EjXsiE>u6g6gl6B&dhS1~k
zG3bh5T)zfqTN5I`9H&LVsEOo^JCU86Iyv}71&Xa(5&Qw#kLmF>o*;elD)M?PRP>aQ
ze!&{fw+#>;t>XM70kuQH{d;`8zT{KlU0X1YzL;2ZH4n6`V4ly1;OV8&Dkoq};elDD
zn0n)}Ih9n&yV3b|<lB$Y+myv<l^^%87H578zH@d&=UQ0d(GcnpaqCO(&^|sN{hqy?
zmv<!{16I~*jl5fRk{;VWk|w=NZtZt0y7oh64Y^3yCh%<W9b{iHkt-LhMP&A}`8F>m
zuY&hFyo9~Eg>|i;@zlvD`TF#$^ben9z58Rfc(>yUy8ll(jAjBs5BD5-jn!W)XIxAS
z+txnGi8Y_{(TwRlGT|Y*-72m~9YeP9=er1x{rE9gj9<v1Rx6g?VO}dJ<Gpen$)8Hd
zvj$kctc$H_x%hqk6gYhhN^BU)cT?W+5{CxAq<q^;>~vR<dF}OFaNj*7rllfQg&>>$
z2(GWz;H%t<zw}Gwv!5n7(8bUl7tlyN{ib}Def=r(cOPcXm2>&_{0lHHScp4$9?mi;
z-ebEF>k9B6+kkB5V~CU?*f;(T&)MS`-`@FO;m<!jjIBY!mPdOqg^9?2=BHn6_=BIz
zi^wIhXq6@Z@bCvP|2Mahbk0j#n85z>bv*aTvv~FAC@CzW?&K+c`|un8ZTJI_M??_y
z<jcfvJ4MtxJ253)!q7`Mq5alI#%ph&D=DFR&1!l!Zp7YYqwzO)BW<f7;^hqh2uc%*
zSsU=yf5Gt9CAfaP9NE}MewE=5z%XMbiH2x$BL!ZYwvd|_&F6`UV<|81CTH<nQp4id
z@zrY_e!Z5Pw?57@k6(>?NecZT0#d({6KO>#s+$lr`xz>#<)bIeSRJ9H_jKXAZ3v@h
z0jUYGTzUCiemC$oXWiAj67l#Sg};B4zk1bWXaD?QXLED&Km5S|Tio5|!2RvlNH4e>
z<*D@;`*)*BO+df)E#kk5<nV2UOillctnl9xWw?<<(@SU+qiG#@5P#t3`ikvTVIm%R
zP))bx4I=f|{mF53gb}5baLjcYU(okQKZ{pJArgt$=Qzd`<s`IX4I+_<1sMz3arrK;
z9eo`-nT}!aFdwh@lzXP$_jldW*9a;iCE<jK4gcfclYp2kCR53N0G2Bz^QL<jW@$gO
zl`|>PFJy=N5D)93aLVO8)>@8EJcCu?*D^}~Ibo^<qC&O&&{f8U8IxI_c?r@-W)hGn
z7?MXbeP0inp&g{#BazkZ<jCn7tmy$(w&hWIK{?ZHvyjX!<m|OiQqr7Br>6|@o|kCd
z{UY9RtLW^H$E^&-(_ck{#(*I*0@e8~EL&p0r7GaZ!B!qK-Tg<iFk*>7>evKwmX0Ag
zE{@TDF{@nxW-kjxDOOSu5Fti_qjf*igUM)(seG(((b5^<EssETLIe#fQ*mB2hCpK*
z3soA*<e7vHW${IFKJxf+WK5V#?C2y~Px}bz8{lkjEtcM61ez@P<fn<wy9&!qE4jMj
zO}=hD&NC_3arV1v#x9-6pu~gw&GiIq!}vxe;dHqXBw{oPDm)S&IK_D5T=W_b(fVT-
z>VOh=ToZfF7!eQ12}X3FifuqdJ<jrPY0;d=Tecr4@%LaGh~!-2Fp9byyfzsv0S(Jd
z{nY40O!r#ZceaCJ_s`d<t$97U<1e7A$jK(D3d^w}ZW9W5@#t;}=Zq&$)5Y$M=dh2C
zp<gT|t1BKwb04!Va<R238}Gm{<uB|aCN&K8gykrOR62i>^3zMNVX3^6;RE}~i^%1f
z?f26pmqV11aMdR$>pN-eJIpmjlX&;DR<^fh6R7j?oi_@xM2q+6Pq-y1NZsI_V?la!
z7Xy|Ej(G)^rcXuRRffi3MI;-|URgQ=p`q*#YAJj(k#{qLhz%NUJt#*j8f4AW-(ZjT
zP_Xp~C-YJ<wCY%!wSXs1yoMmtqAz}on(CX7XHMo+pNp<-Pa*1e@ny&cs*W_EiJ8Nz
zyHAlj6w2^9Ipa!gTsQSvK05z1N+iX6zHL37P0ehvy}+5?E9tVl$8*Q7=beL3k(Zpr
zb91gCPqPH4=PXs;On!TIALDd!jE?^KIkU6fO|%d7Q7w_t*=ptP@mVm~f#q>CA=+M|
zJ3iurj|WINyqQExHEQoU$kY=`7L#MoBOxZ8wAcg+mdvJf<7V8pKh%a5$Bje2XdU91
zVx&_aAm|L@cyu)uw}wiOfu(Og|6k)K{?4aKjFNEh?z>2M{3(W%x!8BK<EuV`V);gd
zs3L6dzl7_nH&H*ffzDTcPu1#GRIOe`<+a!G%`Fd*dG(FV`St|D|7S1U5r0Z)G?1J>
zic7uAI1+1N@k?V^SiFM40}Z&QWHEot-(P1?q)?)rcLi~;mk~1Q7R<M<LJ@S3vHk<(
zF|pVWA4KQwB>asp5Y&GNEP^T$#l+`P&iMr8f-Qe^JNVZ|Bo-5~dNoONmarhg!$OON
zQ7#Ymc{4GbJ;S^=-$19=@Y#kZ==s>iQzu{N*{9cHF4p1H1<7r);a+qJCljYqX3j?U
zd<n_kM)FrD5s|hCOR0+oUs}T*y^j(tjpTmQEl5QFeNg|O_^T=4|8AS6*X#e<%l@Nv
zdxOX>y&21E&m+C^MHF|ukM#W8u{?b@p$jf!PSLY`$>aF>`9DLENQ71~jtJe=v<y6m
z$KTI>HZp+~3=VHYEzd{#7ivqTi^h|wieUfn(Lec_CD>1?wVzA%7yi+|i$o$OCQRbu
zf>m5G`bzYQe_vmYVG$?!4uC>g3gI$0do?E78o%UsmamB;g%pc~8JV~7WYQWw?mfz?
z%604;j$}~SL3U^+3YCJXJ6>i~L=~?rh~>IxrV(y-aVE`3;{vFO=*1AoB5dd!wx>U&
zzUc%P9LvYJsEn!K#S&I{fc85lQK-EYWzt<(=0Ay{NlKU9h7%($xdgwfhlCZ8Ogi69
zeL%&lmbZB%^7_B{7nnpUCbcM<;-&dy%_$;gatexs5{yGF498tgo9j4{-8P#0e56Z5
zIc8Kat0Kty)*-&~MYB7nh)-|6oJ?DQvYvL#rUXXqchD0VP0F!G@|R~27l`KN!>t_M
zbsx5K2l2~>kmy6$Y;WP}pY9~fl)~oQj`3aPX@=b{o*#QY;p>kQH22XHl+vUy;Sl+e
z%jMXDJ$&u8;15bzJZ~)h7CYH}E;^-RTIY6<GZ;bQa4a=WDT3w%J3sgH?7_>}u)PJ_
zrZ`wo#Nz%IB38s8btp(Pv|)`JBE&zP*W$bkZ`jMFGcwq)ry6JPJ_!0zgiU0@eMYj+
zMsxUvW_sQk;%KX#ll?o{93e;O=)ja3N6R!Ho&hcXK^-;4Stx=cK6u{G?CCOwM5E{}
z?_l|RbI2;3M{{*OimPI=Y?B~Po65UsS99z4H}g(>fYv5IyMiBZZ6K6^ldaq|!Az1S
zhLeqco;{Yvc^W@L*B-3Wd>nB~9xX0nuqKHk;z%SK4VvmwJkfJ8#npmDfu_mLq8ur*
zCJFMhZkA2;(wx@AutvrCr_`8@el9+yB+y>Y#o<e_4g|^aHQ@Al+1c_vDT!+srOahp
zz7>6XHC-onVC^|Ye%@SU%O_H_$3>(jocn&<O@Ba2=6g-N@zqN>J8fK@dkvcwe}~OF
z#9Q0n<>M9|S06dX<NLNSKfjpI=WRqPQlb!yeA0QEhtBjeULC^=W0v6!4AWt6=JxO3
zV#UNolr=ff1YxFpKOf#JK}HqlU6zFM#%tN3oQpf6m|Ryr^^q%>pv^_=)8LC25i>AE
zYnH(Lb-!owT{rRhvP*DR9K+vymY~OlV2DSEEFw@{iTk6+a1CoX*&}1dQx725{-HFB
zNF<_U<7Qg6ZNpMkPTKn)G31ZHwylT3C+^35>&5tve2Y7246QG|f_7X9>F=+{yXXQ=
z^}3k<{yGY;`_o;CM*MjfJ^2{c4STpg|4x*}DI91$j;uYvV~_s77ZFxWoJq*<Kf&ME
z&CuPK5!kvOWp@R}`=3V={pX*j7fCgU#DD%d)?X9TvgJry+KGO5Gc^-ua4;>GMbjpe
zRx}EE<j;#*<O(TozjiPCAFp9c-!9g@bvuo@GCYC<(>JFmaYZpfpTo2y2bqRY5>_ta
z)DNAM%*f!k!Dm^eJCBQWOa7_n@mB-jzJ2=um^EwGKeZ9RcH&Vb=<j}pp=a-B=&8Fg
z-*f@;;>jpyEFzk8MzerTJWGJUf4xT~&mmfWGu7rhNVGa|47`iWQ-?`=@n1Yn9@B}^
zI{3!6?N5I8s%0JXwUbZ@f8Q$Re<cMP!bqfvQi22t%1<)Ou!K|LkzCsCrl_l#kdzA%
z#B!39VLYC60Uu^v&(#Stn51l>S9^ll$%XW}I#_$8i(6~Ed1IWH(KndLD;1+W<0Ei>
z6{kiI(`H=G@$r*sw)IoL<8!LtH*?x`hTz-hv!T(#2PI;}ra0WKU2Jl<ksdw=fA4Af
z)Cq`Vq5GO+Y_Od~B#4<6VPK5#w~YavK}JDg2$SxZiZ%$fDm7ARB)0Z#6q5>>3Dh=q
zFr<p-+EZdK`?j6<Go36(AawOg(z_k>DMC>DWt=_NMYl1M`wk3|d|5mR_BdYM-N4?;
z0|Z=dcAjWP|HT{ZVJ^=NjON*gm$LKVG2Sl7LHWrRL}gHQXA*Kj#*VHQ#Bvo*krz+9
z6^$eccR<9nMX8+oG>as!nDPh*ZQ*{x4N}sztwgB8`F*F7BUO1!SaFaAVY_eyLRj54
zz!+D6N|7H&P{tx@AD(U_b*Ew&J3fQ<J{t=oENnScj<s_)+T@>CXy#>Qb2`Jtm|aGc
z+1YGp%VOQ3pV%AXBt|&P;j@jDg%8k_;p6<DM$z%G9fMp<m)K3R*vq+6HNFc*qubZd
zoKNSVPny7om%KuIWCWHIenOh-_-55+bQ&Y-IkUMXZ#ptl7&F5|ICQ+2?3SH;-xEoM
ztev(q9tcQq2i%OmJ`Fa1gI%1)cHc41Q_DFwdjh7oa|9VrT~so~{Z@1e8DVBI&(=pX
zVR;;f{YoO&jz<U@7*}V(6%e>~NR9ln_4rE`qdn{3o^fmVtom*4KXea$>DRENu8z}E
zF^;ql*6tkwPb_g`(nym>bF%a}ir84LyzvHxqSY*W!^6vmpJMH%%Q@3o%A)w$ERQYZ
zXxRxmx*fc+^i>`&jHlCc1gj&NOHO{syOn+(&z;SqMKci#0!gyztor;3?wx)yy9dp5
zwwZZqoQ6HGRpD%@W$|bCAyy9a?9Mde8!MR7>gI$h7DJ?fw?j#Y-h-;QmNVL3F5mbW
zL7SQIQ}0ud6y(SIAH#RxD_k#Lf%CCtxPG^m;II{c<T$$f-1wpsNS;3FPsWI#P&4a|
zb?mzGN(8Au$_Jk@oH&l2x<2f!^|-yDyYvn+-v0o3UOt=F-if)Xl}o<=nCQ{@|H!YT
z|MkLCQ@HH+zoY(!H@Tr~4(bm($hiL+QlgXp`#1j$1f?3y>gx$z_Z1;8Y#`)?jmYx;
z`)yQz?L=ZR5tm$oa{pd#edY<Cc;i*XpM6T=qmTd5>rCMWUU=jdUcY+_{qjCudE-`U
z$Ep#<NfDPGM1E)wX}K|E{%$FsZaaX~=A&Z8NgfNki?PbWfBJd+#Q=Ed&>`--?>-_U
zBYFDir~l~<`L&ZIq!RkdXXx*LiO|=-LACe~K`xJ(#FN8TUM9%@XU&Z)f}<ui8RB__
zX;%|%ybVG0msdpT2ty=x5g{?L*Kz2-{=LsPz!B$ZuGC!pPdT@Lq{*z}B;T=tJIP@>
zC9+&DGF?Da>Ka0lmLZY-@eHL{Bv7OnN2(eklwNXD%#2M41qLW<ZNqHtr{}U1MqTD3
ztwK!RTjMCG945Z6g0U51;sfJoDUL;Fu0!44NqOrhWc<*L_e>3+wyx*M@HwXG=g`yN
zO;94kDym`5o3UIIK8-h{o@J)45Ths@DSuyK(ou^INJ5eb>pF}z{Tf;whbd_9WPgK`
zgtd#<FnEf#sR@{6CQ^1bQg-MB?~duDv@nBUZ6_XmA!CmZ(HT@?NsQx(-Z*Z_iXg9D
z&-*_%a^A-qSYOk`R)dCndpnu9V=McrY+OCIfDE%9`+$n)uMOkfj#k`$FHK$>Lq0di
z1*XWOscTRY5Crr|YHVM3;!uikm_)c5q8S>J(^s6!vP2(8Tkhu?pNquzq8QNGnUr@7
z;ou~?5@jT}cheIp$KRPpN~;cyPRgR>X}pzf#QD<qEX{SXy>B@p;pf{I3P~zs$8{3h
zr^cAJozrD8JmXO_YjhqJ(Mqz+VZ`<;seDy~Mmvm<AfbGonboN+Jo}ZBsIl>cg!+(#
z$mkywP{mz~`RoDwqw?rHuE1|hLe|m1s)E(T7LP|15<!}#o?)w>Mdo!JuTSGhw~tGv
zPeNAqF>YB2R=I^sBxC8QkkB64L$pIoa*u-1W+M?jyJ-l{M5mF_EmLDZ1j$N)zG@!|
z!+A`*)x`Raa=d<l6t5m#n3<|>DZ3lnDT<nc(yZW={Vb0bk7az+M80hLp3bz@oR^S5
zW+?2{hj7t`PdHDRz`eIV$jj@V$LsadaphQYo}ERi$U*w=yP2Jt#J0L`dHv{<IQ=pF
zZqb_*B+p}P{49PbOJl<|>)CSQ?HF%=gS9XJgz}T^_`P1*Eqz@6`8qBt9Lo{<>1g+p
zqLIP=jg);<PQ$fJQFR~Zn$qQ%PW;FOM}Q7-1U=z{Tp(8=b=WYb`|(-2Nx1J?#9lkj
zXI3GdeK`ehZ^j>+M|<>4l=pp#^5Jh#-up3ukPKWE<(#UwG3TWx{^IzEnmPkz_Gs#F
zT#U%vLgH^9B4y=7!YAhu@%~=4qes(MRmZ0nTt)G<mon}C+Yn2C{WC}Z4x{GJ<&qEH
z;#_kDH*Wokn=iiYAASsxM1n~A>srnG|0;CJQv7y1RjV(i?)qy<c;rze2E(7cF25+1
z3n$Luw%4B}BwWqY&t5}Wu0Y6BvzW8v22Ll7_;U9ViV7m>FYM&^X^;NVCJg^fqARYr
z;*VAV+iW)K>+2~mF9%@m+_^+X{`opRB9Vyq-h1z#-^yR8zjqbR5x%6BW6a=6h8f}j
zpE83hNT%p-KIUP*L=_C-weBCdC-er?A{CGJzeGaFAot7P`F}Z`U$ifsR}dKJ#b&sI
zZ2MML9PKCE5X<Dysnqm$Q!~^}^g%z`%^uvz3AE%k<7?ND)mlP!zm#a*AdwM$Xu{5;
zVbDi=zYVQNN{nAbm&Z+@WfP(+(iu9^!i%Tx<OA+xGOIYt9*S8^BBTE9Hovj#EG^%y
zgB5p@u<H|S_U)wQ{f-CpwamFP3-g!zNy`YOxqX1S&2};)(s+G&kWueeWAa!~q)N%_
zXr=ecToM!-0)ZfBJDX|jH_~eEV?gT0GF*+$E@Fk<M7A;lhe(1pGLp|TZS0P8qphr`
z_*E;;X>$mibK*e4(tIPIpHvZHR}uPJ8o?(WL?pr&liTPTh^3?^jHa1#o{NZ}>AOJ;
zdAq5X2qe{Ika%+r`@TEFcDIbX%w2pYNnp}8AN$i92u_d2+Y*Otx|QW094F!WJXY+o
z^WB3B5V;5O9DJ2leJgja%VLpRf;2XY@y&<0ce0CfKLmL(7{^Adi-O-f&|F@@kUESp
z$`I0AN7yuQA<oE1&cA#vCZ&|`-}9i17iiyfGjWCUD3}z7-yctL!S}H0?mu)wkD0*s
zo%A=?bA9h*Y`!)$t?A_KxfP4<GVJNS+*3G<mMwK`jqs7)P>%M(-w-Mn6I;5L9^)en
znbnk9t%O;dNJ(<=)S#OgYn80+Ji{~FhMBBZ(O2t1Fbq@oLNOKZmhyg)iP*ewwrPGO
zrXZQZu*Z>zL+GTI!>6t$tYUzGzKHLJ16*~ylVqcj@4D^ugr_oYk)4$4V|Wkx`Km`j
z|2ZoqFD$_}Duf<kF7K3oLxC)r%nwf@_4XrOnntP8$K#P!q(K>{x3zNQyFTg`6ms{C
z_p;MHK)}_=H$Me<%)5uur_Zn@a~7{&*~~+AE3lmyV#2|4q60d1#e_3Utz-1CiZH1S
z{5z@8OIh*L`?#LE2>IntBE<i^->t_n%qPn(XUQASqt`2OeD)6B`bv%;YlqR}ng8lD
ze|3Be519FE*=3x+I2MJa1?ht85SJ`QBofhf^b~s@eV*kXyox3w?C&0XBS!qI_=bjX
zx3!|q`^&S_fk1$(E`JKi+F{mBdK5`e%+@_8si<vX(X6pF$ZPrC&0n+m%jYr3|F*>*
z|A<w<e|9I3|8HfOzf^i47z`p3iSYaV|Dyx{Z}30q04sg$V<TEZ8O!;o`TL&9v(nEG
zyvi)!ZQRg(AJNhX=IcizD0-R2FMkH`f9fOdMd;TP;yy&KY6d>pMV!C?H*~mt=nMi=
z<$071p5+PO4QzOFGk#GFbFLr9xUuQH_(~b}(@HWL%F#r42)$@J!-u>C)l$q71=2&i
zF-<g3ey)WZ-?)&xY3Vd_nqHbwpr(L1i1_;pzaIT)h|OysM>~BiB5x9^(ogZak0UeX
zQyQ=kEgQliNU(%OVwH+0ZmOmzbPNxqiMY4UN=ZU0A7s~Y`AI9M)+FHDWoI~4%+at$
za(@W0qG%kVbG10aG<3`_;q&a%WJ;&=b?ae1QxwydVBno~ZxH>x73rwac$;L{-LP<Z
z8izmi;1tBfOc97bm(1DxAuMx4DR1_YStBBLQ4%FvhS6nq;8oP&Gg#1fB%#%gMVM^m
zmiN^>uiC?-aq*n@rhy->Iz-$lJ>*Vj%mf|pAKu4{XB+uwQan)x1xqxik&VBeR_|-v
z@rHs~HF`=H^fCUm43^FLfy_fvo|&%Xn{_FSex;6subkvEMJ$Drrcw1=E!w;=b_P?K
z9vg|JEftYYMsyr_<C-}1%)_jD_j5cun^BDGC3SfLL?-;)30@Du51;1lp^NCO*^9(?
z9-%v*M&38fIb#%;l}sV3wH1OkKIreJQ1B9S>y!9?`h<8#BVNU1Jlzs@`=Sx`on>@{
zgX2AB(hA#{_~J#J*!dm3ANMg-D`RY^hwqAp>4{HbQ9~^Y?z|3p!}~1B?B&X+WRfDM
zvbld3ZQVN7Sprzje$R<1t7&=1!Q^>!D9Mm<&2?+IJxfORQ-^83{|;2cZQL5BBY$rd
zDya%Z(m0wMYbZ%9Amyqt90`_FDaz&kFembug*>!x8=XC8S(A{8`-AVWdId5TOyu1m
z6CvMjp~%xot!oO$r|HOw%b>DKLgY8)%=E&xsEJ6`N4bi*Xa+lo&OF9o?GUPGpCQSz
z4sp&TBoodf;2g&O{_pTsmtk{w*tNHo1xv?bx@0Z2+xBx}^DZtswhOW3zkhJO^K?0T
z9({q8U%rb(CL<UOa(exz)NI|wvh}Z^(Ea0AK8_gi?=aA7;reTyNBgLUSMnY~EvT>u
zhIw;vBm3^D;;EZ%CV$l5zQ^%DA^=LJOqudOdgF-y869CP;m-eu_nUCxKp_$FS<D-V
zL?X7cj%<FNOX~ktF=V1QB=dHE9|q+_N)$1ip8qj#)V<0lU8VHO%v@1C4Y5v#Gdhy&
zx5QMvd4$$YJ-qnFe0-81Z@;N$aNQnUFMfx3)KrXe51QI4Jjy}Ft)0!e+nULnmJUEN
zMSs`K?4Of8N5l4{G1w0sCiLnFXljZHD7C~WvoI#>`M_aeZp;|0HM`O3!mzEpk?vh@
zu=rpV<;xb4u&18UsaZUke~7}neqdB)0{O}`mY#^D#@)frqerM;cM(Qo2$|I){O(a~
zA3Vz)S<BHx=8$w~8^XZ>JgG(kbyi$<DS}_Z_KpB)h$xi=!6heCETzE%fu<<*_7?gh
zBwV|{oo}R3Oe=8kfnUUVp%yd~i}AhGPsl}?#K>DHixn}t$3llZjByPa?6AmrT=h9m
zzdxJoH7T@o3S1hhW6i;KF1TbCLR}R)Whf=nJJ{tBbI0y+d_1q3+~cv#N%HfVyNeh_
zFUL0-5ap`T|0Km5)DQ?)6Dn?_s7uZ6`X&<7)41yMIF5flM9twe0tEQ}wQ6Qgc2Zf9
zORQ!Sii@uYu^7JkJsTxUP@1c-dS<eGqJxG{P7u&sflOIVc47=2r#cvj*I}|(GVQ%f
z=x{<(-?#MYFJ?#@Mr@#gWpr{#=0@jjBFmq^yY2*H@7P581Q|PZ3NlJ`)F0|+!9FQ(
zUDLrAE;+`pHnSu}!?y|7aaZS)d^xb4m8Ru9ku!^X8a`*d%FoiB?;u_@pT_c=uv&C1
zd~^}dKUc<E+drjk<rUaJc!6gpkKrM?k5v(!{G{q*>Eln39jfD4>6;w(Oy>2h6i)Q?
z^3<1a^T@0<$aM3eWiz&Q8<<pA$L1}2F`V4V(nVpM-c-VmMKR0{t;N{AjmFa@jP(XN
zu1P_k>L#Tn3z@Bxuvib>&1SrLC1hz15wuC@uQ4<9^7*K`D+p$n5PIW-gy!Y5w6d1(
zZ@v%FO^-9&*2d+h_y0}d4<NcIpD}CKuwm{+MCNB>Y40Rq(l}Or@h*b+zb{iYV#KdS
zXt<siUb>lk?tGn_pL!UHLBQ>C6Zt_Zi!*2ZUE%K^MY4DA-hcT)NBqB;#ah1Qc`g<`
zK`%{oP{SO4z4fsE7ReM*D>;T#q~U8<86}Ewh(rPxrC&f~nv?hHyD1-(vZ3co9!|c1
zMei2TQPa)F`@ZJx$uDusyQ_KV;e5<DWwPn%1GIdwgMNh+L!6E)zq_7?=D)^e&#m}}
zwpkZ0A$rVM8tZ;S@C;!Yn@*rcjn8_9+`frC6q&=b=5vJ4o=4yJpAi?9LI3i*82`n)
z{Iu(PHra;B{;-m;R5@QfScExpH2qE`!SFZ;208uuGc-DmkQ$eaKRTLeje0Caqlnjr
zQ8(PrkHa=Xx}D5kFojbe^wJk_VU(HJZVi$afHaxFfL+Ug&O#tUMxV{hw8{{s#&pu6
zmytLn0!#l7teHBAhK>#<CnVrW=)}2ih-t~)d~Ge@mZ36U%Qv&)h!JmzpJ$B;ERLz9
z`eP}c=;H*|CosL($i4;}Gcv<acL-eF)W_cHFr<nOuE`T~a7QxdYYy<BOU%3(7VP^n
zS#pVvb22-gudU={)M8YbX_8&U=&Ew6&D-(6m4%_)igF+m*~Fy`9bLz{^f!p{weo58
z3NG3BEFyfoU|mLCn-aS{hTCt_@!jed(UMGKgr9VA1pQ~bP${}NJtV<|m&~OT3BCP8
zY=Vu>8Ot!&x*#w}PTN)r<gsjXj-nuKhzBa_`0(}^?zm(sNilob-{NLsnF^5v9@rh=
z_EA9^8oFs2HJb36T|8HCB>*Pv5_X!;5-!)#7&RVs)MYrg-9q@Z8~CKDiR8>8F27|N
z54`>W+1FgoM4J}F{uUltQN+!k`M5f+k_1sb-Id2#=NQYzNeek$zLA%z&3tvqL#*$q
zA<?g3X3Rt+!6AkW!$c&NaW3m3nos-aE0Q8|A7+g298Y(wVq9%K0hxy0=xj`#J1KS)
z5~g?Yy|{uIJ|&@r8TfwuJ*^EY!k1-W()-XoyA|)Shu)7rqV@5|kwr!@DcOJ`v5?ri
z?naRPeb0hrE}BEyyct;AIuWE2^s&+Z&~Z3o#4kmBas-b)aW$_!@eN9q44c)-jFn@V
zd;Yk8OMCuz?C<s;CWZ`R$YdWI*vxaR;I|0>%eyj;9NIX?mHHKQc{`}^wg6DWVfq|u
z&Nq$ayo3TCN?pRD(4S}SVlpDR@0%OB_1%@ceA#+lT=PD1!N*n4&*Z`8hxu*u!`yc0
zcHa5Tmqer|Gk$6IKfK)q^G*1)QAo;m;fV@EKkUI$w44+DM{#%U=l(V?ML)G7o{&y?
z(_w^mEe%taGQ+ThgR@JBjL+e+knv0{p22BFANH6~JQ4?vd@+U3-O9{YEKIM;qPMl1
zNf~39?+xdey`K~9HGFXP7)qxP#nMTLl}e;uaQTLj*qjV|MT8}J$nMnOmMGC#RAf*?
z?{EOS5Y8KNIW3}3DAh*bw>RUJJE?Nkqq;bU;XU1qFOV_RZbGDY(~;gw&@HfdS{Mzb
zMl$YPio9?FpKI5!Z*>W)En#eEQ9w=!;+a=4usoXNP&fXVdZgR(iMvO|VErgUI(%rS
zIEj`tQo3h4r5+iv-c}r8Q8+{isGT~3VlBr0c0SrCqkT?33o|=eFl!}(zY$Ad5WgU!
zx!uJrM{eSRBiGT@DP>{AH%K#w=sRUb(|#P(6X+E6k!DE6(=~)V%167U8FPw&ue1~Q
z+5H%nP9@;<6YeZ0(Rz$l=5t6olW5y8>Ah#^@ud;c9LcMvjxl?Z4xwzA))X<$ybStk
z{oJRFV6#KQ*Jmn`G<Rc=PQ~qOr)lsV-s#$l%V1%RVhR>dC%*C5qAB0RxD*>Fp4dk)
zFNK!$TufhlPU2k;;w(FdOk~9{E{!)Dqp|+*ByX8>cyi1lIvcj|Xju#ESNw+cJ=IJx
z#;`mh4YhX|*N<0oxO^My#aFXXpNg}^%vrjKleF_>R~Q9l0@*@<6QP-mk1Qp}9FJb+
z=b+Kf%>I5PMJ0qbKSs}RJQ*7{AROO@;enTsC8eRx$sy^fr^)*K3le_&C<(uPl=uf8
z{JX>7|0R}4Feb&1gufC0>!s(!@yf@y^5Bb?@x*Ia|J%YJj0C`6t;wvSpH|M}ZnXUG
zFNi82MvIALMHtB<BX8I?15gn>zyV7QD|Jix(Ot@XMe(1!H-CB>Z&W>uxnIVEvtDBT
zU7yi#rj=9M%6Vzc+q5^hx##1R|CDxT&sL+%D5mFFEr}@t+O=Z|DX&7b>=xe697{u<
zh?M3%T)Cwgo3#y_wU4311gb=Cu9J@8%)}y`9TwKS)5m?%*_2sYk*CHo)t1co9~=m^
zgXqutxvPH^VND%)8+#d}j^u?y-xKXMqLRz$bA+Ij3aG?thO`RQ!(t>J2?LQ5!h;eT
zG!hQ0RpjQC5UNySpCdzwhS~lg#pzS%do>@$i+59gQ#e0v*CGq?A-0%E)H*4Rk}=uh
zp<Avb{gez<yN=(VJHoZsCZZYA@LKf%vdl21R1VNFU`H(I@jI;)&-e1OT92r;im3_H
z8Js;tW@j3EZ5rD3E=odN#C0si>GyHADTYr@Wzbt+jo^|I<rt={wT!eK1B6|kf#Xm=
z5!oeJ559*wB7%!D%#2dC@L1M!JiqcV->b%Q&+;)GdF*#c$YdZ^Pl7c_dUP~OPYY&m
z1fg~paTjJ|Uw@o{s2u&Wi;36PlR0>ZLkZW>W(+4@5+qXIghLX;X^n>Py?#vcB%A|2
zlH!#3ryHqj>_(dvgYG~#u~AZ#O)k##IB046kZ8kgJk;ER!G0K_v6nNaKSC_m5u}Bl
zf^1?c%DFnL0^#HXe0b;Gd^g~yz2y|1m?W&<mLZh~`Q5@~E-Q<mr1E_ddUtTgp%c7&
z;oWR4{ejeP-lX>a`CN8Q5*NL2JIm_}IjERTLhk_GkAFpTWIGyh1Ba|WCP`OgY^$SB
z7K+CZhP5d`W>AOAWFypd6uF=wO!^J(Q5TT%`n%X)e**P|S0YJF`=jeyBoZMF4MiRs
z`%f7^BS!phrPZkj3H!(F{ro>Q5&(at1jJm(!-SLc?{3P!Ocs-=;vn~jTu+O)mB$BP
zVM|v#D|P4bp>r<_6l0Ny{`_-83bmBSzF$S|oauD5NICHNDa!UV(m$Z*x>qkmrTgcU
zFwmMLL?$QWRGV<^+(d0-5XJNqJi8At(Ui^p@DdI`aSNR>Azaz&;dI3o!fRywkfdjH
zm79a2ZraCZ(bhhM`l;`@xgm~%&l_mndX&!+O;~2k<BUDXf%s7z69hcxPI1}#hZ&PM
z3U|v83cZF?CmT`g^hi8DI^-&5_`r?`YeF1?LQ0=ojLy`@;0_sivEU|ymFa%AdUdc-
zO<O>M;`*Z;7}Z4oK@US&@pw+Um=WL3UTZ27?Jl}=HCTS^C!)|#%NY+HPAd;Sm_c+~
z1dqwQOf;z3`|=)6+CD*QQ4(1qqP|Ir;+_J|-SH6#S4xp6C5(GHm1svi{gn|237Zf?
zT%-kjObJK{4cAkYuEY|afT5+1BVK{epEjdNhS4)G!QHc)9+ekqla|$w<Z;^h0vpaQ
zB+{tni#zwDcXkj^6;Ur26D|W+OAx7am{Z;^w7{6S96auR<T@E*RVZ0io2eLgEe@#?
zTT&#+&I-g5Et>+VWGTETZLqq`&$|{Ai>65kxLni=4%{Ufc-ocRFzn-#Avn@3V|VEh
z;x@11P-iPTc|Iw&W=^?#Isf2mY!VWwNXup5!ms!&<3eJNl`;JNP27KN0gwFtNrY<)
z=`QQ!&JY9jnlThEzLZ1GR3<<3D9V}xJonH{GGDt1N$XC=8ZEr!cX3yYl2xt~^gZ_y
zx;MV1W$babd&1b+)yq9oW)u9;PEycAMMyHmh9)uwG{l72ITHMeF?J86iRd5q9MQMm
z&G4p;2u2f%sek{@5hF&7_~jZ2fFpi2(ilrEM^OlJo-$lZRj`A(`sGw$CR!ZI4Ed<P
z`hKxQ;Hsx4a^=&r@JpgGCM0p!`o-i=`RCSLDqb7`aXHi<uIIe@4qC(^gvINT?AT3)
zL_l;(OzTBsaTbhcPF)MF_F7Ux$FN%`aBX!YA&I$2qC(ibWIVM8Dyi64MU7oWVb&ND
zE*p>Q=q65!E7&;{;MrgcJ491(pXy<rLxL+ggt{|zh_q@%UJzsgX&wnSg$UJQEuB#w
zD#Q|=h;GGI<zn1DNgO}vCQsgg?$jt6RTlcQ9rRj~NL=(LzPJFp4us%r@lq7uPk(0=
z)@X30ItjY{ET0sMp(292kMBS#6Y=VEqd2|EjraNzl&4xrF3m$FBoZRBq6iOgx%Wpz
z5lXT@?WJmICvQ!x$0YNUUwD#L3V|;oThR8nP%GQfN{zH9x#<i`p+F(wMAZSJJ%fC0
zlhbijg&}qnHJ?0#JJU$lYrPb$v2yaX4e>Su!+TywaOPu<2ms$eAiqWI?;=(aNtmt%
znNCN=Py>D8BI1uaaSZK3IdM9!_r6Ab+Zv?lIwW!t`e84!;c}XkGYQy5L@rQb5BfN>
zd5{u$1eVxH0+lY5g?jexK8Ca?fe33H7l%rbv<;EatKqfi5b9>H;~qr>7o{%YMpZML
z7e34W!BhPHbRDlXl(TZ|b;RF!k}viIiR!55+OaX*_1uSa7o;QKP{(J(CSDvrkHrfv
zVcen{xqsEe+z;eU$sm5hG}MzWqifVul!wLCe>Ig0awhT6iC3tMx)oDG2pOqUkey9N
z(^E#LEDXQeKz0py)K0#Ze8HMv3Jyg){=z#+Ut55u>^SbDd(mEV_kVkxj~FrH*JUIC
zj`-D(qXI;@agZZVVY<;lf;ffg@&cAB$N$Zr6P=>x`j@7#{I)_uqSXJq2LB&9bF^r~
zV{sZIIr#7w%qr}pBQgfr#B`!IA0m998beb&AL)IxM<o)o>styual9|-BH1BkhqnP)
zRw2{sI{E6-M7A!ECeU<-n2R4{+FO-K>bjV>sS0V?UdBYP#FL#ye`zb(O;#-9GVl%!
zQQF&%Hwd9J1sb^whYU>JUXDq9<Q0T*=0p);aTdCpS~2-rINni!BG%1-cMzXJ&+2JP
zQWZXmZ|Ftk^w95BA`wf`iF_Q(){|ptr$?$l`5`#{ZVDAKtUdb?Z%V%=^}0T;eeyVG
zE;G>kRyodA9Zz*iDV#h+eht{~t)=3p43^tn<b{YiQZPuR5BB7yv$Qc0pID1p)=4x?
z=xZI!NpPaj`w%+YsaAT(&2i8i^b*WmgR}D#C(F;_Y#wC83k^)mk>Eb?03ot$RB2;y
zrQ3+LxQJ3F5gcg4t1=NcDBwu+A=AncY^}%(CJ`KVBFRi*!VCeO4or1hs7Y8rs@OwN
zqoPV_q&Fxa>wvXqhxpX2Atk{_MoByxt%|Kv0@OBHnCq4C)3A)nb9Sc1oX^0i8xcEe
zpn4Dbfn;2J@8x!}oCr-mXB+llcJ!mxYMFZTv#f6`CVa+J#@PB9(xh|TG05**2C$;z
zg_Fm*d*XcJ*WW{EP80(X`9vhl;5lmodrpqx%k~1!Kd+1Ao5r$f-)5w;Aa!l6d>GzO
z{kB13eO~JHiA;01Q}4Io3K`@Ic`*)O6uuc3A{i4!;Os$cZ#{$Ip;r+79ean57%}44
zVPsT~_*Kbc1|M=SU-CF<qGA>+N*F84_;)w!uTqDINlJ}FmzqJ19sFi933XrMuRTDm
zA;3UQKhgVkGFB2pQ*i+uVgcXb%_xI%ek#mj*$*Cs+3~m{l397m#T}jDT#z*b`JyG%
zoU0^YjHKRb=lq;0OgU4>t%r|uwI~9+%S@UknIb`p&>v)2F2?Sc((Ll#RS84|#k36S
z7+>thQ>SC>#VzbTC1>XRRQhWS1cu}32(@$VoN(llI1=2EbeNBkG|fwsI|Sc3DY;Qi
zRP@JC;BnEHsmFPyAMMm0N_SZ3?DH~lcpU3ypN~T7<*d)m1Id1@8wYt)eI=_$oum7l
zz!psydq(*g5*6U>@FEfov17o9R~AX1H5sMeiPWK>T_tCWGy=2IPfC=CY^{uz)-H-$
z#9aPC1~C>LcEb|tHa);MM?OP)<TRC!-HJk$g&@gfI8lLqP>0;&V(KlCxNIs8DrzwK
zB#c!@;t91NS4r?6s6%n}1pt^#p!GH3MS?vpmk^N$lPZ*+og&DSq7!>*`q9QU3KO!)
z`3%%GG87a@uJEHuj>RpCVU-{!Y!H68=_|yci&6EfAZ7yRCgjmolFXpP&)T4vt#cmd
zxw6l=bnjDq>o~wS=>z;`*oyr8MI7F-g^X+;!HrLI@V5(iQ{92)xg{uEN_xu#L_6C#
z_`x<}-e};sTE~K~AEGEBnsBRv4QHb9=rt6HEu1);hu&33voZ>;N<z9#MUAAN>1uGP
z^AW|FaBB5LwXI`#+ZPyL{0Kq&?|n{b#E23993ug6#IH&r^SFZFF^x-^#9!Vw`IlzW
znsA&x6=}Iy?A~6>s_nOP*{3U+e|bE?_EL^{%oI2EqHVKrLJex0hdKQ+cB%$xRf}o)
z^cad&X;c~Xe5SMUa7+!eVm5K*G7Cnl2Y2le`hpq`hB&yfLq=qijUlx_O}~>Uw*-qH
zqy+HCX^BCHR;9$N0FhXZuxSuXDhz2Jng;ds@AES-#>sFXh+wo3Ymy)c3Z%o)R2a?@
zocRM*L4~a<gfY?exEsO<6hsn8>c`>rGOs#=K(~rlQkU^|)hTwiHE`!WLv(%-OBZGa
zZy$~9xoXmbx6>n&Q+`TC_th@aYcxcdqqu+OScbY>Wc{RPOX5jneldQpjJm)OMq>-L
z5f*}?G!(-=JU!j)t?EXjlM<Jq<(50AqmoQR85AKI>>%iwjHF9V!t`lKI)d~%%!C<3
zku;Yhk*oQsqnsg=l6-F@mhvBv#UvmS35XMaek>s950G?vGfjERP{<?<DwIU}B#65F
zBrj00RV<>v9OhJXQ>GPYs&<iFWWwL*rSn!DgKaJfW0L4KOGs<%<JxVTs7^M}6e~fa
zEM$8ygDsJ9jJNk<wD+=c%3Z8AWpfq{q0y6R>(SAdTF3)MY205b@Yu{zDE%4&pBzV4
z<)VAs3Tp0pnk$nhu&+`_Sod-6U6sqkglJ@!JxSL)Pmz-nitX%vZa1kZKNuj^X{AXX
z&SV?3$+}55dC@3h2=<>w<UC5^z_ZA*3o$(M8iG>w?;SWJMvVBU83}+Res#o1h#(mW
zzn;A(lgBGD>0$^iNkK1!^TfPY=xQ@F>BjNgU41VKkB=Qv7h}5JsA5wX)S8Iva$-DM
z$rm|#^3Fj0*C)_lnoHk!9S0PBtebxw4R^f9lrNs5zor4v&Mkaec?!2}0G(Sv9TmaR
z_8uBrhY*Vdyb=ld*`e6oel#u(wNeR*I#6WTY0j;u)I64KX$K906;pR4P4aFsO3LZ}
zrk2i)H7NJzFjQa2UT-22y$6fUK&aA2z$WMI!bZ{tni$mSP@fc7be@q{->Bt-Da+W`
zUBOHB7JNB<2v!sKl~wcVd0xuzsAF_a26;X^KCd3*GeI)kDjaWya9%K#^>LL%`?L%P
z(-BL9M7U}=E{&kJ!iauu78ynt*!nrqKE%dbO9{U!g6<<??mT@5im)`iy*}dO<GJwK
z#njhVqs%iC)$L=!(=+Ja*^VkkOHz*tUz!GKyaA!N8L1{7*@8b5$G3ie4Aa6<s1vj}
zq+&WlLWmCx<5eq=`t-C1#Rz^s?iLx(`^2~sqA?{5;8J)<?MP!tE2hiUPl*$h-7vRc
z6u0ef;e^A(K4&e>15sQT)`u{56+<UBa{azfxUZ!fsSw7^8I#zwFayKMgB%<)jfH_O
z!n+kLm^hP|Bq>9;KF^`tQM~!wThJSTK?A4O&SUVY+i{o&xN<`&Z|B^?HT&*lth<Sp
z+C}Ib<y0xd$drqTmxwvw>*fN5o8iG7cvWJCZg`QXS2v)TI`1#;0ySd9i2of%0^o=d
z{{n&_V$y~2oZi*Nn)OSFRi?A~k=;DL@Fm(Snpm}Q75cgcDzX$T?ozVT(|{y)5>d?^
zjN4buI>%X(K5RiZ<wNG)QOP?e(peOj2S99kDhUr=%ctcBxw6WFIwY2(xnZarIvjm=
zatHhvRSFy;5qW+ELpBeQZYdQaISZq_^tlzRoR`f<Ke^HLYd9ENjdREX#z8WED&oWB
zpV&L`FdZSV{AeP*o=TcVH_{)};%ko~GGu_B?s$?FDwHz~c&v63zYD?a80Mk<KcFzR
z5f&w4^|ClTEg|%l%W-4~G~J}-(sKix+8@pwv4-r1AeIZ{>|UW{|5QKu`UsXdGO&rF
zY0*w3+0ja;S;w6*pOAFtMD$8MDJmHkU6(*_Z5Qjm@8E<*!Tr}&V!CDuzv*~{wWlve
zvMda3t`dDyD0X=-1>-`n_GoF#=pxD`Bf=j*nJGu91i>suGA0N3dArNOPxcYLb_Sv-
z2@bCqu}TACfmpQ>>vuj>Arkh7258>rB-&$QM!J-mzGN&8Cucv~LBwh`fqEYUlk$k^
zmLcC;&y9;_vvKP&-r9VMX?{K3_5xP?_yNy#4&ZAkMLgJzyQPXpx4q4U-~Ysy+GzGR
z_A>kN*RfkHoUA&E>;BI<l$S+wvkhBr4rBJ(iOqBJXihfXRX6g{Mdwr7-bSXu#nVD6
zYwUXZkA6$KvxgQTo*b7Fy=nlXq#viW1D8-l?PZTKc1hH~bC`@6G2&lnBmj;W@h?(%
zo{qS%G(LRtI9F|1$gCAJh!b+y{pJBGw{6Eabt#fV<(v%>k?m3w<@M5+HHG>K;~9+8
za$s~axeG2}+(onDcqb<(Jja2x8+hpDPkFkv38O}gY10D)Z<#=_zM4&`$wWs-VhaRN
z7A4>j#JF@42E77d5(#=i#_);;95rDCLI#*MkU+zjVKQ5dbZYxq=8zFNGmhATHpCT)
zbcc)aWms9cKNlf+5SvtvtU8MY37zzo>oLyDLU1=B_{F#rMcfjbiSTJU$r1${a<1pb
zv}jh0*Pw8#nLIR>=@VuVF)NMxs)9_bwR0pch4A7m_MfR?YM6?lS_hr7ID&qGt@4>j
zJOU<h8DVl4!M-}e#-@<0@KV3~EM9SdtCohc=IvBgq{gzMxdOG%L(t{r+ZT^fFzBSy
zDI$GpJkHIB5d=A(RGq}Ek&*9IBI-ViL?%a^nu6&6Y(ZxK@eJw-*$65*so7#gQUSSI
zhFPvA(J$a=@ewmg%Ptx8_XH4?4Y71W0jCdFQn+9;Qn8+xycq;F31qiOIckVt;!!g*
zf(7JGn9fsEE~dJtjkP;YAa>Rh5tG9_se|_xUdQ6e^Lc#fRlKt#jc>1foOu)GQ`X<d
z#jB?CRMj9``UjY%j$=<nIjO@TIO9Y3&HFEL=D=~*^~E9!iQ_kx9W<35;NCTlvZrei
zx*;!RX_J_QK)hDWabG#3H8$#F@1`$p6!TZA8JYAOG2%bRNB|r$;$K9e5ty<%2Cr4Y
zq0NmHU7pGX?@lFFkwtf@g~f~Q^hA{4?5`nFVq&kji%Iq<O50Dd_Rc$aU2}r(^g3$J
zYUvs^j~ZDhO*TEoeeJwilZiqdi>TGZl-vvg*y-%-=NfwqwUQulMkPMEjNaouJbn>A
zi3F7pL~}L_ZK8<X-v)?R3Y^tDFxqmM=?jvzB%QRlblS^O2=xZJXzD~X#owZE2Z<O6
zVl(>j4eFR^?7-ilML8*sjJ{qxS)sHZ>_qUw<P>m!QH)%W;<mN0=HhsYMTy+@@j=2X
zn(^y<vF6F}e5Rz&8zet5jsBi~mR1F@hy<kmSb9ZLd@?ak35*GxV|$+;fBAk4mrp@q
zx6^p0g%vlAV#7U$(Im<UofyIyXCA)wM>%lwR;1P-rA{3cq6%iL9#6-nZuGHswABIZ
z(IHq2UfkzSB2h;nn>!KsdG^oz!EQn>p9Mg6HmJfxI28hRl?uJzi%lvc-=sldlhCAu
zfiee?%0$u=bXe3DtV$!*Uw4rC@cHz2I!P=krc+_$<l5Vrt4d&Wcrqt^K7LsJ0Kc1A
zNO5d5`RU^rZa+*U;I%dr3}#Z>UB|TCJW3=XnEIPovETxBJpTeuu73krLMpNiXOPC2
zdF7S2_$FpFzM5*L&m2ur-Dz&Q=nnQiat=@VUUG{P=<boD7t4u~*HY>3!<GI!qPh-}
zbmts2nt$Wq7%^hRzuZUw95LcwXw*_IsYxm9c)x~|yIRpkDp~gK1WIO>@WTr`5Msg!
zc$IX-tI@ZciFSI>Sydc4Xyd)Bui-uSdiGw}k8ZM@yrO(W#||*{sq@iZdI58#xtv{n
z1J9g)J>|h5MQRQ5rXGf566(%$;FBuIYj@)Hi}9+Z#1seVI}?H-XvK6i7F%Q!3y#KO
z^!IY4#7=0O0k=OuY(oNM`Z;#mPla_1!(+~o)2E{+za3{lhPYRXRPAS1OAn%=c%=Du
z;s*RQW(Sejtf;FElpeC-7;eQL?IkQOK$us|6$dK$E@T+f4e@-eQZns@X1sSFWL;l4
zZj+pl_#`aDJ=99XSS4NtW23mhCFMJ(g1%!rP>f4JAybiT)Z&m@$WW?z`>uneTx=j>
zx`9oHBH4T-NN!0U#|vxF3_HlmGGcB~qMu<W#-_xmRWXz)Lm~DdxKxPq(gARtZAP9N
zg;@V{nIMA!q)}pq{Q_c*nm)0DB!vd&!2oJO;QMH3YxlwrWn6s2D$bp0V$eQB*Qpjl
zCZrND8pt}_$lZnzM)|~a{N_1ky!bRBHACFJ?rpAoxs97Y`H^#y91IQnhzLTO;RK_i
z#xW&vGy%UCUEdBA)9)ZDKAF*@GugZ4E8@!fktT(5*F(3VO-iS{tc9zChiR&B=49MO
zytQlthQ?z=XC~8~k;Y`Fk0QN|fbbO-WdSkKRy-*wq!*4X_82kZKg~!095LcwNF)-m
z=%ENwqVoCr*-Ey(QwhM7yYm=5W*nyeeRM@kCs20^muHxkI5BI6^Eue~E$!#h`Sj-7
z>1k=;iSmy)G;4s&aicK3-%a*1J;wWQWWhBrlWR|6sbnH6qLTS3Qi3l`#c-PqPfQ4P
zZU-_!%rO(}PVS?lO~P5Rik?^-!}(^qhmC9<Wn<BpWB|6*wxY0UDLa}@RcAeI`_E^<
z8;Zdp#T*sHDpk;3nZoES2jBnXAbrIsB5UiBjE}_jUOU3|Rb<60+3`XXH63>PMOJ3b
z^O0p!WAjMZaM(vi#6(Vs+<bdoB3I-=!*~sQlBA6D$8pZtPMzOFyT?Y<@>Il5xNyip
zLsLE8fRE6OSPDXX?0$V8<3~jkpP=XYD|WHz+mn>}8u{(Mc^t_*g|<sc*4RXbzub=?
zk@9_88)k(-vPXng;Y5xXS$^?<Eqt(ieF*&plm4jh;!?$Uf)d0kB^HT_G?AFT8ZVJa
z3fh$dolb$_>LChZ4GdZ|=+lD)jUwu{mXq_uavECg%roiv_`LJDaB!H<L@J(IaUmby
zaVrn4oW@<N<9K)fk38QIMrPYVJpLYJk|;#M010*5G2||#Qvhjt5}o>VV$Qo7&9~<e
zGW+=Oy;nK1cMpr@6;vBbc>61;|GbY$k|Cl~2ADZ6g2wL#>DBl!N#Ejh$YR1HOVE|?
zV)PU9{<VW(#E22U2qOV-#E5?}g+}1Aw_{m-*F^Sx(8c{z_j2UJAuf7rHbILUsmsBM
zj2woYy*N&lqj9;>of@R(v){An{I9quelefl@emh|osZ_Wxm2Gm<@n<j{Ag(9OR0jg
z%jWY!oShdYr!&ylO?PS}E|;5$Q!~+7#i%6`Twxjt<CNGmUc#!Pkgu&qJSd_{Wn<0+
zfl=B>T)qHJRRdT%l8BP^6Dbi$3;OA)nTAs$kRH%rS4(mBn7BBxhwd6VQmq0}gbvM2
zKZ%20wtNyt<-L0;%#&08+++$|g-o$@qtV1N)Dh&3<qNrS>t6bmUUuv?vof!cIVK%H
zws#ZLucgE1V1Pc*$T=YDLnKJhdSocVQ}}q}I>IlTOt7O5bBh_(tPqM6TGl)`mdhV2
z;fe1SqYaVsQ$;0~qs^?oe<4jD4-uZ#O!fW&93}(O5DziU&4>jV((#4B&!t~n)omzp
z68@;)($YX~6yZ<_$fOdyK?!z|l;Q*<%KiXtVle|lZh~7*keic8{L(p`YwO_nt3OZ|
zFHk=&l$nRjytDrZH8)>I>Y+L!KX?iEx3A!C@1W2)m8%x!V)N_R+tEkpaWBK$-^BUl
z?f6|{WMTOf$K;S7mcfp*wXBXW#8{Be)#EaewbxVIYo@M4!^uz2F=HTrBih22F;?1x
zEtGD552Me{YW;iorFrZaiX}TKg3!!R6cO5g$1oT%V#L4MNB|r$;@?0JMC8uZ^4y`B
zjKA2#zVFZQ@l8F<yJ;SV-eUwk$!IQJMDt)h73~L@)EK19(M9#83GBG%U0%ND08fA0
z#ri5AW*fA-wCF#!GLU7)b9R8F<OEDMJJBv5-Qh8a0|6!%Md5Y?P^sm3TtUQ@8uWq*
zU3L%6_8yLI%Rx7_g^Ob|0r;-2o6xExA`&gQE<8;jw~@T*8qyUiYD9X*nuFM4-2}Z-
z6#bR>2r_8%l74jwqOE5LTszFPZzRN=naQ-f)nujy`0(-uFh)`^-i6v7iq{NN#+$h9
zl4K;^BF5T%=oLzAon9m!4{AjmX0MroaT<1a)gh?-#0W;hrD1r>_v08BiO(%2H$IZn
zWtG@Z4icTBM;EF@BoeWs^bGmxB-C;-VF5dq9tGifX9??*<B=*kr|%%tYDO$JA}PuO
zz;UP&^~CHyDT5Lp5ArZE4v_$A8Ld(!(J}?HcF;RSRG0)h>{481olKpTMPGR@@|akL
zWkbBV?gREMjiP(d%a?@{c=3m`h}O)*dBQ=h&PcW<64kbEnR?(yemky%7Y?=4uPH%d
zQX!js71I1Acq&ieJh+u7KX{+<Sy?pxZU?KUxG{7#Ql4@tx2?XJz*#A)LlX%r8pj>?
zU(6-CA_@yf(`Q+U!>A$1EQV%Xi^VfcO80S+e={=sH)6zps*wOVV#L4M;_LE=&Qy>#
z-%VF#6cVWuli7zYRLsekFjQH^7?MVFllnY5kDfw%Pa(#$2YK$w2%ftlni=;`p<!SL
zdar?TXVla=PO&U(F}3xB1e_jzzqSNXAi&{6W*pui%5)PE;R>vWWQc<bMo)61-!uo)
z_+HK%U5+bY#qM>{_#=df-SjLy$XMG{I;5TKP@coA@1@^oMBW#mGscfyDr5L$GNP1j
zUffxaJHkU>Jao%jNS+-+(;dAum-RE@A%QTjo$o%5AuO|t7*`}ue0z%MV35S<cx=NS
zQk$D_<Yu$LoQ^B#N2Sli@9d#CznAdPC`1M~GDQgOXIfaS5Ax*pE$E`cD2f{9r}qz`
zF4SW`HS}M<+xK_v#&giZ?5n5J_T*6v*>Y;_Y6fH?3`po<0F_#TSQCRtr3ApT=`i~9
zC;Ul2NhDy17VriIlo~a5k&G0vl&)GYAxbIrh5*%mDNdV!yrq=whtAM9(?ESrJTrf=
zv9WL(Gd{S9{?`w2%Xu?cd%TmrSSg0jE3xEHplsSAREuvQrW9Vyh~w`4jYx{tAc-zO
zVv0gJejY=qg?w9H!5s<-DYhO$3$plT{LPr1BDUWDH4BAdhU^Ar=9I&p?Igts)SQ^W
z5wVoziXN=tM)oyGNr*@yI>dz{b)@Xeh!Ov(Mgri75x)Q{?-|4Pjpvwko1Ubs38*_y
za^&CunWILtSv7zpXeZch;{nk{xK2RrzyO!8c#0bzc$*db_hCBGNL@}P8~1+Al_i()
zg{y*5t^^cP0sEi_xgetOv>RtYL{qp9l|hNDLq%P#jn^t8(ez76US2`0YAR=JU$cH&
zHSuOO`iX~`tDHlZ)r`v@jyHBamRWBRE)`?-$}yO{45^gZo8!5>#7pT>DaZY%3B6Q9
z&VD6X_oq=9=Viy!ezx4NAa$vLvwWDUeUVHm4#V8*!`wa0?)G6Wnv=zk=gb6+I&vK0
zobpSt$+d`s!}#3QESj*8e)SL{iH1Or1A|P0)8#}qF$G^+4`Bf{wL%x>Z#w~~YHK4@
zP|<a^gY&N#N9REw35)wUbkL3`L{D-`DDff*5|<6>n4kBO4!At{`Yp)f!v1VOrDcc^
z<YFuu83qLU1qEKWKz_Uq=Wu{wOAxO|LPm{1YP5nICQd_h)`cb`jsEX<p-)p2xnex(
zr+?s{YZh{4FF4Fr`aa!6tW1MYQHgNj?PRaKp4ozpS6_Gp273YMa166@<LBIv98URL
zM~S{;32$giaP*i7JK4-^a}N>m5u_~6pf++bTXjpQ51C6-n}bV390bGzSQlTznT9jW
z(%Ff=Zq~o#+8!}t#4poG030#m7eJwwa{kQ)?EdmBQ!XvW!vIm8DlS}`gR`ZLW0#G_
zr5eV3rka`kM$TKZhVj;Tj01%%u@xf?H8D!9=k8~&L$;@zrg{gLO_t*j%lYR0YJ`A5
zWA8A-K>?RriK|%vm6Sq}hLjEoV~hG3+mpnO;1PnoB^XOnF=UmZP0-?VKwr?$Z2LsU
zo%t<m#7~i6($Ew%P-t`G(gzWFq)fCn<5GG^@0dzJ(S>M28i!v!MDcrt#4$v&z8M?w
z3}`)se;G!2vWV~j9ea*?kO%@({C4*Ai?F^|fl`3BfCh)ihdwHuLwnCKHe(X|1|)QM
z3{fZK@L^9L4^0}y23Z?JeIn*gN@nN#`*C_b*iH=c+V|T~{a__}!5I4PKY%1ujBMx#
z&Q>W3r2$Efl*B;`Vv!8l_yPcikJqA}ko_0?DK!=3Mu7pb2#HiogG5cJM211Ez-Se)
zih~@}3eYF8Y+NqezWAQp=@}R%rgLPI1$WtDQf?|{*y6#uaVyt9aTy=wWFy_UkI+3w
zQ4~x>Vu}J&G}k`xJV%D%^ABF9=Zyz=|FPRi>#1XD`gjieLJ&`$NJ+GoANJKzc(9bD
zd8t$mrl6mkh^N_1!P+7^UOPj$(N3bIiZjK_3A#jBT^7>Cov8lGd5#z{;(x!9061dA
zFGSI-cslEc$eyntHmwL_R~>tgv=S1QNL5WaN3WWQFg2R)Bds_#SL1H4=l)klvF52U
zNYmzU?)6%Z4Y+wHw3XMT$((uaM?$8jVQJ|?B$Xidc<>8ihP*+P4FR-sl?*9@SlmGr
z@+g`%hmrij`JDYc27g8^AxTd1BF0nJ*GQB<iq3W)txgdK_Vp5y5=3rLq3RUT6XnJ%
zljGYHg0`@Ymp0cCE=y<BnlY#cY*Zd;BKOW_%9^woOB+eJq>0Ey1_thN6JwOn(&T5p
zOiNOC2XiB|G?y!BmgyLfxd>DGn7DKnHK#1xa?froQ7WS1RZLP2(Pa_X^IZ)gqZ9B1
zL_`~^7#Et%ca4YHde=6FK4~Nv9mN&Xi|E|hLB{Jd=&b2uKrCWt*hdR3WcfV^A|2wK
zQ~>Pz%h62D`-^>KG=kD7;FAalS~+g1K%`8;K!X>PS4xv1$Pt3rY(d7^{501%NuD8Q
z-#3RzUs6c<88zOH29h60!unwy6U*EzT#|;eD4d%24>2J6Lpc_Q&(F-|t9dD4VtTEc
zwuDi<_1vp`{<~A8-ZhuQ9X4Ej78dL|gjFH%db@+tU?0C-_cq@psW^1rw**uJ%vaR0
zPr8QKsiQb{u$o0CF=3a@7}@G=#EAcJBLQ&4h+mM|mu9j1qZ%%MX%;qL7u6qkG5?BU
zJU^Au;_c$Zgk);3n~FC!168NM#@XAsV`D$Z#zqm*(NFu<K5kw+hMX7D@HEtcJsE{q
zN}nJ_Z1ob9%ZN9~aeDpCTwuUbqr;_F^8JvXT9JxUhlliOW|H)SL`O#87i0_#yYV(C
z7&a&wlcU37P*QKUq7xMOol?xPZmb#!)}}aC73*njQxPrxxui<Y{j&*veHwAAmxvov
z`8dr<;_-08yPJ`XHdC}eoN?ATo_c*R7ORpXM+`EzpHjP=evOL;*HNZUF<`Z7xci1;
ziWX1D=I=(XGBVCxM(Md;W~7YA5hAC(Wth}hJw-F}_)c2MLVqrkI-`+ptVf+9ppA4;
zaYlyQq(>I2rmdldD4iOKF%FSb3V^$+4S81FU+tr~bOAvmL1Iu7<`dB;Qz9M;60Vif
zrxFv@3H2T~!B!`Uv0)hW1*k)$*kjF9?mS9)ua%z?BgubeGL<*3M|QHC+!voACrZs5
zYagM{Y~j7CMs7WLnpnM#L$}|+*%zMW?HjJAcFP%Rv?7GK1TM%laqRsqXdCTl<|Z-I
zFp0ae{rr|7q3@Ow>b5dg<7Hdm3L<8up+d}wmQ$2yY-ksZ`Bz-dBSwt)1se%~BS!p!
zjGi4&>7F){$7;|<Bof|jCM#BsA!;;{M@}*%8{nMD%+~oDB)OANR-fYqk%K#ysyUG;
zWnzn;-TP$x?wK+gR1)?lDUnEnpj6`V2T>(zQ1yvPog_!<36MQXOn%NF$}yERjBX*l
zuoO$M4o!@Q=%_pnbXTM4j$=?IXYptq5qb#=i}hF>K8&#f7F6V@J@{l2d~OAcnge)}
z2KaJ^3jmc)fpSee=0h4L1kIFn3q;*s$g#^Dh@zb&YJ0ixoS*B;QmH<wVX#faNu7xX
zk%f5^V=#LIyzts~@=DbF^uqzB%w2`U*@7%49#LH<k7Sqe%G<}uSUruCr8XS4Z>e~%
zl>6Sg2Jx+<;D#t%-L<6tZXT|(1N3&wNmWLWIWd)>#e&RbM>b(90N$QKBw_mhc4jOy
zTZBw1&@Gps_6szi#vqYl2-PAP7Et#3`6wxft;5BfSS>p?pJe3&t2p&(AB)!C%&zCk
zi0ukPvvN7Un+tKi*GSujV?@952-jHpx$rl?Lo5>U?zCd&$44O%1jJ%7EkD(;cinEB
zD@LPJ$Ov@w6S}30{!|^)rE;ij1;4=OaZ3sFgkua-QW~6&-eh3x&3cY+>t~G6P2?rh
z5D6n+{Ub*FryKbe7%}1(L=Z%bUzEhr@0vLOky#A-I{4<slU(s&4&BX4G8(FQ<ANmK
zy(5iFwobt&_^97h%lbQhV)Zl2iMAeMT7!%1(gTE_SAfjfPc*|M88w&zi%W@58KiK&
zngg2yELbf;qLz^s)G{emfhaqkQAwdB#%JRO%>6c84jD@)7!eCU2P3f{B0648ugHN<
zp&+_VgjMIGL#D#|T|epL``EP4io+Qo7zhwytwecK8ryc&@rtvVmWQ`9WpgK!%pFY2
zZ)P|RI=otXED`MR>S!De5D^;S#}ieA>r)t8B4O!;WB6%T8KL@6+;RtAWQ3tWp;qwN
zErq;RWhLIPreM`VmduU8bze2dKdB(@`6I+!l#DVpoZ64JQ?2*m3Q91fsfc&`5j<XG
zlYX8JbL>Bd`mfyn{l5|tK&}xm3lNZtaY)7J<uY9DK1?nV7PXYHj8K~U?Zi7=oH$yI
zJ5tVoF39sg?dO6`H)H<#93NczD!%w=k|rczIZ(}syT0Yn*h22_XeGRB;J<>X$L^y1
z!^0eYemk3%r4SVr&jry+S{`@-i9=v{f`}naI_c9AcwfjMaG;rRnGc_kj#*=(=*AE#
zwgos^w~IMOKl<}0{<ALM5hF(Yii`xn5hH$KrmxIk&u6vFzBmCzcq(Rd7n(CRqGn`M
zSFYi<HLvjYi(6<lTj(`<8SM75Ok^Nc7s}{2FTt^QBb_JOn0wV!g24d&^?iicWDEpF
zxWqa_Gy!_eGDb}mkSj$@8XE##2CTLL=9rR5h%G{=kK@~pbBNocNXgWrl>PBn#n^m3
zgTqe53KgmWDZMc+1|$7+_a^aRofBPgACGP5##4EMK&S#^LO4z5!~3bRd?wX$P9i66
z)hMLDTZQ;KJ(9IDHmL$wqP%D$y{wv@z%t`>R;--P$+NX&WMm^&x~M8|L7NawUuP#F
zN&_ukH3_a-maZzmFH_QD4kaS8gHO#>%s2OwcW)9AcP;>+>*z2#QxYv|uzETu0t8eD
zDL>!xwf}S$&6M2#wtu8j&_xP}WMTxZ9K8^vSE<5e79kFZ=`#o<oYin9MvA+|Lt4C&
z_crZi#@(~gZfqt&tH<}-eB#&U6VfK8+#;cTUnPf1n{dD1g!zQPv6XM~;rti*V9Jwx
zJog29N*k$PluU|9!gWChou6%^^T04!X(Fm-FQ%hMOK8wa`{^F0xLx>7@swdAGf|8<
zQ%l``3loRVkn-du2r|h({F)sxV#Ke{NB|r$;ul7#krJJ(r@3N)sdrDr@3XV@{WHu9
z`f;ZiQEJz)uOi6RYhEKD_L1>mHofNt=y;(Hbz&GLUtGc22tE709ztg_VemT84J#P-
ziIAo0kjX?eofA<o<>whDlR=8nq(o>p@kx6bm9}2K>Z(9%m4aW!=nT!Dv{5D%Fowto
z>O^?_QVg*}Xahmo{W`R@J}#10(_J@Ad37fq+??Khj5|+S7$@zcD-~Wer*SYemNVTB
z2HFSN<ni#^jmbQ-LeH8ABc`bugn)>N6P2u9I+X*bT9AaA`Sz0o#EqSf#oUd;Xr#Qn
z9e?#P=1fmPzjQQ5fBPM)Peif!{)No^crnUla{%Z&T8cC1r6dqZFhs?<vLoc_^@t;q
z5D5aoKmfnlhQy@*oBAkwv<M{<0!AefUV%nIgH9yDEtk-Vm*Hc5%)M(7=1w;kgllQq
zREE#rk8-@87oT{aIHjJY(`Pg3-i4h1(KUpBa|1;&0vA<3#l)8`VRFDvhpmgL?_P=M
z&9&@YRKmAD7cXDA5U)&5#S44rkpws~XD%}?8jr7Si1&JxqzpT-%T>4oI%0CPL@qFL
z>KzYljbD;c7>{~f#y{>t9Wi3Wui8ie95Lb-Xx^3CY=6I!r58pc&7Mv}T_xSUolLH^
zaog<*E}1)*YnMKR(v-!zmp{QJ^Wcxw(E5B0>)zVQlsl%f^>{UjElG&XPE=wI0YPBm
zI4v%bg6S6t2*Mwpb(>lef@DxdfjEpokCRxR4qLUBNhM)_@tL^HGz}J+8<$i@%77G?
zUq)Sup0=SpCW++SVLZWCKW1^_u)r~oid&OR94$1ke5sL}7De;Xjy_)gzLtY-6}RL@
zFe*&NfH{aX;Ahu9FAh1RB#Ak1P6@jYl_6FJ=xpsrm0pNf;(*8~0__e0P2~WLzH2%u
zdL?h&H<@YE(-6h~VJo+zx4p$coR?-L#3n~D*x7;3=SDtdCIFuLF63!3e{=t2<%p1r
z#dOQWNP_|nzYL8+MlwpmH7ewu03C>t=+z86)Fg_e*as!dzjYDHCQwxekqBY{T5S%#
zwpkhd<mGh!<~>Y{3rV|o28De+96awO;=VaT@0rs)Us6E*rczojeTCX#50SI8a2Dm$
zceICawU?fXKGFgLy094PB?dwRLC$unu-0#8R8JM7-?{GZz79u>81cW?NB|r$;uk13
z-N<0iFcMLK#MuT6Nf)wfOD$bOEeD@GO{k@nRd-8R@!%wKBeFOswe#KkJ9ujAW-`QK
z1a)D=jEW+5wupeo%YaOVAQ9te_M?qe5|{SJLtiEnlbfxl>X@JUGa{N!1{qysASP1r
z7uy&Wr3ASfpG<|ROG$5(laLfE?So3BIdkZ{VH}1zZffMY+`DuNSEVV)(1@8HnaQPd
z!f*`uS)hjNisQ*i(J_2(h{47nwp=5w3NgfkL?S{E1g^elHiIrB`QsD#sVP9HQB11<
z>0$-8AqzpD7s03`Dm#(h4F~_IodZYfaa)^7lun{LT26Adi7>Apk!=Xs>=^(IpQ=My
zoc1^OPe=&JwIa-70jEqrDG6ZK$O-KU(lO|xTkdD``=?2|W+K`e8&h(kseJDwdHP6h
ze(OrUd3G!9Rh^V}_Ho{4+i7m<;F8K3-dDjpSHHjwp;36&&OoDUr>Wu)7wl`necQ*l
z*KNeE_ff9VP&#`dmrskK=G{sTNtDF9hmnYtxIA(~;xw3}<gn#!3{^)c+4(dQt?Iu&
zu@NIi{KpsxfFnlyLQTIYoxPvcaq-GnBojrbBIi+aE`oh$f8xlNat>{*C318Gq4IvN
zcy%>t>Ub9BEF|9<N$Fd)7?oj+I@v=oD56;^APG^@de+B+Yvq6Tc)8gImduVJP69dU
z3euDR`t4A$ScFC`Mx>J9_ehZ?cOujTIA$=>v%ZrV@&s<4<VEm>v*%zxO&%8trH%->
zh5$j9CR=#FT!nkkO=Pr^q4Gi0gFZUb1;V@%iWW)#>sWKA6k&JCkQf~7-djh6QA|T;
z2VsJO2B(Zb{b>LqFE7Eor<(plbpUv+PEOqa2@$bvsFh(jJOO-CGueI+1q3895daLI
ztV1>WZx4U~kx2q_iI{*!PM9E~PNGER6G-qYXp9zPC>^9fHv+vxfnTYox3ZZpwjQC%
zVkP9}iQIDOI(~D{hg>=;ogJ4iWz*_~tXwjcL~RJSI-HajjG<x7STeeLDKz#nJ~x0m
zM8ap?ViIpyiCqHeY6*i)Hkzw@iBPIg>WrKTz+m|Y7&rYEg~E&Kfu{*c{L|a`BSwt)
z&o&YOM~wJ|8oMBYV_Ta@N>Y-UuELoQ?vM;((k|fC@pEi{vW)w0+f8X{2cPabgm<!m
z-g852C^I9M8@bBmqov(KP$b5qk)jCI6P_kRYy8V)PSjc{Gp5E<lo$CowJ{-9iA@(^
zSSlsgDZ%fQ5<SPk&S4Yg_u6pV+PL;g4Z98o8E7*yBPt7k1BdGfi8iosoRLkZ?YOIk
z=;{?{)2i8d(27U|qsPep>o_8jh#M|hz~?)TVhGXTP{@#)JxB!^C%WAD&;A5}Vp<9r
zIqB5C@B`IPeaF!YUgKnX8<F-Id=u+M<PTC=bCP1I5=rDAZV~&s2a!gF{9XN1FkXZf
zDd^>d1;q?_Rp@0>66Gp<xuHb&_;~r7Qz$PP&6FA^s~=v$kr%(``!h8pB!;u#y~`OL
zABFAF-Mn@EMn1j&bH3PFi+1q@hCVsT6tjn0U%my+8xQfaN6g)&79Kh6rG5GsMo&p$
zR#pg|Z=S**u14o{q4CH#J9L`--i;I`M`F6{IqZ{fVCsd+zw5k4j2Q8sVI%;K81V}w
zk&2nVGM!x?R&&D*Nkkg`1d9YJ<a%V8lj#i%5Or8aLO~)SS_2165`>{nqDW%Km~@;m
z;hZ|#jaaI{J?KFq31P<7|Ja$J=vWngtrxGLK+|c&lH7-_&q{xYf)>9V*A^8$0hqI>
zf||o|*n8x(bXf@Y4bdqLXKa*&tW-5OztxVj#>M*JFiT94c#R^Y(mxKW7c87fNB0m#
zlQTJN3n5-(qF)BO&}1wpb^{=iOVF(@BD**TReUI!A6-UNdpDxg5Sm=WB&J5uQe8>3
zT#jtqBmn#t2ZHYJzdf3kAwnh+=vPbe1w|<RV!V0<LYs#<nsBOQetM2}VlR%uZSzqq
zRuhsI%ZgJ?#916v+Uz{@#7Z9e{&p5#GX=L+K}KdY2Tu)Po0!Y72S4JsGoEMD<sYIb
z50IUb%c9@k$jn6r>}<5MG*w5<&MxW(Y^bzK^xh`2yxl0L-G+AZO2ng7q>d6$sz-MG
z7%^hRpBf2(BS!p!O<j@3(eIn^xqUqHNG8cTA7K%L2*t@*C2o3L!?c~%(Db8)i0~Z3
z=VXvj<mObZicO^=1Z5{)V+h!NgvV-$FZ|2T^!-n0by76aAc9<k&m$ux^Bjh=2Es3D
zXH%^Kht5mOtF=fZA|AdilsDEpIJvtHWqK;fArhn#ffZ3=t`kWpGiZ7KH^~g1gS46A
zKRK32BqBXd%%PeZP7Npt(`h*)wlUEZO?O)xL9Yh@#jG^M8U-Ov38nXbz=Zx39G6c+
z7nG4%5QEa?Mz9VbU-)x*80YE#Uwd~R9#wfZe*Al8-!j=(vJe6xAq2uIB0@lLS46am
zf(!b(qV{#GS}mZh)}Ko)Vzn++u~>^13RpoFLBWMBvLx&xAwbqi$U4bnW}e?4yon-P
zNHWln`*U4$UCf*_Pwq1}=gd9NInQ~1z}CO}DQ~;k4E8XMQca^A4X0U=V=!Q?SNyoP
zgru=4q!lWry}1(IH5t^svzGsPd^``W-a~cnZeHAd5Z&sHH012S{o{V(hWDaNd@Off
zlE~G4Bbj(<DtCuB@bv7-{C>;xOqq2%A8*~u<wLs@WY!b<)lLd34Ahk!qGxRZdR4@Z
znE%0Qw_^x0viW-$e32aDg%HOkM+YJPi|O?`F21!F3;&vn!(rfeQ`7kU(`gLJ&=EXn
z0Q&g7SQ_>8I8?xdu?~W-?umZQPBJH%$m|!)p`AtOx}{*!LrhQ05hH)wgQjVOhZt!H
z^HFKC(DgtPb>>DAy$<vPck^cMU>Z{zNtzQ!Xo;5|Sw(!cIi5`g8jd;-386*`|5<`c
z3MQ^cERE$lObtE;Ut&7u-y1q0gWUxMI3j}a=scKW6F9VU2YY=Es=r^^yq@FUb8*`g
z@4HuG>HRfpi#_OS6?LkRzJ3FE-59$aF8b;=?7}+m)UN+)(zTZkyUu{uVJ69BAYa)C
zGaAvA`?&nJek2z9$!qj8x4xW$DmPo-`ikKbhLTh0MZ4i5+$J+MoA*$1sGdQtGQtnJ
z&^&%hyCf0)@*Nllq;e>4Kj<|6vM86Uh9vXZjw){L6Hdj~`>FN#h*T~TJZ1R8uO_mq
z6TQQVJ4#Q#Y#m0E^!^DUj!g<cA^yvqdqpz&c`i18bpU{{FcXs}Co%JHL#c5$qEEC_
zydfW5wU^=9cG4#%6Z3fveZAZ8dh4)8MPW4R=`|)W0|8>=Y<R*o{F)JOK`32@Z6SZQ
zfm=owlhn0}MVq>lH>N8&^A9p&MGccuym&sXqk2Up70>UbDlL=}eHa5THM00k4-x4)
z%+_Ncn)+t;qgS#6eXNsh#pMj>GlH_xGGfMD$F7gxZeCB*>v+}u86kC5#AFR-&Bh%V
zl#X?qS97k;jxH#udENTly;w4mj`inGYQQiJr!ry;HDO1G)nmrwv|z7L?9VO76K7>w
zdMZoG6jApNB{Rpxtzn^*{aDQ0KQE-lYT?7Q3?j!4V}4jVK|_0!?}(wth^}aQJ<*R}
zN7aAUv1@S-U*#TT{CVBUFRv%<`ya_Gvth2-Lk5Ku#Sf)Qvl3$lORSZhJ2d(Xlj2VZ
zaePt$3h`e~(=?{c7{R<58!6aP(fqo>pkvZ+vhl>a(Nrz({rVu@Mn(Ls>BNldhAA}!
zuTJ5u)zB<vlKQvr>E9+%u@-_1I*fYQYjM!0QV|{HW$ua~23+B$o4t|s>-5ZXSee~B
zo-d007;TMg+ODJa#zf*r#o*QHC^_IGxX#b8+mAg;8K7_PEE;O|v7^3@^)4^L^+tmH
z2K;@q@b6qpX<;D%+w-@xc=@M1a!wkCkvHNxSV>y%1j-KVC)QxW*t;J9%I`;c{jHuI
zBR)~Xq|@PY7%B5AqLiM^HUp+=KkF9dGvt2<@Z+0#^iPRok<Ng5Ogh&2JNeBc<5;u3
zkhvQVV6~bkEcG)m(Zb$c)$|(_{?ok|bsB508%^Gmf9Lsg6PWXTDHD?&_;-|WXw6o_
z8uR(l-ve`GGUX-*%A<o66B$D^bb2WOg%HOl1)vZefZ1l`fxnF8t;fD*``V)B*9Tvj
zh1pkx&R|5Niq{`G06LA(b7S~ub3J+m)&@5bsgVII2uvnDHX~>eb?Aejc5gKOhkZ$}
zooOuIUB{sj9)`pj=u>28%wQ+OFAHK!d_ChHh+y$%12bQ%WtYdxXYVx9Ek(l-d-U~x
zO(G+rD07u^QFedojEz*~=F=@Qp6B0whQ$7Zc<r9s`TENhT=U>K#;06NbbS%KOz~LU
z8gV`Bq*{V7*4JPjkqtn@&I6cxw)_Urzocmp5~ZUI9VLE^D2v7>WgyaQrgUQk>0`QL
zsP-~8DTXg|53+1fEFPm7<6GbH*t7|J`k(Kq`t&;ritE_3wTPU`5`Hu5J0`unjBEb5
zn5&;#%${lw7k&B^-hZsb_@|HQ`{qLSe!U4x^+Dbxkw{w<rqV_tl5LnmtmNfER<<14
zg%BqulR^s7L4-uvc<lWPnK5Mr=U-jRc~_-iwwVcz48n1ag97(%%DxX`#uNKV9H7Uw
zvkHU3z@e>`{A$6FfW{UXZDqTs5nG;_9HW5?w>jy0z8B+nVT}AuHx7EY;K@p5!P{P9
zbsi$GOC&za#>i4HITej)RYoox;it=h;}?HToI$}{G9nY#U+O5`Q%K~ceR!zY!qZhd
zxGuJWJO6w)&)oJ5S0qN`&vWo?&URF_kNxF&WVstrzA8+81_G_S|KBgAW@+qRY{XzU
z649tY*>T!xanv-j_1i-FKR$>rpZJ<L7LDi5*H*IYoLD9<`H}kPmhzj4*}S+YmxI54
ziP(Or+;T@Ym!I2}m{1!w^G}Cor4%n^kLK~}gXnYjQ&u0(0#!(+RU;@Xk*XgJgeeVM
zUmNie8YZ*!{s|#YOnxQ`(Sg{UCLVcr4Bsr+L+;lH0T_P6xp>1N%vD6jcq<3i)bZ)x
z4v`RCjWg7S4n^02Et})EwPNC|gxW1wLaT5%8~9r9!|=myV&V*Z_f!SGd^_IN`?zpK
z1<~1NcJH$A_V0YG{->YlND~)kgQ`+Q_BnY0IB38*?AV!0R7wP;rIlF545#a!3Lbpu
z4SGhzu>6IO7<bvVcvpOgVdMl>eUnFWatyg!H<4E9N3&_@q7V1_x!1RT07!E@BQzX-
z1C~fLK9i25Ml*YzCX9#ttoURX8CUnfQRZP!UI}ka8OeF)B=b}^C;PUSV_T5ReKC<d
z`}@1N{=BX%erYb7mTkoJi{9Gz))X-`NJsp^IvUdluya!l`5rfEz99UjP>S_-{54Qe
zXOxk@LWmZTBZUwhj9#zfzE`vP_{AIw_f(QGq9+9hTr?ai=duZ5WRD5wmaAiNZOWt3
zZ6ma2;Aepd3O1r^^ikHuOmIywZsKV?H;yiuW+LK?DJ+O&+n!hsZgr4gu+lZ&Pl(aW
zrQ<aECitn|;UnvQGg=EqDGwengtZ&KW$=}ka!7e7YtW;wX&@!88xc1=N$|g3rv9Z{
z(JT)9;RzJ)E+gyQB*N@L*p(Gs#821Qc}puXMuoI#+e5=OECwBgb^{0MA>6OAO0Uty
zZeiETV%#1d{T>_0;wdWt#a^Xn%#A}B^4<hYhjb+Aj0{_!$MqNV;kAE0h|lk5%JqL@
z?W%3mH~M*E;T~!$>$!3LPHOw6(XgX{EtPKKgM+Ax2*SLt3Ujy>bEJhvv=iRwTL>YV
zNC7BB2V}7uxo>7RZ$7#jP1ER=orcchW%EZra?!)#geMuO+~>mLw32#BT)^YeGz~|P
zksjScF*z#e9pvTPoH&YIWhCF;on6_Av|AxAThAe{p1j3gqLm+G1K4A9^u5R2;%gLp
zr1WI>4?D>ia{*>^B^y5Z2A$bL{k{V9Y3HCHcp;{ne~<Z&7x^Y<8)mmgam{u{MJHlX
zUJRL80C+2E&<ESwW&5MLXjJ+2xcrJ}i-u+kBGhUozQMq6-`-44Mkscpk%xc16o*mI
zgkF&>FVj(fUpA(~DjJ<Z_&(o?_Qop4kI3YXKi<L%Z+^w4<6q@s_aW|HvlVw*GT!n!
zK3Mhx`KpogGzUS$dT_|2ql;CKDZ@e9AUUK9AzDU`7D9AT5nUYg8Qz6ebAMpuP3KY9
zSkI2n_TqInqIVRLoMgw-XlKCqZl@)lt|>t@meo^~5=3>Whu%Sjd{@|u_ZKL_y%siY
zRBYH2L|M6?)R8*Q|DBZ{<4wd4F`%8o02NKsuv%@n^#)R7J?#A|7hR7eYCk(X8;Eh#
zM062{Pw{>{e>HK@VXWKqExqzf(M1?BrS}EEowK{mr+=Gd4AK#*OgMtf*g}nTaa;M(
zX~gE&6a8f|{i5uo&&(!kX%XibbZjZ8M^)Biuoy^~c?HJ4aa4U@%0`!uMKiy_G4o5_
z?4H1jN#V?WeIdWk-N(E0Rx@?RKXAK)Fj%Zq>y0?;3>@&;(AOyrdX1zHmfk-hM9WA4
zC`1Q#`JI_8owW^TWH8EMA!(SIRWIbRZsA4@)gHXY5MsMIPfIMpp(Z>YKO_2vQPkT+
zaak~CV=eI!P+#OFCfH1huYt7Q8W|Uxe!A63D-7&6m<=1(5!)@8;JP|~Ozw&2n+->-
z)7a=``*(X7acLUeyY)c7`yhnqFs2<Y0PEK6Z1Vt+CRsx@9DY578L7~8gx6}Ux9f><
zSgGAwP5FjH4C)?6zvqTB?}`QFepf^nt481dyXDLNzFm0a{B%m3R?eyS5oNPu>>f*U
z-%K7qC!5QHLKqP2;Mae;o8ktz&}`*k_ZaN^%JEpO7=lb-&}7;-Aw-MGC}1HvFr!(|
zrMG7=|FzBZ9p!!XSCn7$?$8Jl64D?dAkqy(DXpY{q=eKEf^?@MgHqBl42VdVNOzZ%
zba!_Qo%i^;_q*2p;r<7A)|$26nR(yyp0oGa&wlov^PVjgz^ODw9LEzIPE$#uxz@@f
zlB4o@EO#q)ZN<coVEq0)Gvlu~cP}Q=mYa3=Sy^5w3<+X$^jF;N(TbbkhQ{B(3y!sx
z#>i27HIGxDv5A@@<L2#~wThYMPb3lu`a0@%6k;nM`X;mr``S-v2dt*&Pt)QD%;qls
z+UOFd$(=Tq;m(kM`5yP39DyvgozImjeLF$G?<GoP*mh*TqMjpXau%<@5*11~;b>=K
zuT7-SgUB=IZCzwAU1s7(vKQ-eQKQ`Wz7(wdMQ^3Q&BNz5A4v+vAJI}AE_&U6sqIA&
zHII@GiH|{74<WSgTJ7dYt53Z1bQ7t)tBx<6qW&m|aWCPlZA|L6tb^p?yLSpk%;ZJb
zBusr|UR!_N^O?P^o?x3@kw4v(;P>!cLs4=!gcUs)-Rb52IbrgsE{9T6Spc%%P@TwL
zB$_Z<?Z3`qCK7y3`IkX<SRi&F^5|+XY}XxEc`J7rE{>6`s^$<xXvjwPIr%_GSiL$s
zdQf6F=;!CADvySn8|t~56=NTMj_5MK!#X#WXTdhyMgIFTp4XU22KdD#(>kls=^)|h
zT6LEIwJse=%bW0Dnf=nq7;g#LTX7Wk(};hp{)CYI_%tjKelL<}Wm!ik<_4j3I3l2)
z?EXzqY_UXVNX=VZ?^DZUd0}*2IQaxEc0bj_(LLexvF($IT|yfsGhPEw-R-5xX_h>_
z@Akf|<O#8u--KFoymYkvpN|U<1pJQ3UkDq2J~QEh5KQC$`pH~os|;rF*auz`vUln7
z^NK4*+z7Cx!Q{fS)X514vLq?=!|rD@6Ol!Cb7><i9j&I+nNKtP+!Sf(GKu%<<<#`8
zF@5=dY$6_nXAgFsA@KE1%n3J7!UgWDF-dm4@UX^$YY`{ww0__>sd$C<G{{O6P+k%I
zpU2^tP054EzQ!auxi5$pXA!MiJgKL;1wt6U*g?xEHWw(m8{Xv)d@hR%B4Eg3Z4zeK
z&eLaC9;l3P<%ZezmHf2zLDpikTbTcH5>9HHl&#>zHRat0h@zp`%-w!MjfE9vdM6Fc
z(jXO~oF7q7DCQLd4<e><9w%S=>i%~*6vN6=V%%s7`CC+s>LK}yBZF365fz9BweQZv
zs;Q>^1MZ@kPu)4JTae>CJ99Hj^h@mUuw%++LMx;XvN|bk(+wEdZi9%k<+-RIEO9t4
zf572gZ>P;`U2+_yuG)w<f(g*q8{u!9z%zm)Ehm%TP!`a0e1@Mdi=COZ42-t=_ZSjI
zW)3Wfd_*=|-CdLU-U-x+2?<9+il%?jOb6_-Uf^eUSdHNl4Lh(&oP-lo+qQW<AJ{Ts
z`b0}uv_qw&XLN7<7W!!iY<N;7lyr;YZqB~m@rJR#VuL8lOC;6*NIcJ%yl%A4ppt(Q
z<&598Pv8A*+G}WIc;iFPJKN8nF>BG>W5ZK#R@J$JL<F5ih?h7XP}?nc`@e1J!clPQ
zyAn1NNb}JSkLa~5HLILDgj3}V%*x!&vCW7JeIn{$=CdBMy1gCrR<60#uIp)N_1x$5
zINN=Z=5QV_BB?_j9CDgQ$6Vh?=pP<olKsUgG%(gn;=-^%eV3JE=9Ov4rwjk75X-@g
z(v3kEY6*XTLTE;+iZFLJUp85QSLD*L-o-Vi8U1Q;L8pTP%SFPm$@q|l#_-awn~fhi
z{Xx|oYH_p5R%OQ!JVw=UvH<B6iy?U1H_?KgB*Nvgs+E?WNxPv%3HAHWyJm$K-`0K}
zy1AOH{Xq0G-}x{}Ak2`+ct3m7#iJ+hFB}W&N$LnkxK(J>LXnV@5={u7jYnQsf%C@8
zT;At?7()4h3H#?C^NucCd9A4pv(2Lq+8|?+m4QS<x6M+uz5&~V#eX07h0VEe8h;Mr
zfi^3@DM@&($MWjaZek&|7d&brwzT#yg*0aHTa2ec8^3<T!<Q}^Z<1b?H$P2d(3BQW
zl{_Rf^k-0e>&iG<dMDQ=1zVb}CpSB5#W4MsRvGIbzZ3kTG>BWd_4I%$w;01WC(3#2
z{&nX&Q$=eD4E~JC1G#&xtnSN&3Obqwn=fD@Gv4Dl!<zPl=`aeh7eZ1A4c|V0tvEcV
zxlpDg@4r&pU5OCm`&Bg8`thduN$~j~iQRGRAmFar-{_w+%EB#5bYK2yh~3&k7xyMQ
zL#MCWw0RgjYMOY(Rso}Lq9qN5EmJG|4xlyF`%#R!HQW||QOzD?ewk6HKgiUf+CZK%
z>es)^&|T}tL;HT=8bvyJJ4WBnkkVzSMzop=gGWINSmUMfXZ>=R&i{zy*{iNrqIx_o
zKU`6bGDW+m&h`|0!FjE|2R}6bZkiU!6B*oN&BXWy<Z{|_WB%)(8|qHHX{ymrdJbl+
zKE@taX<6TFz;I2f>Bv?wq6HC0j6d)hTtrBY?@y>{iOr+0tq);ub=?dqzD-V*3(Zsf
zOQSdi`~FNUIxh4pr36RH>rW)2RVB&A56Me<Rx>BeTShs9Mo`ivSd$0w1|q^xYMo8S
zc%L%Fok}_Hf_wMQ-7=xu=iu~$a>^6z_pdMA8rvg?e>i_bSH~Spw@#M#Nh6ED@qW<o
zZL#iR-TmG@!p{qT*IcjPkZ(x09C+7RB?nvL&bT_yURud=j-cKICajpS7d_!w5jbeN
zV>#;lbRv7Z4e`uXCG5a_H#SK*)ZXQK=+zr8`D)CYC-^cq3{>Fw!$-pD<>zlid3eU+
zXeGy%rHh~c&_hv)?_Jr{#<L9n&%}jKKsw<^D?YW*x1Dz8Cn`0|ITj7kpEj7xAP(z0
z9m%7d-%ApEsa3Os^K{Hlao3~_Lc4^v6R!|_Ec3_~gFVBy6~(ES&-fY5mZ&^3!zHkw
z+Qsl&o$4giVq_v7S)}qy78VIy-w?D9x$vWE97oAH{IeYlS$zU6<_XFu=6ZkWkg=$L
z5?M^TB5D!azA@vvx;XJK&qq0g?T{XLcpVR??+QlM4i7Z7J^Ev_W&QN{VAV@_R+BWz
z(4gs}hI)y@eidOCwW3!L>qU6jO60Ij_wotrG-5i>NK^ID!265;Z`M+nw(0#h8$Q&j
zk4Uv^0R;TdJ*m7;vDF0Uj%@BXR<(!1hN*WNYv>?nSrW3hmw5r5F_OAw3K6M~4KeD&
zUaSa=@d{{lHY4qekPlkx<CWds7q1pJk_}p@kz<tcwQxddc^@j@vHh5^Z!%a+f2YQo
z#ibn$J5JBjDDhTd(>uieIFu4(u6W2AWK~b73E7(}4}FubUE+7+HCAZQxz>j`^biM6
zd4G&!*Qv+}Kb!YY6Q1{psjCzBkz~lt&7E->R#8sk!>Tvh%Vd^S$Sf7*`RtK%<wn!r
zgUwLV3lQtFjm)R~#EQl2dGVdCDgF>o(xXy%Aoi!gD()28U*p7+3$VLnua9067pG!k
z?sEy!k!iD09iXozKhccCDP%$(I7buoIh;cqiS|SlWkM*Fk^+x-*w=|-x9@_83&-E#
zH7U@023?@mE4S)jv9YM8bio<?a09x{rHjX7Vq#=eRSEGaxK>IBBwNk-%3)p7A;Vqq
zvuSx3JrPeK^*Cqg_@RI%Z8c0s_$p3Whi1<!($!WZp1Y+Xb~td1i_V^>BMJxNWBe-P
z9G6`%?@akfWODAwYz%g$&u-7|OdAfwnIX^Jo169N7E6WzL;^XYNHxH{Q&anYzKlua
zHN&o)aZ(DMzxu;oe6R>-Fy)~<?=ilWwzK0bFE97GKI{~sC5-1b?k80fe^9mXnHY^i
zd=q<1cu!=hyvE-@z-~ttVxzNa$}o3T)*drskg<V7IWn(ks3xUzA2(fGTTNJosROyH
zK<?kEslBs0d&kLAQHgeDBb?RTY)-h#1Gi^v^Uo!8CQIUn5gJt5TZ|Rx&A89|{`~o~
zY{S>S5+QZHNCXkT+{l>mJ)5Pxk1e3GoNQaPn3-UNZnD;!ME39@HisXhtO?Z;$qT_H
zPG_|5bw&WE%(jFv1A>t_JlUxYY)3B8@FFT|YhL*=`{QVV!M2d**RdkUWc~Rj^YUko
z^9BaHO#4^Rxtq|?^`c(Z-^Hl~Uby}DE!3hSjMo3-jdsvpwuLdHjLP?ud~dlZyy{c0
z_8aeVR)O&FBPC8L$;rukkzxtn`}LKD>3EF&#M9qXwHl=02k^ZtzY`LU){gJi)C5vw
zraL5oS;)B->jf)1lo85tT1DH)FC*TYWtvjB3cn|f)4aP7OW=M9v3~?Xq{3_61;#tL
zeBSo;Qx!O;t{R2#eFhVjpRd#LU5VY}kYD>u1eE@9J_O+~#)Q5KhOF1wo{Edh@#`KH
z7Si=Je@O_tc7X^o{T}0#-a!z1?(Lbz)<Yk~*_6r>Lq7=!`JL{|E`rHy33`QJ@)|Yr
zu7MFa`>qG$XItm}qg|rhoqun#p6<|ykJM?(tttp&+MV)A7n?~Jd_j=j56e3kDjif<
zqr@>R4u5R(3wdJ9jvX$#O*9Rr@Irx9^!w=wf&im>FFJSR@$oU!7`e2Ias^{j&cU3O
z8_wyMGogXo*Nqk*nm#~$#n+9p%yvnn7++AUNs!1&r=)%u6a39I65{rTa!-I=#y<2h
zC;P{u){G5FHWHnXd+Y7ZZ!gbexBe7rt$)f64g6~ro`bo0Ln>Wn2p7eg(N`HiY47Nu
zcSmMf$jQlNGqZr{VI_|dKR0_Q=4C3C%?c4zYGmDLxy`;g{y>`X((FJE8sC5FeAoxY
zKIP~AWjw5CEQV7tQo5qX^;lDxb|&-b#fVI$7EZ(~euVMaH=dyYLA`-SqZ8gk$7;hk
z;vc>#Cs-!HVj$Z2Cso@M?}Z>XHa4mg+A=a21Ox<q1NnJ*Q;gD#vff{P9B8lhJqf1a
zksq@hH$Y{qo6QZjCDrUOM(CeVpMvv=fgEExy*AhGGM>$F5u3M00s^#AUdO?$?Rgqs
z?QF?yZ+Di5y1nkp|2N#ofQJEUQa1wN?UFxtH3>^|T>MN?;Vf&1nsFZB^}Rgirwb-t
z!o2_Pg^2uVCMXE(xPBdAX3lUwJ%XR^;kt3=dZ?)6TK$^Egsw!?p%l3@f&EkWO*T&T
zSc<FMXF392V0*Xp?2fk16TSl(+`%GreF!K+?jvcOKR->sbK2@`Q#0GyxGHUENCzS8
z{L=V@-v8Q>-shlsZT-!gH&32CDU*qn4ml-r+ot@QJ-~A5PRhgDnX>7S9DW&>8japA
zoOYQbiAlY1_G$Ls>o4%){q5Au2V~eRZ0AA5Xk>rU9j3~xl@UUm-~5+;nwptSRyi);
z+dmw4*`5DVM2g9S=u7Nda|>6)9lUj6!6@;sx=@BYD!;x*ZMF~HE^c@reVrh-t$<c(
z9`s@Ocb4mCVrg8)eoL4yS|Soj&=k*U@RW^B)TX*~`Q2#V8%P+f=#fh>OAt8AQ66Y?
z0ia_@NJ!H<>ToN+n7-TxKvQf&f|(G4O4xpeDnuQZF^G8Sc#8+i1Ss0V!lExSE088U
zJiODV{!6>*VrAnECuBhCPTc=y+xXC{{%K~Sn7cjddjy+iR?0E;b8xkENNHeJtOg7k
z67R8Je^zxeW}sFxH<GIvN$v3?)^w@ui_iHYylJtS7K$wLG(X6BouON1^?)U2GocTu
z{^kvNb91wnw)T<>RBf{!3=a65LHZK~_$JzWe3juu32!0LD!mMx(2fgob+$jiUR>7_
z&8(zaeNOuC?2R0#GSPxR(<T}j_}I3|A`$RkBTKO_0jvNy40eM=(Eqmwl>IIcx+D#}
zfV{jse%depW)Czpt0p6t(3*e^GTpT5g!b**H-})R2jCZ3*s@bKE+L`)sCOph{ik2Q
zcp#^{)8kv1A;ZA@zXk<i;^E;rK#?#g?I3z|X@uO-=%HdiH1*G)S0tpQi0yA<-_U;%
zxYV>JsAJ>c^r#Luiy&3I^>CO(w{@Qw(?zZnEL-Qv=%38Fg~|L=w6qHZ{89Md0iOn>
zB5?A(<<>|pum^s+uU3rRdY%9Gg^?-Nd7Ne;{~3TRoaz6l85stM-M_Z}-v`+yi!GnS
zsQ80JLU7*;(NIxQiQgO#SIzEem+NR~v}_kQ_Maavzf@K2crUc<Akx*_y8;M=<=ySg
zZXFgZfzzPEVL4owgn|OzZpz5U_C;*JF2?ujw7jOTrUsg&mZmB%k1d1<2d#I6QMG2L
z`AtPcxvTCbaaT_Fbu#$(u5`z2&ejUM)zXEwOFKF7#jvQD?oO4XO?>QUCBB;AHuT;t
z2b4d{dd8`Tb9c-hMxK)bQ0EXXbsZRpfkQ$~{k6}MiJAE`=xM6|-PQaqsShi8NJ^nW
zWyBX!)}eA+onA|R(1YV+7f=nQB~`+ku=uBJsQBrG8J>CoALac&iw*)(1HHXkz`bXW
zq>gXD@v3jACU`E2RJGutjPSU<SWm;T`~<B61dqLRvH+54o$Lff_N5spDu(D++Rw68
zZaP(K$;-<-ixI+?Lwv+9R$|a5qWjb9QE^D5Z(D;|iEeD4rLAAl@a700fi&L>H)+vJ
zB5#I%$c099E%yn}&zv@il{{a4KU?FPr<A~@u=7Fcj<9awBmR`95;XGp%6lNZSJ}gY
zm1d=rvEAl2e)i@1qf70faby9UJnnllYee>7UgQ-Osj_8`P#F89|H#N7|K1VF;Qz`_
zNJ!|}a|;+OpGfljd0cGl)6Cc-5AiJ&sNccH#?~j-1;jYzi-7+A_z~TravEF~L6?t*
zj~}P;YIm;Q0O`F~ji-L^-n~9gn_K`b8fed;Q2j#P5^1(fEki?OGSt<^`Idr1_wO9S
zc?@5+p<irYJT5so&&cOcuH1QDH8WPjuhDpQZ7pvQEY@zAda8akF;G2g9~T|{BSkg)
zm6B2n`mb>GxKhJfx7@#f)v<DHi|e)R=IW|FlX_M)P-}gf-1WyAwf0J|2O%k-9U*rv
zLzh80o9PO>S8SO+l4<(2ZiQR(jg9D99v)RdB7^xl+*mm@_En2H7HR&so~VSrU;-Nb
znXLJJoqX*==-$!pbR~QK=+s-6uW7)CO5mvj!E4%AUWHh+x3@nN5z$54T1_yvcSP8Z
z7uoeM12m1$mweZPiIpSids!xW+s{ILp<nM+estl}`F72%7I8KSR!WvJAFHwxi(X}B
zr+Vd8hl6hv(I(^r|4afzC;QH#mO7KVh)157a<k{&s2PAqNT@wJI;z0Q{q*U1?s$El
zfkXUsou@Mj?pjwgk;RPwK}40|o!hW=5h#B5!*F`H3yk$^SeRCT7a#x;)vCj)f({E!
z4=b-0J`n*Go14=*Uku>4&CJYbx6e^wJu_zIx0@2c%K85NyPIuksR*6ubcq?957GCG
ziAhFKNa)pnz0(_Z9I&s<2mYg6r%D=&3+6uOnT<XYfQAuKtE#0nvZ!Q1%v$EO`U)Z~
zBSXbw(!@JXCE+FTk9As&H`3A569x>d+m5@5{RS}^&}Lwo<e9OJmv3t@ftHR=WzKAt
zI74yYKU*asK`--99k2}iGv3|RFzl7h1Us8?CIalKH${~6Q}f?T6D;DY6yM`P1;|^V
zVN4vHN|~QOUVe8P17-|y+n-ZWQR#c#bGARPW^K)uoYf5;{F|(>qk&jkTU#Z&^|}rX
z52H;q_=@ErEyqw^^*%Qz<B;RM*;>OXaT<YDnc=dvft!S6Bb`?z0Hb0mE>I_4CtI$)
zt^z6<Fi=CK?U5=M@da4^)p$+v%{N;R9a%~wb^UF%CxIU*|95HWG+Dj~hq~w$C{PO7
z7%yhP!opHc6;G<F5&<9s=I`q1^at44-t6u#ETr0ZCpQ3%rb39^f`Szg&b;f4pzE_M
z0KimY*7+lLsi<}@8vVc=m>OD0c(}wKRHetp);3blv9g2aL*0wluOC2>5eWO5-2dHs
zCINxtsu+_yaUH;SS?x-Jzp1II$(Zx5b2Avq65$}efF`LRgm^#9i9@Oj71=TQU~zGA
z;>UkwKyU|)vAqK8Su)l$m`XdcXZ0~VdngFN625-L13kaExTr(*iyd!|M}o0dI^sjq
zp09E+G6t$iUSMVqcY`QHRbQVPfOP)opM~a6Z0zjIpDBzM%Eygjzz9IE(SGR{b{ckC
zmI~h0O5imC^gWs|i$rr6H*}ARiW*!K8h9AkrJ#x6w5zQDdfmU^vM=T8>N?}G9DeR2
z`TO_ps+-g4=@BCsSyzh0VH+tKIXSQEme$hJl0L&v5$W$v+Io8Tn$qsBVX+$jLa^jy
zYT&MQODze2=0`?G9A;g|7oDo7{)zq3S!oY<V@i7{MNDEMF0CY&kbnRLzMrnItt~Gj
z(>iGYkpv!&@_w+kL_CL{Q^yh)C+BKje$kJLiui&8j*B=BS^SF|KNgi_StBEQ)$ADm
z>tzPY@D6^u_;ac4@#6Jx;kic=5=b0+j|F8olYZ0w83tU9p+AxLljCwn`uH{)rML%A
zn$OWaD3UOtr+xZEqc4jL`JDn=I|#3v|E9}0LXjN$Ww;4FazMw<YrV}j<ww`30cT*<
zsr6Xj=l46;QRQ2M$7%FU_LUeZ4i%AE!*B>8JY$qs=gk|(!*+^N+i|WM*X<5iny*`n
zF%I(eqoctQOQmT$r3f*^aP{4c=Q<L|i6XSU<s%lpqLPxWs{vB)k<;4QRrPjJEhxqZ
zEKU;-<@PY=rog)X;J^WZWpGA3%-o#EvX>GfO5pPqATsb60qd#W5gQv;4VPQ&Tn*=@
zEiEk}5fN)sw#60~N2|Jp+S-NsuBQ(JhO<;;*hcd@+bN7^W>kko&$Cb`okK46bBhjT
zm-q!mMG-w*wP7hKv_Pl2H7=X?iWRmCk|krle*L<}wQGENQBJ~naUZD)L-kKYiz^xF
z14D$y!|A<3D(C%Zz^ameWFh1Mlm2J~u5$mJ|DCVU`-!HB5;H0wY(YUm1@UBgTkrb0
zwQ<=VEE_3Xs7hLN^hZ_q9jA0_hZJQ)FB>o(9b;eefR`~W52&fVMvee3I8Rz6pz%>0
zyetRNgOWU6S_lXeW~v+ujOvqtP~y1^UjYZN&v2|)z?|{JPqHR&bHU{?C)HwptPQ=2
zYuy8bC9A-$ac*FD;R(imR7lm%0=?3z>!Th6hF`df{YNMiTB4M{<ck+C6eP5ZjR=}{
zCQA{<q?{BvH#;8gaw73#K4-1~5cM<-y1TnO4YRG2$O2dgT@W9EWjZ-IMO63yw&;OS
ziaM>ZRqmrMs%|g0^?sYbMCBkgCpV#pu(11}Q1bsk?m|-_=j~(bKd8g0nP2ZP0HJxl
zeKey7Jb{Xl--QLBV}wor7+ugk(kbG?fTnfjvc~7DJ0J16AcT?Fw-=eOrN*@!o-i|m
z=Yo-j0Cq<-4b;^gW?TWubw6j|Y^Zl(jgN{-hX^_@wPnO}8rGD((QIaO^?+9W!zs_-
zYosa!tbR@)9(ndW^XJc;%galqc)&Sw0EHG(!2*eu-x=}q!0P$P-?C#pHU?XAj2V0o
zTrc3%jQ)}Vz^RjoKd{X3k(0KD#*g<x2=oyk&ItWf1R~!BibNj)M0Ki;0IBlG$qmpl
z_UFvZ%(=<Q$r<qsA`bruTM}MTCde3$U(4}>xOh$UO1tQ7uBoXh*?(N9_bhdz$?fju
zjQx31pJlnrCfGHoMQ?ST)GCrjSQSW%Ei?8Ku-g$}J=qX)1_u8T%qh)mRl7Of2#cMG
z5<K;ik`kNMKXI>eTTy>h(<JLf@9-aT;BHhP!_lLPMV;3K{13%Zz5Ll`{Lr}PyJnqC
zSSHi|AlJDkI5;@Z6Sc-xJf0s5z0MGokT67h#>;z{*d8oW0tnve&Sc-bPAi;9hep_5
zOEOIj_~$&32hHv6RmOT+Z^Vsdq9g%0Yac^ivxz#uf(uVe%dBVI+)`^-5$+~E0|OuY
z8oSLk1_uW_eZy#k_XOU*>*Vvl^|25_kbf6Yu}u}AQD<ai>`bY=Fvo!=^o-6-<3EMB
zrr*bwL7`aFeE6CSTu*KGeVAEUg&Xf=uT(*b$$FxuRP)hk$#N9>FJH{ZFr#9fa2nyF
zYTyPgHHk=aa&n%=#l(;<aEf_jJ%(v!DO=lPs6PyqqYCd>TbIvxT@RcJABBUG1aR{l
zy1xPd0bF*09$xqyZ;gg-4riBI_9dG|RES2U8LKTGdOYRglHALvtE;OQ&Tg$e`opeQ
zX-`MWqWp-31-o)u#nkk%`-~$FLdeb(O!Vv-OI=+`z|Sl|`T(?tpEdv=-ZVen802_c
z^$nKl$pSGL5-oFY@N2kBv6^S&;<DdY*%Sc0`%4p^Z2z&B#NFk1qsQ5-JC)FTO3Tuu
z;9zVGO-;{(W}L}7PyU<B6a1zz7s9}<$^7DmKY#&NttHzkDk=iF&lum{oU0eBoOPoC
r{s4Bg(rxvse0Zh&zcA~E%=z7O<{^L6Z!Ja;@OmkyDqAFN^6`HGc{~y(

diff --git a/dev/_modules/autoreject/autoreject.html b/dev/_modules/autoreject/autoreject.html
index 6559b87..dcc4c50 100644
--- a/dev/_modules/autoreject/autoreject.html
+++ b/dev/_modules/autoreject/autoreject.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -17,12 +17,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -36,9 +36,9 @@
     <link rel="stylesheet" type="text/css" href="../../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../../_static/doctools.js?v=888ff710"></script>
@@ -47,7 +47,7 @@
     <script src="../../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = '_modules/autoreject/autoreject';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -122,6 +122,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../../index.html">
@@ -141,7 +142,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -194,6 +196,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -207,6 +210,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -263,6 +267,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -292,7 +297,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -345,6 +351,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -1963,7 +1970,7 @@ <h1>Source code for autoreject.autoreject</h1><div class="highlight"><pre>
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
 </div>
                 </footer>
@@ -1983,8 +1990,8 @@ <h1>Source code for autoreject.autoreject</h1><div class="highlight"><pre>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -1992,15 +1999,17 @@ <h1>Source code for autoreject.autoreject</h1><div class="highlight"><pre>
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -2013,8 +2022,9 @@ <h1>Source code for autoreject.autoreject</h1><div class="highlight"><pre>
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/_modules/autoreject/ransac.html b/dev/_modules/autoreject/ransac.html
index 0491a4d..c437359 100644
--- a/dev/_modules/autoreject/ransac.html
+++ b/dev/_modules/autoreject/ransac.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -17,12 +17,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -36,9 +36,9 @@
     <link rel="stylesheet" type="text/css" href="../../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../../_static/doctools.js?v=888ff710"></script>
@@ -47,7 +47,7 @@
     <script src="../../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = '_modules/autoreject/ransac';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -122,6 +122,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../../index.html">
@@ -141,7 +142,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -194,6 +196,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -207,6 +210,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -263,6 +267,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -292,7 +297,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -345,6 +351,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -715,7 +722,7 @@ <h1>Source code for autoreject.ransac</h1><div class="highlight"><pre>
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
 </div>
                 </footer>
@@ -735,8 +742,8 @@ <h1>Source code for autoreject.ransac</h1><div class="highlight"><pre>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -744,15 +751,17 @@ <h1>Source code for autoreject.ransac</h1><div class="highlight"><pre>
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -765,8 +774,9 @@ <h1>Source code for autoreject.ransac</h1><div class="highlight"><pre>
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/_modules/autoreject/utils.html b/dev/_modules/autoreject/utils.html
index 03c81c2..bb143ea 100644
--- a/dev/_modules/autoreject/utils.html
+++ b/dev/_modules/autoreject/utils.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -17,12 +17,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -36,9 +36,9 @@
     <link rel="stylesheet" type="text/css" href="../../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../../_static/doctools.js?v=888ff710"></script>
@@ -47,7 +47,7 @@
     <script src="../../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = '_modules/autoreject/utils';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -122,6 +122,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../../index.html">
@@ -141,7 +142,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -194,6 +196,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -207,6 +210,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -263,6 +267,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -292,7 +297,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -345,6 +351,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -954,7 +961,7 @@ <h1>Source code for autoreject.utils</h1><div class="highlight"><pre>
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
 </div>
                 </footer>
@@ -974,8 +981,8 @@ <h1>Source code for autoreject.utils</h1><div class="highlight"><pre>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -983,15 +990,17 @@ <h1>Source code for autoreject.utils</h1><div class="highlight"><pre>
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -1004,8 +1013,9 @@ <h1>Source code for autoreject.utils</h1><div class="highlight"><pre>
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/_modules/index.html b/dev/_modules/index.html
index 24db6ee..d336e19 100644
--- a/dev/_modules/index.html
+++ b/dev/_modules/index.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -17,12 +17,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -36,9 +36,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -47,7 +47,7 @@
     <script src="../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = '_modules/index';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -122,6 +122,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -141,7 +142,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -194,6 +196,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -207,6 +210,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -263,6 +267,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -292,7 +297,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -345,6 +351,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -461,7 +468,7 @@ <h1>All modules for which code is available</h1>
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
 </div>
                 </footer>
@@ -481,8 +488,8 @@ <h1>All modules for which code is available</h1>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -490,15 +497,17 @@ <h1>All modules for which code is available</h1>
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -511,8 +520,9 @@ <h1>All modules for which code is available</h1>
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/_static/scripts/pydata-sphinx-theme.js b/dev/_static/scripts/pydata-sphinx-theme.js
index 85ae6ba..3eda41b 100644
--- a/dev/_static/scripts/pydata-sphinx-theme.js
+++ b/dev/_static/scripts/pydata-sphinx-theme.js
@@ -1,2 +1,2 @@
-(()=>{"use strict";var e,t,n,r,o={803:(e,t,n)=>{n.d(t,{Gu:()=>r,qu:()=>o});const r=e=>"string"==typeof e&&/^[v\d]/.test(e)&&a.test(e),o=(e,t,n)=>{h(n);const r=((e,t)=>{const n=c(e),r=c(t),o=n.pop(),a=r.pop(),d=l(n,r);return 0!==d?d:o&&a?l(o.split("."),a.split(".")):o||a?o?-1:1:0})(e,t);return u[n].includes(r)},a=/^[v^~<>=]*?(\d+)(?:\.([x*]|\d+)(?:\.([x*]|\d+)(?:\.([x*]|\d+))?(?:-([\da-z\-]+(?:\.[\da-z\-]+)*))?(?:\+[\da-z\-]+(?:\.[\da-z\-]+)*)?)?)?$/i,c=e=>{if("string"!=typeof e)throw new TypeError("Invalid argument expected string");const t=e.match(a);if(!t)throw new Error(`Invalid argument not valid semver ('${e}' received)`);return t.shift(),t},d=e=>"*"===e||"x"===e||"X"===e,i=e=>{const t=parseInt(e,10);return isNaN(t)?e:t},s=(e,t)=>{if(d(e)||d(t))return 0;const[n,r]=((e,t)=>typeof e!=typeof t?[String(e),String(t)]:[e,t])(i(e),i(t));return n>r?1:n<r?-1:0},l=(e,t)=>{for(let n=0;n<Math.max(e.length,t.length);n++){const r=s(e[n]||"0",t[n]||"0");if(0!==r)return r}return 0},u={">":[1],">=":[0,1],"=":[0],"<=":[-1,0],"<":[-1]},m=Object.keys(u),h=e=>{if("string"!=typeof e)throw new TypeError("Invalid operator type, expected string but got "+typeof e);if(-1===m.indexOf(e))throw new Error(`Invalid operator, expected one of ${m.join("|")}`)}},375:(e,t,n)=>{function r(e){"loading"!=document.readyState?e():document.addEventListener("DOMContentLoaded",e)}n.d(t,{A:()=>r})},937:(e,t,n)=>{n.a(e,(async(e,t)=>{try{var r=n(375),o=n(803),a=window.matchMedia("(prefers-color-scheme: dark)");function l(e){document.documentElement.dataset.theme=a.matches?"dark":"light"}function u(e){"light"!==e&&"dark"!==e&&"auto"!==e&&(console.error(`Got invalid theme mode: ${e}. Resetting to auto.`),e="auto");var t=a.matches?"dark":"light";document.documentElement.dataset.mode=e;var n="auto"==e?t:e;document.documentElement.dataset.theme=n,document.querySelectorAll(".dropdown-menu").forEach((e=>{"dark"===n?e.classList.add("dropdown-menu-dark"):e.classList.remove("dropdown-menu-dark")})),localStorage.setItem("mode",e),localStorage.setItem("theme",n),console.log(`[PST]: Changed to ${e} mode using the ${n} theme.`),a.onchange="auto"==e?l:""}function m(){const e=document.documentElement.dataset.defaultMode||"auto",t=localStorage.getItem("mode")||e;var n,r;u(((r=(n=a.matches?["auto","light","dark"]:["auto","dark","light"]).indexOf(t)+1)===n.length&&(r=0),n[r]))}function h(){u(document.documentElement.dataset.mode),document.querySelectorAll(".theme-switch-button").forEach((e=>{e.addEventListener("click",m)}))}function p(){window.addEventListener("activate.bs.scrollspy",(function(){document.querySelectorAll(".bd-toc-nav a").forEach((e=>{e.parentElement.classList.remove("active")})),document.querySelectorAll(".bd-toc-nav a.active").forEach((e=>{e.parentElement.classList.add("active")}))}))}function f(){if(!document.querySelector(".bd-docs-nav"))return;var e=document.querySelector("div.bd-sidebar");let t=parseInt(sessionStorage.getItem("sidebar-scroll-top"),10);if(isNaN(t)){var n=document.querySelector(".bd-docs-nav").querySelectorAll(".active");if(n.length>0){var r=n[n.length-1],o=r.getBoundingClientRect().y-e.getBoundingClientRect().y;if(r.getBoundingClientRect().y>.5*window.innerHeight){let t=.25;e.scrollTop=o-e.clientHeight*t,console.log("[PST]: Scrolled sidebar using last active link...")}}}else e.scrollTop=t,console.log("[PST]: Scrolled sidebar using stored browser position...");window.addEventListener("beforeunload",(()=>{sessionStorage.setItem("sidebar-scroll-top",e.scrollTop)}))}var c=()=>{let e=document.querySelectorAll("form.bd-search");return e.length?(1==e.length?e[0]:document.querySelector("div:not(.search-button__search-container) > form.bd-search")).querySelector("input"):void 0},d=()=>{let e=c(),t=document.querySelector(".search-button__wrapper");e===t.querySelector("input")&&t.classList.toggle("show"),document.activeElement===e?e.blur():(e.focus(),e.select(),e.scrollIntoView({block:"center"}))},i=e=>{var t="";return void 0!==e.userAgentData&&null!=e.userAgentData?t=e.userAgentData.platform:void 0!==e.platform&&(t=e.platform),/mac.?os/.test(t.toLowerCase())};async function v(e){e.preventDefault();let t=`${DOCUMENTATION_OPTIONS.pagename}.html`,n=e.currentTarget.getAttribute("href"),r=n.replace(t,"");try{(await fetch(n,{method:"HEAD"})).ok?location.href=n:location.href=r}catch(e){location.href=r}}async function g(e){try{var t=new URL(e)}catch(n){if(!(n instanceof TypeError))throw n;{const n=await fetch(window.location.origin,{method:"HEAD"});t=new URL(e,n.url)}}const n=await fetch(t);return await n.json()}function y(e,t){const n=`${DOCUMENTATION_OPTIONS.pagename}.html`;t.forEach((e=>{e.dataset.activeVersionName="",e.dataset.activeVersion=""}));const r=(e=e.map((e=>(e.match=e.version==DOCUMENTATION_OPTIONS.theme_switcher_version_match,e.preferred=e.preferred||!1,"name"in e||(e.name=e.version),e)))).map((e=>e.preferred&&e.match)).some(Boolean);var o=!1;e.forEach((e=>{const a=document.createElement("a");a.setAttribute("class","dropdown-item list-group-item list-group-item-action py-1"),a.setAttribute("href",`${e.url}${n}`),a.setAttribute("role","option");const c=document.createElement("span");c.textContent=`${e.name}`,a.appendChild(c),a.dataset.versionName=e.name,a.dataset.version=e.version;let d=r&&e.preferred,i=!r&&!o&&e.match;(d||i)&&(a.classList.add("active"),t.forEach((t=>{t.innerText=e.name,t.dataset.activeVersionName=e.name,t.dataset.activeVersion=e.version})),o=!0),document.querySelectorAll(".version-switcher__menu").forEach((e=>{let t=a.cloneNode(!0);t.onclick=v,e.append(t)}))}))}function w(e){var t=DOCUMENTATION_OPTIONS.VERSION,n=e.filter((e=>e.preferred));if(1!==n.length){const e=0==n.length?"No":"Multiple";return void console.log(`[PST] ${e} versions marked "preferred" found in versions JSON, ignoring.`)}const r=n[0].version,a=n[0].url,c=(0,o.Gu)(t)&&(0,o.Gu)(r);if(c&&(0,o.qu)(t,r,"="))return;var d=document.createElement("div");const i=document.createElement("div"),s=document.createElement("div"),l=document.createElement("strong"),u=document.createElement("a");d.classList="bd-header-version-warning container-fluid",i.classList="bd-header-announcement__content",s.classList="sidebar-message",u.classList="sd-btn sd-btn-danger sd-shadow-sm sd-text-wrap font-weight-bold ms-3 my-1 align-baseline",u.href=`${a}${DOCUMENTATION_OPTIONS.pagename}.html`,u.innerText="Switch to stable version",u.onclick=v,s.innerText="This is documentation for ";const m=t.includes("dev")||t.includes("rc")||t.includes("pre"),h=c&&(0,o.qu)(t,r,">");m||h?l.innerText="an unstable development version":c&&(0,o.qu)(t,r,"<")?l.innerText=`an old version (${t})`:l.innerText=t?`version ${t}`:"an unknown version",d.appendChild(i),i.appendChild(s),s.appendChild(l),s.appendChild(document.createTextNode(".")),s.appendChild(u),document.body.prepend(d)}function b(){new MutationObserver(((e,t)=>{e.forEach((e=>{0!==e.addedNodes.length&&void 0!==e.addedNodes[0].data&&-1!=e.addedNodes[0].data.search("Inserted RTD Footer")&&e.addedNodes.forEach((e=>{document.getElementById("rtd-footer-container").append(e)}))}))})).observe(document.body,{childList:!0})}var s=document.querySelectorAll(".version-switcher__button");const E=s.length>0,_=DOCUMENTATION_OPTIONS.hasOwnProperty("theme_switcher_json_url"),S=DOCUMENTATION_OPTIONS.show_version_warning_banner;if(_&&(E||S)){const T=await g(DOCUMENTATION_OPTIONS.theme_switcher_json_url);y(T,s),S&&w(T)}(0,r.A)(h),(0,r.A)(f),(0,r.A)(p),(0,r.A)((()=>{(()=>{let e=document.querySelectorAll(".search-button__kbd-shortcut");i(window.navigator)&&e.forEach((e=>e.querySelector("kbd.kbd-shortcut__modifier").innerText="⌘"))})(),window.addEventListener("keydown",(e=>{let t=c();e.shiftKey||e.altKey||(i?!e.metaKey||e.ctrlKey:e.metaKey||!e.ctrlKey)||!/k/i.test(e.key)?document.activeElement===t&&/Escape/i.test(e.key)&&d():(e.preventDefault(),d())}),!0),document.querySelectorAll(".search-button__button").forEach((e=>{e.onclick=d}));let e=document.querySelector(".search-button__overlay");e&&(e.onclick=d)})),(0,r.A)(b),t()}catch(O){t(O)}}),1)}},a={};function c(e){var t=a[e];if(void 0!==t)return t.exports;var n=a[e]={exports:{}};return o[e](n,n.exports,c),n.exports}e="function"==typeof Symbol?Symbol("webpack queues"):"__webpack_queues__",t="function"==typeof Symbol?Symbol("webpack exports"):"__webpack_exports__",n="function"==typeof Symbol?Symbol("webpack error"):"__webpack_error__",r=e=>{e&&e.d<1&&(e.d=1,e.forEach((e=>e.r--)),e.forEach((e=>e.r--?e.r++:e())))},c.a=(o,a,c)=>{var d;c&&((d=[]).d=-1);var i,s,l,u=new Set,m=o.exports,h=new Promise(((e,t)=>{l=t,s=e}));h[t]=m,h[e]=e=>(d&&e(d),u.forEach(e),h.catch((e=>{}))),o.exports=h,a((o=>{var a;i=(o=>o.map((o=>{if(null!==o&&"object"==typeof o){if(o[e])return o;if(o.then){var a=[];a.d=0,o.then((e=>{c[t]=e,r(a)}),(e=>{c[n]=e,r(a)}));var c={};return c[e]=e=>e(a),c}}var d={};return d[e]=e=>{},d[t]=o,d})))(o);var c=()=>i.map((e=>{if(e[n])throw e[n];return e[t]})),s=new Promise((t=>{(a=()=>t(c)).r=0;var n=e=>e!==d&&!u.has(e)&&(u.add(e),e&&!e.d&&(a.r++,e.push(a)));i.map((t=>t[e](n)))}));return a.r?s:c()}),(e=>(e?l(h[n]=e):s(m),r(d)))),d&&d.d<0&&(d.d=0)},c.d=(e,t)=>{for(var n in t)c.o(t,n)&&!c.o(e,n)&&Object.defineProperty(e,n,{enumerable:!0,get:t[n]})},c.o=(e,t)=>Object.prototype.hasOwnProperty.call(e,t),c(937)})();
+(()=>{"use strict";var e,t,n,o,r={803:(e,t,n)=>{n.d(t,{Gu:()=>o,qu:()=>r});const o=e=>"string"==typeof e&&/^[v\d]/.test(e)&&a.test(e),r=(e,t,n)=>{h(n);const o=((e,t)=>{const n=c(e),o=c(t),r=n.pop(),a=o.pop(),i=l(n,o);return 0!==i?i:r&&a?l(r.split("."),a.split(".")):r||a?r?-1:1:0})(e,t);return u[n].includes(o)},a=/^[v^~<>=]*?(\d+)(?:\.([x*]|\d+)(?:\.([x*]|\d+)(?:\.([x*]|\d+))?(?:-([\da-z\-]+(?:\.[\da-z\-]+)*))?(?:\+[\da-z\-]+(?:\.[\da-z\-]+)*)?)?)?$/i,c=e=>{if("string"!=typeof e)throw new TypeError("Invalid argument expected string");const t=e.match(a);if(!t)throw new Error(`Invalid argument not valid semver ('${e}' received)`);return t.shift(),t},i=e=>"*"===e||"x"===e||"X"===e,d=e=>{const t=parseInt(e,10);return isNaN(t)?e:t},s=(e,t)=>{if(i(e)||i(t))return 0;const[n,o]=((e,t)=>typeof e!=typeof t?[String(e),String(t)]:[e,t])(d(e),d(t));return n>o?1:n<o?-1:0},l=(e,t)=>{for(let n=0;n<Math.max(e.length,t.length);n++){const o=s(e[n]||"0",t[n]||"0");if(0!==o)return o}return 0},u={">":[1],">=":[0,1],"=":[0],"<=":[-1,0],"<":[-1]},m=Object.keys(u),h=e=>{if("string"!=typeof e)throw new TypeError("Invalid operator type, expected string but got "+typeof e);if(-1===m.indexOf(e))throw new Error(`Invalid operator, expected one of ${m.join("|")}`)}},375:(e,t,n)=>{function o(e){"loading"!=document.readyState?e():document.addEventListener("DOMContentLoaded",e)}n.d(t,{A:()=>o})},937:(e,t,n)=>{n.a(e,(async(e,t)=>{try{var o=n(375),r=n(803),a=window.matchMedia("(prefers-color-scheme: dark)");function l(e){document.documentElement.dataset.theme=a.matches?"dark":"light"}function u(e){"light"!==e&&"dark"!==e&&"auto"!==e&&(console.error(`Got invalid theme mode: ${e}. Resetting to auto.`),e="auto");var t=a.matches?"dark":"light";document.documentElement.dataset.mode=e;var n="auto"==e?t:e;document.documentElement.dataset.theme=n,document.querySelectorAll(".dropdown-menu").forEach((e=>{"dark"===n?e.classList.add("dropdown-menu-dark"):e.classList.remove("dropdown-menu-dark")})),localStorage.setItem("mode",e),localStorage.setItem("theme",n),console.log(`[PST]: Changed to ${e} mode using the ${n} theme.`),a.onchange="auto"==e?l:""}function m(){const e=document.documentElement.dataset.defaultMode||"auto",t=localStorage.getItem("mode")||e;var n,o;u(((o=(n=a.matches?["auto","light","dark"]:["auto","dark","light"]).indexOf(t)+1)===n.length&&(o=0),n[o]))}function h(){u(document.documentElement.dataset.mode),document.querySelectorAll(".theme-switch-button").forEach((e=>{e.addEventListener("click",m)}))}function p(){window.addEventListener("activate.bs.scrollspy",(function(){document.querySelectorAll(".bd-toc-nav a").forEach((e=>{e.parentElement.classList.remove("active")})),document.querySelectorAll(".bd-toc-nav a.active").forEach((e=>{e.parentElement.classList.add("active")}))}))}function f(){if(!document.querySelector(".bd-docs-nav"))return;var e=document.querySelector("div.bd-sidebar");let t=parseInt(sessionStorage.getItem("sidebar-scroll-top"),10);if(isNaN(t)){var n=document.querySelector(".bd-docs-nav").querySelectorAll(".active");if(n.length>0){var o=n[n.length-1],r=o.getBoundingClientRect().y-e.getBoundingClientRect().y;if(o.getBoundingClientRect().y>.5*window.innerHeight){let t=.25;e.scrollTop=r-e.clientHeight*t,console.log("[PST]: Scrolled sidebar using last active link...")}}}else e.scrollTop=t,console.log("[PST]: Scrolled sidebar using stored browser position...");window.addEventListener("beforeunload",(()=>{sessionStorage.setItem("sidebar-scroll-top",e.scrollTop)}))}var c=()=>{let e=document.querySelectorAll("form.bd-search");return e.length?(1==e.length?e[0]:document.querySelector("div:not(.search-button__search-container) > form.bd-search")).querySelector("input"):void 0},i=()=>{let e=c(),t=document.querySelector(".search-button__wrapper");e===t.querySelector("input")&&t.classList.toggle("show"),document.activeElement===e?e.blur():(e.focus(),e.select(),e.scrollIntoView({block:"center"}))},d=0===navigator.platform.indexOf("Mac")||"iPhone"===navigator.platform;async function v(e){e.preventDefault();let t=`${DOCUMENTATION_OPTIONS.pagename}.html`,n=e.currentTarget.getAttribute("href"),o=n.replace(t,"");try{(await fetch(n,{method:"HEAD"})).ok?location.href=n:location.href=o}catch(e){location.href=o}}async function g(e){try{var t=new URL(e)}catch(n){if(!(n instanceof TypeError))throw n;{const n=await fetch(window.location.origin,{method:"HEAD"});t=new URL(e,n.url)}}const n=await fetch(t);return await n.json()}function y(e,t){const n=`${DOCUMENTATION_OPTIONS.pagename}.html`;t.forEach((e=>{e.dataset.activeVersionName="",e.dataset.activeVersion=""}));const o=(e=e.map((e=>(e.match=e.version==DOCUMENTATION_OPTIONS.theme_switcher_version_match,e.preferred=e.preferred||!1,"name"in e||(e.name=e.version),e)))).map((e=>e.preferred&&e.match)).some(Boolean);var r=!1;e.forEach((e=>{const a=document.createElement("a");a.setAttribute("class","dropdown-item list-group-item list-group-item-action py-1"),a.setAttribute("href",`${e.url}${n}`),a.setAttribute("role","option");const c=document.createElement("span");c.textContent=`${e.name}`,a.appendChild(c),a.dataset.versionName=e.name,a.dataset.version=e.version;let i=o&&e.preferred,d=!o&&!r&&e.match;(i||d)&&(a.classList.add("active"),t.forEach((t=>{t.innerText=e.name,t.dataset.activeVersionName=e.name,t.dataset.activeVersion=e.version})),r=!0),document.querySelectorAll(".version-switcher__menu").forEach((e=>{let t=a.cloneNode(!0);t.onclick=v,e.append(t)}))}))}function b(e){var t=DOCUMENTATION_OPTIONS.VERSION,n=e.filter((e=>e.preferred));if(1!==n.length){const e=0==n.length?"No":"Multiple";return void console.log(`[PST] ${e} versions marked "preferred" found in versions JSON, ignoring.`)}const o=n[0].version,a=n[0].url,c=(0,r.Gu)(t)&&(0,r.Gu)(o);if(c&&(0,r.qu)(t,o,"="))return;var i=document.createElement("div");const d=document.createElement("div"),s=document.createElement("div"),l=document.createElement("strong"),u=document.createElement("a");i.classList="bd-header-version-warning container-fluid",d.classList="bd-header-announcement__content",s.classList="sidebar-message",u.classList="sd-btn sd-btn-danger sd-shadow-sm sd-text-wrap font-weight-bold ms-3 my-1 align-baseline",u.href=`${a}${DOCUMENTATION_OPTIONS.pagename}.html`,u.innerText="Switch to stable version",u.onclick=v,s.innerText="This is documentation for ";const m=t.includes("dev")||t.includes("rc")||t.includes("pre"),h=c&&(0,r.qu)(t,o,">");m||h?l.innerText="an unstable development version":c&&(0,r.qu)(t,o,"<")?l.innerText=`an old version (${t})`:l.innerText=t?`version ${t}`:"an unknown version",i.appendChild(d),d.appendChild(s),s.appendChild(l),s.appendChild(document.createTextNode(".")),s.appendChild(u),document.body.prepend(i)}function w(){new MutationObserver(((e,t)=>{e.forEach((e=>{0!==e.addedNodes.length&&void 0!==e.addedNodes[0].data&&-1!=e.addedNodes[0].data.search("Inserted RTD Footer")&&e.addedNodes.forEach((e=>{document.getElementById("rtd-footer-container").append(e)}))}))})).observe(document.body,{childList:!0})}var s=document.querySelectorAll(".version-switcher__button");const E=s.length>0,_=DOCUMENTATION_OPTIONS.hasOwnProperty("theme_switcher_json_url"),S=DOCUMENTATION_OPTIONS.show_version_warning_banner;if(_&&(E||S)){const T=await g(DOCUMENTATION_OPTIONS.theme_switcher_json_url);y(T,s),S&&b(T)}(0,o.A)(h),(0,o.A)(f),(0,o.A)(p),(0,o.A)((()=>{(()=>{let e=document.querySelectorAll(".search-button__kbd-shortcut");d&&e.forEach((e=>e.querySelector("kbd.kbd-shortcut__modifier").innerText="⌘"))})(),window.addEventListener("keydown",(e=>{let t=c();e.shiftKey||e.altKey||(d?!e.metaKey||e.ctrlKey:e.metaKey||!e.ctrlKey)||!/k/i.test(e.key)?document.activeElement===t&&/Escape/i.test(e.key)&&i():(e.preventDefault(),i())}),!0),document.querySelectorAll(".search-button__button").forEach((e=>{e.onclick=i}));let e=document.querySelector(".search-button__overlay");e&&(e.onclick=i)})),(0,o.A)(w),t()}catch(O){t(O)}}),1)}},a={};function c(e){var t=a[e];if(void 0!==t)return t.exports;var n=a[e]={exports:{}};return r[e](n,n.exports,c),n.exports}e="function"==typeof Symbol?Symbol("webpack queues"):"__webpack_queues__",t="function"==typeof Symbol?Symbol("webpack exports"):"__webpack_exports__",n="function"==typeof Symbol?Symbol("webpack error"):"__webpack_error__",o=e=>{e&&e.d<1&&(e.d=1,e.forEach((e=>e.r--)),e.forEach((e=>e.r--?e.r++:e())))},c.a=(r,a,c)=>{var i;c&&((i=[]).d=-1);var d,s,l,u=new Set,m=r.exports,h=new Promise(((e,t)=>{l=t,s=e}));h[t]=m,h[e]=e=>(i&&e(i),u.forEach(e),h.catch((e=>{}))),r.exports=h,a((r=>{var a;d=(r=>r.map((r=>{if(null!==r&&"object"==typeof r){if(r[e])return r;if(r.then){var a=[];a.d=0,r.then((e=>{c[t]=e,o(a)}),(e=>{c[n]=e,o(a)}));var c={};return c[e]=e=>e(a),c}}var i={};return i[e]=e=>{},i[t]=r,i})))(r);var c=()=>d.map((e=>{if(e[n])throw e[n];return e[t]})),s=new Promise((t=>{(a=()=>t(c)).r=0;var n=e=>e!==i&&!u.has(e)&&(u.add(e),e&&!e.d&&(a.r++,e.push(a)));d.map((t=>t[e](n)))}));return a.r?s:c()}),(e=>(e?l(h[n]=e):s(m),o(i)))),i&&i.d<0&&(i.d=0)},c.d=(e,t)=>{for(var n in t)c.o(t,n)&&!c.o(e,n)&&Object.defineProperty(e,n,{enumerable:!0,get:t[n]})},c.o=(e,t)=>Object.prototype.hasOwnProperty.call(e,t),c(937)})();
 //# sourceMappingURL=pydata-sphinx-theme.js.map
\ No newline at end of file
diff --git a/dev/_static/scripts/pydata-sphinx-theme.js.map b/dev/_static/scripts/pydata-sphinx-theme.js.map
index 51965aa..dee8da2 100644
--- a/dev/_static/scripts/pydata-sphinx-theme.js.map
+++ b/dev/_static/scripts/pydata-sphinx-theme.js.map
@@ -1 +1 @@
-{"version":3,"file":"scripts/pydata-sphinx-theme.js","mappings":"uBAAIA,EACAC,EACAC,EACAC,E,4CCIG,MAiCMC,EAAYC,GAA+B,iBAAZA,GAAwB,SAASC,KAAKD,IAAYE,EAAOD,KAAKD,GAkB7FG,EAAU,CAACC,EAAIC,EAAIC,KAE5BC,EAAoBD,GAGpB,MAAME,EAxDqB,EAACJ,EAAIC,KAEhC,MAAMI,EAAKC,EAAiBN,GACtBO,EAAKD,EAAiBL,GAEtBO,EAAKH,EAAGI,MACRC,EAAKH,EAAGE,MAERE,EAAIC,EAAgBP,EAAIE,GAC9B,OAAU,IAANI,EACOA,EAEPH,GAAME,EACCE,EAAgBJ,EAAGK,MAAM,KAAMH,EAAGG,MAAM,MAE1CL,GAAME,EACJF,GAAM,EAAI,EAEd,CAAC,EAsCIM,CAAgBd,EAAIC,GAChC,OAAOc,EAAeb,GAAUc,SAASZ,EAAI,EAgD3CN,EAAS,6IACTQ,EAAoBV,IACtB,GAAuB,iBAAZA,EACP,MAAM,IAAIqB,UAAU,oCAExB,MAAMC,EAAQtB,EAAQsB,MAAMpB,GAC5B,IAAKoB,EACD,MAAM,IAAIC,MAAM,uCAAuCvB,gBAG3D,OADAsB,EAAME,QACCF,CAAK,EAEVG,EAAcC,GAAY,MAANA,GAAmB,MAANA,GAAmB,MAANA,EAC9CC,EAAYC,IACd,MAAMC,EAAIC,SAASF,EAAG,IACtB,OAAOG,MAAMF,GAAKD,EAAIC,CAAC,EAGrBG,EAAiB,CAACC,EAAGC,KACvB,GAAIT,EAAWQ,IAAMR,EAAWS,GAC5B,OAAO,EACX,MAAOC,EAAIC,GAJG,EAACH,EAAGC,WAAaD,UAAaC,EAAI,CAACG,OAAOJ,GAAII,OAAOH,IAAM,CAACD,EAAGC,GAI5DI,CAAUX,EAASM,GAAIN,EAASO,IACjD,OAAIC,EAAKC,EACE,EACPD,EAAKC,GACG,EACL,CAAC,EAENpB,EAAkB,CAACiB,EAAGC,KACxB,IAAK,IAAIK,EAAI,EAAGA,EAAIC,KAAKC,IAAIR,EAAES,OAAQR,EAAEQ,QAASH,IAAK,CACnD,MAAMxB,EAAIiB,EAAeC,EAAEM,IAAM,IAAKL,EAAEK,IAAM,KAC9C,GAAU,IAANxB,EACA,OAAOA,CACf,CACA,OAAO,CAAC,EAENI,EAAiB,CACnB,IAAK,CAAC,GACN,KAAM,CAAC,EAAG,GACV,IAAK,CAAC,GACN,KAAM,EAAE,EAAG,GACX,IAAK,EAAE,IAELwB,EAAmBC,OAAOC,KAAK1B,GAC/BZ,EAAuBuC,IACzB,GAAkB,iBAAPA,EACP,MAAM,IAAIzB,UAAU,yDAAyDyB,GAEjF,IAAsC,IAAlCH,EAAiBI,QAAQD,GACzB,MAAM,IAAIvB,MAAM,qCAAqCoB,EAAiBK,KAAK,OAC/E,C,gBCzJG,SAASC,EAAcC,GACD,WAAvBC,SAASC,WAAyBF,IACjCC,SAASE,iBAAiB,mBAAoBH,EACrD,C,8ECFII,EAAcC,OAAOC,WAAW,gCAOpC,SAASC,EAAUC,GACjBP,SAASQ,gBAAgBC,QAAQC,MAAQP,EAAYQ,QACjD,OACA,OACN,CAQA,SAASC,EAASC,GACH,UAATA,GAA6B,SAATA,GAA4B,SAATA,IACzCC,QAAQC,MAAM,2BAA2BF,yBACzCA,EAAO,QAIT,IAAIG,EAAcb,EAAYQ,QAAU,OAAS,QACjDX,SAASQ,gBAAgBC,QAAQI,KAAOA,EACxC,IAAIH,EAAgB,QAARG,EAAiBG,EAAcH,EAC3Cb,SAASQ,gBAAgBC,QAAQC,MAAQA,EAGzCV,SAASiB,iBAAiB,kBAAkBC,SAASC,IACrC,SAAVT,EACFS,EAAGC,UAAUC,IAAI,sBAEjBF,EAAGC,UAAUE,OAAO,qBACtB,IAIFC,aAAaC,QAAQ,OAAQX,GAC7BU,aAAaC,QAAQ,QAASd,GAC9BI,QAAQW,IAAI,qBAAqBZ,oBAAuBH,YAGxDP,EAAYuB,SAAmB,QAARb,EAAiBP,EAAY,EACtD,CAMA,SAASqB,IACP,MAAMC,EAAc5B,SAASQ,gBAAgBC,QAAQmB,aAAe,OAC9DC,EAAcN,aAAaO,QAAQ,SAAWF,EAEpD,IAAiBG,EACXC,EAYNpB,IAZMoB,GADWD,EASF5B,EAAYQ,QACvB,CAAC,OAAQ,QAAS,QAClB,CAAC,OAAQ,OAAQ,UAVIf,QAWSiC,GAXU,KACrBE,EAAIxC,SACvByC,EAAe,GAEVD,EAAIC,IASf,CAKA,SAASC,IAGPrB,EAASZ,SAASQ,gBAAgBC,QAAQI,MAG1Cb,SAASiB,iBAAiB,wBAAwBC,SAASC,IACzDA,EAAGjB,iBAAiB,QAASyB,EAAU,GAE3C,CAeA,SAASO,IACP9B,OAAOF,iBAAiB,yBAAyB,WAC9BF,SAASiB,iBAAiB,iBAElCC,SAASiB,IAChBA,EAAQC,cAAchB,UAAUE,OAAO,SAAS,IAG3BtB,SAASiB,iBAAiB,wBAClCC,SAASiB,IACtBA,EAAQC,cAAchB,UAAUC,IAAI,SAAS,GAEjD,GACF,CASA,SAASgB,IAEP,IAAKrC,SAASsC,cAAc,gBAC1B,OAGF,IAAIC,EAAUvC,SAASsC,cAAc,kBAIrC,IAAIE,EAAkB7D,SACpB8D,eAAeX,QAAQ,sBACvB,IAGF,GAAKlD,MAAM4D,GAIJ,CAEL,IACIE,EADa1C,SAASsC,cAAc,gBACVrB,iBAAiB,WAC/C,GAAIyB,EAAanD,OAAS,EAAG,CAE3B,IAAIoD,EAAgBD,EAAaA,EAAanD,OAAS,GACnDqD,EACFD,EAAcE,wBAAwBC,EACtCP,EAAQM,wBAAwBC,EAElC,GAAIH,EAAcE,wBAAwBC,EAAyB,GAArB1C,OAAO2C,YAAmB,CACtE,IAAIC,EAAS,IACbT,EAAQU,UAAYL,EAASL,EAAQW,aAAeF,EACpDlC,QAAQW,IAAI,oDACd,CACF,CACF,MAnBEc,EAAQU,UAAYT,EACpB1B,QAAQW,IAAI,4DAqBdrB,OAAOF,iBAAiB,gBAAgB,KACtCuC,eAAejB,QAAQ,qBAAsBe,EAAQU,UAAU,GAEnE,CASA,IAAIE,EAAkB,KACpB,IAAIC,EAAQpD,SAASiB,iBAAiB,kBACtC,OAAKmC,EAAM7D,QAKW,GAAhB6D,EAAM7D,OAED6D,EAAM,GAGNpD,SAASsC,cACd,+DAGQA,cAAc,cAZ1B,CAaF,EAQEe,EAAoB,KAEtB,IAAIC,EAAQH,IAIRI,EAAqBvD,SAASsC,cAAc,2BAE5CgB,IADcC,EAAmBjB,cAAc,UAEjDiB,EAAmBnC,UAAUoC,OAAO,QAGlCxD,SAASyD,gBAAkBH,EAC7BA,EAAMI,QAENJ,EAAMK,QACNL,EAAMM,SACNN,EAAMO,eAAe,CAAEC,MAAO,WAChC,EAsCEC,EAASC,IACX,IAAIC,EAAW,GASf,YAPqC,IAA5BD,EAAUE,eACU,MAA3BF,EAAUE,cAEVD,EAAWD,EAAUE,cAAcD,cACI,IAAvBD,EAAUC,WAC1BA,EAAWD,EAAUC,UAEhB,UAAUnH,KAAKmH,EAASE,cAAc,EAkD/CC,eAAeC,EAA2BC,GAExCA,EAAMC,iBACN,IAAIC,EAAkB,GAAGC,sBAAsBC,gBAC3CC,EAASL,EAAMM,cAAcC,aAAa,QAC1CC,EAAoBH,EAAOI,QAAQP,EAAiB,IACxD,WACmBQ,MAAML,EAAQ,CAAEM,OAAQ,UAChCC,GACPC,SAASC,KAAOT,EAEhBQ,SAASC,KAAON,CAEpB,CAAE,MAAOO,GAEPF,SAASC,KAAON,CAClB,CACF,CAOAV,eAAekB,EAAyBC,GAEtC,IACE,IAAIC,EAAS,IAAIC,IAAIF,EACvB,CAAE,MAAOF,GACP,KAAIA,aAAenH,WAOjB,MAAMmH,EAPsB,CAG5B,MAAMK,QAAeV,MAAM5E,OAAO+E,SAASO,OAAQ,CAAET,OAAQ,SAC7DO,EAAS,IAAIC,IAAIF,EAAKG,EAAOH,IAC/B,CAIF,CAEA,MAAMI,QAAiBX,MAAMQ,GAE7B,aADmBG,EAASC,MAE9B,CAGA,SAASC,EAAwBC,EAAMC,GACrC,MAAMvB,EAAkB,GAAGC,sBAAsBC,gBACjDqB,EAAoB7E,SAAS8E,IAE3BA,EAAIvF,QAA2B,kBAAI,GACnCuF,EAAIvF,QAAuB,cAAI,EAAE,IAkBnC,MAAMwF,GAXNH,EAAOA,EAAKI,KAAKC,IAEfA,EAAMhI,MACJgI,EAAMtJ,SAAW4H,sBAAsB2B,6BACzCD,EAAME,UAAYF,EAAME,YAAa,EAE/B,SAAUF,IACdA,EAAMG,KAAOH,EAAMtJ,SAEdsJ,MAGND,KAAKC,GAAUA,EAAME,WAAaF,EAAMhI,QACxCoI,KAAKC,SACR,IAAIC,GAAa,EAEjBX,EAAK5E,SAASiF,IAEZ,MAAMO,EAAS1G,SAAS2G,cAAc,KACtCD,EAAOE,aACL,QACA,6DAEFF,EAAOE,aAAa,OAAQ,GAAGT,EAAMZ,MAAMf,KAC3CkC,EAAOE,aAAa,OAAQ,UAC5B,MAAMC,EAAO7G,SAAS2G,cAAc,QACpCE,EAAKC,YAAc,GAAGX,EAAMG,OAC5BI,EAAOK,YAAYF,GAGnBH,EAAOjG,QAAqB,YAAI0F,EAAMG,KACtCI,EAAOjG,QAAiB,QAAI0F,EAAMtJ,QAIlC,IAAImK,EAAwBf,GAA6BE,EAAME,UAC3DY,GACDhB,IAA8BQ,GAAcN,EAAMhI,OACjD6I,GAAyBC,KAC3BP,EAAOtF,UAAUC,IAAI,UACrB0E,EAAoB7E,SAAS8E,IAC3BA,EAAIkB,UAAYf,EAAMG,KACtBN,EAAIvF,QAA2B,kBAAI0F,EAAMG,KACzCN,EAAIvF,QAAuB,cAAI0F,EAAMtJ,OAAO,IAE9C4J,GAAa,GAIfzG,SAASiB,iBAAiB,2BAA2BC,SAASiG,IAG5D,IAAIC,EAAOV,EAAOW,WAAU,GAC5BD,EAAKE,QAAUjD,EAIf8C,EAAKI,OAAOH,EAAK,GACjB,GAEN,CAcA,SAASI,EAAyB1B,GAChC,IAAIjJ,EAAU4H,sBAAsBgD,QAEhCC,EAAmB5B,EAAK6B,QAAQxB,GAAUA,EAAME,YACpD,GAAgC,IAA5BqB,EAAiBnI,OAAc,CACjC,MAAMqI,EAAqC,GAA3BF,EAAiBnI,OAAc,KAAO,WAItD,YAHAuB,QAAQW,IACN,SAASmG,kEAGb,CACA,MAAMC,EAAmBH,EAAiB,GAAG7K,QACvCiL,EAAeJ,EAAiB,GAAGnC,IAEnCwC,GAAwB,QAASlL,KAAY,QAASgL,GAC5D,GAAIE,IAAyB,QAAQlL,EAASgL,EAAkB,KAC9D,OAGF,IAAIG,EAAQhI,SAAS2G,cAAc,OACnC,MAAMsB,EAASjI,SAAS2G,cAAc,OAChCuB,EAAQlI,SAAS2G,cAAc,OAC/BwB,EAAOnI,SAAS2G,cAAc,UAC9ByB,EAASpI,SAAS2G,cAAc,KAEtCqB,EAAM5G,UAAY,4CAClB6G,EAAO7G,UAAY,kCACnB8G,EAAM9G,UAAY,kBAClBgH,EAAOhH,UACL,2FACFgH,EAAOhD,KAAO,GAAG0C,IAAerD,sBAAsBC,gBACtD0D,EAAOlB,UAAY,2BACnBkB,EAAOd,QAAUjD,EAEjB6D,EAAMhB,UAAY,6BAClB,MAAMmB,EACJxL,EAAQoB,SAAS,QACjBpB,EAAQoB,SAAS,OACjBpB,EAAQoB,SAAS,OACbqK,EACJP,IAAyB,QAAQlL,EAASgL,EAAkB,KAC1DQ,GAASC,EACXH,EAAKjB,UAAY,kCACRa,IAAyB,QAAQlL,EAASgL,EAAkB,KACrEM,EAAKjB,UAAY,mBAAmBrK,KAIpCsL,EAAKjB,UAHKrK,EAGO,WAAWA,IAFX,qBAInBmL,EAAMjB,YAAYkB,GAClBA,EAAOlB,YAAYmB,GACnBA,EAAMnB,YAAYoB,GAClBD,EAAMnB,YAAY/G,SAASuI,eAAe,MAC1CL,EAAMnB,YAAYqB,GAClBpI,SAASwI,KAAKC,QAAQT,EACxB,CAUA,SAASU,IAkBU,IAAIC,kBAjBG,CAACC,EAAcC,KACrCD,EAAa1H,SAAS4H,IAEe,IAA/BA,EAASC,WAAWxJ,aAGYyJ,IAAhCF,EAASC,WAAW,GAAGjD,OAGuC,GAA9DgD,EAASC,WAAW,GAAGjD,KAAKmD,OAAO,wBACrCH,EAASC,WAAW7H,SAASkG,IAC3BpH,SAASkJ,eAAe,wBAAwB3B,OAAOH,EAAK,GAEhE,GACA,IAKK+B,QAAQnJ,SAASwI,KADX,CAAEY,WAAW,GAE9B,CAIA,IAAIrD,EAAsB/F,SAASiB,iBACjC,6BAEF,MAAMoI,EAAkBtD,EAAoBxG,OAAS,EAC/C+J,EAAkB7E,sBAAsB8E,eAC5C,2BAEIC,EAAqB/E,sBAAsBgF,4BAEjD,GAAIH,IAAoBD,GAAmBG,GAAqB,CAC9D,MAAM1D,QAAaR,EACjBb,sBAAsBiF,yBAExB7D,EAAwBC,EAAMC,GAC1ByD,GACFhC,EAAyB1B,EAE7B,EAMA,OAAc7D,IACd,OAAcI,IACd,OAAcH,IACd,QAxRyB,KAZK,MAC5B,IAAIyH,EAAY3J,SAASiB,iBAAiB,gCACtC8C,EAAM3D,OAAO4D,YACf2F,EAAUzI,SACP0I,GAAOA,EAAEtH,cAAc,8BAA8B4E,UAAY,KAEtE,EAOA2C,GA7DAzJ,OAAOF,iBACL,WACCoE,IACC,IAAIhB,EAAQH,IAITmB,EAAMwF,UACNxF,EAAMyF,SAENhG,GACGO,EAAM0F,SAAY1F,EAAM2F,QACvB3F,EAAM0F,UAAW1F,EAAM2F,WAE5B,KAAKnN,KAAKwH,EAAM4F,KAMTlK,SAASyD,gBAAkBH,GAAS,UAAUxG,KAAKwH,EAAM4F,MAChE7G,KALAiB,EAAMC,iBACNlB,IAKF,IAEF,GAyCFrD,SAASiB,iBAAiB,0BAA0BC,SAAS8E,IAC3DA,EAAIsB,QAAUjE,CAAiB,IAIjC,IAAI8G,EAAUnK,SAASsC,cAAc,2BACjC6H,IACFA,EAAQ7C,QAAUjE,EACpB,KA4QF,OAAcqF,G,0BC7jBV0B,EAA2B,CAAC,EAGhC,SAASC,EAAoBC,GAE5B,IAAIC,EAAeH,EAAyBE,GAC5C,QAAqBtB,IAAjBuB,EACH,OAAOA,EAAaC,QAGrB,IAAIC,EAASL,EAAyBE,GAAY,CAGjDE,QAAS,CAAC,GAOX,OAHAE,EAAoBJ,GAAUG,EAAQA,EAAOD,QAASH,GAG/CI,EAAOD,OACf,CJtBIhO,EAAkC,mBAAXmO,OAAwBA,OAAO,kBAAoB,qBAC1ElO,EAAmC,mBAAXkO,OAAwBA,OAAO,mBAAqB,sBAC5EjO,EAAiC,mBAAXiO,OAAwBA,OAAO,iBAAmB,oBACxEhO,EAAgBiO,IAChBA,GAASA,EAAMC,EAAI,IACrBD,EAAMC,EAAI,EACVD,EAAM1J,SAAS4J,GAAQA,EAAGlN,MAC1BgN,EAAM1J,SAAS4J,GAAQA,EAAGlN,IAAMkN,EAAGlN,IAAMkN,MAC1C,EAyBDT,EAAoBvL,EAAI,CAAC2L,EAAQjC,EAAMuC,KACtC,IAAIH,EACJG,KAAcH,EAAQ,IAAIC,GAAK,GAC/B,IAEIG,EACAC,EACAC,EAJAC,EAAY,IAAIC,IAChBZ,EAAUC,EAAOD,QAIjBa,EAAU,IAAIC,SAAQ,CAACC,EAASC,KACnCN,EAASM,EACTP,EAAeM,CAAO,IAEvBF,EAAQ5O,GAAkB+N,EAC1Ba,EAAQ7O,GAAkBsO,IAAQF,GAASE,EAAGF,GAAQO,EAAUjK,QAAQ4J,GAAKO,EAAe,OAAEI,SAC9FhB,EAAOD,QAAUa,EACjB7C,GAAMkD,IAEL,IAAIZ,EADJE,EAvCa,CAACU,GAAUA,EAAKxF,KAAKyF,IACnC,GAAW,OAARA,GAA+B,iBAARA,EAAkB,CAC3C,GAAGA,EAAInP,GAAgB,OAAOmP,EAC9B,GAAGA,EAAIC,KAAM,CACZ,IAAIhB,EAAQ,GACZA,EAAMC,EAAI,EACVc,EAAIC,MAAMhO,IACTiO,EAAIpP,GAAkBmB,EACtBjB,EAAaiO,EAAM,IAChBrK,IACHsL,EAAInP,GAAgB6D,EACpB5D,EAAaiO,EAAM,IAEpB,IAAIiB,EAAM,CAAC,EAEX,OADAA,EAAIrP,GAAkBsO,GAAQA,EAAGF,GAC1BiB,CACR,CACD,CACA,IAAIC,EAAM,CAAC,EAGX,OAFAA,EAAItP,GAAiBiP,MACrBK,EAAIrP,GAAkBkP,EACfG,CAAG,IAkBKC,CAASL,GAEvB,IAAIM,EAAY,IAAOhB,EAAY9E,KAAK2E,IACvC,GAAGA,EAAEnO,GAAe,MAAMmO,EAAEnO,GAC5B,OAAOmO,EAAEpO,EAAe,IAErB4O,EAAU,IAAIC,SAASC,KAC1BT,EAAK,IAAOS,EAAQS,IACjBpO,EAAI,EACP,IAAIqO,EAAWC,GAAOA,IAAMtB,IAAUO,EAAUgB,IAAID,KAAOf,EAAU9J,IAAI6K,GAAIA,IAAMA,EAAErB,IAAMC,EAAGlN,IAAKsO,EAAEE,KAAKtB,KAC1GE,EAAY9E,KAAKyF,GAASA,EAAInP,GAAeyP,IAAU,IAExD,OAAOnB,EAAGlN,EAAIyN,EAAUW,GAAW,IAChC3G,IAAUA,EAAM6F,EAAOG,EAAQ3O,GAAgB2I,GAAO4F,EAAaT,GAAW7N,EAAaiO,MAC/FA,GAASA,EAAMC,EAAI,IAAMD,EAAMC,EAAI,EAAE,EK9DtCR,EAAoBQ,EAAI,CAACL,EAAS6B,KACjC,IAAI,IAAInC,KAAOmC,EACXhC,EAAoBiC,EAAED,EAAYnC,KAASG,EAAoBiC,EAAE9B,EAASN,IAC5EzK,OAAO8M,eAAe/B,EAASN,EAAK,CAAEsC,YAAY,EAAMC,IAAKJ,EAAWnC,IAE1E,ECNDG,EAAoBiC,EAAI,CAACT,EAAKa,IAAUjN,OAAOkN,UAAUpD,eAAeqD,KAAKf,EAAKa,GCGxDrC,EAAoB,I","sources":["webpack://pydata_sphinx_theme/webpack/runtime/async module","webpack://pydata_sphinx_theme/./node_modules/compare-versions/lib/esm/index.js","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/scripts/mixin.js","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/scripts/pydata-sphinx-theme.js","webpack://pydata_sphinx_theme/webpack/bootstrap","webpack://pydata_sphinx_theme/webpack/runtime/define property getters","webpack://pydata_sphinx_theme/webpack/runtime/hasOwnProperty shorthand","webpack://pydata_sphinx_theme/webpack/startup"],"sourcesContent":["var webpackQueues = typeof Symbol === \"function\" ? Symbol(\"webpack queues\") : \"__webpack_queues__\";\nvar webpackExports = typeof Symbol === \"function\" ? Symbol(\"webpack exports\") : \"__webpack_exports__\";\nvar webpackError = typeof Symbol === \"function\" ? Symbol(\"webpack error\") : \"__webpack_error__\";\nvar resolveQueue = (queue) => {\n\tif(queue && queue.d < 1) {\n\t\tqueue.d = 1;\n\t\tqueue.forEach((fn) => (fn.r--));\n\t\tqueue.forEach((fn) => (fn.r-- ? fn.r++ : fn()));\n\t}\n}\nvar wrapDeps = (deps) => (deps.map((dep) => {\n\tif(dep !== null && typeof dep === \"object\") {\n\t\tif(dep[webpackQueues]) return dep;\n\t\tif(dep.then) {\n\t\t\tvar queue = [];\n\t\t\tqueue.d = 0;\n\t\t\tdep.then((r) => {\n\t\t\t\tobj[webpackExports] = r;\n\t\t\t\tresolveQueue(queue);\n\t\t\t}, (e) => {\n\t\t\t\tobj[webpackError] = e;\n\t\t\t\tresolveQueue(queue);\n\t\t\t});\n\t\t\tvar obj = {};\n\t\t\tobj[webpackQueues] = (fn) => (fn(queue));\n\t\t\treturn obj;\n\t\t}\n\t}\n\tvar ret = {};\n\tret[webpackQueues] = x => {};\n\tret[webpackExports] = dep;\n\treturn ret;\n}));\n__webpack_require__.a = (module, body, hasAwait) => {\n\tvar queue;\n\thasAwait && ((queue = []).d = -1);\n\tvar depQueues = new Set();\n\tvar exports = module.exports;\n\tvar currentDeps;\n\tvar outerResolve;\n\tvar reject;\n\tvar promise = new Promise((resolve, rej) => {\n\t\treject = rej;\n\t\touterResolve = resolve;\n\t});\n\tpromise[webpackExports] = exports;\n\tpromise[webpackQueues] = (fn) => (queue && fn(queue), depQueues.forEach(fn), promise[\"catch\"](x => {}));\n\tmodule.exports = promise;\n\tbody((deps) => {\n\t\tcurrentDeps = wrapDeps(deps);\n\t\tvar fn;\n\t\tvar getResult = () => (currentDeps.map((d) => {\n\t\t\tif(d[webpackError]) throw d[webpackError];\n\t\t\treturn d[webpackExports];\n\t\t}))\n\t\tvar promise = new Promise((resolve) => {\n\t\t\tfn = () => (resolve(getResult));\n\t\t\tfn.r = 0;\n\t\t\tvar fnQueue = (q) => (q !== queue && !depQueues.has(q) && (depQueues.add(q), q && !q.d && (fn.r++, q.push(fn))));\n\t\t\tcurrentDeps.map((dep) => (dep[webpackQueues](fnQueue)));\n\t\t});\n\t\treturn fn.r ? promise : getResult();\n\t}, (err) => ((err ? reject(promise[webpackError] = err) : outerResolve(exports)), resolveQueue(queue)));\n\tqueue && queue.d < 0 && (queue.d = 0);\n};","/**\n * Compare [semver](https://semver.org/) version strings to find greater, equal or lesser.\n * This library supports the full semver specification, including comparing versions with different number of digits like `1.0.0`, `1.0`, `1`, and pre-release versions like `1.0.0-alpha`.\n * @param v1 - First version to compare\n * @param v2 - Second version to compare\n * @returns Numeric value compatible with the [Array.sort(fn) interface](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Array/sort#Parameters).\n */\nexport const compareVersions = (v1, v2) => {\n    // validate input and split into segments\n    const n1 = validateAndParse(v1);\n    const n2 = validateAndParse(v2);\n    // pop off the patch\n    const p1 = n1.pop();\n    const p2 = n2.pop();\n    // validate numbers\n    const r = compareSegments(n1, n2);\n    if (r !== 0)\n        return r;\n    // validate pre-release\n    if (p1 && p2) {\n        return compareSegments(p1.split('.'), p2.split('.'));\n    }\n    else if (p1 || p2) {\n        return p1 ? -1 : 1;\n    }\n    return 0;\n};\n/**\n * Validate [semver](https://semver.org/) version strings.\n *\n * @param version Version number to validate\n * @returns `true` if the version number is a valid semver version number, `false` otherwise.\n *\n * @example\n * ```\n * validate('1.0.0-rc.1'); // return true\n * validate('1.0-rc.1'); // return false\n * validate('foo'); // return false\n * ```\n */\nexport const validate = (version) => typeof version === 'string' && /^[v\\d]/.test(version) && semver.test(version);\n/**\n * Compare [semver](https://semver.org/) version strings using the specified operator.\n *\n * @param v1 First version to compare\n * @param v2 Second version to compare\n * @param operator Allowed arithmetic operator to use\n * @returns `true` if the comparison between the firstVersion and the secondVersion satisfies the operator, `false` otherwise.\n *\n * @example\n * ```\n * compare('10.1.8', '10.0.4', '>'); // return true\n * compare('10.0.1', '10.0.1', '='); // return true\n * compare('10.1.1', '10.2.2', '<'); // return true\n * compare('10.1.1', '10.2.2', '<='); // return true\n * compare('10.1.1', '10.2.2', '>='); // return false\n * ```\n */\nexport const compare = (v1, v2, operator) => {\n    // validate input operator\n    assertValidOperator(operator);\n    // since result of compareVersions can only be -1 or 0 or 1\n    // a simple map can be used to replace switch\n    const res = compareVersions(v1, v2);\n    return operatorResMap[operator].includes(res);\n};\n/**\n * Match [npm semver](https://docs.npmjs.com/cli/v6/using-npm/semver) version range.\n *\n * @param version Version number to match\n * @param range Range pattern for version\n * @returns `true` if the version number is within the range, `false` otherwise.\n *\n * @example\n * ```\n * satisfies('1.1.0', '^1.0.0'); // return true\n * satisfies('1.1.0', '~1.0.0'); // return false\n * ```\n */\nexport const satisfies = (version, range) => {\n    // if no range operator then \"=\"\n    const m = range.match(/^([<>=~^]+)/);\n    const op = m ? m[1] : '=';\n    // if gt/lt/eq then operator compare\n    if (op !== '^' && op !== '~')\n        return compare(version, range, op);\n    // else range of either \"~\" or \"^\" is assumed\n    const [v1, v2, v3, , vp] = validateAndParse(version);\n    const [r1, r2, r3, , rp] = validateAndParse(range);\n    const v = [v1, v2, v3];\n    const r = [r1, r2 !== null && r2 !== void 0 ? r2 : 'x', r3 !== null && r3 !== void 0 ? r3 : 'x'];\n    // validate pre-release\n    if (rp) {\n        if (!vp)\n            return false;\n        if (compareSegments(v, r) !== 0)\n            return false;\n        if (compareSegments(vp.split('.'), rp.split('.')) === -1)\n            return false;\n    }\n    // first non-zero number\n    const nonZero = r.findIndex((v) => v !== '0') + 1;\n    // pointer to where segments can be >=\n    const i = op === '~' ? 2 : nonZero > 1 ? nonZero : 1;\n    // before pointer must be equal\n    if (compareSegments(v.slice(0, i), r.slice(0, i)) !== 0)\n        return false;\n    // after pointer must be >=\n    if (compareSegments(v.slice(i), r.slice(i)) === -1)\n        return false;\n    return true;\n};\nconst semver = /^[v^~<>=]*?(\\d+)(?:\\.([x*]|\\d+)(?:\\.([x*]|\\d+)(?:\\.([x*]|\\d+))?(?:-([\\da-z\\-]+(?:\\.[\\da-z\\-]+)*))?(?:\\+[\\da-z\\-]+(?:\\.[\\da-z\\-]+)*)?)?)?$/i;\nconst validateAndParse = (version) => {\n    if (typeof version !== 'string') {\n        throw new TypeError('Invalid argument expected string');\n    }\n    const match = version.match(semver);\n    if (!match) {\n        throw new Error(`Invalid argument not valid semver ('${version}' received)`);\n    }\n    match.shift();\n    return match;\n};\nconst isWildcard = (s) => s === '*' || s === 'x' || s === 'X';\nconst tryParse = (v) => {\n    const n = parseInt(v, 10);\n    return isNaN(n) ? v : n;\n};\nconst forceType = (a, b) => typeof a !== typeof b ? [String(a), String(b)] : [a, b];\nconst compareStrings = (a, b) => {\n    if (isWildcard(a) || isWildcard(b))\n        return 0;\n    const [ap, bp] = forceType(tryParse(a), tryParse(b));\n    if (ap > bp)\n        return 1;\n    if (ap < bp)\n        return -1;\n    return 0;\n};\nconst compareSegments = (a, b) => {\n    for (let i = 0; i < Math.max(a.length, b.length); i++) {\n        const r = compareStrings(a[i] || '0', b[i] || '0');\n        if (r !== 0)\n            return r;\n    }\n    return 0;\n};\nconst operatorResMap = {\n    '>': [1],\n    '>=': [0, 1],\n    '=': [0],\n    '<=': [-1, 0],\n    '<': [-1],\n};\nconst allowedOperators = Object.keys(operatorResMap);\nconst assertValidOperator = (op) => {\n    if (typeof op !== 'string') {\n        throw new TypeError(`Invalid operator type, expected string but got ${typeof op}`);\n    }\n    if (allowedOperators.indexOf(op) === -1) {\n        throw new Error(`Invalid operator, expected one of ${allowedOperators.join('|')}`);\n    }\n};\n//# sourceMappingURL=index.js.map","/* define several functions to replace jQuery methods\n * inspired by https://tobiasahlin.com/blog/move-from-jquery-to-vanilla-javascript/\n */\n\n/**\n * Execute a method if DOM has finished loading\n *\n * @param {function} callback the method to execute\n */\nexport function documentReady(callback) {\n  if (document.readyState != \"loading\") callback();\n  else document.addEventListener(\"DOMContentLoaded\", callback);\n}\n","// Define the custom behavior of the page\nimport { documentReady } from \"./mixin\";\nimport { compare, validate } from \"compare-versions\";\n\nimport \"../styles/pydata-sphinx-theme.scss\";\n\n/*******************************************************************************\n * Theme interaction\n */\n\nvar prefersDark = window.matchMedia(\"(prefers-color-scheme: dark)\");\n\n/**\n * set the the body theme to the one specified by the user browser\n *\n * @param {event} e\n */\nfunction autoTheme(e) {\n  document.documentElement.dataset.theme = prefersDark.matches\n    ? \"dark\"\n    : \"light\";\n}\n\n/**\n * Set the theme using the specified mode.\n * It can be one of [\"auto\", \"dark\", \"light\"]\n *\n * @param {str} mode\n */\nfunction setTheme(mode) {\n  if (mode !== \"light\" && mode !== \"dark\" && mode !== \"auto\") {\n    console.error(`Got invalid theme mode: ${mode}. Resetting to auto.`);\n    mode = \"auto\";\n  }\n\n  // get the theme\n  var colorScheme = prefersDark.matches ? \"dark\" : \"light\";\n  document.documentElement.dataset.mode = mode;\n  var theme = mode == \"auto\" ? colorScheme : mode;\n  document.documentElement.dataset.theme = theme;\n  // TODO: remove this line after Bootstrap upgrade\n  // v5.3 has a colors mode: https://getbootstrap.com/docs/5.3/customize/color-modes/\n  document.querySelectorAll(\".dropdown-menu\").forEach((el) => {\n    if (theme === \"dark\") {\n      el.classList.add(\"dropdown-menu-dark\");\n    } else {\n      el.classList.remove(\"dropdown-menu-dark\");\n    }\n  });\n\n  // save mode and theme\n  localStorage.setItem(\"mode\", mode);\n  localStorage.setItem(\"theme\", theme);\n  console.log(`[PST]: Changed to ${mode} mode using the ${theme} theme.`);\n\n  // add a listener if set on auto\n  prefersDark.onchange = mode == \"auto\" ? autoTheme : \"\";\n}\n\n/**\n * Change the theme option order so that clicking on the btn is always a change\n * from \"auto\"\n */\nfunction cycleMode() {\n  const defaultMode = document.documentElement.dataset.defaultMode || \"auto\";\n  const currentMode = localStorage.getItem(\"mode\") || defaultMode;\n\n  var loopArray = (arr, current) => {\n    var nextPosition = arr.indexOf(current) + 1;\n    if (nextPosition === arr.length) {\n      nextPosition = 0;\n    }\n    return arr[nextPosition];\n  };\n\n  // make sure the next theme after auto is always a change\n  var modeList = prefersDark.matches\n    ? [\"auto\", \"light\", \"dark\"]\n    : [\"auto\", \"dark\", \"light\"];\n  var newMode = loopArray(modeList, currentMode);\n  setTheme(newMode);\n}\n\n/**\n * add the theme listener on the btns of the navbar\n */\nfunction addModeListener() {\n  // the theme was set a first time using the initial mini-script\n  // running setMode will ensure the use of the dark mode if auto is selected\n  setTheme(document.documentElement.dataset.mode);\n\n  // Attach event handlers for toggling themes colors\n  document.querySelectorAll(\".theme-switch-button\").forEach((el) => {\n    el.addEventListener(\"click\", cycleMode);\n  });\n}\n\n/*******************************************************************************\n * TOC interactivity\n */\n\n/**\n * TOC sidebar - add \"active\" class to parent list\n *\n * Bootstrap's scrollspy adds the active class to the <a> link,\n * but for the automatic collapsing we need this on the parent list item.\n *\n * The event is triggered on \"window\" (and not the nav item as documented),\n * see https://github.com/twbs/bootstrap/issues/20086\n */\nfunction addTOCInteractivity() {\n  window.addEventListener(\"activate.bs.scrollspy\", function () {\n    const navLinks = document.querySelectorAll(\".bd-toc-nav a\");\n\n    navLinks.forEach((navLink) => {\n      navLink.parentElement.classList.remove(\"active\");\n    });\n\n    const activeNavLinks = document.querySelectorAll(\".bd-toc-nav a.active\");\n    activeNavLinks.forEach((navLink) => {\n      navLink.parentElement.classList.add(\"active\");\n    });\n  });\n}\n\n/*******************************************************************************\n * Scroll\n */\n\n/**\n * Navigation sidebar scrolling to active page\n */\nfunction scrollToActive() {\n  // If the docs nav doesn't exist, do nothing (e.g., on search page)\n  if (!document.querySelector(\".bd-docs-nav\")) {\n    return;\n  }\n\n  var sidebar = document.querySelector(\"div.bd-sidebar\");\n\n  // Remember the sidebar scroll position between page loads\n  // Inspired on source of revealjs.com\n  let storedScrollTop = parseInt(\n    sessionStorage.getItem(\"sidebar-scroll-top\"),\n    10\n  );\n\n  if (!isNaN(storedScrollTop)) {\n    // If we've got a saved scroll position, just use that\n    sidebar.scrollTop = storedScrollTop;\n    console.log(\"[PST]: Scrolled sidebar using stored browser position...\");\n  } else {\n    // Otherwise, calculate a position to scroll to based on the lowest `active` link\n    var sidebarNav = document.querySelector(\".bd-docs-nav\");\n    var active_pages = sidebarNav.querySelectorAll(\".active\");\n    if (active_pages.length > 0) {\n      // Use the last active page as the offset since it's the page we're on\n      var latest_active = active_pages[active_pages.length - 1];\n      var offset =\n        latest_active.getBoundingClientRect().y -\n        sidebar.getBoundingClientRect().y;\n      // Only scroll the navbar if the active link is lower than 50% of the page\n      if (latest_active.getBoundingClientRect().y > window.innerHeight * 0.5) {\n        let buffer = 0.25; // Buffer so we have some space above the scrolled item\n        sidebar.scrollTop = offset - sidebar.clientHeight * buffer;\n        console.log(\"[PST]: Scrolled sidebar using last active link...\");\n      }\n    }\n  }\n\n  // Store the sidebar scroll position\n  window.addEventListener(\"beforeunload\", () => {\n    sessionStorage.setItem(\"sidebar-scroll-top\", sidebar.scrollTop);\n  });\n}\n\n/*******************************************************************************\n * Search\n */\n\n/**\n * Find any search forms on the page and return their input element\n */\nvar findSearchInput = () => {\n  let forms = document.querySelectorAll(\"form.bd-search\");\n  if (!forms.length) {\n    // no search form found\n    return;\n  } else {\n    var form;\n    if (forms.length == 1) {\n      // there is exactly one search form (persistent or hidden)\n      form = forms[0];\n    } else {\n      // must be at least one persistent form, use the first persistent one\n      form = document.querySelector(\n        \"div:not(.search-button__search-container) > form.bd-search\"\n      );\n    }\n    return form.querySelector(\"input\");\n  }\n};\n\n/**\n * Activate the search field on the page.\n * - If there is a search field already visible it will be activated.\n * - If not, then a search field will pop up.\n */\nvar toggleSearchField = () => {\n  // Find the search input to highlight\n  let input = findSearchInput();\n\n  // if the input field is the hidden one (the one associated with the\n  // search button) then toggle the button state (to show/hide the field)\n  let searchPopupWrapper = document.querySelector(\".search-button__wrapper\");\n  let hiddenInput = searchPopupWrapper.querySelector(\"input\");\n  if (input === hiddenInput) {\n    searchPopupWrapper.classList.toggle(\"show\");\n  }\n  // when toggling off the search field, remove its focus\n  if (document.activeElement === input) {\n    input.blur();\n  } else {\n    input.focus();\n    input.select();\n    input.scrollIntoView({ block: \"center\" });\n  }\n};\n\n/**\n * Add an event listener for toggleSearchField() for Ctrl/Cmd + K\n */\nvar addEventListenerForSearchKeyboard = () => {\n  window.addEventListener(\n    \"keydown\",\n    (event) => {\n      let input = findSearchInput();\n      // toggle on Ctrl+k or ⌘+k\n      if (\n        // Ignore if shift or alt are pressed\n        !event.shiftKey &&\n        !event.altKey &&\n        // On Mac use ⌘, all other OS use Ctrl\n        (isMac\n          ? event.metaKey && !event.ctrlKey\n          : !event.metaKey && event.ctrlKey) &&\n        // Case-insensitive so the shortcut still works with caps lock\n        /k/i.test(event.key)\n      ) {\n        event.preventDefault();\n        toggleSearchField();\n      }\n      // also allow Escape key to hide (but not show) the dynamic search field\n      else if (document.activeElement === input && /Escape/i.test(event.key)) {\n        toggleSearchField();\n      }\n    },\n    true\n  );\n};\n\n/**\n * Find out if we're on a Mac\n */\nvar isMac = (navigator) => {\n  var platform = \"\";\n  if (\n    typeof navigator.userAgentData !== \"undefined\" &&\n    navigator.userAgentData != null\n  ) {\n    platform = navigator.userAgentData.platform;\n  } else if (typeof navigator.platform !== \"undefined\") {\n    platform = navigator.platform;\n  }\n  return /mac.?os/.test(platform.toLowerCase());\n};\n\n/**\n * Change the search hint to `meta key` if we are a Mac\n */\n\nvar changeSearchShortcutKey = () => {\n  let shortcuts = document.querySelectorAll(\".search-button__kbd-shortcut\");\n  if (isMac(window.navigator)) {\n    shortcuts.forEach(\n      (f) => (f.querySelector(\"kbd.kbd-shortcut__modifier\").innerText = \"⌘\")\n    );\n  }\n};\n\n/**\n * Activate callbacks for search button popup\n */\nvar setupSearchButtons = () => {\n  changeSearchShortcutKey();\n  addEventListenerForSearchKeyboard();\n\n  // Add the search button trigger event callback\n  document.querySelectorAll(\".search-button__button\").forEach((btn) => {\n    btn.onclick = toggleSearchField;\n  });\n\n  // Add the search button overlay event callback\n  let overlay = document.querySelector(\".search-button__overlay\");\n  if (overlay) {\n    overlay.onclick = toggleSearchField;\n  }\n};\n\n/*******************************************************************************\n * Version Switcher\n * Note that this depends on two variables existing that are defined in\n * and `html-page-context` hook:\n *\n * - DOCUMENTATION_OPTIONS.pagename\n * - DOCUMENTATION_OPTIONS.theme_switcher_url\n */\n\n/**\n * Check if corresponding page path exists in other version of docs\n * and, if so, go there instead of the homepage of the other docs version\n *\n * @param {event} event the event that trigger the check\n */\nasync function checkPageExistsAndRedirect(event) {\n  // ensure we don't follow the initial link\n  event.preventDefault();\n  let currentFilePath = `${DOCUMENTATION_OPTIONS.pagename}.html`;\n  let tryUrl = event.currentTarget.getAttribute(\"href\");\n  let otherDocsHomepage = tryUrl.replace(currentFilePath, \"\");\n  try {\n    let head = await fetch(tryUrl, { method: \"HEAD\" });\n    if (head.ok) {\n      location.href = tryUrl; // the page exists, go there\n    } else {\n      location.href = otherDocsHomepage;\n    }\n  } catch (err) {\n    // something went wrong, probably CORS restriction, fallback to other docs homepage\n    location.href = otherDocsHomepage;\n  }\n}\n\n/**\n * Load and parse the version switcher JSON file from an absolute or relative URL.\n *\n * @param {string} url The URL to load version switcher entries from.\n */\nasync function fetchVersionSwitcherJSON(url) {\n  // first check if it's a valid URL\n  try {\n    var result = new URL(url);\n  } catch (err) {\n    if (err instanceof TypeError) {\n      // assume we got a relative path, and fix accordingly. But first, we need to\n      // use `fetch()` to follow redirects so we get the correct final base URL\n      const origin = await fetch(window.location.origin, { method: \"HEAD\" });\n      result = new URL(url, origin.url);\n    } else {\n      // something unexpected happened\n      throw err;\n    }\n  }\n  // load and return the JSON\n  const response = await fetch(result);\n  const data = await response.json();\n  return data;\n}\n\n// Populate the version switcher from the JSON data\nfunction populateVersionSwitcher(data, versionSwitcherBtns) {\n  const currentFilePath = `${DOCUMENTATION_OPTIONS.pagename}.html`;\n  versionSwitcherBtns.forEach((btn) => {\n    // Set empty strings by default so that these attributes exist and can be used in CSS selectors\n    btn.dataset[\"activeVersionName\"] = \"\";\n    btn.dataset[\"activeVersion\"] = \"\";\n  });\n  // in case there are multiple entries with the same version string, this helps us\n  // decide which entry's `name` to put on the button itself. Without this, it would\n  // always be the *last* version-matching entry; now it will be either the\n  // version-matching entry that is also marked as `\"preferred\": true`, or if that\n  // doesn't exist: the *first* version-matching entry.\n  data = data.map((entry) => {\n    // does this entry match the version that we're currently building/viewing?\n    entry.match =\n      entry.version == DOCUMENTATION_OPTIONS.theme_switcher_version_match;\n    entry.preferred = entry.preferred || false;\n    // if no custom name specified (e.g., \"latest\"), use version string\n    if (!(\"name\" in entry)) {\n      entry.name = entry.version;\n    }\n    return entry;\n  });\n  const hasMatchingPreferredEntry = data\n    .map((entry) => entry.preferred && entry.match)\n    .some(Boolean);\n  var foundMatch = false;\n  // create links to the corresponding page in the other docs versions\n  data.forEach((entry) => {\n    // create the node\n    const anchor = document.createElement(\"a\");\n    anchor.setAttribute(\n      \"class\",\n      \"dropdown-item list-group-item list-group-item-action py-1\"\n    );\n    anchor.setAttribute(\"href\", `${entry.url}${currentFilePath}`);\n    anchor.setAttribute(\"role\", \"option\");\n    const span = document.createElement(\"span\");\n    span.textContent = `${entry.name}`;\n    anchor.appendChild(span);\n    // Add dataset values for the version and name in case people want\n    // to apply CSS styling based on this information.\n    anchor.dataset[\"versionName\"] = entry.name;\n    anchor.dataset[\"version\"] = entry.version;\n    // replace dropdown button text with the preferred display name of the\n    // currently-viewed version, rather than using sphinx's {{ version }} variable.\n    // also highlight the dropdown entry for the currently-viewed version's entry\n    let matchesAndIsPreferred = hasMatchingPreferredEntry && entry.preferred;\n    let matchesAndIsFirst =\n      !hasMatchingPreferredEntry && !foundMatch && entry.match;\n    if (matchesAndIsPreferred || matchesAndIsFirst) {\n      anchor.classList.add(\"active\");\n      versionSwitcherBtns.forEach((btn) => {\n        btn.innerText = entry.name;\n        btn.dataset[\"activeVersionName\"] = entry.name;\n        btn.dataset[\"activeVersion\"] = entry.version;\n      });\n      foundMatch = true;\n    }\n    // There may be multiple version-switcher elements, e.g. one\n    // in a slide-over panel displayed on smaller screens.\n    document.querySelectorAll(\".version-switcher__menu\").forEach((menu) => {\n      // we need to clone the node for each menu, but onclick attributes are not\n      // preserved by `.cloneNode()` so we add onclick here after cloning.\n      let node = anchor.cloneNode(true);\n      node.onclick = checkPageExistsAndRedirect;\n      // on click, AJAX calls will check if the linked page exists before\n      // trying to redirect, and if not, will redirect to the homepage\n      // for that version of the docs.\n      menu.append(node);\n    });\n  });\n}\n\n/*******************************************************************************\n * Warning banner when viewing non-stable version of the docs.\n */\n\n/**\n * Show a warning banner when viewing a non-stable version of the docs.\n *\n * adapted 2023-06 from https://mne.tools/versionwarning.js, which was\n * originally adapted 2020-05 from https://scikit-learn.org/versionwarning.js\n *\n * @param {Array} data The version data used to populate the switcher menu.\n */\nfunction showVersionWarningBanner(data) {\n  var version = DOCUMENTATION_OPTIONS.VERSION;\n  // figure out what latest stable version is\n  var preferredEntries = data.filter((entry) => entry.preferred);\n  if (preferredEntries.length !== 1) {\n    const howMany = preferredEntries.length == 0 ? \"No\" : \"Multiple\";\n    console.log(\n      `[PST] ${howMany} versions marked \"preferred\" found in versions JSON, ignoring.`\n    );\n    return;\n  }\n  const preferredVersion = preferredEntries[0].version;\n  const preferredURL = preferredEntries[0].url;\n  // if already on preferred version, nothing to do\n  const versionsAreComparable = validate(version) && validate(preferredVersion);\n  if (versionsAreComparable && compare(version, preferredVersion, \"=\")) {\n    return;\n  }\n  // now construct the warning banner\n  var outer = document.createElement(\"div\");\n  const middle = document.createElement(\"div\");\n  const inner = document.createElement(\"div\");\n  const bold = document.createElement(\"strong\");\n  const button = document.createElement(\"a\");\n  // these classes exist since pydata-sphinx-theme v0.10.0\n  outer.classList = \"bd-header-version-warning container-fluid\";\n  middle.classList = \"bd-header-announcement__content\";\n  inner.classList = \"sidebar-message\";\n  button.classList =\n    \"sd-btn sd-btn-danger sd-shadow-sm sd-text-wrap font-weight-bold ms-3 my-1 align-baseline\";\n  button.href = `${preferredURL}${DOCUMENTATION_OPTIONS.pagename}.html`;\n  button.innerText = \"Switch to stable version\";\n  button.onclick = checkPageExistsAndRedirect;\n  // add the version-dependent text\n  inner.innerText = \"This is documentation for \";\n  const isDev =\n    version.includes(\"dev\") ||\n    version.includes(\"rc\") ||\n    version.includes(\"pre\");\n  const newerThanPreferred =\n    versionsAreComparable && compare(version, preferredVersion, \">\");\n  if (isDev || newerThanPreferred) {\n    bold.innerText = \"an unstable development version\";\n  } else if (versionsAreComparable && compare(version, preferredVersion, \"<\")) {\n    bold.innerText = `an old version (${version})`;\n  } else if (!version) {\n    bold.innerText = \"an unknown version\"; // e.g., an empty string\n  } else {\n    bold.innerText = `version ${version}`;\n  }\n  outer.appendChild(middle);\n  middle.appendChild(inner);\n  inner.appendChild(bold);\n  inner.appendChild(document.createTextNode(\".\"));\n  inner.appendChild(button);\n  document.body.prepend(outer);\n}\n\n/*******************************************************************************\n * MutationObserver to move the ReadTheDocs button\n */\n\n/**\n * intercept the RTD flyout and place it in the rtd-footer-container if existing\n * if not it stays where on top of the page\n */\nfunction initRTDObserver() {\n  const mutatedCallback = (mutationList, observer) => {\n    mutationList.forEach((mutation) => {\n      // Check whether the mutation is for RTD, which will have a specific structure\n      if (mutation.addedNodes.length === 0) {\n        return;\n      }\n      if (mutation.addedNodes[0].data === undefined) {\n        return;\n      }\n      if (mutation.addedNodes[0].data.search(\"Inserted RTD Footer\") != -1) {\n        mutation.addedNodes.forEach((node) => {\n          document.getElementById(\"rtd-footer-container\").append(node);\n        });\n      }\n    });\n  };\n\n  const observer = new MutationObserver(mutatedCallback);\n  const config = { childList: true };\n  observer.observe(document.body, config);\n}\n\n// fetch the JSON version data (only once), then use it to populate the version\n// switcher and maybe show the version warning bar\nvar versionSwitcherBtns = document.querySelectorAll(\n  \".version-switcher__button\"\n);\nconst hasSwitcherMenu = versionSwitcherBtns.length > 0;\nconst hasVersionsJSON = DOCUMENTATION_OPTIONS.hasOwnProperty(\n  \"theme_switcher_json_url\"\n);\nconst wantsWarningBanner = DOCUMENTATION_OPTIONS.show_version_warning_banner;\n\nif (hasVersionsJSON && (hasSwitcherMenu || wantsWarningBanner)) {\n  const data = await fetchVersionSwitcherJSON(\n    DOCUMENTATION_OPTIONS.theme_switcher_json_url\n  );\n  populateVersionSwitcher(data, versionSwitcherBtns);\n  if (wantsWarningBanner) {\n    showVersionWarningBanner(data);\n  }\n}\n\n/*******************************************************************************\n * Call functions after document loading.\n */\n\ndocumentReady(addModeListener);\ndocumentReady(scrollToActive);\ndocumentReady(addTOCInteractivity);\ndocumentReady(setupSearchButtons);\ndocumentReady(initRTDObserver);\n","// The module cache\nvar __webpack_module_cache__ = {};\n\n// The require function\nfunction __webpack_require__(moduleId) {\n\t// Check if module is in cache\n\tvar cachedModule = __webpack_module_cache__[moduleId];\n\tif (cachedModule !== undefined) {\n\t\treturn cachedModule.exports;\n\t}\n\t// Create a new module (and put it into the cache)\n\tvar module = __webpack_module_cache__[moduleId] = {\n\t\t// no module.id needed\n\t\t// no module.loaded needed\n\t\texports: {}\n\t};\n\n\t// Execute the module function\n\t__webpack_modules__[moduleId](module, module.exports, __webpack_require__);\n\n\t// Return the exports of the module\n\treturn module.exports;\n}\n\n","// define getter functions for harmony exports\n__webpack_require__.d = (exports, definition) => {\n\tfor(var key in definition) {\n\t\tif(__webpack_require__.o(definition, key) && !__webpack_require__.o(exports, key)) {\n\t\t\tObject.defineProperty(exports, key, { enumerable: true, get: definition[key] });\n\t\t}\n\t}\n};","__webpack_require__.o = (obj, prop) => (Object.prototype.hasOwnProperty.call(obj, prop))","// startup\n// Load entry module and return exports\n// This entry module used 'module' so it can't be inlined\nvar __webpack_exports__ = __webpack_require__(937);\n"],"names":["webpackQueues","webpackExports","webpackError","resolveQueue","validate","version","test","semver","compare","v1","v2","operator","assertValidOperator","res","n1","validateAndParse","n2","p1","pop","p2","r","compareSegments","split","compareVersions","operatorResMap","includes","TypeError","match","Error","shift","isWildcard","s","tryParse","v","n","parseInt","isNaN","compareStrings","a","b","ap","bp","String","forceType","i","Math","max","length","allowedOperators","Object","keys","op","indexOf","join","documentReady","callback","document","readyState","addEventListener","prefersDark","window","matchMedia","autoTheme","e","documentElement","dataset","theme","matches","setTheme","mode","console","error","colorScheme","querySelectorAll","forEach","el","classList","add","remove","localStorage","setItem","log","onchange","cycleMode","defaultMode","currentMode","getItem","arr","nextPosition","addModeListener","addTOCInteractivity","navLink","parentElement","scrollToActive","querySelector","sidebar","storedScrollTop","sessionStorage","active_pages","latest_active","offset","getBoundingClientRect","y","innerHeight","buffer","scrollTop","clientHeight","findSearchInput","forms","toggleSearchField","input","searchPopupWrapper","toggle","activeElement","blur","focus","select","scrollIntoView","block","isMac","navigator","platform","userAgentData","toLowerCase","async","checkPageExistsAndRedirect","event","preventDefault","currentFilePath","DOCUMENTATION_OPTIONS","pagename","tryUrl","currentTarget","getAttribute","otherDocsHomepage","replace","fetch","method","ok","location","href","err","fetchVersionSwitcherJSON","url","result","URL","origin","response","json","populateVersionSwitcher","data","versionSwitcherBtns","btn","hasMatchingPreferredEntry","map","entry","theme_switcher_version_match","preferred","name","some","Boolean","foundMatch","anchor","createElement","setAttribute","span","textContent","appendChild","matchesAndIsPreferred","matchesAndIsFirst","innerText","menu","node","cloneNode","onclick","append","showVersionWarningBanner","VERSION","preferredEntries","filter","howMany","preferredVersion","preferredURL","versionsAreComparable","outer","middle","inner","bold","button","isDev","newerThanPreferred","createTextNode","body","prepend","initRTDObserver","MutationObserver","mutationList","observer","mutation","addedNodes","undefined","search","getElementById","observe","childList","hasSwitcherMenu","hasVersionsJSON","hasOwnProperty","wantsWarningBanner","show_version_warning_banner","theme_switcher_json_url","shortcuts","f","changeSearchShortcutKey","shiftKey","altKey","metaKey","ctrlKey","key","overlay","__webpack_module_cache__","__webpack_require__","moduleId","cachedModule","exports","module","__webpack_modules__","Symbol","queue","d","fn","hasAwait","currentDeps","outerResolve","reject","depQueues","Set","promise","Promise","resolve","rej","x","deps","dep","then","obj","ret","wrapDeps","getResult","fnQueue","q","has","push","definition","o","defineProperty","enumerable","get","prop","prototype","call"],"sourceRoot":""}
\ No newline at end of file
+{"version":3,"file":"scripts/pydata-sphinx-theme.js","mappings":"uBAAIA,EACAC,EACAC,EACAC,E,4CCIG,MAiCMC,EAAYC,GAA+B,iBAAZA,GAAwB,SAASC,KAAKD,IAAYE,EAAOD,KAAKD,GAkB7FG,EAAU,CAACC,EAAIC,EAAIC,KAE5BC,EAAoBD,GAGpB,MAAME,EAxDqB,EAACJ,EAAIC,KAEhC,MAAMI,EAAKC,EAAiBN,GACtBO,EAAKD,EAAiBL,GAEtBO,EAAKH,EAAGI,MACRC,EAAKH,EAAGE,MAERE,EAAIC,EAAgBP,EAAIE,GAC9B,OAAU,IAANI,EACOA,EAEPH,GAAME,EACCE,EAAgBJ,EAAGK,MAAM,KAAMH,EAAGG,MAAM,MAE1CL,GAAME,EACJF,GAAM,EAAI,EAEd,CAAC,EAsCIM,CAAgBd,EAAIC,GAChC,OAAOc,EAAeb,GAAUc,SAASZ,EAAI,EAgD3CN,EAAS,6IACTQ,EAAoBV,IACtB,GAAuB,iBAAZA,EACP,MAAM,IAAIqB,UAAU,oCAExB,MAAMC,EAAQtB,EAAQsB,MAAMpB,GAC5B,IAAKoB,EACD,MAAM,IAAIC,MAAM,uCAAuCvB,gBAG3D,OADAsB,EAAME,QACCF,CAAK,EAEVG,EAAcC,GAAY,MAANA,GAAmB,MAANA,GAAmB,MAANA,EAC9CC,EAAYC,IACd,MAAMC,EAAIC,SAASF,EAAG,IACtB,OAAOG,MAAMF,GAAKD,EAAIC,CAAC,EAGrBG,EAAiB,CAACC,EAAGC,KACvB,GAAIT,EAAWQ,IAAMR,EAAWS,GAC5B,OAAO,EACX,MAAOC,EAAIC,GAJG,EAACH,EAAGC,WAAaD,UAAaC,EAAI,CAACG,OAAOJ,GAAII,OAAOH,IAAM,CAACD,EAAGC,GAI5DI,CAAUX,EAASM,GAAIN,EAASO,IACjD,OAAIC,EAAKC,EACE,EACPD,EAAKC,GACG,EACL,CAAC,EAENpB,EAAkB,CAACiB,EAAGC,KACxB,IAAK,IAAIK,EAAI,EAAGA,EAAIC,KAAKC,IAAIR,EAAES,OAAQR,EAAEQ,QAASH,IAAK,CACnD,MAAMxB,EAAIiB,EAAeC,EAAEM,IAAM,IAAKL,EAAEK,IAAM,KAC9C,GAAU,IAANxB,EACA,OAAOA,CACf,CACA,OAAO,CAAC,EAENI,EAAiB,CACnB,IAAK,CAAC,GACN,KAAM,CAAC,EAAG,GACV,IAAK,CAAC,GACN,KAAM,EAAE,EAAG,GACX,IAAK,EAAE,IAELwB,EAAmBC,OAAOC,KAAK1B,GAC/BZ,EAAuBuC,IACzB,GAAkB,iBAAPA,EACP,MAAM,IAAIzB,UAAU,yDAAyDyB,GAEjF,IAAsC,IAAlCH,EAAiBI,QAAQD,GACzB,MAAM,IAAIvB,MAAM,qCAAqCoB,EAAiBK,KAAK,OAC/E,C,gBCzJG,SAASC,EAAcC,GACD,WAAvBC,SAASC,WAAyBF,IACjCC,SAASE,iBAAiB,mBAAoBH,EACrD,C,8ECFII,EAAcC,OAAOC,WAAW,gCAOpC,SAASC,EAAUC,GACjBP,SAASQ,gBAAgBC,QAAQC,MAAQP,EAAYQ,QACjD,OACA,OACN,CAQA,SAASC,EAASC,GACH,UAATA,GAA6B,SAATA,GAA4B,SAATA,IACzCC,QAAQC,MAAM,2BAA2BF,yBACzCA,EAAO,QAIT,IAAIG,EAAcb,EAAYQ,QAAU,OAAS,QACjDX,SAASQ,gBAAgBC,QAAQI,KAAOA,EACxC,IAAIH,EAAgB,QAARG,EAAiBG,EAAcH,EAC3Cb,SAASQ,gBAAgBC,QAAQC,MAAQA,EAGzCV,SAASiB,iBAAiB,kBAAkBC,SAASC,IACrC,SAAVT,EACFS,EAAGC,UAAUC,IAAI,sBAEjBF,EAAGC,UAAUE,OAAO,qBACtB,IAIFC,aAAaC,QAAQ,OAAQX,GAC7BU,aAAaC,QAAQ,QAASd,GAC9BI,QAAQW,IAAI,qBAAqBZ,oBAAuBH,YAGxDP,EAAYuB,SAAmB,QAARb,EAAiBP,EAAY,EACtD,CAMA,SAASqB,IACP,MAAMC,EAAc5B,SAASQ,gBAAgBC,QAAQmB,aAAe,OAC9DC,EAAcN,aAAaO,QAAQ,SAAWF,EAEpD,IAAiBG,EACXC,EAYNpB,IAZMoB,GADWD,EASF5B,EAAYQ,QACvB,CAAC,OAAQ,QAAS,QAClB,CAAC,OAAQ,OAAQ,UAVIf,QAWSiC,GAXU,KACrBE,EAAIxC,SACvByC,EAAe,GAEVD,EAAIC,IASf,CAKA,SAASC,IAGPrB,EAASZ,SAASQ,gBAAgBC,QAAQI,MAG1Cb,SAASiB,iBAAiB,wBAAwBC,SAASC,IACzDA,EAAGjB,iBAAiB,QAASyB,EAAU,GAE3C,CAeA,SAASO,IACP9B,OAAOF,iBAAiB,yBAAyB,WAC9BF,SAASiB,iBAAiB,iBAElCC,SAASiB,IAChBA,EAAQC,cAAchB,UAAUE,OAAO,SAAS,IAG3BtB,SAASiB,iBAAiB,wBAClCC,SAASiB,IACtBA,EAAQC,cAAchB,UAAUC,IAAI,SAAS,GAEjD,GACF,CASA,SAASgB,IAEP,IAAKrC,SAASsC,cAAc,gBAC1B,OAGF,IAAIC,EAAUvC,SAASsC,cAAc,kBAIrC,IAAIE,EAAkB7D,SACpB8D,eAAeX,QAAQ,sBACvB,IAGF,GAAKlD,MAAM4D,GAIJ,CAEL,IACIE,EADa1C,SAASsC,cAAc,gBACVrB,iBAAiB,WAC/C,GAAIyB,EAAanD,OAAS,EAAG,CAE3B,IAAIoD,EAAgBD,EAAaA,EAAanD,OAAS,GACnDqD,EACFD,EAAcE,wBAAwBC,EACtCP,EAAQM,wBAAwBC,EAElC,GAAIH,EAAcE,wBAAwBC,EAAyB,GAArB1C,OAAO2C,YAAmB,CACtE,IAAIC,EAAS,IACbT,EAAQU,UAAYL,EAASL,EAAQW,aAAeF,EACpDlC,QAAQW,IAAI,oDACd,CACF,CACF,MAnBEc,EAAQU,UAAYT,EACpB1B,QAAQW,IAAI,4DAqBdrB,OAAOF,iBAAiB,gBAAgB,KACtCuC,eAAejB,QAAQ,qBAAsBe,EAAQU,UAAU,GAEnE,CASA,IAAIE,EAAkB,KACpB,IAAIC,EAAQpD,SAASiB,iBAAiB,kBACtC,OAAKmC,EAAM7D,QAKW,GAAhB6D,EAAM7D,OAED6D,EAAM,GAGNpD,SAASsC,cACd,+DAGQA,cAAc,cAZ1B,CAaF,EAQEe,EAAoB,KAEtB,IAAIC,EAAQH,IAIRI,EAAqBvD,SAASsC,cAAc,2BAE5CgB,IADcC,EAAmBjB,cAAc,UAEjDiB,EAAmBnC,UAAUoC,OAAO,QAGlCxD,SAASyD,gBAAkBH,EAC7BA,EAAMI,QAENJ,EAAMK,QACNL,EAAMM,SACNN,EAAMO,eAAe,CAAEC,MAAO,WAChC,EA2CEC,EACoC,IAAtCC,UAAUC,SAASrE,QAAQ,QAAuC,WAAvBoE,UAAUC,SAiDvDC,eAAeC,EAA2BC,GAExCA,EAAMC,iBACN,IAAIC,EAAkB,GAAGC,sBAAsBC,gBAC3CC,EAASL,EAAMM,cAAcC,aAAa,QAC1CC,EAAoBH,EAAOI,QAAQP,EAAiB,IACxD,WACmBQ,MAAML,EAAQ,CAAEM,OAAQ,UAChCC,GACPC,SAASC,KAAOT,EAEhBQ,SAASC,KAAON,CAEpB,CAAE,MAAOO,GAEPF,SAASC,KAAON,CAClB,CACF,CAOAV,eAAekB,EAAyBC,GAEtC,IACE,IAAIC,EAAS,IAAIC,IAAIF,EACvB,CAAE,MAAOF,GACP,KAAIA,aAAejH,WAOjB,MAAMiH,EAPsB,CAG5B,MAAMK,QAAeV,MAAM1E,OAAO6E,SAASO,OAAQ,CAAET,OAAQ,SAC7DO,EAAS,IAAIC,IAAIF,EAAKG,EAAOH,IAC/B,CAIF,CAEA,MAAMI,QAAiBX,MAAMQ,GAE7B,aADmBG,EAASC,MAE9B,CAGA,SAASC,EAAwBC,EAAMC,GACrC,MAAMvB,EAAkB,GAAGC,sBAAsBC,gBACjDqB,EAAoB3E,SAAS4E,IAE3BA,EAAIrF,QAA2B,kBAAI,GACnCqF,EAAIrF,QAAuB,cAAI,EAAE,IAkBnC,MAAMsF,GAXNH,EAAOA,EAAKI,KAAKC,IAEfA,EAAM9H,MACJ8H,EAAMpJ,SAAW0H,sBAAsB2B,6BACzCD,EAAME,UAAYF,EAAME,YAAa,EAE/B,SAAUF,IACdA,EAAMG,KAAOH,EAAMpJ,SAEdoJ,MAGND,KAAKC,GAAUA,EAAME,WAAaF,EAAM9H,QACxCkI,KAAKC,SACR,IAAIC,GAAa,EAEjBX,EAAK1E,SAAS+E,IAEZ,MAAMO,EAASxG,SAASyG,cAAc,KACtCD,EAAOE,aACL,QACA,6DAEFF,EAAOE,aAAa,OAAQ,GAAGT,EAAMZ,MAAMf,KAC3CkC,EAAOE,aAAa,OAAQ,UAC5B,MAAMC,EAAO3G,SAASyG,cAAc,QACpCE,EAAKC,YAAc,GAAGX,EAAMG,OAC5BI,EAAOK,YAAYF,GAGnBH,EAAO/F,QAAqB,YAAIwF,EAAMG,KACtCI,EAAO/F,QAAiB,QAAIwF,EAAMpJ,QAIlC,IAAIiK,EAAwBf,GAA6BE,EAAME,UAC3DY,GACDhB,IAA8BQ,GAAcN,EAAM9H,OACjD2I,GAAyBC,KAC3BP,EAAOpF,UAAUC,IAAI,UACrBwE,EAAoB3E,SAAS4E,IAC3BA,EAAIkB,UAAYf,EAAMG,KACtBN,EAAIrF,QAA2B,kBAAIwF,EAAMG,KACzCN,EAAIrF,QAAuB,cAAIwF,EAAMpJ,OAAO,IAE9C0J,GAAa,GAIfvG,SAASiB,iBAAiB,2BAA2BC,SAAS+F,IAG5D,IAAIC,EAAOV,EAAOW,WAAU,GAC5BD,EAAKE,QAAUjD,EAIf8C,EAAKI,OAAOH,EAAK,GACjB,GAEN,CAcA,SAASI,EAAyB1B,GAChC,IAAI/I,EAAU0H,sBAAsBgD,QAEhCC,EAAmB5B,EAAK6B,QAAQxB,GAAUA,EAAME,YACpD,GAAgC,IAA5BqB,EAAiBjI,OAAc,CACjC,MAAMmI,EAAqC,GAA3BF,EAAiBjI,OAAc,KAAO,WAItD,YAHAuB,QAAQW,IACN,SAASiG,kEAGb,CACA,MAAMC,EAAmBH,EAAiB,GAAG3K,QACvC+K,EAAeJ,EAAiB,GAAGnC,IAEnCwC,GAAwB,QAAShL,KAAY,QAAS8K,GAC5D,GAAIE,IAAyB,QAAQhL,EAAS8K,EAAkB,KAC9D,OAGF,IAAIG,EAAQ9H,SAASyG,cAAc,OACnC,MAAMsB,EAAS/H,SAASyG,cAAc,OAChCuB,EAAQhI,SAASyG,cAAc,OAC/BwB,EAAOjI,SAASyG,cAAc,UAC9ByB,EAASlI,SAASyG,cAAc,KAEtCqB,EAAM1G,UAAY,4CAClB2G,EAAO3G,UAAY,kCACnB4G,EAAM5G,UAAY,kBAClB8G,EAAO9G,UACL,2FACF8G,EAAOhD,KAAO,GAAG0C,IAAerD,sBAAsBC,gBACtD0D,EAAOlB,UAAY,2BACnBkB,EAAOd,QAAUjD,EAEjB6D,EAAMhB,UAAY,6BAClB,MAAMmB,EACJtL,EAAQoB,SAAS,QACjBpB,EAAQoB,SAAS,OACjBpB,EAAQoB,SAAS,OACbmK,EACJP,IAAyB,QAAQhL,EAAS8K,EAAkB,KAC1DQ,GAASC,EACXH,EAAKjB,UAAY,kCACRa,IAAyB,QAAQhL,EAAS8K,EAAkB,KACrEM,EAAKjB,UAAY,mBAAmBnK,KAIpCoL,EAAKjB,UAHKnK,EAGO,WAAWA,IAFX,qBAInBiL,EAAMjB,YAAYkB,GAClBA,EAAOlB,YAAYmB,GACnBA,EAAMnB,YAAYoB,GAClBD,EAAMnB,YAAY7G,SAASqI,eAAe,MAC1CL,EAAMnB,YAAYqB,GAClBlI,SAASsI,KAAKC,QAAQT,EACxB,CAUA,SAASU,IAkBU,IAAIC,kBAjBG,CAACC,EAAcC,KACrCD,EAAaxH,SAAS0H,IAEe,IAA/BA,EAASC,WAAWtJ,aAGYuJ,IAAhCF,EAASC,WAAW,GAAGjD,OAGuC,GAA9DgD,EAASC,WAAW,GAAGjD,KAAKmD,OAAO,wBACrCH,EAASC,WAAW3H,SAASgG,IAC3BlH,SAASgJ,eAAe,wBAAwB3B,OAAOH,EAAK,GAEhE,GACA,IAKK+B,QAAQjJ,SAASsI,KADX,CAAEY,WAAW,GAE9B,CAIA,IAAIrD,EAAsB7F,SAASiB,iBACjC,6BAEF,MAAMkI,EAAkBtD,EAAoBtG,OAAS,EAC/C6J,EAAkB7E,sBAAsB8E,eAC5C,2BAEIC,EAAqB/E,sBAAsBgF,4BAEjD,GAAIH,IAAoBD,GAAmBG,GAAqB,CAC9D,MAAM1D,QAAaR,EACjBb,sBAAsBiF,yBAExB7D,EAAwBC,EAAMC,GAC1ByD,GACFhC,EAAyB1B,EAE7B,EAMA,OAAc3D,IACd,OAAcI,IACd,OAAcH,IACd,QAxRyB,KAZK,MAC5B,IAAIuH,EAAYzJ,SAASiB,iBAAiB,gCACtC8C,GACF0F,EAAUvI,SACPwI,GAAOA,EAAEpH,cAAc,8BAA8B0E,UAAY,KAEtE,EAOA2C,GAxDAvJ,OAAOF,iBACL,WACCkE,IACC,IAAId,EAAQH,IAITiB,EAAMwF,UACNxF,EAAMyF,SAEN9F,GACGK,EAAM0F,SAAY1F,EAAM2F,QACvB3F,EAAM0F,UAAW1F,EAAM2F,WAE5B,KAAKjN,KAAKsH,EAAM4F,KAMThK,SAASyD,gBAAkBH,GAAS,UAAUxG,KAAKsH,EAAM4F,MAChE3G,KALAe,EAAMC,iBACNhB,IAKF,IAEF,GAoCFrD,SAASiB,iBAAiB,0BAA0BC,SAAS4E,IAC3DA,EAAIsB,QAAU/D,CAAiB,IAIjC,IAAI4G,EAAUjK,SAASsC,cAAc,2BACjC2H,IACFA,EAAQ7C,QAAU/D,EACpB,KA4QF,OAAcmF,G,0BCxjBV0B,EAA2B,CAAC,EAGhC,SAASC,EAAoBC,GAE5B,IAAIC,EAAeH,EAAyBE,GAC5C,QAAqBtB,IAAjBuB,EACH,OAAOA,EAAaC,QAGrB,IAAIC,EAASL,EAAyBE,GAAY,CAGjDE,QAAS,CAAC,GAOX,OAHAE,EAAoBJ,GAAUG,EAAQA,EAAOD,QAASH,GAG/CI,EAAOD,OACf,CJtBI9N,EAAkC,mBAAXiO,OAAwBA,OAAO,kBAAoB,qBAC1EhO,EAAmC,mBAAXgO,OAAwBA,OAAO,mBAAqB,sBAC5E/N,EAAiC,mBAAX+N,OAAwBA,OAAO,iBAAmB,oBACxE9N,EAAgB+N,IAChBA,GAASA,EAAMC,EAAI,IACrBD,EAAMC,EAAI,EACVD,EAAMxJ,SAAS0J,GAAQA,EAAGhN,MAC1B8M,EAAMxJ,SAAS0J,GAAQA,EAAGhN,IAAMgN,EAAGhN,IAAMgN,MAC1C,EAyBDT,EAAoBrL,EAAI,CAACyL,EAAQjC,EAAMuC,KACtC,IAAIH,EACJG,KAAcH,EAAQ,IAAIC,GAAK,GAC/B,IAEIG,EACAC,EACAC,EAJAC,EAAY,IAAIC,IAChBZ,EAAUC,EAAOD,QAIjBa,EAAU,IAAIC,SAAQ,CAACC,EAASC,KACnCN,EAASM,EACTP,EAAeM,CAAO,IAEvBF,EAAQ1O,GAAkB6N,EAC1Ba,EAAQ3O,GAAkBoO,IAAQF,GAASE,EAAGF,GAAQO,EAAU/J,QAAQ0J,GAAKO,EAAe,OAAEI,SAC9FhB,EAAOD,QAAUa,EACjB7C,GAAMkD,IAEL,IAAIZ,EADJE,EAvCa,CAACU,GAAUA,EAAKxF,KAAKyF,IACnC,GAAW,OAARA,GAA+B,iBAARA,EAAkB,CAC3C,GAAGA,EAAIjP,GAAgB,OAAOiP,EAC9B,GAAGA,EAAIC,KAAM,CACZ,IAAIhB,EAAQ,GACZA,EAAMC,EAAI,EACVc,EAAIC,MAAM9N,IACT+N,EAAIlP,GAAkBmB,EACtBjB,EAAa+N,EAAM,IAChBnK,IACHoL,EAAIjP,GAAgB6D,EACpB5D,EAAa+N,EAAM,IAEpB,IAAIiB,EAAM,CAAC,EAEX,OADAA,EAAInP,GAAkBoO,GAAQA,EAAGF,GAC1BiB,CACR,CACD,CACA,IAAIC,EAAM,CAAC,EAGX,OAFAA,EAAIpP,GAAiB+O,MACrBK,EAAInP,GAAkBgP,EACfG,CAAG,IAkBKC,CAASL,GAEvB,IAAIM,EAAY,IAAOhB,EAAY9E,KAAK2E,IACvC,GAAGA,EAAEjO,GAAe,MAAMiO,EAAEjO,GAC5B,OAAOiO,EAAElO,EAAe,IAErB0O,EAAU,IAAIC,SAASC,KAC1BT,EAAK,IAAOS,EAAQS,IACjBlO,EAAI,EACP,IAAImO,EAAWC,GAAOA,IAAMtB,IAAUO,EAAUgB,IAAID,KAAOf,EAAU5J,IAAI2K,GAAIA,IAAMA,EAAErB,IAAMC,EAAGhN,IAAKoO,EAAEE,KAAKtB,KAC1GE,EAAY9E,KAAKyF,GAASA,EAAIjP,GAAeuP,IAAU,IAExD,OAAOnB,EAAGhN,EAAIuN,EAAUW,GAAW,IAChC3G,IAAUA,EAAM6F,EAAOG,EAAQzO,GAAgByI,GAAO4F,EAAaT,GAAW3N,EAAa+N,MAC/FA,GAASA,EAAMC,EAAI,IAAMD,EAAMC,EAAI,EAAE,EK9DtCR,EAAoBQ,EAAI,CAACL,EAAS6B,KACjC,IAAI,IAAInC,KAAOmC,EACXhC,EAAoBiC,EAAED,EAAYnC,KAASG,EAAoBiC,EAAE9B,EAASN,IAC5EvK,OAAO4M,eAAe/B,EAASN,EAAK,CAAEsC,YAAY,EAAMC,IAAKJ,EAAWnC,IAE1E,ECNDG,EAAoBiC,EAAI,CAACT,EAAKa,IAAU/M,OAAOgN,UAAUpD,eAAeqD,KAAKf,EAAKa,GCGxDrC,EAAoB,I","sources":["webpack://pydata_sphinx_theme/webpack/runtime/async module","webpack://pydata_sphinx_theme/./node_modules/compare-versions/lib/esm/index.js","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/scripts/mixin.js","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/scripts/pydata-sphinx-theme.js","webpack://pydata_sphinx_theme/webpack/bootstrap","webpack://pydata_sphinx_theme/webpack/runtime/define property getters","webpack://pydata_sphinx_theme/webpack/runtime/hasOwnProperty shorthand","webpack://pydata_sphinx_theme/webpack/startup"],"sourcesContent":["var webpackQueues = typeof Symbol === \"function\" ? Symbol(\"webpack queues\") : \"__webpack_queues__\";\nvar webpackExports = typeof Symbol === \"function\" ? Symbol(\"webpack exports\") : \"__webpack_exports__\";\nvar webpackError = typeof Symbol === \"function\" ? Symbol(\"webpack error\") : \"__webpack_error__\";\nvar resolveQueue = (queue) => {\n\tif(queue && queue.d < 1) {\n\t\tqueue.d = 1;\n\t\tqueue.forEach((fn) => (fn.r--));\n\t\tqueue.forEach((fn) => (fn.r-- ? fn.r++ : fn()));\n\t}\n}\nvar wrapDeps = (deps) => (deps.map((dep) => {\n\tif(dep !== null && typeof dep === \"object\") {\n\t\tif(dep[webpackQueues]) return dep;\n\t\tif(dep.then) {\n\t\t\tvar queue = [];\n\t\t\tqueue.d = 0;\n\t\t\tdep.then((r) => {\n\t\t\t\tobj[webpackExports] = r;\n\t\t\t\tresolveQueue(queue);\n\t\t\t}, (e) => {\n\t\t\t\tobj[webpackError] = e;\n\t\t\t\tresolveQueue(queue);\n\t\t\t});\n\t\t\tvar obj = {};\n\t\t\tobj[webpackQueues] = (fn) => (fn(queue));\n\t\t\treturn obj;\n\t\t}\n\t}\n\tvar ret = {};\n\tret[webpackQueues] = x => {};\n\tret[webpackExports] = dep;\n\treturn ret;\n}));\n__webpack_require__.a = (module, body, hasAwait) => {\n\tvar queue;\n\thasAwait && ((queue = []).d = -1);\n\tvar depQueues = new Set();\n\tvar exports = module.exports;\n\tvar currentDeps;\n\tvar outerResolve;\n\tvar reject;\n\tvar promise = new Promise((resolve, rej) => {\n\t\treject = rej;\n\t\touterResolve = resolve;\n\t});\n\tpromise[webpackExports] = exports;\n\tpromise[webpackQueues] = (fn) => (queue && fn(queue), depQueues.forEach(fn), promise[\"catch\"](x => {}));\n\tmodule.exports = promise;\n\tbody((deps) => {\n\t\tcurrentDeps = wrapDeps(deps);\n\t\tvar fn;\n\t\tvar getResult = () => (currentDeps.map((d) => {\n\t\t\tif(d[webpackError]) throw d[webpackError];\n\t\t\treturn d[webpackExports];\n\t\t}))\n\t\tvar promise = new Promise((resolve) => {\n\t\t\tfn = () => (resolve(getResult));\n\t\t\tfn.r = 0;\n\t\t\tvar fnQueue = (q) => (q !== queue && !depQueues.has(q) && (depQueues.add(q), q && !q.d && (fn.r++, q.push(fn))));\n\t\t\tcurrentDeps.map((dep) => (dep[webpackQueues](fnQueue)));\n\t\t});\n\t\treturn fn.r ? promise : getResult();\n\t}, (err) => ((err ? reject(promise[webpackError] = err) : outerResolve(exports)), resolveQueue(queue)));\n\tqueue && queue.d < 0 && (queue.d = 0);\n};","/**\n * Compare [semver](https://semver.org/) version strings to find greater, equal or lesser.\n * This library supports the full semver specification, including comparing versions with different number of digits like `1.0.0`, `1.0`, `1`, and pre-release versions like `1.0.0-alpha`.\n * @param v1 - First version to compare\n * @param v2 - Second version to compare\n * @returns Numeric value compatible with the [Array.sort(fn) interface](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Array/sort#Parameters).\n */\nexport const compareVersions = (v1, v2) => {\n    // validate input and split into segments\n    const n1 = validateAndParse(v1);\n    const n2 = validateAndParse(v2);\n    // pop off the patch\n    const p1 = n1.pop();\n    const p2 = n2.pop();\n    // validate numbers\n    const r = compareSegments(n1, n2);\n    if (r !== 0)\n        return r;\n    // validate pre-release\n    if (p1 && p2) {\n        return compareSegments(p1.split('.'), p2.split('.'));\n    }\n    else if (p1 || p2) {\n        return p1 ? -1 : 1;\n    }\n    return 0;\n};\n/**\n * Validate [semver](https://semver.org/) version strings.\n *\n * @param version Version number to validate\n * @returns `true` if the version number is a valid semver version number, `false` otherwise.\n *\n * @example\n * ```\n * validate('1.0.0-rc.1'); // return true\n * validate('1.0-rc.1'); // return false\n * validate('foo'); // return false\n * ```\n */\nexport const validate = (version) => typeof version === 'string' && /^[v\\d]/.test(version) && semver.test(version);\n/**\n * Compare [semver](https://semver.org/) version strings using the specified operator.\n *\n * @param v1 First version to compare\n * @param v2 Second version to compare\n * @param operator Allowed arithmetic operator to use\n * @returns `true` if the comparison between the firstVersion and the secondVersion satisfies the operator, `false` otherwise.\n *\n * @example\n * ```\n * compare('10.1.8', '10.0.4', '>'); // return true\n * compare('10.0.1', '10.0.1', '='); // return true\n * compare('10.1.1', '10.2.2', '<'); // return true\n * compare('10.1.1', '10.2.2', '<='); // return true\n * compare('10.1.1', '10.2.2', '>='); // return false\n * ```\n */\nexport const compare = (v1, v2, operator) => {\n    // validate input operator\n    assertValidOperator(operator);\n    // since result of compareVersions can only be -1 or 0 or 1\n    // a simple map can be used to replace switch\n    const res = compareVersions(v1, v2);\n    return operatorResMap[operator].includes(res);\n};\n/**\n * Match [npm semver](https://docs.npmjs.com/cli/v6/using-npm/semver) version range.\n *\n * @param version Version number to match\n * @param range Range pattern for version\n * @returns `true` if the version number is within the range, `false` otherwise.\n *\n * @example\n * ```\n * satisfies('1.1.0', '^1.0.0'); // return true\n * satisfies('1.1.0', '~1.0.0'); // return false\n * ```\n */\nexport const satisfies = (version, range) => {\n    // if no range operator then \"=\"\n    const m = range.match(/^([<>=~^]+)/);\n    const op = m ? m[1] : '=';\n    // if gt/lt/eq then operator compare\n    if (op !== '^' && op !== '~')\n        return compare(version, range, op);\n    // else range of either \"~\" or \"^\" is assumed\n    const [v1, v2, v3, , vp] = validateAndParse(version);\n    const [r1, r2, r3, , rp] = validateAndParse(range);\n    const v = [v1, v2, v3];\n    const r = [r1, r2 !== null && r2 !== void 0 ? r2 : 'x', r3 !== null && r3 !== void 0 ? r3 : 'x'];\n    // validate pre-release\n    if (rp) {\n        if (!vp)\n            return false;\n        if (compareSegments(v, r) !== 0)\n            return false;\n        if (compareSegments(vp.split('.'), rp.split('.')) === -1)\n            return false;\n    }\n    // first non-zero number\n    const nonZero = r.findIndex((v) => v !== '0') + 1;\n    // pointer to where segments can be >=\n    const i = op === '~' ? 2 : nonZero > 1 ? nonZero : 1;\n    // before pointer must be equal\n    if (compareSegments(v.slice(0, i), r.slice(0, i)) !== 0)\n        return false;\n    // after pointer must be >=\n    if (compareSegments(v.slice(i), r.slice(i)) === -1)\n        return false;\n    return true;\n};\nconst semver = /^[v^~<>=]*?(\\d+)(?:\\.([x*]|\\d+)(?:\\.([x*]|\\d+)(?:\\.([x*]|\\d+))?(?:-([\\da-z\\-]+(?:\\.[\\da-z\\-]+)*))?(?:\\+[\\da-z\\-]+(?:\\.[\\da-z\\-]+)*)?)?)?$/i;\nconst validateAndParse = (version) => {\n    if (typeof version !== 'string') {\n        throw new TypeError('Invalid argument expected string');\n    }\n    const match = version.match(semver);\n    if (!match) {\n        throw new Error(`Invalid argument not valid semver ('${version}' received)`);\n    }\n    match.shift();\n    return match;\n};\nconst isWildcard = (s) => s === '*' || s === 'x' || s === 'X';\nconst tryParse = (v) => {\n    const n = parseInt(v, 10);\n    return isNaN(n) ? v : n;\n};\nconst forceType = (a, b) => typeof a !== typeof b ? [String(a), String(b)] : [a, b];\nconst compareStrings = (a, b) => {\n    if (isWildcard(a) || isWildcard(b))\n        return 0;\n    const [ap, bp] = forceType(tryParse(a), tryParse(b));\n    if (ap > bp)\n        return 1;\n    if (ap < bp)\n        return -1;\n    return 0;\n};\nconst compareSegments = (a, b) => {\n    for (let i = 0; i < Math.max(a.length, b.length); i++) {\n        const r = compareStrings(a[i] || '0', b[i] || '0');\n        if (r !== 0)\n            return r;\n    }\n    return 0;\n};\nconst operatorResMap = {\n    '>': [1],\n    '>=': [0, 1],\n    '=': [0],\n    '<=': [-1, 0],\n    '<': [-1],\n};\nconst allowedOperators = Object.keys(operatorResMap);\nconst assertValidOperator = (op) => {\n    if (typeof op !== 'string') {\n        throw new TypeError(`Invalid operator type, expected string but got ${typeof op}`);\n    }\n    if (allowedOperators.indexOf(op) === -1) {\n        throw new Error(`Invalid operator, expected one of ${allowedOperators.join('|')}`);\n    }\n};\n//# sourceMappingURL=index.js.map","/* define several functions to replace jQuery methods\n * inspired by https://tobiasahlin.com/blog/move-from-jquery-to-vanilla-javascript/\n */\n\n/**\n * Execute a method if DOM has finished loading\n *\n * @param {function} callback the method to execute\n */\nexport function documentReady(callback) {\n  if (document.readyState != \"loading\") callback();\n  else document.addEventListener(\"DOMContentLoaded\", callback);\n}\n","// Define the custom behavior of the page\nimport { documentReady } from \"./mixin\";\nimport { compare, validate } from \"compare-versions\";\n\nimport \"../styles/pydata-sphinx-theme.scss\";\n\n/*******************************************************************************\n * Theme interaction\n */\n\nvar prefersDark = window.matchMedia(\"(prefers-color-scheme: dark)\");\n\n/**\n * set the the body theme to the one specified by the user browser\n *\n * @param {event} e\n */\nfunction autoTheme(e) {\n  document.documentElement.dataset.theme = prefersDark.matches\n    ? \"dark\"\n    : \"light\";\n}\n\n/**\n * Set the theme using the specified mode.\n * It can be one of [\"auto\", \"dark\", \"light\"]\n *\n * @param {str} mode\n */\nfunction setTheme(mode) {\n  if (mode !== \"light\" && mode !== \"dark\" && mode !== \"auto\") {\n    console.error(`Got invalid theme mode: ${mode}. Resetting to auto.`);\n    mode = \"auto\";\n  }\n\n  // get the theme\n  var colorScheme = prefersDark.matches ? \"dark\" : \"light\";\n  document.documentElement.dataset.mode = mode;\n  var theme = mode == \"auto\" ? colorScheme : mode;\n  document.documentElement.dataset.theme = theme;\n  // TODO: remove this line after Bootstrap upgrade\n  // v5.3 has a colors mode: https://getbootstrap.com/docs/5.3/customize/color-modes/\n  document.querySelectorAll(\".dropdown-menu\").forEach((el) => {\n    if (theme === \"dark\") {\n      el.classList.add(\"dropdown-menu-dark\");\n    } else {\n      el.classList.remove(\"dropdown-menu-dark\");\n    }\n  });\n\n  // save mode and theme\n  localStorage.setItem(\"mode\", mode);\n  localStorage.setItem(\"theme\", theme);\n  console.log(`[PST]: Changed to ${mode} mode using the ${theme} theme.`);\n\n  // add a listener if set on auto\n  prefersDark.onchange = mode == \"auto\" ? autoTheme : \"\";\n}\n\n/**\n * Change the theme option order so that clicking on the btn is always a change\n * from \"auto\"\n */\nfunction cycleMode() {\n  const defaultMode = document.documentElement.dataset.defaultMode || \"auto\";\n  const currentMode = localStorage.getItem(\"mode\") || defaultMode;\n\n  var loopArray = (arr, current) => {\n    var nextPosition = arr.indexOf(current) + 1;\n    if (nextPosition === arr.length) {\n      nextPosition = 0;\n    }\n    return arr[nextPosition];\n  };\n\n  // make sure the next theme after auto is always a change\n  var modeList = prefersDark.matches\n    ? [\"auto\", \"light\", \"dark\"]\n    : [\"auto\", \"dark\", \"light\"];\n  var newMode = loopArray(modeList, currentMode);\n  setTheme(newMode);\n}\n\n/**\n * add the theme listener on the btns of the navbar\n */\nfunction addModeListener() {\n  // the theme was set a first time using the initial mini-script\n  // running setMode will ensure the use of the dark mode if auto is selected\n  setTheme(document.documentElement.dataset.mode);\n\n  // Attach event handlers for toggling themes colors\n  document.querySelectorAll(\".theme-switch-button\").forEach((el) => {\n    el.addEventListener(\"click\", cycleMode);\n  });\n}\n\n/*******************************************************************************\n * TOC interactivity\n */\n\n/**\n * TOC sidebar - add \"active\" class to parent list\n *\n * Bootstrap's scrollspy adds the active class to the <a> link,\n * but for the automatic collapsing we need this on the parent list item.\n *\n * The event is triggered on \"window\" (and not the nav item as documented),\n * see https://github.com/twbs/bootstrap/issues/20086\n */\nfunction addTOCInteractivity() {\n  window.addEventListener(\"activate.bs.scrollspy\", function () {\n    const navLinks = document.querySelectorAll(\".bd-toc-nav a\");\n\n    navLinks.forEach((navLink) => {\n      navLink.parentElement.classList.remove(\"active\");\n    });\n\n    const activeNavLinks = document.querySelectorAll(\".bd-toc-nav a.active\");\n    activeNavLinks.forEach((navLink) => {\n      navLink.parentElement.classList.add(\"active\");\n    });\n  });\n}\n\n/*******************************************************************************\n * Scroll\n */\n\n/**\n * Navigation sidebar scrolling to active page\n */\nfunction scrollToActive() {\n  // If the docs nav doesn't exist, do nothing (e.g., on search page)\n  if (!document.querySelector(\".bd-docs-nav\")) {\n    return;\n  }\n\n  var sidebar = document.querySelector(\"div.bd-sidebar\");\n\n  // Remember the sidebar scroll position between page loads\n  // Inspired on source of revealjs.com\n  let storedScrollTop = parseInt(\n    sessionStorage.getItem(\"sidebar-scroll-top\"),\n    10\n  );\n\n  if (!isNaN(storedScrollTop)) {\n    // If we've got a saved scroll position, just use that\n    sidebar.scrollTop = storedScrollTop;\n    console.log(\"[PST]: Scrolled sidebar using stored browser position...\");\n  } else {\n    // Otherwise, calculate a position to scroll to based on the lowest `active` link\n    var sidebarNav = document.querySelector(\".bd-docs-nav\");\n    var active_pages = sidebarNav.querySelectorAll(\".active\");\n    if (active_pages.length > 0) {\n      // Use the last active page as the offset since it's the page we're on\n      var latest_active = active_pages[active_pages.length - 1];\n      var offset =\n        latest_active.getBoundingClientRect().y -\n        sidebar.getBoundingClientRect().y;\n      // Only scroll the navbar if the active link is lower than 50% of the page\n      if (latest_active.getBoundingClientRect().y > window.innerHeight * 0.5) {\n        let buffer = 0.25; // Buffer so we have some space above the scrolled item\n        sidebar.scrollTop = offset - sidebar.clientHeight * buffer;\n        console.log(\"[PST]: Scrolled sidebar using last active link...\");\n      }\n    }\n  }\n\n  // Store the sidebar scroll position\n  window.addEventListener(\"beforeunload\", () => {\n    sessionStorage.setItem(\"sidebar-scroll-top\", sidebar.scrollTop);\n  });\n}\n\n/*******************************************************************************\n * Search\n */\n\n/**\n * Find any search forms on the page and return their input element\n */\nvar findSearchInput = () => {\n  let forms = document.querySelectorAll(\"form.bd-search\");\n  if (!forms.length) {\n    // no search form found\n    return;\n  } else {\n    var form;\n    if (forms.length == 1) {\n      // there is exactly one search form (persistent or hidden)\n      form = forms[0];\n    } else {\n      // must be at least one persistent form, use the first persistent one\n      form = document.querySelector(\n        \"div:not(.search-button__search-container) > form.bd-search\"\n      );\n    }\n    return form.querySelector(\"input\");\n  }\n};\n\n/**\n * Activate the search field on the page.\n * - If there is a search field already visible it will be activated.\n * - If not, then a search field will pop up.\n */\nvar toggleSearchField = () => {\n  // Find the search input to highlight\n  let input = findSearchInput();\n\n  // if the input field is the hidden one (the one associated with the\n  // search button) then toggle the button state (to show/hide the field)\n  let searchPopupWrapper = document.querySelector(\".search-button__wrapper\");\n  let hiddenInput = searchPopupWrapper.querySelector(\"input\");\n  if (input === hiddenInput) {\n    searchPopupWrapper.classList.toggle(\"show\");\n  }\n  // when toggling off the search field, remove its focus\n  if (document.activeElement === input) {\n    input.blur();\n  } else {\n    input.focus();\n    input.select();\n    input.scrollIntoView({ block: \"center\" });\n  }\n};\n\n/**\n * Add an event listener for toggleSearchField() for Ctrl/Cmd + K\n */\nvar addEventListenerForSearchKeyboard = () => {\n  window.addEventListener(\n    \"keydown\",\n    (event) => {\n      let input = findSearchInput();\n      // toggle on Ctrl+k or ⌘+k\n      if (\n        // Ignore if shift or alt are pressed\n        !event.shiftKey &&\n        !event.altKey &&\n        // On Mac use ⌘, all other OS use Ctrl\n        (useCommandKey\n          ? event.metaKey && !event.ctrlKey\n          : !event.metaKey && event.ctrlKey) &&\n        // Case-insensitive so the shortcut still works with caps lock\n        /k/i.test(event.key)\n      ) {\n        event.preventDefault();\n        toggleSearchField();\n      }\n      // also allow Escape key to hide (but not show) the dynamic search field\n      else if (document.activeElement === input && /Escape/i.test(event.key)) {\n        toggleSearchField();\n      }\n    },\n    true\n  );\n};\n\n/**\n * If the user is on a Mac, use command (⌘) instead of control (ctrl) key\n *\n * Note: `navigator.platform` is deprecated; however MDN still recommends using\n * it for the one specific use case of detecting whether a keyboard shortcut\n * should use control or command:\n * https://developer.mozilla.org/en-US/docs/Web/API/Navigator/platform#examples\n */\nvar useCommandKey =\n  navigator.platform.indexOf(\"Mac\") === 0 || navigator.platform === \"iPhone\";\n\n/**\n * Change the search hint to `meta key` if we are a Mac\n */\n\nvar changeSearchShortcutKey = () => {\n  let shortcuts = document.querySelectorAll(\".search-button__kbd-shortcut\");\n  if (useCommandKey) {\n    shortcuts.forEach(\n      (f) => (f.querySelector(\"kbd.kbd-shortcut__modifier\").innerText = \"⌘\")\n    );\n  }\n};\n\n/**\n * Activate callbacks for search button popup\n */\nvar setupSearchButtons = () => {\n  changeSearchShortcutKey();\n  addEventListenerForSearchKeyboard();\n\n  // Add the search button trigger event callback\n  document.querySelectorAll(\".search-button__button\").forEach((btn) => {\n    btn.onclick = toggleSearchField;\n  });\n\n  // Add the search button overlay event callback\n  let overlay = document.querySelector(\".search-button__overlay\");\n  if (overlay) {\n    overlay.onclick = toggleSearchField;\n  }\n};\n\n/*******************************************************************************\n * Version Switcher\n * Note that this depends on two variables existing that are defined in\n * and `html-page-context` hook:\n *\n * - DOCUMENTATION_OPTIONS.pagename\n * - DOCUMENTATION_OPTIONS.theme_switcher_url\n */\n\n/**\n * Check if corresponding page path exists in other version of docs\n * and, if so, go there instead of the homepage of the other docs version\n *\n * @param {event} event the event that trigger the check\n */\nasync function checkPageExistsAndRedirect(event) {\n  // ensure we don't follow the initial link\n  event.preventDefault();\n  let currentFilePath = `${DOCUMENTATION_OPTIONS.pagename}.html`;\n  let tryUrl = event.currentTarget.getAttribute(\"href\");\n  let otherDocsHomepage = tryUrl.replace(currentFilePath, \"\");\n  try {\n    let head = await fetch(tryUrl, { method: \"HEAD\" });\n    if (head.ok) {\n      location.href = tryUrl; // the page exists, go there\n    } else {\n      location.href = otherDocsHomepage;\n    }\n  } catch (err) {\n    // something went wrong, probably CORS restriction, fallback to other docs homepage\n    location.href = otherDocsHomepage;\n  }\n}\n\n/**\n * Load and parse the version switcher JSON file from an absolute or relative URL.\n *\n * @param {string} url The URL to load version switcher entries from.\n */\nasync function fetchVersionSwitcherJSON(url) {\n  // first check if it's a valid URL\n  try {\n    var result = new URL(url);\n  } catch (err) {\n    if (err instanceof TypeError) {\n      // assume we got a relative path, and fix accordingly. But first, we need to\n      // use `fetch()` to follow redirects so we get the correct final base URL\n      const origin = await fetch(window.location.origin, { method: \"HEAD\" });\n      result = new URL(url, origin.url);\n    } else {\n      // something unexpected happened\n      throw err;\n    }\n  }\n  // load and return the JSON\n  const response = await fetch(result);\n  const data = await response.json();\n  return data;\n}\n\n// Populate the version switcher from the JSON data\nfunction populateVersionSwitcher(data, versionSwitcherBtns) {\n  const currentFilePath = `${DOCUMENTATION_OPTIONS.pagename}.html`;\n  versionSwitcherBtns.forEach((btn) => {\n    // Set empty strings by default so that these attributes exist and can be used in CSS selectors\n    btn.dataset[\"activeVersionName\"] = \"\";\n    btn.dataset[\"activeVersion\"] = \"\";\n  });\n  // in case there are multiple entries with the same version string, this helps us\n  // decide which entry's `name` to put on the button itself. Without this, it would\n  // always be the *last* version-matching entry; now it will be either the\n  // version-matching entry that is also marked as `\"preferred\": true`, or if that\n  // doesn't exist: the *first* version-matching entry.\n  data = data.map((entry) => {\n    // does this entry match the version that we're currently building/viewing?\n    entry.match =\n      entry.version == DOCUMENTATION_OPTIONS.theme_switcher_version_match;\n    entry.preferred = entry.preferred || false;\n    // if no custom name specified (e.g., \"latest\"), use version string\n    if (!(\"name\" in entry)) {\n      entry.name = entry.version;\n    }\n    return entry;\n  });\n  const hasMatchingPreferredEntry = data\n    .map((entry) => entry.preferred && entry.match)\n    .some(Boolean);\n  var foundMatch = false;\n  // create links to the corresponding page in the other docs versions\n  data.forEach((entry) => {\n    // create the node\n    const anchor = document.createElement(\"a\");\n    anchor.setAttribute(\n      \"class\",\n      \"dropdown-item list-group-item list-group-item-action py-1\"\n    );\n    anchor.setAttribute(\"href\", `${entry.url}${currentFilePath}`);\n    anchor.setAttribute(\"role\", \"option\");\n    const span = document.createElement(\"span\");\n    span.textContent = `${entry.name}`;\n    anchor.appendChild(span);\n    // Add dataset values for the version and name in case people want\n    // to apply CSS styling based on this information.\n    anchor.dataset[\"versionName\"] = entry.name;\n    anchor.dataset[\"version\"] = entry.version;\n    // replace dropdown button text with the preferred display name of the\n    // currently-viewed version, rather than using sphinx's {{ version }} variable.\n    // also highlight the dropdown entry for the currently-viewed version's entry\n    let matchesAndIsPreferred = hasMatchingPreferredEntry && entry.preferred;\n    let matchesAndIsFirst =\n      !hasMatchingPreferredEntry && !foundMatch && entry.match;\n    if (matchesAndIsPreferred || matchesAndIsFirst) {\n      anchor.classList.add(\"active\");\n      versionSwitcherBtns.forEach((btn) => {\n        btn.innerText = entry.name;\n        btn.dataset[\"activeVersionName\"] = entry.name;\n        btn.dataset[\"activeVersion\"] = entry.version;\n      });\n      foundMatch = true;\n    }\n    // There may be multiple version-switcher elements, e.g. one\n    // in a slide-over panel displayed on smaller screens.\n    document.querySelectorAll(\".version-switcher__menu\").forEach((menu) => {\n      // we need to clone the node for each menu, but onclick attributes are not\n      // preserved by `.cloneNode()` so we add onclick here after cloning.\n      let node = anchor.cloneNode(true);\n      node.onclick = checkPageExistsAndRedirect;\n      // on click, AJAX calls will check if the linked page exists before\n      // trying to redirect, and if not, will redirect to the homepage\n      // for that version of the docs.\n      menu.append(node);\n    });\n  });\n}\n\n/*******************************************************************************\n * Warning banner when viewing non-stable version of the docs.\n */\n\n/**\n * Show a warning banner when viewing a non-stable version of the docs.\n *\n * adapted 2023-06 from https://mne.tools/versionwarning.js, which was\n * originally adapted 2020-05 from https://scikit-learn.org/versionwarning.js\n *\n * @param {Array} data The version data used to populate the switcher menu.\n */\nfunction showVersionWarningBanner(data) {\n  var version = DOCUMENTATION_OPTIONS.VERSION;\n  // figure out what latest stable version is\n  var preferredEntries = data.filter((entry) => entry.preferred);\n  if (preferredEntries.length !== 1) {\n    const howMany = preferredEntries.length == 0 ? \"No\" : \"Multiple\";\n    console.log(\n      `[PST] ${howMany} versions marked \"preferred\" found in versions JSON, ignoring.`\n    );\n    return;\n  }\n  const preferredVersion = preferredEntries[0].version;\n  const preferredURL = preferredEntries[0].url;\n  // if already on preferred version, nothing to do\n  const versionsAreComparable = validate(version) && validate(preferredVersion);\n  if (versionsAreComparable && compare(version, preferredVersion, \"=\")) {\n    return;\n  }\n  // now construct the warning banner\n  var outer = document.createElement(\"div\");\n  const middle = document.createElement(\"div\");\n  const inner = document.createElement(\"div\");\n  const bold = document.createElement(\"strong\");\n  const button = document.createElement(\"a\");\n  // these classes exist since pydata-sphinx-theme v0.10.0\n  outer.classList = \"bd-header-version-warning container-fluid\";\n  middle.classList = \"bd-header-announcement__content\";\n  inner.classList = \"sidebar-message\";\n  button.classList =\n    \"sd-btn sd-btn-danger sd-shadow-sm sd-text-wrap font-weight-bold ms-3 my-1 align-baseline\";\n  button.href = `${preferredURL}${DOCUMENTATION_OPTIONS.pagename}.html`;\n  button.innerText = \"Switch to stable version\";\n  button.onclick = checkPageExistsAndRedirect;\n  // add the version-dependent text\n  inner.innerText = \"This is documentation for \";\n  const isDev =\n    version.includes(\"dev\") ||\n    version.includes(\"rc\") ||\n    version.includes(\"pre\");\n  const newerThanPreferred =\n    versionsAreComparable && compare(version, preferredVersion, \">\");\n  if (isDev || newerThanPreferred) {\n    bold.innerText = \"an unstable development version\";\n  } else if (versionsAreComparable && compare(version, preferredVersion, \"<\")) {\n    bold.innerText = `an old version (${version})`;\n  } else if (!version) {\n    bold.innerText = \"an unknown version\"; // e.g., an empty string\n  } else {\n    bold.innerText = `version ${version}`;\n  }\n  outer.appendChild(middle);\n  middle.appendChild(inner);\n  inner.appendChild(bold);\n  inner.appendChild(document.createTextNode(\".\"));\n  inner.appendChild(button);\n  document.body.prepend(outer);\n}\n\n/*******************************************************************************\n * MutationObserver to move the ReadTheDocs button\n */\n\n/**\n * intercept the RTD flyout and place it in the rtd-footer-container if existing\n * if not it stays where on top of the page\n */\nfunction initRTDObserver() {\n  const mutatedCallback = (mutationList, observer) => {\n    mutationList.forEach((mutation) => {\n      // Check whether the mutation is for RTD, which will have a specific structure\n      if (mutation.addedNodes.length === 0) {\n        return;\n      }\n      if (mutation.addedNodes[0].data === undefined) {\n        return;\n      }\n      if (mutation.addedNodes[0].data.search(\"Inserted RTD Footer\") != -1) {\n        mutation.addedNodes.forEach((node) => {\n          document.getElementById(\"rtd-footer-container\").append(node);\n        });\n      }\n    });\n  };\n\n  const observer = new MutationObserver(mutatedCallback);\n  const config = { childList: true };\n  observer.observe(document.body, config);\n}\n\n// fetch the JSON version data (only once), then use it to populate the version\n// switcher and maybe show the version warning bar\nvar versionSwitcherBtns = document.querySelectorAll(\n  \".version-switcher__button\"\n);\nconst hasSwitcherMenu = versionSwitcherBtns.length > 0;\nconst hasVersionsJSON = DOCUMENTATION_OPTIONS.hasOwnProperty(\n  \"theme_switcher_json_url\"\n);\nconst wantsWarningBanner = DOCUMENTATION_OPTIONS.show_version_warning_banner;\n\nif (hasVersionsJSON && (hasSwitcherMenu || wantsWarningBanner)) {\n  const data = await fetchVersionSwitcherJSON(\n    DOCUMENTATION_OPTIONS.theme_switcher_json_url\n  );\n  populateVersionSwitcher(data, versionSwitcherBtns);\n  if (wantsWarningBanner) {\n    showVersionWarningBanner(data);\n  }\n}\n\n/*******************************************************************************\n * Call functions after document loading.\n */\n\ndocumentReady(addModeListener);\ndocumentReady(scrollToActive);\ndocumentReady(addTOCInteractivity);\ndocumentReady(setupSearchButtons);\ndocumentReady(initRTDObserver);\n","// The module cache\nvar __webpack_module_cache__ = {};\n\n// The require function\nfunction __webpack_require__(moduleId) {\n\t// Check if module is in cache\n\tvar cachedModule = __webpack_module_cache__[moduleId];\n\tif (cachedModule !== undefined) {\n\t\treturn cachedModule.exports;\n\t}\n\t// Create a new module (and put it into the cache)\n\tvar module = __webpack_module_cache__[moduleId] = {\n\t\t// no module.id needed\n\t\t// no module.loaded needed\n\t\texports: {}\n\t};\n\n\t// Execute the module function\n\t__webpack_modules__[moduleId](module, module.exports, __webpack_require__);\n\n\t// Return the exports of the module\n\treturn module.exports;\n}\n\n","// define getter functions for harmony exports\n__webpack_require__.d = (exports, definition) => {\n\tfor(var key in definition) {\n\t\tif(__webpack_require__.o(definition, key) && !__webpack_require__.o(exports, key)) {\n\t\t\tObject.defineProperty(exports, key, { enumerable: true, get: definition[key] });\n\t\t}\n\t}\n};","__webpack_require__.o = (obj, prop) => (Object.prototype.hasOwnProperty.call(obj, prop))","// startup\n// Load entry module and return exports\n// This entry module used 'module' so it can't be inlined\nvar __webpack_exports__ = __webpack_require__(937);\n"],"names":["webpackQueues","webpackExports","webpackError","resolveQueue","validate","version","test","semver","compare","v1","v2","operator","assertValidOperator","res","n1","validateAndParse","n2","p1","pop","p2","r","compareSegments","split","compareVersions","operatorResMap","includes","TypeError","match","Error","shift","isWildcard","s","tryParse","v","n","parseInt","isNaN","compareStrings","a","b","ap","bp","String","forceType","i","Math","max","length","allowedOperators","Object","keys","op","indexOf","join","documentReady","callback","document","readyState","addEventListener","prefersDark","window","matchMedia","autoTheme","e","documentElement","dataset","theme","matches","setTheme","mode","console","error","colorScheme","querySelectorAll","forEach","el","classList","add","remove","localStorage","setItem","log","onchange","cycleMode","defaultMode","currentMode","getItem","arr","nextPosition","addModeListener","addTOCInteractivity","navLink","parentElement","scrollToActive","querySelector","sidebar","storedScrollTop","sessionStorage","active_pages","latest_active","offset","getBoundingClientRect","y","innerHeight","buffer","scrollTop","clientHeight","findSearchInput","forms","toggleSearchField","input","searchPopupWrapper","toggle","activeElement","blur","focus","select","scrollIntoView","block","useCommandKey","navigator","platform","async","checkPageExistsAndRedirect","event","preventDefault","currentFilePath","DOCUMENTATION_OPTIONS","pagename","tryUrl","currentTarget","getAttribute","otherDocsHomepage","replace","fetch","method","ok","location","href","err","fetchVersionSwitcherJSON","url","result","URL","origin","response","json","populateVersionSwitcher","data","versionSwitcherBtns","btn","hasMatchingPreferredEntry","map","entry","theme_switcher_version_match","preferred","name","some","Boolean","foundMatch","anchor","createElement","setAttribute","span","textContent","appendChild","matchesAndIsPreferred","matchesAndIsFirst","innerText","menu","node","cloneNode","onclick","append","showVersionWarningBanner","VERSION","preferredEntries","filter","howMany","preferredVersion","preferredURL","versionsAreComparable","outer","middle","inner","bold","button","isDev","newerThanPreferred","createTextNode","body","prepend","initRTDObserver","MutationObserver","mutationList","observer","mutation","addedNodes","undefined","search","getElementById","observe","childList","hasSwitcherMenu","hasVersionsJSON","hasOwnProperty","wantsWarningBanner","show_version_warning_banner","theme_switcher_json_url","shortcuts","f","changeSearchShortcutKey","shiftKey","altKey","metaKey","ctrlKey","key","overlay","__webpack_module_cache__","__webpack_require__","moduleId","cachedModule","exports","module","__webpack_modules__","Symbol","queue","d","fn","hasAwait","currentDeps","outerResolve","reject","depQueues","Set","promise","Promise","resolve","rej","x","deps","dep","then","obj","ret","wrapDeps","getResult","fnQueue","q","has","push","definition","o","defineProperty","enumerable","get","prop","prototype","call"],"sourceRoot":""}
\ No newline at end of file
diff --git a/dev/_static/styles/pydata-sphinx-theme.css b/dev/_static/styles/pydata-sphinx-theme.css
index db7635b..7167797 100644
--- a/dev/_static/styles/pydata-sphinx-theme.css
+++ b/dev/_static/styles/pydata-sphinx-theme.css
@@ -1,2 +1,2 @@
-html{--pst-header-height:4rem;--pst-header-article-height:calc(var(--pst-header-height)*2/3);--pst-sidebar-secondary:17rem;--pst-font-size-base:1rem;--pst-font-size-h1:2.5rem;--pst-font-size-h2:2rem;--pst-font-size-h3:1.75rem;--pst-font-size-h4:1.5rem;--pst-font-size-h5:1.25rem;--pst-font-size-h6:1.1rem;--pst-font-size-milli:0.9rem;--pst-sidebar-font-size:0.9rem;--pst-sidebar-font-size-mobile:1.1rem;--pst-sidebar-header-font-size:1.2rem;--pst-sidebar-header-font-weight:600;--pst-admonition-font-weight-heading:600;--pst-font-weight-caption:300;--pst-font-weight-heading:400;--pst-font-family-base-system:-apple-system,BlinkMacSystemFont,Segoe UI,"Helvetica Neue",Arial,sans-serif,Apple Color Emoji,Segoe UI Emoji,Segoe UI Symbol;--pst-font-family-monospace-system:"SFMono-Regular",Menlo,Consolas,Monaco,Liberation Mono,Lucida Console,monospace;--pst-font-family-base:var(--pst-font-family-base-system);--pst-font-family-heading:var(--pst-font-family-base-system);--pst-font-family-monospace:var(--pst-font-family-monospace-system);--pst-font-size-icon:1.5rem;--pst-icon-check-circle:"";--pst-icon-info-circle:"";--pst-icon-exclamation-triangle:"";--pst-icon-exclamation-circle:"";--pst-icon-times-circle:"";--pst-icon-lightbulb:"";--pst-icon-download:"";--pst-icon-angle-left:"";--pst-icon-angle-right:"";--pst-icon-external-link:"";--pst-icon-search-minus:"";--pst-icon-github:"";--pst-icon-gitlab:"";--pst-icon-share:"";--pst-icon-bell:"";--pst-icon-pencil:"";--pst-breadcrumb-divider:"";--pst-icon-admonition-default:var(--pst-icon-bell);--pst-icon-admonition-note:var(--pst-icon-info-circle);--pst-icon-admonition-attention:var(--pst-icon-exclamation-circle);--pst-icon-admonition-caution:var(--pst-icon-exclamation-triangle);--pst-icon-admonition-warning:var(--pst-icon-exclamation-triangle);--pst-icon-admonition-danger:var(--pst-icon-exclamation-triangle);--pst-icon-admonition-error:var(--pst-icon-times-circle);--pst-icon-admonition-hint:var(--pst-icon-lightbulb);--pst-icon-admonition-tip:var(--pst-icon-lightbulb);--pst-icon-admonition-important:var(--pst-icon-exclamation-circle);--pst-icon-admonition-seealso:var(--pst-icon-share);--pst-icon-admonition-todo:var(--pst-icon-pencil);--pst-icon-versionmodified-default:var(--pst-icon-exclamation-circle);--pst-icon-versionmodified-added:var(--pst-icon-exclamation-circle);--pst-icon-versionmodified-changed:var(--pst-icon-exclamation-circle);--pst-icon-versionmodified-deprecated:var(--pst-icon-exclamation-circle);font-size:var(--pst-font-size-base);scroll-padding-top:calc(var(--pst-header-height) + 1rem)}body{background-color:var(--pst-color-background);color:var(--pst-color-text-base);display:flex;flex-direction:column;font-family:var(--pst-font-family-base);font-weight:400;line-height:1.65;min-height:100vh}body::-webkit-scrollbar-track{background:var(--pst-color-background)}p{color:var(--pst-color-text-base);font-size:1em;margin-bottom:1.15rem}p.rubric{border-bottom:1px solid var(--pst-color-border)}p.centered{text-align:center}a{word-wrap:break-word;color:var(--pst-color-link);text-decoration:underline;text-decoration-thickness:max(1px,.0625rem);text-underline-offset:.1578em}a:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration-skip-ink:none;text-decoration-thickness:max(3px,.1875rem,.12em)}a:active,a:visited{color:var(--pst-color-link)}a:visited:hover{color:var(--pst-color-link-hover)}a:focus-visible{outline:2px solid var(--pst-color-accent)}a.headerlink{color:var(--pst-color-secondary);font-size:.8em;margin-left:.2em;opacity:.7;padding:0 4px;text-decoration:none;transition:all .2s ease-out;user-select:none}a.headerlink:hover{opacity:1}a.github:before,a.gitlab:before{color:var(--pst-color-text-muted);font:var(--fa-font-brands);margin-right:.25rem}a.github:before{content:var(--pst-icon-github)}a.gitlab:before{content:var(--pst-icon-gitlab)}.heading-style,h1,h2,h3,h4,h5,h6{font-family:var(--pst-font-family-heading);font-weight:var(--pst-font-weight-heading);line-height:1.15;margin:2.75rem 0 1.05rem}h1{font-size:var(--pst-font-size-h1);margin-top:0}h1,h2{color:var(--pst-heading-color)}h2{font-size:var(--pst-font-size-h2)}h3{font-size:var(--pst-font-size-h3)}h3,h4{color:var(--pst-heading-color)}h4{font-size:var(--pst-font-size-h4)}h5{font-size:var(--pst-font-size-h5)}h5,h6{color:var(--pst-color-text-base)}h6{font-size:var(--pst-font-size-h6)}.text_small,small{font-size:var(--pst-font-size-milli)}hr{border:0;border-top:1px solid var(--pst-color-border)}code,kbd,pre,samp{font-family:var(--pst-font-family-monospace)}kbd{background-color:var(--pst-color-on-background);color:var(--pst-color-text-muted)}kbd:not(.compound){border:1px solid var(--pst-color-border);box-shadow:1px 1px 1px var(--pst-color-shadow);margin:0 .1rem;padding:.1rem .4rem}code{color:var(--pst-color-inline-code)}pre{background-color:var(--pst-color-surface);border:1px solid var(--pst-color-border);border-radius:.25rem;color:var(--pst-color-text-base);line-height:1.2em;margin:1.5em 0;padding:1rem}pre .linenos{opacity:.8;padding-right:10px}#pst-back-to-top{background-color:var(--pst-color-secondary);border:none;color:var(--pst-color-secondary-text);display:none;left:50vw;position:fixed;top:80vh;transform:translate(-50%);z-index:1080}.skip-link{background-color:var(--pst-color-warning);border-bottom:1px solid var(--pst-color-border);color:var(--pst-color-warning-text)!important;left:0;padding:.5rem;position:fixed;right:0;text-align:center;top:0;transform:translateY(-100%);transition:transform .15s ease-in-out;z-index:1055}.skip-link:focus{outline:3px solid #14181e;transform:translateY(0)}.bd-container{display:flex;flex-grow:1;justify-content:center}.bd-container .bd-container__inner{display:flex}.bd-page-width{width:100%}@media(min-width:960px){.bd-page-width{max-width:88rem}}.bd-header-announcement,.bd-header-version-warning{align-items:center;display:flex;justify-content:center;min-height:3rem;padding:.5rem 12.5%;position:relative;text-align:center;width:100%}@media(max-width:959.98px){.bd-header-announcement,.bd-header-version-warning{padding:.5rem 2%}}.bd-header-announcement p,.bd-header-version-warning p{font-weight:700;margin:0}.bd-header-announcement:after,.bd-header-version-warning:after{content:"";height:100%;left:0;position:absolute;top:0;width:100%;z-index:-1}.bd-header-announcement:empty,.bd-header-version-warning:empty{display:none}.bd-header-announcement a,.bd-header-version-warning a{color:var(--pst-color-inline-code-links)}.bd-header-announcement:after{background-color:var(--pst-color-secondary-bg)}.bd-header-version-warning:after{background-color:var(--pst-color-danger-bg)}.bd-main{display:flex;flex-direction:column;flex-grow:1;min-width:0}.bd-main .bd-content{display:flex;height:100%;justify-content:center}.bd-main .bd-content .bd-article-container{display:flex;flex-direction:column;justify-content:start;max-width:60em;overflow-x:auto;padding:1rem;width:100%}@media(min-width:1200px){.bd-main .bd-content .bd-article-container .bd-article{padding-left:2rem;padding-top:1.5rem}}.bd-footer{border-top:1px solid var(--pst-color-border);width:100%}.bd-footer .bd-footer__inner{display:flex;flex-grow:1;margin:auto;padding:1rem}.bd-footer .footer-items__center,.bd-footer .footer-items__end,.bd-footer .footer-items__start{display:flex;flex-direction:column;flex-grow:1;gap:.5rem;justify-content:center}.bd-footer .footer-items__center{text-align:center}.bd-footer .footer-items__end{text-align:end}.bd-footer .footer-item p{margin-bottom:0}.bd-footer-article{margin-top:auto}.bd-footer-article .footer-article-items{display:flex;flex-direction:column}.bd-footer-content .footer-content-items{display:flex;flex-direction:column;margin-top:auto}.bd-header{background:var(--pst-color-on-background)!important;box-shadow:0 .125rem .25rem 0 var(--pst-color-shadow);justify-content:center;max-width:100vw;padding:0;position:sticky;top:0;width:100%;z-index:1030}.bd-header .bd-header__inner{align-items:center;display:flex;height:fit-content;padding-left:1rem;padding-right:1rem}.bd-header .navbar-item{align-items:center;display:flex;height:var(--pst-header-height);max-height:var(--pst-header-height)}.bd-header .navbar-header-items{flex-shrink:1}@media(min-width:960px){.bd-header .navbar-header-items{display:flex;flex-grow:1;padding:0 0 0 .5rem}}.bd-header .navbar-header-items__center,.bd-header .navbar-header-items__end,.bd-header .navbar-header-items__start{align-items:center;display:flex;flex-flow:wrap;row-gap:0}.bd-header .navbar-header-items__center,.bd-header .navbar-header-items__end{column-gap:1rem}.bd-header .navbar-header-items__start{flex-shrink:0;gap:.5rem;margin-right:auto}.bd-header .navbar-header-items__end{justify-content:end}.bd-header .navbar-nav{display:flex}@media(min-width:960px){.bd-header .navbar-nav{align-items:center}}.bd-header .navbar-nav li a.nav-link{color:var(--pst-color-text-muted);text-decoration:none}.bd-header .navbar-nav li a.nav-link:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(1px,.0625rem);text-decoration-thickness:max(3px,.1875rem,.12em);text-underline-offset:.1578em}.bd-header .navbar-nav li a.nav-link:focus-visible{outline:2px solid var(--pst-color-accent)}.bd-header .navbar-nav>.current>.nav-link{border-bottom:max(3px,.1875rem,.12em) solid var(--pst-color-primary);color:var(--pst-color-primary);font-weight:600}.bd-header .navbar-nav .dropdown button{border:none;color:var(--pst-color-text-muted);display:unset}.bd-header .navbar-nav .dropdown button:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(1px,.0625rem);text-decoration-thickness:max(3px,.1875rem,.12em);text-underline-offset:.1578em}.bd-header .navbar-nav .dropdown button:focus-visible{outline:2px solid var(--pst-color-accent)}.bd-header .navbar-nav .dropdown .dropdown-menu{background-color:var(--pst-color-on-background);border:1px solid var(--pst-color-border);box-shadow:0 0 .3rem .1rem var(--pst-color-shadow);margin:.5rem 0;min-width:20rem;padding:.5rem 0;z-index:1070}.bd-header .navbar-nav .dropdown .dropdown-menu .dropdown-item{padding:.25rem 1.5rem}.bd-header .navbar-nav .dropdown .dropdown-menu .dropdown-item:focus:not(:hover):not(:active){background-color:inherit}.bd-header .navbar-nav .dropdown .dropdown-menu:not(.show){display:none}@media(min-width:960px){.navbar-center-items .navbar-item{display:inline-block}}.nav-link{transition:none}.nav-link:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(1px,.0625rem);text-decoration-thickness:max(3px,.1875rem,.12em);text-underline-offset:.1578em}.nav-link.nav-external:after{content:var(--pst-icon-external-link);font:var(--fa-font-solid);font-size:.75em;margin-left:.3em}.bd-navbar-elements li.nav-item i{font-size:.7rem;padding-left:2px;vertical-align:middle}.bd-header label.sidebar-toggle{align-items:center;color:var(--pst-color-muted);cursor:pointer;display:flex;font-size:var(--pst-font-size-icon);margin-bottom:0;padding-bottom:.25rem}.bd-header label.primary-toggle{margin-right:1rem}@media(min-width:960px){.bd-header label.primary-toggle{display:none}}.bd-header label.secondary-toggle{margin-left:1rem}@media(min-width:1200px){.bd-header label.secondary-toggle{display:none}}.bd-header label:hover{box-shadow:0 max(3px,.1875rem,.12em) 0 var(--pst-color-link-hover);color:var(--pst-color-link-hover)}.bd-header label:focus-visible{outline:2px solid var(--pst-color-accent)}.bd-header .navbar-header-items{display:none}@media(min-width:960px){.bd-header .navbar-header-items{display:inherit}}.navbar-persistent--mobile{margin-left:auto}@media(min-width:960px){.navbar-persistent--mobile{display:none}}.navbar-persistent--container{display:none}@media(min-width:960px){.navbar-persistent--container{display:flex}}.header-article__inner{display:flex;padding:0 .5rem}.header-article__inner .header-article-item{height:var(--pst-header-article-height);min-height:var(--pst-header-article-height)}.header-article__inner .header-article-items__end,.header-article__inner .header-article-items__start{align-items:start;display:flex;gap:.5rem}.header-article__inner .header-article-items__end{margin-left:auto}.bd-sidebar-primary{background-color:var(--pst-color-background);border-right:1px solid var(--pst-color-border);display:flex;flex:0 0 auto;flex-direction:column;font-size:var(--pst-sidebar-font-size-mobile);gap:1rem;max-height:calc(100vh - var(--pst-header-height));overflow-y:auto;padding:2rem 1rem 1rem;position:sticky;top:var(--pst-header-height);width:25%}@media(min-width:960px){.bd-sidebar-primary{font-size:var(--pst-sidebar-font-size)}}.bd-sidebar-primary .nav-link{font-size:var(--pst-sidebar-font-size-mobile)}.bd-sidebar-primary.no-sidebar{border-right:0}@media(min-width:960px){.bd-sidebar-primary.hide-on-wide{display:none}}.bd-sidebar-primary h1,.bd-sidebar-primary h2,.bd-sidebar-primary h3,.bd-sidebar-primary h4{color:var(--pst-color-text-base)}.bd-sidebar-primary .sidebar-primary-items__end .sidebar-primary-item,.bd-sidebar-primary .sidebar-primary-items__start .sidebar-primary-item{padding:.5rem 0}.bd-sidebar-primary .sidebar-header-items{display:flex;flex-direction:column}.bd-sidebar-primary .sidebar-header-items .sidebar-header-items__title{color:var(--pst-color-text-base);font-size:var(--pst-sidebar-header-font-size);font-weight:var(--pst-sidebar-header-font-weight);margin-bottom:.5rem}.bd-sidebar-primary .sidebar-header-items .nav-item.dropdown button{display:none}.bd-sidebar-primary .sidebar-header-items .nav-item.dropdown .dropdown-menu{background-color:inherit;border:none;display:flex;flex-direction:column;font-size:inherit;margin:0;padding:0}.bd-sidebar-primary .sidebar-header-items .sidebar-header-items__center{display:flex;flex-direction:column}.bd-sidebar-primary .sidebar-header-items .sidebar-header-items__end{align-items:center;display:flex;gap:.5rem}@media(min-width:960px){.bd-sidebar-primary .sidebar-header-items{display:none}}.bd-sidebar-primary .sidebar-primary-items__start{border-top:1px solid var(--pst-color-border)}@media(min-width:960px){.bd-sidebar-primary .sidebar-primary-items__start{border-top:none}}.bd-sidebar-primary .sidebar-primary-items__end{margin-bottom:1em;margin-top:auto}.bd-sidebar-primary .list-caption{list-style:none;padding-left:0}.bd-sidebar-primary li{position:relative}.bd-sidebar-primary li.has-children>.reference{padding-right:30px}.bd-sidebar-primary label.toctree-toggle{align-items:center;cursor:pointer;display:flex;height:30px;justify-content:center;position:absolute;right:0;top:0;width:30px}.bd-sidebar-primary label.toctree-toggle:hover{background:var(--pst-color-surface)}.bd-sidebar-primary label.toctree-toggle i{display:inline-block;font-size:.75rem;text-align:center}.bd-sidebar-primary label.toctree-toggle i:hover{color:var(--pst-color-primary)}.bd-sidebar-primary .label-parts{height:100%;width:100%}.bd-sidebar-primary .label-parts:hover{background:none}.bd-sidebar-primary .label-parts i{position:absolute;right:0;top:.3em;width:30px}nav.bd-links{margin-right:-1rem}@media(min-width:960px){nav.bd-links{display:block}}nav.bd-links ul{list-style:none}nav.bd-links ul ul{padding:0 0 0 1rem}nav.bd-links li>a{box-shadow:none;color:var(--pst-color-text-muted);display:block;padding:.25rem .65rem;text-decoration:none}nav.bd-links li>a:hover{text-decoration-skip:none;background-color:transparent;text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(3px,.1875rem,.12em)}nav.bd-links li>a:active,nav.bd-links li>a:hover{color:var(--pst-color-link-hover)}nav.bd-links li>a.reference.external:after{content:var(--pst-icon-external-link);font:var(--fa-font-solid);font-size:.75em;margin-left:.3em}nav.bd-links .current>a{background-color:transparent;box-shadow:inset max(3px,.1875rem,.12em) 0 0 var(--pst-color-primary);color:var(--pst-color-primary);font-weight:600}nav.bd-links p.bd-links__title{font-size:var(--pst-sidebar-header-font-size)}nav.bd-links p.bd-links__title,nav.bd-links p.caption{font-weight:var(--pst-sidebar-header-font-weight);margin-bottom:.5rem}nav.bd-links p.caption{color:var(--pst-color-text-base);font-size:var(--pst-sidebar-font-size-mobile);margin-top:1.25rem;position:relative}nav.bd-links p.caption:first-child{margin-top:0}@media(min-width:960px){nav.bd-links p.caption{font-size:var(--pst-sidebar-font-size)}}.bd-sidebar-secondary{background-color:var(--pst-color-background);display:flex;flex-direction:column;flex-shrink:0;font-size:var(--pst-sidebar-font-size-mobile);max-height:calc(100vh - var(--pst-header-height));order:2;overflow-y:auto;padding:2rem 1rem 1rem;position:sticky;top:var(--pst-header-height);width:var(--pst-sidebar-secondary)}@media(min-width:1200px){.bd-sidebar-secondary{font-size:var(--pst-sidebar-font-size)}}.sidebar-secondary-item{padding:.5rem}@media(min-width:1200px){.sidebar-secondary-item{border-left:1px solid var(--pst-color-border);padding-left:1rem}}.sidebar-secondary-item i{padding-right:.5rem}input.sidebar-toggle{display:none}label.overlay{background-color:#000;height:0;left:0;opacity:.5;position:fixed;top:0;transition:opacity .2s ease-out;width:0;z-index:1050}input#__primary:checked+label.overlay.overlay-primary,input#__secondary:checked+label.overlay.overlay-secondary{height:100vh;width:100vw}input#__primary:checked~.bd-container .bd-sidebar-primary{margin-left:0;visibility:visible}input#__secondary:checked~.bd-container .bd-sidebar-secondary{margin-right:0;visibility:visible}@media(min-width:960px){label.sidebar-toggle.primary-toggle{display:none}input#__primary:checked+label.overlay.overlay-primary{height:0;width:0}.bd-sidebar-primary{margin-left:0;visibility:visible}}@media(max-width:959.98px){.bd-sidebar-primary{flex-grow:.75;height:100vh;left:0;margin-left:-75%;max-height:100vh;max-width:350px;position:fixed;top:0;transition:visibility .2s ease-out,margin .2s ease-out;visibility:hidden;width:75%;z-index:1055}}@media(max-width:1199.98px){.bd-sidebar-secondary{flex-grow:.75;height:100vh;margin-right:-75%;max-height:100vh;max-width:350px;position:fixed;right:0;top:0;transition:visibility .2s ease-out,margin .2s ease-out;visibility:hidden;width:75%;z-index:1055}}ul.bd-breadcrumbs{display:flex;flex-wrap:wrap;font-size:.8rem;list-style:none;padding-left:0}ul.bd-breadcrumbs li.breadcrumb-item{align-items:baseline;display:flex;font-weight:700}ul.bd-breadcrumbs li.breadcrumb-item a{color:var(--pst-color-text-muted);text-decoration:none}ul.bd-breadcrumbs li.breadcrumb-item a:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(1px,.0625rem);text-decoration-thickness:max(3px,.1875rem,.12em);text-underline-offset:.1578em}ul.bd-breadcrumbs li.breadcrumb-item a:focus-visible{outline:2px solid var(--pst-color-accent)}ul.bd-breadcrumbs li.breadcrumb-item:not(.breadcrumb-home):before{color:var(--pst-color-text-muted);content:var(--pst-breadcrumb-divider);font:var(--fa-font-solid);font-size:.8rem;padding:0 .5rem}.navbar-icon-links{column-gap:1rem;display:flex;flex-direction:row;flex-wrap:wrap}.navbar-icon-links li.nav-item a.nav-link{padding-left:0;padding-right:0}.navbar-icon-links li.nav-item a.nav-link:hover{box-shadow:0 max(3px,.1875rem,.12em) 0 var(--pst-color-link-hover);color:var(--pst-color-link-hover)}.navbar-icon-links a span{align-items:center;display:flex}.navbar-icon-links i.fa-brands,.navbar-icon-links i.fa-regular,.navbar-icon-links i.fa-solid{font-size:var(--pst-font-size-icon);font-style:normal;vertical-align:middle}.navbar-icon-links i.fa-square-twitter:before{color:#55acee}.navbar-icon-links i.fa-square-gitlab:before{color:#548}.navbar-icon-links i.fa-bitbucket:before{color:#0052cc}.navbar-icon-links img.icon-link-image{border-radius:.2rem;height:1.5em}.navbar-brand{align-items:center;display:flex;flex-shrink:0;gap:.5rem;height:var(--pst-header-height);margin:0;max-height:var(--pst-header-height);padding:.5rem 0;position:relative;width:auto}.navbar-brand p{margin-bottom:0}.navbar-brand img{height:100%;max-width:100%;width:auto}.navbar-brand a{text-decoration:none}.navbar-brand:hover:hover,.navbar-brand:visited:hover:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(1px,.0625rem);text-decoration-thickness:max(3px,.1875rem,.12em);text-underline-offset:.1578em}.navbar-nav ul{display:block;list-style:none}.navbar-nav ul ul{padding:0 0 0 1rem}.navbar-nav li{display:flex;flex-direction:column}.navbar-nav li a{align-items:center;color:var(--pst-color-text-muted);display:flex;height:100%;padding-bottom:.25rem;padding-top:.25rem;text-decoration:none}.navbar-nav li a:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(1px,.0625rem);text-decoration-thickness:max(3px,.1875rem,.12em);text-underline-offset:.1578em}.navbar-nav li a:focus-visible{outline:2px solid var(--pst-color-accent)}.navbar-nav .toctree-checkbox{display:none;position:absolute}.navbar-nav .toctree-checkbox~ul{display:none}.navbar-nav .toctree-checkbox~label i{transform:rotate(0deg)}.navbar-nav .toctree-checkbox:checked~ul{display:block}.navbar-nav .toctree-checkbox:checked~label i{transform:rotate(180deg)}.bd-header .navbar-nav>p.sidebar-header-items__title{display:none}.page-toc .section-nav{border-bottom:none;padding-left:0}.page-toc .section-nav ul{padding-left:1rem}.page-toc .nav-link{font-size:var(--pst-sidebar-font-size-mobile)}@media(min-width:1200px){.page-toc .nav-link{font-size:var(--pst-sidebar-font-size)}}.page-toc .onthispage{color:var(--pst-color-text-base);font-weight:var(--pst-sidebar-header-font-weight);margin-bottom:.5rem}.prev-next-area{width:100%}.prev-next-area p{line-height:1.3em;margin:0 .3em}.prev-next-area i{font-size:1.2em}.prev-next-area a{align-items:center;border:none;color:var(--pst-color-text-muted);display:flex;max-width:45%;overflow-x:hidden;padding:10px;text-decoration:none}.prev-next-area a p.prev-next-title{word-wrap:break-word;color:var(--pst-color-link);font-size:1.1em;font-weight:var(--pst-admonition-font-weight-heading);text-decoration:underline;text-decoration-thickness:max(1px,.0625rem);text-underline-offset:.1578em}.prev-next-area a p.prev-next-title:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration-skip-ink:none;text-decoration-thickness:max(3px,.1875rem,.12em)}.prev-next-area a p.prev-next-title:active,.prev-next-area a p.prev-next-title:visited{color:var(--pst-color-link)}.prev-next-area a p.prev-next-title:visited:hover{color:var(--pst-color-link-hover)}.prev-next-area a p.prev-next-title:focus-visible{outline:2px solid var(--pst-color-accent)}.prev-next-area a:hover p.prev-next-title:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(1px,.0625rem);text-decoration-thickness:max(3px,.1875rem,.12em);text-underline-offset:.1578em}.prev-next-area a:visited p.prev-next-title{color:var(--pst-color-link)}.prev-next-area a:visited p.prev-next-title:hover{color:var(--pst-color-link-hover)}.prev-next-area a .prev-next-info{flex-direction:column;margin:0 .5em}.prev-next-area a .prev-next-info .prev-next-subtitle{text-transform:capitalize}.prev-next-area a.left-prev{float:left}.prev-next-area a.right-next{float:right}.prev-next-area a.right-next div.prev-next-info{text-align:right}.bd-search{border:1px solid var(--pst-color-border);border-radius:.25rem;color:var(--pst-color-text-base);gap:.5rem;padding-left:.5rem;position:relative}.bd-search,.bd-search:active{background-color:var(--pst-color-background)}.bd-search:active{color:var(--pst-color-text-muted)}.bd-search .icon{color:var(--pst-color-border);left:25px;position:absolute}.bd-search .fa-solid.fa-magnifying-glass{color:var(--pst-color-text-muted);left:calc(1.25rem - .35em);position:absolute}.bd-search input::placeholder{color:var(--pst-color-text-muted)}.bd-search input::-webkit-search-cancel-button,.bd-search input::-webkit-search-decoration{-webkit-appearance:none;appearance:none}.bd-search .search-button__kbd-shortcut{color:var(--pst-color-border);display:flex;position:absolute;right:.5rem}.form-control{background-color:var(--pst-color-background);color:var(--pst-color-text-base)}.form-control:focus,.form-control:focus-visible{background-color:var(--pst-color-background);border:none;box-shadow:none;color:var(--pst-color-text-muted);outline:3px solid var(--pst-color-accent)}.search-button{align-content:center;align-items:center;border-radius:0;color:var(--pst-color-text-muted);display:flex;padding:0 0 .25rem}.search-button:hover{box-shadow:0 max(3px,.1875rem,.12em) 0 var(--pst-color-link-hover);color:var(--pst-color-link-hover)}.search-button:focus-visible{outline:2px solid var(--pst-color-accent)}.search-button i{font-size:1.3rem}.search-button__overlay,.search-button__search-container{display:none}.search-button__wrapper.show .search-button__search-container{display:flex;left:50%;margin-top:.5rem;max-width:800px;position:fixed;right:1rem;top:30%;transform:translate(-50%,-50%);width:90%;z-index:1055}.search-button__wrapper.show .search-button__overlay{background-color:#000;display:flex;height:100%;left:0;opacity:.5;position:fixed;top:0;width:100%;z-index:1050}.search-button__wrapper.show form.bd-search{flex-grow:1;padding-bottom:0;padding-top:0}.search-button__wrapper.show input,.search-button__wrapper.show svg{font-size:var(--pst-font-size-icon)}.search-button-field{align-items:center;background-color:var(--pst-color-surface);border:1px solid var(--pst-color-border);border-radius:1.5em;color:var(--pst-color-text-muted);display:inline-flex;padding:.5em}.search-button-field:hover{border:2px solid var(--pst-color-link-hover)}.search-button-field:focus-visible{border:2px solid var(--pst-color-accent)}.search-button-field .search-button__default-text{font-size:var(--bs-nav-link-font-size);font-weight:var(--bs-nav-link-font-weight);margin-left:.5em;margin-right:.5em}.search-button-field .kbd-shortcut__modifier{font-size:.75em}.search-button-field>*{align-items:center}.search-button-field>:not(svg){display:none}@media(min-width:960px){.search-button-field>:not(svg){display:flex}}div#searchbox p.highlight-link{box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow)!important;margin:1rem 0;width:fit-content}@media(min-width:1200px){div#searchbox p.highlight-link{margin-left:2rem}}div#searchbox p.highlight-link a{background-color:var(--pst-color-primary);border-radius:.25rem;color:var(--pst-color-primary-text);font-size:1.25rem;padding:.75rem;text-decoration:none;transition:box-shadow .25s ease-out}div#searchbox p.highlight-link a:hover{box-shadow:inset 0 0 50px 50px rgba(0,0,0,.25)}div#searchbox p.highlight-link a:before{color:unset;content:var(--pst-icon-search-minus);font:var(--fa-font-solid);margin-right:.5rem}.theme-switch-button{border-radius:0;color:var(--pst-color-text-muted);margin:0 -.5rem;padding:0}.theme-switch-button:focus-visible{outline:2px solid var(--pst-color-accent)}.theme-switch-button span{display:none;padding:.5em}.theme-switch-button span:hover{box-shadow:0 max(3px,.1875rem,.12em) 0 var(--pst-color-link-hover);color:var(--pst-color-link-hover)}.theme-switch-button span:active{color:var(--pst-color-link-hover);text-decoration:none}html[data-mode=auto] .theme-switch-button span[data-mode=auto],html[data-mode=dark] .theme-switch-button span[data-mode=dark],html[data-mode=light] .theme-switch-button span[data-mode=light]{display:flex}button.btn.version-switcher__button{border-color:var(--pst-color-border);color:var(--pst-color-text-base);margin-bottom:1em}@media(min-width:960px){button.btn.version-switcher__button{margin-bottom:unset}}button.btn.version-switcher__button:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(1px,.0625rem);text-decoration-thickness:max(3px,.1875rem,.12em);text-underline-offset:.1578em}button.btn.version-switcher__button:focus-visible{outline:2px solid var(--pst-color-accent)}button.btn.version-switcher__button:active{border-color:var(--pst-color-border);color:var(--pst-color-text-base)}.version-switcher__menu{border-color:var(--pst-color-border);border-radius:var(--bs-dropdown-border-radius)}.version-switcher__menu a.list-group-item{background-color:var(--pst-color-on-background);color:var(--pst-color-text-base);padding:.75rem 1.25rem}.version-switcher__menu a.list-group-item:not(:last-child){border-bottom:1px solid var(--pst-color-border)}.version-switcher__menu a.list-group-item:hover{text-decoration-skip:none;background-color:var(--pst-color-surface);color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(1px,.0625rem);text-decoration-thickness:max(3px,.1875rem,.12em);text-underline-offset:.1578em}.version-switcher__menu a.list-group-item.active{box-shadow:inset max(3px,.1875rem,.12em) 0 0 var(--pst-color-primary);color:var(--pst-color-primary);font-weight:600;position:relative;z-index:1}.version-switcher__menu a.list-group-item.active span:before{content:"";height:100%;left:0;position:absolute;top:0;width:100%;z-index:-1}.version-switcher__menu,button.version-switcher__button{font-size:1.1em;z-index:1055}@media(min-width:960px){.version-switcher__menu,button.version-switcher__button{font-size:unset}}nav.page-toc{margin-bottom:1rem}.bd-toc .nav .nav,.list-caption .nav{display:none}.bd-toc .nav .nav.visible,.bd-toc .nav>.active>ul,.list-caption .nav.visible,.list-caption>.active>ul,.toc-entry{display:block}.toc-entry a.nav-link,.toc-entry a>code{color:var(--pst-color-text-muted)}.toc-entry a.nav-link{display:block;margin-left:-1rem;padding:.125rem 0 .125rem 1rem;text-decoration:none}.toc-entry a.nav-link:hover{text-decoration-skip:none;background-color:transparent;text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(3px,.1875rem,.12em)}.toc-entry a.nav-link:active,.toc-entry a.nav-link:hover{color:var(--pst-color-link-hover)}.toc-entry a.nav-link.active{background-color:transparent;box-shadow:inset max(3px,.1875rem,.12em) 0 0 var(--pst-color-primary);color:var(--pst-color-primary);font-weight:600}.toc-entry a.nav-link.active:hover{color:var(--pst-color-link-hover)}div.deprecated,div.versionadded,div.versionchanged{background-color:var(--pst-color-on-background);border-left:.2rem solid;border-color:var(--pst-color-info);border-radius:.25rem;box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow)!important;margin:1.5625em auto;overflow:hidden;padding:0 .6rem;page-break-inside:avoid;position:relative;vertical-align:middle}div.deprecated>p,div.versionadded>p,div.versionchanged>p{margin-bottom:.6rem;margin-top:.6rem}div.versionadded{background-color:var(--pst-color-success-bg);border-color:var(--pst-color-success)}div.versionchanged{background-color:var(--pst-color-warning-bg);border-color:var(--pst-color-warning)}div.deprecated{background-color:var(--pst-color-danger-bg);border-color:var(--pst-color-danger)}span.versionmodified{font-weight:600}span.versionmodified:before{color:var(--pst-color-info);content:var(--pst-icon-versionmodified-default);font:var(--fa-font-solid);margin-right:.6rem}span.versionmodified.added:before{color:var(--pst-color-success);content:var(--pst-icon-versionmodified-added)}span.versionmodified.changed:before{color:var(--pst-color-warning);content:var(--pst-icon-versionmodified-changed)}span.versionmodified.deprecated:before{color:var(--pst-color-danger);content:var(--pst-icon-versionmodified-deprecated)}.sidebar-indices-items{border-top:1px solid var(--pst-color-border);display:flex;flex-direction:column}@media(min-width:960px){.sidebar-indices-items{border-top:none}}.sidebar-indices-items .sidebar-indices-items__title{color:var(--pst-color-text-base);font-size:var(--pst-sidebar-header-font-size);font-weight:var(--pst-sidebar-header-font-weight);margin-bottom:.5rem}.sidebar-indices-items ul.indices-link{list-style:none;margin-right:-1rem;padding:0}.sidebar-indices-items ul.indices-link li>a{color:var(--pst-color-text-muted);display:block;padding:.25rem 0}.sidebar-indices-items ul.indices-link li>a:hover{background-color:transparent;color:var(--pst-color-primary);text-decoration:none}.bd-sidebar-primary div#rtd-footer-container{bottom:-1rem;margin:-1rem;position:sticky}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge{font-family:var(--pst-font-family-base);font-size:.9em;max-width:unset;position:unset}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .rst-current-version{align-items:center;background-color:var(--pst-color-background);border-top:1px solid var(--pst-color-border);color:var(--pst-color-success);display:flex;gap:.2rem;height:2.5rem;transition:background-color .2s ease-out}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .fa.fa-book{color:var(--pst-color-text-muted);margin-right:auto}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .fa.fa-book:after{color:var(--pst-color-text-base);content:"Read The Docs";font-family:var(--pst-font-family-base);font-weight:var(--pst-admonition-font-weight-heading)}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .fa.fa-caret-down{color:var(--pst-color-text-muted)}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge.shift-up .rst-current-version{border-bottom:1px solid var(--pst-color-border)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions{background-color:var(--pst-color-surface);color:var(--pst-color-text-base)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions dl dd a{color:var(--pst-color-text-muted)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions hr{background-color:var(--pst-color-border)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions small a{color:var(--pst-color-link)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions input{background-color:var(--pst-color-surface);border:1px solid var(--pst-color-border);padding-left:.5rem}.admonition,div.admonition{background-color:var(--pst-color-on-background);border-left:.2rem solid;border-color:var(--pst-color-info);border-radius:.25rem;box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow)!important;margin:1.5625em auto;overflow:hidden;padding:0 .6rem .8rem;page-break-inside:avoid}.admonition :last-child,div.admonition :last-child{margin-bottom:0}.admonition p.admonition-title~*,div.admonition p.admonition-title~*{margin-left:1.4rem;margin-right:1.4rem}.admonition>ol,.admonition>ul,div.admonition>ol,div.admonition>ul{margin-left:1em}.admonition>.admonition-title,div.admonition>.admonition-title{font-weight:var(--pst-admonition-font-weight-heading);margin:0 -.6rem;padding:.4rem .6rem .4rem 2rem;position:relative;z-index:1}.admonition>.admonition-title:before,div.admonition>.admonition-title:before{background-color:var(--pst-color-info-bg);content:"";height:100%;left:0;pointer-events:none;position:absolute;top:0;width:100%;z-index:-1}.admonition>.admonition-title:after,div.admonition>.admonition-title:after{color:var(--pst-color-info);content:var(--pst-icon-admonition-default);font:var(--fa-font-solid);height:1rem;left:.5rem;line-height:inherit;opacity:1;position:absolute;width:1rem}.admonition>.admonition-title+*,div.admonition>.admonition-title+*{margin-top:.4em}.admonition.attention,div.admonition.attention{border-color:var(--pst-color-attention)}.admonition.attention>.admonition-title:before,div.admonition.attention>.admonition-title:before{background-color:var(--pst-color-attention-bg)}.admonition.attention>.admonition-title:after,div.admonition.attention>.admonition-title:after{color:var(--pst-color-attention);content:var(--pst-icon-admonition-attention)}.admonition.caution,div.admonition.caution{border-color:var(--pst-color-warning)}.admonition.caution>.admonition-title:before,div.admonition.caution>.admonition-title:before{background-color:var(--pst-color-warning-bg)}.admonition.caution>.admonition-title:after,div.admonition.caution>.admonition-title:after{color:var(--pst-color-warning);content:var(--pst-icon-admonition-caution)}.admonition.warning,div.admonition.warning{border-color:var(--pst-color-warning)}.admonition.warning>.admonition-title:before,div.admonition.warning>.admonition-title:before{background-color:var(--pst-color-warning-bg)}.admonition.warning>.admonition-title:after,div.admonition.warning>.admonition-title:after{color:var(--pst-color-warning);content:var(--pst-icon-admonition-warning)}.admonition.danger,div.admonition.danger{border-color:var(--pst-color-danger)}.admonition.danger>.admonition-title:before,div.admonition.danger>.admonition-title:before{background-color:var(--pst-color-danger-bg)}.admonition.danger>.admonition-title:after,div.admonition.danger>.admonition-title:after{color:var(--pst-color-danger);content:var(--pst-icon-admonition-danger)}.admonition.error,div.admonition.error{border-color:var(--pst-color-danger)}.admonition.error>.admonition-title:before,div.admonition.error>.admonition-title:before{background-color:var(--pst-color-danger-bg)}.admonition.error>.admonition-title:after,div.admonition.error>.admonition-title:after{color:var(--pst-color-danger);content:var(--pst-icon-admonition-error)}.admonition.hint,div.admonition.hint{border-color:var(--pst-color-success)}.admonition.hint>.admonition-title:before,div.admonition.hint>.admonition-title:before{background-color:var(--pst-color-success-bg)}.admonition.hint>.admonition-title:after,div.admonition.hint>.admonition-title:after{color:var(--pst-color-success);content:var(--pst-icon-admonition-hint)}.admonition.tip,div.admonition.tip{border-color:var(--pst-color-success)}.admonition.tip>.admonition-title:before,div.admonition.tip>.admonition-title:before{background-color:var(--pst-color-success-bg)}.admonition.tip>.admonition-title:after,div.admonition.tip>.admonition-title:after{color:var(--pst-color-success);content:var(--pst-icon-admonition-tip)}.admonition.important,div.admonition.important{border-color:var(--pst-color-attention)}.admonition.important>.admonition-title:before,div.admonition.important>.admonition-title:before{background-color:var(--pst-color-attention-bg)}.admonition.important>.admonition-title:after,div.admonition.important>.admonition-title:after{color:var(--pst-color-attention);content:var(--pst-icon-admonition-important)}.admonition.note,div.admonition.note{border-color:var(--pst-color-info)}.admonition.note>.admonition-title:before,div.admonition.note>.admonition-title:before{background-color:var(--pst-color-info-bg)}.admonition.note>.admonition-title:after,div.admonition.note>.admonition-title:after{color:var(--pst-color-info);content:var(--pst-icon-admonition-note)}.admonition.seealso,div.admonition.seealso{border-color:var(--pst-color-success)}.admonition.seealso>.admonition-title:before,div.admonition.seealso>.admonition-title:before{background-color:var(--pst-color-success-bg)}.admonition.seealso>.admonition-title:after,div.admonition.seealso>.admonition-title:after{color:var(--pst-color-success);content:var(--pst-icon-admonition-seealso)}.admonition.admonition-todo,div.admonition.admonition-todo{border-color:var(--pst-color-secondary)}.admonition.admonition-todo>.admonition-title:before,div.admonition.admonition-todo>.admonition-title:before{background-color:var(--pst-color-secondary-bg)}.admonition.admonition-todo>.admonition-title:after,div.admonition.admonition-todo>.admonition-title:after{color:var(--pst-color-secondary);content:var(--pst-icon-admonition-todo)}.admonition.sidebar,div.admonition.sidebar{border-width:0 0 0 .2rem;clear:both;float:right;margin-left:.5rem;margin-top:0;max-width:40%}.admonition.sidebar.attention,.admonition.sidebar.important,div.admonition.sidebar.attention,div.admonition.sidebar.important{border-color:var(--pst-color-attention)}.admonition.sidebar.caution,.admonition.sidebar.warning,div.admonition.sidebar.caution,div.admonition.sidebar.warning{border-color:var(--pst-color-warning)}.admonition.sidebar.danger,.admonition.sidebar.error,div.admonition.sidebar.danger,div.admonition.sidebar.error{border-color:var(--pst-color-danger)}.admonition.sidebar.hint,.admonition.sidebar.seealso,.admonition.sidebar.tip,div.admonition.sidebar.hint,div.admonition.sidebar.seealso,div.admonition.sidebar.tip{border-color:var(--pst-color-success)}.admonition.sidebar.note,.admonition.sidebar.todo,div.admonition.sidebar.note,div.admonition.sidebar.todo{border-color:var(--pst-color-info)}.admonition.sidebar p.admonition-title~*,div.admonition.sidebar p.admonition-title~*{margin-left:0;margin-right:0}aside.topic,div.topic,div.topic.contents,nav.contents{background-color:var(--pst-color-surface);border-color:var(--pst-color-border);border-radius:.25rem;box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow)!important;display:flex;flex-direction:column;padding:1rem 1.25rem}aside.topic .topic-title,div.topic .topic-title,div.topic.contents .topic-title,nav.contents .topic-title{margin:0 0 .5rem}aside.topic p,div.topic p,div.topic.contents p,nav.contents p{color:var(--pst-color-on-surface)!important}aside.topic ul.simple,div.topic ul.simple,div.topic.contents ul.simple,nav.contents ul.simple{padding-left:1rem}aside.topic ul.simple ul,div.topic ul.simple ul,div.topic.contents ul.simple ul,nav.contents ul.simple ul{padding-left:2em}aside.sidebar{background-color:var(--pst-color-surface);border:1px solid var(--pst-color-border);border-radius:.25rem;margin-left:.5rem;padding:0}aside.sidebar>:last-child{padding-bottom:1rem}aside.sidebar p.sidebar-title{border-bottom:1px solid var(--pst-color-border);font-family:var(--pst-font-family-heading);font-weight:var(--pst-admonition-font-weight-heading);margin-bottom:0;padding-bottom:.5rem;padding-top:.5rem;position:relative}aside.sidebar>:not(.sidebar-title):first-child,aside.sidebar>p.sidebar-title+*{margin-top:1rem}aside.sidebar>*{padding-left:1rem;padding-right:1rem}p.rubric{display:flex;flex-direction:column}.seealso dd{margin-bottom:0;margin-top:0}table.field-list{border-collapse:separate;border-spacing:10px;margin-left:1px}table.field-list th.field-name{background-color:var(--pst-color-surface);padding:1px 8px 1px 5px;white-space:nowrap}table.field-list td.field-body p{font-style:italic}table.field-list td.field-body p>strong{font-style:normal}table.field-list td.field-body blockquote{border-left:none;margin:0 0 .3em;padding-left:30px}.table.autosummary td:first-child{white-space:nowrap}.sig{font-family:var(--pst-font-family-monospace)}.sig-inline.c-texpr,.sig-inline.cpp-texpr{font-family:unset}.sig.c .k,.sig.c .kt,.sig.c .m,.sig.c .s,.sig.c .sc,.sig.cpp .k,.sig.cpp .kt,.sig.cpp .m,.sig.cpp .s,.sig.cpp .sc{color:var(--pst-color-text-base)}.sig-name{color:var(--pst-color-inline-code)}.sig-param .default_value,.sig-param .o{color:var(--pst-color-text-muted);font-weight:400}dt:target,span.highlighted{background-color:var(--pst-color-target)}.viewcode-back{font-family:var(--pst-font-family-base)}.viewcode-block:target{background-color:var(--pst-color-target);border-bottom:1px solid var(--pst-color-border);border-top:1px solid var(--pst-color-border);position:relative}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dd{margin-left:2rem}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dd>dl.simple>dt{display:flex}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dl.field-list{display:grid;grid-template-columns:unset}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dt.field-even,dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dt.field-odd{background-color:var(--pst-color-surface);margin-bottom:.1rem;margin-top:.2rem}div.highlight,div.literal-block-wrapper,div[class*=highlight-]{border-radius:.25rem;display:flex;flex-direction:column;width:unset}div.literal-block-wrapper{border:1px solid var(--pst-color-border);border-radius:.25rem}div.literal-block-wrapper div.code-block-caption{border-bottom:1px solid var(--pst-color-border);font-size:1rem;font-weight:var(--pst-font-weight-caption);margin:0;padding:.5rem}div.literal-block-wrapper div.code-block-caption a.headerlink{font-size:inherit}div.literal-block-wrapper div[class*=highlight-]{border-radius:0;margin:0}div.literal-block-wrapper div[class*=highlight-] pre{border:none;box-shadow:none}code.literal{background-color:var(--pst-color-surface);border:1px solid var(--pst-color-border);border-radius:.25rem;padding:.1rem .25rem}a>code{color:var(--pst-color-inline-code-links)}html[data-theme=light] .highlight .nf{color:#0078a1!important}span.linenos{opacity:.8!important}figure a.headerlink{font-size:inherit;position:absolute}figure:hover a.headerlink{visibility:visible}figure figcaption{color:var(--pst-color-text-muted);font-family:var(--pst-font-family-heading);font-weight:var(--pst-font-weight-caption);margin-left:auto;margin-right:auto}figure figcaption table.table{margin-left:auto;margin-right:auto;width:fit-content}dt.label>span.brackets:not(:only-child):before{content:"["}dt.label>span.brackets:not(:only-child):after{content:"]"}a.footnote-reference{font-size:small;vertical-align:super}aside.footnote{margin-bottom:.5rem}aside.footnote:last-child{margin-bottom:1rem}aside.footnote span.backrefs,aside.footnote span.label{font-weight:700}aside.footnote:target{background-color:var(--pst-color-target)}div.doctest>div.highlight span.gp,span.linenos,table.highlighttable td.linenos{user-select:none;-webkit-user-select:text;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none}dd{margin-bottom:10px;margin-left:30px;margin-top:3px}ol,ul{padding-inline-start:2rem}ol li>p:first-child,ul li>p:first-child{margin-bottom:.25rem;margin-top:.25rem}blockquote{border-left:.25em solid var(--pst-color-border);border-radius:.25rem;color:var(--pst-color-text-muted);padding:1em;position:relative}blockquote p{color:var(--pst-color-text-base)}blockquote .line-block{margin:0}blockquote p:last-child{margin-bottom:0}blockquote:before{background-color:var(--pst-color-on-background);content:"";height:100%;left:0;pointer-events:none;position:absolute;top:0;width:100%;z-index:-1}span.guilabel{border:1px solid var(--pst-color-info);border-radius:4px;color:var(--pst-color-info);font-size:80%;font-weight:700;margin:auto 2px;padding:2.4px 6px;position:relative}span.guilabel:before{background-color:var(--pst-color-info-bg);content:"";height:100%;left:0;pointer-events:none;position:absolute;top:0;width:100%;z-index:-1}a.reference.download:before{color:var(--pst-color-text-muted);content:var(--pst-icon-download);font:var(--fa-font-solid);font-size:.8em;padding:0 .25em}table{display:table;margin-left:auto;margin-right:auto;overflow:auto}table.table-right{margin-right:0}table.table-left{margin-left:0}table caption{caption-side:top;color:var(--pst-color-text-muted);text-align:center}td.text-align\:left,th.text-align\:left{text-align:left}td.text-align\:right,th.text-align\:right{text-align:right}td.text-align\:center,th.text-align\:center{text-align:center}.table{--bs-table-bg:transparent}.toctree-wrapper p.caption{font-size:1.5em;margin-bottom:0}.toctree-wrapper>ul{padding-left:0}.toctree-wrapper li[class^=toctree-l]{list-style:none;margin-bottom:.2em}.toctree-wrapper li[class^=toctree-l]>a{font-size:1.1em;list-style:none}.toctree-wrapper li[class^=toctree-l]>ul{list-style:none;padding-inline-start:1.5em}.toctree-wrapper .toctree-l1>a{font-size:1.3em}div.topic.contents ul.simple,nav.contents ul.simple{list-style:none;padding-left:0}div.math,span.math{align-items:center;display:flex;max-width:100%;overflow:hidden}span.math{display:inline-flex}div.math{flex-direction:row-reverse;gap:.5em}div.math span.eqno a.headerlink{font-size:1em;position:relative}div.math mjx-container{flex-grow:1;overflow:auto;padding-bottom:.2rem}div.math mjx-container mjx-assistive-mml{height:0}.ablog-sidebar-item h2,.ablog-sidebar-item h3{font-size:var(--pst-sidebar-header-font-size);margin-top:.5rem}.ablog-sidebar-item h2 a,.ablog-sidebar-item h3 a{color:var(--pst-color-text-base)}.ablog-sidebar-item ul{display:flex;flex-direction:column;gap:.5em;list-style:none;margin-bottom:0;overflow-y:hidden;padding-left:0}.ablog-sidebar-item ul.ablog-cloud{flex-direction:row;flex-flow:wrap;gap:.5rem}.ablog-sidebar-item ul.ablog-cloud li{align-items:center;display:flex}.ablog__prev-next{display:flex;font-size:1.2em;padding:1rem 0}.ablog__prev-next>span{display:flex;max-width:45%}.ablog__prev-next>span a{align-items:center;display:flex;gap:1rem;line-height:1.5rem;margin-left:auto}.ablog__prev-next>span a i:before{color:var(--pst-color-text-base)}.ablog__prev-next span.ablog__prev i.fa-arrow-circle-left:before{content:var(--pst-icon-angle-left)}.ablog__prev-next span.ablog__spacer{display:none}.ablog__prev-next span.ablog__next{margin-left:auto;text-align:right}.ablog__prev-next span.ablog__next i.fa-arrow-circle-right:before{content:var(--pst-icon-angle-right)}.ablog__collection,.postlist{padding-left:0}.ablog__collection .ablog-post,.postlist .ablog-post{list-style:none}.ablog__collection .ablog-post .ablog-archive,.postlist .ablog-post .ablog-archive{display:flex;flex-direction:row;flex-wrap:wrap;font-size:.75rem;gap:1rem;list-style:none;padding-left:0}.ablog__collection .ablog-post .ablog-post-title,.postlist .ablog-post .ablog-post-title{font-size:1.25rem;margin-top:0}.ablog__collection .ablog-post .ablog-post-title a,.postlist .ablog-post .ablog-post-title a{font-weight:700}.ablog__collection .ablog-post .ablog-post-expand,.postlist .ablog-post .ablog-post-expand{margin-bottom:.5rem}.docutils.container{margin-left:unset;margin-right:unset;max-width:unset;padding-left:unset;padding-right:unset;width:unset}div.highlight button.copybtn{align-items:center;background-color:unset;background-color:var(--pst-color-surface);border:none;display:flex;justify-content:center}div.highlight button.copybtn:not(.success){color:var(--pst-color-muted)}div.highlight button.copybtn:hover:not(.success){background-color:var(--pst-color-shadow);color:var(--pst-color-text)}div.highlight button.copybtn.o-tooltip--left:after{background-color:var(--pst-color-surface);color:var(--pst-color-text)}#ethical-ad-placement .ethical-footer a,#ethical-ad-placement .ethical-footer a:active,#ethical-ad-placement .ethical-footer a:hover,#ethical-ad-placement .ethical-footer a:visited,#ethical-ad-placement .ethical-sidebar a,#ethical-ad-placement .ethical-sidebar a:active,#ethical-ad-placement .ethical-sidebar a:hover,#ethical-ad-placement .ethical-sidebar a:visited{color:var(--pst-color-text-base)}#ethical-ad-placement .ethical-footer,#ethical-ad-placement .ethical-sidebar{background-color:var(--pst-color-background);border:1px solid var(--pst-color-border);border-radius:5px;color:var(--pst-color-text-base);font-size:14px;line-height:20px}.bd-content div.jupyter_container{background-color:unset;border:none;box-shadow:none}.bd-content div.jupyter_container div.highlight,.bd-content div.jupyter_container div.output{border-radius:.25rem}.bd-content div.jupyter_container div.highlight{background-color:var(--pst-color-surface)}.bd-content div.jupyter_container .cell_input,.bd-content div.jupyter_container .cell_output{border-radius:.25rem}.bd-content div.jupyter_container .cell_input pre,.bd-content div.jupyter_container .cell_output pre{padding:1rem}.xr-wrap[hidden]{display:block!important}:root{--pst-teal-50:#f4fbfc;--pst-teal-100:#e9f6f8;--pst-teal-200:#d0ecf1;--pst-teal-300:#abdde6;--pst-teal-400:#3fb1c5;--pst-teal-500:#0a7d91;--pst-teal-600:#085d6c;--pst-teal-700:#064752;--pst-teal-800:#042c33;--pst-teal-900:#021b1f;--pst-violet-50:#f4eefb;--pst-violet-100:#e0c7ff;--pst-violet-200:#d5b4fd;--pst-violet-300:#b780ff;--pst-violet-400:#9c5ffd;--pst-violet-500:#8045e5;--pst-violet-600:#6432bd;--pst-violet-700:#4b258f;--pst-violet-800:#341a61;--pst-violet-900:#1e0e39;--pst-gray-50:#f9f9fa;--pst-gray-100:#f3f4f5;--pst-gray-200:#e5e7ea;--pst-gray-300:#d1d5da;--pst-gray-400:#9ca4af;--pst-gray-500:#677384;--pst-gray-600:#48566b;--pst-gray-700:#29313d;--pst-gray-800:#222832;--pst-gray-900:#14181e;--pst-pink-50:#fcf8fd;--pst-pink-100:#fcf0fa;--pst-pink-200:#f8dff5;--pst-pink-300:#f3c7ee;--pst-pink-400:#e47fd7;--pst-pink-500:#c132af;--pst-pink-600:#912583;--pst-pink-700:#6e1c64;--pst-pink-800:#46123f;--pst-pink-900:#2b0b27;--pst-foundation-white:#fff;--pst-foundation-black:#14181e}html:not([data-theme]){--pst-color-primary:#0a7d91;--pst-color-primary-bg:#d0ecf1;--pst-color-secondary:#8045e5;--pst-color-secondary-bg:#e0c7ff;--pst-color-accent:#c132af;--pst-color-accent-bg:#f8dff5;--pst-color-info:#276be9;--pst-color-info-bg:#dce7fc;--pst-color-warning:#f66a0a;--pst-color-warning-bg:#f8e3d0;--pst-color-success:#00843f;--pst-color-success-bg:#d6ece1;--pst-color-attention:var(--pst-color-warning);--pst-color-attention-bg:var(--pst-color-warning-bg);--pst-color-danger:#d72d47;--pst-color-danger-bg:#f9e1e4;--pst-color-text-base:#222832;--pst-color-text-muted:#48566b;--pst-color-heading-color:#fff;--pst-color-shadow:rgba(0,0,0,.1);--pst-color-border:#d1d5da;--pst-color-border-muted:rgba(23,23,26,.2);--pst-color-inline-code:#912583;--pst-color-inline-code-links:#085d6c;--pst-color-target:#f3cf95;--pst-color-background:#fff;--pst-color-on-background:#fff;--pst-color-surface:#f3f4f5;--pst-color-on-surface:#222832;--pst-color-link:var(--pst-color-primary);--pst-color-link-hover:var(--pst-color-secondary)}html:not([data-theme]) .only-dark,html:not([data-theme]) .only-dark~figcaption{display:none!important}html[data-theme=light]{--pst-color-primary-bg:#d0ecf1;--pst-color-secondary-bg:#e0c7ff;--pst-color-accent:#c132af;--pst-color-accent-bg:#f8dff5;--pst-color-info-bg:#dce7fc;--pst-color-warning-bg:#f8e3d0;--pst-color-success-bg:#d6ece1;--pst-color-attention:var(--pst-color-warning);--pst-color-attention-bg:var(--pst-color-warning-bg);--pst-color-danger-bg:#f9e1e4;--pst-color-text-base:#222832;--pst-color-text-muted:#48566b;--pst-color-heading-color:#fff;--pst-color-shadow:rgba(0,0,0,.1);--pst-color-border:#d1d5da;--pst-color-border-muted:rgba(23,23,26,.2);--pst-color-inline-code:#912583;--pst-color-inline-code-links:#085d6c;--pst-color-target:#f3cf95;--pst-color-background:#fff;--pst-color-on-background:#fff;--pst-color-surface:#f3f4f5;--pst-color-on-surface:#222832;--pst-color-link:var(--pst-color-primary);--pst-color-link-hover:var(--pst-color-secondary);color-scheme:light}html[data-theme=light] .only-dark,html[data-theme=light] .only-dark~figcaption{display:none!important}html[data-theme=dark]{--pst-color-primary-bg:#042c33;--pst-color-secondary-bg:#341a61;--pst-color-accent:#e47fd7;--pst-color-accent-bg:#46123f;--pst-color-info-bg:#06245d;--pst-color-warning-bg:#652a02;--pst-color-success-bg:#002f17;--pst-color-attention:var(--pst-color-warning);--pst-color-attention-bg:var(--pst-color-warning-bg);--pst-color-danger-bg:#4e111b;--pst-color-text-base:#ced6dd;--pst-color-text-muted:#9ca4af;--pst-color-heading-color:#14181e;--pst-color-shadow:rgba(0,0,0,.2);--pst-color-border:#48566b;--pst-color-border-muted:#29313d;--pst-color-inline-code:#f3c7ee;--pst-color-inline-code-links:#3fb1c5;--pst-color-target:#675c04;--pst-color-background:#14181e;--pst-color-on-background:#222832;--pst-color-surface:#29313d;--pst-color-on-surface:#f3f4f5;--pst-color-link:var(--pst-color-primary);--pst-color-link-hover:var(--pst-color-secondary);color-scheme:dark}html[data-theme=dark] .only-light,html[data-theme=dark] .only-light~figcaption{display:none!important}html[data-theme=dark] img:not(.only-dark):not(.dark-light){filter:brightness(.8) contrast(1.2)}html[data-theme=dark] .bd-content img:not(.only-dark):not(.dark-light){background:#fff;border-radius:.25rem}html[data-theme=dark] .MathJax_SVG *{fill:var(--pst-color-text-base)}.pst-color-primary{color:var(--pst-color-primary)}.pst-color-secondary{color:var(--pst-color-secondary)}.pst-color-accent{color:var(--pst-color-accent)}.pst-color-info{color:var(--pst-color-info)}.pst-color-warning{color:var(--pst-color-warning)}.pst-color-success{color:var(--pst-color-success)}.pst-color-attention{color:var(--pst-color-attention)}.pst-color-danger{color:var(--pst-color-danger)}.pst-color-text-base{color:var(--pst-color-text-base)}.pst-color-text-muted{color:var(--pst-color-text-muted)}.pst-color-heading-color{color:var(--pst-color-heading-color)}.pst-color-shadow{color:var(--pst-color-shadow)}.pst-color-border{color:var(--pst-color-border)}.pst-color-border-muted{color:var(--pst-color-border-muted)}.pst-color-inline-code{color:var(--pst-color-inline-code)}.pst-color-inline-code-links{color:var(--pst-color-inline-code-links)}.pst-color-target{color:var(--pst-color-target)}.pst-color-background{color:var(--pst-color-background)}.pst-color-on-background{color:var(--pst-color-on-background)}.pst-color-surface{color:var(--pst-color-surface)}.pst-color-on-surface{color:var(--pst-color-on-surface)}html[data-theme=light]{--pst-color-primary:#0a7d91;--pst-color-primary-text:#fff;--pst-color-primary-highlight:#053f49;--sd-color-primary:var(--pst-color-primary);--sd-color-primary-text:var(--pst-color-primary-text);--sd-color-primary-highlight:var(--pst-color-primary-highlight);--sd-color-primary-bg:#d0ecf1;--sd-color-primary-bg-text:#14181e;--pst-color-secondary:#8045e5;--pst-color-secondary-text:#fff;--pst-color-secondary-highlight:#591bc2;--sd-color-secondary:var(--pst-color-secondary);--sd-color-secondary-text:var(--pst-color-secondary-text);--sd-color-secondary-highlight:var(--pst-color-secondary-highlight);--sd-color-secondary-bg:#e0c7ff;--sd-color-secondary-bg-text:#14181e;--pst-color-success:#00843f;--pst-color-success-text:#fff;--pst-color-success-highlight:#00381a;--sd-color-success:var(--pst-color-success);--sd-color-success-text:var(--pst-color-success-text);--sd-color-success-highlight:var(--pst-color-success-highlight);--sd-color-success-bg:#d6ece1;--sd-color-success-bg-text:#14181e;--pst-color-info:#276be9;--pst-color-info-text:#fff;--pst-color-info-highlight:#124ab1;--sd-color-info:var(--pst-color-info);--sd-color-info-text:var(--pst-color-info-text);--sd-color-info-highlight:var(--pst-color-info-highlight);--sd-color-info-bg:#dce7fc;--sd-color-info-bg-text:#14181e;--pst-color-warning:#f66a0a;--pst-color-warning-text:#14181e;--pst-color-warning-highlight:#ad4a06;--sd-color-warning:var(--pst-color-warning);--sd-color-warning-text:var(--pst-color-warning-text);--sd-color-warning-highlight:var(--pst-color-warning-highlight);--sd-color-warning-bg:#f8e3d0;--sd-color-warning-bg-text:#14181e;--pst-color-danger:#d72d47;--pst-color-danger-text:#fff;--pst-color-danger-highlight:#9a1d30;--sd-color-danger:var(--pst-color-danger);--sd-color-danger-text:var(--pst-color-danger-text);--sd-color-danger-highlight:var(--pst-color-danger-highlight);--sd-color-danger-bg:#f9e1e4;--sd-color-danger-bg-text:#14181e;--pst-color-light:#f3f4f5;--pst-color-light-text:#14181e;--pst-color-light-highlight:#c9ced2;--sd-color-light:var(--pst-color-light);--sd-color-light-text:var(--pst-color-light-text);--sd-color-light-highlight:var(--pst-color-light-highlight);--sd-color-light-bg:#f7f7f8;--sd-color-light-bg-text:#14181e;--pst-color-muted:#29313d;--pst-color-muted-text:#fff;--pst-color-muted-highlight:#0a0c0f;--sd-color-muted:var(--pst-color-muted);--sd-color-muted-text:var(--pst-color-muted-text);--sd-color-muted-highlight:var(--pst-color-muted-highlight);--sd-color-muted-bg:#5a6c86;--sd-color-muted-bg-text:#fff;--pst-color-dark:#222832;--pst-color-dark-text:#fff;--pst-color-dark-highlight:#030404;--sd-color-dark:var(--pst-color-dark);--sd-color-dark-text:var(--pst-color-dark-text);--sd-color-dark-highlight:var(--pst-color-dark-highlight);--pst-color-black:#14181e;--pst-color-black-text:#fff;--pst-color-black-highlight:#000;--sd-color-black:var(--pst-color-black);--sd-color-black-text:var(--pst-color-black-text);--sd-color-black-highlight:var(--pst-color-black-highlight);--pst-color-white:#fff;--pst-color-white-text:#14181e;--pst-color-white-highlight:#d9d9d9;--sd-color-white:var(--pst-color-white);--sd-color-white-text:var(--pst-color-white-text);--sd-color-white-highlight:var(--pst-color-white-highlight)}html[data-theme=dark]{--pst-color-primary:#3fb1c5;--pst-color-primary-text:#14181e;--pst-color-primary-highlight:#2b7e8d;--sd-color-primary:var(--pst-color-primary);--sd-color-primary-text:var(--pst-color-primary-text);--sd-color-primary-highlight:var(--pst-color-primary-highlight);--sd-color-primary-bg:#042c33;--sd-color-primary-bg-text:#fff;--pst-color-secondary:#9c5ffd;--pst-color-secondary-text:#14181e;--pst-color-secondary-highlight:#6d13fc;--sd-color-secondary:var(--pst-color-secondary);--sd-color-secondary-text:var(--pst-color-secondary-text);--sd-color-secondary-highlight:var(--pst-color-secondary-highlight);--sd-color-secondary-bg:#341a61;--sd-color-secondary-bg-text:#fff;--pst-color-success:#5fb488;--pst-color-success-text:#14181e;--pst-color-success-highlight:#3f8762;--sd-color-success:var(--pst-color-success);--sd-color-success-text:var(--pst-color-success-text);--sd-color-success-highlight:var(--pst-color-success-highlight);--sd-color-success-bg:#002f17;--sd-color-success-bg-text:#fff;--pst-color-info:#79a3f2;--pst-color-info-text:#14181e;--pst-color-info-highlight:#3373eb;--sd-color-info:var(--pst-color-info);--sd-color-info-text:var(--pst-color-info-text);--sd-color-info-highlight:var(--pst-color-info-highlight);--sd-color-info-bg:#06245d;--sd-color-info-bg-text:#fff;--pst-color-warning:#ff9245;--pst-color-warning-text:#14181e;--pst-color-warning-highlight:#f86600;--sd-color-warning:var(--pst-color-warning);--sd-color-warning-text:var(--pst-color-warning-text);--sd-color-warning-highlight:var(--pst-color-warning-highlight);--sd-color-warning-bg:#652a02;--sd-color-warning-bg-text:#fff;--pst-color-danger:#e78894;--pst-color-danger-text:#14181e;--pst-color-danger-highlight:#da485b;--sd-color-danger:var(--pst-color-danger);--sd-color-danger-text:var(--pst-color-danger-text);--sd-color-danger-highlight:var(--pst-color-danger-highlight);--sd-color-danger-bg:#4e111b;--sd-color-danger-bg-text:#fff;--pst-color-light:#f3f4f5;--pst-color-light-text:#14181e;--pst-color-light-highlight:#c9ced2;--sd-color-light:var(--pst-color-light);--sd-color-light-text:var(--pst-color-light-text);--sd-color-light-highlight:var(--pst-color-light-highlight);--sd-color-light-bg:#a3abb2;--sd-color-light-bg-text:#14181e;--pst-color-muted:#f3f4f5;--pst-color-muted-text:#14181e;--pst-color-muted-highlight:#c9ced2;--sd-color-muted:var(--pst-color-muted);--sd-color-muted-text:var(--pst-color-muted-text);--sd-color-muted-highlight:var(--pst-color-muted-highlight);--sd-color-muted-bg:#1d222b;--sd-color-muted-bg-text:#fff;--pst-color-dark:#222832;--pst-color-dark-text:#fff;--pst-color-dark-highlight:#030404;--sd-color-dark:var(--pst-color-dark);--sd-color-dark-text:var(--pst-color-dark-text);--sd-color-dark-highlight:var(--pst-color-dark-highlight);--pst-color-black:#14181e;--pst-color-black-text:#fff;--pst-color-black-highlight:#000;--sd-color-black:var(--pst-color-black);--sd-color-black-text:var(--pst-color-black-text);--sd-color-black-highlight:var(--pst-color-black-highlight);--pst-color-white:#fff;--pst-color-white-text:#14181e;--pst-color-white-highlight:#d9d9d9;--sd-color-white:var(--pst-color-white);--sd-color-white-text:var(--pst-color-white-text);--sd-color-white-highlight:var(--pst-color-white-highlight)}html[data-theme=dark],html[data-theme=light]{--sd-color-card-border:var(--pst-color-border)}html[data-theme=light] .sd-shadow-lg,html[data-theme=light] .sd-shadow-md,html[data-theme=light] .sd-shadow-sm,html[data-theme=light] .sd-shadow-xs{box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow)!important}.bd-content .sd-card{border:1px solid var(--pst-color-border)}.bd-content .sd-card .sd-card-header{background-color:var(--pst-color-panel-background);border-bottom:1px solid var(--pst-color-border)}.bd-content .sd-card .sd-card-footer{border-top:1px solid var(--pst-color-border)}.bd-content .sd-card .sd-card-body,.bd-content .sd-card .sd-card-footer{background-color:var(--pst-color-panel-background)}.bd-content .sd-tab-set>input:checked+label{border-color:transparent transparent var(--pst-color-primary);color:var(--pst-color-primary)}.bd-content .sd-tab-set>input:not(:checked)+label:hover{border-color:var(--pst-color-secondary);color:var(--pst-color-secondary)}.bd-content .sd-tab-set>label{border-top:.125rem solid transparent;color:var(--pst-color-text-muted);padding-top:.5em}html .bd-content .sd-tab-set>label:hover{border-color:var(--pst-color-secondary);color:var(--pst-color-secondary)}details.sd-dropdown{border:0!important;box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow)!important}details.sd-dropdown summary.sd-card-header{border:0!important}details.sd-dropdown summary.sd-card-header+div.sd-summary-content{border:0}details.sd-dropdown summary.sd-card-header{--pst-sd-dropdown-color:var(--pst-gray-500);--pst-sd-dropdown-bg-color:var(--pst-color-surface);align-items:center;background-color:unset!important;border-left:.2rem solid var(--pst-sd-dropdown-color)!important;display:flex;font-weight:600;padding-bottom:.5rem;padding-top:.5rem;position:relative}details.sd-dropdown summary.sd-card-header+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-card-border)}details.sd-dropdown summary.sd-card-header.sd-bg-primary,details.sd-dropdown summary.sd-card-header.sd-bg-primary+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-primary);--pst-sd-dropdown-bg-color:var(--sd-color-primary-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-primary{color:var(--sd-color-primary-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-secondary,details.sd-dropdown summary.sd-card-header.sd-bg-secondary+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-secondary);--pst-sd-dropdown-bg-color:var(--sd-color-secondary-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-secondary{color:var(--sd-color-secondary-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-success,details.sd-dropdown summary.sd-card-header.sd-bg-success+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-success);--pst-sd-dropdown-bg-color:var(--sd-color-success-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-success{color:var(--sd-color-success-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-info,details.sd-dropdown summary.sd-card-header.sd-bg-info+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-info);--pst-sd-dropdown-bg-color:var(--sd-color-info-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-info{color:var(--sd-color-info-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-warning,details.sd-dropdown summary.sd-card-header.sd-bg-warning+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-warning);--pst-sd-dropdown-bg-color:var(--sd-color-warning-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-warning{color:var(--sd-color-warning-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-danger,details.sd-dropdown summary.sd-card-header.sd-bg-danger+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-danger);--pst-sd-dropdown-bg-color:var(--sd-color-danger-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-danger{color:var(--sd-color-danger-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-light,details.sd-dropdown summary.sd-card-header.sd-bg-light+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-light);--pst-sd-dropdown-bg-color:var(--sd-color-light-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-light{color:var(--sd-color-light-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-muted,details.sd-dropdown summary.sd-card-header.sd-bg-muted+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-muted);--pst-sd-dropdown-bg-color:var(--sd-color-muted-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-muted{color:var(--sd-color-muted-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-dark,details.sd-dropdown summary.sd-card-header.sd-bg-dark+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-dark);--pst-sd-dropdown-bg-color:var(--sd-color-dark-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-dark{color:var(--sd-color-dark-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-black,details.sd-dropdown summary.sd-card-header.sd-bg-black+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-black);--pst-sd-dropdown-bg-color:var(--sd-color-black-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-black{color:var(--sd-color-black-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-white,details.sd-dropdown summary.sd-card-header.sd-bg-white+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-white);--pst-sd-dropdown-bg-color:var(--sd-color-white-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-white{color:var(--sd-color-white-bg-text)!important}details.sd-dropdown summary.sd-card-header:before{background-color:var(--pst-sd-dropdown-bg-color);content:"";height:100%;left:0;pointer-events:none;position:absolute;top:0;width:100%;z-index:-1}details.sd-dropdown summary.sd-card-header+div.sd-summary-content{background-color:var(--pst-color-on-background);border-bottom-left-radius:calc(.25rem - 1px);border-left:.2rem solid var(--pst-sd-dropdown-color)!important}details.sd-dropdown summary.sd-card-header span.sd-summary-icon{align-items:center;color:var(--pst-sd-dropdown-color)!important;display:inline-flex}details.sd-dropdown summary.sd-card-header span.sd-summary-icon svg{opacity:1}details.sd-dropdown summary.sd-card-header .sd-summary-down,details.sd-dropdown summary.sd-card-header .sd-summary-up{top:.7rem}.bd-content .admonition button.toggle-button{color:inherit}.bd-content details.toggle-details summary{border-left:3px solid var(--pst-color-primary)}html div.rendered_html html .jp-RenderedHTMLCommon table{table-layout:auto}html[data-theme=dark] .bd-content .nboutput .output_area.rendered_html{background-color:var(--pst-color-text-base);border-radius:.25rem;color:var(--pst-color-on-background);padding:.5rem}html[data-theme=dark] .bd-content .nboutput .output_area.stderr{background:var(--pst-color-danger)}div.nblast.container{margin-bottom:1rem}div.cell_output .output{max-width:100%;overflow-x:auto}html[data-theme=dark] .bd-content div.cell_output .text_html,html[data-theme=dark] .bd-content div.cell_output img{background-color:var(--pst-color-text-base);border-radius:.25rem;color:var(--pst-color-on-background);padding:.5rem}.bd-content div.cell_input{display:flex;flex-direction:column;justify-content:stretch}.bd-content div.cell_input,.bd-content div.output{border-radius:.25rem}.bd-content div.output table{table-layout:auto}html[data-theme=dark] .bd-content img.leaflet-tile.leaflet-tile-loaded{border-radius:0;padding:0}.bd-search-container div#search-results>h2{font-size:var(--pst-font-size-icon);margin-top:0}.bd-search-container div#search-results p.search-summary{color:var(--pst-color-text-muted)}.bd-search-container ul.search{list-style:none;margin:0}.bd-search-container ul.search li{background-image:none;border-top:1px solid var(--pst-color-text-muted);margin:1rem 0;padding:1rem 0}.bd-search-container ul.search li>a{font-size:1.2em}.bd-search-container ul.search li div.context,.bd-search-container ul.search li p.context{color:var(--pst-color-text-base);margin:.5em 0 0}.bd-search-container ul.search li div.context a:before,.bd-search-container ul.search li p.context a:before{color:var(--pst-color-text-muted);content:"#";padding-right:.2em}
+html{--pst-header-height:4rem;--pst-header-article-height:calc(var(--pst-header-height)*2/3);--pst-sidebar-secondary:17rem;--pst-font-size-base:1rem;--pst-font-size-h1:2.5rem;--pst-font-size-h2:2rem;--pst-font-size-h3:1.75rem;--pst-font-size-h4:1.5rem;--pst-font-size-h5:1.25rem;--pst-font-size-h6:1.1rem;--pst-font-size-milli:0.9rem;--pst-sidebar-font-size:0.9rem;--pst-sidebar-font-size-mobile:1.1rem;--pst-sidebar-header-font-size:1.2rem;--pst-sidebar-header-font-weight:600;--pst-admonition-font-weight-heading:600;--pst-font-weight-caption:300;--pst-font-weight-heading:400;--pst-font-family-base-system:-apple-system,BlinkMacSystemFont,Segoe UI,"Helvetica Neue",Arial,sans-serif,Apple Color Emoji,Segoe UI Emoji,Segoe UI Symbol;--pst-font-family-monospace-system:"SFMono-Regular",Menlo,Consolas,Monaco,Liberation Mono,Lucida Console,monospace;--pst-font-family-base:var(--pst-font-family-base-system);--pst-font-family-heading:var(--pst-font-family-base-system);--pst-font-family-monospace:var(--pst-font-family-monospace-system);--pst-font-size-icon:1.5rem;--pst-icon-check-circle:"";--pst-icon-info-circle:"";--pst-icon-exclamation-triangle:"";--pst-icon-exclamation-circle:"";--pst-icon-times-circle:"";--pst-icon-lightbulb:"";--pst-icon-download:"";--pst-icon-angle-left:"";--pst-icon-angle-right:"";--pst-icon-external-link:"";--pst-icon-search-minus:"";--pst-icon-github:"";--pst-icon-gitlab:"";--pst-icon-share:"";--pst-icon-bell:"";--pst-icon-pencil:"";--pst-breadcrumb-divider:"";--pst-icon-admonition-default:var(--pst-icon-bell);--pst-icon-admonition-note:var(--pst-icon-info-circle);--pst-icon-admonition-attention:var(--pst-icon-exclamation-circle);--pst-icon-admonition-caution:var(--pst-icon-exclamation-triangle);--pst-icon-admonition-warning:var(--pst-icon-exclamation-triangle);--pst-icon-admonition-danger:var(--pst-icon-exclamation-triangle);--pst-icon-admonition-error:var(--pst-icon-times-circle);--pst-icon-admonition-hint:var(--pst-icon-lightbulb);--pst-icon-admonition-tip:var(--pst-icon-lightbulb);--pst-icon-admonition-important:var(--pst-icon-exclamation-circle);--pst-icon-admonition-seealso:var(--pst-icon-share);--pst-icon-admonition-todo:var(--pst-icon-pencil);--pst-icon-versionmodified-default:var(--pst-icon-exclamation-circle);--pst-icon-versionmodified-added:var(--pst-icon-exclamation-circle);--pst-icon-versionmodified-changed:var(--pst-icon-exclamation-circle);--pst-icon-versionmodified-deprecated:var(--pst-icon-exclamation-circle);font-size:var(--pst-font-size-base);scroll-padding-top:calc(var(--pst-header-height) + 1rem)}body{background-color:var(--pst-color-background);color:var(--pst-color-text-base);display:flex;flex-direction:column;font-family:var(--pst-font-family-base);font-weight:400;line-height:1.65;min-height:100vh}body::-webkit-scrollbar-track{background:var(--pst-color-background)}p{color:var(--pst-color-text-base);font-size:1em;margin-bottom:1.15rem}p.rubric{border-bottom:1px solid var(--pst-color-border)}p.centered{text-align:center}a{word-wrap:break-word;color:var(--pst-color-link);text-decoration:underline;text-decoration-thickness:max(1px,.0625rem);text-underline-offset:.1578em}a:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration-skip-ink:none;text-decoration-thickness:max(3px,.1875rem,.12em)}a:active,a:visited{color:var(--pst-color-link)}a:visited:hover{color:var(--pst-color-link-hover)}a:focus-visible{outline:2px solid var(--pst-color-accent)}a.headerlink{color:var(--pst-color-secondary);font-size:.8em;margin-left:.2em;opacity:.7;padding:0 4px;text-decoration:none;transition:all .2s ease-out;user-select:none}a.headerlink:hover{opacity:1}a.github:before,a.gitlab:before{color:var(--pst-color-text-muted);font:var(--fa-font-brands);margin-right:.25rem}a.github:before{content:var(--pst-icon-github)}a.gitlab:before{content:var(--pst-icon-gitlab)}.heading-style,h1,h2,h3,h4,h5,h6{font-family:var(--pst-font-family-heading);font-weight:var(--pst-font-weight-heading);line-height:1.15;margin:2.75rem 0 1.05rem}h1{font-size:var(--pst-font-size-h1);margin-top:0}h1,h2{color:var(--pst-heading-color)}h2{font-size:var(--pst-font-size-h2)}h3{font-size:var(--pst-font-size-h3)}h3,h4{color:var(--pst-heading-color)}h4{font-size:var(--pst-font-size-h4)}h5{font-size:var(--pst-font-size-h5)}h5,h6{color:var(--pst-color-text-base)}h6{font-size:var(--pst-font-size-h6)}.text_small,small{font-size:var(--pst-font-size-milli)}hr{border:0;border-top:1px solid var(--pst-color-border)}code,kbd,pre,samp{font-family:var(--pst-font-family-monospace)}kbd{background-color:var(--pst-color-on-background);color:var(--pst-color-text-muted)}kbd:not(.compound){border:1px solid var(--pst-color-border);box-shadow:1px 1px 1px var(--pst-color-shadow);margin:0 .1rem;padding:.1rem .4rem}code{color:var(--pst-color-inline-code)}pre{background-color:var(--pst-color-surface);border:1px solid var(--pst-color-border);border-radius:.25rem;color:var(--pst-color-text-base);line-height:1.2em;margin:1.5em 0;padding:1rem}pre .linenos{opacity:.8;padding-right:10px}#pst-back-to-top{background-color:var(--pst-color-secondary);border:none;color:var(--pst-color-secondary-text);display:none;left:50vw;position:fixed;top:80vh;transform:translate(-50%);z-index:1080}.skip-link{background-color:var(--pst-color-warning);border-bottom:1px solid var(--pst-color-border);color:var(--pst-color-warning-text)!important;left:0;padding:.5rem;position:fixed;right:0;text-align:center;top:0;transform:translateY(-100%);transition:transform .15s ease-in-out;z-index:1055}.skip-link:focus{outline:3px solid #14181e;transform:translateY(0)}.bd-container{display:flex;flex-grow:1;justify-content:center}.bd-container .bd-container__inner{display:flex}.bd-page-width{width:100%}@media(min-width:960px){.bd-page-width{max-width:88rem}}.bd-header-announcement,.bd-header-version-warning{align-items:center;display:flex;justify-content:center;min-height:3rem;padding:.5rem 12.5%;position:relative;text-align:center;width:100%}@media(max-width:959.98px){.bd-header-announcement,.bd-header-version-warning{padding:.5rem 2%}}.bd-header-announcement p,.bd-header-version-warning p{font-weight:700;margin:0}.bd-header-announcement:after,.bd-header-version-warning:after{content:"";height:100%;left:0;position:absolute;top:0;width:100%;z-index:-1}.bd-header-announcement:empty,.bd-header-version-warning:empty{display:none}.bd-header-announcement a,.bd-header-version-warning a{color:var(--pst-color-inline-code-links)}.bd-header-announcement:after{background-color:var(--pst-color-secondary-bg)}.bd-header-version-warning:after{background-color:var(--pst-color-danger-bg)}.bd-main{display:flex;flex-direction:column;flex-grow:1;min-width:0}.bd-main .bd-content{display:flex;height:100%;justify-content:center}.bd-main .bd-content .bd-article-container{display:flex;flex-direction:column;justify-content:start;max-width:60em;overflow-x:auto;padding:1rem;width:100%}@media(min-width:1200px){.bd-main .bd-content .bd-article-container .bd-article{padding-left:2rem;padding-top:1.5rem}}.bd-footer{border-top:1px solid var(--pst-color-border);width:100%}.bd-footer .bd-footer__inner{display:flex;flex-grow:1;margin:auto;padding:1rem}.bd-footer .footer-items__center,.bd-footer .footer-items__end,.bd-footer .footer-items__start{display:flex;flex-direction:column;flex-grow:1;gap:.5rem;justify-content:center}.bd-footer .footer-items__center{text-align:center}.bd-footer .footer-items__end{text-align:end}.bd-footer .footer-item p{margin-bottom:0}.bd-footer-article{margin-top:auto}.bd-footer-article .footer-article-items{display:flex;flex-direction:column}.bd-footer-content .footer-content-items{display:flex;flex-direction:column;margin-top:auto}.bd-header{background:var(--pst-color-on-background)!important;box-shadow:0 .125rem .25rem 0 var(--pst-color-shadow);justify-content:center;max-width:100vw;padding:0;position:sticky;top:0;width:100%;z-index:1030}.bd-header .bd-header__inner{align-items:center;display:flex;height:fit-content;padding-left:1rem;padding-right:1rem}.bd-header .navbar-item{align-items:center;display:flex;height:var(--pst-header-height);max-height:var(--pst-header-height)}.bd-header .navbar-header-items{flex-shrink:1}@media(min-width:960px){.bd-header .navbar-header-items{display:flex;flex-grow:1;padding:0 0 0 .5rem}}.bd-header .navbar-header-items__center,.bd-header .navbar-header-items__end,.bd-header .navbar-header-items__start{align-items:center;display:flex;flex-flow:wrap;row-gap:0}.bd-header .navbar-header-items__center,.bd-header .navbar-header-items__end{column-gap:1rem}.bd-header .navbar-header-items__start{flex-shrink:0;gap:.5rem;margin-right:auto}.bd-header .navbar-header-items__end{justify-content:end}.bd-header .navbar-nav{display:flex}@media(min-width:960px){.bd-header .navbar-nav{align-items:center}}.bd-header .navbar-nav li a.nav-link{color:var(--pst-color-text-muted);text-decoration:none}.bd-header .navbar-nav li a.nav-link:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(1px,.0625rem);text-decoration-thickness:max(3px,.1875rem,.12em);text-underline-offset:.1578em}.bd-header .navbar-nav li a.nav-link:focus-visible{outline:2px solid var(--pst-color-accent)}.bd-header .navbar-nav>.current>.nav-link{border-bottom:max(3px,.1875rem,.12em) solid var(--pst-color-primary);color:var(--pst-color-primary);font-weight:600}.bd-header .navbar-nav .dropdown button{border:none;color:var(--pst-color-text-muted);display:unset}.bd-header .navbar-nav .dropdown button:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(1px,.0625rem);text-decoration-thickness:max(3px,.1875rem,.12em);text-underline-offset:.1578em}.bd-header .navbar-nav .dropdown button:focus-visible{outline:2px solid var(--pst-color-accent)}.bd-header .navbar-nav .dropdown .dropdown-menu{background-color:var(--pst-color-on-background);border:1px solid var(--pst-color-border);box-shadow:0 0 .3rem .1rem var(--pst-color-shadow);margin:.5rem 0;min-width:20rem;padding:.5rem 0;z-index:1070}.bd-header .navbar-nav .dropdown .dropdown-menu .dropdown-item{padding:.25rem 1.5rem}.bd-header .navbar-nav .dropdown .dropdown-menu .dropdown-item:focus:not(:hover):not(:active){background-color:inherit}.bd-header .navbar-nav .dropdown .dropdown-menu:not(.show){display:none}@media(min-width:960px){.navbar-center-items .navbar-item{display:inline-block}}.nav-link{transition:none}.nav-link:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(1px,.0625rem);text-decoration-thickness:max(3px,.1875rem,.12em);text-underline-offset:.1578em}.nav-link.nav-external:after{content:var(--pst-icon-external-link);font:var(--fa-font-solid);font-size:.75em;margin-left:.3em}.bd-navbar-elements li.nav-item i{font-size:.7rem;padding-left:2px;vertical-align:middle}.bd-header label.sidebar-toggle{align-items:center;color:var(--pst-color-muted);cursor:pointer;display:flex;font-size:var(--pst-font-size-icon);margin-bottom:0;padding-bottom:.25rem}.bd-header label.primary-toggle{margin-right:1rem}@media(min-width:960px){.bd-header label.primary-toggle{display:none}}.bd-header label.secondary-toggle{margin-left:1rem}@media(min-width:1200px){.bd-header label.secondary-toggle{display:none}}.bd-header label:hover{box-shadow:0 max(3px,.1875rem,.12em) 0 var(--pst-color-link-hover);color:var(--pst-color-link-hover)}.bd-header label:focus-visible{outline:2px solid var(--pst-color-accent)}.bd-header .navbar-header-items{display:none}@media(min-width:960px){.bd-header .navbar-header-items{display:inherit}}.navbar-persistent--mobile{margin-left:auto}@media(min-width:960px){.navbar-persistent--mobile{display:none}}.navbar-persistent--container{display:none}@media(min-width:960px){.navbar-persistent--container{display:flex}}.header-article__inner{display:flex;padding:0 .5rem}.header-article__inner .header-article-item{height:var(--pst-header-article-height);min-height:var(--pst-header-article-height)}.header-article__inner .header-article-items__end,.header-article__inner .header-article-items__start{align-items:start;display:flex;gap:.5rem}.header-article__inner .header-article-items__end{margin-left:auto}.bd-sidebar-primary{background-color:var(--pst-color-background);border-right:1px solid var(--pst-color-border);display:flex;flex:0 0 auto;flex-direction:column;font-size:var(--pst-sidebar-font-size-mobile);gap:1rem;max-height:calc(100vh - var(--pst-header-height));overflow-y:auto;padding:2rem 1rem 1rem;position:sticky;top:var(--pst-header-height);width:25%}@media(min-width:960px){.bd-sidebar-primary{font-size:var(--pst-sidebar-font-size)}}.bd-sidebar-primary .nav-link{font-size:var(--pst-sidebar-font-size-mobile)}.bd-sidebar-primary.no-sidebar{border-right:0}@media(min-width:960px){.bd-sidebar-primary.hide-on-wide{display:none}}.bd-sidebar-primary h1,.bd-sidebar-primary h2,.bd-sidebar-primary h3,.bd-sidebar-primary h4{color:var(--pst-color-text-base)}.bd-sidebar-primary .sidebar-primary-items__end .sidebar-primary-item,.bd-sidebar-primary .sidebar-primary-items__start .sidebar-primary-item{padding:.5rem 0}.bd-sidebar-primary .sidebar-header-items{display:flex;flex-direction:column}.bd-sidebar-primary .sidebar-header-items .sidebar-header-items__title{color:var(--pst-color-text-base);font-size:var(--pst-sidebar-header-font-size);font-weight:var(--pst-sidebar-header-font-weight);margin-bottom:.5rem}.bd-sidebar-primary .sidebar-header-items .nav-item.dropdown button{display:none}.bd-sidebar-primary .sidebar-header-items .nav-item.dropdown .dropdown-menu{background-color:inherit;border:none;display:flex;flex-direction:column;font-size:inherit;margin:0;padding:0}.bd-sidebar-primary .sidebar-header-items .sidebar-header-items__center{display:flex;flex-direction:column}.bd-sidebar-primary .sidebar-header-items .sidebar-header-items__end{align-items:center;display:flex;gap:.5rem}@media(min-width:960px){.bd-sidebar-primary .sidebar-header-items{display:none}}.bd-sidebar-primary .sidebar-primary-items__start{border-top:1px solid var(--pst-color-border)}@media(min-width:960px){.bd-sidebar-primary .sidebar-primary-items__start{border-top:none}}.bd-sidebar-primary .sidebar-primary-items__end{margin-bottom:1em;margin-top:auto}.bd-sidebar-primary .list-caption{list-style:none;padding-left:0}.bd-sidebar-primary li{position:relative}.bd-sidebar-primary li.has-children>.reference{padding-right:30px}.bd-sidebar-primary label.toctree-toggle{align-items:center;cursor:pointer;display:flex;height:30px;justify-content:center;position:absolute;right:0;top:0;width:30px}.bd-sidebar-primary label.toctree-toggle:hover{background:var(--pst-color-surface)}.bd-sidebar-primary label.toctree-toggle i{display:inline-block;font-size:.75rem;text-align:center}.bd-sidebar-primary label.toctree-toggle i:hover{color:var(--pst-color-primary)}.bd-sidebar-primary .label-parts{height:100%;width:100%}.bd-sidebar-primary .label-parts:hover{background:none}.bd-sidebar-primary .label-parts i{position:absolute;right:0;top:.3em;width:30px}nav.bd-links{margin-right:-1rem}@media(min-width:960px){nav.bd-links{display:block}}nav.bd-links ul{list-style:none}nav.bd-links ul ul{padding:0 0 0 1rem}nav.bd-links li>a{box-shadow:none;color:var(--pst-color-text-muted);display:block;padding:.25rem .65rem;text-decoration:none}nav.bd-links li>a:hover{text-decoration-skip:none;background-color:transparent;text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(3px,.1875rem,.12em)}nav.bd-links li>a:active,nav.bd-links li>a:hover{color:var(--pst-color-link-hover)}nav.bd-links li>a.reference.external:after{content:var(--pst-icon-external-link);font:var(--fa-font-solid);font-size:.75em;margin-left:.3em}nav.bd-links .current>a{background-color:transparent;box-shadow:inset max(3px,.1875rem,.12em) 0 0 var(--pst-color-primary);color:var(--pst-color-primary);font-weight:600}nav.bd-links p.bd-links__title{font-size:var(--pst-sidebar-header-font-size)}nav.bd-links p.bd-links__title,nav.bd-links p.caption{font-weight:var(--pst-sidebar-header-font-weight);margin-bottom:.5rem}nav.bd-links p.caption{color:var(--pst-color-text-base);font-size:var(--pst-sidebar-font-size-mobile);margin-top:1.25rem;position:relative}nav.bd-links p.caption:first-child{margin-top:0}@media(min-width:960px){nav.bd-links p.caption{font-size:var(--pst-sidebar-font-size)}}.bd-sidebar-secondary{background-color:var(--pst-color-background);display:flex;flex-direction:column;flex-shrink:0;font-size:var(--pst-sidebar-font-size-mobile);max-height:calc(100vh - var(--pst-header-height));order:2;overflow-y:auto;padding:2rem 1rem 1rem;position:sticky;top:var(--pst-header-height);width:var(--pst-sidebar-secondary)}@media(min-width:1200px){.bd-sidebar-secondary{font-size:var(--pst-sidebar-font-size)}}.sidebar-secondary-item{padding:.5rem}@media(min-width:1200px){.sidebar-secondary-item{border-left:1px solid var(--pst-color-border);padding-left:1rem}}.sidebar-secondary-item i{padding-right:.5rem}input.sidebar-toggle{display:none}label.overlay{background-color:#000;height:0;left:0;opacity:.5;position:fixed;top:0;transition:opacity .2s ease-out;width:0;z-index:1050}input#__primary:checked+label.overlay.overlay-primary,input#__secondary:checked+label.overlay.overlay-secondary{height:100vh;width:100vw}input#__primary:checked~.bd-container .bd-sidebar-primary{margin-left:0;visibility:visible}input#__secondary:checked~.bd-container .bd-sidebar-secondary{margin-right:0;visibility:visible}@media(min-width:960px){label.sidebar-toggle.primary-toggle{display:none}input#__primary:checked+label.overlay.overlay-primary{height:0;width:0}.bd-sidebar-primary{margin-left:0;visibility:visible}}@media(max-width:959.98px){.bd-sidebar-primary{flex-grow:.75;height:100vh;left:0;margin-left:-75%;max-height:100vh;max-width:350px;position:fixed;top:0;transition:visibility .2s ease-out,margin .2s ease-out;visibility:hidden;width:75%;z-index:1055}}@media(max-width:1199.98px){.bd-sidebar-secondary{flex-grow:.75;height:100vh;margin-right:-75%;max-height:100vh;max-width:350px;position:fixed;right:0;top:0;transition:visibility .2s ease-out,margin .2s ease-out;visibility:hidden;width:75%;z-index:1055}}ul.bd-breadcrumbs{display:flex;flex-wrap:wrap;font-size:.8rem;list-style:none;padding-left:0}ul.bd-breadcrumbs li.breadcrumb-item{align-items:baseline;display:flex;font-weight:700}ul.bd-breadcrumbs li.breadcrumb-item a{color:var(--pst-color-text-muted);text-decoration:none}ul.bd-breadcrumbs li.breadcrumb-item a:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(1px,.0625rem);text-decoration-thickness:max(3px,.1875rem,.12em);text-underline-offset:.1578em}ul.bd-breadcrumbs li.breadcrumb-item a:focus-visible{outline:2px solid var(--pst-color-accent)}ul.bd-breadcrumbs li.breadcrumb-item:not(.breadcrumb-home):before{color:var(--pst-color-text-muted);content:var(--pst-breadcrumb-divider);font:var(--fa-font-solid);font-size:.8rem;padding:0 .5rem}.navbar-icon-links{column-gap:1rem;display:flex;flex-direction:row;flex-wrap:wrap}.navbar-icon-links li.nav-item a.nav-link{padding-left:0;padding-right:0}.navbar-icon-links li.nav-item a.nav-link:hover{box-shadow:0 max(3px,.1875rem,.12em) 0 var(--pst-color-link-hover);color:var(--pst-color-link-hover)}.navbar-icon-links a span{align-items:center;display:flex}.navbar-icon-links i.fa-brands,.navbar-icon-links i.fa-regular,.navbar-icon-links i.fa-solid{font-size:var(--pst-font-size-icon);font-style:normal;vertical-align:middle}.navbar-icon-links i.fa-square-twitter:before{color:#55acee}.navbar-icon-links i.fa-square-gitlab:before{color:#548}.navbar-icon-links i.fa-bitbucket:before{color:#0052cc}.navbar-icon-links img.icon-link-image{border-radius:.2rem;height:1.5em}.navbar-brand{align-items:center;display:flex;flex-shrink:0;gap:.5rem;height:var(--pst-header-height);margin:0;max-height:var(--pst-header-height);padding:.5rem 0;position:relative;width:auto}.navbar-brand p{margin-bottom:0}.navbar-brand img{height:100%;max-width:100%;width:auto}.navbar-brand a{text-decoration:none}.navbar-brand:hover:hover,.navbar-brand:visited:hover:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(1px,.0625rem);text-decoration-thickness:max(3px,.1875rem,.12em);text-underline-offset:.1578em}.navbar-nav ul{display:block;list-style:none}.navbar-nav ul ul{padding:0 0 0 1rem}.navbar-nav li{display:flex;flex-direction:column}.navbar-nav li a{align-items:center;color:var(--pst-color-text-muted);display:flex;height:100%;padding-bottom:.25rem;padding-top:.25rem;text-decoration:none}.navbar-nav li a:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(1px,.0625rem);text-decoration-thickness:max(3px,.1875rem,.12em);text-underline-offset:.1578em}.navbar-nav li a:focus-visible{outline:2px solid var(--pst-color-accent)}.navbar-nav .toctree-checkbox{display:none;position:absolute}.navbar-nav .toctree-checkbox~ul{display:none}.navbar-nav .toctree-checkbox~label i{transform:rotate(0deg)}.navbar-nav .toctree-checkbox:checked~ul{display:block}.navbar-nav .toctree-checkbox:checked~label i{transform:rotate(180deg)}.bd-header .navbar-nav>p.sidebar-header-items__title{display:none}.page-toc .section-nav{border-bottom:none;padding-left:0}.page-toc .section-nav ul{padding-left:1rem}.page-toc .nav-link{font-size:var(--pst-sidebar-font-size-mobile)}@media(min-width:1200px){.page-toc .nav-link{font-size:var(--pst-sidebar-font-size)}}.page-toc .onthispage{color:var(--pst-color-text-base);font-weight:var(--pst-sidebar-header-font-weight);margin-bottom:.5rem}.prev-next-area{width:100%}.prev-next-area p{line-height:1.3em;margin:0 .3em}.prev-next-area i{font-size:1.2em}.prev-next-area a{align-items:center;border:none;color:var(--pst-color-text-muted);display:flex;max-width:45%;overflow-x:hidden;padding:10px;text-decoration:none}.prev-next-area a p.prev-next-title{word-wrap:break-word;color:var(--pst-color-link);font-size:1.1em;font-weight:var(--pst-admonition-font-weight-heading);text-decoration:underline;text-decoration-thickness:max(1px,.0625rem);text-underline-offset:.1578em}.prev-next-area a p.prev-next-title:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration-skip-ink:none;text-decoration-thickness:max(3px,.1875rem,.12em)}.prev-next-area a p.prev-next-title:active,.prev-next-area a p.prev-next-title:visited{color:var(--pst-color-link)}.prev-next-area a p.prev-next-title:visited:hover{color:var(--pst-color-link-hover)}.prev-next-area a p.prev-next-title:focus-visible{outline:2px solid var(--pst-color-accent)}.prev-next-area a:hover p.prev-next-title:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(1px,.0625rem);text-decoration-thickness:max(3px,.1875rem,.12em);text-underline-offset:.1578em}.prev-next-area a:visited p.prev-next-title{color:var(--pst-color-link)}.prev-next-area a:visited p.prev-next-title:hover{color:var(--pst-color-link-hover)}.prev-next-area a .prev-next-info{flex-direction:column;margin:0 .5em}.prev-next-area a .prev-next-info .prev-next-subtitle{text-transform:capitalize}.prev-next-area a.left-prev{float:left}.prev-next-area a.right-next{float:right}.prev-next-area a.right-next div.prev-next-info{text-align:right}.bd-search{border:1px solid var(--pst-color-border);border-radius:.25rem;color:var(--pst-color-text-base);gap:.5rem;padding-left:.5rem;position:relative}.bd-search,.bd-search:active{background-color:var(--pst-color-background)}.bd-search:active{color:var(--pst-color-text-muted)}.bd-search .icon{color:var(--pst-color-border);left:25px;position:absolute}.bd-search .fa-solid.fa-magnifying-glass{color:var(--pst-color-text-muted);left:calc(1.25rem - .35em);position:absolute}.bd-search input::placeholder{color:var(--pst-color-text-muted)}.bd-search input::-webkit-search-cancel-button,.bd-search input::-webkit-search-decoration{-webkit-appearance:none;appearance:none}.bd-search .search-button__kbd-shortcut{color:var(--pst-color-border);display:flex;position:absolute;right:.5rem}.form-control{background-color:var(--pst-color-background);color:var(--pst-color-text-base)}.form-control:focus,.form-control:focus-visible{background-color:var(--pst-color-background);border:none;box-shadow:none;color:var(--pst-color-text-muted);outline:3px solid var(--pst-color-accent)}.search-button{align-content:center;align-items:center;border-radius:0;color:var(--pst-color-text-muted);display:flex;padding:0 0 .25rem}.search-button:hover{box-shadow:0 max(3px,.1875rem,.12em) 0 var(--pst-color-link-hover);color:var(--pst-color-link-hover)}.search-button:focus-visible{outline:2px solid var(--pst-color-accent)}.search-button i{font-size:1.3rem}.search-button__overlay,.search-button__search-container{display:none}.search-button__wrapper.show .search-button__search-container{display:flex;left:50%;margin-top:.5rem;max-width:800px;position:fixed;right:1rem;top:30%;transform:translate(-50%,-50%);width:90%;z-index:1055}.search-button__wrapper.show .search-button__overlay{background-color:#000;display:flex;height:100%;left:0;opacity:.5;position:fixed;top:0;width:100%;z-index:1050}.search-button__wrapper.show form.bd-search{flex-grow:1;padding-bottom:0;padding-top:0}.search-button__wrapper.show input,.search-button__wrapper.show svg{font-size:var(--pst-font-size-icon)}.search-button-field{align-items:center;background-color:var(--pst-color-surface);border:1px solid var(--pst-color-border);border-radius:1.5em;color:var(--pst-color-text-muted);display:inline-flex;padding:.5em}.search-button-field:hover{border:2px solid var(--pst-color-link-hover)}.search-button-field:focus-visible{border:2px solid var(--pst-color-accent)}.search-button-field .search-button__default-text{font-size:var(--bs-nav-link-font-size);font-weight:var(--bs-nav-link-font-weight);margin-left:.5em;margin-right:.5em}.search-button-field .kbd-shortcut__modifier{font-size:.75em}.search-button-field>*{align-items:center}.search-button-field>:not(svg){display:none}@media(min-width:960px){.search-button-field>:not(svg){display:flex}}div#searchbox p.highlight-link{box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow)!important;margin:1rem 0;width:fit-content}@media(min-width:1200px){div#searchbox p.highlight-link{margin-left:2rem}}div#searchbox p.highlight-link a{background-color:var(--pst-color-primary);border-radius:.25rem;color:var(--pst-color-primary-text);font-size:1.25rem;padding:.75rem;text-decoration:none;transition:box-shadow .25s ease-out}div#searchbox p.highlight-link a:hover{box-shadow:inset 0 0 50px 50px rgba(0,0,0,.25)}div#searchbox p.highlight-link a:before{color:unset;content:var(--pst-icon-search-minus);font:var(--fa-font-solid);margin-right:.5rem}.theme-switch-button{border-radius:0;color:var(--pst-color-text-muted);margin:0 -.5rem;padding:0}.theme-switch-button:focus-visible{outline:2px solid var(--pst-color-accent)}.theme-switch-button span{display:none;padding:.5em}.theme-switch-button span:hover{box-shadow:0 max(3px,.1875rem,.12em) 0 var(--pst-color-link-hover);color:var(--pst-color-link-hover)}.theme-switch-button span:active{color:var(--pst-color-link-hover);text-decoration:none}html[data-mode=auto] .theme-switch-button span[data-mode=auto],html[data-mode=dark] .theme-switch-button span[data-mode=dark],html[data-mode=light] .theme-switch-button span[data-mode=light]{display:flex}button.btn.version-switcher__button{border-color:var(--pst-color-border);color:var(--pst-color-text-base);margin-bottom:1em}@media(min-width:960px){button.btn.version-switcher__button{margin-bottom:unset}}button.btn.version-switcher__button:hover{text-decoration-skip:none;color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(1px,.0625rem);text-decoration-thickness:max(3px,.1875rem,.12em);text-underline-offset:.1578em}button.btn.version-switcher__button:focus-visible{outline:2px solid var(--pst-color-accent)}button.btn.version-switcher__button:active{border-color:var(--pst-color-border);color:var(--pst-color-text-base)}.version-switcher__menu{border-color:var(--pst-color-border);border-radius:var(--bs-dropdown-border-radius)}.version-switcher__menu a.list-group-item{background-color:var(--pst-color-on-background);color:var(--pst-color-text-base);padding:.75rem 1.25rem}.version-switcher__menu a.list-group-item:not(:last-child){border-bottom:1px solid var(--pst-color-border)}.version-switcher__menu a.list-group-item:hover{text-decoration-skip:none;background-color:var(--pst-color-surface);color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(1px,.0625rem);text-decoration-thickness:max(3px,.1875rem,.12em);text-underline-offset:.1578em}.version-switcher__menu a.list-group-item.active{box-shadow:inset max(3px,.1875rem,.12em) 0 0 var(--pst-color-primary);color:var(--pst-color-primary);font-weight:600;position:relative;z-index:1}.version-switcher__menu a.list-group-item.active span:before{content:"";height:100%;left:0;position:absolute;top:0;width:100%;z-index:-1}.version-switcher__menu,button.version-switcher__button{font-size:1.1em;z-index:1055}@media(min-width:960px){.version-switcher__menu,button.version-switcher__button{font-size:unset}}nav.page-toc{margin-bottom:1rem}.bd-toc .nav .nav,.list-caption .nav{display:none}.bd-toc .nav .nav.visible,.bd-toc .nav>.active>ul,.list-caption .nav.visible,.list-caption>.active>ul,.toc-entry{display:block}.toc-entry a.nav-link,.toc-entry a>code{color:var(--pst-color-text-muted)}.toc-entry a.nav-link{display:block;margin-left:-1rem;padding:.125rem 0 .125rem 1rem;text-decoration:none}.toc-entry a.nav-link:hover{text-decoration-skip:none;background-color:transparent;text-decoration:underline;text-decoration-skip-ink:none;text-decoration-thickness:max(3px,.1875rem,.12em)}.toc-entry a.nav-link:active,.toc-entry a.nav-link:hover{color:var(--pst-color-link-hover)}.toc-entry a.nav-link.active{background-color:transparent;box-shadow:inset max(3px,.1875rem,.12em) 0 0 var(--pst-color-primary);color:var(--pst-color-primary);font-weight:600}.toc-entry a.nav-link.active:hover{color:var(--pst-color-link-hover)}div.deprecated,div.versionadded,div.versionchanged{background-color:var(--pst-color-on-background);border-left:.2rem solid;border-color:var(--pst-color-info);border-radius:.25rem;box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow)!important;margin:1.5625em auto;overflow:hidden;padding:0 .6rem;page-break-inside:avoid;position:relative;vertical-align:middle}div.deprecated>p,div.versionadded>p,div.versionchanged>p{margin-bottom:.6rem;margin-top:.6rem}div.versionadded{background-color:var(--pst-color-success-bg);border-color:var(--pst-color-success)}div.versionchanged{background-color:var(--pst-color-warning-bg);border-color:var(--pst-color-warning)}div.deprecated{background-color:var(--pst-color-danger-bg);border-color:var(--pst-color-danger)}span.versionmodified{font-weight:600}span.versionmodified:before{color:var(--pst-color-info);content:var(--pst-icon-versionmodified-default);font:var(--fa-font-solid);margin-right:.6rem}span.versionmodified.added:before{color:var(--pst-color-success);content:var(--pst-icon-versionmodified-added)}span.versionmodified.changed:before{color:var(--pst-color-warning);content:var(--pst-icon-versionmodified-changed)}span.versionmodified.deprecated:before{color:var(--pst-color-danger);content:var(--pst-icon-versionmodified-deprecated)}.sidebar-indices-items{border-top:1px solid var(--pst-color-border);display:flex;flex-direction:column}@media(min-width:960px){.sidebar-indices-items{border-top:none}}.sidebar-indices-items .sidebar-indices-items__title{color:var(--pst-color-text-base);font-size:var(--pst-sidebar-header-font-size);font-weight:var(--pst-sidebar-header-font-weight);margin-bottom:.5rem}.sidebar-indices-items ul.indices-link{list-style:none;margin-right:-1rem;padding:0}.sidebar-indices-items ul.indices-link li>a{color:var(--pst-color-text-muted);display:block;padding:.25rem 0}.sidebar-indices-items ul.indices-link li>a:hover{background-color:transparent;color:var(--pst-color-primary);text-decoration:none}.bd-sidebar-primary div#rtd-footer-container{bottom:-1rem;margin:-1rem;position:sticky}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge{font-family:var(--pst-font-family-base);font-size:.9em;max-width:unset;position:unset}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .rst-current-version{align-items:center;background-color:var(--pst-color-background);border-top:1px solid var(--pst-color-border);color:var(--pst-color-success);display:flex;gap:.2rem;height:2.5rem;transition:background-color .2s ease-out}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .fa.fa-book{color:var(--pst-color-text-muted);margin-right:auto}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .fa.fa-book:after{color:var(--pst-color-text-base);content:"Read The Docs";font-family:var(--pst-font-family-base);font-weight:var(--pst-admonition-font-weight-heading)}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .fa.fa-caret-down{color:var(--pst-color-text-muted)}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge.shift-up .rst-current-version{border-bottom:1px solid var(--pst-color-border)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions{background-color:var(--pst-color-surface);color:var(--pst-color-text-base)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions dl dd a{color:var(--pst-color-text-muted)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions hr{background-color:var(--pst-color-border)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions small a{color:var(--pst-color-link)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions input{background-color:var(--pst-color-surface);border:1px solid var(--pst-color-border);padding-left:.5rem}.admonition,div.admonition{background-color:var(--pst-color-on-background);border-left:.2rem solid;border-color:var(--pst-color-info);border-radius:.25rem;box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow)!important;margin:1.5625em auto;overflow:hidden;padding:0 .6rem .8rem;page-break-inside:avoid}.admonition :last-child,div.admonition :last-child{margin-bottom:0}.admonition p.admonition-title~*,div.admonition p.admonition-title~*{margin-left:1.4rem;margin-right:1.4rem}.admonition>ol,.admonition>ul,div.admonition>ol,div.admonition>ul{margin-left:1em}.admonition>.admonition-title,div.admonition>.admonition-title{background-color:var(--pst-color-info-bg);font-weight:var(--pst-admonition-font-weight-heading);margin:0 -.6rem;padding:.4rem .6rem .4rem 2rem;position:relative;z-index:1}.admonition>.admonition-title:before,div.admonition>.admonition-title:before{content:"";height:100%;left:0;pointer-events:none;position:absolute;top:0;width:100%;z-index:-1}.admonition>.admonition-title:after,div.admonition>.admonition-title:after{color:var(--pst-color-info);content:var(--pst-icon-admonition-default);font:var(--fa-font-solid);height:1rem;left:.5rem;line-height:inherit;opacity:1;position:absolute;width:1rem}.admonition>.admonition-title+*,div.admonition>.admonition-title+*{margin-top:.4em}.admonition.attention,div.admonition.attention{border-color:var(--pst-color-attention)}.admonition.attention>.admonition-title,div.admonition.attention>.admonition-title{background-color:var(--pst-color-attention-bg)}.admonition.attention>.admonition-title:after,div.admonition.attention>.admonition-title:after{color:var(--pst-color-attention);content:var(--pst-icon-admonition-attention)}.admonition.caution,div.admonition.caution{border-color:var(--pst-color-warning)}.admonition.caution>.admonition-title,div.admonition.caution>.admonition-title{background-color:var(--pst-color-warning-bg)}.admonition.caution>.admonition-title:after,div.admonition.caution>.admonition-title:after{color:var(--pst-color-warning);content:var(--pst-icon-admonition-caution)}.admonition.warning,div.admonition.warning{border-color:var(--pst-color-warning)}.admonition.warning>.admonition-title,div.admonition.warning>.admonition-title{background-color:var(--pst-color-warning-bg)}.admonition.warning>.admonition-title:after,div.admonition.warning>.admonition-title:after{color:var(--pst-color-warning);content:var(--pst-icon-admonition-warning)}.admonition.danger,div.admonition.danger{border-color:var(--pst-color-danger)}.admonition.danger>.admonition-title,div.admonition.danger>.admonition-title{background-color:var(--pst-color-danger-bg)}.admonition.danger>.admonition-title:after,div.admonition.danger>.admonition-title:after{color:var(--pst-color-danger);content:var(--pst-icon-admonition-danger)}.admonition.error,div.admonition.error{border-color:var(--pst-color-danger)}.admonition.error>.admonition-title,div.admonition.error>.admonition-title{background-color:var(--pst-color-danger-bg)}.admonition.error>.admonition-title:after,div.admonition.error>.admonition-title:after{color:var(--pst-color-danger);content:var(--pst-icon-admonition-error)}.admonition.hint,div.admonition.hint{border-color:var(--pst-color-success)}.admonition.hint>.admonition-title,div.admonition.hint>.admonition-title{background-color:var(--pst-color-success-bg)}.admonition.hint>.admonition-title:after,div.admonition.hint>.admonition-title:after{color:var(--pst-color-success);content:var(--pst-icon-admonition-hint)}.admonition.tip,div.admonition.tip{border-color:var(--pst-color-success)}.admonition.tip>.admonition-title,div.admonition.tip>.admonition-title{background-color:var(--pst-color-success-bg)}.admonition.tip>.admonition-title:after,div.admonition.tip>.admonition-title:after{color:var(--pst-color-success);content:var(--pst-icon-admonition-tip)}.admonition.important,div.admonition.important{border-color:var(--pst-color-attention)}.admonition.important>.admonition-title,div.admonition.important>.admonition-title{background-color:var(--pst-color-attention-bg)}.admonition.important>.admonition-title:after,div.admonition.important>.admonition-title:after{color:var(--pst-color-attention);content:var(--pst-icon-admonition-important)}.admonition.note,div.admonition.note{border-color:var(--pst-color-info)}.admonition.note>.admonition-title,div.admonition.note>.admonition-title{background-color:var(--pst-color-info-bg)}.admonition.note>.admonition-title:after,div.admonition.note>.admonition-title:after{color:var(--pst-color-info);content:var(--pst-icon-admonition-note)}.admonition.seealso,div.admonition.seealso{border-color:var(--pst-color-success)}.admonition.seealso>.admonition-title,div.admonition.seealso>.admonition-title{background-color:var(--pst-color-success-bg)}.admonition.seealso>.admonition-title:after,div.admonition.seealso>.admonition-title:after{color:var(--pst-color-success);content:var(--pst-icon-admonition-seealso)}.admonition.admonition-todo,div.admonition.admonition-todo{border-color:var(--pst-color-secondary)}.admonition.admonition-todo>.admonition-title,div.admonition.admonition-todo>.admonition-title{background-color:var(--pst-color-secondary-bg)}.admonition.admonition-todo>.admonition-title:after,div.admonition.admonition-todo>.admonition-title:after{color:var(--pst-color-secondary);content:var(--pst-icon-admonition-todo)}.admonition.sidebar,div.admonition.sidebar{border-width:0 0 0 .2rem;clear:both;float:right;margin-left:.5rem;margin-top:0;max-width:40%}.admonition.sidebar.attention,.admonition.sidebar.important,div.admonition.sidebar.attention,div.admonition.sidebar.important{border-color:var(--pst-color-attention)}.admonition.sidebar.caution,.admonition.sidebar.warning,div.admonition.sidebar.caution,div.admonition.sidebar.warning{border-color:var(--pst-color-warning)}.admonition.sidebar.danger,.admonition.sidebar.error,div.admonition.sidebar.danger,div.admonition.sidebar.error{border-color:var(--pst-color-danger)}.admonition.sidebar.hint,.admonition.sidebar.seealso,.admonition.sidebar.tip,div.admonition.sidebar.hint,div.admonition.sidebar.seealso,div.admonition.sidebar.tip{border-color:var(--pst-color-success)}.admonition.sidebar.note,.admonition.sidebar.todo,div.admonition.sidebar.note,div.admonition.sidebar.todo{border-color:var(--pst-color-info)}.admonition.sidebar p.admonition-title~*,div.admonition.sidebar p.admonition-title~*{margin-left:0;margin-right:0}aside.topic,div.topic,div.topic.contents,nav.contents{background-color:var(--pst-color-surface);border-color:var(--pst-color-border);border-radius:.25rem;box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow)!important;display:flex;flex-direction:column;padding:1rem 1.25rem}aside.topic .topic-title,div.topic .topic-title,div.topic.contents .topic-title,nav.contents .topic-title{margin:0 0 .5rem}aside.topic p,div.topic p,div.topic.contents p,nav.contents p{color:var(--pst-color-on-surface)!important}aside.topic ul.simple,div.topic ul.simple,div.topic.contents ul.simple,nav.contents ul.simple{padding-left:1rem}aside.topic ul.simple ul,div.topic ul.simple ul,div.topic.contents ul.simple ul,nav.contents ul.simple ul{padding-left:2em}aside.sidebar{background-color:var(--pst-color-surface);border:1px solid var(--pst-color-border);border-radius:.25rem;margin-left:.5rem;padding:0}aside.sidebar>:last-child{padding-bottom:1rem}aside.sidebar p.sidebar-title{border-bottom:1px solid var(--pst-color-border);font-family:var(--pst-font-family-heading);font-weight:var(--pst-admonition-font-weight-heading);margin-bottom:0;padding-bottom:.5rem;padding-top:.5rem;position:relative}aside.sidebar>:not(.sidebar-title):first-child,aside.sidebar>p.sidebar-title+*{margin-top:1rem}aside.sidebar>*{padding-left:1rem;padding-right:1rem}p.rubric{display:flex;flex-direction:column}.seealso dd{margin-bottom:0;margin-top:0}table.field-list{border-collapse:separate;border-spacing:10px;margin-left:1px}table.field-list th.field-name{background-color:var(--pst-color-surface);padding:1px 8px 1px 5px;white-space:nowrap}table.field-list td.field-body p{font-style:italic}table.field-list td.field-body p>strong{font-style:normal}table.field-list td.field-body blockquote{border-left:none;margin:0 0 .3em;padding-left:30px}.table.autosummary td:first-child{white-space:nowrap}.sig{font-family:var(--pst-font-family-monospace)}.sig-inline.c-texpr,.sig-inline.cpp-texpr{font-family:unset}.sig.c .k,.sig.c .kt,.sig.c .m,.sig.c .s,.sig.c .sc,.sig.cpp .k,.sig.cpp .kt,.sig.cpp .m,.sig.cpp .s,.sig.cpp .sc{color:var(--pst-color-text-base)}.sig-name{color:var(--pst-color-inline-code)}.sig-param .default_value,.sig-param .o{color:var(--pst-color-text-muted);font-weight:400}dt:target,span.highlighted{background-color:var(--pst-color-target)}.viewcode-back{font-family:var(--pst-font-family-base)}.viewcode-block:target{background-color:var(--pst-color-target);border-bottom:1px solid var(--pst-color-border);border-top:1px solid var(--pst-color-border);position:relative}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple){margin-bottom:3rem}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dd{margin-left:2rem}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dd>dl.simple>dt{display:flex}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dl.field-list{display:grid;grid-template-columns:unset}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dt.field-even,dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dt.field-odd{background-color:var(--pst-color-surface);margin-bottom:.1rem;margin-top:.2rem}div.highlight,div.literal-block-wrapper,div[class*=highlight-]{border-radius:.25rem;display:flex;flex-direction:column;width:unset}div.literal-block-wrapper{border:1px solid var(--pst-color-border);border-radius:.25rem}div.literal-block-wrapper div.code-block-caption{border-bottom:1px solid var(--pst-color-border);font-size:1rem;font-weight:var(--pst-font-weight-caption);margin:0;padding:.5rem}div.literal-block-wrapper div.code-block-caption a.headerlink{font-size:inherit}div.literal-block-wrapper div[class*=highlight-]{border-radius:0;margin:0}div.literal-block-wrapper div[class*=highlight-] pre{border:none;box-shadow:none}code.literal{background-color:var(--pst-color-surface);border:1px solid var(--pst-color-border);border-radius:.25rem;padding:.1rem .25rem}a>code{color:var(--pst-color-inline-code-links)}html[data-theme=light] .highlight .nf{color:#0078a1!important}span.linenos{opacity:.8!important}figure a.headerlink{font-size:inherit;position:absolute}figure:hover a.headerlink{visibility:visible}figure figcaption{color:var(--pst-color-text-muted);font-family:var(--pst-font-family-heading);font-weight:var(--pst-font-weight-caption);margin-left:auto;margin-right:auto}figure figcaption table.table{margin-left:auto;margin-right:auto;width:fit-content}dt.label>span.brackets:not(:only-child):before{content:"["}dt.label>span.brackets:not(:only-child):after{content:"]"}a.footnote-reference{font-size:small;vertical-align:super}aside.footnote{margin-bottom:.5rem}aside.footnote:last-child{margin-bottom:1rem}aside.footnote span.backrefs,aside.footnote span.label{font-weight:700}aside.footnote:target{background-color:var(--pst-color-target)}div.doctest>div.highlight span.gp,span.linenos,table.highlighttable td.linenos{user-select:none;-webkit-user-select:text;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none}dd{margin-bottom:10px;margin-left:30px;margin-top:3px}ol,ul{padding-inline-start:2rem}ol li>p:first-child,ul li>p:first-child{margin-bottom:.25rem;margin-top:.25rem}blockquote{background-color:var(--pst-color-surface);border-left:.25em solid var(--pst-color-border);border-radius:.25rem;color:var(--pst-color-text-muted);padding:1em;position:relative}blockquote p{color:var(--pst-color-text-base)}blockquote .line-block{margin:0}blockquote p:last-child{margin-bottom:0}blockquote:before{content:"";height:100%;left:0;pointer-events:none;position:absolute;top:0;width:100%;z-index:-1}span.guilabel{background-color:var(--pst-color-info-bg);border:1px solid var(--pst-color-info);border-radius:4px;color:var(--pst-color-info);font-size:80%;font-weight:700;margin:auto 2px;padding:2.4px 6px;position:relative}span.guilabel:before{content:"";height:100%;left:0;pointer-events:none;position:absolute;top:0;width:100%;z-index:-1}a.reference.download:before{color:var(--pst-color-text-muted);content:var(--pst-icon-download);font:var(--fa-font-solid);font-size:.8em;padding:0 .25em}table{display:table;margin-left:auto;margin-right:auto;overflow:auto}table.table-right{margin-right:0}table.table-left{margin-left:0}table caption{caption-side:top;color:var(--pst-color-text-muted);text-align:center}td.text-align\:left,th.text-align\:left{text-align:left}td.text-align\:right,th.text-align\:right{text-align:right}td.text-align\:center,th.text-align\:center{text-align:center}.table{--bs-table-bg:transparent}.toctree-wrapper p.caption{font-size:1.5em;margin-bottom:0}.toctree-wrapper>ul{padding-left:0}.toctree-wrapper li[class^=toctree-l]{list-style:none;margin-bottom:.2em}.toctree-wrapper li[class^=toctree-l]>a{font-size:1.1em;list-style:none}.toctree-wrapper li[class^=toctree-l]>ul{list-style:none;padding-inline-start:1.5em}.toctree-wrapper .toctree-l1>a{font-size:1.3em}div.topic.contents ul.simple,nav.contents ul.simple{list-style:none;padding-left:0}div.math,span.math{align-items:center;display:flex;max-width:100%;overflow:hidden}span.math{display:inline-flex}div.math{flex-direction:row-reverse;gap:.5em}div.math span.eqno a.headerlink{font-size:1em;position:relative}div.math mjx-container{flex-grow:1;overflow:auto;padding-bottom:.2rem}div.math mjx-container mjx-assistive-mml{height:0}.ablog-sidebar-item h2,.ablog-sidebar-item h3{font-size:var(--pst-sidebar-header-font-size);margin-top:.5rem}.ablog-sidebar-item h2 a,.ablog-sidebar-item h3 a{color:var(--pst-color-text-base)}.ablog-sidebar-item ul{display:flex;flex-direction:column;gap:.5em;list-style:none;margin-bottom:0;overflow-y:hidden;padding-left:0}.ablog-sidebar-item ul.ablog-cloud{flex-direction:row;flex-flow:wrap;gap:.5rem}.ablog-sidebar-item ul.ablog-cloud li{align-items:center;display:flex}.ablog__prev-next{display:flex;font-size:1.2em;padding:1rem 0}.ablog__prev-next>span{display:flex;max-width:45%}.ablog__prev-next>span a{align-items:center;display:flex;gap:1rem;line-height:1.5rem;margin-left:auto}.ablog__prev-next>span a i:before{color:var(--pst-color-text-base)}.ablog__prev-next span.ablog__prev i.fa-arrow-circle-left:before{content:var(--pst-icon-angle-left)}.ablog__prev-next span.ablog__spacer{display:none}.ablog__prev-next span.ablog__next{margin-left:auto;text-align:right}.ablog__prev-next span.ablog__next i.fa-arrow-circle-right:before{content:var(--pst-icon-angle-right)}.ablog__collection,.postlist{padding-left:0}.ablog__collection .ablog-post,.postlist .ablog-post{list-style:none}.ablog__collection .ablog-post .ablog-archive,.postlist .ablog-post .ablog-archive{display:flex;flex-direction:row;flex-wrap:wrap;font-size:.75rem;gap:1rem;list-style:none;padding-left:0}.ablog__collection .ablog-post .ablog-post-title,.postlist .ablog-post .ablog-post-title{font-size:1.25rem;margin-top:0}.ablog__collection .ablog-post .ablog-post-title a,.postlist .ablog-post .ablog-post-title a{font-weight:700}.ablog__collection .ablog-post .ablog-post-expand,.postlist .ablog-post .ablog-post-expand{margin-bottom:.5rem}.docutils.container{margin-left:unset;margin-right:unset;max-width:unset;padding-left:unset;padding-right:unset;width:unset}div.highlight button.copybtn{align-items:center;background-color:unset;background-color:var(--pst-color-surface);border:none;display:flex;justify-content:center}div.highlight button.copybtn:not(.success){color:var(--pst-color-muted)}div.highlight button.copybtn:hover:not(.success){background-color:var(--pst-color-shadow);color:var(--pst-color-text)}div.highlight button.copybtn.o-tooltip--left:after{background-color:var(--pst-color-surface);color:var(--pst-color-text)}#ethical-ad-placement .ethical-footer a,#ethical-ad-placement .ethical-footer a:active,#ethical-ad-placement .ethical-footer a:hover,#ethical-ad-placement .ethical-footer a:visited,#ethical-ad-placement .ethical-sidebar a,#ethical-ad-placement .ethical-sidebar a:active,#ethical-ad-placement .ethical-sidebar a:hover,#ethical-ad-placement .ethical-sidebar a:visited{color:var(--pst-color-text-base)}#ethical-ad-placement .ethical-footer,#ethical-ad-placement .ethical-sidebar{background-color:var(--pst-color-background);border:1px solid var(--pst-color-border);border-radius:5px;color:var(--pst-color-text-base);font-size:14px;line-height:20px}.bd-content div.jupyter_container{background-color:unset;border:none;box-shadow:none}.bd-content div.jupyter_container div.highlight,.bd-content div.jupyter_container div.output{border-radius:.25rem}.bd-content div.jupyter_container div.highlight{background-color:var(--pst-color-surface)}.bd-content div.jupyter_container .cell_input,.bd-content div.jupyter_container .cell_output{border-radius:.25rem}.bd-content div.jupyter_container .cell_input pre,.bd-content div.jupyter_container .cell_output pre{padding:1rem}.xr-wrap[hidden]{display:block!important}:root{--pst-teal-50:#f4fbfc;--pst-teal-100:#e9f6f8;--pst-teal-200:#d0ecf1;--pst-teal-300:#abdde6;--pst-teal-400:#3fb1c5;--pst-teal-500:#0a7d91;--pst-teal-600:#085d6c;--pst-teal-700:#064752;--pst-teal-800:#042c33;--pst-teal-900:#021b1f;--pst-violet-50:#f4eefb;--pst-violet-100:#e0c7ff;--pst-violet-200:#d5b4fd;--pst-violet-300:#b780ff;--pst-violet-400:#9c5ffd;--pst-violet-500:#8045e5;--pst-violet-600:#6432bd;--pst-violet-700:#4b258f;--pst-violet-800:#341a61;--pst-violet-900:#1e0e39;--pst-gray-50:#f9f9fa;--pst-gray-100:#f3f4f5;--pst-gray-200:#e5e7ea;--pst-gray-300:#d1d5da;--pst-gray-400:#9ca4af;--pst-gray-500:#677384;--pst-gray-600:#48566b;--pst-gray-700:#29313d;--pst-gray-800:#222832;--pst-gray-900:#14181e;--pst-pink-50:#fcf8fd;--pst-pink-100:#fcf0fa;--pst-pink-200:#f8dff5;--pst-pink-300:#f3c7ee;--pst-pink-400:#e47fd7;--pst-pink-500:#c132af;--pst-pink-600:#912583;--pst-pink-700:#6e1c64;--pst-pink-800:#46123f;--pst-pink-900:#2b0b27;--pst-foundation-white:#fff;--pst-foundation-black:#14181e}html:not([data-theme]){--pst-color-primary:#0a7d91;--pst-color-primary-bg:#d0ecf1;--pst-color-secondary:#8045e5;--pst-color-secondary-bg:#e0c7ff;--pst-color-accent:#c132af;--pst-color-accent-bg:#f8dff5;--pst-color-info:#276be9;--pst-color-info-bg:#dce7fc;--pst-color-warning:#f66a0a;--pst-color-warning-bg:#f8e3d0;--pst-color-success:#00843f;--pst-color-success-bg:#d6ece1;--pst-color-attention:var(--pst-color-warning);--pst-color-attention-bg:var(--pst-color-warning-bg);--pst-color-danger:#d72d47;--pst-color-danger-bg:#f9e1e4;--pst-color-text-base:#222832;--pst-color-text-muted:#48566b;--pst-color-heading-color:#fff;--pst-color-shadow:rgba(0,0,0,.1);--pst-color-border:#d1d5da;--pst-color-border-muted:rgba(23,23,26,.2);--pst-color-inline-code:#912583;--pst-color-inline-code-links:#085d6c;--pst-color-target:#f3cf95;--pst-color-background:#fff;--pst-color-on-background:#fff;--pst-color-surface:#f3f4f5;--pst-color-on-surface:#222832;--pst-color-link:var(--pst-color-primary);--pst-color-link-hover:var(--pst-color-secondary)}html:not([data-theme]) .only-dark,html:not([data-theme]) .only-dark~figcaption{display:none!important}html[data-theme=light]{--pst-color-primary-bg:#d0ecf1;--pst-color-secondary-bg:#e0c7ff;--pst-color-accent:#c132af;--pst-color-accent-bg:#f8dff5;--pst-color-info-bg:#dce7fc;--pst-color-warning-bg:#f8e3d0;--pst-color-success-bg:#d6ece1;--pst-color-attention:var(--pst-color-warning);--pst-color-attention-bg:var(--pst-color-warning-bg);--pst-color-danger-bg:#f9e1e4;--pst-color-text-base:#222832;--pst-color-text-muted:#48566b;--pst-color-heading-color:#fff;--pst-color-shadow:rgba(0,0,0,.1);--pst-color-border:#d1d5da;--pst-color-border-muted:rgba(23,23,26,.2);--pst-color-inline-code:#912583;--pst-color-inline-code-links:#085d6c;--pst-color-target:#f3cf95;--pst-color-background:#fff;--pst-color-on-background:#fff;--pst-color-surface:#f3f4f5;--pst-color-on-surface:#222832;--pst-color-link:var(--pst-color-primary);--pst-color-link-hover:var(--pst-color-secondary);color-scheme:light}html[data-theme=light] .only-dark,html[data-theme=light] .only-dark~figcaption{display:none!important}html[data-theme=dark]{--pst-color-primary-bg:#042c33;--pst-color-secondary-bg:#341a61;--pst-color-accent:#e47fd7;--pst-color-accent-bg:#46123f;--pst-color-info-bg:#06245d;--pst-color-warning-bg:#652a02;--pst-color-success-bg:#002f17;--pst-color-attention:var(--pst-color-warning);--pst-color-attention-bg:var(--pst-color-warning-bg);--pst-color-danger-bg:#4e111b;--pst-color-text-base:#ced6dd;--pst-color-text-muted:#9ca4af;--pst-color-heading-color:#14181e;--pst-color-shadow:rgba(0,0,0,.2);--pst-color-border:#48566b;--pst-color-border-muted:#29313d;--pst-color-inline-code:#f3c7ee;--pst-color-inline-code-links:#3fb1c5;--pst-color-target:#675c04;--pst-color-background:#14181e;--pst-color-on-background:#222832;--pst-color-surface:#29313d;--pst-color-on-surface:#f3f4f5;--pst-color-link:var(--pst-color-primary);--pst-color-link-hover:var(--pst-color-secondary);color-scheme:dark}html[data-theme=dark] .only-light,html[data-theme=dark] .only-light~figcaption{display:none!important}html[data-theme=dark] img:not(.only-dark):not(.dark-light){filter:brightness(.8) contrast(1.2)}html[data-theme=dark] .bd-content img:not(.only-dark):not(.dark-light){background:#fff;border-radius:.25rem}html[data-theme=dark] .MathJax_SVG *{fill:var(--pst-color-text-base)}.pst-color-primary{color:var(--pst-color-primary)}.pst-color-secondary{color:var(--pst-color-secondary)}.pst-color-accent{color:var(--pst-color-accent)}.pst-color-info{color:var(--pst-color-info)}.pst-color-warning{color:var(--pst-color-warning)}.pst-color-success{color:var(--pst-color-success)}.pst-color-attention{color:var(--pst-color-attention)}.pst-color-danger{color:var(--pst-color-danger)}.pst-color-text-base{color:var(--pst-color-text-base)}.pst-color-text-muted{color:var(--pst-color-text-muted)}.pst-color-heading-color{color:var(--pst-color-heading-color)}.pst-color-shadow{color:var(--pst-color-shadow)}.pst-color-border{color:var(--pst-color-border)}.pst-color-border-muted{color:var(--pst-color-border-muted)}.pst-color-inline-code{color:var(--pst-color-inline-code)}.pst-color-inline-code-links{color:var(--pst-color-inline-code-links)}.pst-color-target{color:var(--pst-color-target)}.pst-color-background{color:var(--pst-color-background)}.pst-color-on-background{color:var(--pst-color-on-background)}.pst-color-surface{color:var(--pst-color-surface)}.pst-color-on-surface{color:var(--pst-color-on-surface)}html[data-theme=light]{--pst-color-primary:#0a7d91;--pst-color-primary-text:#fff;--pst-color-primary-highlight:#053f49;--sd-color-primary:var(--pst-color-primary);--sd-color-primary-text:var(--pst-color-primary-text);--sd-color-primary-highlight:var(--pst-color-primary-highlight);--sd-color-primary-bg:#d0ecf1;--sd-color-primary-bg-text:#14181e;--pst-color-secondary:#8045e5;--pst-color-secondary-text:#fff;--pst-color-secondary-highlight:#591bc2;--sd-color-secondary:var(--pst-color-secondary);--sd-color-secondary-text:var(--pst-color-secondary-text);--sd-color-secondary-highlight:var(--pst-color-secondary-highlight);--sd-color-secondary-bg:#e0c7ff;--sd-color-secondary-bg-text:#14181e;--pst-color-success:#00843f;--pst-color-success-text:#fff;--pst-color-success-highlight:#00381a;--sd-color-success:var(--pst-color-success);--sd-color-success-text:var(--pst-color-success-text);--sd-color-success-highlight:var(--pst-color-success-highlight);--sd-color-success-bg:#d6ece1;--sd-color-success-bg-text:#14181e;--pst-color-info:#276be9;--pst-color-info-text:#fff;--pst-color-info-highlight:#124ab1;--sd-color-info:var(--pst-color-info);--sd-color-info-text:var(--pst-color-info-text);--sd-color-info-highlight:var(--pst-color-info-highlight);--sd-color-info-bg:#dce7fc;--sd-color-info-bg-text:#14181e;--pst-color-warning:#f66a0a;--pst-color-warning-text:#14181e;--pst-color-warning-highlight:#ad4a06;--sd-color-warning:var(--pst-color-warning);--sd-color-warning-text:var(--pst-color-warning-text);--sd-color-warning-highlight:var(--pst-color-warning-highlight);--sd-color-warning-bg:#f8e3d0;--sd-color-warning-bg-text:#14181e;--pst-color-danger:#d72d47;--pst-color-danger-text:#fff;--pst-color-danger-highlight:#9a1d30;--sd-color-danger:var(--pst-color-danger);--sd-color-danger-text:var(--pst-color-danger-text);--sd-color-danger-highlight:var(--pst-color-danger-highlight);--sd-color-danger-bg:#f9e1e4;--sd-color-danger-bg-text:#14181e;--pst-color-light:#f3f4f5;--pst-color-light-text:#14181e;--pst-color-light-highlight:#c9ced2;--sd-color-light:var(--pst-color-light);--sd-color-light-text:var(--pst-color-light-text);--sd-color-light-highlight:var(--pst-color-light-highlight);--sd-color-light-bg:#f7f7f8;--sd-color-light-bg-text:#14181e;--pst-color-muted:#29313d;--pst-color-muted-text:#fff;--pst-color-muted-highlight:#0a0c0f;--sd-color-muted:var(--pst-color-muted);--sd-color-muted-text:var(--pst-color-muted-text);--sd-color-muted-highlight:var(--pst-color-muted-highlight);--sd-color-muted-bg:#5a6c86;--sd-color-muted-bg-text:#fff;--pst-color-dark:#222832;--pst-color-dark-text:#fff;--pst-color-dark-highlight:#030404;--sd-color-dark:var(--pst-color-dark);--sd-color-dark-text:var(--pst-color-dark-text);--sd-color-dark-highlight:var(--pst-color-dark-highlight);--pst-color-black:#14181e;--pst-color-black-text:#fff;--pst-color-black-highlight:#000;--sd-color-black:var(--pst-color-black);--sd-color-black-text:var(--pst-color-black-text);--sd-color-black-highlight:var(--pst-color-black-highlight);--pst-color-white:#fff;--pst-color-white-text:#14181e;--pst-color-white-highlight:#d9d9d9;--sd-color-white:var(--pst-color-white);--sd-color-white-text:var(--pst-color-white-text);--sd-color-white-highlight:var(--pst-color-white-highlight)}html[data-theme=dark]{--pst-color-primary:#3fb1c5;--pst-color-primary-text:#14181e;--pst-color-primary-highlight:#2b7e8d;--sd-color-primary:var(--pst-color-primary);--sd-color-primary-text:var(--pst-color-primary-text);--sd-color-primary-highlight:var(--pst-color-primary-highlight);--sd-color-primary-bg:#042c33;--sd-color-primary-bg-text:#fff;--pst-color-secondary:#9c5ffd;--pst-color-secondary-text:#14181e;--pst-color-secondary-highlight:#6d13fc;--sd-color-secondary:var(--pst-color-secondary);--sd-color-secondary-text:var(--pst-color-secondary-text);--sd-color-secondary-highlight:var(--pst-color-secondary-highlight);--sd-color-secondary-bg:#341a61;--sd-color-secondary-bg-text:#fff;--pst-color-success:#5fb488;--pst-color-success-text:#14181e;--pst-color-success-highlight:#3f8762;--sd-color-success:var(--pst-color-success);--sd-color-success-text:var(--pst-color-success-text);--sd-color-success-highlight:var(--pst-color-success-highlight);--sd-color-success-bg:#002f17;--sd-color-success-bg-text:#fff;--pst-color-info:#79a3f2;--pst-color-info-text:#14181e;--pst-color-info-highlight:#3373eb;--sd-color-info:var(--pst-color-info);--sd-color-info-text:var(--pst-color-info-text);--sd-color-info-highlight:var(--pst-color-info-highlight);--sd-color-info-bg:#06245d;--sd-color-info-bg-text:#fff;--pst-color-warning:#ff9245;--pst-color-warning-text:#14181e;--pst-color-warning-highlight:#f86600;--sd-color-warning:var(--pst-color-warning);--sd-color-warning-text:var(--pst-color-warning-text);--sd-color-warning-highlight:var(--pst-color-warning-highlight);--sd-color-warning-bg:#652a02;--sd-color-warning-bg-text:#fff;--pst-color-danger:#e78894;--pst-color-danger-text:#14181e;--pst-color-danger-highlight:#da485b;--sd-color-danger:var(--pst-color-danger);--sd-color-danger-text:var(--pst-color-danger-text);--sd-color-danger-highlight:var(--pst-color-danger-highlight);--sd-color-danger-bg:#4e111b;--sd-color-danger-bg-text:#fff;--pst-color-light:#f3f4f5;--pst-color-light-text:#14181e;--pst-color-light-highlight:#c9ced2;--sd-color-light:var(--pst-color-light);--sd-color-light-text:var(--pst-color-light-text);--sd-color-light-highlight:var(--pst-color-light-highlight);--sd-color-light-bg:#a3abb2;--sd-color-light-bg-text:#14181e;--pst-color-muted:#f3f4f5;--pst-color-muted-text:#14181e;--pst-color-muted-highlight:#c9ced2;--sd-color-muted:var(--pst-color-muted);--sd-color-muted-text:var(--pst-color-muted-text);--sd-color-muted-highlight:var(--pst-color-muted-highlight);--sd-color-muted-bg:#1d222b;--sd-color-muted-bg-text:#fff;--pst-color-dark:#222832;--pst-color-dark-text:#fff;--pst-color-dark-highlight:#030404;--sd-color-dark:var(--pst-color-dark);--sd-color-dark-text:var(--pst-color-dark-text);--sd-color-dark-highlight:var(--pst-color-dark-highlight);--pst-color-black:#14181e;--pst-color-black-text:#fff;--pst-color-black-highlight:#000;--sd-color-black:var(--pst-color-black);--sd-color-black-text:var(--pst-color-black-text);--sd-color-black-highlight:var(--pst-color-black-highlight);--pst-color-white:#fff;--pst-color-white-text:#14181e;--pst-color-white-highlight:#d9d9d9;--sd-color-white:var(--pst-color-white);--sd-color-white-text:var(--pst-color-white-text);--sd-color-white-highlight:var(--pst-color-white-highlight)}html[data-theme=dark],html[data-theme=light]{--sd-color-card-border:var(--pst-color-border)}html[data-theme=light] .sd-shadow-lg,html[data-theme=light] .sd-shadow-md,html[data-theme=light] .sd-shadow-sm,html[data-theme=light] .sd-shadow-xs{box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow)!important}.bd-content .sd-card{border:1px solid var(--pst-color-border)}.bd-content .sd-card .sd-card-header{background-color:var(--pst-color-panel-background);border-bottom:1px solid var(--pst-color-border)}.bd-content .sd-card .sd-card-footer{border-top:1px solid var(--pst-color-border)}.bd-content .sd-card .sd-card-body,.bd-content .sd-card .sd-card-footer{background-color:var(--pst-color-panel-background)}.bd-content .sd-tab-set>input:checked+label{border-color:transparent transparent var(--pst-color-primary);color:var(--pst-color-primary)}.bd-content .sd-tab-set>input:not(:checked)+label:hover{border-color:var(--pst-color-secondary);color:var(--pst-color-secondary)}.bd-content .sd-tab-set>label{border-top:.125rem solid transparent;color:var(--pst-color-text-muted);padding-top:.5em}html .bd-content .sd-tab-set>label:hover{border-color:var(--pst-color-secondary);color:var(--pst-color-secondary)}details.sd-dropdown{border:0!important;box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow)!important}details.sd-dropdown summary.sd-card-header{border:0!important}details.sd-dropdown summary.sd-card-header+div.sd-summary-content{border:0}details.sd-dropdown summary.sd-card-header{--pst-sd-dropdown-color:var(--pst-gray-500);--pst-sd-dropdown-bg-color:var(--pst-color-surface);align-items:center;background-color:var(--pst-sd-dropdown-bg-color)!important;border-left:.2rem solid var(--pst-sd-dropdown-color)!important;display:flex;font-weight:600;padding-bottom:.5rem;padding-top:.5rem;position:relative}details.sd-dropdown summary.sd-card-header+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-card-border)}details.sd-dropdown summary.sd-card-header.sd-bg-primary,details.sd-dropdown summary.sd-card-header.sd-bg-primary+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-primary);--pst-sd-dropdown-bg-color:var(--sd-color-primary-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-primary{color:var(--sd-color-primary-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-secondary,details.sd-dropdown summary.sd-card-header.sd-bg-secondary+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-secondary);--pst-sd-dropdown-bg-color:var(--sd-color-secondary-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-secondary{color:var(--sd-color-secondary-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-success,details.sd-dropdown summary.sd-card-header.sd-bg-success+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-success);--pst-sd-dropdown-bg-color:var(--sd-color-success-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-success{color:var(--sd-color-success-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-info,details.sd-dropdown summary.sd-card-header.sd-bg-info+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-info);--pst-sd-dropdown-bg-color:var(--sd-color-info-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-info{color:var(--sd-color-info-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-warning,details.sd-dropdown summary.sd-card-header.sd-bg-warning+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-warning);--pst-sd-dropdown-bg-color:var(--sd-color-warning-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-warning{color:var(--sd-color-warning-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-danger,details.sd-dropdown summary.sd-card-header.sd-bg-danger+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-danger);--pst-sd-dropdown-bg-color:var(--sd-color-danger-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-danger{color:var(--sd-color-danger-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-light,details.sd-dropdown summary.sd-card-header.sd-bg-light+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-light);--pst-sd-dropdown-bg-color:var(--sd-color-light-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-light{color:var(--sd-color-light-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-muted,details.sd-dropdown summary.sd-card-header.sd-bg-muted+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-muted);--pst-sd-dropdown-bg-color:var(--sd-color-muted-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-muted{color:var(--sd-color-muted-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-dark,details.sd-dropdown summary.sd-card-header.sd-bg-dark+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-dark);--pst-sd-dropdown-bg-color:var(--sd-color-dark-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-dark{color:var(--sd-color-dark-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-black,details.sd-dropdown summary.sd-card-header.sd-bg-black+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-black);--pst-sd-dropdown-bg-color:var(--sd-color-black-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-black{color:var(--sd-color-black-bg-text)!important}details.sd-dropdown summary.sd-card-header.sd-bg-white,details.sd-dropdown summary.sd-card-header.sd-bg-white+div.sd-summary-content{--pst-sd-dropdown-color:var(--sd-color-white);--pst-sd-dropdown-bg-color:var(--sd-color-white-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-white{color:var(--sd-color-white-bg-text)!important}details.sd-dropdown summary.sd-card-header:before{content:"";height:100%;left:0;pointer-events:none;position:absolute;top:0;width:100%;z-index:-1}details.sd-dropdown summary.sd-card-header+div.sd-summary-content{background-color:var(--pst-color-on-background);border-bottom-left-radius:calc(.25rem - 1px);border-left:.2rem solid var(--pst-sd-dropdown-color)!important}details.sd-dropdown summary.sd-card-header span.sd-summary-icon{align-items:center;color:var(--pst-sd-dropdown-color)!important;display:inline-flex}details.sd-dropdown summary.sd-card-header span.sd-summary-icon svg{opacity:1}details.sd-dropdown summary.sd-card-header .sd-summary-down,details.sd-dropdown summary.sd-card-header .sd-summary-up{top:.7rem}.bd-content .admonition button.toggle-button{color:inherit}.bd-content details.toggle-details summary{border-left:3px solid var(--pst-color-primary)}html div.rendered_html html .jp-RenderedHTMLCommon table{table-layout:auto}html[data-theme=dark] .bd-content .nboutput .output_area.rendered_html{background-color:var(--pst-color-text-base);border-radius:.25rem;color:var(--pst-color-on-background);padding:.5rem}html[data-theme=dark] .bd-content .nboutput .output_area.stderr{background:var(--pst-color-danger)}div.nblast.container{margin-bottom:1rem}div.cell_output .output{max-width:100%;overflow-x:auto}html[data-theme=dark] .bd-content div.cell_output .text_html,html[data-theme=dark] .bd-content div.cell_output img{background-color:var(--pst-color-text-base);border-radius:.25rem;color:var(--pst-color-on-background);padding:.5rem}.bd-content div.cell_input{display:flex;flex-direction:column;justify-content:stretch}.bd-content div.cell_input,.bd-content div.output{border-radius:.25rem}.bd-content div.output table{table-layout:auto}html[data-theme=dark] .bd-content img.leaflet-tile.leaflet-tile-loaded{border-radius:0;padding:0}.bd-search-container div#search-results>h2{font-size:var(--pst-font-size-icon);margin-top:0}.bd-search-container div#search-results p.search-summary{color:var(--pst-color-text-muted)}.bd-search-container ul.search{list-style:none;margin:0}.bd-search-container ul.search li{background-image:none;border-top:1px solid var(--pst-color-text-muted);margin:1rem 0;padding:1rem 0}.bd-search-container ul.search li>a{font-size:1.2em}.bd-search-container ul.search li div.context,.bd-search-container ul.search li p.context{color:var(--pst-color-text-base);margin:.5em 0 0}.bd-search-container ul.search li div.context a:before,.bd-search-container ul.search li p.context a:before{color:var(--pst-color-text-muted);content:"#";padding-right:.2em}
 /*# sourceMappingURL=pydata-sphinx-theme.css.map*/
\ No newline at end of file
diff --git a/dev/_static/styles/pydata-sphinx-theme.css.map b/dev/_static/styles/pydata-sphinx-theme.css.map
index d6e411a..356a7e8 100644
--- a/dev/_static/styles/pydata-sphinx-theme.css.map
+++ b/dev/_static/styles/pydata-sphinx-theme.css.map
@@ -1 +1 @@
-{"version":3,"file":"styles/pydata-sphinx-theme.css","mappings":"AAAA,KCAA,wBAOE,+DACA,+BCRF,yBAME,0BAGA,wBACA,2BACA,0BACA,2BACA,0BACA,6BAGA,+BAGA,sCACA,sCACA,qCACA,yCAGA,8BAGA,8BACA,2JAIA,mHAGA,0DAGA,6DACA,qECzCF,2BAME,4BAGA,2BACA,oCACA,kCACA,4BACA,yBACA,wBACA,0BACA,2BACA,6BACA,4BACA,sBACA,sBACA,qBACA,oBACA,sBACA,8BCxBF,kDAKE,uDACA,mEACA,mEACA,mEACA,kEACA,yDACA,qDACA,oDACA,mEACA,oDACA,mDCfF,qEAKE,oEACA,sEACA,0ECPF,mCACE,yDLQA,CKPA,KAGF,4CACE,CAGA,gCACA,CACA,YACA,uBANA,uCACA,gBACA,iBACA,CACA,gBAGA,+BAGA,sCACE,GAMF,iCADA,aACA,CAFF,qBAGE,UAGA,+CACE,YAGF,iBACE,GAIJ,oBC8BE,4BAEA,0BAzCA,4CAhByB,8BAIH,SA8BpB,0BA0BF,iCACE,CAlD8B,6BAuB9B,CA2BA,iDA1BA,CAgCA,mBAIF,2BACE,iBACA,iCACE,iBA+FJ,yCACE,cD7IF,gCACE,CACA,cACA,CACA,gBACA,CAJA,UACA,CACA,aACA,CACA,oBACA,4BACA,iBACA,oBAEA,SACE,iCAOF,iCACE,2BACA,oBACA,iBAIJ,8BACE,iBAGF,8BACE,kCAKF,0CACA,2CACA,kBAHF,wBAIE,IAKA,iCACA,CAHF,YAIE,OADA,8BAOA,CANA,GAGF,iCAGE,IAGF,iCAGE,OADA,8BAOA,CANA,GAGF,iCAGE,IAGF,iCAGE,OADA,gCAOA,CANA,GAGF,iCAGE,mBAGF,oCAEE,IAGF,QACE,6CACA,mBAGF,4CAIE,KAGF,+CAEE,kCACA,oBAGA,wCACE,CAEA,+CAFA,cACA,oBAEA,MAIJ,kCACE,KAKA,yCACA,CAEA,wCACA,sBAHA,gCACA,kBACA,CALF,cACE,aL1HyB,cKkIzB,UAEE,mBACA,kBAYF,2CACA,aAFA,qCACA,CALA,YACA,CACA,SACA,CEq8BkC,cFx8BlC,CACA,QACA,CACA,yBACA,CANF,YASE,YGvKA,yCACA,CDqmCkC,+CChmClC,CALA,6CAEA,CANA,MACA,CAKA,aACA,CATF,cACE,CAEA,OACA,kBACA,CAJA,KACA,CASA,2BAGA,uCALA,YAMA,kBAEE,0BADF,uBAGE,eCzBF,YACA,CAFF,WACE,CACA,sBACA,oCAEA,YACE,gBAIJ,UACE,yBCoDE,eDrDJ,eTYwB,qDWjBtB,kBACA,CAHA,YACA,CAEA,sBACA,CAPF,eAEE,CAMA,oBAJA,iBACA,CAEA,iBACA,CANA,UAOA,4BDmEE,mDC5EJ,gBAaI,yDAGF,eACE,SACA,gEAQA,UACA,CAJA,WACA,OACA,CAJF,iBACE,CAGA,KACA,CAJA,UACA,CAIA,UACA,gEAGF,YACE,wDAIF,wCACE,+BAMF,8CACE,kCAKF,2CACE,UC7CF,YACA,CAFA,qBACA,CAFF,WACE,CAEA,WACA,sBAEA,YACE,CACA,YADA,sBAEA,4CAEE,YACA,sBACA,CAHF,qBACE,CAMA,cACA,gBACA,cANA,UAOA,0BFwCF,uDEpCM,kBAHJ,kBAII,aC3BR,6CADF,UAEE,8BAEA,YACE,YACA,CACA,YADA,YAEA,gGAGF,YAGE,sBACA,CAEA,YAFA,SACA,uBAEA,kCAGF,iBACE,+BAGF,cACE,2BAIF,eACE,oBC/BJ,eACE,0CAEA,YACE,sBACA,0CCJF,YACE,sBACA,gBACA,YR0mCgC,mDS/lClC,sDACA,CAIA,uBADA,eACA,CAFA,SACA,CAVF,eACE,MACA,CAKA,UAEA,CAPA,YAUA,8BAEE,kBACA,CAFF,YACE,CACA,kBACA,kBACA,mBACA,yBAOA,mBADA,YACA,CAHF,+BACE,oCAGA,iCAKA,aACA,yBNsBA,gCMxBF,YAII,YACA,oBACA,sHAOF,kBACA,CAJF,YAGE,CACA,cACA,UAEA,8EAGF,eAEE,wCAIF,aACE,CACA,UADA,iBAEA,sCAGF,mBAEE,wBAIF,YACE,yBNfA,uBMcF,kBAKI,uCAGF,iCVWF,qBACA,4CApDE,0BAsDF,iCACE,0BAzEF,CALgC,6BAuB9B,CAlBF,2CAhByB,CAIH,iDAOU,CAXP,6BAmCvB,oDAsIF,yCACE,2CA3BF,qEADA,8BACA,CUhEE,eVkEA,yCU1DI,YADA,iCACA,CAFF,aAGE,+CVtDJ,yBACA,mCAOF,yBA1BA,CALgC,6BAuB9B,CAlBF,2CAhByB,CAIH,iDAOU,CAXP,6BA6CvB,uDA4HF,yCACE,iDU1EI,+CACA,CTugC4B,wCSzgC5B,mDACA,CAEA,cACA,iBAFA,eACA,CALF,YAOE,gEAEA,qBAGE,+FAGA,wBACE,4DAKJ,YACE,yBN/DN,kCMwEF,oBACE,YAIJ,eAIE,iBVnGE,yBACA,mCAOF,yBA1BA,CALgC,6BAuB9B,CAlBF,2CAhByB,CAIH,iDAOU,CAXP,6BA6CvB,8BU2FA,qCACA,CAFF,yBACE,CACA,eACA,iBACA,mCAIJ,eACE,iBACA,sBACA,iCAcI,kBACA,6BACA,CAJA,cACA,CAFF,YACE,CACA,mCACA,CAEA,eACA,sBACA,iCAGF,iBACE,yBNpHF,gCMmHA,YAGI,oCAIJ,gBACE,0BN3HF,kCM0HA,YAGI,yBVpBJ,mEADF,iCAGI,gCAUJ,yCACE,iCUeF,YACE,yBNtIA,gCMqIF,eAGI,6BAMN,gBACE,yBN/IE,2BM8IJ,YAGI,gCAKJ,YACE,yBNvJE,8BMsJJ,YAGI,yBCxNJ,YACE,gBACA,6CAIE,wCADF,2CAEE,uGAKA,iBACA,CAHF,YAEE,CACA,SACA,mDAGF,gBACE,qBCFF,4CACA,CAFA,8CACA,CAXF,YACE,CAKA,aCoBE,CDzBF,qBACA,CAWA,8CAXA,QACA,kDACA,CAQA,eACA,CCcE,sBDjBF,CANA,eACA,6BACA,CCoBE,SDXF,yBR2CE,oBQ1DJ,sCAiBI,gCAIF,6CACE,gCAGF,cACE,yBRgCA,iCQ7BF,YAEI,8FAKJ,gCAIE,+IAKA,eACE,2CAKJ,YACE,sBACA,wEAIE,gCACA,CAFA,6CACA,CAFF,iDACE,CAEA,mBACA,qEAMA,YACE,6EAQA,wBACA,CAFA,WACA,CALF,YACE,sBACA,CAIA,kBAHA,QACA,CAFA,SAKA,yEAKJ,YACE,sBACA,sEAKA,kBACA,CAFF,YACE,CACA,SACA,yBRhCF,0CQPF,YA2CI,oDAIJ,4CAEE,yBR1CA,kDQwCF,eAII,kDAKF,kBADF,eAEE,mCAEF,eACE,eACA,wBAEF,iBACE,gDAIE,kBACE,0CAeJ,mBALA,cAEA,aAEA,CANA,WACA,CAKA,sBACA,CAVF,iBACE,CACA,OACA,CAFA,KACA,CAEA,UAOA,gDAEA,mCACE,4CAGF,oBACE,iBACA,kBACA,kDACA,8BACE,kCAKJ,YADF,UAEE,wCACA,eACE,oCAGA,iBACA,CACA,QADA,QACA,CAHF,UAIE,cAMN,kBACE,yBR9GE,aQ6GJ,aAII,kBAGF,eACE,oBAGA,kBACE,mBZtEJ,gBY4EE,iCZ7EF,CY2EA,aACE,sBACA,CZ7EF,oBY+EE,yBZnJA,0BAwEA,4BACA,CAFF,yBACE,CA/F8B,6BAuB9B,CA0EA,iDAzEA,kDAwEA,iCAOA,4CYuEI,qCACA,CAFF,yBACE,CACA,eACA,iBACA,yBZ5DJ,6BAFF,qEAEE,CAHF,8BACA,CYoEE,eAEE,gCAKJ,6CAGE,uDAFA,iDACA,oBAeA,CAdA,uBAQA,gCACA,+CAHA,kBACA,CAFA,iBASA,oCAJA,YACE,yBRnKF,uBQ4JF,sCAYI,wBEzNJ,4CAMA,CAhBF,YACE,CAEA,qBACA,CAFA,aACA,CAMA,6CACA,CAJA,iDACA,CANA,OACA,CAcA,gBATA,sBACA,CAJA,eACA,6BACA,CAEA,kCASA,0BV0CE,sBU3DJ,sCAYI,0BAQJ,aACE,0BVsCE,wBUvCJ,6CAGI,kBACA,4BAGF,mBACE,sBCrBJ,YACE,eAIF,qBACE,CACA,QACA,CAGA,MACA,CANA,UACA,CAEA,cACA,MACA,CACA,+BACA,CALA,OACA,CAIA,YdylCkC,iHcnlClC,YAEE,YACA,2DAKA,cADF,kBAEE,+DAKA,eADF,kBAEE,yBXkBA,oCWqBF,YACE,uDAIA,QACE,QACA,qBAIJ,aACE,mBACA,6BXrBA,oBWVF,aACA,Cd+iCkC,YcljClC,CAaE,OANF,gBAME,CAbF,gBACA,CAEA,eACA,CAiCF,cAxCE,MACA,CAMA,sDACA,kBAEA,CANA,SACA,CAJA,YAgBE,8BXFA,sBWVF,aACA,Cd+iCkC,YcljClC,CAOA,iBAGE,CAVF,gBACA,CAEA,eACA,CAuCF,cA9CE,CAaE,QAbF,KACA,CAMA,sDACA,kBAEA,CANA,SACA,CAJA,YAaE,oBCtEF,YACA,eACA,iBAJF,eACE,eAMA,sCAGE,oBACA,CAFF,YACE,CACA,eAIA,wCACA,iChB6EF,qBACA,8CApDE,0BAsDF,iCACE,0BAzEF,CALgC,6BAuB9B,CAlBF,2CAhByB,CAIH,iDAOU,CAXP,6BAmCvB,sDAsIF,yCACE,mEgB1JE,iCACA,CAFA,qCACA,CAHF,yBACE,gBACA,CAEA,eACA,oBCvBJ,eACA,CAHF,YACE,mBACA,CACA,cACA,2CAGA,cACE,gBACA,iDjB2JA,mEADF,iCAGI,2BiBvJF,mBADF,YAEE,8FASE,oCADA,iBACA,CAJF,qBAKE,+CAIF,aACE,8CAGF,UACE,0CAGF,aACE,wCAMF,oBADF,YAEE,eCrCF,kBACA,CAJA,YACA,cAEA,CACA,UATA,+BACA,CAGA,QACA,CAJA,mCACA,gBACA,CAJF,iBACE,CAGA,UAOA,iBAGA,eACE,mBAKA,WACA,CAFF,cACE,CACA,UACA,iBAIF,oBACE,ClByBA,4DAXA,yBACA,mCAOF,yBA1BA,CALgC,6BAuB9B,CAlBF,2CAhByB,CAIH,iDAOU,CAXP,6BA6CvB,gBmBpDF,aACE,gBACA,mBAGA,kBACE,gBAKJ,YACE,sBACA,kBAGE,kBACA,CAGA,iCnBwEJ,CmB7EE,YACE,CACA,WACA,CACA,qBACA,CAFA,kBACA,CnByEJ,oBACA,wBApDE,0BAsDF,iCACE,0BAzEF,CALgC,6BAuB9B,CAlBF,2CAhByB,CAIH,iDAOU,CAXP,6BAmCvB,gCAsIF,yCACE,+BmBnJA,aADF,iBAEE,kCAIA,YACE,uCAEF,sBACE,0CAIF,aACE,+CAEF,wBACE,sDAMN,YACE,wBCrDE,mBADF,cAEE,2BAEA,iBACE,qBAKJ,6CACE,0BhBgDA,oBgBjDF,sCAGI,wBAIJ,gCACE,kDACA,oBACA,iBCrBJ,UACE,mBAGE,kBADF,aAEE,mBAGF,eACE,mBAKA,kBACA,YACA,CAGA,iCACA,CARF,YAEE,CAGA,aACA,kBACA,CAHA,YACA,CAGA,oBACA,qCAEA,oBrBwCF,4BAEA,CqBxCI,gBrBbkB,qDqBalB,CrBwCJ,yBAzCA,4CAhByB,8BqBkBrB,2CrBgBF,0BA0BF,iCACE,CAlD8B,6BAuB9B,CA2BA,iDA1BA,CAgCA,uFAIF,2BACE,mDACA,iCACE,mDA+FJ,yCACE,iDAxIA,yBACA,mCAOF,yBA1BA,CALgC,6BAuB9B,CAlBF,2CAhByB,CAIH,iDAOU,CAXP,6BA6CvB,6CqBnBA,2BACE,mDACA,iCACE,mCAIJ,qBACE,cACA,uDAEA,yBACE,6BAIJ,UACE,8BAGF,WACE,iDAEA,gBACE,Y3B7BmB,wC4BvBzB,CAFA,oB5ByByB,C4BvBzB,iCAJA,SACA,CAFA,kBACA,CAFF,iBAOE,8BAJA,4CASE,CALF,kBAIE,iCACA,kBAIA,6BACA,WAFF,iBAGE,0CAKA,kCADA,0BACA,CAFF,iBAGE,+BAKA,iCACE,4FAIF,uBAEE,gBACA,yCAQF,8BAHF,YACE,kBACA,YAEA,eAIJ,4CACE,iCACA,iDAME,4CACA,CALF,WAEE,gBACA,CAEA,kCAFA,yCAGA,gBAWF,oBACA,CAFA,kBACA,CAIA,gBAHA,iCACA,CAJF,YACE,CAGA,kBAGA,sBtByFE,mEADF,iCAGI,8BAUJ,yCACE,kBsBlGF,gBACE,0DAKJ,YAEE,+DAGA,YACE,CAIA,QACA,CAEA,gBACA,CACA,gBATA,cAEA,CAIA,UACA,CrB4gCgC,OqB/gChC,CACA,8BACA,CAEA,SACA,CAPA,YAQA,sDrBwgCgC,qBqBjgChC,CAJF,YACE,CAKA,WACA,CACA,OAJA,UACA,CAJA,cACA,CAKA,KACA,CAHA,UACA,CAJA,YAOA,6CAGF,WACE,CACA,iBADA,aAEA,qEAIF,mCAEE,sBASF,kBACA,CAIA,0CAJA,wCACA,oBACA,kCACA,CALF,mBACE,CAIA,YAEA,4BAEA,4CACE,oCAEF,wCACE,mDAIF,sCACE,2CACA,CACA,iBADA,iBAEA,8CAGF,eACE,wBAIF,kBACE,gCAIF,YACE,yBlB7GA,+BkB4GF,YAII,iCCrKF,gGAFF,aACE,kBCDF,0BpBuDE,+BmBvDF,gBAMI,mCAUA,yCACA,CAJF,oBACE,CAGA,mCACA,CAJA,iBACA,eACA,CAEA,oBACA,oCAGA,wCACA,8CACE,yCAIA,WACA,CAFF,oCACE,CACA,yBACA,mBACA,sBE/BN,gBADA,iCACA,CAJF,eAEE,UAGA,oCzB2KA,yCACE,2ByBzKF,YACE,aACA,iCzB0JA,mEADF,iCAGI,kCyBxJA,kCADF,oBAEE,CASJ,+LAEF,YACE,qCC/BF,oCACE,iCACA,kBAEA,yBtB2DE,oCsB/DJ,mBAMI,4C1BuCA,yBACA,mCAOF,yBA1BA,CALgC,6BAuB9B,CAlBF,2CAhByB,CAIH,iDAOU,CAXP,6BA6CvB,mDA4HF,yCACE,4C0BzKA,qCADF,gCAEE,yBAIJ,oCACE,+CACA,2CAEA,+CACE,iCACA,uBACA,4DAEA,+CACE,iD1BkBF,yBACA,C0BhBA,0C1BgBA,kCAOF,yBA1BA,CALgC,6BAuB9B,CAlBF,2CAhByB,CAIH,iDAOU,CAXP,6BA6CvB,C0BzBE,iD1B0GJ,qEAEE,CAHF,8BACA,C0BxGE,e1BuGF,CAGE,iB0BxGE,UACA,8DAEA,UACE,CACA,WACA,CAEA,MACA,CAHA,iBACA,CAEA,MALA,UACA,CAEA,UAGA,yDAOR,eAEE,azB4jCkC,yBGnjChC,wDsBXJ,eAKI,eCtDJ,kBAEE,sCAKA,YACE,CASA,iHAKJ,aACE,CAEE,wCADF,iC3BuFA,C2BtFE,sBAGF,aACE,CAIA,iBACA,CAJA,8BAGA,C3B6EF,oBACA,6BArEE,0BAwEA,4BACA,CAFF,yBACE,CA/F8B,6BAuB9B,CA0EA,iDAzEA,0DAwEA,iCAOA,8BAcA,6BAFF,qEAEE,CAHF,8BACA,C2BhGE,eAEE,oCAEA,iCACE,oDjCdmB,+CkCrBzB,CAJA,uBACA,mCACA,qBlCuByB,CkCrBzB,+FJHA,CILA,oBACA,CACA,eACA,CAFA,eACA,CACA,uBACA,CJCA,kBIRF,qBAaE,0DAEA,mBACE,iBACA,kBAKF,6CADF,qCAEE,oBAIA,6CADF,qCAEE,gBAIA,4CADF,oCAEE,sBAGF,eACE,6BAGE,2BACA,CACA,gDADA,yBACA,CAHF,kBAIE,mCAKF,8BACE,8CACA,qCAKF,8BACE,gDACA,wCAKF,6BACE,mDACA,wBC9DF,6CAFF,YACE,sBAEA,yBzB4DE,uByB/DJ,eAMI,uDAKA,gCACA,CAFA,6CACA,CAFF,iDACE,CAEA,mBACA,wCAIA,eACA,CAFF,kBACE,CACA,SACA,6CAIE,kCAFF,aACE,iBAEA,mDAIE,6BAFF,8BACE,qBAEA,8CC5BN,YACA,cAFF,eAGE,sEAIE,uCACA,CAFA,cACA,CACA,gBAHF,cAIE,2FAGE,kBACA,CAGA,4CACA,CACA,6CADA,8BACA,CAPF,YACE,CACA,SACA,cACA,yCAIA,kFAGF,iCACE,kBACA,wFAEA,gCACE,wBACA,wCACA,sDACA,wFAGJ,iCACE,oGAKF,+CACE,kEAIJ,yCACE,iCACA,0EAGE,iCACE,qEAIJ,wCACE,0EAGF,2BACE,wEAKA,0CADA,wCACA,CAFF,kBAGE,4BC7DqB,+CAUzB,CAJA,uBACA,mCACA,qBARyB,CAUzB,gGATF,oBAEE,CACA,eACA,CAFA,qBACA,CACA,uBPDA,oDOUA,eACE,sEAIF,kBACE,oBACA,mEAIF,eAEE,gEAMA,qDACA,CAHF,eACE,+BACA,CACA,iBACA,UAGA,8EC1BA,yCACA,CAPF,UACE,CACA,WACA,CACA,MACA,CAGA,oBALA,iBACA,CACA,KACA,CALA,UACA,CAKA,UAKA,4ED0BE,2BACA,CAEA,0CACA,CAHA,yBACA,CAHA,WACA,CAHA,UACA,CAIA,mBACA,CACA,UARF,iBACE,CACA,UAOA,oEAIF,eACE,gDAIJ,uCACE,kGAEE,8CACE,gGAGF,gCACE,6CACA,4CAKN,qCACE,8FAEE,4CACE,4FAGF,8BACE,2CACA,4CAKN,qCACE,8FAEE,4CACE,4FAGF,8BACE,2CACA,0CAKN,oCACE,4FAEE,2CACE,0FAGF,6BACE,0CACA,wCAKN,oCACE,0FAEE,2CACE,wFAGF,6BACE,yCACA,sCAKN,qCACE,wFAEE,4CACE,sFAGF,8BACE,wCACA,oCAKN,qCACE,sFAEE,4CACE,oFAGF,8BACE,uCACA,gDAKN,uCACE,kGAEE,8CACE,gGAGF,gCACE,6CACA,sCAKN,kCACE,wFAEE,yCACE,sFAGF,2BACE,wCACA,4CAKN,qCACE,8FAEE,4CACE,4FAGF,8BACE,2CACA,4DAKN,uCACE,8GAEE,8CACE,4GAGF,gCACE,wCACA,4CAcJ,yBAHA,UACA,CAFA,WACA,CACA,iBACA,aACA,CALF,aAQE,+HAIA,uCAEE,uHAGF,qCAEE,iHAGF,oCAEE,oKAGF,qCAGE,2GAGF,kCAEE,sFAIF,aACE,eACA,uDAmBJ,yCACA,qCACA,qBAtRyB,CAwRzB,gGAVF,YAKE,sBACA,CApRyB,oBPIzB,2GOuRA,gBACE,+DAIF,2CACE,+FAIF,iBACE,2GAEA,gBAEE,eASJ,yCACA,CAFF,wCACE,CACA,oBApTyB,kBAuTzB,UACA,2BACA,mBACE,+BAOA,+CACA,2CACA,uDALA,eACA,CACA,oBACA,CAFA,iBACA,CAHF,iBAOE,gFAIF,eAEE,iBAGF,iBACE,mBACA,UAOJ,YACE,sBACA,aAOA,gBADF,YAEE,kBE7VF,wBACE,oBACA,gBACA,gCAIE,0CAFF,uBACE,mBAEA,kCAKA,iBACE,yCAEA,iBACE,2CAKJ,gBACE,gBACA,kBACA,mCAWJ,kBACE,MAKJ,4CACE,2CAKF,iBAEE,CAYA,kHAGF,gCAIE,WAUF,kCACE,yCAGF,iCAEE,gBACA,4BAIF,wCAEE,gBAGF,uCACE,wBAMA,yCAFA,+CACA,CAFF,4CACE,CACA,iBAEA,4FAUA,gBACE,yGAGA,YACE,uGAIJ,YACE,4BACA,4MAMA,0CADA,mBACA,CAHF,gBAIE,gEC9HF,qBALF,YAGE,sBACA,YHPyB,2BGc3B,wCACE,qBHfyB,kDGoBvB,+CACA,CACA,cACA,4CAJF,QACE,CACA,aAGA,+DAEA,iBACE,kDAOF,gBADF,QAEE,sDACA,WACE,gBACA,cASJ,yCACA,yCACA,sBAHF,oBAIE,QAGF,wCACE,uCAKF,uBACE,cAIF,oBACE,qBClEE,kBAFF,iBAGE,2BAGF,kBACE,mBAKA,iCACA,CAHF,0CACE,2CACA,CACA,gBACA,kBACA,+BAGE,gBACA,mBAFF,iBAGE,gDCnBN,WACE,+CAGF,WACE,sBAKA,gBADF,oBAEE,gBAIF,mBACE,2BACA,kBACE,wDAEF,eAEE,uBAGF,wCACE,gFCtBJ,gBAIE,yBACA,yBACA,sBACA,qBACA,ICZA,kBACA,kBAFF,cAGE,OAGF,yBAEE,yCACA,oBACE,kBACA,YCTF,+CACA,qBRAyB,CQFzB,iCACA,CAFF,WACE,CREyB,iBQEzB,cAEA,gCACE,wBAIF,QACE,yBAIF,eACE,mBPHA,+CACA,CAPF,UACE,CACA,WACA,CACA,MACA,CAGA,oBALA,iBACA,CACA,KACA,CALA,UACA,COaF,UPHE,COIA,cCtBJ,sCACE,CAGA,iBACA,CAJA,2BACA,cACA,gBACA,CAEA,eACA,CAFA,iBACA,CACA,iBACA,sBRIE,yCACA,CAPF,UACE,CACA,WACA,CACA,MACA,CAGA,oBALA,iBACA,CACA,KACA,CALA,UACA,CAKA,UAKA,6BQDF,kCAJF,gCACE,0BACA,eACA,gBAEA,OCjBF,aACE,CACA,gBAGA,mBAJA,aAKA,mBAEA,cACE,kBAGF,aACE,eAOF,gBACA,mCAFF,iBAGE,yCAMA,eACE,2CAGF,gBACE,6CAGF,iBACE,QAKJ,yBACE,4BC5CA,eACE,gBACA,qBAGF,cACE,uCAGF,eACE,mBACA,yCAGE,gBADF,eAEE,0CAGF,eACE,2BACA,gCAKJ,eACE,qDAQF,eACE,eACA,oBChCJ,kBAEE,aACA,eACA,gBAEA,WAIF,mBACE,UAKA,2BADF,QAGE,iCAIE,cADF,iBAEE,wBAIF,WACE,CACA,cADA,oBAEA,0CAIA,QACE,+CClCJ,6CAEE,iBAEA,mDAIA,gCACE,wBASF,YAEA,sBACA,SACA,CATF,eAEE,CAOA,gBANA,iBAEA,CAHA,cAQA,oCAGA,kBACE,eACA,UACA,uCAKE,mBAFF,YAGE,mBAUN,YACA,CAFF,eACE,CACA,cACA,wBAGA,YAEE,cACA,0BAIE,kBACA,CAFF,YACE,CAEA,QACA,oBAFA,gBAGA,mCAEA,gCACE,kEAOJ,kCACE,sCAMJ,YACE,oCAIF,gBACE,iBACA,mEAEA,mCACE,8BAQN,cAEE,sDAEA,eACE,oFAGA,YACE,mBACA,eACA,CAEA,gBACA,CAHA,QACA,gBACA,CACA,cACA,0FAKA,kBADF,YAEE,8FAEA,eACE,4FAKJ,mBACE,qBC9HJ,iBACA,mBACA,gBACA,CALF,kBACE,oBACA,CAGA,WACA,8BCNA,kBACA,CACA,sBAGA,CAMA,0CANA,WAMA,CAbF,YAEE,CACA,sBAWA,4CAJA,4BACE,kDAOE,yCADF,2BAEE,oDAMF,0CADF,2BAEE,+WC7BF,gCAQE,8EAGF,4CAEE,yCACA,kBACA,iCACA,eACA,iBACA,mCCNF,sBACA,CAHF,WAEE,CACA,eACA,8FAGA,oBAEE,iDAEF,yCACE,8FAIF,oBAEE,sGACA,YACE,kBC3BN,uBACE,OC+EF,qBAIM,q+BAqNN,2BAhDY,+BAFA,8BAEA,iCAFA,2BAEA,8BAFA,yBAEA,4BAFA,4BAEA,+BAFA,4BAEA,+BAFA,+CAEA,qDAFA,2BAEA,8BAFA,8BAEA,8XAUV,yCACE,kDAXQ,CAYR,+EAIA,sBAEE,wBAlBM,8BAFA,CAEA,gCAFA,2BAEA,8BAFA,CAEA,2BAFA,CAEA,8BAFA,CAEA,8BAFA,+CAEA,qDAFA,CAEA,6BAFA,8BAEA,8XAUV,yCACE,mDAXQ,kBAuDG,CA3CX,+EAIA,sBAEE,uBAlBM,8BAFA,CAEA,gCAFA,2BAEA,8BAFA,CAEA,2BAFA,CAEA,8BAFA,CAEA,8BAFA,+CAEA,qDAFA,CAEA,6BAFA,8BAEA,6XAUV,yCACE,mDAXQ,iBAuDG,CA3CX,+EASA,sBAEE,4DAMF,mCACE,wEAMF,eACE,qBACA,sCAGF,+BACE,oBAsBJ,8BACE,sBADF,gCACE,mBADF,6BACE,iBADF,2BACE,oBADF,8BACE,oBADF,8BACE,sBADF,gCACE,mBADF,6BACE,sBADF,gCACE,uBADF,iCACE,0BADF,oCACE,mBADF,6BACE,mBADF,6BACE,yBADF,mCACE,wBADF,kCACE,8BADF,wCACE,mBADF,6BACE,uBADF,iCACE,0BADF,oCACE,oBADF,8BACE,uBADF,iCACE,wBC7OF,2BAfA,8BAGA,sCAEA,4CAEA,sDACA,gEAEA,8BAgBY,mCAIA,8BA9BZ,gCAGA,wCAEA,gDAEA,0DACA,oEAEA,gCAgBY,qCAIA,4BA9BZ,8BAGA,sCAEA,4CAEA,sDACA,gEAEA,8BAgBY,mCAIA,yBA9BZ,2BAGA,mCAEA,sCAEA,gDACA,0DAEA,2BAgBY,gCAIA,4BA9BZ,iCAGA,sCAEA,4CAEA,sDACA,gEAEA,8BAgBY,mCAIA,2BA9BZ,6BAGA,qCAEA,0CAEA,oDACA,8DAEA,6BAgBY,kCAIA,0BA9BZ,+BAGA,oCAEA,wCAEA,kDACA,4DAEA,4BAgBY,iCAIA,0BA9BZ,4BAGA,oCAEA,wCAEA,kDACA,4DAEA,4BAgBY,8BAIA,yBA9BZ,2BAGA,mCAEA,sCAEA,gDACA,0DAEA,0BAVA,4BAGA,iCAEA,wCAEA,kDACA,4DAEA,uBAVA,+BAGA,oCAEA,wCAEA,kDACA,4DAEA,uBAKA,2BAfA,iCAGA,sCAEA,4CAEA,sDACA,gEAEA,8BAgBY,gCAIA,8BA9BZ,mCAGA,wCAEA,gDAEA,0DACA,oEAEA,gCAgBY,kCAIA,4BA9BZ,iCAGA,sCAEA,4CAEA,sDACA,gEAEA,8BAgBY,gCAIA,yBA9BZ,8BAGA,mCAEA,sCAEA,gDACA,0DAEA,2BAgBY,6BAIA,4BA9BZ,iCAGA,sCAEA,4CAEA,sDACA,gEAEA,8BAgBY,gCAIA,2BA9BZ,gCAGA,qCAEA,0CAEA,oDACA,8DAEA,6BAgBY,+BAIA,0BA9BZ,+BAGA,oCAEA,wCAEA,kDACA,4DAEA,4BAgBY,iCAIA,0BA9BZ,+BAGA,oCAEA,wCAEA,kDACA,4DAEA,4BAgBY,8BAIA,yBA9BZ,2BAGA,mCAEA,sCAEA,gDACA,0DAEA,0BAVA,4BAGA,iCAEA,wCAEA,kDACA,4DAEA,uBAVA,+BAGA,oCAEA,wCAEA,kDACA,4DAEA,CAsCE,6CADF,8CACE,qJAQF,+F3BnHA,sB2B+HF,wCACE,sCAGA,kDACE,gDACA,sCAGA,4CACA,yEAFF,kDAME,6CAUA,6DACE,+BACA,yDAIF,uCACE,iCACA,+BAMF,oCACA,CAFF,iCACE,CACA,gBACA,0CAGE,wCADF,gCAEE,qBASN,kBAEE,gG3BtLA,4C2BuLA,kBACE,mEACA,QACE,4CAaF,2CAKA,oDACA,CAXA,kBACA,CAUA,gCAqBA,gEAjCF,YACE,CAEA,eACA,CACA,oBACA,CAFA,iBACA,CAHA,iBAmCA,mEAxBA,mDACE,CAKE,yIAEA,+CACE,sDACA,+DAGJ,+CAEE,CATA,6IAEA,iDACE,wDACA,iEAGJ,iDAEE,CATA,yIAEA,+CACE,sDACA,+DAGJ,+CAEE,CATA,mIAEA,4CACE,mDACA,4DAGJ,4CAEE,CATA,yIAEA,+CACE,sDACA,+DAGJ,+CAEE,CATA,uIAEA,8CACE,qDACA,8DAGJ,8CAEE,CATA,qIAEA,6CACE,oDACA,6DAGJ,6CAEE,CATA,qIAEA,6CACE,oDACA,6DAGJ,6CAEE,CATA,mIAEA,4CACE,mDACA,4DAGJ,4CAEE,CATA,qIAEA,6CACE,oDACA,6DAGJ,6CAEE,CATA,qIAEA,6CACE,oDACA,6DAGJ,6CAEE,mDnBrNJ,gDACA,CAPF,UACE,CACA,WACA,CACA,MACA,CAGA,oBALA,iBACA,CACA,KACA,CALA,UACA,CAKA,UAKA,mEmB2NE,gDADA,4CACA,CAFF,8DAGE,iEAGA,kBACA,8CAFF,mBAGE,qEACA,SACE,uHAKJ,SAEE,8CCzPF,aACE,4CAOF,8CACE,0DCFJ,iBACE,wE7BEF,2CACA,qBACA,C6BGE,oC7BLF,CAEA,aACA,iE6BME,kCACE,sBAMN,kBACE,yBAOF,cACE,gBACA,oH7B1BA,2CACA,qBACA,C6B8BE,oC7BhCF,CAEA,aACA,4B6BsCA,YACE,sBACA,wBACA,mDAGF,oBtB5DyB,8BsBkEvB,iBACE,wEC7DN,eACE,UACA,4CCFE,mCACE,aACA,0DAGF,iCACE,gCAKF,gBADF,QAEE,mCAEA,qBACE,CAEA,iDADA,aACA,CAFA,cAGA,qCAGA,eACE,2FAGF,gCAEE,gBACA,6GAKE,kCAFF,WACE,mBAEA","sources":["webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/pydata-sphinx-theme.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/variables/_layout.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/variables/_fonts.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/variables/_icons.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/variables/_admonitions.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/variables/_versionmodified.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/base/_base.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/abstracts/_links.scss","webpack://pydata_sphinx_theme/./node_modules/bootstrap/scss/_variables.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_skip-link.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_container.scss","webpack://pydata_sphinx_theme/./node_modules/bootstrap/scss/mixins/_breakpoints.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_announcement.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_article.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_footer.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_footer-article.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_footer-content.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_header.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_header-article.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_sidebar-primary.scss","webpack://pydata_sphinx_theme/./node_modules/bootstrap/scss/mixins/_grid.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_sidebar-secondary.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_sidebar-toggle.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_breadcrumbs.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_icon-links.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/header/_header-logo.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_navbar-links.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_page-toc.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_prev-next.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_search.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_searchbox.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/abstracts/_mixins.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_switcher-theme.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_switcher-version.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_toc-inpage.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_versionmodified.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_indices.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_readthedocs-switcher.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_admonitions.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/abstracts/_color.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_api.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_code.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_figures.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_footnotes.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_hacks.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_lists.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_quotes.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_spans.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_tables.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_toctree.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_math.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_ablog.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_bootstrap.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_copybutton.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_ethical-ads.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_execution.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_pydata.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/variables/_color.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_sphinx_design.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_togglebutton.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_notebooks.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_leaflet.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/pages/_search.scss"],"sourcesContent":["html{--pst-header-height: 4rem;--pst-header-article-height: calc(var(--pst-header-height) * 2 / 3);--pst-sidebar-secondary: 17rem}html{--pst-font-size-base: 1rem;--pst-font-size-h1: 2.5rem;--pst-font-size-h2: 2rem;--pst-font-size-h3: 1.75rem;--pst-font-size-h4: 1.5rem;--pst-font-size-h5: 1.25rem;--pst-font-size-h6: 1.1rem;--pst-font-size-milli: 0.9rem;--pst-sidebar-font-size: 0.9rem;--pst-sidebar-font-size-mobile: 1.1rem;--pst-sidebar-header-font-size: 1.2rem;--pst-sidebar-header-font-weight: 600;--pst-admonition-font-weight-heading: 600;--pst-font-weight-caption: 300;--pst-font-weight-heading: 400;--pst-font-family-base-system: -apple-system, BlinkMacSystemFont, Segoe UI, \"Helvetica Neue\", Arial, sans-serif, Apple Color Emoji, Segoe UI Emoji, Segoe UI Symbol;--pst-font-family-monospace-system: \"SFMono-Regular\", Menlo, Consolas, Monaco, Liberation Mono, Lucida Console, monospace;--pst-font-family-base: var(--pst-font-family-base-system);--pst-font-family-heading: var(--pst-font-family-base-system);--pst-font-family-monospace: var(--pst-font-family-monospace-system)}html{--pst-font-size-icon: 1.5rem;--pst-icon-check-circle: \"\";--pst-icon-info-circle: \"\";--pst-icon-exclamation-triangle: \"\";--pst-icon-exclamation-circle: \"\";--pst-icon-times-circle: \"\";--pst-icon-lightbulb: \"\";--pst-icon-download: \"\";--pst-icon-angle-left: \"\";--pst-icon-angle-right: \"\";--pst-icon-external-link: \"\";--pst-icon-search-minus: \"\";--pst-icon-github: \"\";--pst-icon-gitlab: \"\";--pst-icon-share: \"\";--pst-icon-bell: \"\";--pst-icon-pencil: \"\";--pst-breadcrumb-divider: \"\"}html{--pst-icon-admonition-default: var(--pst-icon-bell);--pst-icon-admonition-note: var(--pst-icon-info-circle);--pst-icon-admonition-attention: var(--pst-icon-exclamation-circle);--pst-icon-admonition-caution: var(--pst-icon-exclamation-triangle);--pst-icon-admonition-warning: var(--pst-icon-exclamation-triangle);--pst-icon-admonition-danger: var(--pst-icon-exclamation-triangle);--pst-icon-admonition-error: var(--pst-icon-times-circle);--pst-icon-admonition-hint: var(--pst-icon-lightbulb);--pst-icon-admonition-tip: var(--pst-icon-lightbulb);--pst-icon-admonition-important: var(--pst-icon-exclamation-circle);--pst-icon-admonition-seealso: var(--pst-icon-share);--pst-icon-admonition-todo: var(--pst-icon-pencil)}html{--pst-icon-versionmodified-default: var(--pst-icon-exclamation-circle);--pst-icon-versionmodified-added: var(--pst-icon-exclamation-circle);--pst-icon-versionmodified-changed: var(--pst-icon-exclamation-circle);--pst-icon-versionmodified-deprecated: var(--pst-icon-exclamation-circle)}:root{--pst-teal-50: #f4fbfc;--pst-teal-100: #e9f6f8;--pst-teal-200: #d0ecf1;--pst-teal-300: #abdde6;--pst-teal-400: #3fb1c5;--pst-teal-500: #0a7d91;--pst-teal-600: #085d6c;--pst-teal-700: #064752;--pst-teal-800: #042c33;--pst-teal-900: #021b1f;--pst-violet-50: #f4eefb;--pst-violet-100: #e0c7ff;--pst-violet-200: #d5b4fd;--pst-violet-300: #b780ff;--pst-violet-400: #9c5ffd;--pst-violet-500: #8045e5;--pst-violet-600: #6432bd;--pst-violet-700: #4b258f;--pst-violet-800: #341a61;--pst-violet-900: #1e0e39;--pst-gray-50: #f9f9fa;--pst-gray-100: #f3f4f5;--pst-gray-200: #e5e7ea;--pst-gray-300: #d1d5da;--pst-gray-400: #9ca4af;--pst-gray-500: #677384;--pst-gray-600: #48566b;--pst-gray-700: #29313d;--pst-gray-800: #222832;--pst-gray-900: #14181e;--pst-pink-50: #fcf8fd;--pst-pink-100: #fcf0fa;--pst-pink-200: #f8dff5;--pst-pink-300: #f3c7ee;--pst-pink-400: #e47fd7;--pst-pink-500: #c132af;--pst-pink-600: #912583;--pst-pink-700: #6e1c64;--pst-pink-800: #46123f;--pst-pink-900: #2b0b27;--pst-foundation-white: #ffffff;--pst-foundation-black: #14181e}html:not([data-theme]){--pst-color-primary: #0a7d91;--pst-color-primary-bg: #d0ecf1;--pst-color-secondary: #8045e5;--pst-color-secondary-bg: #e0c7ff;--pst-color-accent: #c132af;--pst-color-accent-bg: #f8dff5;--pst-color-info: #276be9;--pst-color-info-bg: #dce7fc;--pst-color-warning: #f66a0a;--pst-color-warning-bg: #f8e3d0;--pst-color-success: #00843f;--pst-color-success-bg: #d6ece1;--pst-color-attention: var(--pst-color-warning);--pst-color-attention-bg: var(--pst-color-warning-bg);--pst-color-danger: #d72d47;--pst-color-danger-bg: #f9e1e4;--pst-color-text-base: #222832;--pst-color-text-muted: #48566b;--pst-color-heading-color: #ffffff;--pst-color-shadow: rgba(0, 0, 0, 0.1);--pst-color-border: #d1d5da;--pst-color-border-muted: rgba(23, 23, 26, 0.2);--pst-color-inline-code: #912583;--pst-color-inline-code-links: #085d6c;--pst-color-target: #f3cf95;--pst-color-background: #ffffff;--pst-color-on-background: #ffffff;--pst-color-surface: #f3f4f5;--pst-color-on-surface: #222832}html:not([data-theme]){--pst-color-link: var(--pst-color-primary);--pst-color-link-hover: var(--pst-color-secondary)}html:not([data-theme]) .only-dark,html:not([data-theme]) .only-dark~figcaption{display:none !important}html[data-theme=light]{--pst-color-primary: #0a7d91;--pst-color-primary-bg: #d0ecf1;--pst-color-secondary: #8045e5;--pst-color-secondary-bg: #e0c7ff;--pst-color-accent: #c132af;--pst-color-accent-bg: #f8dff5;--pst-color-info: #276be9;--pst-color-info-bg: #dce7fc;--pst-color-warning: #f66a0a;--pst-color-warning-bg: #f8e3d0;--pst-color-success: #00843f;--pst-color-success-bg: #d6ece1;--pst-color-attention: var(--pst-color-warning);--pst-color-attention-bg: var(--pst-color-warning-bg);--pst-color-danger: #d72d47;--pst-color-danger-bg: #f9e1e4;--pst-color-text-base: #222832;--pst-color-text-muted: #48566b;--pst-color-heading-color: #ffffff;--pst-color-shadow: rgba(0, 0, 0, 0.1);--pst-color-border: #d1d5da;--pst-color-border-muted: rgba(23, 23, 26, 0.2);--pst-color-inline-code: #912583;--pst-color-inline-code-links: #085d6c;--pst-color-target: #f3cf95;--pst-color-background: #ffffff;--pst-color-on-background: #ffffff;--pst-color-surface: #f3f4f5;--pst-color-on-surface: #222832;color-scheme:light}html[data-theme=light]{--pst-color-link: var(--pst-color-primary);--pst-color-link-hover: var(--pst-color-secondary)}html[data-theme=light] .only-dark,html[data-theme=light] .only-dark~figcaption{display:none !important}html[data-theme=dark]{--pst-color-primary: #3fb1c5;--pst-color-primary-bg: #042c33;--pst-color-secondary: #9c5ffd;--pst-color-secondary-bg: #341a61;--pst-color-accent: #e47fd7;--pst-color-accent-bg: #46123f;--pst-color-info: #79a3f2;--pst-color-info-bg: #06245d;--pst-color-warning: #ff9245;--pst-color-warning-bg: #652a02;--pst-color-success: #5fb488;--pst-color-success-bg: #002f17;--pst-color-attention: var(--pst-color-warning);--pst-color-attention-bg: var(--pst-color-warning-bg);--pst-color-danger: #e78894;--pst-color-danger-bg: #4e111b;--pst-color-text-base: #ced6dd;--pst-color-text-muted: #9ca4af;--pst-color-heading-color: #14181e;--pst-color-shadow: rgba(0, 0, 0, 0.2);--pst-color-border: #48566b;--pst-color-border-muted: #29313d;--pst-color-inline-code: #f3c7ee;--pst-color-inline-code-links: #3fb1c5;--pst-color-target: #675c04;--pst-color-background: #14181e;--pst-color-on-background: #222832;--pst-color-surface: #29313d;--pst-color-on-surface: #f3f4f5;color-scheme:dark}html[data-theme=dark]{--pst-color-link: var(--pst-color-primary);--pst-color-link-hover: var(--pst-color-secondary)}html[data-theme=dark] .only-light,html[data-theme=dark] .only-light~figcaption{display:none !important}html[data-theme=dark] img:not(.only-dark):not(.dark-light){filter:brightness(0.8) contrast(1.2)}html[data-theme=dark] .bd-content img:not(.only-dark):not(.dark-light){background:#fff;border-radius:.25rem}html[data-theme=dark] .MathJax_SVG *{fill:var(--pst-color-text-base)}.pst-color-primary{color:var(--pst-color-primary)}.pst-color-secondary{color:var(--pst-color-secondary)}.pst-color-accent{color:var(--pst-color-accent)}.pst-color-info{color:var(--pst-color-info)}.pst-color-warning{color:var(--pst-color-warning)}.pst-color-success{color:var(--pst-color-success)}.pst-color-attention{color:var(--pst-color-attention)}.pst-color-danger{color:var(--pst-color-danger)}.pst-color-text-base{color:var(--pst-color-text-base)}.pst-color-text-muted{color:var(--pst-color-text-muted)}.pst-color-heading-color{color:var(--pst-color-heading-color)}.pst-color-shadow{color:var(--pst-color-shadow)}.pst-color-border{color:var(--pst-color-border)}.pst-color-border-muted{color:var(--pst-color-border-muted)}.pst-color-inline-code{color:var(--pst-color-inline-code)}.pst-color-inline-code-links{color:var(--pst-color-inline-code-links)}.pst-color-target{color:var(--pst-color-target)}.pst-color-background{color:var(--pst-color-background)}.pst-color-on-background{color:var(--pst-color-on-background)}.pst-color-surface{color:var(--pst-color-surface)}.pst-color-on-surface{color:var(--pst-color-on-surface)}html{font-size:var(--pst-font-size-base);scroll-padding-top:calc(var(--pst-header-height) + 1rem)}body{background-color:var(--pst-color-background);font-family:var(--pst-font-family-base);font-weight:400;line-height:1.65;color:var(--pst-color-text-base);min-height:100vh;display:flex;flex-direction:column}body::-webkit-scrollbar-track{background:var(--pst-color-background)}p{margin-bottom:1.15rem;font-size:1em;color:var(--pst-color-text-base)}p.rubric{border-bottom:1px solid var(--pst-color-border)}p.centered{text-align:center}a{word-wrap:break-word;color:var(--pst-color-link);text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em}a:hover{color:var(--pst-color-link-hover);text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none}a:active{color:var(--pst-color-link)}a:visited{color:var(--pst-color-link)}a:visited:hover{color:var(--pst-color-link-hover)}a:focus-visible{outline:2px solid var(--pst-color-accent)}a.headerlink{color:var(--pst-color-secondary);opacity:.7;font-size:.8em;padding:0 4px 0 4px;margin-left:.2em;text-decoration:none;transition:all .2s ease-out;user-select:none}a.headerlink:hover{opacity:1}a.github::before,a.gitlab::before{color:var(--pst-color-text-muted);font:var(--fa-font-brands);margin-right:.25rem}a.github::before{content:var(--pst-icon-github)}a.gitlab::before{content:var(--pst-icon-gitlab)}.heading-style,h6,h5,h4,h3,h2,h1{margin:2.75rem 0 1.05rem;font-family:var(--pst-font-family-heading);font-weight:var(--pst-font-weight-heading);line-height:1.15}h1{margin-top:0;font-size:var(--pst-font-size-h1);color:var(--pst-heading-color)}h2{font-size:var(--pst-font-size-h2);color:var(--pst-heading-color)}h3{font-size:var(--pst-font-size-h3);color:var(--pst-heading-color)}h4{font-size:var(--pst-font-size-h4);color:var(--pst-heading-color)}h5{font-size:var(--pst-font-size-h5);color:var(--pst-color-text-base)}h6{font-size:var(--pst-font-size-h6);color:var(--pst-color-text-base)}small,.text_small{font-size:var(--pst-font-size-milli)}hr{border:0;border-top:1px solid var(--pst-color-border)}pre,code,kbd,samp{font-family:var(--pst-font-family-monospace)}kbd{background-color:var(--pst-color-on-background);color:var(--pst-color-text-muted)}kbd:not(.compound){border:1px solid var(--pst-color-border);margin:0 .1rem;padding:.1rem .4rem;box-shadow:1px 1px 1px var(--pst-color-shadow)}code{color:var(--pst-color-inline-code)}pre{margin:1.5em 0 1.5em 0;padding:1rem;background-color:var(--pst-color-surface);color:var(--pst-color-text-base);line-height:1.2em;border:1px solid var(--pst-color-border);border-radius:.25rem}pre .linenos{opacity:.8;padding-right:10px}#pst-back-to-top{z-index:1080;position:fixed;display:none;top:80vh;left:50vw;transform:translate(-50%);color:var(--pst-color-secondary-text);background-color:var(--pst-color-secondary);border:none}.skip-link{position:fixed;top:0;left:0;right:0;text-align:center;background-color:var(--pst-color-warning);color:var(--pst-color-warning-text) !important;padding:.5rem;z-index:1055;border-bottom:1px solid var(--pst-color-border);transform:translateY(-100%);transition:transform 150ms ease-in-out}.skip-link:focus{transform:translateY(0%);outline:3px solid #14181e}.bd-container{flex-grow:1;display:flex;justify-content:center}.bd-container .bd-container__inner{display:flex}.bd-page-width{width:100%}@media(min-width: 960px){.bd-page-width{max-width:88rem}}.bd-header-version-warning,.bd-header-announcement{min-height:3rem;width:100%;display:flex;position:relative;align-items:center;justify-content:center;text-align:center;padding:.5rem 12.5%}@media(max-width: 959.98px){.bd-header-version-warning,.bd-header-announcement{padding:.5rem 2%}}.bd-header-version-warning p,.bd-header-announcement p{font-weight:bold;margin:0}.bd-header-version-warning:after,.bd-header-announcement:after{position:absolute;width:100%;height:100%;left:0;top:0;content:\"\";z-index:-1}.bd-header-version-warning:empty,.bd-header-announcement:empty{display:none}.bd-header-version-warning a,.bd-header-announcement a{color:var(--pst-color-inline-code-links)}.bd-header-announcement:after{background-color:var(--pst-color-secondary-bg)}.bd-header-version-warning:after{background-color:var(--pst-color-danger-bg)}.bd-main{flex-grow:1;flex-direction:column;display:flex;min-width:0}.bd-main .bd-content{display:flex;justify-content:center;height:100%}.bd-main .bd-content .bd-article-container{justify-content:start;display:flex;flex-direction:column;width:100%;max-width:60em;overflow-x:auto;padding:1rem}@media(min-width: 1200px){.bd-main .bd-content .bd-article-container .bd-article{padding-top:1.5rem;padding-left:2rem}}.bd-footer{width:100%;border-top:1px solid var(--pst-color-border)}.bd-footer .bd-footer__inner{display:flex;flex-grow:1;padding:1rem;margin:auto}.bd-footer .footer-items__start,.bd-footer .footer-items__center,.bd-footer .footer-items__end{display:flex;flex-direction:column;gap:.5rem;justify-content:center;flex-grow:1}.bd-footer .footer-items__center{text-align:center}.bd-footer .footer-items__end{text-align:end}.bd-footer .footer-item p{margin-bottom:0}.bd-footer-article{margin-top:auto}.bd-footer-article .footer-article-items{display:flex;flex-direction:column}.bd-footer-content .footer-content-items{display:flex;flex-direction:column;margin-top:auto}.bd-header{position:sticky;top:0;z-index:1030;background:var(--pst-color-on-background) !important;box-shadow:0 .125rem .25rem 0 var(--pst-color-shadow);width:100%;padding:0;max-width:100vw;justify-content:center}.bd-header .bd-header__inner{display:flex;align-items:center;height:fit-content;padding-left:1rem;padding-right:1rem}.bd-header .navbar-item{height:var(--pst-header-height);max-height:var(--pst-header-height);display:flex;align-items:center}.bd-header .navbar-header-items{display:none;flex-shrink:1}@media(min-width: 960px){.bd-header .navbar-header-items{display:flex;flex-grow:1;padding:0 0 0 .5rem}}.bd-header .navbar-header-items__end,.bd-header .navbar-header-items__center,.bd-header .navbar-header-items__start{display:flex;align-items:center;flex-flow:wrap;row-gap:0}.bd-header .navbar-header-items__end,.bd-header .navbar-header-items__center{column-gap:1rem}.bd-header .navbar-header-items__start{flex-shrink:0;margin-right:auto;gap:.5rem}.bd-header .navbar-header-items__end{justify-content:end}.bd-header .navbar-nav{display:flex}@media(min-width: 960px){.bd-header .navbar-nav{align-items:center}}.bd-header .navbar-nav li a.nav-link{color:var(--pst-color-text-muted);text-decoration:none}.bd-header .navbar-nav li a.nav-link:hover{color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none}.bd-header .navbar-nav li a.nav-link:focus-visible{outline:2px solid var(--pst-color-accent)}.bd-header .navbar-nav>.current>.nav-link{font-weight:600;color:var(--pst-color-primary);border-bottom:max(3px, .1875rem, .12em) solid var(--pst-color-primary)}.bd-header .navbar-nav .dropdown button{display:unset;color:var(--pst-color-text-muted);border:none}.bd-header .navbar-nav .dropdown button:hover{text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none;color:var(--pst-color-link-hover)}.bd-header .navbar-nav .dropdown button:focus-visible{outline:2px solid var(--pst-color-accent)}.bd-header .navbar-nav .dropdown .dropdown-menu{z-index:1070;border:1px solid var(--pst-color-border);box-shadow:0 0 .3rem .1rem var(--pst-color-shadow);background-color:var(--pst-color-on-background);padding:.5rem 0;margin:.5rem 0;min-width:20rem}.bd-header .navbar-nav .dropdown .dropdown-menu .dropdown-item{padding:.25rem 1.5rem}.bd-header .navbar-nav .dropdown .dropdown-menu .dropdown-item:focus:not(:hover):not(:active){background-color:inherit}.bd-header .navbar-nav .dropdown .dropdown-menu:not(.show){display:none}@media(min-width: 960px){.navbar-center-items .navbar-item{display:inline-block}}.nav-link{transition:none}.nav-link:hover{text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none;color:var(--pst-color-link-hover)}.nav-link.nav-external:after{font:var(--fa-font-solid);content:var(--pst-icon-external-link);font-size:.75em;margin-left:.3em}.bd-navbar-elements li.nav-item i{font-size:.7rem;padding-left:2px;vertical-align:middle}.bd-header label.sidebar-toggle{display:flex;cursor:pointer;font-size:var(--pst-font-size-icon);align-items:center;color:var(--pst-color-muted);margin-bottom:0;padding-bottom:.25rem}.bd-header label.primary-toggle{margin-right:1rem}@media(min-width: 960px){.bd-header label.primary-toggle{display:none}}.bd-header label.secondary-toggle{margin-left:1rem}@media(min-width: 1200px){.bd-header label.secondary-toggle{display:none}}.bd-header label:hover{color:var(--pst-color-link-hover);box-shadow:0px max(3px, .1875rem, .12em) 0px var(--pst-color-link-hover)}.bd-header label:focus-visible{outline:2px solid var(--pst-color-accent)}.bd-header .navbar-header-items{display:none}@media(min-width: 960px){.bd-header .navbar-header-items{display:inherit}}.navbar-persistent--mobile{margin-left:auto}@media(min-width: 960px){.navbar-persistent--mobile{display:none}}.navbar-persistent--container{display:none}@media(min-width: 960px){.navbar-persistent--container{display:flex}}.header-article__inner{display:flex;padding:0 .5rem}.header-article__inner .header-article-item{min-height:var(--pst-header-article-height);height:var(--pst-header-article-height)}.header-article__inner .header-article-items__start,.header-article__inner .header-article-items__end{display:flex;align-items:start;gap:.5rem}.header-article__inner .header-article-items__end{margin-left:auto}.bd-sidebar-primary{display:flex;flex-direction:column;gap:1rem;max-height:calc(100vh - var(--pst-header-height));position:sticky;top:var(--pst-header-height);flex:0 0 auto;width:25%;padding:2rem 1rem 1rem 1rem;border-right:1px solid var(--pst-color-border);background-color:var(--pst-color-background);overflow-y:auto;font-size:var(--pst-sidebar-font-size-mobile)}@media(min-width: 960px){.bd-sidebar-primary{font-size:var(--pst-sidebar-font-size)}}.bd-sidebar-primary .nav-link{font-size:var(--pst-sidebar-font-size-mobile)}.bd-sidebar-primary.no-sidebar{border-right:0}@media(min-width: 960px){.bd-sidebar-primary.hide-on-wide{display:none}}.bd-sidebar-primary h1,.bd-sidebar-primary h2,.bd-sidebar-primary h3,.bd-sidebar-primary h4{color:var(--pst-color-text-base)}.bd-sidebar-primary .sidebar-primary-items__start .sidebar-primary-item,.bd-sidebar-primary .sidebar-primary-items__end .sidebar-primary-item{padding:.5rem 0}.bd-sidebar-primary .sidebar-header-items{display:flex;flex-direction:column}.bd-sidebar-primary .sidebar-header-items .sidebar-header-items__title{font-weight:var(--pst-sidebar-header-font-weight);font-size:var(--pst-sidebar-header-font-size);color:var(--pst-color-text-base);margin-bottom:.5rem}.bd-sidebar-primary .sidebar-header-items .nav-item.dropdown button{display:none}.bd-sidebar-primary .sidebar-header-items .nav-item.dropdown .dropdown-menu{display:flex;flex-direction:column;padding:0;margin:0;border:none;background-color:inherit;font-size:inherit}.bd-sidebar-primary .sidebar-header-items .sidebar-header-items__center{display:flex;flex-direction:column}.bd-sidebar-primary .sidebar-header-items .sidebar-header-items__end{display:flex;align-items:center;gap:.5rem}@media(min-width: 960px){.bd-sidebar-primary .sidebar-header-items{display:none}}.bd-sidebar-primary .sidebar-primary-items__start{border-top:1px solid var(--pst-color-border)}@media(min-width: 960px){.bd-sidebar-primary .sidebar-primary-items__start{border-top:none}}.bd-sidebar-primary .sidebar-primary-items__end{margin-top:auto;margin-bottom:1em}.bd-sidebar-primary .list-caption{list-style:none;padding-left:0px}.bd-sidebar-primary li{position:relative}.bd-sidebar-primary li.has-children>.reference{padding-right:30px}.bd-sidebar-primary label.toctree-toggle{position:absolute;top:0;right:0;height:30px;width:30px;cursor:pointer;display:flex;justify-content:center;align-items:center}.bd-sidebar-primary label.toctree-toggle:hover{background:var(--pst-color-surface)}.bd-sidebar-primary label.toctree-toggle i{display:inline-block;font-size:.75rem;text-align:center}.bd-sidebar-primary label.toctree-toggle i:hover{color:var(--pst-color-primary)}.bd-sidebar-primary .label-parts{width:100%;height:100%}.bd-sidebar-primary .label-parts:hover{background:none}.bd-sidebar-primary .label-parts i{width:30px;position:absolute;top:.3em;right:0em}nav.bd-links{margin-right:-1rem}@media(min-width: 960px){nav.bd-links{display:block}}nav.bd-links ul{list-style:none}nav.bd-links ul ul{padding:0 0 0 1rem}nav.bd-links li>a{display:block;padding:.25rem .65rem;color:var(--pst-color-text-muted);text-decoration:none;box-shadow:none}nav.bd-links li>a:hover{text-decoration:underline;background-color:rgba(0,0,0,0);color:var(--pst-color-link-hover);text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none}nav.bd-links li>a:active{color:var(--pst-color-link-hover)}nav.bd-links li>a.reference.external:after{font:var(--fa-font-solid);content:var(--pst-icon-external-link);font-size:.75em;margin-left:.3em}nav.bd-links .current>a{font-weight:600;color:var(--pst-color-primary);box-shadow:inset max(3px, .1875rem, .12em) 0px 0px var(--pst-color-primary);background-color:rgba(0,0,0,0)}nav.bd-links p.bd-links__title{font-size:var(--pst-sidebar-header-font-size);font-weight:var(--pst-sidebar-header-font-weight);margin-bottom:.5rem}nav.bd-links p.caption{font-weight:var(--pst-sidebar-header-font-weight);position:relative;margin-top:1.25rem;margin-bottom:.5rem;color:var(--pst-color-text-base);font-size:var(--pst-sidebar-font-size-mobile)}nav.bd-links p.caption:first-child{margin-top:0}@media(min-width: 960px){nav.bd-links p.caption{font-size:var(--pst-sidebar-font-size)}}.bd-sidebar-secondary{display:flex;order:2;flex-shrink:0;flex-direction:column;position:sticky;top:var(--pst-header-height);max-height:calc(100vh - var(--pst-header-height));padding:2rem 1rem 1rem 1rem;width:var(--pst-sidebar-secondary);font-size:var(--pst-sidebar-font-size-mobile);background-color:var(--pst-color-background);overflow-y:auto}@media(min-width: 1200px){.bd-sidebar-secondary{font-size:var(--pst-sidebar-font-size)}}.sidebar-secondary-item{padding:.5rem .5rem}@media(min-width: 1200px){.sidebar-secondary-item{border-left:1px solid var(--pst-color-border);padding-left:1rem}}.sidebar-secondary-item i{padding-right:.5rem}input.sidebar-toggle{display:none}label.overlay{background-color:#000;opacity:.5;height:0;width:0;position:fixed;top:0;left:0;transition:opacity 200ms ease-out;z-index:1050}input#__primary:checked+label.overlay.overlay-primary,input#__secondary:checked+label.overlay.overlay-secondary{height:100vh;width:100vw}input#__primary:checked~.bd-container .bd-sidebar-primary{visibility:visible;margin-left:0}input#__secondary:checked~.bd-container .bd-sidebar-secondary{visibility:visible;margin-right:0}@media(min-width: 960px){label.sidebar-toggle.primary-toggle{display:none}input#__primary:checked+label.overlay.overlay-primary{height:0;width:0}.bd-sidebar-primary{margin-left:0;visibility:visible}}@media(max-width: 959.98px){.bd-sidebar-primary{position:fixed;top:0;z-index:1055;height:100vh;max-height:100vh;width:75%;flex-grow:.75;max-width:350px;transition:visibility 200ms ease-out,margin 200ms ease-out;visibility:hidden;margin-left:-75%;left:0}}@media(max-width: 1199.98px){.bd-sidebar-secondary{position:fixed;top:0;z-index:1055;height:100vh;max-height:100vh;width:75%;flex-grow:.75;max-width:350px;transition:visibility 200ms ease-out,margin 200ms ease-out;visibility:hidden;margin-right:-75%;right:0}}ul.bd-breadcrumbs{list-style:none;padding-left:0;display:flex;flex-wrap:wrap;font-size:.8rem}ul.bd-breadcrumbs li.breadcrumb-item{display:flex;align-items:baseline;font-weight:bold}ul.bd-breadcrumbs li.breadcrumb-item a{color:var(--pst-color-text-muted);text-decoration:none}ul.bd-breadcrumbs li.breadcrumb-item a:hover{color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none}ul.bd-breadcrumbs li.breadcrumb-item a:focus-visible{outline:2px solid var(--pst-color-accent)}ul.bd-breadcrumbs li.breadcrumb-item:not(.breadcrumb-home):before{font:var(--fa-font-solid);font-size:.8rem;content:var(--pst-breadcrumb-divider);color:var(--pst-color-text-muted);padding:0 .5rem}.navbar-icon-links{display:flex;flex-direction:row;column-gap:1rem;flex-wrap:wrap}.navbar-icon-links li.nav-item a.nav-link{padding-left:0;padding-right:0}.navbar-icon-links li.nav-item a.nav-link:hover{color:var(--pst-color-link-hover);box-shadow:0px max(3px, .1875rem, .12em) 0px var(--pst-color-link-hover)}.navbar-icon-links a span{display:flex;align-items:center}.navbar-icon-links i.fa-brands,.navbar-icon-links i.fa-regular,.navbar-icon-links i.fa-solid{vertical-align:middle;font-style:normal;font-size:var(--pst-font-size-icon)}.navbar-icon-links i.fa-square-twitter:before{color:#55acee}.navbar-icon-links i.fa-square-gitlab:before{color:#548}.navbar-icon-links i.fa-bitbucket:before{color:#0052cc}.navbar-icon-links img.icon-link-image{height:1.5em;border-radius:.2rem}.navbar-brand{position:relative;height:var(--pst-header-height);max-height:var(--pst-header-height);padding:.5rem 0;width:auto;margin:0;display:flex;flex-shrink:0;align-items:center;gap:.5rem}.navbar-brand p{margin-bottom:0}.navbar-brand img{max-width:100%;height:100%;width:auto}.navbar-brand a{text-decoration:none}.navbar-brand:hover:hover{text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none;color:var(--pst-color-link-hover)}.navbar-brand:visited:hover:hover{text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none;color:var(--pst-color-link-hover)}.navbar-nav ul{display:block;list-style:none}.navbar-nav ul ul{padding:0 0 0 1rem}.navbar-nav li{display:flex;flex-direction:column}.navbar-nav li a{display:flex;align-items:center;height:100%;padding-top:.25rem;padding-bottom:.25rem;color:var(--pst-color-text-muted);text-decoration:none}.navbar-nav li a:hover{color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none}.navbar-nav li a:focus-visible{outline:2px solid var(--pst-color-accent)}.navbar-nav .toctree-checkbox{position:absolute;display:none}.navbar-nav .toctree-checkbox~ul{display:none}.navbar-nav .toctree-checkbox~label i{transform:rotate(0deg)}.navbar-nav .toctree-checkbox:checked~ul{display:block}.navbar-nav .toctree-checkbox:checked~label i{transform:rotate(180deg)}.bd-header .navbar-nav>p.sidebar-header-items__title{display:none}.page-toc .section-nav{padding-left:0;border-bottom:none}.page-toc .section-nav ul{padding-left:1rem}.page-toc .nav-link{font-size:var(--pst-sidebar-font-size-mobile)}@media(min-width: 1200px){.page-toc .nav-link{font-size:var(--pst-sidebar-font-size)}}.page-toc .onthispage{color:var(--pst-color-text-base);font-weight:var(--pst-sidebar-header-font-weight);margin-bottom:.5rem}.prev-next-area{width:100%}.prev-next-area p{margin:0 .3em;line-height:1.3em}.prev-next-area i{font-size:1.2em}.prev-next-area a{display:flex;align-items:center;border:none;padding:10px;max-width:45%;overflow-x:hidden;color:var(--pst-color-text-muted);text-decoration:none}.prev-next-area a p.prev-next-title{word-wrap:break-word;color:var(--pst-color-link);text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;font-weight:var(--pst-admonition-font-weight-heading);font-size:1.1em}.prev-next-area a p.prev-next-title:hover{color:var(--pst-color-link-hover);text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none}.prev-next-area a p.prev-next-title:active{color:var(--pst-color-link)}.prev-next-area a p.prev-next-title:visited{color:var(--pst-color-link)}.prev-next-area a p.prev-next-title:visited:hover{color:var(--pst-color-link-hover)}.prev-next-area a p.prev-next-title:focus-visible{outline:2px solid var(--pst-color-accent)}.prev-next-area a:hover p.prev-next-title:hover{text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none;color:var(--pst-color-link-hover)}.prev-next-area a:visited p.prev-next-title{color:var(--pst-color-link)}.prev-next-area a:visited p.prev-next-title:hover{color:var(--pst-color-link-hover)}.prev-next-area a .prev-next-info{flex-direction:column;margin:0 .5em}.prev-next-area a .prev-next-info .prev-next-subtitle{text-transform:capitalize}.prev-next-area a.left-prev{float:left}.prev-next-area a.right-next{float:right}.prev-next-area a.right-next div.prev-next-info{text-align:right}.bd-search{position:relative;padding-left:.5rem;gap:.5rem;background-color:var(--pst-color-background);border-radius:.25rem;border:1px solid var(--pst-color-border);color:var(--pst-color-text-base)}.bd-search:active{background-color:var(--pst-color-background);color:var(--pst-color-text-muted)}.bd-search .icon{position:absolute;color:var(--pst-color-border);left:25px}.bd-search .fa-solid.fa-magnifying-glass{position:absolute;left:calc((2.5rem - .7em)/2);color:var(--pst-color-text-muted)}.bd-search input::placeholder{color:var(--pst-color-text-muted)}.bd-search input::-webkit-search-cancel-button,.bd-search input::-webkit-search-decoration{-webkit-appearance:none;appearance:none}.bd-search .search-button__kbd-shortcut{display:flex;position:absolute;right:.5rem;color:var(--pst-color-border)}.form-control{background-color:var(--pst-color-background);color:var(--pst-color-text-base)}.form-control:focus,.form-control:focus-visible{border:none;box-shadow:none;outline:3px solid var(--pst-color-accent);background-color:var(--pst-color-background);color:var(--pst-color-text-muted)}.search-button{display:flex;align-items:center;align-content:center;color:var(--pst-color-text-muted);padding:0 0 .25rem 0;border-radius:0}.search-button:hover{color:var(--pst-color-link-hover);box-shadow:0px max(3px, .1875rem, .12em) 0px var(--pst-color-link-hover)}.search-button:focus-visible{outline:2px solid var(--pst-color-accent)}.search-button i{font-size:1.3rem}.search-button__search-container,.search-button__overlay{display:none}.search-button__wrapper.show .search-button__search-container{display:flex;position:fixed;z-index:1055;top:30%;left:50%;transform:translate(-50%, -50%);right:1rem;margin-top:.5rem;width:90%;max-width:800px}.search-button__wrapper.show .search-button__overlay{display:flex;position:fixed;z-index:1050;background-color:#000;opacity:.5;width:100%;height:100%;top:0px;left:0px}.search-button__wrapper.show form.bd-search{flex-grow:1;padding-top:0;padding-bottom:0}.search-button__wrapper.show svg,.search-button__wrapper.show input{font-size:var(--pst-font-size-icon)}.search-button-field{display:inline-flex;align-items:center;border:var(--pst-color-border) solid 1px;border-radius:1.5em;color:var(--pst-color-text-muted);padding:.5em;background-color:var(--pst-color-surface)}.search-button-field:hover{border:2px solid var(--pst-color-link-hover)}.search-button-field:focus-visible{border:2px solid var(--pst-color-accent)}.search-button-field .search-button__default-text{font-size:var(--bs-nav-link-font-size);font-weight:var(--bs-nav-link-font-weight);margin-right:.5em;margin-left:.5em}.search-button-field .kbd-shortcut__modifier{font-size:.75em}.search-button-field>*{align-items:center}.search-button-field>:not(svg){display:none}@media(min-width: 960px){.search-button-field>:not(svg){display:flex}}div#searchbox p.highlight-link{margin:1rem 0;width:fit-content;box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow) !important}@media(min-width: 1200px){div#searchbox p.highlight-link{margin-left:2rem}}div#searchbox p.highlight-link a{border-radius:.25rem;font-size:1.25rem;padding:.75rem;background-color:var(--pst-color-primary);color:var(--pst-color-primary-text);text-decoration:none;transition:box-shadow .25s ease-out}div#searchbox p.highlight-link a:hover{box-shadow:inset 0px 0px 50px 50px rgba(0,0,0,.25)}div#searchbox p.highlight-link a:before{content:var(--pst-icon-search-minus);color:unset;font:var(--fa-font-solid);margin-right:.5rem}.theme-switch-button{margin:0 -0.5rem;padding:0;color:var(--pst-color-text-muted);border-radius:0}.theme-switch-button:focus-visible{outline:2px solid var(--pst-color-accent)}.theme-switch-button span{display:none;padding:.5em}.theme-switch-button span:hover{color:var(--pst-color-link-hover);box-shadow:0px max(3px, .1875rem, .12em) 0px var(--pst-color-link-hover)}.theme-switch-button span:active{text-decoration:none;color:var(--pst-color-link-hover)}html[data-mode=auto] .theme-switch-button span[data-mode=auto]{display:flex}html[data-mode=light] .theme-switch-button span[data-mode=light]{display:flex}html[data-mode=dark] .theme-switch-button span[data-mode=dark]{display:flex}button.btn.version-switcher__button{border-color:var(--pst-color-border);color:var(--pst-color-text-base);margin-bottom:1em}@media(min-width: 960px){button.btn.version-switcher__button{margin-bottom:unset}}button.btn.version-switcher__button:hover{text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none;color:var(--pst-color-link-hover)}button.btn.version-switcher__button:focus-visible{outline:2px solid var(--pst-color-accent)}button.btn.version-switcher__button:active{color:var(--pst-color-text-base);border-color:var(--pst-color-border)}.version-switcher__menu{border-color:var(--pst-color-border);border-radius:var(--bs-dropdown-border-radius)}.version-switcher__menu a.list-group-item{background-color:var(--pst-color-on-background);color:var(--pst-color-text-base);padding:.75rem 1.25rem}.version-switcher__menu a.list-group-item:not(:last-child){border-bottom:1px solid var(--pst-color-border)}.version-switcher__menu a.list-group-item:hover{text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none;color:var(--pst-color-link-hover)}.version-switcher__menu a.list-group-item:hover{background-color:var(--pst-color-surface)}.version-switcher__menu a.list-group-item.active{font-weight:600;color:var(--pst-color-primary);box-shadow:inset max(3px, .1875rem, .12em) 0px 0px var(--pst-color-primary);position:relative;z-index:1}.version-switcher__menu a.list-group-item.active span:before{content:\"\";width:100%;height:100%;position:absolute;z-index:-1;left:0;top:0}button.version-switcher__button,.version-switcher__menu{font-size:1.1em;z-index:1055}@media(min-width: 960px){button.version-switcher__button,.version-switcher__menu{font-size:unset}}nav.page-toc{margin-bottom:1rem}.bd-toc .nav .nav,.list-caption .nav{display:none}.bd-toc .nav .nav.visible,.list-caption .nav.visible{display:block}.bd-toc .nav>.active>ul,.list-caption>.active>ul{display:block}.toc-entry{display:block}.toc-entry a>code{color:var(--pst-color-text-muted)}.toc-entry a.nav-link{display:block;padding:.125rem 0;padding-left:1rem;margin-left:-1rem;color:var(--pst-color-text-muted);text-decoration:none}.toc-entry a.nav-link:hover{text-decoration:underline;background-color:rgba(0,0,0,0);color:var(--pst-color-link-hover);text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none}.toc-entry a.nav-link:active{color:var(--pst-color-link-hover)}.toc-entry a.nav-link.active{font-weight:600;color:var(--pst-color-primary);box-shadow:inset max(3px, .1875rem, .12em) 0px 0px var(--pst-color-primary);background-color:rgba(0,0,0,0)}.toc-entry a.nav-link.active:hover{color:var(--pst-color-link-hover)}div.versionadded,div.versionchanged,div.deprecated{vertical-align:middle;margin:1.5625em auto;padding:0 .6rem 0 .6rem;overflow:hidden;page-break-inside:avoid;border-left:.2rem solid;border-color:var(--pst-color-info);border-radius:.25rem;background-color:var(--pst-color-on-background);box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow) !important;position:relative}div.versionadded>p,div.versionchanged>p,div.deprecated>p{margin-bottom:.6rem;margin-top:.6rem}div.versionadded{border-color:var(--pst-color-success);background-color:var(--pst-color-success-bg)}div.versionchanged{border-color:var(--pst-color-warning);background-color:var(--pst-color-warning-bg)}div.deprecated{border-color:var(--pst-color-danger);background-color:var(--pst-color-danger-bg)}span.versionmodified{font-weight:600}span.versionmodified:before{margin-right:.6rem;color:var(--pst-color-info);font:var(--fa-font-solid);content:var(--pst-icon-versionmodified-default)}span.versionmodified.added:before{color:var(--pst-color-success);content:var(--pst-icon-versionmodified-added)}span.versionmodified.changed:before{color:var(--pst-color-warning);content:var(--pst-icon-versionmodified-changed)}span.versionmodified.deprecated:before{color:var(--pst-color-danger);content:var(--pst-icon-versionmodified-deprecated)}.sidebar-indices-items{display:flex;flex-direction:column;border-top:1px solid var(--pst-color-border)}@media(min-width: 960px){.sidebar-indices-items{border-top:none}}.sidebar-indices-items .sidebar-indices-items__title{font-weight:var(--pst-sidebar-header-font-weight);font-size:var(--pst-sidebar-header-font-size);color:var(--pst-color-text-base);margin-bottom:.5rem}.sidebar-indices-items ul.indices-link{margin-right:-1rem;list-style:none;padding:0}.sidebar-indices-items ul.indices-link li>a{display:block;padding:.25rem 0;color:var(--pst-color-text-muted)}.sidebar-indices-items ul.indices-link li>a:hover{color:var(--pst-color-primary);text-decoration:none;background-color:rgba(0,0,0,0)}.bd-sidebar-primary div#rtd-footer-container{position:sticky;bottom:-1rem;margin:-1rem}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge{position:unset;font-size:.9em;font-family:var(--pst-font-family-base);max-width:unset}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .rst-current-version{display:flex;align-items:center;gap:.2rem;height:2.5rem;transition:background-color .2s ease-out;background-color:var(--pst-color-background);color:var(--pst-color-success);border-top:1px solid var(--pst-color-border)}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .fa.fa-book{color:var(--pst-color-text-muted);margin-right:auto}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .fa.fa-book::after{color:var(--pst-color-text-base);content:\"Read The Docs\";font-family:var(--pst-font-family-base);font-weight:var(--pst-admonition-font-weight-heading)}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .fa.fa-caret-down{color:var(--pst-color-text-muted)}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge.shift-up .rst-current-version{border-bottom:1px solid var(--pst-color-border)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions{background-color:var(--pst-color-surface);color:var(--pst-color-text-base)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions dl dd a{color:var(--pst-color-text-muted)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions hr{background-color:var(--pst-color-border)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions small a{color:var(--pst-color-link)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions input{padding-left:.5rem;border:1px solid var(--pst-color-border);background-color:var(--pst-color-surface)}div.admonition,.admonition{margin:1.5625em auto;padding:0 .6rem .8rem .6rem;overflow:hidden;page-break-inside:avoid;border-left:.2rem solid;border-color:var(--pst-color-info);border-radius:.25rem;background-color:var(--pst-color-on-background);box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow) !important}div.admonition *:last-child,.admonition *:last-child{margin-bottom:0}div.admonition p.admonition-title~*,.admonition p.admonition-title~*{margin-left:1.4rem;margin-right:1.4rem}div.admonition>ol,div.admonition>ul,.admonition>ol,.admonition>ul{margin-left:1em}div.admonition>.admonition-title,.admonition>.admonition-title{margin:0 -0.6rem;padding:.4rem .6rem .4rem 2rem;font-weight:var(--pst-admonition-font-weight-heading);position:relative;z-index:1}div.admonition>.admonition-title:before,.admonition>.admonition-title:before{content:\"\";width:100%;height:100%;position:absolute;left:0;top:0;background-color:var(--pst-color-info-bg);z-index:-1;pointer-events:none}div.admonition>.admonition-title:after,.admonition>.admonition-title:after{position:absolute;left:.5rem;width:1rem;height:1rem;color:var(--pst-color-info);font:var(--fa-font-solid);line-height:inherit;content:var(--pst-icon-admonition-default);opacity:1}div.admonition>.admonition-title+*,.admonition>.admonition-title+*{margin-top:.4em}div.admonition.attention,.admonition.attention{border-color:var(--pst-color-attention)}div.admonition.attention>.admonition-title:before,.admonition.attention>.admonition-title:before{background-color:var(--pst-color-attention-bg)}div.admonition.attention>.admonition-title:after,.admonition.attention>.admonition-title:after{color:var(--pst-color-attention);content:var(--pst-icon-admonition-attention)}div.admonition.caution,.admonition.caution{border-color:var(--pst-color-warning)}div.admonition.caution>.admonition-title:before,.admonition.caution>.admonition-title:before{background-color:var(--pst-color-warning-bg)}div.admonition.caution>.admonition-title:after,.admonition.caution>.admonition-title:after{color:var(--pst-color-warning);content:var(--pst-icon-admonition-caution)}div.admonition.warning,.admonition.warning{border-color:var(--pst-color-warning)}div.admonition.warning>.admonition-title:before,.admonition.warning>.admonition-title:before{background-color:var(--pst-color-warning-bg)}div.admonition.warning>.admonition-title:after,.admonition.warning>.admonition-title:after{color:var(--pst-color-warning);content:var(--pst-icon-admonition-warning)}div.admonition.danger,.admonition.danger{border-color:var(--pst-color-danger)}div.admonition.danger>.admonition-title:before,.admonition.danger>.admonition-title:before{background-color:var(--pst-color-danger-bg)}div.admonition.danger>.admonition-title:after,.admonition.danger>.admonition-title:after{color:var(--pst-color-danger);content:var(--pst-icon-admonition-danger)}div.admonition.error,.admonition.error{border-color:var(--pst-color-danger)}div.admonition.error>.admonition-title:before,.admonition.error>.admonition-title:before{background-color:var(--pst-color-danger-bg)}div.admonition.error>.admonition-title:after,.admonition.error>.admonition-title:after{color:var(--pst-color-danger);content:var(--pst-icon-admonition-error)}div.admonition.hint,.admonition.hint{border-color:var(--pst-color-success)}div.admonition.hint>.admonition-title:before,.admonition.hint>.admonition-title:before{background-color:var(--pst-color-success-bg)}div.admonition.hint>.admonition-title:after,.admonition.hint>.admonition-title:after{color:var(--pst-color-success);content:var(--pst-icon-admonition-hint)}div.admonition.tip,.admonition.tip{border-color:var(--pst-color-success)}div.admonition.tip>.admonition-title:before,.admonition.tip>.admonition-title:before{background-color:var(--pst-color-success-bg)}div.admonition.tip>.admonition-title:after,.admonition.tip>.admonition-title:after{color:var(--pst-color-success);content:var(--pst-icon-admonition-tip)}div.admonition.important,.admonition.important{border-color:var(--pst-color-attention)}div.admonition.important>.admonition-title:before,.admonition.important>.admonition-title:before{background-color:var(--pst-color-attention-bg)}div.admonition.important>.admonition-title:after,.admonition.important>.admonition-title:after{color:var(--pst-color-attention);content:var(--pst-icon-admonition-important)}div.admonition.note,.admonition.note{border-color:var(--pst-color-info)}div.admonition.note>.admonition-title:before,.admonition.note>.admonition-title:before{background-color:var(--pst-color-info-bg)}div.admonition.note>.admonition-title:after,.admonition.note>.admonition-title:after{color:var(--pst-color-info);content:var(--pst-icon-admonition-note)}div.admonition.seealso,.admonition.seealso{border-color:var(--pst-color-success)}div.admonition.seealso>.admonition-title:before,.admonition.seealso>.admonition-title:before{background-color:var(--pst-color-success-bg)}div.admonition.seealso>.admonition-title:after,.admonition.seealso>.admonition-title:after{color:var(--pst-color-success);content:var(--pst-icon-admonition-seealso)}div.admonition.admonition-todo,.admonition.admonition-todo{border-color:var(--pst-color-secondary)}div.admonition.admonition-todo>.admonition-title:before,.admonition.admonition-todo>.admonition-title:before{background-color:var(--pst-color-secondary-bg)}div.admonition.admonition-todo>.admonition-title:after,.admonition.admonition-todo>.admonition-title:after{color:var(--pst-color-secondary);content:var(--pst-icon-admonition-todo)}div.admonition.sidebar,.admonition.sidebar{max-width:40%;float:right;clear:both;margin-left:.5rem;margin-top:0;border-width:0 0 0 .2rem}div.admonition.sidebar.attention,div.admonition.sidebar.important,.admonition.sidebar.attention,.admonition.sidebar.important{border-color:var(--pst-color-attention)}div.admonition.sidebar.caution,div.admonition.sidebar.warning,.admonition.sidebar.caution,.admonition.sidebar.warning{border-color:var(--pst-color-warning)}div.admonition.sidebar.danger,div.admonition.sidebar.error,.admonition.sidebar.danger,.admonition.sidebar.error{border-color:var(--pst-color-danger)}div.admonition.sidebar.hint,div.admonition.sidebar.tip,div.admonition.sidebar.seealso,.admonition.sidebar.hint,.admonition.sidebar.tip,.admonition.sidebar.seealso{border-color:var(--pst-color-success)}div.admonition.sidebar.note,div.admonition.sidebar.todo,.admonition.sidebar.note,.admonition.sidebar.todo{border-color:var(--pst-color-info)}div.admonition.sidebar p.admonition-title~*,.admonition.sidebar p.admonition-title~*{margin-left:0rem;margin-right:0rem}div.topic,div.topic.contents,nav.contents,aside.topic{display:flex;flex-direction:column;background-color:var(--pst-color-surface);border-color:var(--pst-color-border);border-radius:.25rem;padding:1rem 1.25rem;box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow) !important}div.topic .topic-title,div.topic.contents .topic-title,nav.contents .topic-title,aside.topic .topic-title{margin:0 0 .5rem 0}div.topic p,div.topic.contents p,nav.contents p,aside.topic p{color:var(--pst-color-on-surface) !important}div.topic ul.simple,div.topic.contents ul.simple,nav.contents ul.simple,aside.topic ul.simple{padding-left:1rem}div.topic ul.simple ul,div.topic.contents ul.simple ul,nav.contents ul.simple ul,aside.topic ul.simple ul{padding-left:2em}aside.sidebar{border:1px solid var(--pst-color-border);background-color:var(--pst-color-surface);border-radius:.25rem;margin-left:.5rem;padding:0}aside.sidebar>*:last-child{padding-bottom:1rem}aside.sidebar p.sidebar-title{position:relative;margin-bottom:0;padding-top:.5rem;padding-bottom:.5rem;border-bottom:1px solid var(--pst-color-border);font-family:var(--pst-font-family-heading);font-weight:var(--pst-admonition-font-weight-heading)}aside.sidebar>*:not(.sidebar-title):first-child,aside.sidebar>p.sidebar-title+*{margin-top:1rem}aside.sidebar>*{padding-left:1rem;padding-right:1rem}p.rubric{display:flex;flex-direction:column}.seealso dd{margin-top:0;margin-bottom:0}table.field-list{border-collapse:separate;border-spacing:10px;margin-left:1px}table.field-list th.field-name{padding:1px 8px 1px 5px;white-space:nowrap;background-color:var(--pst-color-surface)}table.field-list td.field-body p{font-style:italic}table.field-list td.field-body p>strong{font-style:normal}table.field-list td.field-body blockquote{border-left:none;margin:0em 0em .3em;padding-left:30px}.table.autosummary td:first-child{white-space:nowrap}.sig{font-family:var(--pst-font-family-monospace)}.sig-inline.c-texpr,.sig-inline.cpp-texpr{font-family:unset}.sig.c .k,.sig.c .kt,.sig.cpp .k,.sig.cpp .kt{color:var(--pst-color-text-base)}.sig.c .m,.sig.cpp .m{color:var(--pst-color-text-base)}.sig.c .s,.sig.c .sc,.sig.cpp .s,.sig.cpp .sc{color:var(--pst-color-text-base)}.sig-name{color:var(--pst-color-inline-code)}.sig-param .o,.sig-param .default_value{color:var(--pst-color-text-muted);font-weight:normal}dt:target,span.highlighted{background-color:var(--pst-color-target)}.viewcode-back{font-family:var(--pst-font-family-base)}.viewcode-block:target{border-top:1px solid var(--pst-color-border);border-bottom:1px solid var(--pst-color-border);position:relative;background-color:var(--pst-color-target)}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dd{margin-left:2rem}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dd>dl.simple>dt{display:flex}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dl.field-list{display:grid;grid-template-columns:unset}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dt.field-odd,dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dt.field-even{margin-top:.2rem;margin-bottom:.1rem;background-color:var(--pst-color-surface)}div[class*=highlight-],div.highlight,div.literal-block-wrapper{display:flex;flex-direction:column;width:unset;border-radius:.25rem}div.literal-block-wrapper{border:1px solid var(--pst-color-border);border-radius:.25rem}div.literal-block-wrapper div.code-block-caption{margin:0;border-bottom:1px solid var(--pst-color-border);padding:.5rem;font-size:1rem;font-weight:var(--pst-font-weight-caption)}div.literal-block-wrapper div.code-block-caption a.headerlink{font-size:inherit}div.literal-block-wrapper div[class*=highlight-]{margin:0;border-radius:0}div.literal-block-wrapper div[class*=highlight-] pre{border:none;box-shadow:none}code.literal{padding:.1rem .25rem;background-color:var(--pst-color-surface);border:1px solid var(--pst-color-border);border-radius:.25rem}a>code{color:var(--pst-color-inline-code-links)}html[data-theme=light] .highlight .nf{color:#0078a1 !important}span.linenos{opacity:.8 !important}figure a.headerlink{position:absolute;font-size:inherit}figure:hover a.headerlink{visibility:visible}figure figcaption{font-family:var(--pst-font-family-heading);font-weight:var(--pst-font-weight-caption);color:var(--pst-color-text-muted);margin-left:auto;margin-right:auto}figure figcaption table.table{width:fit-content;margin-left:auto;margin-right:auto}dt.label>span.brackets:not(:only-child):before{content:\"[\"}dt.label>span.brackets:not(:only-child):after{content:\"]\"}a.footnote-reference{vertical-align:super;font-size:small}aside.footnote{margin-bottom:.5rem}aside.footnote:last-child{margin-bottom:1rem}aside.footnote span.label,aside.footnote span.backrefs{font-weight:bold}aside.footnote:target{background-color:var(--pst-color-target)}table.highlighttable td.linenos,span.linenos,div.doctest>div.highlight span.gp{user-select:none;-webkit-user-select:text;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none}dd{margin-top:3px;margin-bottom:10px;margin-left:30px}ol,ul{padding-inline-start:2rem}ol li>p:first-child,ul li>p:first-child{margin-bottom:.25rem;margin-top:.25rem}blockquote{padding:1em 1em;color:var(--pst-color-text-muted);border-left:.25em solid var(--pst-color-border);border-radius:.25rem;position:relative}blockquote p{color:var(--pst-color-text-base)}blockquote .line-block{margin:0 0}blockquote p:last-child{margin-bottom:0}blockquote:before{content:\"\";width:100%;height:100%;position:absolute;left:0;top:0;background-color:var(--pst-color-on-background);z-index:-1;pointer-events:none}blockquote:before{z-index:-1}span.guilabel{border:1px solid var(--pst-color-info);color:var(--pst-color-info);font-size:80%;font-weight:700;border-radius:4px;padding:2.4px 6px;margin:auto 2px;position:relative}span.guilabel:before{content:\"\";width:100%;height:100%;position:absolute;left:0;top:0;background-color:var(--pst-color-info-bg);z-index:-1;pointer-events:none}a.reference.download:before{content:var(--pst-icon-download);font:var(--fa-font-solid);font-size:.8em;padding:0 .25em;color:var(--pst-color-text-muted)}table{display:table;overflow:auto;margin-left:auto;margin-right:auto}table.table-right{margin-right:0}table.table-left{margin-left:0}table caption{text-align:center;caption-side:top;color:var(--pst-color-text-muted)}th.text-align\\:left,td.text-align\\:left{text-align:left}th.text-align\\:right,td.text-align\\:right{text-align:right}th.text-align\\:center,td.text-align\\:center{text-align:center}.table{--bs-table-bg: transparent}.toctree-wrapper p.caption{font-size:1.5em;margin-bottom:0em}.toctree-wrapper>ul{padding-left:0}.toctree-wrapper li[class^=toctree-l]{list-style:none;margin-bottom:.2em}.toctree-wrapper li[class^=toctree-l]>a{list-style:none;font-size:1.1em}.toctree-wrapper li[class^=toctree-l]>ul{list-style:none;padding-inline-start:1.5em}.toctree-wrapper .toctree-l1>a{font-size:1.3em}div.topic.contents ul.simple,nav.contents ul.simple{list-style:none;padding-left:0}span.math,div.math{align-items:center;display:flex;max-width:100%;overflow:hidden}span.math{display:inline-flex}div.math{gap:.5em;flex-direction:row-reverse}div.math span.eqno a.headerlink{position:relative;font-size:1em}div.math mjx-container{flex-grow:1;padding-bottom:.2rem;overflow:auto}div.math mjx-container mjx-assistive-mml{height:0}.ablog-sidebar-item h2,.ablog-sidebar-item h3{font-size:var(--pst-sidebar-header-font-size);margin-top:.5rem}.ablog-sidebar-item h2 a,.ablog-sidebar-item h3 a{color:var(--pst-color-text-base)}.ablog-sidebar-item ul{list-style:none;padding-left:0;overflow-y:hidden;display:flex;flex-direction:column;gap:.5em;margin-bottom:0}.ablog-sidebar-item ul.ablog-cloud{flex-direction:row;flex-flow:wrap;gap:.5rem}.ablog-sidebar-item ul.ablog-cloud li{display:flex;align-items:center}.ablog__prev-next{font-size:1.2em;display:flex;padding:1rem 0}.ablog__prev-next>span{display:flex;max-width:45%}.ablog__prev-next>span a{display:flex;align-items:center;margin-left:auto;gap:1rem;line-height:1.5rem}.ablog__prev-next>span a i:before{color:var(--pst-color-text-base)}.ablog__prev-next span.ablog__prev i.fa-arrow-circle-left:before{content:var(--pst-icon-angle-left)}.ablog__prev-next span.ablog__spacer{display:none}.ablog__prev-next span.ablog__next{margin-left:auto;text-align:right}.ablog__prev-next span.ablog__next i.fa-arrow-circle-right:before{content:var(--pst-icon-angle-right)}.ablog__collection,.postlist{padding-left:0}.ablog__collection .ablog-post,.postlist .ablog-post{list-style:none}.ablog__collection .ablog-post .ablog-archive,.postlist .ablog-post .ablog-archive{display:flex;flex-direction:row;flex-wrap:wrap;gap:1rem;list-style:none;font-size:.75rem;padding-left:0}.ablog__collection .ablog-post .ablog-post-title,.postlist .ablog-post .ablog-post-title{margin-top:0;font-size:1.25rem}.ablog__collection .ablog-post .ablog-post-title a,.postlist .ablog-post .ablog-post-title a{font-weight:bold}.ablog__collection .ablog-post .ablog-post-expand,.postlist .ablog-post .ablog-post-expand{margin-bottom:.5rem}.docutils.container{padding-left:unset;padding-right:unset;margin-left:unset;margin-right:unset;max-width:unset;width:unset}div.highlight button.copybtn{display:flex;align-items:center;justify-content:center;background-color:unset;border:none;background-color:var(--pst-color-surface)}div.highlight button.copybtn:not(.success){color:var(--pst-color-muted)}div.highlight button.copybtn:hover:not(.success){color:var(--pst-color-text);background-color:var(--pst-color-shadow)}div.highlight button.copybtn.o-tooltip--left:after{color:var(--pst-color-text);background-color:var(--pst-color-surface)}#ethical-ad-placement .ethical-sidebar a,#ethical-ad-placement .ethical-sidebar a:visited,#ethical-ad-placement .ethical-sidebar a:hover,#ethical-ad-placement .ethical-sidebar a:active,#ethical-ad-placement .ethical-footer a,#ethical-ad-placement .ethical-footer a:visited,#ethical-ad-placement .ethical-footer a:hover,#ethical-ad-placement .ethical-footer a:active{color:var(--pst-color-text-base)}#ethical-ad-placement .ethical-sidebar,#ethical-ad-placement .ethical-footer{background-color:var(--pst-color-background);border:1px solid var(--pst-color-border);border-radius:5px;color:var(--pst-color-text-base);font-size:14px;line-height:20px}.bd-content div.jupyter_container{border:none;background-color:unset;box-shadow:none}.bd-content div.jupyter_container div.output,.bd-content div.jupyter_container div.highlight{border-radius:.25rem}.bd-content div.jupyter_container div.highlight{background-color:var(--pst-color-surface)}.bd-content div.jupyter_container .cell_input,.bd-content div.jupyter_container .cell_output{border-radius:.25rem}.bd-content div.jupyter_container .cell_input pre,.bd-content div.jupyter_container .cell_output pre{padding:1rem}.xr-wrap[hidden]{display:block !important}:root{--pst-teal-50: #f4fbfc;--pst-teal-100: #e9f6f8;--pst-teal-200: #d0ecf1;--pst-teal-300: #abdde6;--pst-teal-400: #3fb1c5;--pst-teal-500: #0a7d91;--pst-teal-600: #085d6c;--pst-teal-700: #064752;--pst-teal-800: #042c33;--pst-teal-900: #021b1f;--pst-violet-50: #f4eefb;--pst-violet-100: #e0c7ff;--pst-violet-200: #d5b4fd;--pst-violet-300: #b780ff;--pst-violet-400: #9c5ffd;--pst-violet-500: #8045e5;--pst-violet-600: #6432bd;--pst-violet-700: #4b258f;--pst-violet-800: #341a61;--pst-violet-900: #1e0e39;--pst-gray-50: #f9f9fa;--pst-gray-100: #f3f4f5;--pst-gray-200: #e5e7ea;--pst-gray-300: #d1d5da;--pst-gray-400: #9ca4af;--pst-gray-500: #677384;--pst-gray-600: #48566b;--pst-gray-700: #29313d;--pst-gray-800: #222832;--pst-gray-900: #14181e;--pst-pink-50: #fcf8fd;--pst-pink-100: #fcf0fa;--pst-pink-200: #f8dff5;--pst-pink-300: #f3c7ee;--pst-pink-400: #e47fd7;--pst-pink-500: #c132af;--pst-pink-600: #912583;--pst-pink-700: #6e1c64;--pst-pink-800: #46123f;--pst-pink-900: #2b0b27;--pst-foundation-white: #ffffff;--pst-foundation-black: #14181e}html:not([data-theme]){--pst-color-primary: #0a7d91;--pst-color-primary-bg: #d0ecf1;--pst-color-secondary: #8045e5;--pst-color-secondary-bg: #e0c7ff;--pst-color-accent: #c132af;--pst-color-accent-bg: #f8dff5;--pst-color-info: #276be9;--pst-color-info-bg: #dce7fc;--pst-color-warning: #f66a0a;--pst-color-warning-bg: #f8e3d0;--pst-color-success: #00843f;--pst-color-success-bg: #d6ece1;--pst-color-attention: var(--pst-color-warning);--pst-color-attention-bg: var(--pst-color-warning-bg);--pst-color-danger: #d72d47;--pst-color-danger-bg: #f9e1e4;--pst-color-text-base: #222832;--pst-color-text-muted: #48566b;--pst-color-heading-color: #ffffff;--pst-color-shadow: rgba(0, 0, 0, 0.1);--pst-color-border: #d1d5da;--pst-color-border-muted: rgba(23, 23, 26, 0.2);--pst-color-inline-code: #912583;--pst-color-inline-code-links: #085d6c;--pst-color-target: #f3cf95;--pst-color-background: #ffffff;--pst-color-on-background: #ffffff;--pst-color-surface: #f3f4f5;--pst-color-on-surface: #222832}html:not([data-theme]){--pst-color-link: var(--pst-color-primary);--pst-color-link-hover: var(--pst-color-secondary)}html:not([data-theme]) .only-dark,html:not([data-theme]) .only-dark~figcaption{display:none !important}html[data-theme=light]{--pst-color-primary: #0a7d91;--pst-color-primary-bg: #d0ecf1;--pst-color-secondary: #8045e5;--pst-color-secondary-bg: #e0c7ff;--pst-color-accent: #c132af;--pst-color-accent-bg: #f8dff5;--pst-color-info: #276be9;--pst-color-info-bg: #dce7fc;--pst-color-warning: #f66a0a;--pst-color-warning-bg: #f8e3d0;--pst-color-success: #00843f;--pst-color-success-bg: #d6ece1;--pst-color-attention: var(--pst-color-warning);--pst-color-attention-bg: var(--pst-color-warning-bg);--pst-color-danger: #d72d47;--pst-color-danger-bg: #f9e1e4;--pst-color-text-base: #222832;--pst-color-text-muted: #48566b;--pst-color-heading-color: #ffffff;--pst-color-shadow: rgba(0, 0, 0, 0.1);--pst-color-border: #d1d5da;--pst-color-border-muted: rgba(23, 23, 26, 0.2);--pst-color-inline-code: #912583;--pst-color-inline-code-links: #085d6c;--pst-color-target: #f3cf95;--pst-color-background: #ffffff;--pst-color-on-background: #ffffff;--pst-color-surface: #f3f4f5;--pst-color-on-surface: #222832;color-scheme:light}html[data-theme=light]{--pst-color-link: var(--pst-color-primary);--pst-color-link-hover: var(--pst-color-secondary)}html[data-theme=light] .only-dark,html[data-theme=light] .only-dark~figcaption{display:none !important}html[data-theme=dark]{--pst-color-primary: #3fb1c5;--pst-color-primary-bg: #042c33;--pst-color-secondary: #9c5ffd;--pst-color-secondary-bg: #341a61;--pst-color-accent: #e47fd7;--pst-color-accent-bg: #46123f;--pst-color-info: #79a3f2;--pst-color-info-bg: #06245d;--pst-color-warning: #ff9245;--pst-color-warning-bg: #652a02;--pst-color-success: #5fb488;--pst-color-success-bg: #002f17;--pst-color-attention: var(--pst-color-warning);--pst-color-attention-bg: var(--pst-color-warning-bg);--pst-color-danger: #e78894;--pst-color-danger-bg: #4e111b;--pst-color-text-base: #ced6dd;--pst-color-text-muted: #9ca4af;--pst-color-heading-color: #14181e;--pst-color-shadow: rgba(0, 0, 0, 0.2);--pst-color-border: #48566b;--pst-color-border-muted: #29313d;--pst-color-inline-code: #f3c7ee;--pst-color-inline-code-links: #3fb1c5;--pst-color-target: #675c04;--pst-color-background: #14181e;--pst-color-on-background: #222832;--pst-color-surface: #29313d;--pst-color-on-surface: #f3f4f5;color-scheme:dark}html[data-theme=dark]{--pst-color-link: var(--pst-color-primary);--pst-color-link-hover: var(--pst-color-secondary)}html[data-theme=dark] .only-light,html[data-theme=dark] .only-light~figcaption{display:none !important}html[data-theme=dark] img:not(.only-dark):not(.dark-light){filter:brightness(0.8) contrast(1.2)}html[data-theme=dark] .bd-content img:not(.only-dark):not(.dark-light){background:#fff;border-radius:.25rem}html[data-theme=dark] .MathJax_SVG *{fill:var(--pst-color-text-base)}.pst-color-primary{color:var(--pst-color-primary)}.pst-color-secondary{color:var(--pst-color-secondary)}.pst-color-accent{color:var(--pst-color-accent)}.pst-color-info{color:var(--pst-color-info)}.pst-color-warning{color:var(--pst-color-warning)}.pst-color-success{color:var(--pst-color-success)}.pst-color-attention{color:var(--pst-color-attention)}.pst-color-danger{color:var(--pst-color-danger)}.pst-color-text-base{color:var(--pst-color-text-base)}.pst-color-text-muted{color:var(--pst-color-text-muted)}.pst-color-heading-color{color:var(--pst-color-heading-color)}.pst-color-shadow{color:var(--pst-color-shadow)}.pst-color-border{color:var(--pst-color-border)}.pst-color-border-muted{color:var(--pst-color-border-muted)}.pst-color-inline-code{color:var(--pst-color-inline-code)}.pst-color-inline-code-links{color:var(--pst-color-inline-code-links)}.pst-color-target{color:var(--pst-color-target)}.pst-color-background{color:var(--pst-color-background)}.pst-color-on-background{color:var(--pst-color-on-background)}.pst-color-surface{color:var(--pst-color-surface)}.pst-color-on-surface{color:var(--pst-color-on-surface)}html[data-theme=light]{--pst-color-primary: rgb(10, 125, 145);--pst-color-primary-text: #ffffff;--pst-color-primary-highlight: #053f49;--sd-color-primary: var(--pst-color-primary);--sd-color-primary-text: var(--pst-color-primary-text);--sd-color-primary-highlight: var(--pst-color-primary-highlight);--sd-color-primary-bg: #d0ecf1;--sd-color-primary-bg-text: #14181e;--pst-color-secondary: rgb(128, 69, 229);--pst-color-secondary-text: #ffffff;--pst-color-secondary-highlight: #591bc2;--sd-color-secondary: var(--pst-color-secondary);--sd-color-secondary-text: var(--pst-color-secondary-text);--sd-color-secondary-highlight: var(--pst-color-secondary-highlight);--sd-color-secondary-bg: #e0c7ff;--sd-color-secondary-bg-text: #14181e;--pst-color-success: #00843f;--pst-color-success-text: #ffffff;--pst-color-success-highlight: #00381a;--sd-color-success: var(--pst-color-success);--sd-color-success-text: var(--pst-color-success-text);--sd-color-success-highlight: var(--pst-color-success-highlight);--sd-color-success-bg: #d6ece1;--sd-color-success-bg-text: #14181e;--pst-color-info: #276be9;--pst-color-info-text: #ffffff;--pst-color-info-highlight: #124ab1;--sd-color-info: var(--pst-color-info);--sd-color-info-text: var(--pst-color-info-text);--sd-color-info-highlight: var(--pst-color-info-highlight);--sd-color-info-bg: #dce7fc;--sd-color-info-bg-text: #14181e;--pst-color-warning: #f66a0a;--pst-color-warning-text: #14181e;--pst-color-warning-highlight: #ad4a06;--sd-color-warning: var(--pst-color-warning);--sd-color-warning-text: var(--pst-color-warning-text);--sd-color-warning-highlight: var(--pst-color-warning-highlight);--sd-color-warning-bg: #f8e3d0;--sd-color-warning-bg-text: #14181e;--pst-color-danger: #d72d47;--pst-color-danger-text: #ffffff;--pst-color-danger-highlight: #9a1d30;--sd-color-danger: var(--pst-color-danger);--sd-color-danger-text: var(--pst-color-danger-text);--sd-color-danger-highlight: var(--pst-color-danger-highlight);--sd-color-danger-bg: #f9e1e4;--sd-color-danger-bg-text: #14181e;--pst-color-light: #f3f4f5;--pst-color-light-text: #14181e;--pst-color-light-highlight: #c9ced2;--sd-color-light: var(--pst-color-light);--sd-color-light-text: var(--pst-color-light-text);--sd-color-light-highlight: var(--pst-color-light-highlight);--sd-color-light-bg: #f7f7f8;--sd-color-light-bg-text: #14181e;--pst-color-muted: #29313d;--pst-color-muted-text: #ffffff;--pst-color-muted-highlight: #0a0c0f;--sd-color-muted: var(--pst-color-muted);--sd-color-muted-text: var(--pst-color-muted-text);--sd-color-muted-highlight: var(--pst-color-muted-highlight);--sd-color-muted-bg: #5a6c86;--sd-color-muted-bg-text: #ffffff;--pst-color-dark: #222832;--pst-color-dark-text: #ffffff;--pst-color-dark-highlight: #030404;--sd-color-dark: var(--pst-color-dark);--sd-color-dark-text: var(--pst-color-dark-text);--sd-color-dark-highlight: var(--pst-color-dark-highlight);--pst-color-black: #14181e;--pst-color-black-text: #ffffff;--pst-color-black-highlight: black;--sd-color-black: var(--pst-color-black);--sd-color-black-text: var(--pst-color-black-text);--sd-color-black-highlight: var(--pst-color-black-highlight);--pst-color-white: #ffffff;--pst-color-white-text: #14181e;--pst-color-white-highlight: #d9d9d9;--sd-color-white: var(--pst-color-white);--sd-color-white-text: var(--pst-color-white-text);--sd-color-white-highlight: var(--pst-color-white-highlight)}html[data-theme=dark]{--pst-color-primary: rgb(63, 177, 197);--pst-color-primary-text: #14181e;--pst-color-primary-highlight: #2b7e8d;--sd-color-primary: var(--pst-color-primary);--sd-color-primary-text: var(--pst-color-primary-text);--sd-color-primary-highlight: var(--pst-color-primary-highlight);--sd-color-primary-bg: #042c33;--sd-color-primary-bg-text: #ffffff;--pst-color-secondary: rgb(156, 95, 253);--pst-color-secondary-text: #14181e;--pst-color-secondary-highlight: #6d13fc;--sd-color-secondary: var(--pst-color-secondary);--sd-color-secondary-text: var(--pst-color-secondary-text);--sd-color-secondary-highlight: var(--pst-color-secondary-highlight);--sd-color-secondary-bg: #341a61;--sd-color-secondary-bg-text: #ffffff;--pst-color-success: #5fb488;--pst-color-success-text: #14181e;--pst-color-success-highlight: #3f8762;--sd-color-success: var(--pst-color-success);--sd-color-success-text: var(--pst-color-success-text);--sd-color-success-highlight: var(--pst-color-success-highlight);--sd-color-success-bg: #002f17;--sd-color-success-bg-text: #ffffff;--pst-color-info: #79a3f2;--pst-color-info-text: #14181e;--pst-color-info-highlight: #3373eb;--sd-color-info: var(--pst-color-info);--sd-color-info-text: var(--pst-color-info-text);--sd-color-info-highlight: var(--pst-color-info-highlight);--sd-color-info-bg: #06245d;--sd-color-info-bg-text: #ffffff;--pst-color-warning: #ff9245;--pst-color-warning-text: #14181e;--pst-color-warning-highlight: #f86600;--sd-color-warning: var(--pst-color-warning);--sd-color-warning-text: var(--pst-color-warning-text);--sd-color-warning-highlight: var(--pst-color-warning-highlight);--sd-color-warning-bg: #652a02;--sd-color-warning-bg-text: #ffffff;--pst-color-danger: #e78894;--pst-color-danger-text: #14181e;--pst-color-danger-highlight: #da485b;--sd-color-danger: var(--pst-color-danger);--sd-color-danger-text: var(--pst-color-danger-text);--sd-color-danger-highlight: var(--pst-color-danger-highlight);--sd-color-danger-bg: #4e111b;--sd-color-danger-bg-text: #ffffff;--pst-color-light: #f3f4f5;--pst-color-light-text: #14181e;--pst-color-light-highlight: #c9ced2;--sd-color-light: var(--pst-color-light);--sd-color-light-text: var(--pst-color-light-text);--sd-color-light-highlight: var(--pst-color-light-highlight);--sd-color-light-bg: #a3abb2;--sd-color-light-bg-text: #14181e;--pst-color-muted: #f3f4f5;--pst-color-muted-text: #14181e;--pst-color-muted-highlight: #c9ced2;--sd-color-muted: var(--pst-color-muted);--sd-color-muted-text: var(--pst-color-muted-text);--sd-color-muted-highlight: var(--pst-color-muted-highlight);--sd-color-muted-bg: #1d222b;--sd-color-muted-bg-text: #ffffff;--pst-color-dark: #222832;--pst-color-dark-text: #ffffff;--pst-color-dark-highlight: #030404;--sd-color-dark: var(--pst-color-dark);--sd-color-dark-text: var(--pst-color-dark-text);--sd-color-dark-highlight: var(--pst-color-dark-highlight);--pst-color-black: #14181e;--pst-color-black-text: #ffffff;--pst-color-black-highlight: black;--sd-color-black: var(--pst-color-black);--sd-color-black-text: var(--pst-color-black-text);--sd-color-black-highlight: var(--pst-color-black-highlight);--pst-color-white: #ffffff;--pst-color-white-text: #14181e;--pst-color-white-highlight: #d9d9d9;--sd-color-white: var(--pst-color-white);--sd-color-white-text: var(--pst-color-white-text);--sd-color-white-highlight: var(--pst-color-white-highlight)}html[data-theme=light]{--sd-color-card-border: var(--pst-color-border)}html[data-theme=dark]{--sd-color-card-border: var(--pst-color-border)}html[data-theme=light] .sd-shadow-xs,html[data-theme=light] .sd-shadow-sm,html[data-theme=light] .sd-shadow-md,html[data-theme=light] .sd-shadow-lg{box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow) !important}.bd-content .sd-card{border:1px solid var(--pst-color-border)}.bd-content .sd-card .sd-card-header{background-color:var(--pst-color-panel-background);border-bottom:1px solid var(--pst-color-border)}.bd-content .sd-card .sd-card-footer{background-color:var(--pst-color-panel-background);border-top:1px solid var(--pst-color-border)}.bd-content .sd-card .sd-card-body{background-color:var(--pst-color-panel-background)}.bd-content .sd-tab-set>input:checked+label{border-color:rgba(0,0,0,0) rgba(0,0,0,0) var(--pst-color-primary);color:var(--pst-color-primary)}.bd-content .sd-tab-set>input:not(:checked)+label:hover{border-color:var(--pst-color-secondary);color:var(--pst-color-secondary)}.bd-content .sd-tab-set>label{color:var(--pst-color-text-muted);border-top:.125rem solid rgba(0,0,0,0);padding-top:.5em}html .bd-content .sd-tab-set>label:hover{color:var(--pst-color-secondary);border-color:var(--pst-color-secondary)}details.sd-dropdown{border:0px !important;box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow) !important}details.sd-dropdown summary.sd-card-header{border:0 !important}details.sd-dropdown summary.sd-card-header+div.sd-summary-content{border:0}details.sd-dropdown summary.sd-card-header{display:flex;align-items:center;position:relative;font-weight:600;padding-top:.5rem;padding-bottom:.5rem;--pst-sd-dropdown-color: var(--pst-gray-500);--pst-sd-dropdown-bg-color: var(--pst-color-surface);background-color:unset !important;border-left:.2rem solid var(--pst-sd-dropdown-color) !important}details.sd-dropdown summary.sd-card-header+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-card-border)}details.sd-dropdown summary.sd-card-header.sd-bg-primary{--pst-sd-dropdown-color: var(--sd-color-primary);--pst-sd-dropdown-bg-color: var(--sd-color-primary-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-primary+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-primary);--pst-sd-dropdown-bg-color: var(--sd-color-primary-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-primary{color:var(--sd-color-primary-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-secondary{--pst-sd-dropdown-color: var(--sd-color-secondary);--pst-sd-dropdown-bg-color: var(--sd-color-secondary-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-secondary+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-secondary);--pst-sd-dropdown-bg-color: var(--sd-color-secondary-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-secondary{color:var(--sd-color-secondary-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-success{--pst-sd-dropdown-color: var(--sd-color-success);--pst-sd-dropdown-bg-color: var(--sd-color-success-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-success+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-success);--pst-sd-dropdown-bg-color: var(--sd-color-success-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-success{color:var(--sd-color-success-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-info{--pst-sd-dropdown-color: var(--sd-color-info);--pst-sd-dropdown-bg-color: var(--sd-color-info-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-info+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-info);--pst-sd-dropdown-bg-color: var(--sd-color-info-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-info{color:var(--sd-color-info-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-warning{--pst-sd-dropdown-color: var(--sd-color-warning);--pst-sd-dropdown-bg-color: var(--sd-color-warning-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-warning+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-warning);--pst-sd-dropdown-bg-color: var(--sd-color-warning-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-warning{color:var(--sd-color-warning-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-danger{--pst-sd-dropdown-color: var(--sd-color-danger);--pst-sd-dropdown-bg-color: var(--sd-color-danger-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-danger+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-danger);--pst-sd-dropdown-bg-color: var(--sd-color-danger-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-danger{color:var(--sd-color-danger-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-light{--pst-sd-dropdown-color: var(--sd-color-light);--pst-sd-dropdown-bg-color: var(--sd-color-light-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-light+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-light);--pst-sd-dropdown-bg-color: var(--sd-color-light-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-light{color:var(--sd-color-light-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-muted{--pst-sd-dropdown-color: var(--sd-color-muted);--pst-sd-dropdown-bg-color: var(--sd-color-muted-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-muted+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-muted);--pst-sd-dropdown-bg-color: var(--sd-color-muted-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-muted{color:var(--sd-color-muted-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-dark{--pst-sd-dropdown-color: var(--sd-color-dark);--pst-sd-dropdown-bg-color: var(--sd-color-dark-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-dark+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-dark);--pst-sd-dropdown-bg-color: var(--sd-color-dark-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-dark{color:var(--sd-color-dark-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-black{--pst-sd-dropdown-color: var(--sd-color-black);--pst-sd-dropdown-bg-color: var(--sd-color-black-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-black+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-black);--pst-sd-dropdown-bg-color: var(--sd-color-black-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-black{color:var(--sd-color-black-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-white{--pst-sd-dropdown-color: var(--sd-color-white);--pst-sd-dropdown-bg-color: var(--sd-color-white-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-white+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-white);--pst-sd-dropdown-bg-color: var(--sd-color-white-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-white{color:var(--sd-color-white-bg-text) !important}details.sd-dropdown summary.sd-card-header:before{content:\"\";width:100%;height:100%;position:absolute;left:0;top:0;background-color:var(--pst-sd-dropdown-bg-color);z-index:-1;pointer-events:none}details.sd-dropdown summary.sd-card-header+div.sd-summary-content{border-left:.2rem solid var(--pst-sd-dropdown-color) !important;border-bottom-left-radius:calc(.25rem - 1px);background-color:var(--pst-color-on-background)}details.sd-dropdown summary.sd-card-header span.sd-summary-icon{display:inline-flex;align-items:center;color:var(--pst-sd-dropdown-color) !important}details.sd-dropdown summary.sd-card-header span.sd-summary-icon svg{opacity:1}details.sd-dropdown summary.sd-card-header .sd-summary-up,details.sd-dropdown summary.sd-card-header .sd-summary-down{top:.7rem}.bd-content .admonition button.toggle-button{color:inherit}.bd-content details.toggle-details summary{border-left:3px solid var(--pst-color-primary)}html div.rendered_html html .jp-RenderedHTMLCommon table{table-layout:auto}html[data-theme=dark] .bd-content .nboutput .output_area.rendered_html{color:var(--pst-color-on-background);background-color:var(--pst-color-text-base);border-radius:.25rem;padding:.5rem}html[data-theme=dark] .bd-content .nboutput .output_area.stderr{background:var(--pst-color-danger)}div.nblast.container{margin-bottom:1rem}div.cell_output .output{max-width:100%;overflow-x:auto}html[data-theme=dark] .bd-content div.cell_output img,html[data-theme=dark] .bd-content div.cell_output .text_html{color:var(--pst-color-on-background);background-color:var(--pst-color-text-base);border-radius:.25rem;padding:.5rem}.bd-content div.cell_input{display:flex;flex-direction:column;justify-content:stretch}.bd-content div.cell_input,.bd-content div.output{border-radius:.25rem}.bd-content div.output table{table-layout:auto}html[data-theme=dark] .bd-content img.leaflet-tile.leaflet-tile-loaded{border-radius:0;padding:0}.bd-search-container div#search-results>h2{font-size:var(--pst-font-size-icon);margin-top:0}.bd-search-container div#search-results p.search-summary{color:var(--pst-color-text-muted)}.bd-search-container ul.search{margin:0;list-style:none}.bd-search-container ul.search li{background-image:none;padding:1rem 0;margin:1rem 0;border-top:1px solid var(--pst-color-text-muted)}.bd-search-container ul.search li>a{font-size:1.2em}.bd-search-container ul.search li div.context,.bd-search-container ul.search li p.context{color:var(--pst-color-text-base);margin:.5em 0 0 0}.bd-search-container ul.search li div.context a:before,.bd-search-container ul.search li p.context a:before{content:\"#\";padding-right:.2em;color:var(--pst-color-text-muted)}","html {\n  /*****************************************************************************\n  * Overall Layout Variables\n  */\n\n  // Header height will impact the top offset for many sections\n  // Article header is 66% of Header\n  --pst-header-height: 4rem;\n  --pst-header-article-height: calc(var(--pst-header-height) * 2 / 3);\n  --pst-sidebar-secondary: 17rem;\n}\n\n/*******************************************************************************\n* Breakpoints that trigger UI changes\n*\n* Note that media-breakpoint-down begins at the next highest level!\n* So we should choose a media-breakpoint-down one *lower* than when we want to start\n* example: media-breakpoint-up(md) and media-breakpoint-down(sm) trigger at the same time\n* ref: https://github.com/twbs/bootstrap/issues/31214\n*/\n$breakpoint-sidebar-primary: lg; // When we collapse the primary sidebar\n$breakpoint-sidebar-secondary: xl; // When we collapse the secondary sidebar\n$breakpoint-page-width: 88rem; // taken from sphinx-basic-ng, which we are ultimately going to inherit\n\n/*******************************************************************************\n* Define the animation behaviour\n*/\n$animation-time: 200ms;\n\n/*******************************************************************************\n* UI shaping and padding\n*/\n$admonition-border-radius: 0.25rem;\n","html {\n  /*****************************************************************************\n  * Font features used in this theme\n  */\n\n  // base font size - applied at body/html level\n  --pst-font-size-base: 1rem;\n\n  // heading font sizes based on bootstrap sizing\n  --pst-font-size-h1: 2.5rem;\n  --pst-font-size-h2: 2rem;\n  --pst-font-size-h3: 1.75rem;\n  --pst-font-size-h4: 1.5rem;\n  --pst-font-size-h5: 1.25rem;\n  --pst-font-size-h6: 1.1rem;\n\n  // smaller than heading font sizes\n  --pst-font-size-milli: 0.9rem;\n\n  // Sidebar styles\n  --pst-sidebar-font-size: 0.9rem;\n  --pst-sidebar-font-size-mobile: 1.1rem;\n  --pst-sidebar-header-font-size: 1.2rem;\n  --pst-sidebar-header-font-weight: 600;\n\n  // Admonition styles\n  --pst-admonition-font-weight-heading: 600;\n\n  // Font weights\n  --pst-font-weight-caption: 300;\n  --pst-font-weight-heading: 400;\n\n  // Font family\n  // These are adapted from https://systemfontstack.com/ */\n  --pst-font-family-base-system: -apple-system, BlinkMacSystemFont, Segoe UI,\n    \"Helvetica Neue\", Arial, sans-serif, Apple Color Emoji, Segoe UI Emoji,\n    Segoe UI Symbol;\n  --pst-font-family-monospace-system: \"SFMono-Regular\", Menlo, Consolas, Monaco,\n    Liberation Mono, Lucida Console, monospace;\n\n  --pst-font-family-base: var(--pst-font-family-base-system);\n  --pst-font-family-heading: var(--pst-font-family-base-system);\n  --pst-font-family-monospace: var(--pst-font-family-monospace-system);\n}\n","html {\n  /*****************************************************************************\n  * Icon\n  */\n\n  // Font size across all icons\n  --pst-font-size-icon: 1.5rem;\n\n  // Font Awesome default icons\n  --pst-icon-check-circle: \"\\f058\"; // fa-solid fa-circle-check\n  --pst-icon-info-circle: \"\\f05a\"; // fa-solid fa-circle-info\n  --pst-icon-exclamation-triangle: \"\\f071\"; // fa-solid fa-triangle-exclamation\n  --pst-icon-exclamation-circle: \"\\f06a\"; // fa-solid fa-circle-exclamation\n  --pst-icon-times-circle: \"\\f057\"; // fa-solid fa-circle-xmark\n  --pst-icon-lightbulb: \"\\f0eb\"; // fa-solid fa-lightbulb\n  --pst-icon-download: \"\\f019\"; // fa-solid fa-download\n  --pst-icon-angle-left: \"\\f104\"; // fa-solid fa-angle-left\n  --pst-icon-angle-right: \"\\f105\"; // fa-solid fa-angle-right\n  --pst-icon-external-link: \"\\f35d\"; // fa-solid fa-up-right-from-square\n  --pst-icon-search-minus: \"\\f010\"; // fa-solid fa-magnifying-glass-minus\n  --pst-icon-github: \"\\f09b\"; // fa-brands fa-github\n  --pst-icon-gitlab: \"\\f296\"; // fa-brands fa-gitlab\n  --pst-icon-share: \"\\f064\"; // fa-solid fa-share\n  --pst-icon-bell: \"\\f0f3\"; // fa-solid fa-bell\n  --pst-icon-pencil: \"\\f303\"; // fa-solid fa-pencil\n\n  // Bootstrap icons\n  --pst-breadcrumb-divider: \"\\f105\";\n}\n","html {\n  /*****************************************************************************\n  * Admonitions\n  **/\n\n  --pst-icon-admonition-default: var(--pst-icon-bell);\n  --pst-icon-admonition-note: var(--pst-icon-info-circle);\n  --pst-icon-admonition-attention: var(--pst-icon-exclamation-circle);\n  --pst-icon-admonition-caution: var(--pst-icon-exclamation-triangle);\n  --pst-icon-admonition-warning: var(--pst-icon-exclamation-triangle);\n  --pst-icon-admonition-danger: var(--pst-icon-exclamation-triangle);\n  --pst-icon-admonition-error: var(--pst-icon-times-circle);\n  --pst-icon-admonition-hint: var(--pst-icon-lightbulb);\n  --pst-icon-admonition-tip: var(--pst-icon-lightbulb);\n  --pst-icon-admonition-important: var(--pst-icon-exclamation-circle);\n  --pst-icon-admonition-seealso: var(--pst-icon-share);\n  --pst-icon-admonition-todo: var(--pst-icon-pencil);\n}\n","html {\n  /*****************************************************************************\n  * versionmodified\n  **/\n\n  --pst-icon-versionmodified-default: var(--pst-icon-exclamation-circle);\n  --pst-icon-versionmodified-added: var(--pst-icon-exclamation-circle);\n  --pst-icon-versionmodified-changed: var(--pst-icon-exclamation-circle);\n  --pst-icon-versionmodified-deprecated: var(--pst-icon-exclamation-circle);\n}\n","html {\n  font-size: var(--pst-font-size-base);\n  scroll-padding-top: calc(var(--pst-header-height) + 1rem);\n}\n\nbody {\n  background-color: var(--pst-color-background);\n  font-family: var(--pst-font-family-base);\n  font-weight: 400;\n  line-height: 1.65;\n  color: var(--pst-color-text-base);\n  min-height: 100vh;\n  display: flex;\n  flex-direction: column;\n\n  // hack to avoid the black background on some browser including Safari\n  &::-webkit-scrollbar-track {\n    background: var(--pst-color-background);\n  }\n}\n\np {\n  margin-bottom: 1.15rem;\n  font-size: 1em;\n  color: var(--pst-color-text-base);\n\n  /* section header in docstring pages */\n  &.rubric {\n    border-bottom: 1px solid var(--pst-color-border);\n  }\n\n  &.centered {\n    text-align: center;\n  }\n}\n\na {\n  @include link-style-default;\n\n  // The # anchor that appears on hover over headings\n  &.headerlink {\n    color: var(--pst-color-secondary);\n    opacity: 0.7;\n    font-size: 0.8em;\n    padding: 0 4px 0 4px;\n    margin-left: 0.2em;\n    text-decoration: none;\n    transition: all 0.2s ease-out;\n    user-select: none;\n\n    &:hover {\n      opacity: 1;\n    }\n  }\n\n  // set up a icon next to the shorten links from github and gitlab\n  &.github,\n  &.gitlab {\n    &::before {\n      color: var(--pst-color-text-muted);\n      font: var(--fa-font-brands);\n      margin-right: 0.25rem;\n    }\n  }\n\n  &.github::before {\n    content: var(--pst-icon-github);\n  }\n\n  &.gitlab::before {\n    content: var(--pst-icon-gitlab);\n  }\n}\n\n.heading-style {\n  margin: 2.75rem 0 1.05rem;\n  font-family: var(--pst-font-family-heading);\n  font-weight: var(--pst-font-weight-heading);\n  line-height: 1.15;\n}\n\nh1 {\n  @extend .heading-style;\n  margin-top: 0;\n  font-size: var(--pst-font-size-h1);\n  color: var(--pst-heading-color);\n}\n\nh2 {\n  @extend .heading-style;\n  font-size: var(--pst-font-size-h2);\n  color: var(--pst-heading-color);\n}\n\nh3 {\n  @extend .heading-style;\n  font-size: var(--pst-font-size-h3);\n  color: var(--pst-heading-color);\n}\n\nh4 {\n  @extend .heading-style;\n  font-size: var(--pst-font-size-h4);\n  color: var(--pst-heading-color);\n}\n\nh5 {\n  @extend .heading-style;\n  font-size: var(--pst-font-size-h5);\n  color: var(--pst-color-text-base);\n}\n\nh6 {\n  @extend .heading-style;\n  font-size: var(--pst-font-size-h6);\n  color: var(--pst-color-text-base);\n}\n\nsmall,\n.text_small {\n  font-size: var(--pst-font-size-milli);\n}\n\nhr {\n  border: 0;\n  border-top: 1px solid var(--pst-color-border);\n}\n\npre,\ncode,\nkbd,\nsamp {\n  font-family: var(--pst-font-family-monospace);\n}\n\nkbd {\n  // use theme negative\n  background-color: var(--pst-color-on-background);\n  color: var(--pst-color-text-muted);\n\n  // Compound keyboard elements will have nested kbd in them, so this prevents double lines\n  &:not(.compound) {\n    border: 1px solid var(--pst-color-border);\n    margin: 0 0.1rem;\n    padding: 0.1rem 0.4rem;\n    box-shadow: 1px 1px 1px var(--pst-color-shadow);\n  }\n}\n\ncode {\n  color: var(--pst-color-inline-code);\n}\n\npre {\n  margin: 1.5em 0 1.5em 0;\n  padding: 1rem;\n  background-color: var(--pst-color-surface);\n  color: var(--pst-color-text-base);\n  line-height: 1.2em;\n  border: 1px solid var(--pst-color-border);\n  border-radius: $admonition-border-radius;\n\n  .linenos {\n    // minimum opacity to make the line numbers WCAG AA conformant\n    opacity: 0.8;\n    padding-right: 10px;\n  }\n}\n\n// the back to top btn\n#pst-back-to-top {\n  z-index: $zindex-tooltip;\n  position: fixed;\n  display: none;\n  top: 80vh;\n  left: 50vw;\n  transform: translate(-50%);\n  color: var(--pst-color-secondary-text);\n  background-color: var(--pst-color-secondary);\n  border: none;\n}\n","/**\n * Consistent styling for links\n **/\n\n// Define some useful variables for links styling consistency\n//\n//  Thickness of the underline for links\n// the default will be either:\n//  - 1px\n// - 0.0625rem if it's thicker than 1px because the user has changed the text\n//   size in their browser\n$link-underline-thickness: unquote(\"max(1px, .0625rem)\") !default;\n// Offset of link underlines from text baseline\n// The default is 3px expressed as ems, as calculated against the default body\n// font size (on desktop).\n$link-underline-offset: 0.1578em !default;\n// Thickness of link underlines in hover state\n// The default for each link will be the thickest of the following:\n//  - 3px\n//  - 0.1875rem, if it's thicker than 3px because the user has changed the text\n//    size in their browser\n//  - 0.12em (relative to the link's text size)\n$link-hover-decoration-thickness: unquote(\"max(3px, .1875rem, .12em)\") !default;\n\n//  Ensures links have an underline decoration by default - needed to meet\n// WCAG SC 1.4.1\n@mixin link-decoration {\n  text-decoration: underline;\n\n  @if $link-underline-thickness {\n    text-decoration-thickness: $link-underline-thickness;\n  }\n\n  @if $link-underline-offset {\n    text-underline-offset: $link-underline-offset;\n  }\n}\n\n// Ensures links have an underline decoration on hover - distinct from the\n// default behaviour\n@mixin link-decoration-hover {\n  @if $link-hover-decoration-thickness {\n    text-decoration-thickness: $link-hover-decoration-thickness;\n    // Disable ink skipping on underlines on hover. Browsers haven't\n    // standardised on this part of the spec yet, so set both properties\n    text-decoration-skip-ink: none; // Chromium, Firefox\n    text-decoration-skip: none; // Safari\n  }\n}\n\n// Simple hover style - can be used alone or in conjunction with other mixins\n// Add the text underline and change in thickness on hover\n@mixin link-style-hover {\n  &:hover {\n    @include link-decoration;\n    @include link-decoration-hover;\n    color: var(--pst-color-link-hover);\n  }\n}\n\n// Default link styles\n//\n// Defines: default unvisited, visited, hover, and active.\n// TODO: @trallard to improve focus styles in subsequent PR\n@mixin link-style-default {\n  // So that really long links don't spill out of their container\n  word-wrap: break-word;\n\n  color: var(--pst-color-link);\n  @include link-decoration;\n\n  &:hover {\n    color: var(--pst-color-link-hover);\n    @include link-decoration-hover;\n  }\n\n  // TODO: @trallard to add active styles in subsequent PR\n  &:active {\n    color: var(--pst-color-link);\n  }\n\n  // Visited should still be hoverable\n  &:visited {\n    color: var(--pst-color-link);\n    &:hover {\n      color: var(--pst-color-link-hover);\n    }\n  }\n  @include focus-indicator;\n}\n\n// Text link styles\n//\n// Makes links use the muted text colour and removes the underline.\n// Use this mixin for navigation bar links.\n@mixin link-style-text {\n  color: var(--pst-color-text-muted);\n  text-decoration: none;\n\n  &:hover {\n    color: var(--pst-color-link-hover);\n    @include link-decoration;\n    @include link-decoration-hover;\n  }\n  @include focus-indicator;\n}\n\n// Sidebar and TOC links\n//\n// Makes links use the muted text colour and removes the underline.\n// Use this mixin for navigation the primary sidebar and table of contents.\n// Active and hover should work together rather than one overriding the other.\n@mixin link-sidebar {\n  color: var(--pst-color-text-muted);\n  text-decoration: none;\n\n  &:hover {\n    text-decoration: underline;\n    background-color: transparent;\n    color: var(--pst-color-link-hover);\n    @include link-decoration-hover;\n  }\n\n  // TODO: @trallard to update active styles in subsequent PR\n  &:active {\n    color: var(--pst-color-link-hover);\n  }\n}\n\n// Sidebar current page link styles\n//\n// Adds a vertical line on the left hand side of the link to indicate that\n// it's the current page. Note this is distinct from an active state.\n// Used on the primary sidebar and the TOC.\n// We want the side box shadow to have the same thickness as the hover underline\n@mixin link-sidebar-current {\n  font-weight: 600;\n  color: var(--pst-color-primary);\n  @if $link-hover-decoration-thickness {\n    box-shadow: inset\n      $link-hover-decoration-thickness\n      0px\n      0px\n      var(--pst-color-primary);\n  }\n}\n\n// Navigation bar current page link styles\n//\n// Adds a bottom underline, this leaves enough space for the hover state without\n// cluttering the navbar.\n// We want the side box shadow to have the same thickness as the hover underline\n@mixin link-navbar-current {\n  font-weight: 600;\n  color: var(--pst-color-primary);\n  @if $link-hover-decoration-thickness {\n    border-bottom: $link-hover-decoration-thickness\n      solid\n      var(--pst-color-primary);\n  }\n}\n\n// Navigation bar icon links hover styles\n//\n// Adds a bottom box-shadow - since there is no text we cannot use text-decoration\n// We want the side box shadow to have the same thickness as the hover underline\n@mixin icon-navbar-hover {\n  &:hover {\n    color: var(--pst-color-link-hover);\n    @if $link-hover-decoration-thickness {\n      box-shadow: 0px\n        $link-hover-decoration-thickness\n        0px\n        var(--pst-color-link-hover);\n    }\n  }\n}\n\n// Focus indicator\n@mixin focus-indicator {\n  &:focus-visible {\n    outline: 2px solid var(--pst-color-accent);\n  }\n}\n","// Variables\n//\n// Variables should follow the `$component-state-property-size` formula for\n// consistent naming. Ex: $nav-link-disabled-color and $modal-content-box-shadow-xs.\n\n// Color system\n\n// scss-docs-start gray-color-variables\n$white:    #fff !default;\n$gray-100: #f8f9fa !default;\n$gray-200: #e9ecef !default;\n$gray-300: #dee2e6 !default;\n$gray-400: #ced4da !default;\n$gray-500: #adb5bd !default;\n$gray-600: #6c757d !default;\n$gray-700: #495057 !default;\n$gray-800: #343a40 !default;\n$gray-900: #212529 !default;\n$black:    #000 !default;\n// scss-docs-end gray-color-variables\n\n// fusv-disable\n// scss-docs-start gray-colors-map\n$grays: (\n  \"100\": $gray-100,\n  \"200\": $gray-200,\n  \"300\": $gray-300,\n  \"400\": $gray-400,\n  \"500\": $gray-500,\n  \"600\": $gray-600,\n  \"700\": $gray-700,\n  \"800\": $gray-800,\n  \"900\": $gray-900\n) !default;\n// scss-docs-end gray-colors-map\n// fusv-enable\n\n// scss-docs-start color-variables\n$blue:    #0d6efd !default;\n$indigo:  #6610f2 !default;\n$purple:  #6f42c1 !default;\n$pink:    #d63384 !default;\n$red:     #dc3545 !default;\n$orange:  #fd7e14 !default;\n$yellow:  #ffc107 !default;\n$green:   #198754 !default;\n$teal:    #20c997 !default;\n$cyan:    #0dcaf0 !default;\n// scss-docs-end color-variables\n\n// scss-docs-start colors-map\n$colors: (\n  \"blue\":       $blue,\n  \"indigo\":     $indigo,\n  \"purple\":     $purple,\n  \"pink\":       $pink,\n  \"red\":        $red,\n  \"orange\":     $orange,\n  \"yellow\":     $yellow,\n  \"green\":      $green,\n  \"teal\":       $teal,\n  \"cyan\":       $cyan,\n  \"black\":      $black,\n  \"white\":      $white,\n  \"gray\":       $gray-600,\n  \"gray-dark\":  $gray-800\n) !default;\n// scss-docs-end colors-map\n\n// The contrast ratio to reach against white, to determine if color changes from \"light\" to \"dark\". Acceptable values for WCAG 2.0 are 3, 4.5 and 7.\n// See https://www.w3.org/TR/WCAG20/#visual-audio-contrast-contrast\n$min-contrast-ratio:   4.5 !default;\n\n// Customize the light and dark text colors for use in our color contrast function.\n$color-contrast-dark:      $black !default;\n$color-contrast-light:     $white !default;\n\n// fusv-disable\n$blue-100: tint-color($blue, 80%) !default;\n$blue-200: tint-color($blue, 60%) !default;\n$blue-300: tint-color($blue, 40%) !default;\n$blue-400: tint-color($blue, 20%) !default;\n$blue-500: $blue !default;\n$blue-600: shade-color($blue, 20%) !default;\n$blue-700: shade-color($blue, 40%) !default;\n$blue-800: shade-color($blue, 60%) !default;\n$blue-900: shade-color($blue, 80%) !default;\n\n$indigo-100: tint-color($indigo, 80%) !default;\n$indigo-200: tint-color($indigo, 60%) !default;\n$indigo-300: tint-color($indigo, 40%) !default;\n$indigo-400: tint-color($indigo, 20%) !default;\n$indigo-500: $indigo !default;\n$indigo-600: shade-color($indigo, 20%) !default;\n$indigo-700: shade-color($indigo, 40%) !default;\n$indigo-800: shade-color($indigo, 60%) !default;\n$indigo-900: shade-color($indigo, 80%) !default;\n\n$purple-100: tint-color($purple, 80%) !default;\n$purple-200: tint-color($purple, 60%) !default;\n$purple-300: tint-color($purple, 40%) !default;\n$purple-400: tint-color($purple, 20%) !default;\n$purple-500: $purple !default;\n$purple-600: shade-color($purple, 20%) !default;\n$purple-700: shade-color($purple, 40%) !default;\n$purple-800: shade-color($purple, 60%) !default;\n$purple-900: shade-color($purple, 80%) !default;\n\n$pink-100: tint-color($pink, 80%) !default;\n$pink-200: tint-color($pink, 60%) !default;\n$pink-300: tint-color($pink, 40%) !default;\n$pink-400: tint-color($pink, 20%) !default;\n$pink-500: $pink !default;\n$pink-600: shade-color($pink, 20%) !default;\n$pink-700: shade-color($pink, 40%) !default;\n$pink-800: shade-color($pink, 60%) !default;\n$pink-900: shade-color($pink, 80%) !default;\n\n$red-100: tint-color($red, 80%) !default;\n$red-200: tint-color($red, 60%) !default;\n$red-300: tint-color($red, 40%) !default;\n$red-400: tint-color($red, 20%) !default;\n$red-500: $red !default;\n$red-600: shade-color($red, 20%) !default;\n$red-700: shade-color($red, 40%) !default;\n$red-800: shade-color($red, 60%) !default;\n$red-900: shade-color($red, 80%) !default;\n\n$orange-100: tint-color($orange, 80%) !default;\n$orange-200: tint-color($orange, 60%) !default;\n$orange-300: tint-color($orange, 40%) !default;\n$orange-400: tint-color($orange, 20%) !default;\n$orange-500: $orange !default;\n$orange-600: shade-color($orange, 20%) !default;\n$orange-700: shade-color($orange, 40%) !default;\n$orange-800: shade-color($orange, 60%) !default;\n$orange-900: shade-color($orange, 80%) !default;\n\n$yellow-100: tint-color($yellow, 80%) !default;\n$yellow-200: tint-color($yellow, 60%) !default;\n$yellow-300: tint-color($yellow, 40%) !default;\n$yellow-400: tint-color($yellow, 20%) !default;\n$yellow-500: $yellow !default;\n$yellow-600: shade-color($yellow, 20%) !default;\n$yellow-700: shade-color($yellow, 40%) !default;\n$yellow-800: shade-color($yellow, 60%) !default;\n$yellow-900: shade-color($yellow, 80%) !default;\n\n$green-100: tint-color($green, 80%) !default;\n$green-200: tint-color($green, 60%) !default;\n$green-300: tint-color($green, 40%) !default;\n$green-400: tint-color($green, 20%) !default;\n$green-500: $green !default;\n$green-600: shade-color($green, 20%) !default;\n$green-700: shade-color($green, 40%) !default;\n$green-800: shade-color($green, 60%) !default;\n$green-900: shade-color($green, 80%) !default;\n\n$teal-100: tint-color($teal, 80%) !default;\n$teal-200: tint-color($teal, 60%) !default;\n$teal-300: tint-color($teal, 40%) !default;\n$teal-400: tint-color($teal, 20%) !default;\n$teal-500: $teal !default;\n$teal-600: shade-color($teal, 20%) !default;\n$teal-700: shade-color($teal, 40%) !default;\n$teal-800: shade-color($teal, 60%) !default;\n$teal-900: shade-color($teal, 80%) !default;\n\n$cyan-100: tint-color($cyan, 80%) !default;\n$cyan-200: tint-color($cyan, 60%) !default;\n$cyan-300: tint-color($cyan, 40%) !default;\n$cyan-400: tint-color($cyan, 20%) !default;\n$cyan-500: $cyan !default;\n$cyan-600: shade-color($cyan, 20%) !default;\n$cyan-700: shade-color($cyan, 40%) !default;\n$cyan-800: shade-color($cyan, 60%) !default;\n$cyan-900: shade-color($cyan, 80%) !default;\n\n$blues: (\n  \"blue-100\": $blue-100,\n  \"blue-200\": $blue-200,\n  \"blue-300\": $blue-300,\n  \"blue-400\": $blue-400,\n  \"blue-500\": $blue-500,\n  \"blue-600\": $blue-600,\n  \"blue-700\": $blue-700,\n  \"blue-800\": $blue-800,\n  \"blue-900\": $blue-900\n) !default;\n\n$indigos: (\n  \"indigo-100\": $indigo-100,\n  \"indigo-200\": $indigo-200,\n  \"indigo-300\": $indigo-300,\n  \"indigo-400\": $indigo-400,\n  \"indigo-500\": $indigo-500,\n  \"indigo-600\": $indigo-600,\n  \"indigo-700\": $indigo-700,\n  \"indigo-800\": $indigo-800,\n  \"indigo-900\": $indigo-900\n) !default;\n\n$purples: (\n  \"purple-100\": $purple-100,\n  \"purple-200\": $purple-200,\n  \"purple-300\": $purple-300,\n  \"purple-400\": $purple-400,\n  \"purple-500\": $purple-500,\n  \"purple-600\": $purple-600,\n  \"purple-700\": $purple-700,\n  \"purple-800\": $purple-800,\n  \"purple-900\": $purple-900\n) !default;\n\n$pinks: (\n  \"pink-100\": $pink-100,\n  \"pink-200\": $pink-200,\n  \"pink-300\": $pink-300,\n  \"pink-400\": $pink-400,\n  \"pink-500\": $pink-500,\n  \"pink-600\": $pink-600,\n  \"pink-700\": $pink-700,\n  \"pink-800\": $pink-800,\n  \"pink-900\": $pink-900\n) !default;\n\n$reds: (\n  \"red-100\": $red-100,\n  \"red-200\": $red-200,\n  \"red-300\": $red-300,\n  \"red-400\": $red-400,\n  \"red-500\": $red-500,\n  \"red-600\": $red-600,\n  \"red-700\": $red-700,\n  \"red-800\": $red-800,\n  \"red-900\": $red-900\n) !default;\n\n$oranges: (\n  \"orange-100\": $orange-100,\n  \"orange-200\": $orange-200,\n  \"orange-300\": $orange-300,\n  \"orange-400\": $orange-400,\n  \"orange-500\": $orange-500,\n  \"orange-600\": $orange-600,\n  \"orange-700\": $orange-700,\n  \"orange-800\": $orange-800,\n  \"orange-900\": $orange-900\n) !default;\n\n$yellows: (\n  \"yellow-100\": $yellow-100,\n  \"yellow-200\": $yellow-200,\n  \"yellow-300\": $yellow-300,\n  \"yellow-400\": $yellow-400,\n  \"yellow-500\": $yellow-500,\n  \"yellow-600\": $yellow-600,\n  \"yellow-700\": $yellow-700,\n  \"yellow-800\": $yellow-800,\n  \"yellow-900\": $yellow-900\n) !default;\n\n$greens: (\n  \"green-100\": $green-100,\n  \"green-200\": $green-200,\n  \"green-300\": $green-300,\n  \"green-400\": $green-400,\n  \"green-500\": $green-500,\n  \"green-600\": $green-600,\n  \"green-700\": $green-700,\n  \"green-800\": $green-800,\n  \"green-900\": $green-900\n) !default;\n\n$teals: (\n  \"teal-100\": $teal-100,\n  \"teal-200\": $teal-200,\n  \"teal-300\": $teal-300,\n  \"teal-400\": $teal-400,\n  \"teal-500\": $teal-500,\n  \"teal-600\": $teal-600,\n  \"teal-700\": $teal-700,\n  \"teal-800\": $teal-800,\n  \"teal-900\": $teal-900\n) !default;\n\n$cyans: (\n  \"cyan-100\": $cyan-100,\n  \"cyan-200\": $cyan-200,\n  \"cyan-300\": $cyan-300,\n  \"cyan-400\": $cyan-400,\n  \"cyan-500\": $cyan-500,\n  \"cyan-600\": $cyan-600,\n  \"cyan-700\": $cyan-700,\n  \"cyan-800\": $cyan-800,\n  \"cyan-900\": $cyan-900\n) !default;\n// fusv-enable\n\n// scss-docs-start theme-color-variables\n$primary:       $blue !default;\n$secondary:     $gray-600 !default;\n$success:       $green !default;\n$info:          $cyan !default;\n$warning:       $yellow !default;\n$danger:        $red !default;\n$light:         $gray-100 !default;\n$dark:          $gray-900 !default;\n// scss-docs-end theme-color-variables\n\n// scss-docs-start theme-colors-map\n$theme-colors: (\n  \"primary\":    $primary,\n  \"secondary\":  $secondary,\n  \"success\":    $success,\n  \"info\":       $info,\n  \"warning\":    $warning,\n  \"danger\":     $danger,\n  \"light\":      $light,\n  \"dark\":       $dark\n) !default;\n// scss-docs-end theme-colors-map\n\n// scss-docs-start theme-text-variables\n$primary-text-emphasis:   shade-color($primary, 60%) !default;\n$secondary-text-emphasis: shade-color($secondary, 60%) !default;\n$success-text-emphasis:   shade-color($success, 60%) !default;\n$info-text-emphasis:      shade-color($info, 60%) !default;\n$warning-text-emphasis:   shade-color($warning, 60%) !default;\n$danger-text-emphasis:    shade-color($danger, 60%) !default;\n$light-text-emphasis:     $gray-700 !default;\n$dark-text-emphasis:      $gray-700 !default;\n// scss-docs-end theme-text-variables\n\n// scss-docs-start theme-bg-subtle-variables\n$primary-bg-subtle:       tint-color($primary, 80%) !default;\n$secondary-bg-subtle:     tint-color($secondary, 80%) !default;\n$success-bg-subtle:       tint-color($success, 80%) !default;\n$info-bg-subtle:          tint-color($info, 80%) !default;\n$warning-bg-subtle:       tint-color($warning, 80%) !default;\n$danger-bg-subtle:        tint-color($danger, 80%) !default;\n$light-bg-subtle:         mix($gray-100, $white) !default;\n$dark-bg-subtle:          $gray-400 !default;\n// scss-docs-end theme-bg-subtle-variables\n\n// scss-docs-start theme-border-subtle-variables\n$primary-border-subtle:   tint-color($primary, 60%) !default;\n$secondary-border-subtle: tint-color($secondary, 60%) !default;\n$success-border-subtle:   tint-color($success, 60%) !default;\n$info-border-subtle:      tint-color($info, 60%) !default;\n$warning-border-subtle:   tint-color($warning, 60%) !default;\n$danger-border-subtle:    tint-color($danger, 60%) !default;\n$light-border-subtle:     $gray-200 !default;\n$dark-border-subtle:      $gray-500 !default;\n// scss-docs-end theme-border-subtle-variables\n\n// Characters which are escaped by the escape-svg function\n$escaped-characters: (\n  (\"<\", \"%3c\"),\n  (\">\", \"%3e\"),\n  (\"#\", \"%23\"),\n  (\"(\", \"%28\"),\n  (\")\", \"%29\"),\n) !default;\n\n// Options\n//\n// Quickly modify global styling by enabling or disabling optional features.\n\n$enable-caret:                true !default;\n$enable-rounded:              true !default;\n$enable-shadows:              false !default;\n$enable-gradients:            false !default;\n$enable-transitions:          true !default;\n$enable-reduced-motion:       true !default;\n$enable-smooth-scroll:        true !default;\n$enable-grid-classes:         true !default;\n$enable-container-classes:    true !default;\n$enable-cssgrid:              false !default;\n$enable-button-pointers:      true !default;\n$enable-rfs:                  true !default;\n$enable-validation-icons:     true !default;\n$enable-negative-margins:     false !default;\n$enable-deprecation-messages: true !default;\n$enable-important-utilities:  true !default;\n\n$enable-dark-mode:            true !default;\n$color-mode-type:             data !default; // `data` or `media-query`\n\n// Prefix for :root CSS variables\n\n$variable-prefix:             bs- !default; // Deprecated in v5.2.0 for the shorter `$prefix`\n$prefix:                      $variable-prefix !default;\n\n// Gradient\n//\n// The gradient which is added to components if `$enable-gradients` is `true`\n// This gradient is also added to elements with `.bg-gradient`\n// scss-docs-start variable-gradient\n$gradient: linear-gradient(180deg, rgba($white, .15), rgba($white, 0)) !default;\n// scss-docs-end variable-gradient\n\n// Spacing\n//\n// Control the default styling of most Bootstrap elements by modifying these\n// variables. Mostly focused on spacing.\n// You can add more entries to the $spacers map, should you need more variation.\n\n// scss-docs-start spacer-variables-maps\n$spacer: 1rem !default;\n$spacers: (\n  0: 0,\n  1: $spacer * .25,\n  2: $spacer * .5,\n  3: $spacer,\n  4: $spacer * 1.5,\n  5: $spacer * 3,\n) !default;\n// scss-docs-end spacer-variables-maps\n\n// Position\n//\n// Define the edge positioning anchors of the position utilities.\n\n// scss-docs-start position-map\n$position-values: (\n  0: 0,\n  50: 50%,\n  100: 100%\n) !default;\n// scss-docs-end position-map\n\n// Body\n//\n// Settings for the `<body>` element.\n\n$body-text-align:           null !default;\n$body-color:                $gray-900 !default;\n$body-bg:                   $white !default;\n\n$body-secondary-color:      rgba($body-color, .75) !default;\n$body-secondary-bg:         $gray-200 !default;\n\n$body-tertiary-color:       rgba($body-color, .5) !default;\n$body-tertiary-bg:          $gray-100 !default;\n\n$body-emphasis-color:       $black !default;\n\n// Links\n//\n// Style anchor elements.\n\n$link-color:                              $primary !default;\n$link-decoration:                         underline !default;\n$link-shade-percentage:                   20% !default;\n$link-hover-color:                        shift-color($link-color, $link-shade-percentage) !default;\n$link-hover-decoration:                   null !default;\n\n$stretched-link-pseudo-element:           after !default;\n$stretched-link-z-index:                  1 !default;\n\n// Icon links\n// scss-docs-start icon-link-variables\n$icon-link-gap:               .375rem !default;\n$icon-link-underline-offset:  .25em !default;\n$icon-link-icon-size:         1em !default;\n$icon-link-icon-transition:   .2s ease-in-out transform !default;\n$icon-link-icon-transform:    translate3d(.25em, 0, 0) !default;\n// scss-docs-end icon-link-variables\n\n// Paragraphs\n//\n// Style p element.\n\n$paragraph-margin-bottom:   1rem !default;\n\n\n// Grid breakpoints\n//\n// Define the minimum dimensions at which your layout will change,\n// adapting to different screen sizes, for use in media queries.\n\n// scss-docs-start grid-breakpoints\n$grid-breakpoints: (\n  xs: 0,\n  sm: 576px,\n  md: 768px,\n  lg: 992px,\n  xl: 1200px,\n  xxl: 1400px\n) !default;\n// scss-docs-end grid-breakpoints\n\n@include _assert-ascending($grid-breakpoints, \"$grid-breakpoints\");\n@include _assert-starts-at-zero($grid-breakpoints, \"$grid-breakpoints\");\n\n\n// Grid containers\n//\n// Define the maximum width of `.container` for different screen sizes.\n\n// scss-docs-start container-max-widths\n$container-max-widths: (\n  sm: 540px,\n  md: 720px,\n  lg: 960px,\n  xl: 1140px,\n  xxl: 1320px\n) !default;\n// scss-docs-end container-max-widths\n\n@include _assert-ascending($container-max-widths, \"$container-max-widths\");\n\n\n// Grid columns\n//\n// Set the number of columns and specify the width of the gutters.\n\n$grid-columns:                12 !default;\n$grid-gutter-width:           1.5rem !default;\n$grid-row-columns:            6 !default;\n\n// Container padding\n\n$container-padding-x: $grid-gutter-width !default;\n\n\n// Components\n//\n// Define common padding and border radius sizes and more.\n\n// scss-docs-start border-variables\n$border-width:                1px !default;\n$border-widths: (\n  1: 1px,\n  2: 2px,\n  3: 3px,\n  4: 4px,\n  5: 5px\n) !default;\n$border-style:                solid !default;\n$border-color:                $gray-300 !default;\n$border-color-translucent:    rgba($black, .175) !default;\n// scss-docs-end border-variables\n\n// scss-docs-start border-radius-variables\n$border-radius:               .375rem !default;\n$border-radius-sm:            .25rem !default;\n$border-radius-lg:            .5rem !default;\n$border-radius-xl:            1rem !default;\n$border-radius-xxl:           2rem !default;\n$border-radius-pill:          50rem !default;\n// scss-docs-end border-radius-variables\n// fusv-disable\n$border-radius-2xl:           $border-radius-xxl !default; // Deprecated in v5.3.0\n// fusv-enable\n\n// scss-docs-start box-shadow-variables\n$box-shadow:                  0 .5rem 1rem rgba($black, .15) !default;\n$box-shadow-sm:               0 .125rem .25rem rgba($black, .075) !default;\n$box-shadow-lg:               0 1rem 3rem rgba($black, .175) !default;\n$box-shadow-inset:            inset 0 1px 2px rgba($black, .075) !default;\n// scss-docs-end box-shadow-variables\n\n$component-active-color:      $white !default;\n$component-active-bg:         $primary !default;\n\n// scss-docs-start focus-ring-variables\n$focus-ring-width:      .25rem !default;\n$focus-ring-opacity:    .25 !default;\n$focus-ring-color:      rgba($primary, $focus-ring-opacity) !default;\n$focus-ring-blur:       0 !default;\n$focus-ring-box-shadow: 0 0 $focus-ring-blur $focus-ring-width $focus-ring-color !default;\n// scss-docs-end focus-ring-variables\n\n// scss-docs-start caret-variables\n$caret-width:                 .3em !default;\n$caret-vertical-align:        $caret-width * .85 !default;\n$caret-spacing:               $caret-width * .85 !default;\n// scss-docs-end caret-variables\n\n$transition-base:             all .2s ease-in-out !default;\n$transition-fade:             opacity .15s linear !default;\n// scss-docs-start collapse-transition\n$transition-collapse:         height .35s ease !default;\n$transition-collapse-width:   width .35s ease !default;\n// scss-docs-end collapse-transition\n\n// stylelint-disable function-disallowed-list\n// scss-docs-start aspect-ratios\n$aspect-ratios: (\n  \"1x1\": 100%,\n  \"4x3\": calc(3 / 4 * 100%),\n  \"16x9\": calc(9 / 16 * 100%),\n  \"21x9\": calc(9 / 21 * 100%)\n) !default;\n// scss-docs-end aspect-ratios\n// stylelint-enable function-disallowed-list\n\n// Typography\n//\n// Font, line-height, and color for body text, headings, and more.\n\n// scss-docs-start font-variables\n// stylelint-disable value-keyword-case\n$font-family-sans-serif:      system-ui, -apple-system, \"Segoe UI\", Roboto, \"Helvetica Neue\", \"Noto Sans\", \"Liberation Sans\", Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\", \"Noto Color Emoji\" !default;\n$font-family-monospace:       SFMono-Regular, Menlo, Monaco, Consolas, \"Liberation Mono\", \"Courier New\", monospace !default;\n// stylelint-enable value-keyword-case\n$font-family-base:            var(--#{$prefix}font-sans-serif) !default;\n$font-family-code:            var(--#{$prefix}font-monospace) !default;\n\n// $font-size-root affects the value of `rem`, which is used for as well font sizes, paddings, and margins\n// $font-size-base affects the font size of the body text\n$font-size-root:              null !default;\n$font-size-base:              1rem !default; // Assumes the browser default, typically `16px`\n$font-size-sm:                $font-size-base * .875 !default;\n$font-size-lg:                $font-size-base * 1.25 !default;\n\n$font-weight-lighter:         lighter !default;\n$font-weight-light:           300 !default;\n$font-weight-normal:          400 !default;\n$font-weight-medium:          500 !default;\n$font-weight-semibold:        600 !default;\n$font-weight-bold:            700 !default;\n$font-weight-bolder:          bolder !default;\n\n$font-weight-base:            $font-weight-normal !default;\n\n$line-height-base:            1.5 !default;\n$line-height-sm:              1.25 !default;\n$line-height-lg:              2 !default;\n\n$h1-font-size:                $font-size-base * 2.5 !default;\n$h2-font-size:                $font-size-base * 2 !default;\n$h3-font-size:                $font-size-base * 1.75 !default;\n$h4-font-size:                $font-size-base * 1.5 !default;\n$h5-font-size:                $font-size-base * 1.25 !default;\n$h6-font-size:                $font-size-base !default;\n// scss-docs-end font-variables\n\n// scss-docs-start font-sizes\n$font-sizes: (\n  1: $h1-font-size,\n  2: $h2-font-size,\n  3: $h3-font-size,\n  4: $h4-font-size,\n  5: $h5-font-size,\n  6: $h6-font-size\n) !default;\n// scss-docs-end font-sizes\n\n// scss-docs-start headings-variables\n$headings-margin-bottom:      $spacer * .5 !default;\n$headings-font-family:        null !default;\n$headings-font-style:         null !default;\n$headings-font-weight:        500 !default;\n$headings-line-height:        1.2 !default;\n$headings-color:              inherit !default;\n// scss-docs-end headings-variables\n\n// scss-docs-start display-headings\n$display-font-sizes: (\n  1: 5rem,\n  2: 4.5rem,\n  3: 4rem,\n  4: 3.5rem,\n  5: 3rem,\n  6: 2.5rem\n) !default;\n\n$display-font-family: null !default;\n$display-font-style:  null !default;\n$display-font-weight: 300 !default;\n$display-line-height: $headings-line-height !default;\n// scss-docs-end display-headings\n\n// scss-docs-start type-variables\n$lead-font-size:              $font-size-base * 1.25 !default;\n$lead-font-weight:            300 !default;\n\n$small-font-size:             .875em !default;\n\n$sub-sup-font-size:           .75em !default;\n\n// fusv-disable\n$text-muted:                  var(--#{$prefix}secondary-color) !default; // Deprecated in 5.3.0\n// fusv-enable\n\n$initialism-font-size:        $small-font-size !default;\n\n$blockquote-margin-y:         $spacer !default;\n$blockquote-font-size:        $font-size-base * 1.25 !default;\n$blockquote-footer-color:     $gray-600 !default;\n$blockquote-footer-font-size: $small-font-size !default;\n\n$hr-margin-y:                 $spacer !default;\n$hr-color:                    inherit !default;\n\n// fusv-disable\n$hr-bg-color:                 null !default; // Deprecated in v5.2.0\n$hr-height:                   null !default; // Deprecated in v5.2.0\n// fusv-enable\n\n$hr-border-color:             null !default; // Allows for inherited colors\n$hr-border-width:             var(--#{$prefix}border-width) !default;\n$hr-opacity:                  .25 !default;\n\n// scss-docs-start vr-variables\n$vr-border-width:             var(--#{$prefix}border-width) !default;\n// scss-docs-end vr-variables\n\n$legend-margin-bottom:        .5rem !default;\n$legend-font-size:            1.5rem !default;\n$legend-font-weight:          null !default;\n\n$dt-font-weight:              $font-weight-bold !default;\n\n$list-inline-padding:         .5rem !default;\n\n$mark-padding:                .1875em !default;\n$mark-color:                  $body-color !default;\n$mark-bg:                     $yellow-100 !default;\n// scss-docs-end type-variables\n\n\n// Tables\n//\n// Customizes the `.table` component with basic values, each used across all table variations.\n\n// scss-docs-start table-variables\n$table-cell-padding-y:        .5rem !default;\n$table-cell-padding-x:        .5rem !default;\n$table-cell-padding-y-sm:     .25rem !default;\n$table-cell-padding-x-sm:     .25rem !default;\n\n$table-cell-vertical-align:   top !default;\n\n$table-color:                 var(--#{$prefix}emphasis-color) !default;\n$table-bg:                    var(--#{$prefix}body-bg) !default;\n$table-accent-bg:             transparent !default;\n\n$table-th-font-weight:        null !default;\n\n$table-striped-color:         $table-color !default;\n$table-striped-bg-factor:     .05 !default;\n$table-striped-bg:            rgba(var(--#{$prefix}emphasis-color-rgb), $table-striped-bg-factor) !default;\n\n$table-active-color:          $table-color !default;\n$table-active-bg-factor:      .1 !default;\n$table-active-bg:             rgba(var(--#{$prefix}emphasis-color-rgb), $table-active-bg-factor) !default;\n\n$table-hover-color:           $table-color !default;\n$table-hover-bg-factor:       .075 !default;\n$table-hover-bg:              rgba(var(--#{$prefix}emphasis-color-rgb), $table-hover-bg-factor) !default;\n\n$table-border-factor:         .2 !default;\n$table-border-width:          var(--#{$prefix}border-width) !default;\n$table-border-color:          var(--#{$prefix}border-color) !default;\n\n$table-striped-order:         odd !default;\n$table-striped-columns-order: even !default;\n\n$table-group-separator-color: currentcolor !default;\n\n$table-caption-color:         var(--#{$prefix}secondary-color) !default;\n\n$table-bg-scale:              -80% !default;\n// scss-docs-end table-variables\n\n// scss-docs-start table-loop\n$table-variants: (\n  \"primary\":    shift-color($primary, $table-bg-scale),\n  \"secondary\":  shift-color($secondary, $table-bg-scale),\n  \"success\":    shift-color($success, $table-bg-scale),\n  \"info\":       shift-color($info, $table-bg-scale),\n  \"warning\":    shift-color($warning, $table-bg-scale),\n  \"danger\":     shift-color($danger, $table-bg-scale),\n  \"light\":      $light,\n  \"dark\":       $dark,\n) !default;\n// scss-docs-end table-loop\n\n\n// Buttons + Forms\n//\n// Shared variables that are reassigned to `$input-` and `$btn-` specific variables.\n\n// scss-docs-start input-btn-variables\n$input-btn-padding-y:         .375rem !default;\n$input-btn-padding-x:         .75rem !default;\n$input-btn-font-family:       null !default;\n$input-btn-font-size:         $font-size-base !default;\n$input-btn-line-height:       $line-height-base !default;\n\n$input-btn-focus-width:         $focus-ring-width !default;\n$input-btn-focus-color-opacity: $focus-ring-opacity !default;\n$input-btn-focus-color:         $focus-ring-color !default;\n$input-btn-focus-blur:          $focus-ring-blur !default;\n$input-btn-focus-box-shadow:    $focus-ring-box-shadow !default;\n\n$input-btn-padding-y-sm:      .25rem !default;\n$input-btn-padding-x-sm:      .5rem !default;\n$input-btn-font-size-sm:      $font-size-sm !default;\n\n$input-btn-padding-y-lg:      .5rem !default;\n$input-btn-padding-x-lg:      1rem !default;\n$input-btn-font-size-lg:      $font-size-lg !default;\n\n$input-btn-border-width:      var(--#{$prefix}border-width) !default;\n// scss-docs-end input-btn-variables\n\n\n// Buttons\n//\n// For each of Bootstrap's buttons, define text, background, and border color.\n\n// scss-docs-start btn-variables\n$btn-color:                   var(--#{$prefix}body-color) !default;\n$btn-padding-y:               $input-btn-padding-y !default;\n$btn-padding-x:               $input-btn-padding-x !default;\n$btn-font-family:             $input-btn-font-family !default;\n$btn-font-size:               $input-btn-font-size !default;\n$btn-line-height:             $input-btn-line-height !default;\n$btn-white-space:             null !default; // Set to `nowrap` to prevent text wrapping\n\n$btn-padding-y-sm:            $input-btn-padding-y-sm !default;\n$btn-padding-x-sm:            $input-btn-padding-x-sm !default;\n$btn-font-size-sm:            $input-btn-font-size-sm !default;\n\n$btn-padding-y-lg:            $input-btn-padding-y-lg !default;\n$btn-padding-x-lg:            $input-btn-padding-x-lg !default;\n$btn-font-size-lg:            $input-btn-font-size-lg !default;\n\n$btn-border-width:            $input-btn-border-width !default;\n\n$btn-font-weight:             $font-weight-normal !default;\n$btn-box-shadow:              inset 0 1px 0 rgba($white, .15), 0 1px 1px rgba($black, .075) !default;\n$btn-focus-width:             $input-btn-focus-width !default;\n$btn-focus-box-shadow:        $input-btn-focus-box-shadow !default;\n$btn-disabled-opacity:        .65 !default;\n$btn-active-box-shadow:       inset 0 3px 5px rgba($black, .125) !default;\n\n$btn-link-color:              var(--#{$prefix}link-color) !default;\n$btn-link-hover-color:        var(--#{$prefix}link-hover-color) !default;\n$btn-link-disabled-color:     $gray-600 !default;\n$btn-link-focus-shadow-rgb:   to-rgb(mix(color-contrast($link-color), $link-color, 15%)) !default;\n\n// Allows for customizing button radius independently from global border radius\n$btn-border-radius:           var(--#{$prefix}border-radius) !default;\n$btn-border-radius-sm:        var(--#{$prefix}border-radius-sm) !default;\n$btn-border-radius-lg:        var(--#{$prefix}border-radius-lg) !default;\n\n$btn-transition:              color .15s ease-in-out, background-color .15s ease-in-out, border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n\n$btn-hover-bg-shade-amount:       15% !default;\n$btn-hover-bg-tint-amount:        15% !default;\n$btn-hover-border-shade-amount:   20% !default;\n$btn-hover-border-tint-amount:    10% !default;\n$btn-active-bg-shade-amount:      20% !default;\n$btn-active-bg-tint-amount:       20% !default;\n$btn-active-border-shade-amount:  25% !default;\n$btn-active-border-tint-amount:   10% !default;\n// scss-docs-end btn-variables\n\n\n// Forms\n\n// scss-docs-start form-text-variables\n$form-text-margin-top:                  .25rem !default;\n$form-text-font-size:                   $small-font-size !default;\n$form-text-font-style:                  null !default;\n$form-text-font-weight:                 null !default;\n$form-text-color:                       var(--#{$prefix}secondary-color) !default;\n// scss-docs-end form-text-variables\n\n// scss-docs-start form-label-variables\n$form-label-margin-bottom:              .5rem !default;\n$form-label-font-size:                  null !default;\n$form-label-font-style:                 null !default;\n$form-label-font-weight:                null !default;\n$form-label-color:                      null !default;\n// scss-docs-end form-label-variables\n\n// scss-docs-start form-input-variables\n$input-padding-y:                       $input-btn-padding-y !default;\n$input-padding-x:                       $input-btn-padding-x !default;\n$input-font-family:                     $input-btn-font-family !default;\n$input-font-size:                       $input-btn-font-size !default;\n$input-font-weight:                     $font-weight-base !default;\n$input-line-height:                     $input-btn-line-height !default;\n\n$input-padding-y-sm:                    $input-btn-padding-y-sm !default;\n$input-padding-x-sm:                    $input-btn-padding-x-sm !default;\n$input-font-size-sm:                    $input-btn-font-size-sm !default;\n\n$input-padding-y-lg:                    $input-btn-padding-y-lg !default;\n$input-padding-x-lg:                    $input-btn-padding-x-lg !default;\n$input-font-size-lg:                    $input-btn-font-size-lg !default;\n\n$input-bg:                              var(--#{$prefix}body-bg) !default;\n$input-disabled-color:                  null !default;\n$input-disabled-bg:                     var(--#{$prefix}secondary-bg) !default;\n$input-disabled-border-color:           null !default;\n\n$input-color:                           var(--#{$prefix}body-color) !default;\n$input-border-color:                    var(--#{$prefix}border-color) !default;\n$input-border-width:                    $input-btn-border-width !default;\n$input-box-shadow:                      var(--#{$prefix}box-shadow-inset) !default;\n\n$input-border-radius:                   var(--#{$prefix}border-radius) !default;\n$input-border-radius-sm:                var(--#{$prefix}border-radius-sm) !default;\n$input-border-radius-lg:                var(--#{$prefix}border-radius-lg) !default;\n\n$input-focus-bg:                        $input-bg !default;\n$input-focus-border-color:              tint-color($component-active-bg, 50%) !default;\n$input-focus-color:                     $input-color !default;\n$input-focus-width:                     $input-btn-focus-width !default;\n$input-focus-box-shadow:                $input-btn-focus-box-shadow !default;\n\n$input-placeholder-color:               var(--#{$prefix}secondary-color) !default;\n$input-plaintext-color:                 var(--#{$prefix}body-color) !default;\n\n$input-height-border:                   calc(#{$input-border-width} * 2) !default; // stylelint-disable-line function-disallowed-list\n\n$input-height-inner:                    add($input-line-height * 1em, $input-padding-y * 2) !default;\n$input-height-inner-half:               add($input-line-height * .5em, $input-padding-y) !default;\n$input-height-inner-quarter:            add($input-line-height * .25em, $input-padding-y * .5) !default;\n\n$input-height:                          add($input-line-height * 1em, add($input-padding-y * 2, $input-height-border, false)) !default;\n$input-height-sm:                       add($input-line-height * 1em, add($input-padding-y-sm * 2, $input-height-border, false)) !default;\n$input-height-lg:                       add($input-line-height * 1em, add($input-padding-y-lg * 2, $input-height-border, false)) !default;\n\n$input-transition:                      border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n\n$form-color-width:                      3rem !default;\n// scss-docs-end form-input-variables\n\n// scss-docs-start form-check-variables\n$form-check-input-width:                  1em !default;\n$form-check-min-height:                   $font-size-base * $line-height-base !default;\n$form-check-padding-start:                $form-check-input-width + .5em !default;\n$form-check-margin-bottom:                .125rem !default;\n$form-check-label-color:                  null !default;\n$form-check-label-cursor:                 null !default;\n$form-check-transition:                   null !default;\n\n$form-check-input-active-filter:          brightness(90%) !default;\n\n$form-check-input-bg:                     $input-bg !default;\n$form-check-input-border:                 var(--#{$prefix}border-width) solid var(--#{$prefix}border-color) !default;\n$form-check-input-border-radius:          .25em !default;\n$form-check-radio-border-radius:          50% !default;\n$form-check-input-focus-border:           $input-focus-border-color !default;\n$form-check-input-focus-box-shadow:       $focus-ring-box-shadow !default;\n\n$form-check-input-checked-color:          $component-active-color !default;\n$form-check-input-checked-bg-color:       $component-active-bg !default;\n$form-check-input-checked-border-color:   $form-check-input-checked-bg-color !default;\n$form-check-input-checked-bg-image:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 20 20'><path fill='none' stroke='#{$form-check-input-checked-color}' stroke-linecap='round' stroke-linejoin='round' stroke-width='3' d='m6 10 3 3 6-6'/></svg>\") !default;\n$form-check-radio-checked-bg-image:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='2' fill='#{$form-check-input-checked-color}'/></svg>\") !default;\n\n$form-check-input-indeterminate-color:          $component-active-color !default;\n$form-check-input-indeterminate-bg-color:       $component-active-bg !default;\n$form-check-input-indeterminate-border-color:   $form-check-input-indeterminate-bg-color !default;\n$form-check-input-indeterminate-bg-image:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 20 20'><path fill='none' stroke='#{$form-check-input-indeterminate-color}' stroke-linecap='round' stroke-linejoin='round' stroke-width='3' d='M6 10h8'/></svg>\") !default;\n\n$form-check-input-disabled-opacity:        .5 !default;\n$form-check-label-disabled-opacity:        $form-check-input-disabled-opacity !default;\n$form-check-btn-check-disabled-opacity:    $btn-disabled-opacity !default;\n\n$form-check-inline-margin-end:    1rem !default;\n// scss-docs-end form-check-variables\n\n// scss-docs-start form-switch-variables\n$form-switch-color:               rgba($black, .25) !default;\n$form-switch-width:               2em !default;\n$form-switch-padding-start:       $form-switch-width + .5em !default;\n$form-switch-bg-image:            url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='3' fill='#{$form-switch-color}'/></svg>\") !default;\n$form-switch-border-radius:       $form-switch-width !default;\n$form-switch-transition:          background-position .15s ease-in-out !default;\n\n$form-switch-focus-color:         $input-focus-border-color !default;\n$form-switch-focus-bg-image:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='3' fill='#{$form-switch-focus-color}'/></svg>\") !default;\n\n$form-switch-checked-color:       $component-active-color !default;\n$form-switch-checked-bg-image:    url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='3' fill='#{$form-switch-checked-color}'/></svg>\") !default;\n$form-switch-checked-bg-position: right center !default;\n// scss-docs-end form-switch-variables\n\n// scss-docs-start input-group-variables\n$input-group-addon-padding-y:           $input-padding-y !default;\n$input-group-addon-padding-x:           $input-padding-x !default;\n$input-group-addon-font-weight:         $input-font-weight !default;\n$input-group-addon-color:               $input-color !default;\n$input-group-addon-bg:                  var(--#{$prefix}tertiary-bg) !default;\n$input-group-addon-border-color:        $input-border-color !default;\n// scss-docs-end input-group-variables\n\n// scss-docs-start form-select-variables\n$form-select-padding-y:             $input-padding-y !default;\n$form-select-padding-x:             $input-padding-x !default;\n$form-select-font-family:           $input-font-family !default;\n$form-select-font-size:             $input-font-size !default;\n$form-select-indicator-padding:     $form-select-padding-x * 3 !default; // Extra padding for background-image\n$form-select-font-weight:           $input-font-weight !default;\n$form-select-line-height:           $input-line-height !default;\n$form-select-color:                 $input-color !default;\n$form-select-bg:                    $input-bg !default;\n$form-select-disabled-color:        null !default;\n$form-select-disabled-bg:           $input-disabled-bg !default;\n$form-select-disabled-border-color: $input-disabled-border-color !default;\n$form-select-bg-position:           right $form-select-padding-x center !default;\n$form-select-bg-size:               16px 12px !default; // In pixels because image dimensions\n$form-select-indicator-color:       $gray-800 !default;\n$form-select-indicator:             url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'><path fill='none' stroke='#{$form-select-indicator-color}' stroke-linecap='round' stroke-linejoin='round' stroke-width='2' d='m2 5 6 6 6-6'/></svg>\") !default;\n\n$form-select-feedback-icon-padding-end: $form-select-padding-x * 2.5 + $form-select-indicator-padding !default;\n$form-select-feedback-icon-position:    center right $form-select-indicator-padding !default;\n$form-select-feedback-icon-size:        $input-height-inner-half $input-height-inner-half !default;\n\n$form-select-border-width:        $input-border-width !default;\n$form-select-border-color:        $input-border-color !default;\n$form-select-border-radius:       $input-border-radius !default;\n$form-select-box-shadow:          var(--#{$prefix}box-shadow-inset) !default;\n\n$form-select-focus-border-color:  $input-focus-border-color !default;\n$form-select-focus-width:         $input-focus-width !default;\n$form-select-focus-box-shadow:    0 0 0 $form-select-focus-width $input-btn-focus-color !default;\n\n$form-select-padding-y-sm:        $input-padding-y-sm !default;\n$form-select-padding-x-sm:        $input-padding-x-sm !default;\n$form-select-font-size-sm:        $input-font-size-sm !default;\n$form-select-border-radius-sm:    $input-border-radius-sm !default;\n\n$form-select-padding-y-lg:        $input-padding-y-lg !default;\n$form-select-padding-x-lg:        $input-padding-x-lg !default;\n$form-select-font-size-lg:        $input-font-size-lg !default;\n$form-select-border-radius-lg:    $input-border-radius-lg !default;\n\n$form-select-transition:          $input-transition !default;\n// scss-docs-end form-select-variables\n\n// scss-docs-start form-range-variables\n$form-range-track-width:          100% !default;\n$form-range-track-height:         .5rem !default;\n$form-range-track-cursor:         pointer !default;\n$form-range-track-bg:             var(--#{$prefix}secondary-bg) !default;\n$form-range-track-border-radius:  1rem !default;\n$form-range-track-box-shadow:     var(--#{$prefix}box-shadow-inset) !default;\n\n$form-range-thumb-width:                   1rem !default;\n$form-range-thumb-height:                  $form-range-thumb-width !default;\n$form-range-thumb-bg:                      $component-active-bg !default;\n$form-range-thumb-border:                  0 !default;\n$form-range-thumb-border-radius:           1rem !default;\n$form-range-thumb-box-shadow:              0 .1rem .25rem rgba($black, .1) !default;\n$form-range-thumb-focus-box-shadow:        0 0 0 1px $body-bg, $input-focus-box-shadow !default;\n$form-range-thumb-focus-box-shadow-width:  $input-focus-width !default; // For focus box shadow issue in Edge\n$form-range-thumb-active-bg:               tint-color($component-active-bg, 70%) !default;\n$form-range-thumb-disabled-bg:             var(--#{$prefix}secondary-color) !default;\n$form-range-thumb-transition:              background-color .15s ease-in-out, border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n// scss-docs-end form-range-variables\n\n// scss-docs-start form-file-variables\n$form-file-button-color:          $input-color !default;\n$form-file-button-bg:             var(--#{$prefix}tertiary-bg) !default;\n$form-file-button-hover-bg:       var(--#{$prefix}secondary-bg) !default;\n// scss-docs-end form-file-variables\n\n// scss-docs-start form-floating-variables\n$form-floating-height:                  add(3.5rem, $input-height-border) !default;\n$form-floating-line-height:             1.25 !default;\n$form-floating-padding-x:               $input-padding-x !default;\n$form-floating-padding-y:               1rem !default;\n$form-floating-input-padding-t:         1.625rem !default;\n$form-floating-input-padding-b:         .625rem !default;\n$form-floating-label-height:            1.5em !default;\n$form-floating-label-opacity:           .65 !default;\n$form-floating-label-transform:         scale(.85) translateY(-.5rem) translateX(.15rem) !default;\n$form-floating-label-disabled-color:    $gray-600 !default;\n$form-floating-transition:              opacity .1s ease-in-out, transform .1s ease-in-out !default;\n// scss-docs-end form-floating-variables\n\n// Form validation\n\n// scss-docs-start form-feedback-variables\n$form-feedback-margin-top:          $form-text-margin-top !default;\n$form-feedback-font-size:           $form-text-font-size !default;\n$form-feedback-font-style:          $form-text-font-style !default;\n$form-feedback-valid-color:         $success !default;\n$form-feedback-invalid-color:       $danger !default;\n\n$form-feedback-icon-valid-color:    $form-feedback-valid-color !default;\n$form-feedback-icon-valid:          url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 8 8'><path fill='#{$form-feedback-icon-valid-color}' d='M2.3 6.73.6 4.53c-.4-1.04.46-1.4 1.1-.8l1.1 1.4 3.4-3.8c.6-.63 1.6-.27 1.2.7l-4 4.6c-.43.5-.8.4-1.1.1z'/></svg>\") !default;\n$form-feedback-icon-invalid-color:  $form-feedback-invalid-color !default;\n$form-feedback-icon-invalid:        url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 12 12' width='12' height='12' fill='none' stroke='#{$form-feedback-icon-invalid-color}'><circle cx='6' cy='6' r='4.5'/><path stroke-linejoin='round' d='M5.8 3.6h.4L6 6.5z'/><circle cx='6' cy='8.2' r='.6' fill='#{$form-feedback-icon-invalid-color}' stroke='none'/></svg>\") !default;\n// scss-docs-end form-feedback-variables\n\n// scss-docs-start form-validation-colors\n$form-valid-color:                  $form-feedback-valid-color !default;\n$form-valid-border-color:           $form-feedback-valid-color !default;\n$form-invalid-color:                $form-feedback-invalid-color !default;\n$form-invalid-border-color:         $form-feedback-invalid-color !default;\n// scss-docs-end form-validation-colors\n\n// scss-docs-start form-validation-states\n$form-validation-states: (\n  \"valid\": (\n    \"color\": var(--#{$prefix}form-valid-color),\n    \"icon\": $form-feedback-icon-valid,\n    \"tooltip-color\": #fff,\n    \"tooltip-bg-color\": var(--#{$prefix}success),\n    \"focus-box-shadow\": 0 0 $input-btn-focus-blur $input-focus-width rgba(var(--#{$prefix}success-rgb), $input-btn-focus-color-opacity),\n    \"border-color\": var(--#{$prefix}form-valid-border-color),\n  ),\n  \"invalid\": (\n    \"color\": var(--#{$prefix}form-invalid-color),\n    \"icon\": $form-feedback-icon-invalid,\n    \"tooltip-color\": #fff,\n    \"tooltip-bg-color\": var(--#{$prefix}danger),\n    \"focus-box-shadow\": 0 0 $input-btn-focus-blur $input-focus-width rgba(var(--#{$prefix}danger-rgb), $input-btn-focus-color-opacity),\n    \"border-color\": var(--#{$prefix}form-invalid-border-color),\n  )\n) !default;\n// scss-docs-end form-validation-states\n\n// Z-index master list\n//\n// Warning: Avoid customizing these values. They're used for a bird's eye view\n// of components dependent on the z-axis and are designed to all work together.\n\n// scss-docs-start zindex-stack\n$zindex-dropdown:                   1000 !default;\n$zindex-sticky:                     1020 !default;\n$zindex-fixed:                      1030 !default;\n$zindex-offcanvas-backdrop:         1040 !default;\n$zindex-offcanvas:                  1045 !default;\n$zindex-modal-backdrop:             1050 !default;\n$zindex-modal:                      1055 !default;\n$zindex-popover:                    1070 !default;\n$zindex-tooltip:                    1080 !default;\n$zindex-toast:                      1090 !default;\n// scss-docs-end zindex-stack\n\n// scss-docs-start zindex-levels-map\n$zindex-levels: (\n  n1: -1,\n  0: 0,\n  1: 1,\n  2: 2,\n  3: 3\n) !default;\n// scss-docs-end zindex-levels-map\n\n\n// Navs\n\n// scss-docs-start nav-variables\n$nav-link-padding-y:                .5rem !default;\n$nav-link-padding-x:                1rem !default;\n$nav-link-font-size:                null !default;\n$nav-link-font-weight:              null !default;\n$nav-link-color:                    var(--#{$prefix}link-color) !default;\n$nav-link-hover-color:              var(--#{$prefix}link-hover-color) !default;\n$nav-link-transition:               color .15s ease-in-out, background-color .15s ease-in-out, border-color .15s ease-in-out !default;\n$nav-link-disabled-color:           var(--#{$prefix}secondary-color) !default;\n$nav-link-focus-box-shadow:         $focus-ring-box-shadow !default;\n\n$nav-tabs-border-color:             var(--#{$prefix}border-color) !default;\n$nav-tabs-border-width:             var(--#{$prefix}border-width) !default;\n$nav-tabs-border-radius:            var(--#{$prefix}border-radius) !default;\n$nav-tabs-link-hover-border-color:  var(--#{$prefix}secondary-bg) var(--#{$prefix}secondary-bg) $nav-tabs-border-color !default;\n$nav-tabs-link-active-color:        var(--#{$prefix}emphasis-color) !default;\n$nav-tabs-link-active-bg:           var(--#{$prefix}body-bg) !default;\n$nav-tabs-link-active-border-color: var(--#{$prefix}border-color) var(--#{$prefix}border-color) $nav-tabs-link-active-bg !default;\n\n$nav-pills-border-radius:           var(--#{$prefix}border-radius) !default;\n$nav-pills-link-active-color:       $component-active-color !default;\n$nav-pills-link-active-bg:          $component-active-bg !default;\n\n$nav-underline-gap:                 1rem !default;\n$nav-underline-border-width:        .125rem !default;\n$nav-underline-link-active-color:   var(--#{$prefix}emphasis-color) !default;\n// scss-docs-end nav-variables\n\n\n// Navbar\n\n// scss-docs-start navbar-variables\n$navbar-padding-y:                  $spacer * .5 !default;\n$navbar-padding-x:                  null !default;\n\n$navbar-nav-link-padding-x:         .5rem !default;\n\n$navbar-brand-font-size:            $font-size-lg !default;\n// Compute the navbar-brand padding-y so the navbar-brand will have the same height as navbar-text and nav-link\n$nav-link-height:                   $font-size-base * $line-height-base + $nav-link-padding-y * 2 !default;\n$navbar-brand-height:               $navbar-brand-font-size * $line-height-base !default;\n$navbar-brand-padding-y:            ($nav-link-height - $navbar-brand-height) * .5 !default;\n$navbar-brand-margin-end:           1rem !default;\n\n$navbar-toggler-padding-y:          .25rem !default;\n$navbar-toggler-padding-x:          .75rem !default;\n$navbar-toggler-font-size:          $font-size-lg !default;\n$navbar-toggler-border-radius:      $btn-border-radius !default;\n$navbar-toggler-focus-width:        $btn-focus-width !default;\n$navbar-toggler-transition:         box-shadow .15s ease-in-out !default;\n\n$navbar-light-color:                rgba(var(--#{$prefix}emphasis-color-rgb), .65) !default;\n$navbar-light-hover-color:          rgba(var(--#{$prefix}emphasis-color-rgb), .8) !default;\n$navbar-light-active-color:         rgba(var(--#{$prefix}emphasis-color-rgb), 1) !default;\n$navbar-light-disabled-color:       rgba(var(--#{$prefix}emphasis-color-rgb), .3) !default;\n$navbar-light-icon-color:           rgba($body-color, .75) !default;\n$navbar-light-toggler-icon-bg:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'><path stroke='#{$navbar-light-icon-color}' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/></svg>\") !default;\n$navbar-light-toggler-border-color: rgba(var(--#{$prefix}emphasis-color-rgb), .15) !default;\n$navbar-light-brand-color:          $navbar-light-active-color !default;\n$navbar-light-brand-hover-color:    $navbar-light-active-color !default;\n// scss-docs-end navbar-variables\n\n// scss-docs-start navbar-dark-variables\n$navbar-dark-color:                 rgba($white, .55) !default;\n$navbar-dark-hover-color:           rgba($white, .75) !default;\n$navbar-dark-active-color:          $white !default;\n$navbar-dark-disabled-color:        rgba($white, .25) !default;\n$navbar-dark-icon-color:            $navbar-dark-color !default;\n$navbar-dark-toggler-icon-bg:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'><path stroke='#{$navbar-dark-icon-color}' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/></svg>\") !default;\n$navbar-dark-toggler-border-color:  rgba($white, .1) !default;\n$navbar-dark-brand-color:           $navbar-dark-active-color !default;\n$navbar-dark-brand-hover-color:     $navbar-dark-active-color !default;\n// scss-docs-end navbar-dark-variables\n\n\n// Dropdowns\n//\n// Dropdown menu container and contents.\n\n// scss-docs-start dropdown-variables\n$dropdown-min-width:                10rem !default;\n$dropdown-padding-x:                0 !default;\n$dropdown-padding-y:                .5rem !default;\n$dropdown-spacer:                   .125rem !default;\n$dropdown-font-size:                $font-size-base !default;\n$dropdown-color:                    var(--#{$prefix}body-color) !default;\n$dropdown-bg:                       var(--#{$prefix}body-bg) !default;\n$dropdown-border-color:             var(--#{$prefix}border-color-translucent) !default;\n$dropdown-border-radius:            var(--#{$prefix}border-radius) !default;\n$dropdown-border-width:             var(--#{$prefix}border-width) !default;\n$dropdown-inner-border-radius:      calc(#{$dropdown-border-radius} - #{$dropdown-border-width}) !default; // stylelint-disable-line function-disallowed-list\n$dropdown-divider-bg:               $dropdown-border-color !default;\n$dropdown-divider-margin-y:         $spacer * .5 !default;\n$dropdown-box-shadow:               var(--#{$prefix}box-shadow) !default;\n\n$dropdown-link-color:               var(--#{$prefix}body-color) !default;\n$dropdown-link-hover-color:         $dropdown-link-color !default;\n$dropdown-link-hover-bg:            var(--#{$prefix}tertiary-bg) !default;\n\n$dropdown-link-active-color:        $component-active-color !default;\n$dropdown-link-active-bg:           $component-active-bg !default;\n\n$dropdown-link-disabled-color:      var(--#{$prefix}tertiary-color) !default;\n\n$dropdown-item-padding-y:           $spacer * .25 !default;\n$dropdown-item-padding-x:           $spacer !default;\n\n$dropdown-header-color:             $gray-600 !default;\n$dropdown-header-padding-x:         $dropdown-item-padding-x !default;\n$dropdown-header-padding-y:         $dropdown-padding-y !default;\n// fusv-disable\n$dropdown-header-padding:           $dropdown-header-padding-y $dropdown-header-padding-x !default; // Deprecated in v5.2.0\n// fusv-enable\n// scss-docs-end dropdown-variables\n\n// scss-docs-start dropdown-dark-variables\n$dropdown-dark-color:               $gray-300 !default;\n$dropdown-dark-bg:                  $gray-800 !default;\n$dropdown-dark-border-color:        $dropdown-border-color !default;\n$dropdown-dark-divider-bg:          $dropdown-divider-bg !default;\n$dropdown-dark-box-shadow:          null !default;\n$dropdown-dark-link-color:          $dropdown-dark-color !default;\n$dropdown-dark-link-hover-color:    $white !default;\n$dropdown-dark-link-hover-bg:       rgba($white, .15) !default;\n$dropdown-dark-link-active-color:   $dropdown-link-active-color !default;\n$dropdown-dark-link-active-bg:      $dropdown-link-active-bg !default;\n$dropdown-dark-link-disabled-color: $gray-500 !default;\n$dropdown-dark-header-color:        $gray-500 !default;\n// scss-docs-end dropdown-dark-variables\n\n\n// Pagination\n\n// scss-docs-start pagination-variables\n$pagination-padding-y:              .375rem !default;\n$pagination-padding-x:              .75rem !default;\n$pagination-padding-y-sm:           .25rem !default;\n$pagination-padding-x-sm:           .5rem !default;\n$pagination-padding-y-lg:           .75rem !default;\n$pagination-padding-x-lg:           1.5rem !default;\n\n$pagination-font-size:              $font-size-base !default;\n\n$pagination-color:                  var(--#{$prefix}link-color) !default;\n$pagination-bg:                     var(--#{$prefix}body-bg) !default;\n$pagination-border-radius:          var(--#{$prefix}border-radius) !default;\n$pagination-border-width:           var(--#{$prefix}border-width) !default;\n$pagination-margin-start:           calc(#{$pagination-border-width} * -1) !default; // stylelint-disable-line function-disallowed-list\n$pagination-border-color:           var(--#{$prefix}border-color) !default;\n\n$pagination-focus-color:            var(--#{$prefix}link-hover-color) !default;\n$pagination-focus-bg:               var(--#{$prefix}secondary-bg) !default;\n$pagination-focus-box-shadow:       $focus-ring-box-shadow !default;\n$pagination-focus-outline:          0 !default;\n\n$pagination-hover-color:            var(--#{$prefix}link-hover-color) !default;\n$pagination-hover-bg:               var(--#{$prefix}tertiary-bg) !default;\n$pagination-hover-border-color:     var(--#{$prefix}border-color) !default; // Todo in v6: remove this?\n\n$pagination-active-color:           $component-active-color !default;\n$pagination-active-bg:              $component-active-bg !default;\n$pagination-active-border-color:    $component-active-bg !default;\n\n$pagination-disabled-color:         var(--#{$prefix}secondary-color) !default;\n$pagination-disabled-bg:            var(--#{$prefix}secondary-bg) !default;\n$pagination-disabled-border-color:  var(--#{$prefix}border-color) !default;\n\n$pagination-transition:              color .15s ease-in-out, background-color .15s ease-in-out, border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n\n$pagination-border-radius-sm:       var(--#{$prefix}border-radius-sm) !default;\n$pagination-border-radius-lg:       var(--#{$prefix}border-radius-lg) !default;\n// scss-docs-end pagination-variables\n\n\n// Placeholders\n\n// scss-docs-start placeholders\n$placeholder-opacity-max:           .5 !default;\n$placeholder-opacity-min:           .2 !default;\n// scss-docs-end placeholders\n\n// Cards\n\n// scss-docs-start card-variables\n$card-spacer-y:                     $spacer !default;\n$card-spacer-x:                     $spacer !default;\n$card-title-spacer-y:               $spacer * .5 !default;\n$card-title-color:                  null !default;\n$card-subtitle-color:               null !default;\n$card-border-width:                 var(--#{$prefix}border-width) !default;\n$card-border-color:                 var(--#{$prefix}border-color-translucent) !default;\n$card-border-radius:                var(--#{$prefix}border-radius) !default;\n$card-box-shadow:                   null !default;\n$card-inner-border-radius:          subtract($card-border-radius, $card-border-width) !default;\n$card-cap-padding-y:                $card-spacer-y * .5 !default;\n$card-cap-padding-x:                $card-spacer-x !default;\n$card-cap-bg:                       rgba(var(--#{$prefix}body-color-rgb), .03) !default;\n$card-cap-color:                    null !default;\n$card-height:                       null !default;\n$card-color:                        null !default;\n$card-bg:                           var(--#{$prefix}body-bg) !default;\n$card-img-overlay-padding:          $spacer !default;\n$card-group-margin:                 $grid-gutter-width * .5 !default;\n// scss-docs-end card-variables\n\n// Accordion\n\n// scss-docs-start accordion-variables\n$accordion-padding-y:                     1rem !default;\n$accordion-padding-x:                     1.25rem !default;\n$accordion-color:                         var(--#{$prefix}body-color) !default;\n$accordion-bg:                            var(--#{$prefix}body-bg) !default;\n$accordion-border-width:                  var(--#{$prefix}border-width) !default;\n$accordion-border-color:                  var(--#{$prefix}border-color) !default;\n$accordion-border-radius:                 var(--#{$prefix}border-radius) !default;\n$accordion-inner-border-radius:           subtract($accordion-border-radius, $accordion-border-width) !default;\n\n$accordion-body-padding-y:                $accordion-padding-y !default;\n$accordion-body-padding-x:                $accordion-padding-x !default;\n\n$accordion-button-padding-y:              $accordion-padding-y !default;\n$accordion-button-padding-x:              $accordion-padding-x !default;\n$accordion-button-color:                  var(--#{$prefix}body-color) !default;\n$accordion-button-bg:                     var(--#{$prefix}accordion-bg) !default;\n$accordion-transition:                    $btn-transition, border-radius .15s ease !default;\n$accordion-button-active-bg:              var(--#{$prefix}primary-bg-subtle) !default;\n$accordion-button-active-color:           var(--#{$prefix}primary-text-emphasis) !default;\n\n$accordion-button-focus-border-color:     $input-focus-border-color !default;\n$accordion-button-focus-box-shadow:       $btn-focus-box-shadow !default;\n\n$accordion-icon-width:                    1.25rem !default;\n$accordion-icon-color:                    $body-color !default;\n$accordion-icon-active-color:             $primary-text-emphasis !default;\n$accordion-icon-transition:               transform .2s ease-in-out !default;\n$accordion-icon-transform:                rotate(-180deg) !default;\n\n$accordion-button-icon:         url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$accordion-icon-color}'><path fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/></svg>\") !default;\n$accordion-button-active-icon:  url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$accordion-icon-active-color}'><path fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/></svg>\") !default;\n// scss-docs-end accordion-variables\n\n// Tooltips\n\n// scss-docs-start tooltip-variables\n$tooltip-font-size:                 $font-size-sm !default;\n$tooltip-max-width:                 200px !default;\n$tooltip-color:                     var(--#{$prefix}body-bg) !default;\n$tooltip-bg:                        var(--#{$prefix}emphasis-color) !default;\n$tooltip-border-radius:             var(--#{$prefix}border-radius) !default;\n$tooltip-opacity:                   .9 !default;\n$tooltip-padding-y:                 $spacer * .25 !default;\n$tooltip-padding-x:                 $spacer * .5 !default;\n$tooltip-margin:                    null !default; // TODO: remove this in v6\n\n$tooltip-arrow-width:               .8rem !default;\n$tooltip-arrow-height:              .4rem !default;\n// fusv-disable\n$tooltip-arrow-color:               null !default; // Deprecated in Bootstrap 5.2.0 for CSS variables\n// fusv-enable\n// scss-docs-end tooltip-variables\n\n// Form tooltips must come after regular tooltips\n// scss-docs-start tooltip-feedback-variables\n$form-feedback-tooltip-padding-y:     $tooltip-padding-y !default;\n$form-feedback-tooltip-padding-x:     $tooltip-padding-x !default;\n$form-feedback-tooltip-font-size:     $tooltip-font-size !default;\n$form-feedback-tooltip-line-height:   null !default;\n$form-feedback-tooltip-opacity:       $tooltip-opacity !default;\n$form-feedback-tooltip-border-radius: $tooltip-border-radius !default;\n// scss-docs-end tooltip-feedback-variables\n\n\n// Popovers\n\n// scss-docs-start popover-variables\n$popover-font-size:                 $font-size-sm !default;\n$popover-bg:                        var(--#{$prefix}body-bg) !default;\n$popover-max-width:                 276px !default;\n$popover-border-width:              var(--#{$prefix}border-width) !default;\n$popover-border-color:              var(--#{$prefix}border-color-translucent) !default;\n$popover-border-radius:             var(--#{$prefix}border-radius-lg) !default;\n$popover-inner-border-radius:       calc(#{$popover-border-radius} - #{$popover-border-width}) !default; // stylelint-disable-line function-disallowed-list\n$popover-box-shadow:                var(--#{$prefix}box-shadow) !default;\n\n$popover-header-font-size:          $font-size-base !default;\n$popover-header-bg:                 var(--#{$prefix}secondary-bg) !default;\n$popover-header-color:              $headings-color !default;\n$popover-header-padding-y:          .5rem !default;\n$popover-header-padding-x:          $spacer !default;\n\n$popover-body-color:                var(--#{$prefix}body-color) !default;\n$popover-body-padding-y:            $spacer !default;\n$popover-body-padding-x:            $spacer !default;\n\n$popover-arrow-width:               1rem !default;\n$popover-arrow-height:              .5rem !default;\n// scss-docs-end popover-variables\n\n// fusv-disable\n// Deprecated in Bootstrap 5.2.0 for CSS variables\n$popover-arrow-color:               $popover-bg !default;\n$popover-arrow-outer-color:         var(--#{$prefix}border-color-translucent) !default;\n// fusv-enable\n\n\n// Toasts\n\n// scss-docs-start toast-variables\n$toast-max-width:                   350px !default;\n$toast-padding-x:                   .75rem !default;\n$toast-padding-y:                   .5rem !default;\n$toast-font-size:                   .875rem !default;\n$toast-color:                       null !default;\n$toast-background-color:            rgba(var(--#{$prefix}body-bg-rgb), .85) !default;\n$toast-border-width:                var(--#{$prefix}border-width) !default;\n$toast-border-color:                var(--#{$prefix}border-color-translucent) !default;\n$toast-border-radius:               var(--#{$prefix}border-radius) !default;\n$toast-box-shadow:                  var(--#{$prefix}box-shadow) !default;\n$toast-spacing:                     $container-padding-x !default;\n\n$toast-header-color:                var(--#{$prefix}secondary-color) !default;\n$toast-header-background-color:     rgba(var(--#{$prefix}body-bg-rgb), .85) !default;\n$toast-header-border-color:         $toast-border-color !default;\n// scss-docs-end toast-variables\n\n\n// Badges\n\n// scss-docs-start badge-variables\n$badge-font-size:                   .75em !default;\n$badge-font-weight:                 $font-weight-bold !default;\n$badge-color:                       $white !default;\n$badge-padding-y:                   .35em !default;\n$badge-padding-x:                   .65em !default;\n$badge-border-radius:               var(--#{$prefix}border-radius) !default;\n// scss-docs-end badge-variables\n\n\n// Modals\n\n// scss-docs-start modal-variables\n$modal-inner-padding:               $spacer !default;\n\n$modal-footer-margin-between:       .5rem !default;\n\n$modal-dialog-margin:               .5rem !default;\n$modal-dialog-margin-y-sm-up:       1.75rem !default;\n\n$modal-title-line-height:           $line-height-base !default;\n\n$modal-content-color:               null !default;\n$modal-content-bg:                  var(--#{$prefix}body-bg) !default;\n$modal-content-border-color:        var(--#{$prefix}border-color-translucent) !default;\n$modal-content-border-width:        var(--#{$prefix}border-width) !default;\n$modal-content-border-radius:       var(--#{$prefix}border-radius-lg) !default;\n$modal-content-inner-border-radius: subtract($modal-content-border-radius, $modal-content-border-width) !default;\n$modal-content-box-shadow-xs:       var(--#{$prefix}box-shadow-sm) !default;\n$modal-content-box-shadow-sm-up:    var(--#{$prefix}box-shadow) !default;\n\n$modal-backdrop-bg:                 $black !default;\n$modal-backdrop-opacity:            .5 !default;\n\n$modal-header-border-color:         var(--#{$prefix}border-color) !default;\n$modal-header-border-width:         $modal-content-border-width !default;\n$modal-header-padding-y:            $modal-inner-padding !default;\n$modal-header-padding-x:            $modal-inner-padding !default;\n$modal-header-padding:              $modal-header-padding-y $modal-header-padding-x !default; // Keep this for backwards compatibility\n\n$modal-footer-bg:                   null !default;\n$modal-footer-border-color:         $modal-header-border-color !default;\n$modal-footer-border-width:         $modal-header-border-width !default;\n\n$modal-sm:                          300px !default;\n$modal-md:                          500px !default;\n$modal-lg:                          800px !default;\n$modal-xl:                          1140px !default;\n\n$modal-fade-transform:              translate(0, -50px) !default;\n$modal-show-transform:              none !default;\n$modal-transition:                  transform .3s ease-out !default;\n$modal-scale-transform:             scale(1.02) !default;\n// scss-docs-end modal-variables\n\n\n// Alerts\n//\n// Define alert colors, border radius, and padding.\n\n// scss-docs-start alert-variables\n$alert-padding-y:               $spacer !default;\n$alert-padding-x:               $spacer !default;\n$alert-margin-bottom:           1rem !default;\n$alert-border-radius:           var(--#{$prefix}border-radius) !default;\n$alert-link-font-weight:        $font-weight-bold !default;\n$alert-border-width:            var(--#{$prefix}border-width) !default;\n$alert-dismissible-padding-r:   $alert-padding-x * 3 !default; // 3x covers width of x plus default padding on either side\n// scss-docs-end alert-variables\n\n// fusv-disable\n$alert-bg-scale:                -80% !default; // Deprecated in v5.2.0, to be removed in v6\n$alert-border-scale:            -70% !default; // Deprecated in v5.2.0, to be removed in v6\n$alert-color-scale:             40% !default; // Deprecated in v5.2.0, to be removed in v6\n// fusv-enable\n\n// Progress bars\n\n// scss-docs-start progress-variables\n$progress-height:                   1rem !default;\n$progress-font-size:                $font-size-base * .75 !default;\n$progress-bg:                       var(--#{$prefix}secondary-bg) !default;\n$progress-border-radius:            var(--#{$prefix}border-radius) !default;\n$progress-box-shadow:               var(--#{$prefix}box-shadow-inset) !default;\n$progress-bar-color:                $white !default;\n$progress-bar-bg:                   $primary !default;\n$progress-bar-animation-timing:     1s linear infinite !default;\n$progress-bar-transition:           width .6s ease !default;\n// scss-docs-end progress-variables\n\n\n// List group\n\n// scss-docs-start list-group-variables\n$list-group-color:                  var(--#{$prefix}body-color) !default;\n$list-group-bg:                     var(--#{$prefix}body-bg) !default;\n$list-group-border-color:           var(--#{$prefix}border-color) !default;\n$list-group-border-width:           var(--#{$prefix}border-width) !default;\n$list-group-border-radius:          var(--#{$prefix}border-radius) !default;\n\n$list-group-item-padding-y:         $spacer * .5 !default;\n$list-group-item-padding-x:         $spacer !default;\n// fusv-disable\n$list-group-item-bg-scale:          -80% !default; // Deprecated in v5.3.0\n$list-group-item-color-scale:       40% !default; // Deprecated in v5.3.0\n// fusv-enable\n\n$list-group-hover-bg:               var(--#{$prefix}tertiary-bg) !default;\n$list-group-active-color:           $component-active-color !default;\n$list-group-active-bg:              $component-active-bg !default;\n$list-group-active-border-color:    $list-group-active-bg !default;\n\n$list-group-disabled-color:         var(--#{$prefix}secondary-color) !default;\n$list-group-disabled-bg:            $list-group-bg !default;\n\n$list-group-action-color:           var(--#{$prefix}secondary-color) !default;\n$list-group-action-hover-color:     var(--#{$prefix}emphasis-color) !default;\n\n$list-group-action-active-color:    var(--#{$prefix}body-color) !default;\n$list-group-action-active-bg:       var(--#{$prefix}secondary-bg) !default;\n// scss-docs-end list-group-variables\n\n\n// Image thumbnails\n\n// scss-docs-start thumbnail-variables\n$thumbnail-padding:                 .25rem !default;\n$thumbnail-bg:                      var(--#{$prefix}body-bg) !default;\n$thumbnail-border-width:            var(--#{$prefix}border-width) !default;\n$thumbnail-border-color:            var(--#{$prefix}border-color) !default;\n$thumbnail-border-radius:           var(--#{$prefix}border-radius) !default;\n$thumbnail-box-shadow:              var(--#{$prefix}box-shadow-sm) !default;\n// scss-docs-end thumbnail-variables\n\n\n// Figures\n\n// scss-docs-start figure-variables\n$figure-caption-font-size:          $small-font-size !default;\n$figure-caption-color:              var(--#{$prefix}secondary-color) !default;\n// scss-docs-end figure-variables\n\n\n// Breadcrumbs\n\n// scss-docs-start breadcrumb-variables\n$breadcrumb-font-size:              null !default;\n$breadcrumb-padding-y:              0 !default;\n$breadcrumb-padding-x:              0 !default;\n$breadcrumb-item-padding-x:         .5rem !default;\n$breadcrumb-margin-bottom:          1rem !default;\n$breadcrumb-bg:                     null !default;\n$breadcrumb-divider-color:          var(--#{$prefix}secondary-color) !default;\n$breadcrumb-active-color:           var(--#{$prefix}secondary-color) !default;\n$breadcrumb-divider:                quote(\"/\") !default;\n$breadcrumb-divider-flipped:        $breadcrumb-divider !default;\n$breadcrumb-border-radius:          null !default;\n// scss-docs-end breadcrumb-variables\n\n// Carousel\n\n// scss-docs-start carousel-variables\n$carousel-control-color:             $white !default;\n$carousel-control-width:             15% !default;\n$carousel-control-opacity:           .5 !default;\n$carousel-control-hover-opacity:     .9 !default;\n$carousel-control-transition:        opacity .15s ease !default;\n\n$carousel-indicator-width:           30px !default;\n$carousel-indicator-height:          3px !default;\n$carousel-indicator-hit-area-height: 10px !default;\n$carousel-indicator-spacer:          3px !default;\n$carousel-indicator-opacity:         .5 !default;\n$carousel-indicator-active-bg:       $white !default;\n$carousel-indicator-active-opacity:  1 !default;\n$carousel-indicator-transition:      opacity .6s ease !default;\n\n$carousel-caption-width:             70% !default;\n$carousel-caption-color:             $white !default;\n$carousel-caption-padding-y:         1.25rem !default;\n$carousel-caption-spacer:            1.25rem !default;\n\n$carousel-control-icon-width:        2rem !default;\n\n$carousel-control-prev-icon-bg:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$carousel-control-color}'><path d='M11.354 1.646a.5.5 0 0 1 0 .708L5.707 8l5.647 5.646a.5.5 0 0 1-.708.708l-6-6a.5.5 0 0 1 0-.708l6-6a.5.5 0 0 1 .708 0z'/></svg>\") !default;\n$carousel-control-next-icon-bg:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$carousel-control-color}'><path d='M4.646 1.646a.5.5 0 0 1 .708 0l6 6a.5.5 0 0 1 0 .708l-6 6a.5.5 0 0 1-.708-.708L10.293 8 4.646 2.354a.5.5 0 0 1 0-.708z'/></svg>\") !default;\n\n$carousel-transition-duration:       .6s !default;\n$carousel-transition:                transform $carousel-transition-duration ease-in-out !default; // Define transform transition first if using multiple transitions (e.g., `transform 2s ease, opacity .5s ease-out`)\n// scss-docs-end carousel-variables\n\n// scss-docs-start carousel-dark-variables\n$carousel-dark-indicator-active-bg:  $black !default;\n$carousel-dark-caption-color:        $black !default;\n$carousel-dark-control-icon-filter:  invert(1) grayscale(100) !default;\n// scss-docs-end carousel-dark-variables\n\n\n// Spinners\n\n// scss-docs-start spinner-variables\n$spinner-width:           2rem !default;\n$spinner-height:          $spinner-width !default;\n$spinner-vertical-align:  -.125em !default;\n$spinner-border-width:    .25em !default;\n$spinner-animation-speed: .75s !default;\n\n$spinner-width-sm:        1rem !default;\n$spinner-height-sm:       $spinner-width-sm !default;\n$spinner-border-width-sm: .2em !default;\n// scss-docs-end spinner-variables\n\n\n// Close\n\n// scss-docs-start close-variables\n$btn-close-width:            1em !default;\n$btn-close-height:           $btn-close-width !default;\n$btn-close-padding-x:        .25em !default;\n$btn-close-padding-y:        $btn-close-padding-x !default;\n$btn-close-color:            $black !default;\n$btn-close-bg:               url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$btn-close-color}'><path d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/></svg>\") !default;\n$btn-close-focus-shadow:     $focus-ring-box-shadow !default;\n$btn-close-opacity:          .5 !default;\n$btn-close-hover-opacity:    .75 !default;\n$btn-close-focus-opacity:    1 !default;\n$btn-close-disabled-opacity: .25 !default;\n$btn-close-white-filter:     invert(1) grayscale(100%) brightness(200%) !default;\n// scss-docs-end close-variables\n\n\n// Offcanvas\n\n// scss-docs-start offcanvas-variables\n$offcanvas-padding-y:               $modal-inner-padding !default;\n$offcanvas-padding-x:               $modal-inner-padding !default;\n$offcanvas-horizontal-width:        400px !default;\n$offcanvas-vertical-height:         30vh !default;\n$offcanvas-transition-duration:     .3s !default;\n$offcanvas-border-color:            $modal-content-border-color !default;\n$offcanvas-border-width:            $modal-content-border-width !default;\n$offcanvas-title-line-height:       $modal-title-line-height !default;\n$offcanvas-bg-color:                var(--#{$prefix}body-bg) !default;\n$offcanvas-color:                   var(--#{$prefix}body-color) !default;\n$offcanvas-box-shadow:              $modal-content-box-shadow-xs !default;\n$offcanvas-backdrop-bg:             $modal-backdrop-bg !default;\n$offcanvas-backdrop-opacity:        $modal-backdrop-opacity !default;\n// scss-docs-end offcanvas-variables\n\n// Code\n\n$code-font-size:                    $small-font-size !default;\n$code-color:                        $pink !default;\n\n$kbd-padding-y:                     .1875rem !default;\n$kbd-padding-x:                     .375rem !default;\n$kbd-font-size:                     $code-font-size !default;\n$kbd-color:                         var(--#{$prefix}body-bg) !default;\n$kbd-bg:                            var(--#{$prefix}body-color) !default;\n$nested-kbd-font-weight:            null !default; // Deprecated in v5.2.0, removing in v6\n\n$pre-color:                         null !default;\n","/***\n * Rules for the UX/UI of skip navigation link btn. \n *It's only visible to people\n * navigating with keyboard for accessibility purposes\n * ref: https://www.youtube.com/watch?v=VUR0I5mqq7I\n ***/\n\n.skip-link {\n  position: fixed;\n  top: 0;\n  left: 0;\n  right: 0;\n  text-align: center;\n  background-color: var(--pst-color-warning);\n  // Ensure we are using a WCAG conformant colour\n  color: var(--pst-color-warning-text) !important;\n  padding: 0.5rem;\n  z-index: $zindex-modal;\n  border-bottom: 1px solid var(--pst-color-border);\n\n  // This shows / hides the button\n  transform: translateY(-100%);\n  transition: transform 150ms ease-in-out;\n  &:focus {\n    transform: translateY(0%);\n    // ensure this is visible\n    outline: 3px solid $foundation-black;\n  }\n}\n",".bd-container {\n  flex-grow: 1;\n  display: flex;\n  justify-content: center;\n\n  .bd-container__inner {\n    display: flex;\n  }\n}\n\n.bd-page-width {\n  width: 100%;\n  @include media-breakpoint-up(lg) {\n    max-width: $breakpoint-page-width;\n  }\n}\n","// Breakpoint viewport sizes and media queries.\n//\n// Breakpoints are defined as a map of (name: minimum width), order from small to large:\n//\n//    (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px)\n//\n// The map defined in the `$grid-breakpoints` global variable is used as the `$breakpoints` argument by default.\n\n// Name of the next breakpoint, or null for the last breakpoint.\n//\n//    >> breakpoint-next(sm)\n//    md\n//    >> breakpoint-next(sm, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    md\n//    >> breakpoint-next(sm, $breakpoint-names: (xs sm md lg xl xxl))\n//    md\n@function breakpoint-next($name, $breakpoints: $grid-breakpoints, $breakpoint-names: map-keys($breakpoints)) {\n  $n: index($breakpoint-names, $name);\n  @if not $n {\n    @error \"breakpoint `#{$name}` not found in `#{$breakpoints}`\";\n  }\n  @return if($n < length($breakpoint-names), nth($breakpoint-names, $n + 1), null);\n}\n\n// Minimum breakpoint width. Null for the smallest (first) breakpoint.\n//\n//    >> breakpoint-min(sm, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    576px\n@function breakpoint-min($name, $breakpoints: $grid-breakpoints) {\n  $min: map-get($breakpoints, $name);\n  @return if($min != 0, $min, null);\n}\n\n// Maximum breakpoint width.\n// The maximum value is reduced by 0.02px to work around the limitations of\n// `min-` and `max-` prefixes and viewports with fractional widths.\n// See https://www.w3.org/TR/mediaqueries-4/#mq-min-max\n// Uses 0.02px rather than 0.01px to work around a current rounding bug in Safari.\n// See https://bugs.webkit.org/show_bug.cgi?id=178261\n//\n//    >> breakpoint-max(md, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    767.98px\n@function breakpoint-max($name, $breakpoints: $grid-breakpoints) {\n  $max: map-get($breakpoints, $name);\n  @return if($max and $max > 0, $max - .02, null);\n}\n\n// Returns a blank string if smallest breakpoint, otherwise returns the name with a dash in front.\n// Useful for making responsive utilities.\n//\n//    >> breakpoint-infix(xs, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    \"\"  (Returns a blank string)\n//    >> breakpoint-infix(sm, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    \"-sm\"\n@function breakpoint-infix($name, $breakpoints: $grid-breakpoints) {\n  @return if(breakpoint-min($name, $breakpoints) == null, \"\", \"-#{$name}\");\n}\n\n// Media of at least the minimum breakpoint width. No query for the smallest breakpoint.\n// Makes the @content apply to the given breakpoint and wider.\n@mixin media-breakpoint-up($name, $breakpoints: $grid-breakpoints) {\n  $min: breakpoint-min($name, $breakpoints);\n  @if $min {\n    @media (min-width: $min) {\n      @content;\n    }\n  } @else {\n    @content;\n  }\n}\n\n// Media of at most the maximum breakpoint width. No query for the largest breakpoint.\n// Makes the @content apply to the given breakpoint and narrower.\n@mixin media-breakpoint-down($name, $breakpoints: $grid-breakpoints) {\n  $max: breakpoint-max($name, $breakpoints);\n  @if $max {\n    @media (max-width: $max) {\n      @content;\n    }\n  } @else {\n    @content;\n  }\n}\n\n// Media that spans multiple breakpoint widths.\n// Makes the @content apply between the min and max breakpoints\n@mixin media-breakpoint-between($lower, $upper, $breakpoints: $grid-breakpoints) {\n  $min: breakpoint-min($lower, $breakpoints);\n  $max: breakpoint-max($upper, $breakpoints);\n\n  @if $min != null and $max != null {\n    @media (min-width: $min) and (max-width: $max) {\n      @content;\n    }\n  } @else if $max == null {\n    @include media-breakpoint-up($lower, $breakpoints) {\n      @content;\n    }\n  } @else if $min == null {\n    @include media-breakpoint-down($upper, $breakpoints) {\n      @content;\n    }\n  }\n}\n\n// Media between the breakpoint's minimum and maximum widths.\n// No minimum for the smallest breakpoint, and no maximum for the largest one.\n// Makes the @content apply only to the given breakpoint, not viewports any wider or narrower.\n@mixin media-breakpoint-only($name, $breakpoints: $grid-breakpoints) {\n  $min:  breakpoint-min($name, $breakpoints);\n  $next: breakpoint-next($name, $breakpoints);\n  $max:  breakpoint-max($next, $breakpoints);\n\n  @if $min != null and $max != null {\n    @media (min-width: $min) and (max-width: $max) {\n      @content;\n    }\n  } @else if $max == null {\n    @include media-breakpoint-up($name, $breakpoints) {\n      @content;\n    }\n  } @else if $min == null {\n    @include media-breakpoint-down($next, $breakpoints) {\n      @content;\n    }\n  }\n}\n",".bd-header-version-warning,\n.bd-header-announcement {\n  min-height: 3rem;\n  width: 100%;\n  display: flex;\n  position: relative;\n  align-items: center;\n  justify-content: center;\n  text-align: center;\n  padding: 0.5rem 12.5%; // Horizontal padding so the width is 75%\n  // One breakpoint less than $breakpoint-sidebar-primary. See variables/_layout.scss for more info.\n  @include media-breakpoint-down(lg) {\n    // Announcements can take a bit more width on mobile\n    padding: 0.5rem 2%;\n  }\n\n  p {\n    font-weight: bold;\n    margin: 0;\n  }\n\n  &:after {\n    position: absolute;\n    width: 100%;\n    height: 100%;\n    left: 0;\n    top: 0;\n    content: \"\";\n    z-index: -1; // So it doesn't hover over the content\n  }\n\n  &:empty {\n    display: none;\n  }\n\n  // Ensure there is enough contrast against the background\n  a {\n    color: var(--pst-color-inline-code-links);\n  }\n}\n\n// Bg color is now defined in the theme color palette - using our secondary color\n.bd-header-announcement {\n  &:after {\n    background-color: var(--pst-color-secondary-bg);\n  }\n}\n\n.bd-header-version-warning {\n  &:after {\n    background-color: var(--pst-color-danger-bg);\n  }\n}\n","/**\n * Main content area\n */\n.bd-main {\n  flex-grow: 1;\n  flex-direction: column;\n  display: flex;\n  min-width: 0;\n\n  .bd-content {\n    display: flex;\n    justify-content: center;\n    height: 100%;\n    .bd-article-container {\n      justify-content: start;\n      display: flex;\n      flex-direction: column;\n      // Max-width is slightly more than the W3 since our docs often have images.\n      // We shoot for about 100 characters per line instead of 80.\n      // ref: https://www.w3.org/WAI/tutorials/page-structure/styling/#line-length\n      width: 100%;\n      max-width: 60em;\n      overflow-x: auto; // Prevent wide content from pushing off the secondary sidebar\n      padding: 1rem;\n      .bd-article {\n        // Give a bit more verticle spacing on wide screens\n        @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n          padding-top: 1.5rem;\n          padding-left: 2rem;\n        }\n      }\n    }\n  }\n}\n",".bd-footer {\n  width: 100%;\n  border-top: 1px solid var(--pst-color-border);\n\n  .bd-footer__inner {\n    display: flex;\n    flex-grow: 1;\n    padding: 1rem;\n    margin: auto;\n  }\n\n  .footer-items__start,\n  .footer-items__center,\n  .footer-items__end {\n    display: flex;\n    flex-direction: column;\n    gap: 0.5rem;\n    justify-content: center;\n    flex-grow: 1;\n  }\n\n  .footer-items__center {\n    text-align: center;\n  }\n\n  .footer-items__end {\n    text-align: end;\n  }\n\n  // So that paragraphs don't take up extra room\n  .footer-item p {\n    margin-bottom: 0;\n  }\n}\n",".bd-footer-article {\n  margin-top: auto;\n\n  .footer-article-items {\n    display: flex;\n    flex-direction: column;\n  }\n}\n",".bd-footer-content {\n  .footer-content-items {\n    display: flex;\n    flex-direction: column;\n    margin-top: auto;\n  }\n}\n","/**\n * Header at the top of the page\n * It includes the announcement bar and the navigation bar.\n */\n\n// Styling for the Icon links can be found in components/_icon-links.scss\n\n// If we want the shadow to only point downward in the future, set\n// box-shadow to: 0 0.125rem 0.25rem -0.125rem rgba(0, 0, 0, 0.11);\n.bd-header {\n  position: sticky;\n  top: 0;\n  z-index: $zindex-fixed;\n\n  // Overrides bootstrap\n  background: var(--pst-color-on-background) !important;\n  box-shadow: 0 0.125rem 0.25rem 0 var(--pst-color-shadow);\n\n  width: 100%;\n  padding: 0;\n  max-width: 100vw;\n  justify-content: center;\n  .bd-header__inner {\n    display: flex;\n    align-items: center;\n    height: fit-content;\n    padding-left: 1rem;\n    padding-right: 1rem;\n  }\n\n  // These items will define the height of the header\n  .navbar-item {\n    height: var(--pst-header-height);\n    max-height: var(--pst-header-height);\n    display: flex;\n    align-items: center;\n  }\n\n  // Hide the header items on mobile\n  .navbar-header-items {\n    display: none;\n    flex-shrink: 1;\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: flex;\n      flex-grow: 1;\n      padding: 0 0 0 0.5rem;\n    }\n  }\n\n  .navbar-header-items__end,\n  .navbar-header-items__center,\n  .navbar-header-items__start {\n    display: flex;\n    align-items: center;\n    flex-flow: wrap;\n    // In case we wrap our items to multiple rows on small screens\n    row-gap: 0;\n  }\n\n  .navbar-header-items__end,\n  .navbar-header-items__center {\n    column-gap: 1rem;\n  }\n\n  // A little smaller because this is displayed by default on mobile\n  .navbar-header-items__start {\n    flex-shrink: 0;\n    margin-right: auto;\n    gap: 0.5rem;\n  }\n\n  .navbar-header-items__end {\n    // End navbar items should snap to the right\n    justify-content: end;\n  }\n\n  // Contains the navigation links within the navbar\n  .navbar-nav {\n    display: flex;\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      // Center align on wide screens so the dropdown button is centered properly\n      align-items: center;\n    }\n\n    li a.nav-link {\n      @include link-style-text;\n    }\n\n    // Current page is always underlined in the navbar\n    > .current > .nav-link {\n      @include link-navbar-current;\n    }\n\n    // Dropdowns for the extra links\n    .dropdown {\n      button {\n        display: unset;\n        color: var(--pst-color-text-muted);\n        border: none;\n        @include link-style-hover;\n        @include focus-indicator;\n      }\n\n      .dropdown-menu {\n        z-index: $zindex-popover;\n        border: 1px solid var(--pst-color-border);\n        box-shadow: 0 0 0.3rem 0.1rem var(--pst-color-shadow);\n        background-color: var(--pst-color-on-background);\n        padding: 0.5rem 0;\n        margin: 0.5rem 0;\n        min-width: 20rem;\n\n        .dropdown-item {\n          // Give the items in the dropdown some breathing room but let the hit\n          // and hover area of the items extend to the edges of the menu\n          padding: 0.25rem 1.5rem;\n\n          // Override Bootstrap\n          &:focus:not(:hover):not(:active) {\n            background-color: inherit;\n          }\n        }\n\n        // Hide the menu unless show has been clicked\n        &:not(.show) {\n          display: none;\n        }\n      }\n    }\n  }\n}\n\n// inline the element in the navbar as long as they fit and use display block when collapsing\n@include media-breakpoint-up($breakpoint-sidebar-primary) {\n  .navbar-center-items .navbar-item {\n    display: inline-block;\n  }\n}\n\n.nav-link {\n  @include link-style-hover;\n\n  // Override Bootstrap\n  transition: none;\n\n  &.nav-external:after {\n    font: var(--fa-font-solid);\n    content: var(--pst-icon-external-link);\n    font-size: 0.75em;\n    margin-left: 0.3em;\n  }\n}\n\n.bd-navbar-elements li.nav-item i {\n  font-size: 0.7rem;\n  padding-left: 2px;\n  vertical-align: middle;\n}\n\n/**\n * Showing and hiding the sidebar toggle buttons and header items\n */\n\n// Hide the header items on mobile\n.bd-header {\n  // Toggle labels\n  label {\n    &.sidebar-toggle {\n      display: flex;\n      cursor: pointer;\n      font-size: var(--pst-font-size-icon);\n      align-items: center;\n      color: var(--pst-color-muted);\n      margin-bottom: 0;\n      padding-bottom: 0.25rem;\n    }\n\n    &.primary-toggle {\n      margin-right: 1rem;\n      @include media-breakpoint-up($breakpoint-sidebar-primary) {\n        display: none;\n      }\n    }\n\n    &.secondary-toggle {\n      margin-left: 1rem;\n      @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n        display: none;\n      }\n    }\n    @include icon-navbar-hover;\n    @include focus-indicator;\n  }\n\n  // Hide the navbar header items on mobile because they're in the sidebar\n  .navbar-header-items {\n    display: none;\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: inherit;\n    }\n  }\n}\n\n// THe elements next to the hamburger menu only show on narrow screens\n.navbar-persistent--mobile {\n  margin-left: auto;\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    display: none;\n  }\n}\n\n// The navbar-persistent content should only show on wide screens\n.navbar-persistent--container {\n  display: none;\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    display: flex;\n  }\n}\n",".header-article__inner {\n  display: flex;\n  padding: 0 0.5rem;\n\n  // The items define the height so that it disappears if there are no items\n  .header-article-item {\n    min-height: var(--pst-header-article-height);\n    height: var(--pst-header-article-height);\n  }\n\n  .header-article-items__start,\n  .header-article-items__end {\n    display: flex;\n    align-items: start;\n    gap: 0.5rem;\n  }\n\n  .header-article-items__end {\n    margin-left: auto;\n  }\n}\n","/**\n * The primary sidebar on the left.\n * e.g., between-pages navigation.\n */\n\n.bd-sidebar-primary {\n  display: flex;\n  flex-direction: column;\n  gap: 1rem;\n  max-height: calc(100vh - var(--pst-header-height));\n  position: sticky;\n  top: var(--pst-header-height);\n  @include make-col(3);\n\n  // Borders padding and whitespace\n  padding: 2rem 1rem 1rem 1rem;\n  border-right: 1px solid var(--pst-color-border);\n  background-color: var(--pst-color-background);\n  overflow-y: auto;\n\n  font-size: var(--pst-sidebar-font-size-mobile);\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    font-size: var(--pst-sidebar-font-size);\n  }\n\n  // override bootstrap when navlink are displayed in the sidebar\n  .nav-link {\n    font-size: var(--pst-sidebar-font-size-mobile);\n  }\n\n  &.no-sidebar {\n    border-right: 0;\n  }\n\n  &.hide-on-wide {\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: none;\n    }\n  }\n\n  // Headers shouldn't be colored in the sidebars and some extensions add headers\n  h1,\n  h2,\n  h3,\n  h4 {\n    color: var(--pst-color-text-base);\n  }\n\n  .sidebar-primary-items__start,\n  .sidebar-primary-items__end {\n    .sidebar-primary-item {\n      padding: 0.5rem 0;\n    }\n  }\n\n  // Hide the sidebar header items on widescreen since they are visible in the header\n  .sidebar-header-items {\n    display: flex;\n    flex-direction: column;\n\n    .sidebar-header-items__title {\n      font-weight: var(--pst-sidebar-header-font-weight);\n      font-size: var(--pst-sidebar-header-font-size);\n      color: var(--pst-color-text-base);\n      margin-bottom: 0.5rem;\n    }\n\n    // The dropdown toggle for extra links just shows them all instead.\n    .nav-item.dropdown {\n      // On mobile, the dropdown behaves like any other link, no hiding\n      button {\n        display: none;\n      }\n\n      .dropdown-menu {\n        display: flex;\n        flex-direction: column;\n        padding: 0;\n        margin: 0;\n        border: none;\n        background-color: inherit;\n        font-size: inherit;\n      }\n    }\n\n    // Center header items get displayed vertically, end items are displayed horizontally\n    .sidebar-header-items__center {\n      display: flex;\n      flex-direction: column;\n    }\n\n    // Positioning end items\n    .sidebar-header-items__end {\n      display: flex;\n      align-items: center;\n      gap: 0.5rem;\n    }\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: none;\n    }\n  }\n\n  .sidebar-primary-items__start {\n    // Add a border on mobile to separate it from the header sidebar area\n    border-top: 1px solid var(--pst-color-border);\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      border-top: none;\n    }\n  }\n\n  .sidebar-primary-items__end {\n    margin-top: auto;\n    margin-bottom: 1em;\n  }\n  .list-caption {\n    list-style: none;\n    padding-left: 0px;\n  }\n  li {\n    position: relative;\n    // If it has children, add a bit more padding to wrap the content to avoid\n    // overlapping with the <label>\n    &.has-children {\n      > .reference {\n        padding-right: 30px;\n      }\n    }\n  }\n  // Navigation item chevrons\n  label.toctree-toggle {\n    position: absolute;\n    top: 0;\n    right: 0;\n    height: 30px;\n    width: 30px;\n\n    cursor: pointer;\n\n    display: flex;\n    justify-content: center;\n    align-items: center;\n\n    &:hover {\n      background: var(--pst-color-surface);\n    }\n\n    i {\n      display: inline-block;\n      font-size: 0.75rem;\n      text-align: center;\n      &:hover {\n        color: var(--pst-color-primary);\n      }\n    }\n  }\n  .label-parts {\n    width: 100%;\n    height: 100%;\n    &:hover {\n      background: none;\n    }\n    i {\n      width: 30px;\n      position: absolute;\n      top: 0.3em; // aligning chevron with text\n      right: 0em; // aligning chevron to the right\n    }\n  }\n}\n\n/* Between-page links and captions */\nnav.bd-links {\n  margin-right: -1rem;\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    display: block;\n  }\n\n  ul {\n    list-style: none;\n\n    // Reduce padding of nested `ul` items a bit\n    ul {\n      padding: 0 0 0 1rem;\n    }\n  }\n\n  li > a {\n    display: block;\n    padding: 0.25rem 0.65rem;\n    @include link-sidebar;\n    box-shadow: none;\n\n    &.reference.external {\n      &:after {\n        font: var(--fa-font-solid);\n        content: var(--pst-icon-external-link);\n        font-size: 0.75em;\n        margin-left: 0.3em;\n      }\n    }\n  }\n\n  .current {\n    > a {\n      @include link-sidebar-current;\n      background-color: transparent;\n    }\n  }\n\n  // Title\n  p.bd-links__title {\n    font-size: var(--pst-sidebar-header-font-size);\n    font-weight: var(--pst-sidebar-header-font-weight);\n    margin-bottom: 0.5rem;\n  }\n\n  // Toctree captions\n  p.caption {\n    font-weight: var(--pst-sidebar-header-font-weight);\n    position: relative;\n    margin-top: 1.25rem;\n    margin-bottom: 0.5rem;\n    color: var(--pst-color-text-base);\n    &:first-child {\n      margin-top: 0;\n    }\n\n    font-size: var(--pst-sidebar-font-size-mobile);\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      font-size: var(--pst-sidebar-font-size);\n    }\n  }\n}\n","// Grid system\n//\n// Generate semantic grid columns with these mixins.\n\n@mixin make-row($gutter: $grid-gutter-width) {\n  --#{$prefix}gutter-x: #{$gutter};\n  --#{$prefix}gutter-y: 0;\n  display: flex;\n  flex-wrap: wrap;\n  // TODO: Revisit calc order after https://github.com/react-bootstrap/react-bootstrap/issues/6039 is fixed\n  margin-top: calc(-1 * var(--#{$prefix}gutter-y)); // stylelint-disable-line function-disallowed-list\n  margin-right: calc(-.5 * var(--#{$prefix}gutter-x)); // stylelint-disable-line function-disallowed-list\n  margin-left: calc(-.5 * var(--#{$prefix}gutter-x)); // stylelint-disable-line function-disallowed-list\n}\n\n@mixin make-col-ready() {\n  // Add box sizing if only the grid is loaded\n  box-sizing: if(variable-exists(include-column-box-sizing) and $include-column-box-sizing, border-box, null);\n  // Prevent columns from becoming too narrow when at smaller grid tiers by\n  // always setting `width: 100%;`. This works because we set the width\n  // later on to override this initial width.\n  flex-shrink: 0;\n  width: 100%;\n  max-width: 100%; // Prevent `.col-auto`, `.col` (& responsive variants) from breaking out the grid\n  padding-right: calc(var(--#{$prefix}gutter-x) * .5); // stylelint-disable-line function-disallowed-list\n  padding-left: calc(var(--#{$prefix}gutter-x) * .5); // stylelint-disable-line function-disallowed-list\n  margin-top: var(--#{$prefix}gutter-y);\n}\n\n@mixin make-col($size: false, $columns: $grid-columns) {\n  @if $size {\n    flex: 0 0 auto;\n    width: percentage(divide($size, $columns));\n\n  } @else {\n    flex: 1 1 0;\n    max-width: 100%;\n  }\n}\n\n@mixin make-col-auto() {\n  flex: 0 0 auto;\n  width: auto;\n}\n\n@mixin make-col-offset($size, $columns: $grid-columns) {\n  $num: divide($size, $columns);\n  margin-left: if($num == 0, 0, percentage($num));\n}\n\n// Row columns\n//\n// Specify on a parent element(e.g., .row) to force immediate children into NN\n// number of columns. Supports wrapping to new lines, but does not do a Masonry\n// style grid.\n@mixin row-cols($count) {\n  > * {\n    flex: 0 0 auto;\n    width: percentage(divide(1, $count));\n  }\n}\n\n// Framework grid generation\n//\n// Used only by Bootstrap to generate the correct number of grid classes given\n// any value of `$grid-columns`.\n\n@mixin make-grid-columns($columns: $grid-columns, $gutter: $grid-gutter-width, $breakpoints: $grid-breakpoints) {\n  @each $breakpoint in map-keys($breakpoints) {\n    $infix: breakpoint-infix($breakpoint, $breakpoints);\n\n    @include media-breakpoint-up($breakpoint, $breakpoints) {\n      // Provide basic `.col-{bp}` classes for equal-width flexbox columns\n      .col#{$infix} {\n        flex: 1 0 0%; // Flexbugs #4: https://github.com/philipwalton/flexbugs#flexbug-4\n      }\n\n      .row-cols#{$infix}-auto > * {\n        @include make-col-auto();\n      }\n\n      @if $grid-row-columns > 0 {\n        @for $i from 1 through $grid-row-columns {\n          .row-cols#{$infix}-#{$i} {\n            @include row-cols($i);\n          }\n        }\n      }\n\n      .col#{$infix}-auto {\n        @include make-col-auto();\n      }\n\n      @if $columns > 0 {\n        @for $i from 1 through $columns {\n          .col#{$infix}-#{$i} {\n            @include make-col($i, $columns);\n          }\n        }\n\n        // `$columns - 1` because offsetting by the width of an entire row isn't possible\n        @for $i from 0 through ($columns - 1) {\n          @if not ($infix == \"\" and $i == 0) { // Avoid emitting useless .offset-0\n            .offset#{$infix}-#{$i} {\n              @include make-col-offset($i, $columns);\n            }\n          }\n        }\n      }\n\n      // Gutters\n      //\n      // Make use of `.g-*`, `.gx-*` or `.gy-*` utilities to change spacing between the columns.\n      @each $key, $value in $gutters {\n        .g#{$infix}-#{$key},\n        .gx#{$infix}-#{$key} {\n          --#{$prefix}gutter-x: #{$value};\n        }\n\n        .g#{$infix}-#{$key},\n        .gy#{$infix}-#{$key} {\n          --#{$prefix}gutter-y: #{$value};\n        }\n      }\n    }\n  }\n}\n\n@mixin make-cssgrid($columns: $grid-columns, $breakpoints: $grid-breakpoints) {\n  @each $breakpoint in map-keys($breakpoints) {\n    $infix: breakpoint-infix($breakpoint, $breakpoints);\n\n    @include media-breakpoint-up($breakpoint, $breakpoints) {\n      @if $columns > 0 {\n        @for $i from 1 through $columns {\n          .g-col#{$infix}-#{$i} {\n            grid-column: auto / span $i;\n          }\n        }\n\n        // Start with `1` because `0` is and invalid value.\n        // Ends with `$columns - 1` because offsetting by the width of an entire row isn't possible.\n        @for $i from 1 through ($columns - 1) {\n          .g-start#{$infix}-#{$i} {\n            grid-column-start: $i;\n          }\n        }\n      }\n    }\n  }\n}\n","/**\n * Secondary sidebar on the right.\n * e.g., in-page table of contents.\n */\n.bd-sidebar-secondary {\n  display: flex;\n  order: 2;\n  flex-shrink: 0;\n  flex-direction: column;\n  position: sticky;\n  top: var(--pst-header-height);\n  max-height: calc(100vh - var(--pst-header-height));\n  padding: 2rem 1rem 1rem 1rem;\n  width: var(--pst-sidebar-secondary);\n  font-size: var(--pst-sidebar-font-size-mobile);\n  @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n    font-size: var(--pst-sidebar-font-size);\n  }\n\n  // Color and border\n  background-color: var(--pst-color-background);\n  overflow-y: auto;\n}\n\n.sidebar-secondary-item {\n  padding: 0.5rem 0.5rem;\n  @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n    border-left: 1px solid var(--pst-color-border);\n    padding-left: 1rem;\n  }\n\n  i {\n    padding-right: 0.5rem;\n  }\n}\n","/*******************************************************************************\n* Rules for the UX/UI of sidebar sliding drawers on mobile\n* Note that this sheet controls styles across many parts of the theme\n* It is aggregated into this one sheet instead of being split across\n* components in order to keep it easier to debug in one place.\n* It is broken up into major sections below.\n*/\n\n/*******************************************************************************\n* Buttons and overlays\n*/\ninput.sidebar-toggle {\n  display: none;\n}\n\n// Background overlays\nlabel.overlay {\n  background-color: black;\n  opacity: 0.5;\n  height: 0;\n  width: 0;\n  position: fixed;\n  top: 0;\n  left: 0;\n  transition: opacity $animation-time ease-out;\n  z-index: $zindex-modal-backdrop;\n}\n\ninput {\n  // Show the correct overlay when its input is checked\n  &#__primary:checked + label.overlay.overlay-primary,\n  &#__secondary:checked + label.overlay.overlay-secondary {\n    height: 100vh;\n    width: 100vw;\n  }\n\n  // Primary sidebar slides in from the left\n  &#__primary:checked ~ .bd-container .bd-sidebar-primary {\n    visibility: visible;\n    margin-left: 0;\n  }\n\n  // Secondary sidebar slides in from the right\n  &#__secondary:checked ~ .bd-container .bd-sidebar-secondary {\n    visibility: visible;\n    margin-right: 0;\n  }\n}\n\n/*******************************************************************************\n* Sidebar drawer behavior\n*/\n\n/**\n * Behavior for sliding drawer elements that will be toggled with an input\n *\n * NOTE: We use this mixin to define the toggle behavior on narrow screens,\n * And the wide-screen behavior of the sections is defined in their own section\n * .scss files.\n */\n@mixin sliding-drawer($side: \"left\") {\n  position: fixed;\n  top: 0;\n  z-index: $zindex-modal;\n  height: 100vh;\n  max-height: 100vh;\n  width: 75%;\n  flex-grow: 0.75;\n  max-width: 350px;\n  transition: visibility $animation-time ease-out,\n    margin $animation-time ease-out;\n  visibility: hidden;\n\n  @if $side == \"right\" {\n    margin-right: -75%;\n    right: 0;\n  } @else {\n    margin-left: -75%;\n    left: 0;\n  }\n}\n\n// Primary sidebar hides/shows at earlier widths\n@include media-breakpoint-up($breakpoint-sidebar-primary) {\n  label.sidebar-toggle.primary-toggle {\n    display: none;\n  }\n\n  input#__primary {\n    &:checked + label.overlay.overlay-primary {\n      height: 0;\n      width: 0;\n    }\n  }\n\n  .bd-sidebar-primary {\n    margin-left: 0;\n    visibility: visible;\n  }\n}\n\n.bd-sidebar-primary {\n  @include media-breakpoint-down($breakpoint-sidebar-primary) {\n    @include sliding-drawer(\"left\");\n  }\n}\n\n.bd-sidebar-secondary {\n  @include media-breakpoint-down($breakpoint-sidebar-secondary) {\n    @include sliding-drawer(\"right\");\n  }\n}\n","/**\n * Breadcrumbs for parent pages meant for the article header\n */\nul.bd-breadcrumbs {\n  list-style: none;\n  padding-left: 0;\n  display: flex;\n  flex-wrap: wrap;\n\n  // Font size slightly smaller to avoid cluttering up space too much\n  font-size: 0.8rem;\n\n  li.breadcrumb-item {\n    display: flex;\n    align-items: baseline;\n\n    // Style should look like heavier in-page links\n    // keeping visited in the default link colour\n    font-weight: bold;\n    a {\n      @include link-style-text;\n    }\n\n    // Items that aren't the home have a caret to the left\n    &:not(.breadcrumb-home):before {\n      font: var(--fa-font-solid);\n      font-size: 0.8rem;\n      content: var(--pst-breadcrumb-divider);\n      color: var(--pst-color-text-muted);\n      padding: 0 0.5rem;\n    }\n  }\n}\n","/**\n * Icon links in the navbar\n */\n\n.navbar-icon-links {\n  display: flex;\n  flex-direction: row;\n  column-gap: 1rem;\n  flex-wrap: wrap;\n\n  // Remove the padding so that we can define it with flexbox gap above\n  li.nav-item a.nav-link {\n    padding-left: 0;\n    padding-right: 0;\n    @include icon-navbar-hover;\n  }\n\n  // Spacing and centering\n  a span {\n    display: flex;\n    align-items: center;\n  }\n\n  // Icons styling\n  i {\n    &.fa-brands,\n    &.fa-regular,\n    &.fa-solid {\n      vertical-align: middle;\n      font-style: normal;\n      font-size: var(--pst-font-size-icon);\n    }\n\n    /* Social media buttons hard-code the brand color */\n    &.fa-square-twitter:before {\n      color: #55acee;\n    }\n\n    &.fa-square-gitlab:before {\n      color: #548;\n    }\n\n    &.fa-bitbucket:before {\n      color: #0052cc;\n    }\n  }\n\n  // Force images to be icon-sized\n  img.icon-link-image {\n    height: 1.5em;\n    border-radius: 0.2rem;\n  }\n}\n","/**\n * Logo in the navbar\n */\n\n.navbar-brand {\n  position: relative;\n  height: var(--pst-header-height);\n  max-height: var(--pst-header-height);\n  padding: 0.5rem 0;\n  width: auto;\n  margin: 0;\n  display: flex;\n  // Ensure that the logo stays the same length while other content shrinks\n  flex-shrink: 0;\n  align-items: center;\n  gap: 0.5rem;\n\n  // If there's no logo image, we use a p element w/ the site title\n  p {\n    margin-bottom: 0;\n  }\n\n  // If there's a logo, it'll be in an img block\n  img {\n    max-width: 100%;\n    height: 100%;\n    width: auto;\n  }\n\n  // remove underline from brand title on default state\n  a {\n    text-decoration: none;\n  }\n  &:hover {\n    @include link-style-hover;\n  }\n  &:visited {\n    &:hover {\n      @include link-style-hover;\n    }\n  }\n}\n","/**\n * Navigation text links in the navbar\n */\n.navbar-nav {\n  ul {\n    display: block;\n    list-style: none;\n\n    // Reduce padding of nested `ul` items a bit\n    ul {\n      padding: 0 0 0 1rem;\n    }\n  }\n\n  // Navbar links - do not have an underline by default\n  li {\n    display: flex;\n    flex-direction: column;\n\n    a {\n      display: flex;\n      align-items: center;\n      height: 100%;\n      padding-top: 0.25rem;\n      padding-bottom: 0.25rem;\n      @include link-style-text;\n    }\n  }\n\n  /**\n   * Togglable expand/collapse\n   * This is only applicable to the primary sidebar which has these checkboxes\n   */\n  .toctree-checkbox {\n    position: absolute;\n    display: none;\n  }\n\n  .toctree-checkbox {\n    ~ ul {\n      display: none;\n    }\n    ~ label i {\n      transform: rotate(0deg);\n    }\n  }\n  .toctree-checkbox:checked {\n    ~ ul {\n      display: block;\n    }\n    ~ label i {\n      transform: rotate(180deg);\n    }\n  }\n}\n\n// Don't display the `site navigation` in the header menu\n.bd-header .navbar-nav > p.sidebar-header-items__title {\n  display: none;\n}\n","/**\n * The list of in-page TOC links\n */\n.page-toc {\n  .section-nav {\n    padding-left: 0;\n    border-bottom: none;\n\n    ul {\n      padding-left: 1rem;\n    }\n  }\n\n  // override bootstrap settings\n  .nav-link {\n    font-size: var(--pst-sidebar-font-size-mobile);\n    @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n      font-size: var(--pst-sidebar-font-size);\n    }\n  }\n\n  .onthispage {\n    color: var(--pst-color-text-base);\n    font-weight: var(--pst-sidebar-header-font-weight);\n    margin-bottom: 0.5rem;\n  }\n}\n","/**\n* Previous / Next navigation buttons\n**/\n.prev-next-area {\n  width: 100%;\n\n  p {\n    margin: 0 0.3em;\n    line-height: 1.3em;\n  }\n\n  i {\n    font-size: 1.2em;\n  }\n\n  a {\n    // So that buttons align with icons\n    display: flex;\n    align-items: center;\n    border: none;\n    padding: 10px;\n    max-width: 45%;\n    overflow-x: hidden;\n    color: var(--pst-color-text-muted);\n    text-decoration: none;\n\n    p.prev-next-title {\n      @include link-style-default;\n      font-weight: var(--pst-admonition-font-weight-heading);\n      font-size: 1.1em;\n    }\n\n    &:hover p.prev-next-title {\n      @include link-style-hover;\n    }\n    // Exception here - keep visited in the default link colour\n    // it still should hover on the default link hover colour\n    &:visited p.prev-next-title {\n      color: var(--pst-color-link);\n      &:hover {\n        color: var(--pst-color-link-hover);\n      }\n    }\n\n    .prev-next-info {\n      flex-direction: column;\n      margin: 0 0.5em;\n\n      .prev-next-subtitle {\n        text-transform: capitalize;\n      }\n    }\n\n    &.left-prev {\n      float: left;\n    }\n\n    &.right-next {\n      float: right;\n\n      div.prev-next-info {\n        text-align: right;\n      }\n    }\n  }\n}\n","/**\n * Search field\n **/\n.bd-search {\n  position: relative;\n  padding-left: 0.5rem;\n  gap: 0.5rem;\n  background-color: var(--pst-color-background);\n  border-radius: $admonition-border-radius;\n  border: 1px solid var(--pst-color-border);\n  color: var(--pst-color-text-base);\n\n  // Background should always be same color regardless of active or not\n  &:active {\n    background-color: var(--pst-color-background);\n    color: var(--pst-color-text-muted);\n  }\n\n  .icon {\n    position: absolute;\n    color: var(--pst-color-border);\n    left: 25px;\n  }\n\n  .fa-solid.fa-magnifying-glass {\n    position: absolute;\n    left: calc((2.5rem - 0.7em) / 2);\n    color: var(--pst-color-text-muted);\n  }\n\n  input {\n    // Inner-text of the search bar\n    &::placeholder {\n      color: var(--pst-color-text-muted);\n    }\n\n    // Remove the little \"x\" that pops up when you start typing\n    &::-webkit-search-cancel-button,\n    &::-webkit-search-decoration {\n      -webkit-appearance: none;\n      appearance: none;\n    }\n  }\n\n  // Shows off the keyboard shortcuts for the button\n  .search-button__kbd-shortcut {\n    display: flex;\n    position: absolute;\n    right: 0.5rem;\n    color: var(--pst-color-border);\n  }\n}\n\n.form-control {\n  background-color: var(--pst-color-background);\n  color: var(--pst-color-text-base);\n\n  &:focus,\n  &:focus-visible {\n    border: none;\n    box-shadow: none;\n    outline: 3px solid var(--pst-color-accent);\n    background-color: var(--pst-color-background);\n    color: var(--pst-color-text-muted);\n  }\n}\n\n/**\n * Search button - located in the navbar\n */\n\n// Search link icon should be a bit bigger since it is separate from icon links\n.search-button {\n  display: flex;\n  align-items: center;\n  align-content: center;\n  color: var(--pst-color-text-muted);\n  // Needed to match other icons hover\n  padding: 0 0 0.25rem 0;\n  border-radius: 0;\n  @include icon-navbar-hover;\n  @include focus-indicator;\n\n  i {\n    font-size: 1.3rem;\n  }\n}\n\n// __search-container will only show up when we use the search pop-up bar\n.search-button__search-container,\n.search-button__overlay {\n  display: none;\n}\n.search-button__wrapper.show {\n  .search-button__search-container {\n    display: flex;\n    // Center in middle of screen just underneath header\n    position: fixed;\n    z-index: $zindex-modal;\n    top: 30%;\n    left: 50%;\n    transform: translate(-50%, -50%);\n    right: 1rem;\n    margin-top: 0.5rem;\n    width: 90%;\n    max-width: 800px;\n  }\n\n  .search-button__overlay {\n    display: flex;\n    position: fixed;\n    z-index: $zindex-modal-backdrop;\n    background-color: black;\n    opacity: 0.5;\n    width: 100%;\n    height: 100%;\n    top: 0px;\n    left: 0px;\n  }\n\n  form.bd-search {\n    flex-grow: 1;\n    padding-top: 0;\n    padding-bottom: 0;\n  }\n\n  // Font and input text a bit bigger\n  svg,\n  input {\n    font-size: var(--pst-font-size-icon);\n  }\n}\n\n/**\n * The search button component that looks like a field.\n * Lives at components/search-button-field.html\n */\n.search-button-field {\n  display: inline-flex;\n  align-items: center;\n  border: var(--pst-color-border) solid 1px;\n  border-radius: 1.5em;\n  color: var(--pst-color-text-muted);\n  padding: 0.5em;\n  background-color: var(--pst-color-surface);\n\n  &:hover {\n    border: 2px solid var(--pst-color-link-hover);\n  }\n  &:focus-visible {\n    border: 2px solid var(--pst-color-accent);\n  }\n\n  // The keyboard shotcut text\n  .search-button__default-text {\n    font-size: var(--bs-nav-link-font-size);\n    font-weight: var(--bs-nav-link-font-weight);\n    margin-right: 0.5em;\n    margin-left: 0.5em;\n  }\n\n  .kbd-shortcut__modifier {\n    font-size: 0.75em;\n  }\n\n  // Ensures that all the text lines up in the middle\n  > * {\n    align-items: center;\n  }\n\n  // Only the icon should be visible on narrow screens\n  > :not(svg) {\n    display: none;\n\n    @include media-breakpoint-up(lg) {\n      display: flex;\n    }\n  }\n}\n","/**\n * The 'Hide Search Matches' button.\n * This only shows up when a person lands on a page after clicking a search result.\n * Clicking it removes the highlighting of the search term from the page.\n * We want it to behave like a button.\n */\ndiv#searchbox {\n  // Leave `#searchbox` rules empty so that it doesn't show at all when it is empty\n  p.highlight-link {\n    margin: 1rem 0;\n    width: fit-content;\n\n    // A bit more margin on wide screens to mimic article behavior\n    @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n      margin-left: 2rem;\n    }\n\n    // Put outer shadow on this one so that we can darken the link w/ an inner shadow\n    @include box-shadow();\n\n    // Style the button to look like a Sphinx Design button\n    a {\n      border-radius: 0.25rem;\n      font-size: 1.25rem;\n      padding: 0.75rem;\n      background-color: var(--pst-color-primary);\n      color: var(--pst-color-primary-text);\n      text-decoration: none;\n\n      // The box shadow is inset so that it darkens the button on hover\n      transition: box-shadow 0.25s ease-out;\n      &:hover {\n        box-shadow: inset 0px 0px 50px 50px rgba(0, 0, 0, 0.25);\n      }\n\n      &:before {\n        content: var(--pst-icon-search-minus);\n        color: unset;\n        font: var(--fa-font-solid);\n        margin-right: 0.5rem;\n      }\n    }\n  }\n}\n","/*********************************************\n* SASS Mixins\n*********************************************/\n\n/**\n * A consistent box shadow style we apply across elements.\n */\n@mixin box-shadow() {\n  box-shadow: 0 0.2rem 0.5rem var(--pst-color-shadow),\n    0 0 0.0625rem var(--pst-color-shadow) !important;\n}\n\n/**\n   * Set background of some cell outputs to white-ish to make sure colors work\n   * This is because many libraries make output that only looks good on white\n   */\n@mixin cell-output-background {\n  color: var(--pst-color-on-background);\n  background-color: var(--pst-color-text-base);\n  border-radius: 0.25rem;\n  padding: 0.5rem;\n}\n","/**\n * Light/dark theme switcher\n */\n\n.theme-switch-button {\n  // overide bootstrap settings\n  margin: 0 -0.5rem;\n  padding: 0; // We pad the `span` not the container\n  color: var(--pst-color-text-muted);\n  border-radius: 0;\n  @include focus-indicator;\n\n  span {\n    display: none;\n    padding: 0.5em;\n\n    @include icon-navbar-hover;\n    &:active {\n      text-decoration: none;\n      color: var(--pst-color-link-hover);\n    }\n  }\n}\n\nhtml[data-mode=\"auto\"] .theme-switch-button span[data-mode=\"auto\"] {\n  display: flex;\n}\nhtml[data-mode=\"light\"] .theme-switch-button span[data-mode=\"light\"] {\n  display: flex;\n}\nhtml[data-mode=\"dark\"] .theme-switch-button span[data-mode=\"dark\"] {\n  display: flex;\n}\n","button.btn.version-switcher__button {\n  border-color: var(--pst-color-border);\n  color: var(--pst-color-text-base);\n  // Add a margin on narrow screens to avoid feeling cramped\n  margin-bottom: 1em;\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    margin-bottom: unset;\n  }\n\n  @include link-style-hover;\n  @include focus-indicator;\n  &:active {\n    color: var(--pst-color-text-base);\n    border-color: var(--pst-color-border);\n  }\n}\n\n.version-switcher__menu {\n  border-color: var(--pst-color-border);\n  border-radius: var(--bs-dropdown-border-radius);\n\n  a.list-group-item {\n    background-color: var(--pst-color-on-background);\n    color: var(--pst-color-text-base);\n    padding: 0.75rem 1.25rem;\n\n    &:not(:last-child) {\n      border-bottom: 1px solid var(--pst-color-border);\n    }\n    @include link-style-hover;\n    &:hover {\n      background-color: var(--pst-color-surface);\n    }\n    &.active {\n      @include link-sidebar-current;\n      position: relative;\n      z-index: 1;\n\n      span:before {\n        content: \"\";\n        width: 100%;\n        height: 100%;\n        position: absolute;\n        z-index: -1;\n        left: 0;\n        top: 0;\n      }\n    }\n  }\n}\n\n// Font behavior on mobile\nbutton.version-switcher__button,\n.version-switcher__menu {\n  font-size: 1.1em; // A bit smaller than other menu font\n  z-index: $zindex-modal; // higher than the sidebars\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    font-size: unset;\n  }\n}\n","/* Collapsing of the TOC sidebar while scrolling */\n/* Nav: hide second level (shown on .active) */\n\nnav.page-toc {\n  // A little extra space before the buttons\n  margin-bottom: 1rem;\n}\n\n.bd-toc .nav,\n.list-caption {\n  .nav {\n    display: none;\n\n    // So we can manually specify a level as visible in the config\n    &.visible {\n      display: block;\n    }\n  }\n\n  > .active > ul {\n    display: block;\n  }\n}\n\n// Each entry of the in-page TOC\n.toc-entry {\n  display: block;\n  a > code {\n    color: var(--pst-color-text-muted);\n  }\n\n  a.nav-link {\n    display: block;\n    padding: 0.125rem 0;\n\n    // Padding w/ negative margin so the top TOC item highlight overlaps w/ the TOC border\n    padding-left: 1rem;\n    margin-left: -1rem;\n\n    @include link-sidebar;\n\n    &.active {\n      @include link-sidebar-current;\n      background-color: transparent;\n\n      &:hover {\n        color: var(--pst-color-link-hover);\n      }\n    }\n  }\n}\n","div.versionadded,\ndiv.versionchanged,\ndiv.deprecated {\n  vertical-align: middle;\n  margin: 1.5625em auto;\n  padding: 0 0.6rem 0 0.6rem;\n  overflow: hidden;\n  page-break-inside: avoid;\n  border-left: 0.2rem solid;\n  border-color: var(--pst-color-info);\n  border-radius: $admonition-border-radius;\n  background-color: var(--pst-color-on-background);\n  @include box-shadow();\n  position: relative;\n\n  > p {\n    margin-bottom: 0.6rem;\n    margin-top: 0.6rem;\n  }\n}\n\ndiv.versionadded {\n  border-color: var(--pst-color-success);\n  background-color: var(--pst-color-success-bg);\n}\n\ndiv.versionchanged {\n  border-color: var(--pst-color-warning);\n  background-color: var(--pst-color-warning-bg);\n}\n\ndiv.deprecated {\n  border-color: var(--pst-color-danger);\n  background-color: var(--pst-color-danger-bg);\n}\n\nspan.versionmodified {\n  font-weight: 600;\n\n  &:before {\n    margin-right: 0.6rem;\n    color: var(--pst-color-info);\n    font: var(--fa-font-solid);\n    content: var(--pst-icon-versionmodified-default);\n  }\n}\n\nspan.versionmodified.added {\n  &:before {\n    color: var(--pst-color-success);\n    content: var(--pst-icon-versionmodified-added);\n  }\n}\n\nspan.versionmodified.changed {\n  &:before {\n    color: var(--pst-color-warning);\n    content: var(--pst-icon-versionmodified-changed);\n  }\n}\n\nspan.versionmodified.deprecated {\n  &:before {\n    color: var(--pst-color-danger);\n    content: var(--pst-icon-versionmodified-deprecated);\n  }\n}\n",".sidebar-indices-items {\n  display: flex;\n  flex-direction: column;\n  border-top: 1px solid var(--pst-color-border);\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    border-top: none;\n  }\n\n  .sidebar-indices-items__title {\n    font-weight: var(--pst-sidebar-header-font-weight);\n    font-size: var(--pst-sidebar-header-font-size);\n    color: var(--pst-color-text-base);\n    margin-bottom: 0.5rem;\n  }\n\n  ul.indices-link {\n    margin-right: -1rem;\n    list-style: none;\n    padding: 0;\n\n    li > a {\n      display: block;\n      padding: 0.25rem 0;\n      color: var(--pst-color-text-muted);\n\n      &:hover {\n        color: var(--pst-color-primary);\n        text-decoration: none;\n        background-color: transparent;\n      }\n    }\n  }\n}\n",".bd-sidebar-primary div#rtd-footer-container {\n  position: sticky;\n  bottom: -1rem;\n  margin: -1rem; // ignore sidebar padding\n\n  .rst-versions.rst-badge {\n    position: unset;\n    font-size: 0.9em;\n    font-family: var(--pst-font-family-base);\n    max-width: unset;\n\n    .rst-current-version {\n      display: flex;\n      align-items: center;\n      gap: 0.2rem;\n      height: 2.5rem;\n      transition: background-color 0.2s ease-out;\n      background-color: var(--pst-color-background);\n      color: var(--pst-color-success);\n      border-top: 1px solid var(--pst-color-border);\n    }\n\n    .fa.fa-book {\n      color: var(--pst-color-text-muted);\n      margin-right: auto;\n\n      &::after {\n        color: var(--pst-color-text-base);\n        content: \"Read The Docs\";\n        font-family: var(--pst-font-family-base);\n        font-weight: var(--pst-admonition-font-weight-heading);\n      }\n    }\n    .fa.fa-caret-down {\n      color: var(--pst-color-text-muted);\n    }\n  }\n\n  .rst-versions.rst-badge.shift-up {\n    .rst-current-version {\n      border-bottom: 1px solid var(--pst-color-border);\n    }\n  }\n\n  .rst-other-versions {\n    background-color: var(--pst-color-surface);\n    color: var(--pst-color-text-base);\n\n    dl {\n      dd a {\n        color: var(--pst-color-text-muted);\n      }\n    }\n\n    hr {\n      background-color: var(--pst-color-border);\n    }\n\n    small a {\n      color: var(--pst-color-link);\n    }\n\n    input {\n      padding-left: 0.5rem;\n      border: 1px solid var(--pst-color-border);\n      background-color: var(--pst-color-surface);\n    }\n  }\n}\n","/**\n * Admonitions and blocks of styled content.\n * Admonitions CSS originally inspired by https://squidfunk.github.io/mkdocs-material/getting-started/\n */\n$admonition-border-radius: 0.25rem;\ndiv.admonition,\n.admonition {\n  margin: 1.5625em auto;\n  padding: 0 0.6rem 0.8rem 0.6rem;\n  overflow: hidden;\n  page-break-inside: avoid;\n  border-left: 0.2rem solid;\n  border-color: var(--pst-color-info);\n  border-radius: $admonition-border-radius;\n  background-color: var(--pst-color-on-background);\n  @include box-shadow();\n\n  // Last item should have no spacing since we'll control that w/ padding\n  *:last-child {\n    margin-bottom: 0;\n  }\n\n  // Items after the title should be indented\n  p.admonition-title ~ * {\n    margin-left: 1.4rem;\n    margin-right: 1.4rem;\n  }\n\n  // Lists need to have left margin so they don't spill into it\n  > ol,\n  > ul {\n    margin-left: 1em;\n  }\n\n  // Defaults for all admonitions\n  > .admonition-title {\n    margin: 0 -0.6rem;\n    padding: 0.4rem 0.6rem 0.4rem 2rem;\n    font-weight: var(--pst-admonition-font-weight-heading);\n    position: relative;\n    @include background-from-color-variable(--pst-color-info-bg);\n    // now that we use solid colors we want the title on top\n    z-index: 1;\n\n    &:after {\n      position: absolute;\n      left: 0.5rem;\n      width: 1rem;\n      height: 1rem;\n      color: var(--pst-color-info);\n      font: var(--fa-font-solid);\n      line-height: inherit;\n      content: var(--pst-icon-admonition-default);\n      opacity: 1;\n    }\n\n    // Next element after title needs some extra upper-space\n    + * {\n      margin-top: 0.4em;\n    }\n  }\n\n  &.attention {\n    border-color: var(--pst-color-attention);\n    > .admonition-title {\n      &:before {\n        background-color: var(--pst-color-attention-bg);\n      }\n\n      &:after {\n        color: var(--pst-color-attention);\n        content: var(--pst-icon-admonition-attention);\n      }\n    }\n  }\n\n  &.caution {\n    border-color: var(--pst-color-warning);\n    > .admonition-title {\n      &:before {\n        background-color: var(--pst-color-warning-bg);\n      }\n\n      &:after {\n        color: var(--pst-color-warning);\n        content: var(--pst-icon-admonition-caution);\n      }\n    }\n  }\n\n  &.warning {\n    border-color: var(--pst-color-warning);\n    > .admonition-title {\n      &:before {\n        background-color: var(--pst-color-warning-bg);\n      }\n\n      &:after {\n        color: var(--pst-color-warning);\n        content: var(--pst-icon-admonition-warning);\n      }\n    }\n  }\n\n  &.danger {\n    border-color: var(--pst-color-danger);\n    > .admonition-title {\n      &:before {\n        background-color: var(--pst-color-danger-bg);\n      }\n\n      &:after {\n        color: var(--pst-color-danger);\n        content: var(--pst-icon-admonition-danger);\n      }\n    }\n  }\n\n  &.error {\n    border-color: var(--pst-color-danger);\n    > .admonition-title {\n      &:before {\n        background-color: var(--pst-color-danger-bg);\n      }\n\n      &:after {\n        color: var(--pst-color-danger);\n        content: var(--pst-icon-admonition-error);\n      }\n    }\n  }\n\n  &.hint {\n    border-color: var(--pst-color-success);\n    > .admonition-title {\n      &:before {\n        background-color: var(--pst-color-success-bg);\n      }\n\n      &:after {\n        color: var(--pst-color-success);\n        content: var(--pst-icon-admonition-hint);\n      }\n    }\n  }\n\n  &.tip {\n    border-color: var(--pst-color-success);\n    > .admonition-title {\n      &:before {\n        background-color: var(--pst-color-success-bg);\n      }\n\n      &:after {\n        color: var(--pst-color-success);\n        content: var(--pst-icon-admonition-tip);\n      }\n    }\n  }\n\n  &.important {\n    border-color: var(--pst-color-attention);\n    > .admonition-title {\n      &:before {\n        background-color: var(--pst-color-attention-bg);\n      }\n\n      &:after {\n        color: var(--pst-color-attention);\n        content: var(--pst-icon-admonition-important);\n      }\n    }\n  }\n\n  &.note {\n    border-color: var(--pst-color-info);\n    > .admonition-title {\n      &:before {\n        background-color: var(--pst-color-info-bg);\n      }\n\n      &:after {\n        color: var(--pst-color-info);\n        content: var(--pst-icon-admonition-note);\n      }\n    }\n  }\n\n  &.seealso {\n    border-color: var(--pst-color-success);\n    > .admonition-title {\n      &:before {\n        background-color: var(--pst-color-success-bg);\n      }\n\n      &:after {\n        color: var(--pst-color-success);\n        content: var(--pst-icon-admonition-seealso);\n      }\n    }\n  }\n\n  &.admonition-todo {\n    border-color: var(--pst-color-secondary);\n    > .admonition-title {\n      &:before {\n        background-color: var(--pst-color-secondary-bg);\n      }\n\n      &:after {\n        color: var(--pst-color-secondary);\n        content: var(--pst-icon-admonition-todo);\n      }\n    }\n  }\n\n  /**\n   * Special-case for a `sidebar` class that makes the admonition float to\n   * the right like the {sidebar} directive.\n   */\n  &.sidebar {\n    max-width: 40%;\n    float: right;\n    clear: both;\n    margin-left: 0.5rem;\n    margin-top: 0;\n\n    // Undo the .sidebar directive border\n    border-width: 0 0 0 0.2rem;\n\n    // TODO: these semantic-color-names border-color rules might no longer be\n    //       needed when we drop support for Sphinx 4 / docutils 0.17\n    &.attention,\n    &.important {\n      border-color: var(--pst-color-attention);\n    }\n\n    &.caution,\n    &.warning {\n      border-color: var(--pst-color-warning);\n    }\n\n    &.danger,\n    &.error {\n      border-color: var(--pst-color-danger);\n    }\n\n    &.hint,\n    &.tip,\n    &.seealso {\n      border-color: var(--pst-color-success);\n    }\n\n    &.note,\n    &.todo {\n      border-color: var(--pst-color-info);\n    }\n\n    // No inner margin since we have less horizontal space w/ the sidebar\n    p.admonition-title ~ * {\n      margin-left: 0rem;\n      margin-right: 0rem;\n    }\n  }\n}\n\n/**************************************************************\n * Similar content blocks that are not technically admonitions.\n */\n\n/**\n * Topics and the {contents} directive\n */\n// Docutils <= 0.17\ndiv.topic,\ndiv.topic.contents,\n// Docutils >= 0.18\nnav.contents,\naside.topic {\n  display: flex;\n  flex-direction: column;\n  background-color: var(--pst-color-surface);\n  border-color: var(--pst-color-border);\n  border-radius: $admonition-border-radius;\n  padding: 1rem 1.25rem;\n  @include box-shadow();\n\n  .topic-title {\n    margin: 0 0 0.5rem 0;\n  }\n\n  // Over-ride text color to ensure enough contrast\n  p {\n    color: var(--pst-color-on-surface) !important;\n  }\n\n  // Over-ride large default padding\n  ul.simple {\n    padding-left: 1rem;\n\n    ul {\n      // So that sub-lists will have a bit less padding\n      padding-left: 2em;\n    }\n  }\n}\n\n/**\n * Sidebar directive\n */\naside.sidebar {\n  border: 1px solid var(--pst-color-border);\n  background-color: var(--pst-color-surface);\n  border-radius: $admonition-border-radius;\n  // to match the admonition-styled sidebars:\n  margin-left: 0.5rem;\n  padding: 0;\n  > *:last-child {\n    padding-bottom: 1rem;\n  }\n\n  p.sidebar-title {\n    position: relative;\n    margin-bottom: 0;\n    padding-top: 0.5rem;\n    padding-bottom: 0.5rem;\n    border-bottom: 1px solid var(--pst-color-border);\n    font-family: var(--pst-font-family-heading);\n    font-weight: var(--pst-admonition-font-weight-heading);\n  }\n\n  // Add margin to the first non-`.sidebar-title` item\n  > *:not(.sidebar-title):first-child,\n  > p.sidebar-title + * {\n    margin-top: 1rem;\n  }\n\n  > * {\n    padding-left: 1rem;\n    padding-right: 1rem;\n  }\n}\n\n/**\n * Rubrics look kind of like section headers\n */\np.rubric {\n  display: flex;\n  flex-direction: column;\n}\n\n/**\n * Seealso is kind of like a vertically-collapsed admonition\n */\n.seealso dd {\n  margin-top: 0;\n  margin-bottom: 0;\n}\n","/**\n * Miscellaneous color functions and mixins\n**/\n\n// loading the math module\n@use \"sass:math\";\n\n// Set background color from a color variable\n//\n@mixin background-from-color-variable($color-variable) {\n  &:before {\n    content: \"\";\n    width: 100%;\n    height: 100%;\n    position: absolute;\n    left: 0;\n    top: 0;\n    background-color: var(#{$color-variable});\n    z-index: -1;\n    // So that hovering over the text within background is still possible.\n    // Otherwise the background overlays the text and you cannot click or select easily.\n    // ref: https://developer.mozilla.org/en-US/docs/Web/CSS/pointer-events\n    pointer-events: none;\n  }\n}\n\n/**\n* Function to get items from nested maps\n*/\n// @param {Map} $map - Map\n// @param {Arglist} $keys - Keys to fetc\n// @return {*}\n@function map-deep-get($map, $keys...) {\n  @each $key in $keys {\n    $map: map-get($map, $key);\n  }\n  @return $map;\n}\n\n/**\n  * Function to check if the color needs converting to a \"color\" type\n  * if it is a string we cannot use other color manipulation functions\n  * It is used to create the sphinx-design colours as these are often interpolated\n  */\n// @param {String/Color} $color - Color definition from map\n// @return {Color} - Color type (in hex)\n@function check-color($color) {\n  @if type-of($color) == string {\n    $color: from-hex($color);\n  }\n  @return $color;\n}\n\n/**\n  * Function to convert the string representation of a color to a color type (hex)\n  */\n// @param {String} $string - String representation of a color\n@function from-hex($string) {\n  $string-lower: to-lower-case($string);\n  $r: \"\";\n  $g: \"\";\n  $b: \"\";\n  $hex: \"0\" \"1\" \"2\" \"3\" \"4\" \"5\" \"6\" \"7\" \"8\" \"9\" \"a\" \"b\" \"c\" \"d\" \"e\" \"f\";\n  $length: str-length($string);\n  $max: if($length == 4, 1, 2);\n\n  // Check for length accuracy\n  @if $length != 4 and $length != 7 {\n    @return $string;\n  }\n\n  // Loop from the second character (omitting #)\n  @for $i from 2 through $length {\n    $c: str-slice($string-lower, $i, $i);\n\n    // If wrong character, return\n    @if index($hex, $c) == null {\n      @return $string;\n    }\n\n    @if str-length($r) < $max {\n      $r: $r + $c;\n    } @else if str-length($g) < $max {\n      $g: $g + $c;\n    } @else if str-length($b) < $max {\n      $b: $b + $c;\n    }\n  }\n\n  @if $length == 4 {\n    $r: $r + $r;\n    $g: $g + $g;\n    $b: $b + $b;\n  }\n\n  @return rgb(_hex-to-dec($r), _hex-to-dec($g), _hex-to-dec($b));\n}\n\n@function _hex-to-dec($string) {\n  $hex: \"0\" \"1\" \"2\" \"3\" \"4\" \"5\" \"6\" \"7\" \"8\" \"9\" \"a\" \"b\" \"c\" \"d\" \"e\" \"f\";\n  $string: to-lower-case($string);\n  $length: str-length($string);\n\n  $dec: 0;\n  @for $i from 1 through $length {\n    $factor: 1 + (15 * ($length - $i));\n    $index: index($hex, str-slice($string, $i, $i));\n    $dec: $dec + $factor * ($index - 1);\n  }\n\n  @return $dec;\n}\n","// Style API docs from sphinx' autodoc / autosummary\n\n/*******************************************************************************\n* Styling for field lists\n*/\n\n/* grey highlighting of 'parameter' and 'returns' field */\ntable.field-list {\n  border-collapse: separate;\n  border-spacing: 10px;\n  margin-left: 1px;\n\n  th.field-name {\n    padding: 1px 8px 1px 5px;\n    white-space: nowrap;\n    background-color: var(--pst-color-surface);\n  }\n\n  /* italic font for parameter types */\n  td.field-body {\n    p {\n      font-style: italic;\n\n      > strong {\n        font-style: normal;\n      }\n    }\n\n    /* reduced space around parameter description */\n    blockquote {\n      border-left: none;\n      margin: 0em 0em 0.3em;\n      padding-left: 30px;\n    }\n  }\n}\n\n/*******************************************************************************\n* Styling for autosummary tables\n*/\n\n.table.autosummary {\n  // The first column (with the signature) should not wrap\n  td:first-child {\n    white-space: nowrap;\n  }\n}\n\n/* overriding basic.css to use our own monospace font */\n.sig {\n  font-family: var(--pst-font-family-monospace);\n}\n\n/* C++ specific styling - overriding the basic.css to avoid custom colors*/\n\n.sig-inline.c-texpr,\n.sig-inline.cpp-texpr {\n  font-family: unset;\n}\n\n.sig.c .k,\n.sig.c .kt,\n.sig.cpp .k,\n.sig.cpp .kt {\n  color: var(--pst-color-text-base);\n}\n\n.sig.c .m,\n.sig.cpp .m {\n  color: var(--pst-color-text-base);\n}\n\n.sig.c .s,\n.sig.c .sc,\n.sig.cpp .s,\n.sig.cpp .sc {\n  color: var(--pst-color-text-base);\n}\n\n// addition\n\n// .sig.c .sig-name .n,\n// .sig.cpp .sig-name .n {\n//   color: var(--pst-color-inline-code);\n// }\n\n.sig-name {\n  color: var(--pst-color-inline-code);\n}\n\n.sig-param .o,\n.sig-param .default_value {\n  color: var(--pst-color-text-muted);\n  font-weight: normal;\n}\n\n// change target color for dark theme\ndt:target,\nspan.highlighted {\n  background-color: var(--pst-color-target);\n}\n\n.viewcode-back {\n  font-family: var(--pst-font-family-base);\n}\n\n.viewcode-block:target {\n  border-top: 1px solid var(--pst-color-border);\n  border-bottom: 1px solid var(--pst-color-border);\n  position: relative;\n  background-color: var(--pst-color-target);\n}\n\n/*******************************************************************************\n* Styling for autosummary titles like \"parameters\" and \"returns\"\n*/\n\n// the API selector\n// from https://github.com/pradyunsg/furo/blob/main/src/furo/assets/styles/content/_api.sass#L6)\ndl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) {\n  dd {\n    margin-left: 2rem;\n\n    // Fix until this will be solved to Sphinx https://github.com/sphinx-doc/sphinx/issues/10815\n    & > dl.simple > dt {\n      display: flex;\n    }\n  }\n\n  dl.field-list {\n    display: grid;\n    grid-template-columns: unset;\n  }\n\n  dt.field-odd,\n  dt.field-even {\n    margin-top: 0.2rem;\n    margin-bottom: 0.1rem;\n    background-color: var(--pst-color-surface);\n  }\n}\n","/**\n * Code block styling\n * Note that we inherit a lot of styling from Bootstrap so not many rules here.\n */\n\n// General code block behavior\n// Unset bootstrap behavior\ndiv[class*=\"highlight-\"],\ndiv.highlight,\ndiv.literal-block-wrapper {\n  display: flex;\n  flex-direction: column;\n  width: unset;\n  border-radius: $admonition-border-radius;\n}\n\n// Code blocks with captions\n// There's a wrapper when the code block has a title\ndiv.literal-block-wrapper {\n  border: 1px solid var(--pst-color-border);\n  border-radius: $admonition-border-radius;\n\n  // This is where the title goes\n  div.code-block-caption {\n    margin: 0;\n    border-bottom: 1px solid var(--pst-color-border);\n    padding: 0.5rem;\n    font-size: 1rem;\n    font-weight: var(--pst-font-weight-caption);\n\n    a.headerlink {\n      font-size: inherit;\n    }\n  }\n\n  // Remove the upper border radius since we want it to connect with the title\n  // Remove the box shadow so the wrapper gets the shadow instead\n  div[class*=\"highlight-\"] {\n    margin: 0;\n    border-radius: 0;\n    pre {\n      border: none;\n      box-shadow: none;\n    }\n  }\n}\n\n/**\n * In-line code\n */\ncode.literal {\n  padding: 0.1rem 0.25rem;\n  background-color: var(--pst-color-surface);\n  border: 1px solid var(--pst-color-border);\n  border-radius: 0.25rem;\n}\n\na > code {\n  color: var(--pst-color-inline-code-links);\n}\n\n// Fix for Sphinx's \"highlight\" directive - this is an issue with our accessible pygments theme\n// and the colour we are using for the background of the code blocks.\nhtml[data-theme=\"light\"] .highlight .nf {\n  color: #0078a1 !important;\n}\n\n// Minimum opacity needed for linenos to be WCAG AA conformant\nspan.linenos {\n  opacity: 0.8 !important;\n}\n","figure {\n  a.headerlink {\n    // So that header link doesn't push caption to be off-center.\n    position: absolute;\n    font-size: inherit;\n  }\n  // Default headerlink hover doesn't trigger on figures\n  &:hover a.headerlink {\n    visibility: visible;\n  }\n\n  figcaption {\n    font-family: var(--pst-font-family-heading);\n    font-weight: var(--pst-font-weight-caption);\n    color: var(--pst-color-text-muted);\n    margin-left: auto;\n    margin-right: auto;\n\n    table.table {\n      width: fit-content;\n      margin-left: auto;\n      margin-right: auto;\n    }\n  }\n}\n","// For consistency, add bracket around footnotes/citations which are\n// cited more than once. E.g. [Newton](1,2) instead of Newton(1,2)\ndt.label > span.brackets:not(:only-child):before {\n  content: \"[\";\n}\n\ndt.label > span.brackets:not(:only-child):after {\n  content: \"]\";\n}\n\n// Make footnote as a superscript\na.footnote-reference {\n  vertical-align: super;\n  font-size: small;\n}\n\n// Docutils 0.18 uses an `aside.footnote` container with different internal structure\naside.footnote {\n  margin-bottom: 0.5rem;\n  &:last-child {\n    margin-bottom: 1rem;\n  }\n  span.label,\n  span.backrefs {\n    font-weight: bold;\n  }\n\n  &:target {\n    background-color: var(--pst-color-target);\n  }\n}\n","/**\n * Hacky fixes that don't fit cleanly into other sections\n */\n\n// Ensure user highlighting/selecting behaves properly\n// From https://stackoverflow.com/a/34372191\ntable.highlighttable td.linenos,\nspan.linenos,\ndiv.doctest > div.highlight span.gp {\n  /* gp: Generic.Prompt */\n  user-select: none;\n  -webkit-user-select: text; /* Safari fallback only */\n  -webkit-user-select: none; /* Chrome/Safari */\n  -moz-user-select: none; /* Firefox */\n  -ms-user-select: none; /* IE10+ */\n}\n","// Override bootstrap by restoring the basic theme default.\ndd {\n  margin-top: 3px;\n  margin-bottom: 10px;\n  margin-left: 30px;\n}\n\nol,\nul {\n  padding-inline-start: 2rem;\n  li > p:first-child {\n    margin-bottom: 0.25rem;\n    margin-top: 0.25rem;\n  }\n}\n","// GitHub blockquote style\nblockquote {\n  padding: 1em 1em;\n  color: var(--pst-color-text-muted);\n  border-left: 0.25em solid var(--pst-color-border);\n  border-radius: $admonition-border-radius;\n  position: relative;\n\n  p {\n    color: var(--pst-color-text-base);\n  }\n\n  // remove padding from included line-block to avoid duplication\n  .line-block {\n    margin: 0 0;\n  }\n\n  // remove margin bottom for the last p\n  p:last-child {\n    margin-bottom: 0;\n  }\n\n  @include background-from-color-variable(--pst-color-on-background);\n\n  //hack to make the text in the blockquote selectable\n  &:before {\n    z-index: -1;\n  }\n}\n","/**\n * Span-level styling within content\n */\n\nspan.guilabel {\n  border: 1px solid var(--pst-color-info);\n  color: var(--pst-color-info);\n  font-size: 80%;\n  font-weight: 700;\n  border-radius: 4px;\n  padding: 2.4px 6px;\n  margin: auto 2px;\n  position: relative;\n\n  @include background-from-color-variable(--pst-color-info-bg);\n}\n\na.reference.download:before {\n  content: var(--pst-icon-download);\n  font: var(--fa-font-solid);\n  font-size: 0.8em;\n  padding: 0 0.25em;\n  color: var(--pst-color-text-muted);\n}\n","/**\n * Tables\n */\n\n// ensure table will fit in the article width and make them y-scrollable\ntable {\n  display: table;\n  overflow: auto;\n\n  // default to table-center\n  margin-left: auto;\n  margin-right: auto;\n\n  &.table-right {\n    margin-right: 0;\n  }\n\n  &.table-left {\n    margin-left: 0;\n  }\n}\n\n// customize table caption from bootstrap\n// to display them on top and centered\ntable caption {\n  text-align: center;\n  caption-side: top;\n  color: var(--pst-color-text-muted);\n}\n\n// MyST Markdown tables use these classes to control alignment\nth,\ntd {\n  &.text-align\\:left {\n    text-align: left;\n  }\n\n  &.text-align\\:right {\n    text-align: right;\n  }\n\n  &.text-align\\:center {\n    text-align: center;\n  }\n}\n\n// override bootstrap background colors\n.table {\n  --bs-table-bg: transparent;\n}\n","/**\n * Style the toctree component in pages (avoid modifying the navbars)\n */\n.toctree-wrapper {\n  p.caption {\n    font-size: 1.5em;\n    margin-bottom: 0em;\n  }\n\n  & > ul {\n    padding-left: 0;\n  }\n\n  li[class^=\"toctree-l\"] {\n    list-style: none;\n    margin-bottom: 0.2em;\n\n    & > a {\n      list-style: none;\n      font-size: 1.1em;\n    }\n\n    & > ul {\n      list-style: none;\n      padding-inline-start: 1.5em;\n    }\n  }\n\n  // slightly bigger font for l1\n  .toctree-l1 > a {\n    font-size: 1.3em;\n  }\n}\n\ndiv.topic.contents,  // Docutils <= 0.17\nnav.contents  // Docutils >= 0.18\n{\n  // Style similarly to toctree\n  ul.simple {\n    list-style: none;\n    padding-left: 0;\n  }\n}\n","/**\n * Mathematics via MathJax.\n *\n * This is designed for MathJax v3\n * ref: https://www.sphinx-doc.org/en/master/usage/extensions/math.html#module-sphinx.ext.mathjax\n */\n\n// Applies to all math elements\nspan.math,\ndiv.math {\n  align-items: center;\n  display: flex;\n  max-width: 100%;\n  // This will be over-ridden for the y-direction and divs\n  overflow: hidden;\n}\n\n// Inline-only\nspan.math {\n  display: inline-flex;\n}\n\n// Block-level only\ndiv.math {\n  gap: 0.5em;\n  // So that the eqno shows up after the equation\n  flex-direction: row-reverse;\n\n  // The equation number / link\n  span.eqno a.headerlink {\n    position: relative;\n    font-size: 1em;\n  }\n\n  // The math container\n  mjx-container {\n    flex-grow: 1;\n    padding-bottom: 0.2rem;\n    overflow: auto;\n\n    // Set height to 0 so that it does not cause scrollbars to appear\n    // ref: https://github.com/mathjax/MathJax/issues/2521\n    mjx-assistive-mml {\n      height: 0;\n    }\n  }\n}\n","/**\n * ABlog\n * ref: https://ablog.readthedocs.io/\n */\n\n/**\n * Sidebar template components\n */\n.ablog-sidebar-item {\n  h2,\n  h3 {\n    font-size: var(--pst-sidebar-header-font-size);\n    // Remove unnecessary vertical whitespace\n    margin-top: 0.5rem;\n\n    // The headers are all links, but this makes them hard to parse\n    // So we change the colors to make them look like headers\n    a {\n      color: var(--pst-color-text-base);\n    }\n  }\n\n  ul {\n    // No bullet points for the primary sidebar items\n    list-style: none;\n    padding-left: 0;\n    // Otherwise a scrollbar randomly shows up\n    overflow-y: hidden;\n    // List of recent post items\n    display: flex;\n    flex-direction: column;\n    gap: 0.5em;\n    margin-bottom: 0;\n\n    // The ablog cloud should move horizontally\n    &.ablog-cloud {\n      flex-direction: row;\n      flex-flow: wrap;\n      gap: 0.5rem;\n\n      // Vertical-align tag clouds\n      li {\n        // Center the tag cloud items\n        display: flex;\n        align-items: center;\n      }\n    }\n  }\n}\n\n/**\n * Previous / next buttons at the bottom\n */\n.ablog__prev-next {\n  font-size: 1.2em;\n  display: flex;\n  padding: 1rem 0;\n\n  // The bottom previous / next arrows\n  > span {\n    // To ensure that the whole thing fits on one line even if there are long titles\n    display: flex;\n    max-width: 45%;\n\n    // Links within each span have the collection of icon + text\n    a {\n      display: flex;\n      align-items: center;\n      margin-left: auto;\n      gap: 1rem;\n      line-height: 1.5rem;\n\n      i:before {\n        color: var(--pst-color-text-base);\n      }\n    }\n  }\n\n  // The first span is for the previous page and aligns to the left\n  span.ablog__prev {\n    i.fa-arrow-circle-left:before {\n      content: var(--pst-icon-angle-left);\n    }\n  }\n\n  // The second span is just an empty space so we remove it because we're\n  // positioning with flex\n  span.ablog__spacer {\n    display: none;\n  }\n\n  // The third span is aligned to the right\n  span.ablog__next {\n    margin-left: auto;\n    text-align: right;\n\n    i.fa-arrow-circle-right:before {\n      content: var(--pst-icon-angle-right);\n    }\n  }\n}\n\n/**\n * {postlist} directive and posts page\n */\n.ablog__collection,\n.postlist {\n  padding-left: 0;\n\n  .ablog-post {\n    list-style: none;\n\n    // Post metadata tags (author, links ,etc) should be a bit smaller\n    .ablog-archive {\n      display: flex;\n      flex-direction: row;\n      flex-wrap: wrap;\n      gap: 1rem;\n      list-style: none;\n      font-size: 0.75rem;\n      padding-left: 0;\n    }\n\n    // Title line should be a bit bigger and bold to stand out\n    .ablog-post-title {\n      margin-top: 0;\n      font-size: 1.25rem;\n\n      a {\n        font-weight: bold;\n      }\n    }\n\n    // Read more button should be a bit bigger\n    .ablog-post-expand {\n      margin-bottom: 0.5rem;\n    }\n  }\n}\n","/**\n * Special cases for Bootstrap functionality\n */\n\n// Bootstrap adds margin to their general container class. However, sphinx/docutils\n// can also generate output with the container class, but in those cases we should\n// not add the margin from bootstrap. Same for max-width.\n.docutils.container {\n  padding-left: unset;\n  padding-right: unset;\n  margin-left: unset;\n  margin-right: unset;\n  max-width: unset;\n  width: unset;\n}\n","/**\n * Sphinx Copybutton\n * ref: https://sphinx-copybutton.readthedocs.io/\n */\n\ndiv.highlight button.copybtn {\n  // Nicer spacing\n  display: flex;\n  align-items: center;\n  justify-content: center;\n\n  // Removes the button background so we more naturally blend with the code cell.\n  background-color: unset;\n\n  // Don't over-ride the success color\n  &:not(.success) {\n    color: var(--pst-color-muted);\n  }\n  border: none;\n  background-color: var(--pst-color-surface);\n\n  &:hover {\n    &:not(.success) {\n      color: var(--pst-color-text);\n      background-color: var(--pst-color-shadow);\n    }\n  }\n\n  // Tooltip styling\n  &.o-tooltip--left:after {\n    color: var(--pst-color-text);\n    background-color: var(--pst-color-surface);\n  }\n}\n","// adapt ethical ad to the theme\n#ethical-ad-placement {\n  .ethical-sidebar a,\n  .ethical-sidebar a:visited,\n  .ethical-sidebar a:hover,\n  .ethical-sidebar a:active,\n  .ethical-footer a,\n  .ethical-footer a:visited,\n  .ethical-footer a:hover,\n  .ethical-footer a:active {\n    color: var(--pst-color-text-base);\n  }\n\n  .ethical-sidebar,\n  .ethical-footer {\n    background-color: var(--pst-color-background);\n    border: 1px solid var(--pst-color-border);\n    border-radius: 5px;\n    color: var(--pst-color-text-base);\n    font-size: 14px;\n    line-height: 20px;\n  }\n}\n","/**\n * Styles for various Sphinx execution libraries.\n * For now, where these define output sections, we simply revert their background\n * to be a \"light theme\" background. This ensures that inputs/outputs behave similarly,\n * because the CSS is often controlled by each package.\n * In the future, we might add dark theme support for specific packages.\n */\n\n/******************************************************************************\n * Jupyter Sphinx\n */\n\n.bd-content div.jupyter_container {\n  // We don't want borders around the whole container, just around code cells\n  border: none;\n  background-color: unset;\n  box-shadow: none;\n\n  // Code cells should have the same style as our other code objects\n  div.output,\n  div.highlight {\n    border-radius: 0.25rem;\n  }\n  div.highlight {\n    background-color: var(--pst-color-surface);\n  }\n\n  // Ensure the style is the same as our code cells. Jupyter Sphinx makes it tiny.\n  .cell_input,\n  .cell_output {\n    border-radius: 0.25rem;\n    pre {\n      padding: 1rem;\n    }\n  }\n}\n","/**\n * Special-cases for packages in the PyData ecosystem\n */\n\n// xarray output display in bootstrap\n.xr-wrap[hidden] {\n  display: block !important;\n}\n","/*******************************************************************************\n* master color map. Only the colors that actually differ between light and dark\n* themes are specified separately.\n*\n* To see the full list of colors see https://www.figma.com/file/rUrrHGhUBBIAAjQ82x6pz9/PyData-Design-system---proposal-for-implementation-(2)?node-id=1234%3A765&t=ifcFT1JtnrSshGfi-1\n*/\n\n/**\n* Function to get items from nested maps\n*/\n// @param {Map} $map - Map\n// @param {Arglist} $keys - Keys to fetch\n// @return {*}\n@function map-deep-get($map, $keys...) {\n  @each $key in $keys {\n    $map: map-get($map, $key);\n  }\n  @return $map;\n}\n\n/* Assign base colors for the PyData theme */\n$color-palette: (\n  // Primary color\n  \"teal\":\n    (\n      \"50\": #f4fbfc,\n      \"100\": #e9f6f8,\n      \"200\": #d0ecf1,\n      \"300\": #abdde6,\n      \"400\": #3fb1c5,\n      \"500\": #0a7d91,\n      \"600\": #085d6c,\n      \"700\": #064752,\n      \"800\": #042c33,\n      \"900\": #021b1f,\n    ),\n  // Secondary color\n  \"violet\":\n    (\n      \"50\": #f4eefb,\n      \"100\": #e0c7ff,\n      \"200\": #d5b4fd,\n      \"300\": #b780ff,\n      \"400\": #9c5ffd,\n      \"500\": #8045e5,\n      \"600\": #6432bd,\n      \"700\": #4b258f,\n      \"800\": #341a61,\n      \"900\": #1e0e39,\n    ),\n  // Neutrals\n  \"gray\":\n    (\n      \"50\": #f9f9fa,\n      \"100\": #f3f4f5,\n      \"200\": #e5e7ea,\n      \"300\": #d1d5da,\n      \"400\": #9ca4af,\n      \"500\": #677384,\n      \"600\": #48566b,\n      \"700\": #29313d,\n      \"800\": #222832,\n      \"900\": #14181e,\n    ),\n  // Accent color\n  \"pink\":\n    (\n      \"50\": #fcf8fd,\n      \"100\": #fcf0fa,\n      \"200\": #f8dff5,\n      \"300\": #f3c7ee,\n      \"400\": #e47fd7,\n      \"500\": #c132af,\n      \"600\": #912583,\n      \"700\": #6e1c64,\n      \"800\": #46123f,\n      \"900\": #2b0b27,\n    ),\n  \"foundation\": (\n    \"white\": #ffffff,\n    // gray-900\n    \"black\": #14181e,\n  )\n);\n\n:root {\n  // Add theme colours to the html root element\n  @each $group-color, $color in $color-palette {\n    @each $color-name, $definition in $color {\n      --pst-#{$group-color}-#{$color-name}: #{$definition};\n    }\n  }\n}\n\n// Static SCSS variables used thoroughout the theme\n// Minimum contrast ratio used for the theme.\n// Acceptable values for WCAG 2.0 are 3, 4.5 and 7.\n// See https://www.w3.org/TR/WCAG20/#visual-audio-contrast-contrast\n// 4.5 - is for text that is 14pt or less\n$min-contrast-ratio-4: 4.5;\n// 3 is for text that is 18pt or bold, or for non-text elements\n$min-contrast-ratio-3: 3;\n\n// Customize the light and dark text colors for use in our color contrast function.\n$foundation-black: #14181e;\n$foundation-white: #ffffff;\n// This is a custom - calculated  color between gray 100 and 200 - to reduce\n// the contrast ratio (avoid a jarring effect)\n$base-light-text: #ced6dd;\n// used in sphinx_design - gray 100\n$foundation-light-gray: #f3f4f5;\n// used in sphinx_design - gray 700\n$foundation-muted-gray: #29313d;\n// used in sphinx_design - gray 800\n$foundation-dark-gray: #222832;\n\n$pst-semantic-colors: (\n  \"primary\": (\n    \"light\": #{map-deep-get($color-palette, \"teal\", \"500\")},\n    \"bg-light\": #{map-deep-get($color-palette, \"teal\", \"200\")},\n    \"dark\": #{map-deep-get($color-palette, \"teal\", \"400\")},\n    \"bg-dark\": #{map-deep-get($color-palette, \"teal\", \"800\")},\n  ),\n  \"secondary\": (\n    \"light\": #{map-deep-get($color-palette, \"violet\", \"500\")},\n    \"bg-light\": #{map-deep-get($color-palette, \"violet\", \"100\")},\n    \"dark\": #{map-deep-get($color-palette, \"violet\", \"400\")},\n    \"bg-dark\": #{map-deep-get($color-palette, \"violet\", \"800\")},\n  ),\n  \"accent\": (\n    \"light\": #{map-deep-get($color-palette, \"pink\", \"500\")},\n    \"bg-light\": #{map-deep-get($color-palette, \"pink\", \"200\")},\n    \"dark\": #{map-deep-get($color-palette, \"pink\", \"400\")},\n    \"bg-dark\": #{map-deep-get($color-palette, \"pink\", \"800\")},\n  ),\n  \"info\": (\n    \"light\": #276be9,\n    \"bg-light\": #dce7fc,\n    \"dark\": #79a3f2,\n    \"bg-dark\": #06245d,\n  ),\n  \"warning\": (\n    \"light\": #f66a0a,\n    \"bg-light\": #f8e3d0,\n    \"dark\": #ff9245,\n    \"bg-dark\": #652a02,\n  ),\n  \"success\": (\n    \"light\": #00843f,\n    \"bg-light\": #d6ece1,\n    \"dark\": #5fb488,\n    \"bg-dark\": #002f17,\n  ),\n  // This is is based on the warning color\n  \"attention\":\n    (\n      \"light\": var(--pst-color-warning),\n      \"bg-light\": var(--pst-color-warning-bg),\n      \"dark\": var(--pst-color-warning),\n      \"bg-dark\": var(--pst-color-warning-bg),\n    ),\n  \"danger\": (\n    \"light\": #d72d47,\n    \"bg-light\": #f9e1e4,\n    \"dark\": #e78894,\n    \"bg-dark\": #4e111b,\n  ),\n  \"text-base\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"800\")},\n    \"dark\": $base-light-text,\n  ),\n  \"text-muted\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"600\")},\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"400\")},\n  ),\n  \"heading-color\": (\n    \"light\": #{$foundation-white},\n    \"dark\": #{$foundation-black},\n  ),\n  \"shadow\": (\n    \"light\": rgba(0, 0, 0, 0.1),\n    \"dark\": rgba(0, 0, 0, 0.2),\n  ),\n  \"border\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"300\")},\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"600\")},\n  ),\n  \"border-muted\": (\n    \"light\": rgba(23, 23, 26, 0.2),\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"700\")},\n  ),\n  \"inline-code\": (\n    \"light\": #{map-deep-get($color-palette, \"pink\", \"600\")},\n    \"dark\": #{map-deep-get($color-palette, \"pink\", \"300\")},\n  ),\n  \"inline-code-links\": (\n    // need to make sure there is enough contrast against the code bg\n    \"light\": #{map-deep-get($color-palette, \"teal\", \"600\")},\n    // keep primary color for dark mode\n    \"dark\": #{map-deep-get($color-palette, \"teal\", \"400\")},\n  ),\n  \"target\": (\n    \"light\": #f3cf95,\n    \"dark\": #675c04,\n  ),\n  // DEPTH COLORS - you can see the elevation colours and shades\n  // in the Figma file https://www.figma.com/file/rUrrHGhUBBIAAjQ82x6pz9/PyData-Design-system---proposal-for-implementation-(2)?node-id=1492%3A922&t=sQeQZehkOzposYEg-1\n  // background: color of the canvas / the furthest back layer\n  \"background\":\n    (\n      \"light\": #{map-deep-get($color-palette, \"foundation\", \"white\")},\n      \"dark\": #{map-deep-get($color-palette, \"foundation\", \"black\")},\n    ),\n  // on-background: provides slight contrast against background\n  // (by use of shadows in light theme)\n  \"on-background\":\n    (\n      \"light\": #{map-deep-get($color-palette, \"foundation\", \"white\")},\n      \"dark\": #{map-deep-get($color-palette, \"gray\", \"800\")},\n    ),\n  \"surface\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"100\")},\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"700\")},\n  ),\n  // on_surface: object on top of surface object (without shadows)\n  \"on-surface\":\n    (\n      \"light\": #{map-deep-get($color-palette, \"gray\", \"800\")},\n      \"dark\": $foundation-light-gray,\n    ),\n);\n\n/*******************************************************************************\n* write the color rules for each theme (light/dark)\n*/\n\n/* NOTE:\n * Mixins enable us to reuse the same definitions for the different modes\n * https://sass-lang.com/documentation/at-rules/mixin\n * #{something} inserts a variable into a CSS selector or property name\n * https://sass-lang.com/documentation/interpolation\n */\n@mixin theme-colors($mode) {\n  // check if this color is defined differently for light/dark\n  @each $col-name, $definition in $pst-semantic-colors {\n    @if type-of($definition) == map {\n      @each $key, $val in $definition {\n        @if str-index($key, $mode) != null {\n          // since now we define the bg colours in the semantic colours and not\n          // by changing opacity, we need to check if the key contains bg and the\n          // correct mode (light/dark)\n          @if str-index($key, \"bg\") != null {\n            --pst-color-#{$col-name}-bg: #{$val};\n          } @else {\n            --pst-color-#{$col-name}: #{$val};\n          }\n        }\n      }\n    } @else {\n      --pst-color-#{$col-name}: #{$definition};\n    }\n  }\n\n  // assign the \"duplicate\" colors (ones that just reference other variables)\n  & {\n    --pst-color-link: var(--pst-color-primary);\n    --pst-color-link-hover: var(--pst-color-secondary);\n  }\n  // adapt to light/dark-specific content\n  @if $mode == \"light\" {\n    .only-dark,\n    .only-dark ~ figcaption {\n      display: none !important;\n    }\n  } @else {\n    .only-light,\n    .only-light ~ figcaption {\n      display: none !important;\n    }\n    /* Adjust images in dark mode (unless they have class .only-dark or\n     * .dark-light, in which case assume they're already optimized for dark\n     * mode).\n     */\n    img:not(.only-dark):not(.dark-light) {\n      filter: brightness(0.8) contrast(1.2);\n    }\n    /* Give images a light background in dark mode in case they have\n    *  transparency and black text (unless they have class .only-dark or .dark-light, in\n    *  which case assume they're already optimized for dark mode).\n    */\n    .bd-content img:not(.only-dark):not(.dark-light) {\n      background: rgb(255, 255, 255);\n      border-radius: 0.25rem;\n    }\n    // MathJax SVG outputs should be filled to same color as text.\n    .MathJax_SVG * {\n      fill: var(--pst-color-text-base);\n    }\n  }\n}\n\n/* Defaults to light mode if data-theme is not set */\nhtml:not([data-theme]) {\n  @include theme-colors(\"light\");\n}\n\n/* NOTE: @each {...} is like a for-loop\n * https://sass-lang.com/documentation/at-rules/control/each\n */\n@each $mode in (light, dark) {\n  html[data-theme=\"#{$mode}\"] {\n    @include theme-colors($mode);\n    color-scheme: $mode;\n  }\n}\n\n// assign classes too, for runtime use of theme colors\n@each $col-name, $definition in $pst-semantic-colors {\n  .pst-color-#{$col-name} {\n    color: var(--pst-color-#{$col-name});\n  }\n}\n","/*******************************************************************************\n * Special-cases for the sphinx-design library, mainly to make it compatible\n * with the dark/light themes of pydata-sphinx-theme.\n *\n * NOTE: sphinx-design uses !important quite liberally, so here we must do the\n * same for our overrides to have any effect.\n */\n@use \"../variables/color\" as pst-color;\n@use \"sass:meta\";\n@use \"sass:color\";\n\n/*******************************************************************************\n  * Color and variables\n  *\n  * This is a list of the semantic color names from sphinx-design (we only\n  * need to override variables that sphinx-design has actually defined).\n  * https://github.com/executablebooks/sphinx-design/blob/9226a12a/style/_colors.scss#L31-L43\n  */\n$sd-semantic-color-names: (\n  \"primary\",\n  \"secondary\",\n  \"success\",\n  \"info\",\n  \"warning\",\n  \"danger\",\n  \"light\",\n  \"muted\",\n  \"dark\",\n  \"black\",\n  \"white\"\n);\n\n/**\n  * Here we create some extra --pst-color-* variables and use\n  * them to override the value of the corresponding sphinx-design variables.\n  * This is easier than re-writing the sphinx-design rules. Even easier would be\n  * directly assigning our values to the --sd-color-* variables, but then our\n  * downstream users couldn't override *our* colors and have it affect buttons\n  * and badges.\n  *\n  * First, define the extra keys needed to cover the full range of semantic\n  * color names used in sphinx-design, then merge them with the names we\n  * already define for our own needs.\n  * see https://sphinx-design.readthedocs.io/en/latest/css_variables.html\n  */\n$extra-semantic-colors: (\n  \"white\": $foundation-white,\n  \"light\": (\n    light: $foundation-light-gray,\n    bg-light: color.scale($foundation-light-gray, $lightness: 30%),\n    dark: $foundation-light-gray,\n    bg-dark: color.scale($foundation-light-gray, $lightness: -30%),\n  ),\n  \"muted\": (\n    light: $foundation-muted-gray,\n    bg-light: color.scale($foundation-muted-gray, $lightness: 30%),\n    dark: $foundation-light-gray,\n    bg-dark: color.scale($foundation-muted-gray, $lightness: -30%),\n  ),\n  \"dark\": $foundation-dark-gray,\n  \"black\": $foundation-black,\n);\n\n$all-colors: map-merge($pst-semantic-colors, $extra-semantic-colors);\n\n@mixin create-sd-colors($value, $name) {\n  // define the pst variables, so that downstream user overrides will work\n  --pst-color-#{$name}: #{$value};\n  // we are now using a11y-combination to calculate the text color - this is based\n  // on the WCAG color contrast guidelines\n  --pst-color-#{$name}-text: #{a11y-combination($value)};\n  //TODO: highlight seems to be used for buttons @trallard to fix on a11y follow-up work\n  --pst-color-#{$name}-highlight: #{darken($value, 15%)};\n  // override the sphinx-design variables\n  --sd-color-#{$name}: var(--pst-color-#{$name});\n  --sd-color-#{$name}-text: var(--pst-color-#{$name}-text);\n  //TODO: highlight seems to be used for buttons @trallard to fix on a11y follow-up work\n  --sd-color-#{$name}-highlight: var(--pst-color-#{$name}-highlight);\n}\n\n// Now we override the --sd-color-* variables.\n@each $mode in (light, dark) {\n  html[data-theme=\"#{$mode}\"] {\n    // check if this color is defined differently for light/dark\n    @each $name in $sd-semantic-color-names {\n      $definition: map-get($all-colors, $name);\n      @if type-of($definition) == map {\n        @each $key, $value in $definition {\n          @if str-index($key, $mode) != null {\n            // since now we define the bg colours in the semantic colours and not\n            // by changing opacity, we need to check if the key contains bg and the\n            // correct mode (light/dark)\n            @if str-index($key, \"bg\") != null {\n              --sd-color-#{$name}-bg: #{$value};\n              // create local variable\n              $bg-var: --sd-color-#{$name}-bg;\n              $value: check-color($value);\n              --sd-color-#{$name}-bg-text: #{a11y-combination($value)};\n            } @else {\n              $value: check-color($value);\n              @include create-sd-colors($value, $name);\n            }\n          }\n        }\n      } @else {\n        $value: map-get($all-colors, $name);\n        @include create-sd-colors($value, $name);\n      }\n    }\n  }\n}\n\n// Make sure the color border variables are set using our variables\n@each $mode in (light, dark) {\n  html[data-theme=\"#{$mode}\"] {\n    --sd-color-card-border: var(--pst-color-border);\n  }\n}\n\n/*******************************************************************************\n  * shadows\n  */\nhtml[data-theme=\"light\"] {\n  .sd-shadow-xs,\n  .sd-shadow-sm,\n  .sd-shadow-md,\n  .sd-shadow-lg {\n    @include box-shadow();\n  }\n}\n\n/*******************************************************************************\n  * cards\n  */\n\n.bd-content .sd-card {\n  border: 1px solid var(--pst-color-border);\n\n  // TODO - --pst-color-panel-background is not defined... where is this coming from?\n  .sd-card-header {\n    background-color: var(--pst-color-panel-background);\n    border-bottom: 1px solid var(--pst-color-border);\n  }\n  .sd-card-footer {\n    background-color: var(--pst-color-panel-background);\n    border-top: 1px solid var(--pst-color-border);\n  }\n\n  .sd-card-body {\n    background-color: var(--pst-color-panel-background);\n  }\n}\n/*******************************************************************************\n  * tabs\n  */\n\n.bd-content .sd-tab-set {\n  > input {\n    // Active tab label\n    &:checked + label {\n      border-color: transparent transparent var(--pst-color-primary); // top LR bottom\n      color: var(--pst-color-primary);\n    }\n\n    // Hover label\n    &:not(:checked) + label:hover {\n      border-color: var(--pst-color-secondary);\n      color: var(--pst-color-secondary);\n    }\n  }\n\n  // Tab label\n  > label {\n    color: var(--pst-color-text-muted);\n    border-top: 0.125rem solid transparent; // so hover isn't just color change\n    padding-top: 0.5em; // same as bottom padding, so hover overline looks OK\n    // Hovered label\n    html &:hover {\n      color: var(--pst-color-secondary);\n      border-color: var(--pst-color-secondary);\n    }\n  }\n}\n\n/*******************************************************************************\n* Dropdowns\n*/\n\ndetails.sd-dropdown {\n  // Remove all borders to over-ride SD behavior, and we'll add our own later\n  border: 0px !important;\n  summary.sd-card-header {\n    border: 0 !important;\n    & + div.sd-summary-content {\n      border: 0;\n    }\n  }\n  // Drop shadow should behave same as admonitions\n  @include box-shadow();\n\n  // Header is where the \"clickable\" box goes\n  summary.sd-card-header {\n    display: flex;\n    align-items: center;\n    position: relative; // So background color works\n    font-weight: 600;\n    padding-top: 0.5rem;\n    padding-bottom: 0.5rem;\n\n    // Set a variable that we can re-use for colors later\n    // We must set this in the current and content sibling container\n    // so that it is defined in both places\n    --pst-sd-dropdown-color: var(--pst-gray-500);\n    --pst-sd-dropdown-bg-color: var(--pst-color-surface);\n    & + div.sd-summary-content {\n      --pst-sd-dropdown-color: var(--sd-color-card-border);\n    }\n    @each $name in $sd-semantic-color-names {\n      &.sd-bg-#{$name} {\n        --pst-sd-dropdown-color: var(--sd-color-#{$name});\n        --pst-sd-dropdown-bg-color: var(--sd-color-#{$name}-bg);\n        // Otherwise it won't be defined in the sibling element\n        & + div.sd-summary-content {\n          --pst-sd-dropdown-color: var(--sd-color-#{$name});\n          --pst-sd-dropdown-bg-color: var(--sd-color-#{$name}-bg);\n        }\n      }\n      &.sd-bg-text-#{$name} {\n        // Use the WCAG conformant text color\n        color: var(--sd-color-#{$name}-bg-text) !important;\n      }\n    }\n\n    // Background color and border are grey by default\n    background-color: unset !important;\n    @include background-from-color-variable(--pst-sd-dropdown-bg-color);\n\n    // Add a left border with the same structure as our admonitions\n    border-left: 0.2rem solid var(--pst-sd-dropdown-color) !important;\n    & + div.sd-summary-content {\n      border-left: 0.2rem solid var(--pst-sd-dropdown-color) !important;\n      border-bottom-left-radius: calc(0.25rem - 1px);\n      background-color: var(--pst-color-on-background);\n    }\n    span.sd-summary-icon {\n      display: inline-flex;\n      align-items: center;\n      color: var(--pst-sd-dropdown-color) !important;\n      svg {\n        opacity: 1;\n      }\n    }\n\n    // Positioning of the caret\n    .sd-summary-up,\n    .sd-summary-down {\n      top: 0.7rem;\n    }\n  }\n}\n","/**\n * Sphinx togglebutton\n */\n\n.bd-content {\n  // Admonition toggles\n  .admonition {\n    button.toggle-button {\n      color: inherit;\n    }\n  }\n\n  // Details buttons\n  details.toggle-details {\n    // Over-ride border color to re-use our primary color\n    summary {\n      border-left: 3px solid var(--pst-color-primary);\n    }\n  }\n}\n","/**\n * Styles for various Sphinx execution libraries to display pre-executed notebooks.\n * For now, where these define output sections, we simply revert their background\n * to be a \"light theme\" background. This ensures that inputs/outputs behave similarly,\n * because the CSS is often controlled by each package.\n * In the future, we might add dark theme support for specific packages.\n */\n\n/*******************************************************************************\n * nbsphinx\n */\nhtml div.rendered_html\n// NBsphinx ipywidgets output selector\nhtml .jp-RenderedHTMLCommon {\n  table {\n    table-layout: auto;\n  }\n}\n\n// Dark theme special-cases\nhtml[data-theme=\"dark\"] .bd-content {\n  .nboutput {\n    .output_area.rendered_html {\n      @include cell-output-background;\n    }\n\n    .output_area.stderr {\n      background: var(--pst-color-danger);\n    }\n  }\n}\n\n// Add extra padding to the final item in an nbsphinx container\ndiv.nblast.container {\n  margin-bottom: 1rem;\n}\n\n/*******************************************************************************\n * myst NB\n */\n\ndiv.cell_output .output {\n  max-width: 100%;\n  overflow-x: auto;\n}\n\n// Dark theme special-cases\nhtml[data-theme=\"dark\"] .bd-content {\n  div.cell_output {\n    img,\n    .text_html {\n      @include cell-output-background;\n    }\n  }\n}\n\n// Prevent tables from scrunching together\n.bd-content {\n  div.cell_input {\n    display: flex;\n    flex-direction: column;\n    justify-content: stretch;\n  }\n\n  div.cell_input,\n  div.output {\n    border-radius: $admonition-border-radius;\n  }\n\n  div.output {\n    table {\n      table-layout: auto;\n    }\n  }\n}\n","/**\n * style for the various mapping libs based on leaflet (folium, geemap, ipyleaflet)\n * mainly ensure the good display of the maps in both themes and avoid the customization\n * of the tiles\n */\n\n/**\n * avoid border override from pydata-sphinx-theme\n * minimal selctor to get the priority\n */\nhtml[data-theme=\"dark\"] .bd-content img.leaflet-tile.leaflet-tile-loaded {\n  border-radius: 0;\n  padding: 0;\n}\n","/**\n * /search.html page special-cases\n */\n\n.bd-search-container {\n  /*******************************************\n  * Search results\n  */\n  // Whitespace\n  div#search-results {\n    > h2 {\n      font-size: var(--pst-font-size-icon);\n      margin-top: 0;\n    }\n\n    p.search-summary {\n      color: var(--pst-color-text-muted);\n    }\n  }\n\n  ul.search {\n    margin: 0;\n    list-style: none;\n\n    li {\n      background-image: none;\n      padding: 1rem 0;\n      margin: 1rem 0;\n      border-top: 1px solid var(--pst-color-text-muted);\n\n      // First link is the page title, it should be a bit bigger\n      > a {\n        font-size: 1.2em;\n      }\n\n      div.context,\n      p.context {\n        color: var(--pst-color-text-base);\n        margin: 0.5em 0 0 0;\n\n        // Add a # before page section titles to make it clear they are sections\n        a:before {\n          content: \"#\";\n          padding-right: 0.2em;\n          color: var(--pst-color-text-muted);\n        }\n      }\n    }\n  }\n}\n"],"names":[],"sourceRoot":""}
\ No newline at end of file
+{"version":3,"file":"styles/pydata-sphinx-theme.css","mappings":"AAAA,KCAA,wBAOE,+DACA,+BCRF,yBAME,0BAGA,wBACA,2BACA,0BACA,2BACA,0BACA,6BAGA,+BAGA,sCACA,sCACA,qCACA,yCAGA,8BAGA,8BACA,2JAIA,mHAGA,0DAGA,6DACA,qECzCF,2BAME,4BAGA,2BACA,oCACA,kCACA,4BACA,yBACA,wBACA,0BACA,2BACA,6BACA,4BACA,sBACA,sBACA,qBACA,oBACA,sBACA,8BCxBF,kDAKE,uDACA,mEACA,mEACA,mEACA,kEACA,yDACA,qDACA,oDACA,mEACA,oDACA,mDCfF,qEAKE,oEACA,sEACA,0ECPF,mCACE,yDLQA,CKPA,KAGF,4CACE,CAGA,gCACA,CACA,YACA,uBANA,uCACA,gBACA,iBACA,CACA,gBAGA,+BAGA,sCACE,GAMF,iCADA,aACA,CAFF,qBAGE,UAGA,+CACE,YAGF,iBACE,GAIJ,oBC8BE,4BAEA,0BAzCA,4CAhByB,8BAIH,SA8BpB,0BA0BF,iCACE,CAlD8B,6BAuB9B,CA2BA,iDA1BA,CAgCA,mBAIF,2BACE,iBACA,iCACE,iBA+FJ,yCACE,cD7IF,gCACE,CACA,cACA,CACA,gBACA,CAJA,UACA,CACA,aACA,CACA,oBACA,4BACA,iBACA,oBAEA,SACE,iCAOF,iCACE,2BACA,oBACA,iBAIJ,8BACE,iBAGF,8BACE,kCAKF,0CACA,2CACA,kBAHF,wBAIE,IAKA,iCACA,CAHF,YAIE,OADA,8BAOA,CANA,GAGF,iCAGE,IAGF,iCAGE,OADA,8BAOA,CANA,GAGF,iCAGE,IAGF,iCAGE,OADA,gCAOA,CANA,GAGF,iCAGE,mBAGF,oCAEE,IAGF,QACE,6CACA,mBAGF,4CAIE,KAGF,+CAEE,kCACA,oBAGA,wCACE,CAEA,+CAFA,cACA,oBAEA,MAIJ,kCACE,KAKA,yCACA,CAEA,wCACA,sBAHA,gCACA,kBACA,CALF,cACE,aL1HyB,cKkIzB,UAEE,mBACA,kBAYF,2CACA,aAFA,qCACA,CALA,YACA,CACA,SACA,CEq8BkC,cFx8BlC,CACA,QACA,CACA,yBACA,CANF,YASE,YGvKA,yCACA,CDqmCkC,+CChmClC,CALA,6CAEA,CANA,MACA,CAKA,aACA,CATF,cACE,CAEA,OACA,kBACA,CAJA,KACA,CASA,2BAGA,uCALA,YAMA,kBAEE,0BADF,uBAGE,eCzBF,YACA,CAFF,WACE,CACA,sBACA,oCAEA,YACE,gBAIJ,UACE,yBCoDE,eDrDJ,eTYwB,qDWjBtB,kBACA,CAHA,YACA,CAEA,sBACA,CAPF,eAEE,CAMA,oBAJA,iBACA,CAEA,iBACA,CANA,UAOA,4BDmEE,mDC5EJ,gBAaI,yDAGF,eACE,SACA,gEAQA,UACA,CAJA,WACA,OACA,CAJF,iBACE,CAGA,KACA,CAJA,UACA,CAIA,UACA,gEAGF,YACE,wDAIF,wCACE,+BAMF,8CACE,kCAKF,2CACE,UC7CF,YACA,CAFA,qBACA,CAFF,WACE,CAEA,WACA,sBAEA,YACE,CACA,YADA,sBAEA,4CAEE,YACA,sBACA,CAHF,qBACE,CAMA,cACA,gBACA,cANA,UAOA,0BFwCF,uDEpCM,kBAHJ,kBAII,aC3BR,6CADF,UAEE,8BAEA,YACE,YACA,CACA,YADA,YAEA,gGAGF,YAGE,sBACA,CAEA,YAFA,SACA,uBAEA,kCAGF,iBACE,+BAGF,cACE,2BAIF,eACE,oBC/BJ,eACE,0CAEA,YACE,sBACA,0CCJF,YACE,sBACA,gBACA,YR0mCgC,mDS/lClC,sDACA,CAIA,uBADA,eACA,CAFA,SACA,CAVF,eACE,MACA,CAKA,UAEA,CAPA,YAUA,8BAEE,kBACA,CAFF,YACE,CACA,kBACA,kBACA,mBACA,yBAOA,mBADA,YACA,CAHF,+BACE,oCAGA,iCAKA,aACA,yBNsBA,gCMxBF,YAII,YACA,oBACA,sHAOF,kBACA,CAJF,YAGE,CACA,cACA,UAEA,8EAGF,eAEE,wCAIF,aACE,CACA,UADA,iBAEA,sCAGF,mBAEE,wBAIF,YACE,yBNfA,uBMcF,kBAKI,uCAGF,iCVWF,qBACA,4CApDE,0BAsDF,iCACE,0BAzEF,CALgC,6BAuB9B,CAlBF,2CAhByB,CAIH,iDAOU,CAXP,6BAmCvB,oDAsIF,yCACE,2CA3BF,qEADA,8BACA,CUhEE,eVkEA,yCU1DI,YADA,iCACA,CAFF,aAGE,+CVtDJ,yBACA,mCAOF,yBA1BA,CALgC,6BAuB9B,CAlBF,2CAhByB,CAIH,iDAOU,CAXP,6BA6CvB,uDA4HF,yCACE,iDU1EI,+CACA,CTugC4B,wCSzgC5B,mDACA,CAEA,cACA,iBAFA,eACA,CALF,YAOE,gEAEA,qBAGE,+FAGA,wBACE,4DAKJ,YACE,yBN/DN,kCMwEF,oBACE,YAIJ,eAIE,iBVnGE,yBACA,mCAOF,yBA1BA,CALgC,6BAuB9B,CAlBF,2CAhByB,CAIH,iDAOU,CAXP,6BA6CvB,8BU2FA,qCACA,CAFF,yBACE,CACA,eACA,iBACA,mCAIJ,eACE,iBACA,sBACA,iCAcI,kBACA,6BACA,CAJA,cACA,CAFF,YACE,CACA,mCACA,CAEA,eACA,sBACA,iCAGF,iBACE,yBNpHF,gCMmHA,YAGI,oCAIJ,gBACE,0BN3HF,kCM0HA,YAGI,yBVpBJ,mEADF,iCAGI,gCAUJ,yCACE,iCUeF,YACE,yBNtIA,gCMqIF,eAGI,6BAMN,gBACE,yBN/IE,2BM8IJ,YAGI,gCAKJ,YACE,yBNvJE,8BMsJJ,YAGI,yBCxNJ,YACE,gBACA,6CAIE,wCADF,2CAEE,uGAKA,iBACA,CAHF,YAEE,CACA,SACA,mDAGF,gBACE,qBCFF,4CACA,CAFA,8CACA,CAXF,YACE,CAKA,aCoBE,CDzBF,qBACA,CAWA,8CAXA,QACA,kDACA,CAQA,eACA,CCcE,sBDjBF,CANA,eACA,6BACA,CCoBE,SDXF,yBR2CE,oBQ1DJ,sCAiBI,gCAIF,6CACE,gCAGF,cACE,yBRgCA,iCQ7BF,YAEI,8FAKJ,gCAIE,+IAKA,eACE,2CAKJ,YACE,sBACA,wEAIE,gCACA,CAFA,6CACA,CAFF,iDACE,CAEA,mBACA,qEAMA,YACE,6EAQA,wBACA,CAFA,WACA,CALF,YACE,sBACA,CAIA,kBAHA,QACA,CAFA,SAKA,yEAKJ,YACE,sBACA,sEAKA,kBACA,CAFF,YACE,CACA,SACA,yBRhCF,0CQPF,YA2CI,oDAIJ,4CAEE,yBR1CA,kDQwCF,eAII,kDAKF,kBADF,eAEE,mCAEF,eACE,eACA,wBAEF,iBACE,gDAIE,kBACE,0CAeJ,mBALA,cAEA,aAEA,CANA,WACA,CAKA,sBACA,CAVF,iBACE,CACA,OACA,CAFA,KACA,CAEA,UAOA,gDAEA,mCACE,4CAGF,oBACE,iBACA,kBACA,kDACA,8BACE,kCAKJ,YADF,UAEE,wCACA,eACE,oCAGA,iBACA,CACA,QADA,QACA,CAHF,UAIE,cAMN,kBACE,yBR9GE,aQ6GJ,aAII,kBAGF,eACE,oBAGA,kBACE,mBZtEJ,gBY4EE,iCZ7EF,CY2EA,aACE,sBACA,CZ7EF,oBY+EE,yBZnJA,0BAwEA,4BACA,CAFF,yBACE,CA/F8B,6BAuB9B,CA0EA,iDAzEA,kDAwEA,iCAOA,4CYuEI,qCACA,CAFF,yBACE,CACA,eACA,iBACA,yBZ5DJ,6BAFF,qEAEE,CAHF,8BACA,CYoEE,eAEE,gCAKJ,6CAGE,uDAFA,iDACA,oBAeA,CAdA,uBAQA,gCACA,+CAHA,kBACA,CAFA,iBASA,oCAJA,YACE,yBRnKF,uBQ4JF,sCAYI,wBEzNJ,4CAMA,CAhBF,YACE,CAEA,qBACA,CAFA,aACA,CAMA,6CACA,CAJA,iDACA,CANA,OACA,CAcA,gBATA,sBACA,CAJA,eACA,6BACA,CAEA,kCASA,0BV0CE,sBU3DJ,sCAYI,0BAQJ,aACE,0BVsCE,wBUvCJ,6CAGI,kBACA,4BAGF,mBACE,sBCrBJ,YACE,eAIF,qBACE,CACA,QACA,CAGA,MACA,CANA,UACA,CAEA,cACA,MACA,CACA,+BACA,CALA,OACA,CAIA,YdylCkC,iHcnlClC,YAEE,YACA,2DAKA,cADF,kBAEE,+DAKA,eADF,kBAEE,yBXkBA,oCWqBF,YACE,uDAIA,QACE,QACA,qBAIJ,aACE,mBACA,6BXrBA,oBWVF,aACA,Cd+iCkC,YcljClC,CAaE,OANF,gBAME,CAbF,gBACA,CAEA,eACA,CAiCF,cAxCE,MACA,CAMA,sDACA,kBAEA,CANA,SACA,CAJA,YAgBE,8BXFA,sBWVF,aACA,Cd+iCkC,YcljClC,CAOA,iBAGE,CAVF,gBACA,CAEA,eACA,CAuCF,cA9CE,CAaE,QAbF,KACA,CAMA,sDACA,kBAEA,CANA,SACA,CAJA,YAaE,oBCtEF,YACA,eACA,iBAJF,eACE,eAMA,sCAGE,oBACA,CAFF,YACE,CACA,eAIA,wCACA,iChB6EF,qBACA,8CApDE,0BAsDF,iCACE,0BAzEF,CALgC,6BAuB9B,CAlBF,2CAhByB,CAIH,iDAOU,CAXP,6BAmCvB,sDAsIF,yCACE,mEgB1JE,iCACA,CAFA,qCACA,CAHF,yBACE,gBACA,CAEA,eACA,oBCvBJ,eACA,CAHF,YACE,mBACA,CACA,cACA,2CAGA,cACE,gBACA,iDjB2JA,mEADF,iCAGI,2BiBvJF,mBADF,YAEE,8FASE,oCADA,iBACA,CAJF,qBAKE,+CAIF,aACE,8CAGF,UACE,0CAGF,aACE,wCAMF,oBADF,YAEE,eCrCF,kBACA,CAJA,YACA,cAEA,CACA,UATA,+BACA,CAGA,QACA,CAJA,mCACA,gBACA,CAJF,iBACE,CAGA,UAOA,iBAGA,eACE,mBAKA,WACA,CAFF,cACE,CACA,UACA,iBAIF,oBACE,ClByBA,4DAXA,yBACA,mCAOF,yBA1BA,CALgC,6BAuB9B,CAlBF,2CAhByB,CAIH,iDAOU,CAXP,6BA6CvB,gBmBpDF,aACE,gBACA,mBAGA,kBACE,gBAKJ,YACE,sBACA,kBAGE,kBACA,CAGA,iCnBwEJ,CmB7EE,YACE,CACA,WACA,CACA,qBACA,CAFA,kBACA,CnByEJ,oBACA,wBApDE,0BAsDF,iCACE,0BAzEF,CALgC,6BAuB9B,CAlBF,2CAhByB,CAIH,iDAOU,CAXP,6BAmCvB,gCAsIF,yCACE,+BmBnJA,aADF,iBAEE,kCAIA,YACE,uCAEF,sBACE,0CAIF,aACE,+CAEF,wBACE,sDAMN,YACE,wBCrDE,mBADF,cAEE,2BAEA,iBACE,qBAKJ,6CACE,0BhBgDA,oBgBjDF,sCAGI,wBAIJ,gCACE,kDACA,oBACA,iBCrBJ,UACE,mBAGE,kBADF,aAEE,mBAGF,eACE,mBAKA,kBACA,YACA,CAGA,iCACA,CARF,YAEE,CAGA,aACA,kBACA,CAHA,YACA,CAGA,oBACA,qCAEA,oBrBwCF,4BAEA,CqBxCI,gBrBbkB,qDqBalB,CrBwCJ,yBAzCA,4CAhByB,8BqBkBrB,2CrBgBF,0BA0BF,iCACE,CAlD8B,6BAuB9B,CA2BA,iDA1BA,CAgCA,uFAIF,2BACE,mDACA,iCACE,mDA+FJ,yCACE,iDAxIA,yBACA,mCAOF,yBA1BA,CALgC,6BAuB9B,CAlBF,2CAhByB,CAIH,iDAOU,CAXP,6BA6CvB,6CqBnBA,2BACE,mDACA,iCACE,mCAIJ,qBACE,cACA,uDAEA,yBACE,6BAIJ,UACE,8BAGF,WACE,iDAEA,gBACE,Y3B7BmB,wC4BvBzB,CAFA,oB5ByByB,C4BvBzB,iCAJA,SACA,CAFA,kBACA,CAFF,iBAOE,8BAJA,4CASE,CALF,kBAIE,iCACA,kBAIA,6BACA,WAFF,iBAGE,0CAKA,kCADA,0BACA,CAFF,iBAGE,+BAKA,iCACE,4FAIF,uBAEE,gBACA,yCAQF,8BAHF,YACE,kBACA,YAEA,eAIJ,4CACE,iCACA,iDAME,4CACA,CALF,WAEE,gBACA,CAEA,kCAFA,yCAGA,gBAWF,oBACA,CAFA,kBACA,CAIA,gBAHA,iCACA,CAJF,YACE,CAGA,kBAGA,sBtByFE,mEADF,iCAGI,8BAUJ,yCACE,kBsBlGF,gBACE,0DAKJ,YAEE,+DAGA,YACE,CAIA,QACA,CAEA,gBACA,CACA,gBATA,cAEA,CAIA,UACA,CrB4gCgC,OqB/gChC,CACA,8BACA,CAEA,SACA,CAPA,YAQA,sDrBwgCgC,qBqBjgChC,CAJF,YACE,CAKA,WACA,CACA,OAJA,UACA,CAJA,cACA,CAKA,KACA,CAHA,UACA,CAJA,YAOA,6CAGF,WACE,CACA,iBADA,aAEA,qEAIF,mCAEE,sBASF,kBACA,CAIA,0CAJA,wCACA,oBACA,kCACA,CALF,mBACE,CAIA,YAEA,4BAEA,4CACE,oCAEF,wCACE,mDAIF,sCACE,2CACA,CACA,iBADA,iBAEA,8CAGF,eACE,wBAIF,kBACE,gCAIF,YACE,yBlB7GA,+BkB4GF,YAII,iCCrKF,gGAFF,aACE,kBCDF,0BpBuDE,+BmBvDF,gBAMI,mCAUA,yCACA,CAJF,oBACE,CAGA,mCACA,CAJA,iBACA,eACA,CAEA,oBACA,oCAGA,wCACA,8CACE,yCAIA,WACA,CAFF,oCACE,CACA,yBACA,mBACA,sBE/BN,gBADA,iCACA,CAJF,eAEE,UAGA,oCzB2KA,yCACE,2ByBzKF,YACE,aACA,iCzB0JA,mEADF,iCAGI,kCyBxJA,kCADF,oBAEE,CASJ,+LAEF,YACE,qCC/BF,oCACE,iCACA,kBAEA,yBtB2DE,oCsB/DJ,mBAMI,4C1BuCA,yBACA,mCAOF,yBA1BA,CALgC,6BAuB9B,CAlBF,2CAhByB,CAIH,iDAOU,CAXP,6BA6CvB,mDA4HF,yCACE,4C0BzKA,qCADF,gCAEE,yBAIJ,oCACE,+CACA,2CAEA,+CACE,iCACA,uBACA,4DAEA,+CACE,iD1BkBF,yBACA,C0BhBA,0C1BgBA,kCAOF,yBA1BA,CALgC,6BAuB9B,CAlBF,2CAhByB,CAIH,iDAOU,CAXP,6BA6CvB,C0BzBE,iD1B0GJ,qEAEE,CAHF,8BACA,C0BxGE,e1BuGF,CAGE,iB0BxGE,UACA,8DAEA,UACE,CACA,WACA,CAEA,MACA,CAHA,iBACA,CAEA,MALA,UACA,CAEA,UAGA,yDAOR,eAEE,azB4jCkC,yBGnjChC,wDsBXJ,eAKI,eCtDJ,kBAEE,sCAKA,YACE,CASA,iHAKJ,aACE,CAEE,wCADF,iC3BuFA,C2BtFE,sBAGF,aACE,CAIA,iBACA,CAJA,8BAGA,C3B6EF,oBACA,6BArEE,0BAwEA,4BACA,CAFF,yBACE,CA/F8B,6BAuB9B,CA0EA,iDAzEA,0DAwEA,iCAOA,8BAcA,6BAFF,qEAEE,CAHF,8BACA,C2BhGE,eAEE,oCAEA,iCACE,oDjCdmB,+CkCrBzB,CAJA,uBACA,mCACA,qBlCuByB,CkCrBzB,+FJHA,CILA,oBACA,CACA,eACA,CAFA,eACA,CACA,uBACA,CJCA,kBIRF,qBAaE,0DAEA,mBACE,iBACA,kBAKF,6CADF,qCAEE,oBAIA,6CADF,qCAEE,gBAIA,4CADF,oCAEE,sBAGF,eACE,6BAGE,2BACA,CACA,gDADA,yBACA,CAHF,kBAIE,mCAKF,8BACE,8CACA,qCAKF,8BACE,gDACA,wCAKF,6BACE,mDACA,wBC9DF,6CAFF,YACE,sBAEA,yBzB4DE,uByB/DJ,eAMI,uDAKA,gCACA,CAFA,6CACA,CAFF,iDACE,CAEA,mBACA,wCAIA,eACA,CAFF,kBACE,CACA,SACA,6CAIE,kCAFF,aACE,iBAEA,mDAIE,6BAFF,8BACE,qBAEA,8CC5BN,YACA,cAFF,eAGE,sEAIE,uCACA,CAFA,cACA,CACA,gBAHF,cAIE,2FAGE,kBACA,CAGA,4CACA,CACA,6CADA,8BACA,CAPF,YACE,CACA,SACA,cACA,yCAIA,kFAGF,iCACE,kBACA,wFAEA,gCACE,wBACA,wCACA,sDACA,wFAGJ,iCACE,oGAKF,+CACE,kEAIJ,yCACE,iCACA,0EAGE,iCACE,qEAIJ,wCACE,0EAGF,2BACE,wEAKA,0CADA,wCACA,CAFF,kBAGE,4BC7DqB,+CAUzB,CAJA,uBACA,mCACA,qBARyB,CAUzB,gGATF,oBAEE,CACA,eACA,CAFA,qBACA,CACA,uBPDA,oDOUA,eACE,sEAIF,kBACE,oBACA,mEAIF,eAEE,gEAQA,yCAEA,CAJA,qDACA,CAHF,eACE,+BACA,CACA,iBACA,CAEA,SAEA,8ECjCF,UACE,CACA,WACA,CACA,MACA,CAEA,oBAJA,iBACA,CACA,KACA,CALA,UACA,CAIA,UAKA,4ED4BE,2BACA,CAEA,0CACA,CAHA,yBACA,CAHA,WACA,CAHA,UACA,CAIA,mBACA,CACA,UARF,iBACE,CACA,UAOA,oEAIF,eACE,gDAIJ,uCACE,oFACA,8CACE,gGAEA,gCACE,6CACA,4CAKN,qCACE,gFACA,4CACE,4FAEA,8BACE,2CACA,4CAKN,qCACE,gFACA,4CACE,4FAEA,8BACE,2CACA,0CAKN,oCACE,8EACA,2CACE,0FAEA,6BACE,0CACA,wCAKN,oCACE,4EACA,2CACE,wFAEA,6BACE,yCACA,sCAKN,qCACE,0EACA,4CACE,sFAEA,8BACE,wCACA,oCAKN,qCACE,wEACA,4CACE,oFAEA,8BACE,uCACA,gDAKN,uCACE,oFACA,8CACE,gGAEA,gCACE,6CACA,sCAKN,kCACE,0EACA,yCACE,sFAEA,2BACE,wCACA,4CAKN,qCACE,gFACA,4CACE,4FAEA,8BACE,2CACA,4DAKN,uCACE,gGACA,8CACE,4GAEA,gCACE,wCACA,4CAcJ,yBAHA,UACA,CAFA,WACA,CACA,iBACA,aACA,CALF,aAQE,+HAIA,uCAEE,uHAGF,qCAEE,iHAGF,oCAEE,oKAGF,qCAGE,2GAGF,kCAEE,sFAIF,aACE,eACA,uDAmBJ,yCACA,qCACA,qBAjQyB,CAmQzB,gGAVF,YAKE,sBACA,CA/PyB,oBPIzB,2GOkQA,gBACE,+DAIF,2CACE,+FAIF,iBACE,2GAEA,gBAEE,eASJ,yCACA,CAFF,wCACE,CACA,oBA/RyB,kBAkSzB,UACA,2BACA,mBACE,+BAOA,+CACA,2CACA,uDALA,eACA,CACA,oBACA,CAFA,iBACA,CAHF,iBAOE,gFAIF,eAEE,iBAGF,iBACE,mBACA,UAOJ,YACE,sBACA,aAOA,gBADF,YAEE,kBExUF,wBACE,oBACA,gBACA,gCAIE,0CAFF,uBACE,mBAEA,kCAKA,iBACE,yCAEA,iBACE,2CAKJ,gBACE,gBACA,kBACA,mCAWJ,kBACE,MAKJ,4CACE,2CAKF,iBAEE,CAYA,kHAGF,gCAIE,WAUF,kCACE,yCAGF,iCAEE,gBACA,4BAIF,wCAEE,gBAGF,uCACE,wBAMA,yCAFA,+CACA,CAFF,4CACE,CACA,iBAEA,yFASF,kBAEE,4FAEA,gBACE,yGAGA,YACE,uGAIJ,YACE,4BACA,4MAMA,0CADA,mBACA,CAHF,gBAIE,gECjIF,qBALF,YAGE,sBACA,YHPyB,2BGc3B,wCACE,qBHfyB,kDGoBvB,+CACA,CACA,cACA,4CAJF,QACE,CACA,aAGA,+DAEA,iBACE,kDAOF,gBADF,QAEE,sDACA,WACE,gBACA,cASJ,yCACA,yCACA,sBAHF,oBAIE,QAGF,wCACE,uCAKF,uBACE,cAIF,oBACE,qBClEE,kBAFF,iBAGE,2BAGF,kBACE,mBAKA,iCACA,CAHF,0CACE,2CACA,CACA,gBACA,kBACA,+BAGE,gBACA,mBAFF,iBAGE,gDCnBN,WACE,+CAGF,WACE,sBAKA,gBADF,oBAEE,gBAIF,mBACE,2BACA,kBACE,wDAEF,eAEE,uBAGF,wCACE,gFCtBJ,gBAIE,yBACA,yBACA,sBACA,qBACA,ICZA,kBACA,kBAFF,cAGE,OAGF,yBAEE,yCACA,oBACE,kBACA,YCNF,0CAHA,+CACA,qBRAyB,CQFzB,iCACA,CAFF,WACE,CREyB,iBQmBzB,cAfA,gCACE,wBAIF,QACE,yBAIF,eACE,mBPTF,UACE,CACA,WACA,CACA,MACA,CAEA,oBAJA,iBACA,CACA,KACA,CALA,UACA,COcF,UPLE,COMA,cCfF,0CARF,sCACE,CAGA,iBACA,CAJA,2BACA,cACA,gBACA,CAEA,eACA,CAFA,iBACA,CACA,iBAGA,sBRJA,UACE,CACA,WACA,CACA,MACA,CAEA,oBAJA,iBACA,CACA,KACA,CALA,UACA,CAIA,UAKA,6BQAF,kCAJF,gCACE,0BACA,eACA,gBAEA,OCjBF,aACE,CACA,gBAGA,mBAJA,aAKA,mBAEA,cACE,kBAGF,aACE,eAOF,gBACA,mCAFF,iBAGE,yCAMA,eACE,2CAGF,gBACE,6CAGF,iBACE,QAKJ,yBACE,4BC5CA,eACE,gBACA,qBAGF,cACE,uCAGF,eACE,mBACA,yCAGE,gBADF,eAEE,0CAGF,eACE,2BACA,gCAKJ,eACE,qDAQF,eACE,eACA,oBChCJ,kBAEE,aACA,eACA,gBAEA,WAIF,mBACE,UAKA,2BADF,QAGE,iCAIE,cADF,iBAEE,wBAIF,WACE,CACA,cADA,oBAEA,0CAIA,QACE,+CClCJ,6CAEE,iBAEA,mDAIA,gCACE,wBASF,YAEA,sBACA,SACA,CATF,eAEE,CAOA,gBANA,iBAEA,CAHA,cAQA,oCAGA,kBACE,eACA,UACA,uCAKE,mBAFF,YAGE,mBAUN,YACA,CAFF,eACE,CACA,cACA,wBAGA,YAEE,cACA,0BAIE,kBACA,CAFF,YACE,CAEA,QACA,oBAFA,gBAGA,mCAEA,gCACE,kEAOJ,kCACE,sCAMJ,YACE,oCAIF,gBACE,iBACA,mEAEA,mCACE,8BAQN,cAEE,sDAEA,eACE,oFAGA,YACE,mBACA,eACA,CAEA,gBACA,CAHA,QACA,gBACA,CACA,cACA,0FAKA,kBADF,YAEE,8FAEA,eACE,4FAKJ,mBACE,qBC9HJ,iBACA,mBACA,gBACA,CALF,kBACE,oBACA,CAGA,WACA,8BCNA,kBACA,CACA,sBAGA,CAMA,0CANA,WAMA,CAbF,YAEE,CACA,sBAWA,4CAJA,4BACE,kDAOE,yCADF,2BAEE,oDAMF,0CADF,2BAEE,+WC7BF,gCAQE,8EAGF,4CAEE,yCACA,kBACA,iCACA,eACA,iBACA,mCCNF,sBACA,CAHF,WAEE,CACA,eACA,8FAGA,oBAEE,iDAEF,yCACE,8FAIF,oBAEE,sGACA,YACE,kBC3BN,uBACE,OC+EF,qBAIM,q+BAqNN,2BAhDY,+BAFA,8BAEA,iCAFA,2BAEA,8BAFA,yBAEA,4BAFA,4BAEA,+BAFA,4BAEA,+BAFA,+CAEA,qDAFA,2BAEA,8BAFA,8BAEA,8XAUV,yCACE,kDAXQ,CAYR,+EAIA,sBAEE,wBAlBM,8BAFA,CAEA,gCAFA,2BAEA,8BAFA,CAEA,2BAFA,CAEA,8BAFA,CAEA,8BAFA,+CAEA,qDAFA,CAEA,6BAFA,8BAEA,8XAUV,yCACE,mDAXQ,kBAuDG,CA3CX,+EAIA,sBAEE,uBAlBM,8BAFA,CAEA,gCAFA,2BAEA,8BAFA,CAEA,2BAFA,CAEA,8BAFA,CAEA,8BAFA,+CAEA,qDAFA,CAEA,6BAFA,8BAEA,6XAUV,yCACE,mDAXQ,iBAuDG,CA3CX,+EASA,sBAEE,4DAMF,mCACE,wEAMF,eACE,qBACA,sCAGF,+BACE,oBAsBJ,8BACE,sBADF,gCACE,mBADF,6BACE,iBADF,2BACE,oBADF,8BACE,oBADF,8BACE,sBADF,gCACE,mBADF,6BACE,sBADF,gCACE,uBADF,iCACE,0BADF,oCACE,mBADF,6BACE,mBADF,6BACE,yBADF,mCACE,wBADF,kCACE,8BADF,wCACE,mBADF,6BACE,uBADF,iCACE,0BADF,oCACE,oBADF,8BACE,uBADF,iCACE,wBC7OF,2BAfA,8BAGA,sCAEA,4CAEA,sDACA,gEAEA,8BAgBY,mCAIA,8BA9BZ,gCAGA,wCAEA,gDAEA,0DACA,oEAEA,gCAgBY,qCAIA,4BA9BZ,8BAGA,sCAEA,4CAEA,sDACA,gEAEA,8BAgBY,mCAIA,yBA9BZ,2BAGA,mCAEA,sCAEA,gDACA,0DAEA,2BAgBY,gCAIA,4BA9BZ,iCAGA,sCAEA,4CAEA,sDACA,gEAEA,8BAgBY,mCAIA,2BA9BZ,6BAGA,qCAEA,0CAEA,oDACA,8DAEA,6BAgBY,kCAIA,0BA9BZ,+BAGA,oCAEA,wCAEA,kDACA,4DAEA,4BAgBY,iCAIA,0BA9BZ,4BAGA,oCAEA,wCAEA,kDACA,4DAEA,4BAgBY,8BAIA,yBA9BZ,2BAGA,mCAEA,sCAEA,gDACA,0DAEA,0BAVA,4BAGA,iCAEA,wCAEA,kDACA,4DAEA,uBAVA,+BAGA,oCAEA,wCAEA,kDACA,4DAEA,uBAKA,2BAfA,iCAGA,sCAEA,4CAEA,sDACA,gEAEA,8BAgBY,gCAIA,8BA9BZ,mCAGA,wCAEA,gDAEA,0DACA,oEAEA,gCAgBY,kCAIA,4BA9BZ,iCAGA,sCAEA,4CAEA,sDACA,gEAEA,8BAgBY,gCAIA,yBA9BZ,8BAGA,mCAEA,sCAEA,gDACA,0DAEA,2BAgBY,6BAIA,4BA9BZ,iCAGA,sCAEA,4CAEA,sDACA,gEAEA,8BAgBY,gCAIA,2BA9BZ,gCAGA,qCAEA,0CAEA,oDACA,8DAEA,6BAgBY,+BAIA,0BA9BZ,+BAGA,oCAEA,wCAEA,kDACA,4DAEA,4BAgBY,iCAIA,0BA9BZ,+BAGA,oCAEA,wCAEA,kDACA,4DAEA,4BAgBY,8BAIA,yBA9BZ,2BAGA,mCAEA,sCAEA,gDACA,0DAEA,0BAVA,4BAGA,iCAEA,wCAEA,kDACA,4DAEA,uBAVA,+BAGA,oCAEA,wCAEA,kDACA,4DAEA,CAsCE,6CADF,8CACE,qJAQF,+F3BnHA,sB2B+HF,wCACE,sCAGA,kDACE,gDACA,sCAGA,4CACA,yEAFF,kDAME,6CAUA,6DACE,+BACA,yDAIF,uCACE,iCACA,+BAMF,oCACA,CAFF,iCACE,CACA,gBACA,0CAGE,wCADF,gCAEE,qBASN,kBAEE,gG3BtLA,4C2BuLA,kBACE,mEACA,QACE,4CAaF,2CAKA,oDACA,CAXA,kBACA,CAUA,0DAqBA,gEAjCF,YACE,CAEA,eACA,CACA,oBACA,CAFA,iBACA,CAHA,iBAkCA,mEAvBA,mDACE,CAKE,yIAEA,+CACE,sDACA,+DAGJ,+CAEE,CATA,6IAEA,iDACE,wDACA,iEAGJ,iDAEE,CATA,yIAEA,+CACE,sDACA,+DAGJ,+CAEE,CATA,mIAEA,4CACE,mDACA,4DAGJ,4CAEE,CATA,yIAEA,+CACE,sDACA,+DAGJ,+CAEE,CATA,uIAEA,8CACE,qDACA,8DAGJ,8CAEE,CATA,qIAEA,6CACE,oDACA,6DAGJ,6CAEE,CATA,qIAEA,6CACE,oDACA,6DAGJ,6CAEE,CATA,mIAEA,4CACE,mDACA,4DAGJ,4CAEE,CATA,qIAEA,6CACE,oDACA,6DAGJ,6CAEE,CATA,qIAEA,6CACE,oDACA,6DAGJ,6CAEE,mDnB3NN,UACE,CACA,WACA,CACA,MACA,CAEA,oBAJA,iBACA,CACA,KACA,CALA,UACA,CAIA,UAKA,mEmB2NE,gDADA,4CACA,CAFF,8DAGE,iEAGA,kBACA,8CAFF,mBAGE,qEACA,SACE,uHAKJ,SAEE,8CCxPF,aACE,4CAOF,8CACE,0DCFJ,iBACE,wE7BEF,2CACA,qBACA,C6BGE,oC7BLF,CAEA,aACA,iE6BME,kCACE,sBAMN,kBACE,yBAOF,cACE,gBACA,oH7B1BA,2CACA,qBACA,C6B8BE,oC7BhCF,CAEA,aACA,4B6BsCA,YACE,sBACA,wBACA,mDAGF,oBtB5DyB,8BsBkEvB,iBACE,wEC7DN,eACE,UACA,4CCFE,mCACE,aACA,0DAGF,iCACE,gCAKF,gBADF,QAEE,mCAEA,qBACE,CAEA,iDADA,aACA,CAFA,cAGA,qCAGA,eACE,2FAGF,gCAEE,gBACA,6GAKE,kCAFF,WACE,mBAEA","sources":["webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/pydata-sphinx-theme.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/variables/_layout.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/variables/_fonts.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/variables/_icons.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/variables/_admonitions.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/variables/_versionmodified.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/base/_base.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/abstracts/_links.scss","webpack://pydata_sphinx_theme/./node_modules/bootstrap/scss/_variables.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_skip-link.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_container.scss","webpack://pydata_sphinx_theme/./node_modules/bootstrap/scss/mixins/_breakpoints.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_announcement.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_article.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_footer.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_footer-article.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_footer-content.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_header.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_header-article.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_sidebar-primary.scss","webpack://pydata_sphinx_theme/./node_modules/bootstrap/scss/mixins/_grid.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_sidebar-secondary.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/sections/_sidebar-toggle.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_breadcrumbs.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_icon-links.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/header/_header-logo.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_navbar-links.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_page-toc.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_prev-next.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_search.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_searchbox.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/abstracts/_mixins.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_switcher-theme.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_switcher-version.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_toc-inpage.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_versionmodified.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_indices.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/components/_readthedocs-switcher.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_admonitions.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/abstracts/_color.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_api.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_code.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_figures.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_footnotes.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_hacks.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_lists.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_quotes.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_spans.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_tables.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_toctree.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/content/_math.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_ablog.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_bootstrap.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_copybutton.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_ethical-ads.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_execution.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_pydata.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/variables/_color.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_sphinx_design.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_togglebutton.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_notebooks.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/extensions/_leaflet.scss","webpack://pydata_sphinx_theme/./src/pydata_sphinx_theme/assets/styles/pages/_search.scss"],"sourcesContent":["html{--pst-header-height: 4rem;--pst-header-article-height: calc(var(--pst-header-height) * 2 / 3);--pst-sidebar-secondary: 17rem}html{--pst-font-size-base: 1rem;--pst-font-size-h1: 2.5rem;--pst-font-size-h2: 2rem;--pst-font-size-h3: 1.75rem;--pst-font-size-h4: 1.5rem;--pst-font-size-h5: 1.25rem;--pst-font-size-h6: 1.1rem;--pst-font-size-milli: 0.9rem;--pst-sidebar-font-size: 0.9rem;--pst-sidebar-font-size-mobile: 1.1rem;--pst-sidebar-header-font-size: 1.2rem;--pst-sidebar-header-font-weight: 600;--pst-admonition-font-weight-heading: 600;--pst-font-weight-caption: 300;--pst-font-weight-heading: 400;--pst-font-family-base-system: -apple-system, BlinkMacSystemFont, Segoe UI, \"Helvetica Neue\", Arial, sans-serif, Apple Color Emoji, Segoe UI Emoji, Segoe UI Symbol;--pst-font-family-monospace-system: \"SFMono-Regular\", Menlo, Consolas, Monaco, Liberation Mono, Lucida Console, monospace;--pst-font-family-base: var(--pst-font-family-base-system);--pst-font-family-heading: var(--pst-font-family-base-system);--pst-font-family-monospace: var(--pst-font-family-monospace-system)}html{--pst-font-size-icon: 1.5rem;--pst-icon-check-circle: \"\";--pst-icon-info-circle: \"\";--pst-icon-exclamation-triangle: \"\";--pst-icon-exclamation-circle: \"\";--pst-icon-times-circle: \"\";--pst-icon-lightbulb: \"\";--pst-icon-download: \"\";--pst-icon-angle-left: \"\";--pst-icon-angle-right: \"\";--pst-icon-external-link: \"\";--pst-icon-search-minus: \"\";--pst-icon-github: \"\";--pst-icon-gitlab: \"\";--pst-icon-share: \"\";--pst-icon-bell: \"\";--pst-icon-pencil: \"\";--pst-breadcrumb-divider: \"\"}html{--pst-icon-admonition-default: var(--pst-icon-bell);--pst-icon-admonition-note: var(--pst-icon-info-circle);--pst-icon-admonition-attention: var(--pst-icon-exclamation-circle);--pst-icon-admonition-caution: var(--pst-icon-exclamation-triangle);--pst-icon-admonition-warning: var(--pst-icon-exclamation-triangle);--pst-icon-admonition-danger: var(--pst-icon-exclamation-triangle);--pst-icon-admonition-error: var(--pst-icon-times-circle);--pst-icon-admonition-hint: var(--pst-icon-lightbulb);--pst-icon-admonition-tip: var(--pst-icon-lightbulb);--pst-icon-admonition-important: var(--pst-icon-exclamation-circle);--pst-icon-admonition-seealso: var(--pst-icon-share);--pst-icon-admonition-todo: var(--pst-icon-pencil)}html{--pst-icon-versionmodified-default: var(--pst-icon-exclamation-circle);--pst-icon-versionmodified-added: var(--pst-icon-exclamation-circle);--pst-icon-versionmodified-changed: var(--pst-icon-exclamation-circle);--pst-icon-versionmodified-deprecated: var(--pst-icon-exclamation-circle)}:root{--pst-teal-50: #f4fbfc;--pst-teal-100: #e9f6f8;--pst-teal-200: #d0ecf1;--pst-teal-300: #abdde6;--pst-teal-400: #3fb1c5;--pst-teal-500: #0a7d91;--pst-teal-600: #085d6c;--pst-teal-700: #064752;--pst-teal-800: #042c33;--pst-teal-900: #021b1f;--pst-violet-50: #f4eefb;--pst-violet-100: #e0c7ff;--pst-violet-200: #d5b4fd;--pst-violet-300: #b780ff;--pst-violet-400: #9c5ffd;--pst-violet-500: #8045e5;--pst-violet-600: #6432bd;--pst-violet-700: #4b258f;--pst-violet-800: #341a61;--pst-violet-900: #1e0e39;--pst-gray-50: #f9f9fa;--pst-gray-100: #f3f4f5;--pst-gray-200: #e5e7ea;--pst-gray-300: #d1d5da;--pst-gray-400: #9ca4af;--pst-gray-500: #677384;--pst-gray-600: #48566b;--pst-gray-700: #29313d;--pst-gray-800: #222832;--pst-gray-900: #14181e;--pst-pink-50: #fcf8fd;--pst-pink-100: #fcf0fa;--pst-pink-200: #f8dff5;--pst-pink-300: #f3c7ee;--pst-pink-400: #e47fd7;--pst-pink-500: #c132af;--pst-pink-600: #912583;--pst-pink-700: #6e1c64;--pst-pink-800: #46123f;--pst-pink-900: #2b0b27;--pst-foundation-white: #ffffff;--pst-foundation-black: #14181e}html:not([data-theme]){--pst-color-primary: #0a7d91;--pst-color-primary-bg: #d0ecf1;--pst-color-secondary: #8045e5;--pst-color-secondary-bg: #e0c7ff;--pst-color-accent: #c132af;--pst-color-accent-bg: #f8dff5;--pst-color-info: #276be9;--pst-color-info-bg: #dce7fc;--pst-color-warning: #f66a0a;--pst-color-warning-bg: #f8e3d0;--pst-color-success: #00843f;--pst-color-success-bg: #d6ece1;--pst-color-attention: var(--pst-color-warning);--pst-color-attention-bg: var(--pst-color-warning-bg);--pst-color-danger: #d72d47;--pst-color-danger-bg: #f9e1e4;--pst-color-text-base: #222832;--pst-color-text-muted: #48566b;--pst-color-heading-color: #ffffff;--pst-color-shadow: rgba(0, 0, 0, 0.1);--pst-color-border: #d1d5da;--pst-color-border-muted: rgba(23, 23, 26, 0.2);--pst-color-inline-code: #912583;--pst-color-inline-code-links: #085d6c;--pst-color-target: #f3cf95;--pst-color-background: #ffffff;--pst-color-on-background: #ffffff;--pst-color-surface: #f3f4f5;--pst-color-on-surface: #222832}html:not([data-theme]){--pst-color-link: var(--pst-color-primary);--pst-color-link-hover: var(--pst-color-secondary)}html:not([data-theme]) .only-dark,html:not([data-theme]) .only-dark~figcaption{display:none !important}html[data-theme=light]{--pst-color-primary: #0a7d91;--pst-color-primary-bg: #d0ecf1;--pst-color-secondary: #8045e5;--pst-color-secondary-bg: #e0c7ff;--pst-color-accent: #c132af;--pst-color-accent-bg: #f8dff5;--pst-color-info: #276be9;--pst-color-info-bg: #dce7fc;--pst-color-warning: #f66a0a;--pst-color-warning-bg: #f8e3d0;--pst-color-success: #00843f;--pst-color-success-bg: #d6ece1;--pst-color-attention: var(--pst-color-warning);--pst-color-attention-bg: var(--pst-color-warning-bg);--pst-color-danger: #d72d47;--pst-color-danger-bg: #f9e1e4;--pst-color-text-base: #222832;--pst-color-text-muted: #48566b;--pst-color-heading-color: #ffffff;--pst-color-shadow: rgba(0, 0, 0, 0.1);--pst-color-border: #d1d5da;--pst-color-border-muted: rgba(23, 23, 26, 0.2);--pst-color-inline-code: #912583;--pst-color-inline-code-links: #085d6c;--pst-color-target: #f3cf95;--pst-color-background: #ffffff;--pst-color-on-background: #ffffff;--pst-color-surface: #f3f4f5;--pst-color-on-surface: #222832;color-scheme:light}html[data-theme=light]{--pst-color-link: var(--pst-color-primary);--pst-color-link-hover: var(--pst-color-secondary)}html[data-theme=light] .only-dark,html[data-theme=light] .only-dark~figcaption{display:none !important}html[data-theme=dark]{--pst-color-primary: #3fb1c5;--pst-color-primary-bg: #042c33;--pst-color-secondary: #9c5ffd;--pst-color-secondary-bg: #341a61;--pst-color-accent: #e47fd7;--pst-color-accent-bg: #46123f;--pst-color-info: #79a3f2;--pst-color-info-bg: #06245d;--pst-color-warning: #ff9245;--pst-color-warning-bg: #652a02;--pst-color-success: #5fb488;--pst-color-success-bg: #002f17;--pst-color-attention: var(--pst-color-warning);--pst-color-attention-bg: var(--pst-color-warning-bg);--pst-color-danger: #e78894;--pst-color-danger-bg: #4e111b;--pst-color-text-base: #ced6dd;--pst-color-text-muted: #9ca4af;--pst-color-heading-color: #14181e;--pst-color-shadow: rgba(0, 0, 0, 0.2);--pst-color-border: #48566b;--pst-color-border-muted: #29313d;--pst-color-inline-code: #f3c7ee;--pst-color-inline-code-links: #3fb1c5;--pst-color-target: #675c04;--pst-color-background: #14181e;--pst-color-on-background: #222832;--pst-color-surface: #29313d;--pst-color-on-surface: #f3f4f5;color-scheme:dark}html[data-theme=dark]{--pst-color-link: var(--pst-color-primary);--pst-color-link-hover: var(--pst-color-secondary)}html[data-theme=dark] .only-light,html[data-theme=dark] .only-light~figcaption{display:none !important}html[data-theme=dark] img:not(.only-dark):not(.dark-light){filter:brightness(0.8) contrast(1.2)}html[data-theme=dark] .bd-content img:not(.only-dark):not(.dark-light){background:#fff;border-radius:.25rem}html[data-theme=dark] .MathJax_SVG *{fill:var(--pst-color-text-base)}.pst-color-primary{color:var(--pst-color-primary)}.pst-color-secondary{color:var(--pst-color-secondary)}.pst-color-accent{color:var(--pst-color-accent)}.pst-color-info{color:var(--pst-color-info)}.pst-color-warning{color:var(--pst-color-warning)}.pst-color-success{color:var(--pst-color-success)}.pst-color-attention{color:var(--pst-color-attention)}.pst-color-danger{color:var(--pst-color-danger)}.pst-color-text-base{color:var(--pst-color-text-base)}.pst-color-text-muted{color:var(--pst-color-text-muted)}.pst-color-heading-color{color:var(--pst-color-heading-color)}.pst-color-shadow{color:var(--pst-color-shadow)}.pst-color-border{color:var(--pst-color-border)}.pst-color-border-muted{color:var(--pst-color-border-muted)}.pst-color-inline-code{color:var(--pst-color-inline-code)}.pst-color-inline-code-links{color:var(--pst-color-inline-code-links)}.pst-color-target{color:var(--pst-color-target)}.pst-color-background{color:var(--pst-color-background)}.pst-color-on-background{color:var(--pst-color-on-background)}.pst-color-surface{color:var(--pst-color-surface)}.pst-color-on-surface{color:var(--pst-color-on-surface)}html{font-size:var(--pst-font-size-base);scroll-padding-top:calc(var(--pst-header-height) + 1rem)}body{background-color:var(--pst-color-background);font-family:var(--pst-font-family-base);font-weight:400;line-height:1.65;color:var(--pst-color-text-base);min-height:100vh;display:flex;flex-direction:column}body::-webkit-scrollbar-track{background:var(--pst-color-background)}p{margin-bottom:1.15rem;font-size:1em;color:var(--pst-color-text-base)}p.rubric{border-bottom:1px solid var(--pst-color-border)}p.centered{text-align:center}a{word-wrap:break-word;color:var(--pst-color-link);text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em}a:hover{color:var(--pst-color-link-hover);text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none}a:active{color:var(--pst-color-link)}a:visited{color:var(--pst-color-link)}a:visited:hover{color:var(--pst-color-link-hover)}a:focus-visible{outline:2px solid var(--pst-color-accent)}a.headerlink{color:var(--pst-color-secondary);opacity:.7;font-size:.8em;padding:0 4px 0 4px;margin-left:.2em;text-decoration:none;transition:all .2s ease-out;user-select:none}a.headerlink:hover{opacity:1}a.github::before,a.gitlab::before{color:var(--pst-color-text-muted);font:var(--fa-font-brands);margin-right:.25rem}a.github::before{content:var(--pst-icon-github)}a.gitlab::before{content:var(--pst-icon-gitlab)}.heading-style,h6,h5,h4,h3,h2,h1{margin:2.75rem 0 1.05rem;font-family:var(--pst-font-family-heading);font-weight:var(--pst-font-weight-heading);line-height:1.15}h1{margin-top:0;font-size:var(--pst-font-size-h1);color:var(--pst-heading-color)}h2{font-size:var(--pst-font-size-h2);color:var(--pst-heading-color)}h3{font-size:var(--pst-font-size-h3);color:var(--pst-heading-color)}h4{font-size:var(--pst-font-size-h4);color:var(--pst-heading-color)}h5{font-size:var(--pst-font-size-h5);color:var(--pst-color-text-base)}h6{font-size:var(--pst-font-size-h6);color:var(--pst-color-text-base)}small,.text_small{font-size:var(--pst-font-size-milli)}hr{border:0;border-top:1px solid var(--pst-color-border)}pre,code,kbd,samp{font-family:var(--pst-font-family-monospace)}kbd{background-color:var(--pst-color-on-background);color:var(--pst-color-text-muted)}kbd:not(.compound){border:1px solid var(--pst-color-border);margin:0 .1rem;padding:.1rem .4rem;box-shadow:1px 1px 1px var(--pst-color-shadow)}code{color:var(--pst-color-inline-code)}pre{margin:1.5em 0 1.5em 0;padding:1rem;background-color:var(--pst-color-surface);color:var(--pst-color-text-base);line-height:1.2em;border:1px solid var(--pst-color-border);border-radius:.25rem}pre .linenos{opacity:.8;padding-right:10px}#pst-back-to-top{z-index:1080;position:fixed;display:none;top:80vh;left:50vw;transform:translate(-50%);color:var(--pst-color-secondary-text);background-color:var(--pst-color-secondary);border:none}.skip-link{position:fixed;top:0;left:0;right:0;text-align:center;background-color:var(--pst-color-warning);color:var(--pst-color-warning-text) !important;padding:.5rem;z-index:1055;border-bottom:1px solid var(--pst-color-border);transform:translateY(-100%);transition:transform 150ms ease-in-out}.skip-link:focus{transform:translateY(0%);outline:3px solid #14181e}.bd-container{flex-grow:1;display:flex;justify-content:center}.bd-container .bd-container__inner{display:flex}.bd-page-width{width:100%}@media(min-width: 960px){.bd-page-width{max-width:88rem}}.bd-header-version-warning,.bd-header-announcement{min-height:3rem;width:100%;display:flex;position:relative;align-items:center;justify-content:center;text-align:center;padding:.5rem 12.5%}@media(max-width: 959.98px){.bd-header-version-warning,.bd-header-announcement{padding:.5rem 2%}}.bd-header-version-warning p,.bd-header-announcement p{font-weight:bold;margin:0}.bd-header-version-warning:after,.bd-header-announcement:after{position:absolute;width:100%;height:100%;left:0;top:0;content:\"\";z-index:-1}.bd-header-version-warning:empty,.bd-header-announcement:empty{display:none}.bd-header-version-warning a,.bd-header-announcement a{color:var(--pst-color-inline-code-links)}.bd-header-announcement:after{background-color:var(--pst-color-secondary-bg)}.bd-header-version-warning:after{background-color:var(--pst-color-danger-bg)}.bd-main{flex-grow:1;flex-direction:column;display:flex;min-width:0}.bd-main .bd-content{display:flex;justify-content:center;height:100%}.bd-main .bd-content .bd-article-container{justify-content:start;display:flex;flex-direction:column;width:100%;max-width:60em;overflow-x:auto;padding:1rem}@media(min-width: 1200px){.bd-main .bd-content .bd-article-container .bd-article{padding-top:1.5rem;padding-left:2rem}}.bd-footer{width:100%;border-top:1px solid var(--pst-color-border)}.bd-footer .bd-footer__inner{display:flex;flex-grow:1;padding:1rem;margin:auto}.bd-footer .footer-items__start,.bd-footer .footer-items__center,.bd-footer .footer-items__end{display:flex;flex-direction:column;gap:.5rem;justify-content:center;flex-grow:1}.bd-footer .footer-items__center{text-align:center}.bd-footer .footer-items__end{text-align:end}.bd-footer .footer-item p{margin-bottom:0}.bd-footer-article{margin-top:auto}.bd-footer-article .footer-article-items{display:flex;flex-direction:column}.bd-footer-content .footer-content-items{display:flex;flex-direction:column;margin-top:auto}.bd-header{position:sticky;top:0;z-index:1030;background:var(--pst-color-on-background) !important;box-shadow:0 .125rem .25rem 0 var(--pst-color-shadow);width:100%;padding:0;max-width:100vw;justify-content:center}.bd-header .bd-header__inner{display:flex;align-items:center;height:fit-content;padding-left:1rem;padding-right:1rem}.bd-header .navbar-item{height:var(--pst-header-height);max-height:var(--pst-header-height);display:flex;align-items:center}.bd-header .navbar-header-items{display:none;flex-shrink:1}@media(min-width: 960px){.bd-header .navbar-header-items{display:flex;flex-grow:1;padding:0 0 0 .5rem}}.bd-header .navbar-header-items__end,.bd-header .navbar-header-items__center,.bd-header .navbar-header-items__start{display:flex;align-items:center;flex-flow:wrap;row-gap:0}.bd-header .navbar-header-items__end,.bd-header .navbar-header-items__center{column-gap:1rem}.bd-header .navbar-header-items__start{flex-shrink:0;margin-right:auto;gap:.5rem}.bd-header .navbar-header-items__end{justify-content:end}.bd-header .navbar-nav{display:flex}@media(min-width: 960px){.bd-header .navbar-nav{align-items:center}}.bd-header .navbar-nav li a.nav-link{color:var(--pst-color-text-muted);text-decoration:none}.bd-header .navbar-nav li a.nav-link:hover{color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none}.bd-header .navbar-nav li a.nav-link:focus-visible{outline:2px solid var(--pst-color-accent)}.bd-header .navbar-nav>.current>.nav-link{font-weight:600;color:var(--pst-color-primary);border-bottom:max(3px, .1875rem, .12em) solid var(--pst-color-primary)}.bd-header .navbar-nav .dropdown button{display:unset;color:var(--pst-color-text-muted);border:none}.bd-header .navbar-nav .dropdown button:hover{text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none;color:var(--pst-color-link-hover)}.bd-header .navbar-nav .dropdown button:focus-visible{outline:2px solid var(--pst-color-accent)}.bd-header .navbar-nav .dropdown .dropdown-menu{z-index:1070;border:1px solid var(--pst-color-border);box-shadow:0 0 .3rem .1rem var(--pst-color-shadow);background-color:var(--pst-color-on-background);padding:.5rem 0;margin:.5rem 0;min-width:20rem}.bd-header .navbar-nav .dropdown .dropdown-menu .dropdown-item{padding:.25rem 1.5rem}.bd-header .navbar-nav .dropdown .dropdown-menu .dropdown-item:focus:not(:hover):not(:active){background-color:inherit}.bd-header .navbar-nav .dropdown .dropdown-menu:not(.show){display:none}@media(min-width: 960px){.navbar-center-items .navbar-item{display:inline-block}}.nav-link{transition:none}.nav-link:hover{text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none;color:var(--pst-color-link-hover)}.nav-link.nav-external:after{font:var(--fa-font-solid);content:var(--pst-icon-external-link);font-size:.75em;margin-left:.3em}.bd-navbar-elements li.nav-item i{font-size:.7rem;padding-left:2px;vertical-align:middle}.bd-header label.sidebar-toggle{display:flex;cursor:pointer;font-size:var(--pst-font-size-icon);align-items:center;color:var(--pst-color-muted);margin-bottom:0;padding-bottom:.25rem}.bd-header label.primary-toggle{margin-right:1rem}@media(min-width: 960px){.bd-header label.primary-toggle{display:none}}.bd-header label.secondary-toggle{margin-left:1rem}@media(min-width: 1200px){.bd-header label.secondary-toggle{display:none}}.bd-header label:hover{color:var(--pst-color-link-hover);box-shadow:0px max(3px, .1875rem, .12em) 0px var(--pst-color-link-hover)}.bd-header label:focus-visible{outline:2px solid var(--pst-color-accent)}.bd-header .navbar-header-items{display:none}@media(min-width: 960px){.bd-header .navbar-header-items{display:inherit}}.navbar-persistent--mobile{margin-left:auto}@media(min-width: 960px){.navbar-persistent--mobile{display:none}}.navbar-persistent--container{display:none}@media(min-width: 960px){.navbar-persistent--container{display:flex}}.header-article__inner{display:flex;padding:0 .5rem}.header-article__inner .header-article-item{min-height:var(--pst-header-article-height);height:var(--pst-header-article-height)}.header-article__inner .header-article-items__start,.header-article__inner .header-article-items__end{display:flex;align-items:start;gap:.5rem}.header-article__inner .header-article-items__end{margin-left:auto}.bd-sidebar-primary{display:flex;flex-direction:column;gap:1rem;max-height:calc(100vh - var(--pst-header-height));position:sticky;top:var(--pst-header-height);flex:0 0 auto;width:25%;padding:2rem 1rem 1rem 1rem;border-right:1px solid var(--pst-color-border);background-color:var(--pst-color-background);overflow-y:auto;font-size:var(--pst-sidebar-font-size-mobile)}@media(min-width: 960px){.bd-sidebar-primary{font-size:var(--pst-sidebar-font-size)}}.bd-sidebar-primary .nav-link{font-size:var(--pst-sidebar-font-size-mobile)}.bd-sidebar-primary.no-sidebar{border-right:0}@media(min-width: 960px){.bd-sidebar-primary.hide-on-wide{display:none}}.bd-sidebar-primary h1,.bd-sidebar-primary h2,.bd-sidebar-primary h3,.bd-sidebar-primary h4{color:var(--pst-color-text-base)}.bd-sidebar-primary .sidebar-primary-items__start .sidebar-primary-item,.bd-sidebar-primary .sidebar-primary-items__end .sidebar-primary-item{padding:.5rem 0}.bd-sidebar-primary .sidebar-header-items{display:flex;flex-direction:column}.bd-sidebar-primary .sidebar-header-items .sidebar-header-items__title{font-weight:var(--pst-sidebar-header-font-weight);font-size:var(--pst-sidebar-header-font-size);color:var(--pst-color-text-base);margin-bottom:.5rem}.bd-sidebar-primary .sidebar-header-items .nav-item.dropdown button{display:none}.bd-sidebar-primary .sidebar-header-items .nav-item.dropdown .dropdown-menu{display:flex;flex-direction:column;padding:0;margin:0;border:none;background-color:inherit;font-size:inherit}.bd-sidebar-primary .sidebar-header-items .sidebar-header-items__center{display:flex;flex-direction:column}.bd-sidebar-primary .sidebar-header-items .sidebar-header-items__end{display:flex;align-items:center;gap:.5rem}@media(min-width: 960px){.bd-sidebar-primary .sidebar-header-items{display:none}}.bd-sidebar-primary .sidebar-primary-items__start{border-top:1px solid var(--pst-color-border)}@media(min-width: 960px){.bd-sidebar-primary .sidebar-primary-items__start{border-top:none}}.bd-sidebar-primary .sidebar-primary-items__end{margin-top:auto;margin-bottom:1em}.bd-sidebar-primary .list-caption{list-style:none;padding-left:0px}.bd-sidebar-primary li{position:relative}.bd-sidebar-primary li.has-children>.reference{padding-right:30px}.bd-sidebar-primary label.toctree-toggle{position:absolute;top:0;right:0;height:30px;width:30px;cursor:pointer;display:flex;justify-content:center;align-items:center}.bd-sidebar-primary label.toctree-toggle:hover{background:var(--pst-color-surface)}.bd-sidebar-primary label.toctree-toggle i{display:inline-block;font-size:.75rem;text-align:center}.bd-sidebar-primary label.toctree-toggle i:hover{color:var(--pst-color-primary)}.bd-sidebar-primary .label-parts{width:100%;height:100%}.bd-sidebar-primary .label-parts:hover{background:none}.bd-sidebar-primary .label-parts i{width:30px;position:absolute;top:.3em;right:0em}nav.bd-links{margin-right:-1rem}@media(min-width: 960px){nav.bd-links{display:block}}nav.bd-links ul{list-style:none}nav.bd-links ul ul{padding:0 0 0 1rem}nav.bd-links li>a{display:block;padding:.25rem .65rem;color:var(--pst-color-text-muted);text-decoration:none;box-shadow:none}nav.bd-links li>a:hover{text-decoration:underline;background-color:rgba(0,0,0,0);color:var(--pst-color-link-hover);text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none}nav.bd-links li>a:active{color:var(--pst-color-link-hover)}nav.bd-links li>a.reference.external:after{font:var(--fa-font-solid);content:var(--pst-icon-external-link);font-size:.75em;margin-left:.3em}nav.bd-links .current>a{font-weight:600;color:var(--pst-color-primary);box-shadow:inset max(3px, .1875rem, .12em) 0px 0px var(--pst-color-primary);background-color:rgba(0,0,0,0)}nav.bd-links p.bd-links__title{font-size:var(--pst-sidebar-header-font-size);font-weight:var(--pst-sidebar-header-font-weight);margin-bottom:.5rem}nav.bd-links p.caption{font-weight:var(--pst-sidebar-header-font-weight);position:relative;margin-top:1.25rem;margin-bottom:.5rem;color:var(--pst-color-text-base);font-size:var(--pst-sidebar-font-size-mobile)}nav.bd-links p.caption:first-child{margin-top:0}@media(min-width: 960px){nav.bd-links p.caption{font-size:var(--pst-sidebar-font-size)}}.bd-sidebar-secondary{display:flex;order:2;flex-shrink:0;flex-direction:column;position:sticky;top:var(--pst-header-height);max-height:calc(100vh - var(--pst-header-height));padding:2rem 1rem 1rem 1rem;width:var(--pst-sidebar-secondary);font-size:var(--pst-sidebar-font-size-mobile);background-color:var(--pst-color-background);overflow-y:auto}@media(min-width: 1200px){.bd-sidebar-secondary{font-size:var(--pst-sidebar-font-size)}}.sidebar-secondary-item{padding:.5rem .5rem}@media(min-width: 1200px){.sidebar-secondary-item{border-left:1px solid var(--pst-color-border);padding-left:1rem}}.sidebar-secondary-item i{padding-right:.5rem}input.sidebar-toggle{display:none}label.overlay{background-color:#000;opacity:.5;height:0;width:0;position:fixed;top:0;left:0;transition:opacity 200ms ease-out;z-index:1050}input#__primary:checked+label.overlay.overlay-primary,input#__secondary:checked+label.overlay.overlay-secondary{height:100vh;width:100vw}input#__primary:checked~.bd-container .bd-sidebar-primary{visibility:visible;margin-left:0}input#__secondary:checked~.bd-container .bd-sidebar-secondary{visibility:visible;margin-right:0}@media(min-width: 960px){label.sidebar-toggle.primary-toggle{display:none}input#__primary:checked+label.overlay.overlay-primary{height:0;width:0}.bd-sidebar-primary{margin-left:0;visibility:visible}}@media(max-width: 959.98px){.bd-sidebar-primary{position:fixed;top:0;z-index:1055;height:100vh;max-height:100vh;width:75%;flex-grow:.75;max-width:350px;transition:visibility 200ms ease-out,margin 200ms ease-out;visibility:hidden;margin-left:-75%;left:0}}@media(max-width: 1199.98px){.bd-sidebar-secondary{position:fixed;top:0;z-index:1055;height:100vh;max-height:100vh;width:75%;flex-grow:.75;max-width:350px;transition:visibility 200ms ease-out,margin 200ms ease-out;visibility:hidden;margin-right:-75%;right:0}}ul.bd-breadcrumbs{list-style:none;padding-left:0;display:flex;flex-wrap:wrap;font-size:.8rem}ul.bd-breadcrumbs li.breadcrumb-item{display:flex;align-items:baseline;font-weight:bold}ul.bd-breadcrumbs li.breadcrumb-item a{color:var(--pst-color-text-muted);text-decoration:none}ul.bd-breadcrumbs li.breadcrumb-item a:hover{color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none}ul.bd-breadcrumbs li.breadcrumb-item a:focus-visible{outline:2px solid var(--pst-color-accent)}ul.bd-breadcrumbs li.breadcrumb-item:not(.breadcrumb-home):before{font:var(--fa-font-solid);font-size:.8rem;content:var(--pst-breadcrumb-divider);color:var(--pst-color-text-muted);padding:0 .5rem}.navbar-icon-links{display:flex;flex-direction:row;column-gap:1rem;flex-wrap:wrap}.navbar-icon-links li.nav-item a.nav-link{padding-left:0;padding-right:0}.navbar-icon-links li.nav-item a.nav-link:hover{color:var(--pst-color-link-hover);box-shadow:0px max(3px, .1875rem, .12em) 0px var(--pst-color-link-hover)}.navbar-icon-links a span{display:flex;align-items:center}.navbar-icon-links i.fa-brands,.navbar-icon-links i.fa-regular,.navbar-icon-links i.fa-solid{vertical-align:middle;font-style:normal;font-size:var(--pst-font-size-icon)}.navbar-icon-links i.fa-square-twitter:before{color:#55acee}.navbar-icon-links i.fa-square-gitlab:before{color:#548}.navbar-icon-links i.fa-bitbucket:before{color:#0052cc}.navbar-icon-links img.icon-link-image{height:1.5em;border-radius:.2rem}.navbar-brand{position:relative;height:var(--pst-header-height);max-height:var(--pst-header-height);padding:.5rem 0;width:auto;margin:0;display:flex;flex-shrink:0;align-items:center;gap:.5rem}.navbar-brand p{margin-bottom:0}.navbar-brand img{max-width:100%;height:100%;width:auto}.navbar-brand a{text-decoration:none}.navbar-brand:hover:hover{text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none;color:var(--pst-color-link-hover)}.navbar-brand:visited:hover:hover{text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none;color:var(--pst-color-link-hover)}.navbar-nav ul{display:block;list-style:none}.navbar-nav ul ul{padding:0 0 0 1rem}.navbar-nav li{display:flex;flex-direction:column}.navbar-nav li a{display:flex;align-items:center;height:100%;padding-top:.25rem;padding-bottom:.25rem;color:var(--pst-color-text-muted);text-decoration:none}.navbar-nav li a:hover{color:var(--pst-color-link-hover);text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none}.navbar-nav li a:focus-visible{outline:2px solid var(--pst-color-accent)}.navbar-nav .toctree-checkbox{position:absolute;display:none}.navbar-nav .toctree-checkbox~ul{display:none}.navbar-nav .toctree-checkbox~label i{transform:rotate(0deg)}.navbar-nav .toctree-checkbox:checked~ul{display:block}.navbar-nav .toctree-checkbox:checked~label i{transform:rotate(180deg)}.bd-header .navbar-nav>p.sidebar-header-items__title{display:none}.page-toc .section-nav{padding-left:0;border-bottom:none}.page-toc .section-nav ul{padding-left:1rem}.page-toc .nav-link{font-size:var(--pst-sidebar-font-size-mobile)}@media(min-width: 1200px){.page-toc .nav-link{font-size:var(--pst-sidebar-font-size)}}.page-toc .onthispage{color:var(--pst-color-text-base);font-weight:var(--pst-sidebar-header-font-weight);margin-bottom:.5rem}.prev-next-area{width:100%}.prev-next-area p{margin:0 .3em;line-height:1.3em}.prev-next-area i{font-size:1.2em}.prev-next-area a{display:flex;align-items:center;border:none;padding:10px;max-width:45%;overflow-x:hidden;color:var(--pst-color-text-muted);text-decoration:none}.prev-next-area a p.prev-next-title{word-wrap:break-word;color:var(--pst-color-link);text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;font-weight:var(--pst-admonition-font-weight-heading);font-size:1.1em}.prev-next-area a p.prev-next-title:hover{color:var(--pst-color-link-hover);text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none}.prev-next-area a p.prev-next-title:active{color:var(--pst-color-link)}.prev-next-area a p.prev-next-title:visited{color:var(--pst-color-link)}.prev-next-area a p.prev-next-title:visited:hover{color:var(--pst-color-link-hover)}.prev-next-area a p.prev-next-title:focus-visible{outline:2px solid var(--pst-color-accent)}.prev-next-area a:hover p.prev-next-title:hover{text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none;color:var(--pst-color-link-hover)}.prev-next-area a:visited p.prev-next-title{color:var(--pst-color-link)}.prev-next-area a:visited p.prev-next-title:hover{color:var(--pst-color-link-hover)}.prev-next-area a .prev-next-info{flex-direction:column;margin:0 .5em}.prev-next-area a .prev-next-info .prev-next-subtitle{text-transform:capitalize}.prev-next-area a.left-prev{float:left}.prev-next-area a.right-next{float:right}.prev-next-area a.right-next div.prev-next-info{text-align:right}.bd-search{position:relative;padding-left:.5rem;gap:.5rem;background-color:var(--pst-color-background);border-radius:.25rem;border:1px solid var(--pst-color-border);color:var(--pst-color-text-base)}.bd-search:active{background-color:var(--pst-color-background);color:var(--pst-color-text-muted)}.bd-search .icon{position:absolute;color:var(--pst-color-border);left:25px}.bd-search .fa-solid.fa-magnifying-glass{position:absolute;left:calc((2.5rem - .7em)/2);color:var(--pst-color-text-muted)}.bd-search input::placeholder{color:var(--pst-color-text-muted)}.bd-search input::-webkit-search-cancel-button,.bd-search input::-webkit-search-decoration{-webkit-appearance:none;appearance:none}.bd-search .search-button__kbd-shortcut{display:flex;position:absolute;right:.5rem;color:var(--pst-color-border)}.form-control{background-color:var(--pst-color-background);color:var(--pst-color-text-base)}.form-control:focus,.form-control:focus-visible{border:none;box-shadow:none;outline:3px solid var(--pst-color-accent);background-color:var(--pst-color-background);color:var(--pst-color-text-muted)}.search-button{display:flex;align-items:center;align-content:center;color:var(--pst-color-text-muted);padding:0 0 .25rem 0;border-radius:0}.search-button:hover{color:var(--pst-color-link-hover);box-shadow:0px max(3px, .1875rem, .12em) 0px var(--pst-color-link-hover)}.search-button:focus-visible{outline:2px solid var(--pst-color-accent)}.search-button i{font-size:1.3rem}.search-button__search-container,.search-button__overlay{display:none}.search-button__wrapper.show .search-button__search-container{display:flex;position:fixed;z-index:1055;top:30%;left:50%;transform:translate(-50%, -50%);right:1rem;margin-top:.5rem;width:90%;max-width:800px}.search-button__wrapper.show .search-button__overlay{display:flex;position:fixed;z-index:1050;background-color:#000;opacity:.5;width:100%;height:100%;top:0px;left:0px}.search-button__wrapper.show form.bd-search{flex-grow:1;padding-top:0;padding-bottom:0}.search-button__wrapper.show svg,.search-button__wrapper.show input{font-size:var(--pst-font-size-icon)}.search-button-field{display:inline-flex;align-items:center;border:var(--pst-color-border) solid 1px;border-radius:1.5em;color:var(--pst-color-text-muted);padding:.5em;background-color:var(--pst-color-surface)}.search-button-field:hover{border:2px solid var(--pst-color-link-hover)}.search-button-field:focus-visible{border:2px solid var(--pst-color-accent)}.search-button-field .search-button__default-text{font-size:var(--bs-nav-link-font-size);font-weight:var(--bs-nav-link-font-weight);margin-right:.5em;margin-left:.5em}.search-button-field .kbd-shortcut__modifier{font-size:.75em}.search-button-field>*{align-items:center}.search-button-field>:not(svg){display:none}@media(min-width: 960px){.search-button-field>:not(svg){display:flex}}div#searchbox p.highlight-link{margin:1rem 0;width:fit-content;box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow) !important}@media(min-width: 1200px){div#searchbox p.highlight-link{margin-left:2rem}}div#searchbox p.highlight-link a{border-radius:.25rem;font-size:1.25rem;padding:.75rem;background-color:var(--pst-color-primary);color:var(--pst-color-primary-text);text-decoration:none;transition:box-shadow .25s ease-out}div#searchbox p.highlight-link a:hover{box-shadow:inset 0px 0px 50px 50px rgba(0,0,0,.25)}div#searchbox p.highlight-link a:before{content:var(--pst-icon-search-minus);color:unset;font:var(--fa-font-solid);margin-right:.5rem}.theme-switch-button{margin:0 -0.5rem;padding:0;color:var(--pst-color-text-muted);border-radius:0}.theme-switch-button:focus-visible{outline:2px solid var(--pst-color-accent)}.theme-switch-button span{display:none;padding:.5em}.theme-switch-button span:hover{color:var(--pst-color-link-hover);box-shadow:0px max(3px, .1875rem, .12em) 0px var(--pst-color-link-hover)}.theme-switch-button span:active{text-decoration:none;color:var(--pst-color-link-hover)}html[data-mode=auto] .theme-switch-button span[data-mode=auto]{display:flex}html[data-mode=light] .theme-switch-button span[data-mode=light]{display:flex}html[data-mode=dark] .theme-switch-button span[data-mode=dark]{display:flex}button.btn.version-switcher__button{border-color:var(--pst-color-border);color:var(--pst-color-text-base);margin-bottom:1em}@media(min-width: 960px){button.btn.version-switcher__button{margin-bottom:unset}}button.btn.version-switcher__button:hover{text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none;color:var(--pst-color-link-hover)}button.btn.version-switcher__button:focus-visible{outline:2px solid var(--pst-color-accent)}button.btn.version-switcher__button:active{color:var(--pst-color-text-base);border-color:var(--pst-color-border)}.version-switcher__menu{border-color:var(--pst-color-border);border-radius:var(--bs-dropdown-border-radius)}.version-switcher__menu a.list-group-item{background-color:var(--pst-color-on-background);color:var(--pst-color-text-base);padding:.75rem 1.25rem}.version-switcher__menu a.list-group-item:not(:last-child){border-bottom:1px solid var(--pst-color-border)}.version-switcher__menu a.list-group-item:hover{text-decoration:underline;text-decoration-thickness:max(1px, .0625rem);text-underline-offset:.1578em;text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none;color:var(--pst-color-link-hover)}.version-switcher__menu a.list-group-item:hover{background-color:var(--pst-color-surface)}.version-switcher__menu a.list-group-item.active{font-weight:600;color:var(--pst-color-primary);box-shadow:inset max(3px, .1875rem, .12em) 0px 0px var(--pst-color-primary);position:relative;z-index:1}.version-switcher__menu a.list-group-item.active span:before{content:\"\";width:100%;height:100%;position:absolute;z-index:-1;left:0;top:0}button.version-switcher__button,.version-switcher__menu{font-size:1.1em;z-index:1055}@media(min-width: 960px){button.version-switcher__button,.version-switcher__menu{font-size:unset}}nav.page-toc{margin-bottom:1rem}.bd-toc .nav .nav,.list-caption .nav{display:none}.bd-toc .nav .nav.visible,.list-caption .nav.visible{display:block}.bd-toc .nav>.active>ul,.list-caption>.active>ul{display:block}.toc-entry{display:block}.toc-entry a>code{color:var(--pst-color-text-muted)}.toc-entry a.nav-link{display:block;padding:.125rem 0;padding-left:1rem;margin-left:-1rem;color:var(--pst-color-text-muted);text-decoration:none}.toc-entry a.nav-link:hover{text-decoration:underline;background-color:rgba(0,0,0,0);color:var(--pst-color-link-hover);text-decoration-thickness:max(3px, .1875rem, .12em);text-decoration-skip-ink:none;text-decoration-skip:none}.toc-entry a.nav-link:active{color:var(--pst-color-link-hover)}.toc-entry a.nav-link.active{font-weight:600;color:var(--pst-color-primary);box-shadow:inset max(3px, .1875rem, .12em) 0px 0px var(--pst-color-primary);background-color:rgba(0,0,0,0)}.toc-entry a.nav-link.active:hover{color:var(--pst-color-link-hover)}div.versionadded,div.versionchanged,div.deprecated{vertical-align:middle;margin:1.5625em auto;padding:0 .6rem 0 .6rem;overflow:hidden;page-break-inside:avoid;border-left:.2rem solid;border-color:var(--pst-color-info);border-radius:.25rem;background-color:var(--pst-color-on-background);box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow) !important;position:relative}div.versionadded>p,div.versionchanged>p,div.deprecated>p{margin-bottom:.6rem;margin-top:.6rem}div.versionadded{border-color:var(--pst-color-success);background-color:var(--pst-color-success-bg)}div.versionchanged{border-color:var(--pst-color-warning);background-color:var(--pst-color-warning-bg)}div.deprecated{border-color:var(--pst-color-danger);background-color:var(--pst-color-danger-bg)}span.versionmodified{font-weight:600}span.versionmodified:before{margin-right:.6rem;color:var(--pst-color-info);font:var(--fa-font-solid);content:var(--pst-icon-versionmodified-default)}span.versionmodified.added:before{color:var(--pst-color-success);content:var(--pst-icon-versionmodified-added)}span.versionmodified.changed:before{color:var(--pst-color-warning);content:var(--pst-icon-versionmodified-changed)}span.versionmodified.deprecated:before{color:var(--pst-color-danger);content:var(--pst-icon-versionmodified-deprecated)}.sidebar-indices-items{display:flex;flex-direction:column;border-top:1px solid var(--pst-color-border)}@media(min-width: 960px){.sidebar-indices-items{border-top:none}}.sidebar-indices-items .sidebar-indices-items__title{font-weight:var(--pst-sidebar-header-font-weight);font-size:var(--pst-sidebar-header-font-size);color:var(--pst-color-text-base);margin-bottom:.5rem}.sidebar-indices-items ul.indices-link{margin-right:-1rem;list-style:none;padding:0}.sidebar-indices-items ul.indices-link li>a{display:block;padding:.25rem 0;color:var(--pst-color-text-muted)}.sidebar-indices-items ul.indices-link li>a:hover{color:var(--pst-color-primary);text-decoration:none;background-color:rgba(0,0,0,0)}.bd-sidebar-primary div#rtd-footer-container{position:sticky;bottom:-1rem;margin:-1rem}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge{position:unset;font-size:.9em;font-family:var(--pst-font-family-base);max-width:unset}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .rst-current-version{display:flex;align-items:center;gap:.2rem;height:2.5rem;transition:background-color .2s ease-out;background-color:var(--pst-color-background);color:var(--pst-color-success);border-top:1px solid var(--pst-color-border)}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .fa.fa-book{color:var(--pst-color-text-muted);margin-right:auto}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .fa.fa-book::after{color:var(--pst-color-text-base);content:\"Read The Docs\";font-family:var(--pst-font-family-base);font-weight:var(--pst-admonition-font-weight-heading)}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .fa.fa-caret-down{color:var(--pst-color-text-muted)}.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge.shift-up .rst-current-version{border-bottom:1px solid var(--pst-color-border)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions{background-color:var(--pst-color-surface);color:var(--pst-color-text-base)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions dl dd a{color:var(--pst-color-text-muted)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions hr{background-color:var(--pst-color-border)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions small a{color:var(--pst-color-link)}.bd-sidebar-primary div#rtd-footer-container .rst-other-versions input{padding-left:.5rem;border:1px solid var(--pst-color-border);background-color:var(--pst-color-surface)}div.admonition,.admonition{margin:1.5625em auto;padding:0 .6rem .8rem .6rem;overflow:hidden;page-break-inside:avoid;border-left:.2rem solid;border-color:var(--pst-color-info);border-radius:.25rem;background-color:var(--pst-color-on-background);box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow) !important}div.admonition *:last-child,.admonition *:last-child{margin-bottom:0}div.admonition p.admonition-title~*,.admonition p.admonition-title~*{margin-left:1.4rem;margin-right:1.4rem}div.admonition>ol,div.admonition>ul,.admonition>ol,.admonition>ul{margin-left:1em}div.admonition>.admonition-title,.admonition>.admonition-title{margin:0 -0.6rem;padding:.4rem .6rem .4rem 2rem;font-weight:var(--pst-admonition-font-weight-heading);position:relative;background-color:var(--pst-color-info-bg);z-index:1}div.admonition>.admonition-title:before,.admonition>.admonition-title:before{content:\"\";width:100%;height:100%;position:absolute;left:0;top:0;z-index:-1;pointer-events:none}div.admonition>.admonition-title:after,.admonition>.admonition-title:after{position:absolute;left:.5rem;width:1rem;height:1rem;color:var(--pst-color-info);font:var(--fa-font-solid);line-height:inherit;content:var(--pst-icon-admonition-default);opacity:1}div.admonition>.admonition-title+*,.admonition>.admonition-title+*{margin-top:.4em}div.admonition.attention,.admonition.attention{border-color:var(--pst-color-attention)}div.admonition.attention>.admonition-title,.admonition.attention>.admonition-title{background-color:var(--pst-color-attention-bg)}div.admonition.attention>.admonition-title:after,.admonition.attention>.admonition-title:after{color:var(--pst-color-attention);content:var(--pst-icon-admonition-attention)}div.admonition.caution,.admonition.caution{border-color:var(--pst-color-warning)}div.admonition.caution>.admonition-title,.admonition.caution>.admonition-title{background-color:var(--pst-color-warning-bg)}div.admonition.caution>.admonition-title:after,.admonition.caution>.admonition-title:after{color:var(--pst-color-warning);content:var(--pst-icon-admonition-caution)}div.admonition.warning,.admonition.warning{border-color:var(--pst-color-warning)}div.admonition.warning>.admonition-title,.admonition.warning>.admonition-title{background-color:var(--pst-color-warning-bg)}div.admonition.warning>.admonition-title:after,.admonition.warning>.admonition-title:after{color:var(--pst-color-warning);content:var(--pst-icon-admonition-warning)}div.admonition.danger,.admonition.danger{border-color:var(--pst-color-danger)}div.admonition.danger>.admonition-title,.admonition.danger>.admonition-title{background-color:var(--pst-color-danger-bg)}div.admonition.danger>.admonition-title:after,.admonition.danger>.admonition-title:after{color:var(--pst-color-danger);content:var(--pst-icon-admonition-danger)}div.admonition.error,.admonition.error{border-color:var(--pst-color-danger)}div.admonition.error>.admonition-title,.admonition.error>.admonition-title{background-color:var(--pst-color-danger-bg)}div.admonition.error>.admonition-title:after,.admonition.error>.admonition-title:after{color:var(--pst-color-danger);content:var(--pst-icon-admonition-error)}div.admonition.hint,.admonition.hint{border-color:var(--pst-color-success)}div.admonition.hint>.admonition-title,.admonition.hint>.admonition-title{background-color:var(--pst-color-success-bg)}div.admonition.hint>.admonition-title:after,.admonition.hint>.admonition-title:after{color:var(--pst-color-success);content:var(--pst-icon-admonition-hint)}div.admonition.tip,.admonition.tip{border-color:var(--pst-color-success)}div.admonition.tip>.admonition-title,.admonition.tip>.admonition-title{background-color:var(--pst-color-success-bg)}div.admonition.tip>.admonition-title:after,.admonition.tip>.admonition-title:after{color:var(--pst-color-success);content:var(--pst-icon-admonition-tip)}div.admonition.important,.admonition.important{border-color:var(--pst-color-attention)}div.admonition.important>.admonition-title,.admonition.important>.admonition-title{background-color:var(--pst-color-attention-bg)}div.admonition.important>.admonition-title:after,.admonition.important>.admonition-title:after{color:var(--pst-color-attention);content:var(--pst-icon-admonition-important)}div.admonition.note,.admonition.note{border-color:var(--pst-color-info)}div.admonition.note>.admonition-title,.admonition.note>.admonition-title{background-color:var(--pst-color-info-bg)}div.admonition.note>.admonition-title:after,.admonition.note>.admonition-title:after{color:var(--pst-color-info);content:var(--pst-icon-admonition-note)}div.admonition.seealso,.admonition.seealso{border-color:var(--pst-color-success)}div.admonition.seealso>.admonition-title,.admonition.seealso>.admonition-title{background-color:var(--pst-color-success-bg)}div.admonition.seealso>.admonition-title:after,.admonition.seealso>.admonition-title:after{color:var(--pst-color-success);content:var(--pst-icon-admonition-seealso)}div.admonition.admonition-todo,.admonition.admonition-todo{border-color:var(--pst-color-secondary)}div.admonition.admonition-todo>.admonition-title,.admonition.admonition-todo>.admonition-title{background-color:var(--pst-color-secondary-bg)}div.admonition.admonition-todo>.admonition-title:after,.admonition.admonition-todo>.admonition-title:after{color:var(--pst-color-secondary);content:var(--pst-icon-admonition-todo)}div.admonition.sidebar,.admonition.sidebar{max-width:40%;float:right;clear:both;margin-left:.5rem;margin-top:0;border-width:0 0 0 .2rem}div.admonition.sidebar.attention,div.admonition.sidebar.important,.admonition.sidebar.attention,.admonition.sidebar.important{border-color:var(--pst-color-attention)}div.admonition.sidebar.caution,div.admonition.sidebar.warning,.admonition.sidebar.caution,.admonition.sidebar.warning{border-color:var(--pst-color-warning)}div.admonition.sidebar.danger,div.admonition.sidebar.error,.admonition.sidebar.danger,.admonition.sidebar.error{border-color:var(--pst-color-danger)}div.admonition.sidebar.hint,div.admonition.sidebar.tip,div.admonition.sidebar.seealso,.admonition.sidebar.hint,.admonition.sidebar.tip,.admonition.sidebar.seealso{border-color:var(--pst-color-success)}div.admonition.sidebar.note,div.admonition.sidebar.todo,.admonition.sidebar.note,.admonition.sidebar.todo{border-color:var(--pst-color-info)}div.admonition.sidebar p.admonition-title~*,.admonition.sidebar p.admonition-title~*{margin-left:0rem;margin-right:0rem}div.topic,div.topic.contents,nav.contents,aside.topic{display:flex;flex-direction:column;background-color:var(--pst-color-surface);border-color:var(--pst-color-border);border-radius:.25rem;padding:1rem 1.25rem;box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow) !important}div.topic .topic-title,div.topic.contents .topic-title,nav.contents .topic-title,aside.topic .topic-title{margin:0 0 .5rem 0}div.topic p,div.topic.contents p,nav.contents p,aside.topic p{color:var(--pst-color-on-surface) !important}div.topic ul.simple,div.topic.contents ul.simple,nav.contents ul.simple,aside.topic ul.simple{padding-left:1rem}div.topic ul.simple ul,div.topic.contents ul.simple ul,nav.contents ul.simple ul,aside.topic ul.simple ul{padding-left:2em}aside.sidebar{border:1px solid var(--pst-color-border);background-color:var(--pst-color-surface);border-radius:.25rem;margin-left:.5rem;padding:0}aside.sidebar>*:last-child{padding-bottom:1rem}aside.sidebar p.sidebar-title{position:relative;margin-bottom:0;padding-top:.5rem;padding-bottom:.5rem;border-bottom:1px solid var(--pst-color-border);font-family:var(--pst-font-family-heading);font-weight:var(--pst-admonition-font-weight-heading)}aside.sidebar>*:not(.sidebar-title):first-child,aside.sidebar>p.sidebar-title+*{margin-top:1rem}aside.sidebar>*{padding-left:1rem;padding-right:1rem}p.rubric{display:flex;flex-direction:column}.seealso dd{margin-top:0;margin-bottom:0}table.field-list{border-collapse:separate;border-spacing:10px;margin-left:1px}table.field-list th.field-name{padding:1px 8px 1px 5px;white-space:nowrap;background-color:var(--pst-color-surface)}table.field-list td.field-body p{font-style:italic}table.field-list td.field-body p>strong{font-style:normal}table.field-list td.field-body blockquote{border-left:none;margin:0em 0em .3em;padding-left:30px}.table.autosummary td:first-child{white-space:nowrap}.sig{font-family:var(--pst-font-family-monospace)}.sig-inline.c-texpr,.sig-inline.cpp-texpr{font-family:unset}.sig.c .k,.sig.c .kt,.sig.cpp .k,.sig.cpp .kt{color:var(--pst-color-text-base)}.sig.c .m,.sig.cpp .m{color:var(--pst-color-text-base)}.sig.c .s,.sig.c .sc,.sig.cpp .s,.sig.cpp .sc{color:var(--pst-color-text-base)}.sig-name{color:var(--pst-color-inline-code)}.sig-param .o,.sig-param .default_value{color:var(--pst-color-text-muted);font-weight:normal}dt:target,span.highlighted{background-color:var(--pst-color-target)}.viewcode-back{font-family:var(--pst-font-family-base)}.viewcode-block:target{border-top:1px solid var(--pst-color-border);border-bottom:1px solid var(--pst-color-border);position:relative;background-color:var(--pst-color-target)}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple){margin-bottom:3rem}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dd{margin-left:2rem}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dd>dl.simple>dt{display:flex}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dl.field-list{display:grid;grid-template-columns:unset}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dt.field-odd,dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dt.field-even{margin-top:.2rem;margin-bottom:.1rem;background-color:var(--pst-color-surface)}div[class*=highlight-],div.highlight,div.literal-block-wrapper{display:flex;flex-direction:column;width:unset;border-radius:.25rem}div.literal-block-wrapper{border:1px solid var(--pst-color-border);border-radius:.25rem}div.literal-block-wrapper div.code-block-caption{margin:0;border-bottom:1px solid var(--pst-color-border);padding:.5rem;font-size:1rem;font-weight:var(--pst-font-weight-caption)}div.literal-block-wrapper div.code-block-caption a.headerlink{font-size:inherit}div.literal-block-wrapper div[class*=highlight-]{margin:0;border-radius:0}div.literal-block-wrapper div[class*=highlight-] pre{border:none;box-shadow:none}code.literal{padding:.1rem .25rem;background-color:var(--pst-color-surface);border:1px solid var(--pst-color-border);border-radius:.25rem}a>code{color:var(--pst-color-inline-code-links)}html[data-theme=light] .highlight .nf{color:#0078a1 !important}span.linenos{opacity:.8 !important}figure a.headerlink{position:absolute;font-size:inherit}figure:hover a.headerlink{visibility:visible}figure figcaption{font-family:var(--pst-font-family-heading);font-weight:var(--pst-font-weight-caption);color:var(--pst-color-text-muted);margin-left:auto;margin-right:auto}figure figcaption table.table{width:fit-content;margin-left:auto;margin-right:auto}dt.label>span.brackets:not(:only-child):before{content:\"[\"}dt.label>span.brackets:not(:only-child):after{content:\"]\"}a.footnote-reference{vertical-align:super;font-size:small}aside.footnote{margin-bottom:.5rem}aside.footnote:last-child{margin-bottom:1rem}aside.footnote span.label,aside.footnote span.backrefs{font-weight:bold}aside.footnote:target{background-color:var(--pst-color-target)}table.highlighttable td.linenos,span.linenos,div.doctest>div.highlight span.gp{user-select:none;-webkit-user-select:text;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none}dd{margin-top:3px;margin-bottom:10px;margin-left:30px}ol,ul{padding-inline-start:2rem}ol li>p:first-child,ul li>p:first-child{margin-bottom:.25rem;margin-top:.25rem}blockquote{padding:1em 1em;color:var(--pst-color-text-muted);border-left:.25em solid var(--pst-color-border);border-radius:.25rem;position:relative;background-color:var(--pst-color-surface)}blockquote p{color:var(--pst-color-text-base)}blockquote .line-block{margin:0 0}blockquote p:last-child{margin-bottom:0}blockquote:before{content:\"\";width:100%;height:100%;position:absolute;left:0;top:0;z-index:-1;pointer-events:none}blockquote:before{z-index:-1}span.guilabel{border:1px solid var(--pst-color-info);color:var(--pst-color-info);font-size:80%;font-weight:700;border-radius:4px;padding:2.4px 6px;margin:auto 2px;position:relative;background-color:var(--pst-color-info-bg)}span.guilabel:before{content:\"\";width:100%;height:100%;position:absolute;left:0;top:0;z-index:-1;pointer-events:none}a.reference.download:before{content:var(--pst-icon-download);font:var(--fa-font-solid);font-size:.8em;padding:0 .25em;color:var(--pst-color-text-muted)}table{display:table;overflow:auto;margin-left:auto;margin-right:auto}table.table-right{margin-right:0}table.table-left{margin-left:0}table caption{text-align:center;caption-side:top;color:var(--pst-color-text-muted)}th.text-align\\:left,td.text-align\\:left{text-align:left}th.text-align\\:right,td.text-align\\:right{text-align:right}th.text-align\\:center,td.text-align\\:center{text-align:center}.table{--bs-table-bg: transparent}.toctree-wrapper p.caption{font-size:1.5em;margin-bottom:0em}.toctree-wrapper>ul{padding-left:0}.toctree-wrapper li[class^=toctree-l]{list-style:none;margin-bottom:.2em}.toctree-wrapper li[class^=toctree-l]>a{list-style:none;font-size:1.1em}.toctree-wrapper li[class^=toctree-l]>ul{list-style:none;padding-inline-start:1.5em}.toctree-wrapper .toctree-l1>a{font-size:1.3em}div.topic.contents ul.simple,nav.contents ul.simple{list-style:none;padding-left:0}span.math,div.math{align-items:center;display:flex;max-width:100%;overflow:hidden}span.math{display:inline-flex}div.math{gap:.5em;flex-direction:row-reverse}div.math span.eqno a.headerlink{position:relative;font-size:1em}div.math mjx-container{flex-grow:1;padding-bottom:.2rem;overflow:auto}div.math mjx-container mjx-assistive-mml{height:0}.ablog-sidebar-item h2,.ablog-sidebar-item h3{font-size:var(--pst-sidebar-header-font-size);margin-top:.5rem}.ablog-sidebar-item h2 a,.ablog-sidebar-item h3 a{color:var(--pst-color-text-base)}.ablog-sidebar-item ul{list-style:none;padding-left:0;overflow-y:hidden;display:flex;flex-direction:column;gap:.5em;margin-bottom:0}.ablog-sidebar-item ul.ablog-cloud{flex-direction:row;flex-flow:wrap;gap:.5rem}.ablog-sidebar-item ul.ablog-cloud li{display:flex;align-items:center}.ablog__prev-next{font-size:1.2em;display:flex;padding:1rem 0}.ablog__prev-next>span{display:flex;max-width:45%}.ablog__prev-next>span a{display:flex;align-items:center;margin-left:auto;gap:1rem;line-height:1.5rem}.ablog__prev-next>span a i:before{color:var(--pst-color-text-base)}.ablog__prev-next span.ablog__prev i.fa-arrow-circle-left:before{content:var(--pst-icon-angle-left)}.ablog__prev-next span.ablog__spacer{display:none}.ablog__prev-next span.ablog__next{margin-left:auto;text-align:right}.ablog__prev-next span.ablog__next i.fa-arrow-circle-right:before{content:var(--pst-icon-angle-right)}.ablog__collection,.postlist{padding-left:0}.ablog__collection .ablog-post,.postlist .ablog-post{list-style:none}.ablog__collection .ablog-post .ablog-archive,.postlist .ablog-post .ablog-archive{display:flex;flex-direction:row;flex-wrap:wrap;gap:1rem;list-style:none;font-size:.75rem;padding-left:0}.ablog__collection .ablog-post .ablog-post-title,.postlist .ablog-post .ablog-post-title{margin-top:0;font-size:1.25rem}.ablog__collection .ablog-post .ablog-post-title a,.postlist .ablog-post .ablog-post-title a{font-weight:bold}.ablog__collection .ablog-post .ablog-post-expand,.postlist .ablog-post .ablog-post-expand{margin-bottom:.5rem}.docutils.container{padding-left:unset;padding-right:unset;margin-left:unset;margin-right:unset;max-width:unset;width:unset}div.highlight button.copybtn{display:flex;align-items:center;justify-content:center;background-color:unset;border:none;background-color:var(--pst-color-surface)}div.highlight button.copybtn:not(.success){color:var(--pst-color-muted)}div.highlight button.copybtn:hover:not(.success){color:var(--pst-color-text);background-color:var(--pst-color-shadow)}div.highlight button.copybtn.o-tooltip--left:after{color:var(--pst-color-text);background-color:var(--pst-color-surface)}#ethical-ad-placement .ethical-sidebar a,#ethical-ad-placement .ethical-sidebar a:visited,#ethical-ad-placement .ethical-sidebar a:hover,#ethical-ad-placement .ethical-sidebar a:active,#ethical-ad-placement .ethical-footer a,#ethical-ad-placement .ethical-footer a:visited,#ethical-ad-placement .ethical-footer a:hover,#ethical-ad-placement .ethical-footer a:active{color:var(--pst-color-text-base)}#ethical-ad-placement .ethical-sidebar,#ethical-ad-placement .ethical-footer{background-color:var(--pst-color-background);border:1px solid var(--pst-color-border);border-radius:5px;color:var(--pst-color-text-base);font-size:14px;line-height:20px}.bd-content div.jupyter_container{border:none;background-color:unset;box-shadow:none}.bd-content div.jupyter_container div.output,.bd-content div.jupyter_container div.highlight{border-radius:.25rem}.bd-content div.jupyter_container div.highlight{background-color:var(--pst-color-surface)}.bd-content div.jupyter_container .cell_input,.bd-content div.jupyter_container .cell_output{border-radius:.25rem}.bd-content div.jupyter_container .cell_input pre,.bd-content div.jupyter_container .cell_output pre{padding:1rem}.xr-wrap[hidden]{display:block !important}:root{--pst-teal-50: #f4fbfc;--pst-teal-100: #e9f6f8;--pst-teal-200: #d0ecf1;--pst-teal-300: #abdde6;--pst-teal-400: #3fb1c5;--pst-teal-500: #0a7d91;--pst-teal-600: #085d6c;--pst-teal-700: #064752;--pst-teal-800: #042c33;--pst-teal-900: #021b1f;--pst-violet-50: #f4eefb;--pst-violet-100: #e0c7ff;--pst-violet-200: #d5b4fd;--pst-violet-300: #b780ff;--pst-violet-400: #9c5ffd;--pst-violet-500: #8045e5;--pst-violet-600: #6432bd;--pst-violet-700: #4b258f;--pst-violet-800: #341a61;--pst-violet-900: #1e0e39;--pst-gray-50: #f9f9fa;--pst-gray-100: #f3f4f5;--pst-gray-200: #e5e7ea;--pst-gray-300: #d1d5da;--pst-gray-400: #9ca4af;--pst-gray-500: #677384;--pst-gray-600: #48566b;--pst-gray-700: #29313d;--pst-gray-800: #222832;--pst-gray-900: #14181e;--pst-pink-50: #fcf8fd;--pst-pink-100: #fcf0fa;--pst-pink-200: #f8dff5;--pst-pink-300: #f3c7ee;--pst-pink-400: #e47fd7;--pst-pink-500: #c132af;--pst-pink-600: #912583;--pst-pink-700: #6e1c64;--pst-pink-800: #46123f;--pst-pink-900: #2b0b27;--pst-foundation-white: #ffffff;--pst-foundation-black: #14181e}html:not([data-theme]){--pst-color-primary: #0a7d91;--pst-color-primary-bg: #d0ecf1;--pst-color-secondary: #8045e5;--pst-color-secondary-bg: #e0c7ff;--pst-color-accent: #c132af;--pst-color-accent-bg: #f8dff5;--pst-color-info: #276be9;--pst-color-info-bg: #dce7fc;--pst-color-warning: #f66a0a;--pst-color-warning-bg: #f8e3d0;--pst-color-success: #00843f;--pst-color-success-bg: #d6ece1;--pst-color-attention: var(--pst-color-warning);--pst-color-attention-bg: var(--pst-color-warning-bg);--pst-color-danger: #d72d47;--pst-color-danger-bg: #f9e1e4;--pst-color-text-base: #222832;--pst-color-text-muted: #48566b;--pst-color-heading-color: #ffffff;--pst-color-shadow: rgba(0, 0, 0, 0.1);--pst-color-border: #d1d5da;--pst-color-border-muted: rgba(23, 23, 26, 0.2);--pst-color-inline-code: #912583;--pst-color-inline-code-links: #085d6c;--pst-color-target: #f3cf95;--pst-color-background: #ffffff;--pst-color-on-background: #ffffff;--pst-color-surface: #f3f4f5;--pst-color-on-surface: #222832}html:not([data-theme]){--pst-color-link: var(--pst-color-primary);--pst-color-link-hover: var(--pst-color-secondary)}html:not([data-theme]) .only-dark,html:not([data-theme]) .only-dark~figcaption{display:none !important}html[data-theme=light]{--pst-color-primary: #0a7d91;--pst-color-primary-bg: #d0ecf1;--pst-color-secondary: #8045e5;--pst-color-secondary-bg: #e0c7ff;--pst-color-accent: #c132af;--pst-color-accent-bg: #f8dff5;--pst-color-info: #276be9;--pst-color-info-bg: #dce7fc;--pst-color-warning: #f66a0a;--pst-color-warning-bg: #f8e3d0;--pst-color-success: #00843f;--pst-color-success-bg: #d6ece1;--pst-color-attention: var(--pst-color-warning);--pst-color-attention-bg: var(--pst-color-warning-bg);--pst-color-danger: #d72d47;--pst-color-danger-bg: #f9e1e4;--pst-color-text-base: #222832;--pst-color-text-muted: #48566b;--pst-color-heading-color: #ffffff;--pst-color-shadow: rgba(0, 0, 0, 0.1);--pst-color-border: #d1d5da;--pst-color-border-muted: rgba(23, 23, 26, 0.2);--pst-color-inline-code: #912583;--pst-color-inline-code-links: #085d6c;--pst-color-target: #f3cf95;--pst-color-background: #ffffff;--pst-color-on-background: #ffffff;--pst-color-surface: #f3f4f5;--pst-color-on-surface: #222832;color-scheme:light}html[data-theme=light]{--pst-color-link: var(--pst-color-primary);--pst-color-link-hover: var(--pst-color-secondary)}html[data-theme=light] .only-dark,html[data-theme=light] .only-dark~figcaption{display:none !important}html[data-theme=dark]{--pst-color-primary: #3fb1c5;--pst-color-primary-bg: #042c33;--pst-color-secondary: #9c5ffd;--pst-color-secondary-bg: #341a61;--pst-color-accent: #e47fd7;--pst-color-accent-bg: #46123f;--pst-color-info: #79a3f2;--pst-color-info-bg: #06245d;--pst-color-warning: #ff9245;--pst-color-warning-bg: #652a02;--pst-color-success: #5fb488;--pst-color-success-bg: #002f17;--pst-color-attention: var(--pst-color-warning);--pst-color-attention-bg: var(--pst-color-warning-bg);--pst-color-danger: #e78894;--pst-color-danger-bg: #4e111b;--pst-color-text-base: #ced6dd;--pst-color-text-muted: #9ca4af;--pst-color-heading-color: #14181e;--pst-color-shadow: rgba(0, 0, 0, 0.2);--pst-color-border: #48566b;--pst-color-border-muted: #29313d;--pst-color-inline-code: #f3c7ee;--pst-color-inline-code-links: #3fb1c5;--pst-color-target: #675c04;--pst-color-background: #14181e;--pst-color-on-background: #222832;--pst-color-surface: #29313d;--pst-color-on-surface: #f3f4f5;color-scheme:dark}html[data-theme=dark]{--pst-color-link: var(--pst-color-primary);--pst-color-link-hover: var(--pst-color-secondary)}html[data-theme=dark] .only-light,html[data-theme=dark] .only-light~figcaption{display:none !important}html[data-theme=dark] img:not(.only-dark):not(.dark-light){filter:brightness(0.8) contrast(1.2)}html[data-theme=dark] .bd-content img:not(.only-dark):not(.dark-light){background:#fff;border-radius:.25rem}html[data-theme=dark] .MathJax_SVG *{fill:var(--pst-color-text-base)}.pst-color-primary{color:var(--pst-color-primary)}.pst-color-secondary{color:var(--pst-color-secondary)}.pst-color-accent{color:var(--pst-color-accent)}.pst-color-info{color:var(--pst-color-info)}.pst-color-warning{color:var(--pst-color-warning)}.pst-color-success{color:var(--pst-color-success)}.pst-color-attention{color:var(--pst-color-attention)}.pst-color-danger{color:var(--pst-color-danger)}.pst-color-text-base{color:var(--pst-color-text-base)}.pst-color-text-muted{color:var(--pst-color-text-muted)}.pst-color-heading-color{color:var(--pst-color-heading-color)}.pst-color-shadow{color:var(--pst-color-shadow)}.pst-color-border{color:var(--pst-color-border)}.pst-color-border-muted{color:var(--pst-color-border-muted)}.pst-color-inline-code{color:var(--pst-color-inline-code)}.pst-color-inline-code-links{color:var(--pst-color-inline-code-links)}.pst-color-target{color:var(--pst-color-target)}.pst-color-background{color:var(--pst-color-background)}.pst-color-on-background{color:var(--pst-color-on-background)}.pst-color-surface{color:var(--pst-color-surface)}.pst-color-on-surface{color:var(--pst-color-on-surface)}html[data-theme=light]{--pst-color-primary: rgb(10, 125, 145);--pst-color-primary-text: #ffffff;--pst-color-primary-highlight: #053f49;--sd-color-primary: var(--pst-color-primary);--sd-color-primary-text: var(--pst-color-primary-text);--sd-color-primary-highlight: var(--pst-color-primary-highlight);--sd-color-primary-bg: #d0ecf1;--sd-color-primary-bg-text: #14181e;--pst-color-secondary: rgb(128, 69, 229);--pst-color-secondary-text: #ffffff;--pst-color-secondary-highlight: #591bc2;--sd-color-secondary: var(--pst-color-secondary);--sd-color-secondary-text: var(--pst-color-secondary-text);--sd-color-secondary-highlight: var(--pst-color-secondary-highlight);--sd-color-secondary-bg: #e0c7ff;--sd-color-secondary-bg-text: #14181e;--pst-color-success: #00843f;--pst-color-success-text: #ffffff;--pst-color-success-highlight: #00381a;--sd-color-success: var(--pst-color-success);--sd-color-success-text: var(--pst-color-success-text);--sd-color-success-highlight: var(--pst-color-success-highlight);--sd-color-success-bg: #d6ece1;--sd-color-success-bg-text: #14181e;--pst-color-info: #276be9;--pst-color-info-text: #ffffff;--pst-color-info-highlight: #124ab1;--sd-color-info: var(--pst-color-info);--sd-color-info-text: var(--pst-color-info-text);--sd-color-info-highlight: var(--pst-color-info-highlight);--sd-color-info-bg: #dce7fc;--sd-color-info-bg-text: #14181e;--pst-color-warning: #f66a0a;--pst-color-warning-text: #14181e;--pst-color-warning-highlight: #ad4a06;--sd-color-warning: var(--pst-color-warning);--sd-color-warning-text: var(--pst-color-warning-text);--sd-color-warning-highlight: var(--pst-color-warning-highlight);--sd-color-warning-bg: #f8e3d0;--sd-color-warning-bg-text: #14181e;--pst-color-danger: #d72d47;--pst-color-danger-text: #ffffff;--pst-color-danger-highlight: #9a1d30;--sd-color-danger: var(--pst-color-danger);--sd-color-danger-text: var(--pst-color-danger-text);--sd-color-danger-highlight: var(--pst-color-danger-highlight);--sd-color-danger-bg: #f9e1e4;--sd-color-danger-bg-text: #14181e;--pst-color-light: #f3f4f5;--pst-color-light-text: #14181e;--pst-color-light-highlight: #c9ced2;--sd-color-light: var(--pst-color-light);--sd-color-light-text: var(--pst-color-light-text);--sd-color-light-highlight: var(--pst-color-light-highlight);--sd-color-light-bg: #f7f7f8;--sd-color-light-bg-text: #14181e;--pst-color-muted: #29313d;--pst-color-muted-text: #ffffff;--pst-color-muted-highlight: #0a0c0f;--sd-color-muted: var(--pst-color-muted);--sd-color-muted-text: var(--pst-color-muted-text);--sd-color-muted-highlight: var(--pst-color-muted-highlight);--sd-color-muted-bg: #5a6c86;--sd-color-muted-bg-text: #ffffff;--pst-color-dark: #222832;--pst-color-dark-text: #ffffff;--pst-color-dark-highlight: #030404;--sd-color-dark: var(--pst-color-dark);--sd-color-dark-text: var(--pst-color-dark-text);--sd-color-dark-highlight: var(--pst-color-dark-highlight);--pst-color-black: #14181e;--pst-color-black-text: #ffffff;--pst-color-black-highlight: black;--sd-color-black: var(--pst-color-black);--sd-color-black-text: var(--pst-color-black-text);--sd-color-black-highlight: var(--pst-color-black-highlight);--pst-color-white: #ffffff;--pst-color-white-text: #14181e;--pst-color-white-highlight: #d9d9d9;--sd-color-white: var(--pst-color-white);--sd-color-white-text: var(--pst-color-white-text);--sd-color-white-highlight: var(--pst-color-white-highlight)}html[data-theme=dark]{--pst-color-primary: rgb(63, 177, 197);--pst-color-primary-text: #14181e;--pst-color-primary-highlight: #2b7e8d;--sd-color-primary: var(--pst-color-primary);--sd-color-primary-text: var(--pst-color-primary-text);--sd-color-primary-highlight: var(--pst-color-primary-highlight);--sd-color-primary-bg: #042c33;--sd-color-primary-bg-text: #ffffff;--pst-color-secondary: rgb(156, 95, 253);--pst-color-secondary-text: #14181e;--pst-color-secondary-highlight: #6d13fc;--sd-color-secondary: var(--pst-color-secondary);--sd-color-secondary-text: var(--pst-color-secondary-text);--sd-color-secondary-highlight: var(--pst-color-secondary-highlight);--sd-color-secondary-bg: #341a61;--sd-color-secondary-bg-text: #ffffff;--pst-color-success: #5fb488;--pst-color-success-text: #14181e;--pst-color-success-highlight: #3f8762;--sd-color-success: var(--pst-color-success);--sd-color-success-text: var(--pst-color-success-text);--sd-color-success-highlight: var(--pst-color-success-highlight);--sd-color-success-bg: #002f17;--sd-color-success-bg-text: #ffffff;--pst-color-info: #79a3f2;--pst-color-info-text: #14181e;--pst-color-info-highlight: #3373eb;--sd-color-info: var(--pst-color-info);--sd-color-info-text: var(--pst-color-info-text);--sd-color-info-highlight: var(--pst-color-info-highlight);--sd-color-info-bg: #06245d;--sd-color-info-bg-text: #ffffff;--pst-color-warning: #ff9245;--pst-color-warning-text: #14181e;--pst-color-warning-highlight: #f86600;--sd-color-warning: var(--pst-color-warning);--sd-color-warning-text: var(--pst-color-warning-text);--sd-color-warning-highlight: var(--pst-color-warning-highlight);--sd-color-warning-bg: #652a02;--sd-color-warning-bg-text: #ffffff;--pst-color-danger: #e78894;--pst-color-danger-text: #14181e;--pst-color-danger-highlight: #da485b;--sd-color-danger: var(--pst-color-danger);--sd-color-danger-text: var(--pst-color-danger-text);--sd-color-danger-highlight: var(--pst-color-danger-highlight);--sd-color-danger-bg: #4e111b;--sd-color-danger-bg-text: #ffffff;--pst-color-light: #f3f4f5;--pst-color-light-text: #14181e;--pst-color-light-highlight: #c9ced2;--sd-color-light: var(--pst-color-light);--sd-color-light-text: var(--pst-color-light-text);--sd-color-light-highlight: var(--pst-color-light-highlight);--sd-color-light-bg: #a3abb2;--sd-color-light-bg-text: #14181e;--pst-color-muted: #f3f4f5;--pst-color-muted-text: #14181e;--pst-color-muted-highlight: #c9ced2;--sd-color-muted: var(--pst-color-muted);--sd-color-muted-text: var(--pst-color-muted-text);--sd-color-muted-highlight: var(--pst-color-muted-highlight);--sd-color-muted-bg: #1d222b;--sd-color-muted-bg-text: #ffffff;--pst-color-dark: #222832;--pst-color-dark-text: #ffffff;--pst-color-dark-highlight: #030404;--sd-color-dark: var(--pst-color-dark);--sd-color-dark-text: var(--pst-color-dark-text);--sd-color-dark-highlight: var(--pst-color-dark-highlight);--pst-color-black: #14181e;--pst-color-black-text: #ffffff;--pst-color-black-highlight: black;--sd-color-black: var(--pst-color-black);--sd-color-black-text: var(--pst-color-black-text);--sd-color-black-highlight: var(--pst-color-black-highlight);--pst-color-white: #ffffff;--pst-color-white-text: #14181e;--pst-color-white-highlight: #d9d9d9;--sd-color-white: var(--pst-color-white);--sd-color-white-text: var(--pst-color-white-text);--sd-color-white-highlight: var(--pst-color-white-highlight)}html[data-theme=light]{--sd-color-card-border: var(--pst-color-border)}html[data-theme=dark]{--sd-color-card-border: var(--pst-color-border)}html[data-theme=light] .sd-shadow-xs,html[data-theme=light] .sd-shadow-sm,html[data-theme=light] .sd-shadow-md,html[data-theme=light] .sd-shadow-lg{box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow) !important}.bd-content .sd-card{border:1px solid var(--pst-color-border)}.bd-content .sd-card .sd-card-header{background-color:var(--pst-color-panel-background);border-bottom:1px solid var(--pst-color-border)}.bd-content .sd-card .sd-card-footer{background-color:var(--pst-color-panel-background);border-top:1px solid var(--pst-color-border)}.bd-content .sd-card .sd-card-body{background-color:var(--pst-color-panel-background)}.bd-content .sd-tab-set>input:checked+label{border-color:rgba(0,0,0,0) rgba(0,0,0,0) var(--pst-color-primary);color:var(--pst-color-primary)}.bd-content .sd-tab-set>input:not(:checked)+label:hover{border-color:var(--pst-color-secondary);color:var(--pst-color-secondary)}.bd-content .sd-tab-set>label{color:var(--pst-color-text-muted);border-top:.125rem solid rgba(0,0,0,0);padding-top:.5em}html .bd-content .sd-tab-set>label:hover{color:var(--pst-color-secondary);border-color:var(--pst-color-secondary)}details.sd-dropdown{border:0px !important;box-shadow:0 .2rem .5rem var(--pst-color-shadow),0 0 .0625rem var(--pst-color-shadow) !important}details.sd-dropdown summary.sd-card-header{border:0 !important}details.sd-dropdown summary.sd-card-header+div.sd-summary-content{border:0}details.sd-dropdown summary.sd-card-header{display:flex;align-items:center;position:relative;font-weight:600;padding-top:.5rem;padding-bottom:.5rem;--pst-sd-dropdown-color: var(--pst-gray-500);--pst-sd-dropdown-bg-color: var(--pst-color-surface);background-color:var(--pst-sd-dropdown-bg-color) !important;border-left:.2rem solid var(--pst-sd-dropdown-color) !important}details.sd-dropdown summary.sd-card-header+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-card-border)}details.sd-dropdown summary.sd-card-header.sd-bg-primary{--pst-sd-dropdown-color: var(--sd-color-primary);--pst-sd-dropdown-bg-color: var(--sd-color-primary-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-primary+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-primary);--pst-sd-dropdown-bg-color: var(--sd-color-primary-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-primary{color:var(--sd-color-primary-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-secondary{--pst-sd-dropdown-color: var(--sd-color-secondary);--pst-sd-dropdown-bg-color: var(--sd-color-secondary-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-secondary+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-secondary);--pst-sd-dropdown-bg-color: var(--sd-color-secondary-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-secondary{color:var(--sd-color-secondary-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-success{--pst-sd-dropdown-color: var(--sd-color-success);--pst-sd-dropdown-bg-color: var(--sd-color-success-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-success+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-success);--pst-sd-dropdown-bg-color: var(--sd-color-success-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-success{color:var(--sd-color-success-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-info{--pst-sd-dropdown-color: var(--sd-color-info);--pst-sd-dropdown-bg-color: var(--sd-color-info-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-info+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-info);--pst-sd-dropdown-bg-color: var(--sd-color-info-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-info{color:var(--sd-color-info-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-warning{--pst-sd-dropdown-color: var(--sd-color-warning);--pst-sd-dropdown-bg-color: var(--sd-color-warning-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-warning+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-warning);--pst-sd-dropdown-bg-color: var(--sd-color-warning-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-warning{color:var(--sd-color-warning-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-danger{--pst-sd-dropdown-color: var(--sd-color-danger);--pst-sd-dropdown-bg-color: var(--sd-color-danger-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-danger+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-danger);--pst-sd-dropdown-bg-color: var(--sd-color-danger-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-danger{color:var(--sd-color-danger-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-light{--pst-sd-dropdown-color: var(--sd-color-light);--pst-sd-dropdown-bg-color: var(--sd-color-light-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-light+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-light);--pst-sd-dropdown-bg-color: var(--sd-color-light-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-light{color:var(--sd-color-light-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-muted{--pst-sd-dropdown-color: var(--sd-color-muted);--pst-sd-dropdown-bg-color: var(--sd-color-muted-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-muted+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-muted);--pst-sd-dropdown-bg-color: var(--sd-color-muted-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-muted{color:var(--sd-color-muted-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-dark{--pst-sd-dropdown-color: var(--sd-color-dark);--pst-sd-dropdown-bg-color: var(--sd-color-dark-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-dark+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-dark);--pst-sd-dropdown-bg-color: var(--sd-color-dark-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-dark{color:var(--sd-color-dark-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-black{--pst-sd-dropdown-color: var(--sd-color-black);--pst-sd-dropdown-bg-color: var(--sd-color-black-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-black+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-black);--pst-sd-dropdown-bg-color: var(--sd-color-black-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-black{color:var(--sd-color-black-bg-text) !important}details.sd-dropdown summary.sd-card-header.sd-bg-white{--pst-sd-dropdown-color: var(--sd-color-white);--pst-sd-dropdown-bg-color: var(--sd-color-white-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-white+div.sd-summary-content{--pst-sd-dropdown-color: var(--sd-color-white);--pst-sd-dropdown-bg-color: var(--sd-color-white-bg)}details.sd-dropdown summary.sd-card-header.sd-bg-text-white{color:var(--sd-color-white-bg-text) !important}details.sd-dropdown summary.sd-card-header:before{content:\"\";width:100%;height:100%;position:absolute;left:0;top:0;z-index:-1;pointer-events:none}details.sd-dropdown summary.sd-card-header+div.sd-summary-content{border-left:.2rem solid var(--pst-sd-dropdown-color) !important;border-bottom-left-radius:calc(.25rem - 1px);background-color:var(--pst-color-on-background)}details.sd-dropdown summary.sd-card-header span.sd-summary-icon{display:inline-flex;align-items:center;color:var(--pst-sd-dropdown-color) !important}details.sd-dropdown summary.sd-card-header span.sd-summary-icon svg{opacity:1}details.sd-dropdown summary.sd-card-header .sd-summary-up,details.sd-dropdown summary.sd-card-header .sd-summary-down{top:.7rem}.bd-content .admonition button.toggle-button{color:inherit}.bd-content details.toggle-details summary{border-left:3px solid var(--pst-color-primary)}html div.rendered_html html .jp-RenderedHTMLCommon table{table-layout:auto}html[data-theme=dark] .bd-content .nboutput .output_area.rendered_html{color:var(--pst-color-on-background);background-color:var(--pst-color-text-base);border-radius:.25rem;padding:.5rem}html[data-theme=dark] .bd-content .nboutput .output_area.stderr{background:var(--pst-color-danger)}div.nblast.container{margin-bottom:1rem}div.cell_output .output{max-width:100%;overflow-x:auto}html[data-theme=dark] .bd-content div.cell_output img,html[data-theme=dark] .bd-content div.cell_output .text_html{color:var(--pst-color-on-background);background-color:var(--pst-color-text-base);border-radius:.25rem;padding:.5rem}.bd-content div.cell_input{display:flex;flex-direction:column;justify-content:stretch}.bd-content div.cell_input,.bd-content div.output{border-radius:.25rem}.bd-content div.output table{table-layout:auto}html[data-theme=dark] .bd-content img.leaflet-tile.leaflet-tile-loaded{border-radius:0;padding:0}.bd-search-container div#search-results>h2{font-size:var(--pst-font-size-icon);margin-top:0}.bd-search-container div#search-results p.search-summary{color:var(--pst-color-text-muted)}.bd-search-container ul.search{margin:0;list-style:none}.bd-search-container ul.search li{background-image:none;padding:1rem 0;margin:1rem 0;border-top:1px solid var(--pst-color-text-muted)}.bd-search-container ul.search li>a{font-size:1.2em}.bd-search-container ul.search li div.context,.bd-search-container ul.search li p.context{color:var(--pst-color-text-base);margin:.5em 0 0 0}.bd-search-container ul.search li div.context a:before,.bd-search-container ul.search li p.context a:before{content:\"#\";padding-right:.2em;color:var(--pst-color-text-muted)}","html {\n  /*****************************************************************************\n  * Overall Layout Variables\n  */\n\n  // Header height will impact the top offset for many sections\n  // Article header is 66% of Header\n  --pst-header-height: 4rem;\n  --pst-header-article-height: calc(var(--pst-header-height) * 2 / 3);\n  --pst-sidebar-secondary: 17rem;\n}\n\n/*******************************************************************************\n* Breakpoints that trigger UI changes\n*\n* Note that media-breakpoint-down begins at the next highest level!\n* So we should choose a media-breakpoint-down one *lower* than when we want to start\n* example: media-breakpoint-up(md) and media-breakpoint-down(sm) trigger at the same time\n* ref: https://github.com/twbs/bootstrap/issues/31214\n*/\n$breakpoint-sidebar-primary: lg; // When we collapse the primary sidebar\n$breakpoint-sidebar-secondary: xl; // When we collapse the secondary sidebar\n$breakpoint-page-width: 88rem; // taken from sphinx-basic-ng, which we are ultimately going to inherit\n\n/*******************************************************************************\n* Define the animation behaviour\n*/\n$animation-time: 200ms;\n\n/*******************************************************************************\n* UI shaping and padding\n*/\n$admonition-border-radius: 0.25rem;\n","html {\n  /*****************************************************************************\n  * Font features used in this theme\n  */\n\n  // base font size - applied at body/html level\n  --pst-font-size-base: 1rem;\n\n  // heading font sizes based on bootstrap sizing\n  --pst-font-size-h1: 2.5rem;\n  --pst-font-size-h2: 2rem;\n  --pst-font-size-h3: 1.75rem;\n  --pst-font-size-h4: 1.5rem;\n  --pst-font-size-h5: 1.25rem;\n  --pst-font-size-h6: 1.1rem;\n\n  // smaller than heading font sizes\n  --pst-font-size-milli: 0.9rem;\n\n  // Sidebar styles\n  --pst-sidebar-font-size: 0.9rem;\n  --pst-sidebar-font-size-mobile: 1.1rem;\n  --pst-sidebar-header-font-size: 1.2rem;\n  --pst-sidebar-header-font-weight: 600;\n\n  // Admonition styles\n  --pst-admonition-font-weight-heading: 600;\n\n  // Font weights\n  --pst-font-weight-caption: 300;\n  --pst-font-weight-heading: 400;\n\n  // Font family\n  // These are adapted from https://systemfontstack.com/ */\n  --pst-font-family-base-system: -apple-system, BlinkMacSystemFont, Segoe UI,\n    \"Helvetica Neue\", Arial, sans-serif, Apple Color Emoji, Segoe UI Emoji,\n    Segoe UI Symbol;\n  --pst-font-family-monospace-system: \"SFMono-Regular\", Menlo, Consolas, Monaco,\n    Liberation Mono, Lucida Console, monospace;\n\n  --pst-font-family-base: var(--pst-font-family-base-system);\n  --pst-font-family-heading: var(--pst-font-family-base-system);\n  --pst-font-family-monospace: var(--pst-font-family-monospace-system);\n}\n","html {\n  /*****************************************************************************\n  * Icon\n  */\n\n  // Font size across all icons\n  --pst-font-size-icon: 1.5rem;\n\n  // Font Awesome default icons\n  --pst-icon-check-circle: \"\\f058\"; // fa-solid fa-circle-check\n  --pst-icon-info-circle: \"\\f05a\"; // fa-solid fa-circle-info\n  --pst-icon-exclamation-triangle: \"\\f071\"; // fa-solid fa-triangle-exclamation\n  --pst-icon-exclamation-circle: \"\\f06a\"; // fa-solid fa-circle-exclamation\n  --pst-icon-times-circle: \"\\f057\"; // fa-solid fa-circle-xmark\n  --pst-icon-lightbulb: \"\\f0eb\"; // fa-solid fa-lightbulb\n  --pst-icon-download: \"\\f019\"; // fa-solid fa-download\n  --pst-icon-angle-left: \"\\f104\"; // fa-solid fa-angle-left\n  --pst-icon-angle-right: \"\\f105\"; // fa-solid fa-angle-right\n  --pst-icon-external-link: \"\\f35d\"; // fa-solid fa-up-right-from-square\n  --pst-icon-search-minus: \"\\f010\"; // fa-solid fa-magnifying-glass-minus\n  --pst-icon-github: \"\\f09b\"; // fa-brands fa-github\n  --pst-icon-gitlab: \"\\f296\"; // fa-brands fa-gitlab\n  --pst-icon-share: \"\\f064\"; // fa-solid fa-share\n  --pst-icon-bell: \"\\f0f3\"; // fa-solid fa-bell\n  --pst-icon-pencil: \"\\f303\"; // fa-solid fa-pencil\n\n  // Bootstrap icons\n  --pst-breadcrumb-divider: \"\\f105\";\n}\n","html {\n  /*****************************************************************************\n  * Admonitions\n  **/\n\n  --pst-icon-admonition-default: var(--pst-icon-bell);\n  --pst-icon-admonition-note: var(--pst-icon-info-circle);\n  --pst-icon-admonition-attention: var(--pst-icon-exclamation-circle);\n  --pst-icon-admonition-caution: var(--pst-icon-exclamation-triangle);\n  --pst-icon-admonition-warning: var(--pst-icon-exclamation-triangle);\n  --pst-icon-admonition-danger: var(--pst-icon-exclamation-triangle);\n  --pst-icon-admonition-error: var(--pst-icon-times-circle);\n  --pst-icon-admonition-hint: var(--pst-icon-lightbulb);\n  --pst-icon-admonition-tip: var(--pst-icon-lightbulb);\n  --pst-icon-admonition-important: var(--pst-icon-exclamation-circle);\n  --pst-icon-admonition-seealso: var(--pst-icon-share);\n  --pst-icon-admonition-todo: var(--pst-icon-pencil);\n}\n","html {\n  /*****************************************************************************\n  * versionmodified\n  **/\n\n  --pst-icon-versionmodified-default: var(--pst-icon-exclamation-circle);\n  --pst-icon-versionmodified-added: var(--pst-icon-exclamation-circle);\n  --pst-icon-versionmodified-changed: var(--pst-icon-exclamation-circle);\n  --pst-icon-versionmodified-deprecated: var(--pst-icon-exclamation-circle);\n}\n","html {\n  font-size: var(--pst-font-size-base);\n  scroll-padding-top: calc(var(--pst-header-height) + 1rem);\n}\n\nbody {\n  background-color: var(--pst-color-background);\n  font-family: var(--pst-font-family-base);\n  font-weight: 400;\n  line-height: 1.65;\n  color: var(--pst-color-text-base);\n  min-height: 100vh;\n  display: flex;\n  flex-direction: column;\n\n  // hack to avoid the black background on some browser including Safari\n  &::-webkit-scrollbar-track {\n    background: var(--pst-color-background);\n  }\n}\n\np {\n  margin-bottom: 1.15rem;\n  font-size: 1em;\n  color: var(--pst-color-text-base);\n\n  /* section header in docstring pages */\n  &.rubric {\n    border-bottom: 1px solid var(--pst-color-border);\n  }\n\n  &.centered {\n    text-align: center;\n  }\n}\n\na {\n  @include link-style-default;\n\n  // The # anchor that appears on hover over headings\n  &.headerlink {\n    color: var(--pst-color-secondary);\n    opacity: 0.7;\n    font-size: 0.8em;\n    padding: 0 4px 0 4px;\n    margin-left: 0.2em;\n    text-decoration: none;\n    transition: all 0.2s ease-out;\n    user-select: none;\n\n    &:hover {\n      opacity: 1;\n    }\n  }\n\n  // set up a icon next to the shorten links from github and gitlab\n  &.github,\n  &.gitlab {\n    &::before {\n      color: var(--pst-color-text-muted);\n      font: var(--fa-font-brands);\n      margin-right: 0.25rem;\n    }\n  }\n\n  &.github::before {\n    content: var(--pst-icon-github);\n  }\n\n  &.gitlab::before {\n    content: var(--pst-icon-gitlab);\n  }\n}\n\n.heading-style {\n  margin: 2.75rem 0 1.05rem;\n  font-family: var(--pst-font-family-heading);\n  font-weight: var(--pst-font-weight-heading);\n  line-height: 1.15;\n}\n\nh1 {\n  @extend .heading-style;\n  margin-top: 0;\n  font-size: var(--pst-font-size-h1);\n  color: var(--pst-heading-color);\n}\n\nh2 {\n  @extend .heading-style;\n  font-size: var(--pst-font-size-h2);\n  color: var(--pst-heading-color);\n}\n\nh3 {\n  @extend .heading-style;\n  font-size: var(--pst-font-size-h3);\n  color: var(--pst-heading-color);\n}\n\nh4 {\n  @extend .heading-style;\n  font-size: var(--pst-font-size-h4);\n  color: var(--pst-heading-color);\n}\n\nh5 {\n  @extend .heading-style;\n  font-size: var(--pst-font-size-h5);\n  color: var(--pst-color-text-base);\n}\n\nh6 {\n  @extend .heading-style;\n  font-size: var(--pst-font-size-h6);\n  color: var(--pst-color-text-base);\n}\n\nsmall,\n.text_small {\n  font-size: var(--pst-font-size-milli);\n}\n\nhr {\n  border: 0;\n  border-top: 1px solid var(--pst-color-border);\n}\n\npre,\ncode,\nkbd,\nsamp {\n  font-family: var(--pst-font-family-monospace);\n}\n\nkbd {\n  // use theme negative\n  background-color: var(--pst-color-on-background);\n  color: var(--pst-color-text-muted);\n\n  // Compound keyboard elements will have nested kbd in them, so this prevents double lines\n  &:not(.compound) {\n    border: 1px solid var(--pst-color-border);\n    margin: 0 0.1rem;\n    padding: 0.1rem 0.4rem;\n    box-shadow: 1px 1px 1px var(--pst-color-shadow);\n  }\n}\n\ncode {\n  color: var(--pst-color-inline-code);\n}\n\npre {\n  margin: 1.5em 0 1.5em 0;\n  padding: 1rem;\n  background-color: var(--pst-color-surface);\n  color: var(--pst-color-text-base);\n  line-height: 1.2em;\n  border: 1px solid var(--pst-color-border);\n  border-radius: $admonition-border-radius;\n\n  .linenos {\n    // minimum opacity to make the line numbers WCAG AA conformant\n    opacity: 0.8;\n    padding-right: 10px;\n  }\n}\n\n// the back to top btn\n#pst-back-to-top {\n  z-index: $zindex-tooltip;\n  position: fixed;\n  display: none;\n  top: 80vh;\n  left: 50vw;\n  transform: translate(-50%);\n  color: var(--pst-color-secondary-text);\n  background-color: var(--pst-color-secondary);\n  border: none;\n}\n","/**\n * Consistent styling for links\n **/\n\n// Define some useful variables for links styling consistency\n//\n//  Thickness of the underline for links\n// the default will be either:\n//  - 1px\n// - 0.0625rem if it's thicker than 1px because the user has changed the text\n//   size in their browser\n$link-underline-thickness: unquote(\"max(1px, .0625rem)\") !default;\n// Offset of link underlines from text baseline\n// The default is 3px expressed as ems, as calculated against the default body\n// font size (on desktop).\n$link-underline-offset: 0.1578em !default;\n// Thickness of link underlines in hover state\n// The default for each link will be the thickest of the following:\n//  - 3px\n//  - 0.1875rem, if it's thicker than 3px because the user has changed the text\n//    size in their browser\n//  - 0.12em (relative to the link's text size)\n$link-hover-decoration-thickness: unquote(\"max(3px, .1875rem, .12em)\") !default;\n\n//  Ensures links have an underline decoration by default - needed to meet\n// WCAG SC 1.4.1\n@mixin link-decoration {\n  text-decoration: underline;\n\n  @if $link-underline-thickness {\n    text-decoration-thickness: $link-underline-thickness;\n  }\n\n  @if $link-underline-offset {\n    text-underline-offset: $link-underline-offset;\n  }\n}\n\n// Ensures links have an underline decoration on hover - distinct from the\n// default behaviour\n@mixin link-decoration-hover {\n  @if $link-hover-decoration-thickness {\n    text-decoration-thickness: $link-hover-decoration-thickness;\n    // Disable ink skipping on underlines on hover. Browsers haven't\n    // standardised on this part of the spec yet, so set both properties\n    text-decoration-skip-ink: none; // Chromium, Firefox\n    text-decoration-skip: none; // Safari\n  }\n}\n\n// Simple hover style - can be used alone or in conjunction with other mixins\n// Add the text underline and change in thickness on hover\n@mixin link-style-hover {\n  &:hover {\n    @include link-decoration;\n    @include link-decoration-hover;\n    color: var(--pst-color-link-hover);\n  }\n}\n\n// Default link styles\n//\n// Defines: default unvisited, visited, hover, and active.\n// TODO: @trallard to improve focus styles in subsequent PR\n@mixin link-style-default {\n  // So that really long links don't spill out of their container\n  word-wrap: break-word;\n\n  color: var(--pst-color-link);\n  @include link-decoration;\n\n  &:hover {\n    color: var(--pst-color-link-hover);\n    @include link-decoration-hover;\n  }\n\n  // TODO: @trallard to add active styles in subsequent PR\n  &:active {\n    color: var(--pst-color-link);\n  }\n\n  // Visited should still be hoverable\n  &:visited {\n    color: var(--pst-color-link);\n    &:hover {\n      color: var(--pst-color-link-hover);\n    }\n  }\n  @include focus-indicator;\n}\n\n// Text link styles\n//\n// Makes links use the muted text colour and removes the underline.\n// Use this mixin for navigation bar links.\n@mixin link-style-text {\n  color: var(--pst-color-text-muted);\n  text-decoration: none;\n\n  &:hover {\n    color: var(--pst-color-link-hover);\n    @include link-decoration;\n    @include link-decoration-hover;\n  }\n  @include focus-indicator;\n}\n\n// Sidebar and TOC links\n//\n// Makes links use the muted text colour and removes the underline.\n// Use this mixin for navigation the primary sidebar and table of contents.\n// Active and hover should work together rather than one overriding the other.\n@mixin link-sidebar {\n  color: var(--pst-color-text-muted);\n  text-decoration: none;\n\n  &:hover {\n    text-decoration: underline;\n    background-color: transparent;\n    color: var(--pst-color-link-hover);\n    @include link-decoration-hover;\n  }\n\n  // TODO: @trallard to update active styles in subsequent PR\n  &:active {\n    color: var(--pst-color-link-hover);\n  }\n}\n\n// Sidebar current page link styles\n//\n// Adds a vertical line on the left hand side of the link to indicate that\n// it's the current page. Note this is distinct from an active state.\n// Used on the primary sidebar and the TOC.\n// We want the side box shadow to have the same thickness as the hover underline\n@mixin link-sidebar-current {\n  font-weight: 600;\n  color: var(--pst-color-primary);\n  @if $link-hover-decoration-thickness {\n    box-shadow: inset\n      $link-hover-decoration-thickness\n      0px\n      0px\n      var(--pst-color-primary);\n  }\n}\n\n// Navigation bar current page link styles\n//\n// Adds a bottom underline, this leaves enough space for the hover state without\n// cluttering the navbar.\n// We want the side box shadow to have the same thickness as the hover underline\n@mixin link-navbar-current {\n  font-weight: 600;\n  color: var(--pst-color-primary);\n  @if $link-hover-decoration-thickness {\n    border-bottom: $link-hover-decoration-thickness\n      solid\n      var(--pst-color-primary);\n  }\n}\n\n// Navigation bar icon links hover styles\n//\n// Adds a bottom box-shadow - since there is no text we cannot use text-decoration\n// We want the side box shadow to have the same thickness as the hover underline\n@mixin icon-navbar-hover {\n  &:hover {\n    color: var(--pst-color-link-hover);\n    @if $link-hover-decoration-thickness {\n      box-shadow: 0px\n        $link-hover-decoration-thickness\n        0px\n        var(--pst-color-link-hover);\n    }\n  }\n}\n\n// Focus indicator\n@mixin focus-indicator {\n  &:focus-visible {\n    outline: 2px solid var(--pst-color-accent);\n  }\n}\n","// Variables\n//\n// Variables should follow the `$component-state-property-size` formula for\n// consistent naming. Ex: $nav-link-disabled-color and $modal-content-box-shadow-xs.\n\n// Color system\n\n// scss-docs-start gray-color-variables\n$white:    #fff !default;\n$gray-100: #f8f9fa !default;\n$gray-200: #e9ecef !default;\n$gray-300: #dee2e6 !default;\n$gray-400: #ced4da !default;\n$gray-500: #adb5bd !default;\n$gray-600: #6c757d !default;\n$gray-700: #495057 !default;\n$gray-800: #343a40 !default;\n$gray-900: #212529 !default;\n$black:    #000 !default;\n// scss-docs-end gray-color-variables\n\n// fusv-disable\n// scss-docs-start gray-colors-map\n$grays: (\n  \"100\": $gray-100,\n  \"200\": $gray-200,\n  \"300\": $gray-300,\n  \"400\": $gray-400,\n  \"500\": $gray-500,\n  \"600\": $gray-600,\n  \"700\": $gray-700,\n  \"800\": $gray-800,\n  \"900\": $gray-900\n) !default;\n// scss-docs-end gray-colors-map\n// fusv-enable\n\n// scss-docs-start color-variables\n$blue:    #0d6efd !default;\n$indigo:  #6610f2 !default;\n$purple:  #6f42c1 !default;\n$pink:    #d63384 !default;\n$red:     #dc3545 !default;\n$orange:  #fd7e14 !default;\n$yellow:  #ffc107 !default;\n$green:   #198754 !default;\n$teal:    #20c997 !default;\n$cyan:    #0dcaf0 !default;\n// scss-docs-end color-variables\n\n// scss-docs-start colors-map\n$colors: (\n  \"blue\":       $blue,\n  \"indigo\":     $indigo,\n  \"purple\":     $purple,\n  \"pink\":       $pink,\n  \"red\":        $red,\n  \"orange\":     $orange,\n  \"yellow\":     $yellow,\n  \"green\":      $green,\n  \"teal\":       $teal,\n  \"cyan\":       $cyan,\n  \"black\":      $black,\n  \"white\":      $white,\n  \"gray\":       $gray-600,\n  \"gray-dark\":  $gray-800\n) !default;\n// scss-docs-end colors-map\n\n// The contrast ratio to reach against white, to determine if color changes from \"light\" to \"dark\". Acceptable values for WCAG 2.0 are 3, 4.5 and 7.\n// See https://www.w3.org/TR/WCAG20/#visual-audio-contrast-contrast\n$min-contrast-ratio:   4.5 !default;\n\n// Customize the light and dark text colors for use in our color contrast function.\n$color-contrast-dark:      $black !default;\n$color-contrast-light:     $white !default;\n\n// fusv-disable\n$blue-100: tint-color($blue, 80%) !default;\n$blue-200: tint-color($blue, 60%) !default;\n$blue-300: tint-color($blue, 40%) !default;\n$blue-400: tint-color($blue, 20%) !default;\n$blue-500: $blue !default;\n$blue-600: shade-color($blue, 20%) !default;\n$blue-700: shade-color($blue, 40%) !default;\n$blue-800: shade-color($blue, 60%) !default;\n$blue-900: shade-color($blue, 80%) !default;\n\n$indigo-100: tint-color($indigo, 80%) !default;\n$indigo-200: tint-color($indigo, 60%) !default;\n$indigo-300: tint-color($indigo, 40%) !default;\n$indigo-400: tint-color($indigo, 20%) !default;\n$indigo-500: $indigo !default;\n$indigo-600: shade-color($indigo, 20%) !default;\n$indigo-700: shade-color($indigo, 40%) !default;\n$indigo-800: shade-color($indigo, 60%) !default;\n$indigo-900: shade-color($indigo, 80%) !default;\n\n$purple-100: tint-color($purple, 80%) !default;\n$purple-200: tint-color($purple, 60%) !default;\n$purple-300: tint-color($purple, 40%) !default;\n$purple-400: tint-color($purple, 20%) !default;\n$purple-500: $purple !default;\n$purple-600: shade-color($purple, 20%) !default;\n$purple-700: shade-color($purple, 40%) !default;\n$purple-800: shade-color($purple, 60%) !default;\n$purple-900: shade-color($purple, 80%) !default;\n\n$pink-100: tint-color($pink, 80%) !default;\n$pink-200: tint-color($pink, 60%) !default;\n$pink-300: tint-color($pink, 40%) !default;\n$pink-400: tint-color($pink, 20%) !default;\n$pink-500: $pink !default;\n$pink-600: shade-color($pink, 20%) !default;\n$pink-700: shade-color($pink, 40%) !default;\n$pink-800: shade-color($pink, 60%) !default;\n$pink-900: shade-color($pink, 80%) !default;\n\n$red-100: tint-color($red, 80%) !default;\n$red-200: tint-color($red, 60%) !default;\n$red-300: tint-color($red, 40%) !default;\n$red-400: tint-color($red, 20%) !default;\n$red-500: $red !default;\n$red-600: shade-color($red, 20%) !default;\n$red-700: shade-color($red, 40%) !default;\n$red-800: shade-color($red, 60%) !default;\n$red-900: shade-color($red, 80%) !default;\n\n$orange-100: tint-color($orange, 80%) !default;\n$orange-200: tint-color($orange, 60%) !default;\n$orange-300: tint-color($orange, 40%) !default;\n$orange-400: tint-color($orange, 20%) !default;\n$orange-500: $orange !default;\n$orange-600: shade-color($orange, 20%) !default;\n$orange-700: shade-color($orange, 40%) !default;\n$orange-800: shade-color($orange, 60%) !default;\n$orange-900: shade-color($orange, 80%) !default;\n\n$yellow-100: tint-color($yellow, 80%) !default;\n$yellow-200: tint-color($yellow, 60%) !default;\n$yellow-300: tint-color($yellow, 40%) !default;\n$yellow-400: tint-color($yellow, 20%) !default;\n$yellow-500: $yellow !default;\n$yellow-600: shade-color($yellow, 20%) !default;\n$yellow-700: shade-color($yellow, 40%) !default;\n$yellow-800: shade-color($yellow, 60%) !default;\n$yellow-900: shade-color($yellow, 80%) !default;\n\n$green-100: tint-color($green, 80%) !default;\n$green-200: tint-color($green, 60%) !default;\n$green-300: tint-color($green, 40%) !default;\n$green-400: tint-color($green, 20%) !default;\n$green-500: $green !default;\n$green-600: shade-color($green, 20%) !default;\n$green-700: shade-color($green, 40%) !default;\n$green-800: shade-color($green, 60%) !default;\n$green-900: shade-color($green, 80%) !default;\n\n$teal-100: tint-color($teal, 80%) !default;\n$teal-200: tint-color($teal, 60%) !default;\n$teal-300: tint-color($teal, 40%) !default;\n$teal-400: tint-color($teal, 20%) !default;\n$teal-500: $teal !default;\n$teal-600: shade-color($teal, 20%) !default;\n$teal-700: shade-color($teal, 40%) !default;\n$teal-800: shade-color($teal, 60%) !default;\n$teal-900: shade-color($teal, 80%) !default;\n\n$cyan-100: tint-color($cyan, 80%) !default;\n$cyan-200: tint-color($cyan, 60%) !default;\n$cyan-300: tint-color($cyan, 40%) !default;\n$cyan-400: tint-color($cyan, 20%) !default;\n$cyan-500: $cyan !default;\n$cyan-600: shade-color($cyan, 20%) !default;\n$cyan-700: shade-color($cyan, 40%) !default;\n$cyan-800: shade-color($cyan, 60%) !default;\n$cyan-900: shade-color($cyan, 80%) !default;\n\n$blues: (\n  \"blue-100\": $blue-100,\n  \"blue-200\": $blue-200,\n  \"blue-300\": $blue-300,\n  \"blue-400\": $blue-400,\n  \"blue-500\": $blue-500,\n  \"blue-600\": $blue-600,\n  \"blue-700\": $blue-700,\n  \"blue-800\": $blue-800,\n  \"blue-900\": $blue-900\n) !default;\n\n$indigos: (\n  \"indigo-100\": $indigo-100,\n  \"indigo-200\": $indigo-200,\n  \"indigo-300\": $indigo-300,\n  \"indigo-400\": $indigo-400,\n  \"indigo-500\": $indigo-500,\n  \"indigo-600\": $indigo-600,\n  \"indigo-700\": $indigo-700,\n  \"indigo-800\": $indigo-800,\n  \"indigo-900\": $indigo-900\n) !default;\n\n$purples: (\n  \"purple-100\": $purple-100,\n  \"purple-200\": $purple-200,\n  \"purple-300\": $purple-300,\n  \"purple-400\": $purple-400,\n  \"purple-500\": $purple-500,\n  \"purple-600\": $purple-600,\n  \"purple-700\": $purple-700,\n  \"purple-800\": $purple-800,\n  \"purple-900\": $purple-900\n) !default;\n\n$pinks: (\n  \"pink-100\": $pink-100,\n  \"pink-200\": $pink-200,\n  \"pink-300\": $pink-300,\n  \"pink-400\": $pink-400,\n  \"pink-500\": $pink-500,\n  \"pink-600\": $pink-600,\n  \"pink-700\": $pink-700,\n  \"pink-800\": $pink-800,\n  \"pink-900\": $pink-900\n) !default;\n\n$reds: (\n  \"red-100\": $red-100,\n  \"red-200\": $red-200,\n  \"red-300\": $red-300,\n  \"red-400\": $red-400,\n  \"red-500\": $red-500,\n  \"red-600\": $red-600,\n  \"red-700\": $red-700,\n  \"red-800\": $red-800,\n  \"red-900\": $red-900\n) !default;\n\n$oranges: (\n  \"orange-100\": $orange-100,\n  \"orange-200\": $orange-200,\n  \"orange-300\": $orange-300,\n  \"orange-400\": $orange-400,\n  \"orange-500\": $orange-500,\n  \"orange-600\": $orange-600,\n  \"orange-700\": $orange-700,\n  \"orange-800\": $orange-800,\n  \"orange-900\": $orange-900\n) !default;\n\n$yellows: (\n  \"yellow-100\": $yellow-100,\n  \"yellow-200\": $yellow-200,\n  \"yellow-300\": $yellow-300,\n  \"yellow-400\": $yellow-400,\n  \"yellow-500\": $yellow-500,\n  \"yellow-600\": $yellow-600,\n  \"yellow-700\": $yellow-700,\n  \"yellow-800\": $yellow-800,\n  \"yellow-900\": $yellow-900\n) !default;\n\n$greens: (\n  \"green-100\": $green-100,\n  \"green-200\": $green-200,\n  \"green-300\": $green-300,\n  \"green-400\": $green-400,\n  \"green-500\": $green-500,\n  \"green-600\": $green-600,\n  \"green-700\": $green-700,\n  \"green-800\": $green-800,\n  \"green-900\": $green-900\n) !default;\n\n$teals: (\n  \"teal-100\": $teal-100,\n  \"teal-200\": $teal-200,\n  \"teal-300\": $teal-300,\n  \"teal-400\": $teal-400,\n  \"teal-500\": $teal-500,\n  \"teal-600\": $teal-600,\n  \"teal-700\": $teal-700,\n  \"teal-800\": $teal-800,\n  \"teal-900\": $teal-900\n) !default;\n\n$cyans: (\n  \"cyan-100\": $cyan-100,\n  \"cyan-200\": $cyan-200,\n  \"cyan-300\": $cyan-300,\n  \"cyan-400\": $cyan-400,\n  \"cyan-500\": $cyan-500,\n  \"cyan-600\": $cyan-600,\n  \"cyan-700\": $cyan-700,\n  \"cyan-800\": $cyan-800,\n  \"cyan-900\": $cyan-900\n) !default;\n// fusv-enable\n\n// scss-docs-start theme-color-variables\n$primary:       $blue !default;\n$secondary:     $gray-600 !default;\n$success:       $green !default;\n$info:          $cyan !default;\n$warning:       $yellow !default;\n$danger:        $red !default;\n$light:         $gray-100 !default;\n$dark:          $gray-900 !default;\n// scss-docs-end theme-color-variables\n\n// scss-docs-start theme-colors-map\n$theme-colors: (\n  \"primary\":    $primary,\n  \"secondary\":  $secondary,\n  \"success\":    $success,\n  \"info\":       $info,\n  \"warning\":    $warning,\n  \"danger\":     $danger,\n  \"light\":      $light,\n  \"dark\":       $dark\n) !default;\n// scss-docs-end theme-colors-map\n\n// scss-docs-start theme-text-variables\n$primary-text-emphasis:   shade-color($primary, 60%) !default;\n$secondary-text-emphasis: shade-color($secondary, 60%) !default;\n$success-text-emphasis:   shade-color($success, 60%) !default;\n$info-text-emphasis:      shade-color($info, 60%) !default;\n$warning-text-emphasis:   shade-color($warning, 60%) !default;\n$danger-text-emphasis:    shade-color($danger, 60%) !default;\n$light-text-emphasis:     $gray-700 !default;\n$dark-text-emphasis:      $gray-700 !default;\n// scss-docs-end theme-text-variables\n\n// scss-docs-start theme-bg-subtle-variables\n$primary-bg-subtle:       tint-color($primary, 80%) !default;\n$secondary-bg-subtle:     tint-color($secondary, 80%) !default;\n$success-bg-subtle:       tint-color($success, 80%) !default;\n$info-bg-subtle:          tint-color($info, 80%) !default;\n$warning-bg-subtle:       tint-color($warning, 80%) !default;\n$danger-bg-subtle:        tint-color($danger, 80%) !default;\n$light-bg-subtle:         mix($gray-100, $white) !default;\n$dark-bg-subtle:          $gray-400 !default;\n// scss-docs-end theme-bg-subtle-variables\n\n// scss-docs-start theme-border-subtle-variables\n$primary-border-subtle:   tint-color($primary, 60%) !default;\n$secondary-border-subtle: tint-color($secondary, 60%) !default;\n$success-border-subtle:   tint-color($success, 60%) !default;\n$info-border-subtle:      tint-color($info, 60%) !default;\n$warning-border-subtle:   tint-color($warning, 60%) !default;\n$danger-border-subtle:    tint-color($danger, 60%) !default;\n$light-border-subtle:     $gray-200 !default;\n$dark-border-subtle:      $gray-500 !default;\n// scss-docs-end theme-border-subtle-variables\n\n// Characters which are escaped by the escape-svg function\n$escaped-characters: (\n  (\"<\", \"%3c\"),\n  (\">\", \"%3e\"),\n  (\"#\", \"%23\"),\n  (\"(\", \"%28\"),\n  (\")\", \"%29\"),\n) !default;\n\n// Options\n//\n// Quickly modify global styling by enabling or disabling optional features.\n\n$enable-caret:                true !default;\n$enable-rounded:              true !default;\n$enable-shadows:              false !default;\n$enable-gradients:            false !default;\n$enable-transitions:          true !default;\n$enable-reduced-motion:       true !default;\n$enable-smooth-scroll:        true !default;\n$enable-grid-classes:         true !default;\n$enable-container-classes:    true !default;\n$enable-cssgrid:              false !default;\n$enable-button-pointers:      true !default;\n$enable-rfs:                  true !default;\n$enable-validation-icons:     true !default;\n$enable-negative-margins:     false !default;\n$enable-deprecation-messages: true !default;\n$enable-important-utilities:  true !default;\n\n$enable-dark-mode:            true !default;\n$color-mode-type:             data !default; // `data` or `media-query`\n\n// Prefix for :root CSS variables\n\n$variable-prefix:             bs- !default; // Deprecated in v5.2.0 for the shorter `$prefix`\n$prefix:                      $variable-prefix !default;\n\n// Gradient\n//\n// The gradient which is added to components if `$enable-gradients` is `true`\n// This gradient is also added to elements with `.bg-gradient`\n// scss-docs-start variable-gradient\n$gradient: linear-gradient(180deg, rgba($white, .15), rgba($white, 0)) !default;\n// scss-docs-end variable-gradient\n\n// Spacing\n//\n// Control the default styling of most Bootstrap elements by modifying these\n// variables. Mostly focused on spacing.\n// You can add more entries to the $spacers map, should you need more variation.\n\n// scss-docs-start spacer-variables-maps\n$spacer: 1rem !default;\n$spacers: (\n  0: 0,\n  1: $spacer * .25,\n  2: $spacer * .5,\n  3: $spacer,\n  4: $spacer * 1.5,\n  5: $spacer * 3,\n) !default;\n// scss-docs-end spacer-variables-maps\n\n// Position\n//\n// Define the edge positioning anchors of the position utilities.\n\n// scss-docs-start position-map\n$position-values: (\n  0: 0,\n  50: 50%,\n  100: 100%\n) !default;\n// scss-docs-end position-map\n\n// Body\n//\n// Settings for the `<body>` element.\n\n$body-text-align:           null !default;\n$body-color:                $gray-900 !default;\n$body-bg:                   $white !default;\n\n$body-secondary-color:      rgba($body-color, .75) !default;\n$body-secondary-bg:         $gray-200 !default;\n\n$body-tertiary-color:       rgba($body-color, .5) !default;\n$body-tertiary-bg:          $gray-100 !default;\n\n$body-emphasis-color:       $black !default;\n\n// Links\n//\n// Style anchor elements.\n\n$link-color:                              $primary !default;\n$link-decoration:                         underline !default;\n$link-shade-percentage:                   20% !default;\n$link-hover-color:                        shift-color($link-color, $link-shade-percentage) !default;\n$link-hover-decoration:                   null !default;\n\n$stretched-link-pseudo-element:           after !default;\n$stretched-link-z-index:                  1 !default;\n\n// Icon links\n// scss-docs-start icon-link-variables\n$icon-link-gap:               .375rem !default;\n$icon-link-underline-offset:  .25em !default;\n$icon-link-icon-size:         1em !default;\n$icon-link-icon-transition:   .2s ease-in-out transform !default;\n$icon-link-icon-transform:    translate3d(.25em, 0, 0) !default;\n// scss-docs-end icon-link-variables\n\n// Paragraphs\n//\n// Style p element.\n\n$paragraph-margin-bottom:   1rem !default;\n\n\n// Grid breakpoints\n//\n// Define the minimum dimensions at which your layout will change,\n// adapting to different screen sizes, for use in media queries.\n\n// scss-docs-start grid-breakpoints\n$grid-breakpoints: (\n  xs: 0,\n  sm: 576px,\n  md: 768px,\n  lg: 992px,\n  xl: 1200px,\n  xxl: 1400px\n) !default;\n// scss-docs-end grid-breakpoints\n\n@include _assert-ascending($grid-breakpoints, \"$grid-breakpoints\");\n@include _assert-starts-at-zero($grid-breakpoints, \"$grid-breakpoints\");\n\n\n// Grid containers\n//\n// Define the maximum width of `.container` for different screen sizes.\n\n// scss-docs-start container-max-widths\n$container-max-widths: (\n  sm: 540px,\n  md: 720px,\n  lg: 960px,\n  xl: 1140px,\n  xxl: 1320px\n) !default;\n// scss-docs-end container-max-widths\n\n@include _assert-ascending($container-max-widths, \"$container-max-widths\");\n\n\n// Grid columns\n//\n// Set the number of columns and specify the width of the gutters.\n\n$grid-columns:                12 !default;\n$grid-gutter-width:           1.5rem !default;\n$grid-row-columns:            6 !default;\n\n// Container padding\n\n$container-padding-x: $grid-gutter-width !default;\n\n\n// Components\n//\n// Define common padding and border radius sizes and more.\n\n// scss-docs-start border-variables\n$border-width:                1px !default;\n$border-widths: (\n  1: 1px,\n  2: 2px,\n  3: 3px,\n  4: 4px,\n  5: 5px\n) !default;\n$border-style:                solid !default;\n$border-color:                $gray-300 !default;\n$border-color-translucent:    rgba($black, .175) !default;\n// scss-docs-end border-variables\n\n// scss-docs-start border-radius-variables\n$border-radius:               .375rem !default;\n$border-radius-sm:            .25rem !default;\n$border-radius-lg:            .5rem !default;\n$border-radius-xl:            1rem !default;\n$border-radius-xxl:           2rem !default;\n$border-radius-pill:          50rem !default;\n// scss-docs-end border-radius-variables\n// fusv-disable\n$border-radius-2xl:           $border-radius-xxl !default; // Deprecated in v5.3.0\n// fusv-enable\n\n// scss-docs-start box-shadow-variables\n$box-shadow:                  0 .5rem 1rem rgba($black, .15) !default;\n$box-shadow-sm:               0 .125rem .25rem rgba($black, .075) !default;\n$box-shadow-lg:               0 1rem 3rem rgba($black, .175) !default;\n$box-shadow-inset:            inset 0 1px 2px rgba($black, .075) !default;\n// scss-docs-end box-shadow-variables\n\n$component-active-color:      $white !default;\n$component-active-bg:         $primary !default;\n\n// scss-docs-start focus-ring-variables\n$focus-ring-width:      .25rem !default;\n$focus-ring-opacity:    .25 !default;\n$focus-ring-color:      rgba($primary, $focus-ring-opacity) !default;\n$focus-ring-blur:       0 !default;\n$focus-ring-box-shadow: 0 0 $focus-ring-blur $focus-ring-width $focus-ring-color !default;\n// scss-docs-end focus-ring-variables\n\n// scss-docs-start caret-variables\n$caret-width:                 .3em !default;\n$caret-vertical-align:        $caret-width * .85 !default;\n$caret-spacing:               $caret-width * .85 !default;\n// scss-docs-end caret-variables\n\n$transition-base:             all .2s ease-in-out !default;\n$transition-fade:             opacity .15s linear !default;\n// scss-docs-start collapse-transition\n$transition-collapse:         height .35s ease !default;\n$transition-collapse-width:   width .35s ease !default;\n// scss-docs-end collapse-transition\n\n// stylelint-disable function-disallowed-list\n// scss-docs-start aspect-ratios\n$aspect-ratios: (\n  \"1x1\": 100%,\n  \"4x3\": calc(3 / 4 * 100%),\n  \"16x9\": calc(9 / 16 * 100%),\n  \"21x9\": calc(9 / 21 * 100%)\n) !default;\n// scss-docs-end aspect-ratios\n// stylelint-enable function-disallowed-list\n\n// Typography\n//\n// Font, line-height, and color for body text, headings, and more.\n\n// scss-docs-start font-variables\n// stylelint-disable value-keyword-case\n$font-family-sans-serif:      system-ui, -apple-system, \"Segoe UI\", Roboto, \"Helvetica Neue\", \"Noto Sans\", \"Liberation Sans\", Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\", \"Noto Color Emoji\" !default;\n$font-family-monospace:       SFMono-Regular, Menlo, Monaco, Consolas, \"Liberation Mono\", \"Courier New\", monospace !default;\n// stylelint-enable value-keyword-case\n$font-family-base:            var(--#{$prefix}font-sans-serif) !default;\n$font-family-code:            var(--#{$prefix}font-monospace) !default;\n\n// $font-size-root affects the value of `rem`, which is used for as well font sizes, paddings, and margins\n// $font-size-base affects the font size of the body text\n$font-size-root:              null !default;\n$font-size-base:              1rem !default; // Assumes the browser default, typically `16px`\n$font-size-sm:                $font-size-base * .875 !default;\n$font-size-lg:                $font-size-base * 1.25 !default;\n\n$font-weight-lighter:         lighter !default;\n$font-weight-light:           300 !default;\n$font-weight-normal:          400 !default;\n$font-weight-medium:          500 !default;\n$font-weight-semibold:        600 !default;\n$font-weight-bold:            700 !default;\n$font-weight-bolder:          bolder !default;\n\n$font-weight-base:            $font-weight-normal !default;\n\n$line-height-base:            1.5 !default;\n$line-height-sm:              1.25 !default;\n$line-height-lg:              2 !default;\n\n$h1-font-size:                $font-size-base * 2.5 !default;\n$h2-font-size:                $font-size-base * 2 !default;\n$h3-font-size:                $font-size-base * 1.75 !default;\n$h4-font-size:                $font-size-base * 1.5 !default;\n$h5-font-size:                $font-size-base * 1.25 !default;\n$h6-font-size:                $font-size-base !default;\n// scss-docs-end font-variables\n\n// scss-docs-start font-sizes\n$font-sizes: (\n  1: $h1-font-size,\n  2: $h2-font-size,\n  3: $h3-font-size,\n  4: $h4-font-size,\n  5: $h5-font-size,\n  6: $h6-font-size\n) !default;\n// scss-docs-end font-sizes\n\n// scss-docs-start headings-variables\n$headings-margin-bottom:      $spacer * .5 !default;\n$headings-font-family:        null !default;\n$headings-font-style:         null !default;\n$headings-font-weight:        500 !default;\n$headings-line-height:        1.2 !default;\n$headings-color:              inherit !default;\n// scss-docs-end headings-variables\n\n// scss-docs-start display-headings\n$display-font-sizes: (\n  1: 5rem,\n  2: 4.5rem,\n  3: 4rem,\n  4: 3.5rem,\n  5: 3rem,\n  6: 2.5rem\n) !default;\n\n$display-font-family: null !default;\n$display-font-style:  null !default;\n$display-font-weight: 300 !default;\n$display-line-height: $headings-line-height !default;\n// scss-docs-end display-headings\n\n// scss-docs-start type-variables\n$lead-font-size:              $font-size-base * 1.25 !default;\n$lead-font-weight:            300 !default;\n\n$small-font-size:             .875em !default;\n\n$sub-sup-font-size:           .75em !default;\n\n// fusv-disable\n$text-muted:                  var(--#{$prefix}secondary-color) !default; // Deprecated in 5.3.0\n// fusv-enable\n\n$initialism-font-size:        $small-font-size !default;\n\n$blockquote-margin-y:         $spacer !default;\n$blockquote-font-size:        $font-size-base * 1.25 !default;\n$blockquote-footer-color:     $gray-600 !default;\n$blockquote-footer-font-size: $small-font-size !default;\n\n$hr-margin-y:                 $spacer !default;\n$hr-color:                    inherit !default;\n\n// fusv-disable\n$hr-bg-color:                 null !default; // Deprecated in v5.2.0\n$hr-height:                   null !default; // Deprecated in v5.2.0\n// fusv-enable\n\n$hr-border-color:             null !default; // Allows for inherited colors\n$hr-border-width:             var(--#{$prefix}border-width) !default;\n$hr-opacity:                  .25 !default;\n\n// scss-docs-start vr-variables\n$vr-border-width:             var(--#{$prefix}border-width) !default;\n// scss-docs-end vr-variables\n\n$legend-margin-bottom:        .5rem !default;\n$legend-font-size:            1.5rem !default;\n$legend-font-weight:          null !default;\n\n$dt-font-weight:              $font-weight-bold !default;\n\n$list-inline-padding:         .5rem !default;\n\n$mark-padding:                .1875em !default;\n$mark-color:                  $body-color !default;\n$mark-bg:                     $yellow-100 !default;\n// scss-docs-end type-variables\n\n\n// Tables\n//\n// Customizes the `.table` component with basic values, each used across all table variations.\n\n// scss-docs-start table-variables\n$table-cell-padding-y:        .5rem !default;\n$table-cell-padding-x:        .5rem !default;\n$table-cell-padding-y-sm:     .25rem !default;\n$table-cell-padding-x-sm:     .25rem !default;\n\n$table-cell-vertical-align:   top !default;\n\n$table-color:                 var(--#{$prefix}emphasis-color) !default;\n$table-bg:                    var(--#{$prefix}body-bg) !default;\n$table-accent-bg:             transparent !default;\n\n$table-th-font-weight:        null !default;\n\n$table-striped-color:         $table-color !default;\n$table-striped-bg-factor:     .05 !default;\n$table-striped-bg:            rgba(var(--#{$prefix}emphasis-color-rgb), $table-striped-bg-factor) !default;\n\n$table-active-color:          $table-color !default;\n$table-active-bg-factor:      .1 !default;\n$table-active-bg:             rgba(var(--#{$prefix}emphasis-color-rgb), $table-active-bg-factor) !default;\n\n$table-hover-color:           $table-color !default;\n$table-hover-bg-factor:       .075 !default;\n$table-hover-bg:              rgba(var(--#{$prefix}emphasis-color-rgb), $table-hover-bg-factor) !default;\n\n$table-border-factor:         .2 !default;\n$table-border-width:          var(--#{$prefix}border-width) !default;\n$table-border-color:          var(--#{$prefix}border-color) !default;\n\n$table-striped-order:         odd !default;\n$table-striped-columns-order: even !default;\n\n$table-group-separator-color: currentcolor !default;\n\n$table-caption-color:         var(--#{$prefix}secondary-color) !default;\n\n$table-bg-scale:              -80% !default;\n// scss-docs-end table-variables\n\n// scss-docs-start table-loop\n$table-variants: (\n  \"primary\":    shift-color($primary, $table-bg-scale),\n  \"secondary\":  shift-color($secondary, $table-bg-scale),\n  \"success\":    shift-color($success, $table-bg-scale),\n  \"info\":       shift-color($info, $table-bg-scale),\n  \"warning\":    shift-color($warning, $table-bg-scale),\n  \"danger\":     shift-color($danger, $table-bg-scale),\n  \"light\":      $light,\n  \"dark\":       $dark,\n) !default;\n// scss-docs-end table-loop\n\n\n// Buttons + Forms\n//\n// Shared variables that are reassigned to `$input-` and `$btn-` specific variables.\n\n// scss-docs-start input-btn-variables\n$input-btn-padding-y:         .375rem !default;\n$input-btn-padding-x:         .75rem !default;\n$input-btn-font-family:       null !default;\n$input-btn-font-size:         $font-size-base !default;\n$input-btn-line-height:       $line-height-base !default;\n\n$input-btn-focus-width:         $focus-ring-width !default;\n$input-btn-focus-color-opacity: $focus-ring-opacity !default;\n$input-btn-focus-color:         $focus-ring-color !default;\n$input-btn-focus-blur:          $focus-ring-blur !default;\n$input-btn-focus-box-shadow:    $focus-ring-box-shadow !default;\n\n$input-btn-padding-y-sm:      .25rem !default;\n$input-btn-padding-x-sm:      .5rem !default;\n$input-btn-font-size-sm:      $font-size-sm !default;\n\n$input-btn-padding-y-lg:      .5rem !default;\n$input-btn-padding-x-lg:      1rem !default;\n$input-btn-font-size-lg:      $font-size-lg !default;\n\n$input-btn-border-width:      var(--#{$prefix}border-width) !default;\n// scss-docs-end input-btn-variables\n\n\n// Buttons\n//\n// For each of Bootstrap's buttons, define text, background, and border color.\n\n// scss-docs-start btn-variables\n$btn-color:                   var(--#{$prefix}body-color) !default;\n$btn-padding-y:               $input-btn-padding-y !default;\n$btn-padding-x:               $input-btn-padding-x !default;\n$btn-font-family:             $input-btn-font-family !default;\n$btn-font-size:               $input-btn-font-size !default;\n$btn-line-height:             $input-btn-line-height !default;\n$btn-white-space:             null !default; // Set to `nowrap` to prevent text wrapping\n\n$btn-padding-y-sm:            $input-btn-padding-y-sm !default;\n$btn-padding-x-sm:            $input-btn-padding-x-sm !default;\n$btn-font-size-sm:            $input-btn-font-size-sm !default;\n\n$btn-padding-y-lg:            $input-btn-padding-y-lg !default;\n$btn-padding-x-lg:            $input-btn-padding-x-lg !default;\n$btn-font-size-lg:            $input-btn-font-size-lg !default;\n\n$btn-border-width:            $input-btn-border-width !default;\n\n$btn-font-weight:             $font-weight-normal !default;\n$btn-box-shadow:              inset 0 1px 0 rgba($white, .15), 0 1px 1px rgba($black, .075) !default;\n$btn-focus-width:             $input-btn-focus-width !default;\n$btn-focus-box-shadow:        $input-btn-focus-box-shadow !default;\n$btn-disabled-opacity:        .65 !default;\n$btn-active-box-shadow:       inset 0 3px 5px rgba($black, .125) !default;\n\n$btn-link-color:              var(--#{$prefix}link-color) !default;\n$btn-link-hover-color:        var(--#{$prefix}link-hover-color) !default;\n$btn-link-disabled-color:     $gray-600 !default;\n$btn-link-focus-shadow-rgb:   to-rgb(mix(color-contrast($link-color), $link-color, 15%)) !default;\n\n// Allows for customizing button radius independently from global border radius\n$btn-border-radius:           var(--#{$prefix}border-radius) !default;\n$btn-border-radius-sm:        var(--#{$prefix}border-radius-sm) !default;\n$btn-border-radius-lg:        var(--#{$prefix}border-radius-lg) !default;\n\n$btn-transition:              color .15s ease-in-out, background-color .15s ease-in-out, border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n\n$btn-hover-bg-shade-amount:       15% !default;\n$btn-hover-bg-tint-amount:        15% !default;\n$btn-hover-border-shade-amount:   20% !default;\n$btn-hover-border-tint-amount:    10% !default;\n$btn-active-bg-shade-amount:      20% !default;\n$btn-active-bg-tint-amount:       20% !default;\n$btn-active-border-shade-amount:  25% !default;\n$btn-active-border-tint-amount:   10% !default;\n// scss-docs-end btn-variables\n\n\n// Forms\n\n// scss-docs-start form-text-variables\n$form-text-margin-top:                  .25rem !default;\n$form-text-font-size:                   $small-font-size !default;\n$form-text-font-style:                  null !default;\n$form-text-font-weight:                 null !default;\n$form-text-color:                       var(--#{$prefix}secondary-color) !default;\n// scss-docs-end form-text-variables\n\n// scss-docs-start form-label-variables\n$form-label-margin-bottom:              .5rem !default;\n$form-label-font-size:                  null !default;\n$form-label-font-style:                 null !default;\n$form-label-font-weight:                null !default;\n$form-label-color:                      null !default;\n// scss-docs-end form-label-variables\n\n// scss-docs-start form-input-variables\n$input-padding-y:                       $input-btn-padding-y !default;\n$input-padding-x:                       $input-btn-padding-x !default;\n$input-font-family:                     $input-btn-font-family !default;\n$input-font-size:                       $input-btn-font-size !default;\n$input-font-weight:                     $font-weight-base !default;\n$input-line-height:                     $input-btn-line-height !default;\n\n$input-padding-y-sm:                    $input-btn-padding-y-sm !default;\n$input-padding-x-sm:                    $input-btn-padding-x-sm !default;\n$input-font-size-sm:                    $input-btn-font-size-sm !default;\n\n$input-padding-y-lg:                    $input-btn-padding-y-lg !default;\n$input-padding-x-lg:                    $input-btn-padding-x-lg !default;\n$input-font-size-lg:                    $input-btn-font-size-lg !default;\n\n$input-bg:                              var(--#{$prefix}body-bg) !default;\n$input-disabled-color:                  null !default;\n$input-disabled-bg:                     var(--#{$prefix}secondary-bg) !default;\n$input-disabled-border-color:           null !default;\n\n$input-color:                           var(--#{$prefix}body-color) !default;\n$input-border-color:                    var(--#{$prefix}border-color) !default;\n$input-border-width:                    $input-btn-border-width !default;\n$input-box-shadow:                      var(--#{$prefix}box-shadow-inset) !default;\n\n$input-border-radius:                   var(--#{$prefix}border-radius) !default;\n$input-border-radius-sm:                var(--#{$prefix}border-radius-sm) !default;\n$input-border-radius-lg:                var(--#{$prefix}border-radius-lg) !default;\n\n$input-focus-bg:                        $input-bg !default;\n$input-focus-border-color:              tint-color($component-active-bg, 50%) !default;\n$input-focus-color:                     $input-color !default;\n$input-focus-width:                     $input-btn-focus-width !default;\n$input-focus-box-shadow:                $input-btn-focus-box-shadow !default;\n\n$input-placeholder-color:               var(--#{$prefix}secondary-color) !default;\n$input-plaintext-color:                 var(--#{$prefix}body-color) !default;\n\n$input-height-border:                   calc(#{$input-border-width} * 2) !default; // stylelint-disable-line function-disallowed-list\n\n$input-height-inner:                    add($input-line-height * 1em, $input-padding-y * 2) !default;\n$input-height-inner-half:               add($input-line-height * .5em, $input-padding-y) !default;\n$input-height-inner-quarter:            add($input-line-height * .25em, $input-padding-y * .5) !default;\n\n$input-height:                          add($input-line-height * 1em, add($input-padding-y * 2, $input-height-border, false)) !default;\n$input-height-sm:                       add($input-line-height * 1em, add($input-padding-y-sm * 2, $input-height-border, false)) !default;\n$input-height-lg:                       add($input-line-height * 1em, add($input-padding-y-lg * 2, $input-height-border, false)) !default;\n\n$input-transition:                      border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n\n$form-color-width:                      3rem !default;\n// scss-docs-end form-input-variables\n\n// scss-docs-start form-check-variables\n$form-check-input-width:                  1em !default;\n$form-check-min-height:                   $font-size-base * $line-height-base !default;\n$form-check-padding-start:                $form-check-input-width + .5em !default;\n$form-check-margin-bottom:                .125rem !default;\n$form-check-label-color:                  null !default;\n$form-check-label-cursor:                 null !default;\n$form-check-transition:                   null !default;\n\n$form-check-input-active-filter:          brightness(90%) !default;\n\n$form-check-input-bg:                     $input-bg !default;\n$form-check-input-border:                 var(--#{$prefix}border-width) solid var(--#{$prefix}border-color) !default;\n$form-check-input-border-radius:          .25em !default;\n$form-check-radio-border-radius:          50% !default;\n$form-check-input-focus-border:           $input-focus-border-color !default;\n$form-check-input-focus-box-shadow:       $focus-ring-box-shadow !default;\n\n$form-check-input-checked-color:          $component-active-color !default;\n$form-check-input-checked-bg-color:       $component-active-bg !default;\n$form-check-input-checked-border-color:   $form-check-input-checked-bg-color !default;\n$form-check-input-checked-bg-image:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 20 20'><path fill='none' stroke='#{$form-check-input-checked-color}' stroke-linecap='round' stroke-linejoin='round' stroke-width='3' d='m6 10 3 3 6-6'/></svg>\") !default;\n$form-check-radio-checked-bg-image:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='2' fill='#{$form-check-input-checked-color}'/></svg>\") !default;\n\n$form-check-input-indeterminate-color:          $component-active-color !default;\n$form-check-input-indeterminate-bg-color:       $component-active-bg !default;\n$form-check-input-indeterminate-border-color:   $form-check-input-indeterminate-bg-color !default;\n$form-check-input-indeterminate-bg-image:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 20 20'><path fill='none' stroke='#{$form-check-input-indeterminate-color}' stroke-linecap='round' stroke-linejoin='round' stroke-width='3' d='M6 10h8'/></svg>\") !default;\n\n$form-check-input-disabled-opacity:        .5 !default;\n$form-check-label-disabled-opacity:        $form-check-input-disabled-opacity !default;\n$form-check-btn-check-disabled-opacity:    $btn-disabled-opacity !default;\n\n$form-check-inline-margin-end:    1rem !default;\n// scss-docs-end form-check-variables\n\n// scss-docs-start form-switch-variables\n$form-switch-color:               rgba($black, .25) !default;\n$form-switch-width:               2em !default;\n$form-switch-padding-start:       $form-switch-width + .5em !default;\n$form-switch-bg-image:            url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='3' fill='#{$form-switch-color}'/></svg>\") !default;\n$form-switch-border-radius:       $form-switch-width !default;\n$form-switch-transition:          background-position .15s ease-in-out !default;\n\n$form-switch-focus-color:         $input-focus-border-color !default;\n$form-switch-focus-bg-image:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='3' fill='#{$form-switch-focus-color}'/></svg>\") !default;\n\n$form-switch-checked-color:       $component-active-color !default;\n$form-switch-checked-bg-image:    url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='3' fill='#{$form-switch-checked-color}'/></svg>\") !default;\n$form-switch-checked-bg-position: right center !default;\n// scss-docs-end form-switch-variables\n\n// scss-docs-start input-group-variables\n$input-group-addon-padding-y:           $input-padding-y !default;\n$input-group-addon-padding-x:           $input-padding-x !default;\n$input-group-addon-font-weight:         $input-font-weight !default;\n$input-group-addon-color:               $input-color !default;\n$input-group-addon-bg:                  var(--#{$prefix}tertiary-bg) !default;\n$input-group-addon-border-color:        $input-border-color !default;\n// scss-docs-end input-group-variables\n\n// scss-docs-start form-select-variables\n$form-select-padding-y:             $input-padding-y !default;\n$form-select-padding-x:             $input-padding-x !default;\n$form-select-font-family:           $input-font-family !default;\n$form-select-font-size:             $input-font-size !default;\n$form-select-indicator-padding:     $form-select-padding-x * 3 !default; // Extra padding for background-image\n$form-select-font-weight:           $input-font-weight !default;\n$form-select-line-height:           $input-line-height !default;\n$form-select-color:                 $input-color !default;\n$form-select-bg:                    $input-bg !default;\n$form-select-disabled-color:        null !default;\n$form-select-disabled-bg:           $input-disabled-bg !default;\n$form-select-disabled-border-color: $input-disabled-border-color !default;\n$form-select-bg-position:           right $form-select-padding-x center !default;\n$form-select-bg-size:               16px 12px !default; // In pixels because image dimensions\n$form-select-indicator-color:       $gray-800 !default;\n$form-select-indicator:             url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'><path fill='none' stroke='#{$form-select-indicator-color}' stroke-linecap='round' stroke-linejoin='round' stroke-width='2' d='m2 5 6 6 6-6'/></svg>\") !default;\n\n$form-select-feedback-icon-padding-end: $form-select-padding-x * 2.5 + $form-select-indicator-padding !default;\n$form-select-feedback-icon-position:    center right $form-select-indicator-padding !default;\n$form-select-feedback-icon-size:        $input-height-inner-half $input-height-inner-half !default;\n\n$form-select-border-width:        $input-border-width !default;\n$form-select-border-color:        $input-border-color !default;\n$form-select-border-radius:       $input-border-radius !default;\n$form-select-box-shadow:          var(--#{$prefix}box-shadow-inset) !default;\n\n$form-select-focus-border-color:  $input-focus-border-color !default;\n$form-select-focus-width:         $input-focus-width !default;\n$form-select-focus-box-shadow:    0 0 0 $form-select-focus-width $input-btn-focus-color !default;\n\n$form-select-padding-y-sm:        $input-padding-y-sm !default;\n$form-select-padding-x-sm:        $input-padding-x-sm !default;\n$form-select-font-size-sm:        $input-font-size-sm !default;\n$form-select-border-radius-sm:    $input-border-radius-sm !default;\n\n$form-select-padding-y-lg:        $input-padding-y-lg !default;\n$form-select-padding-x-lg:        $input-padding-x-lg !default;\n$form-select-font-size-lg:        $input-font-size-lg !default;\n$form-select-border-radius-lg:    $input-border-radius-lg !default;\n\n$form-select-transition:          $input-transition !default;\n// scss-docs-end form-select-variables\n\n// scss-docs-start form-range-variables\n$form-range-track-width:          100% !default;\n$form-range-track-height:         .5rem !default;\n$form-range-track-cursor:         pointer !default;\n$form-range-track-bg:             var(--#{$prefix}secondary-bg) !default;\n$form-range-track-border-radius:  1rem !default;\n$form-range-track-box-shadow:     var(--#{$prefix}box-shadow-inset) !default;\n\n$form-range-thumb-width:                   1rem !default;\n$form-range-thumb-height:                  $form-range-thumb-width !default;\n$form-range-thumb-bg:                      $component-active-bg !default;\n$form-range-thumb-border:                  0 !default;\n$form-range-thumb-border-radius:           1rem !default;\n$form-range-thumb-box-shadow:              0 .1rem .25rem rgba($black, .1) !default;\n$form-range-thumb-focus-box-shadow:        0 0 0 1px $body-bg, $input-focus-box-shadow !default;\n$form-range-thumb-focus-box-shadow-width:  $input-focus-width !default; // For focus box shadow issue in Edge\n$form-range-thumb-active-bg:               tint-color($component-active-bg, 70%) !default;\n$form-range-thumb-disabled-bg:             var(--#{$prefix}secondary-color) !default;\n$form-range-thumb-transition:              background-color .15s ease-in-out, border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n// scss-docs-end form-range-variables\n\n// scss-docs-start form-file-variables\n$form-file-button-color:          $input-color !default;\n$form-file-button-bg:             var(--#{$prefix}tertiary-bg) !default;\n$form-file-button-hover-bg:       var(--#{$prefix}secondary-bg) !default;\n// scss-docs-end form-file-variables\n\n// scss-docs-start form-floating-variables\n$form-floating-height:                  add(3.5rem, $input-height-border) !default;\n$form-floating-line-height:             1.25 !default;\n$form-floating-padding-x:               $input-padding-x !default;\n$form-floating-padding-y:               1rem !default;\n$form-floating-input-padding-t:         1.625rem !default;\n$form-floating-input-padding-b:         .625rem !default;\n$form-floating-label-height:            1.5em !default;\n$form-floating-label-opacity:           .65 !default;\n$form-floating-label-transform:         scale(.85) translateY(-.5rem) translateX(.15rem) !default;\n$form-floating-label-disabled-color:    $gray-600 !default;\n$form-floating-transition:              opacity .1s ease-in-out, transform .1s ease-in-out !default;\n// scss-docs-end form-floating-variables\n\n// Form validation\n\n// scss-docs-start form-feedback-variables\n$form-feedback-margin-top:          $form-text-margin-top !default;\n$form-feedback-font-size:           $form-text-font-size !default;\n$form-feedback-font-style:          $form-text-font-style !default;\n$form-feedback-valid-color:         $success !default;\n$form-feedback-invalid-color:       $danger !default;\n\n$form-feedback-icon-valid-color:    $form-feedback-valid-color !default;\n$form-feedback-icon-valid:          url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 8 8'><path fill='#{$form-feedback-icon-valid-color}' d='M2.3 6.73.6 4.53c-.4-1.04.46-1.4 1.1-.8l1.1 1.4 3.4-3.8c.6-.63 1.6-.27 1.2.7l-4 4.6c-.43.5-.8.4-1.1.1z'/></svg>\") !default;\n$form-feedback-icon-invalid-color:  $form-feedback-invalid-color !default;\n$form-feedback-icon-invalid:        url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 12 12' width='12' height='12' fill='none' stroke='#{$form-feedback-icon-invalid-color}'><circle cx='6' cy='6' r='4.5'/><path stroke-linejoin='round' d='M5.8 3.6h.4L6 6.5z'/><circle cx='6' cy='8.2' r='.6' fill='#{$form-feedback-icon-invalid-color}' stroke='none'/></svg>\") !default;\n// scss-docs-end form-feedback-variables\n\n// scss-docs-start form-validation-colors\n$form-valid-color:                  $form-feedback-valid-color !default;\n$form-valid-border-color:           $form-feedback-valid-color !default;\n$form-invalid-color:                $form-feedback-invalid-color !default;\n$form-invalid-border-color:         $form-feedback-invalid-color !default;\n// scss-docs-end form-validation-colors\n\n// scss-docs-start form-validation-states\n$form-validation-states: (\n  \"valid\": (\n    \"color\": var(--#{$prefix}form-valid-color),\n    \"icon\": $form-feedback-icon-valid,\n    \"tooltip-color\": #fff,\n    \"tooltip-bg-color\": var(--#{$prefix}success),\n    \"focus-box-shadow\": 0 0 $input-btn-focus-blur $input-focus-width rgba(var(--#{$prefix}success-rgb), $input-btn-focus-color-opacity),\n    \"border-color\": var(--#{$prefix}form-valid-border-color),\n  ),\n  \"invalid\": (\n    \"color\": var(--#{$prefix}form-invalid-color),\n    \"icon\": $form-feedback-icon-invalid,\n    \"tooltip-color\": #fff,\n    \"tooltip-bg-color\": var(--#{$prefix}danger),\n    \"focus-box-shadow\": 0 0 $input-btn-focus-blur $input-focus-width rgba(var(--#{$prefix}danger-rgb), $input-btn-focus-color-opacity),\n    \"border-color\": var(--#{$prefix}form-invalid-border-color),\n  )\n) !default;\n// scss-docs-end form-validation-states\n\n// Z-index master list\n//\n// Warning: Avoid customizing these values. They're used for a bird's eye view\n// of components dependent on the z-axis and are designed to all work together.\n\n// scss-docs-start zindex-stack\n$zindex-dropdown:                   1000 !default;\n$zindex-sticky:                     1020 !default;\n$zindex-fixed:                      1030 !default;\n$zindex-offcanvas-backdrop:         1040 !default;\n$zindex-offcanvas:                  1045 !default;\n$zindex-modal-backdrop:             1050 !default;\n$zindex-modal:                      1055 !default;\n$zindex-popover:                    1070 !default;\n$zindex-tooltip:                    1080 !default;\n$zindex-toast:                      1090 !default;\n// scss-docs-end zindex-stack\n\n// scss-docs-start zindex-levels-map\n$zindex-levels: (\n  n1: -1,\n  0: 0,\n  1: 1,\n  2: 2,\n  3: 3\n) !default;\n// scss-docs-end zindex-levels-map\n\n\n// Navs\n\n// scss-docs-start nav-variables\n$nav-link-padding-y:                .5rem !default;\n$nav-link-padding-x:                1rem !default;\n$nav-link-font-size:                null !default;\n$nav-link-font-weight:              null !default;\n$nav-link-color:                    var(--#{$prefix}link-color) !default;\n$nav-link-hover-color:              var(--#{$prefix}link-hover-color) !default;\n$nav-link-transition:               color .15s ease-in-out, background-color .15s ease-in-out, border-color .15s ease-in-out !default;\n$nav-link-disabled-color:           var(--#{$prefix}secondary-color) !default;\n$nav-link-focus-box-shadow:         $focus-ring-box-shadow !default;\n\n$nav-tabs-border-color:             var(--#{$prefix}border-color) !default;\n$nav-tabs-border-width:             var(--#{$prefix}border-width) !default;\n$nav-tabs-border-radius:            var(--#{$prefix}border-radius) !default;\n$nav-tabs-link-hover-border-color:  var(--#{$prefix}secondary-bg) var(--#{$prefix}secondary-bg) $nav-tabs-border-color !default;\n$nav-tabs-link-active-color:        var(--#{$prefix}emphasis-color) !default;\n$nav-tabs-link-active-bg:           var(--#{$prefix}body-bg) !default;\n$nav-tabs-link-active-border-color: var(--#{$prefix}border-color) var(--#{$prefix}border-color) $nav-tabs-link-active-bg !default;\n\n$nav-pills-border-radius:           var(--#{$prefix}border-radius) !default;\n$nav-pills-link-active-color:       $component-active-color !default;\n$nav-pills-link-active-bg:          $component-active-bg !default;\n\n$nav-underline-gap:                 1rem !default;\n$nav-underline-border-width:        .125rem !default;\n$nav-underline-link-active-color:   var(--#{$prefix}emphasis-color) !default;\n// scss-docs-end nav-variables\n\n\n// Navbar\n\n// scss-docs-start navbar-variables\n$navbar-padding-y:                  $spacer * .5 !default;\n$navbar-padding-x:                  null !default;\n\n$navbar-nav-link-padding-x:         .5rem !default;\n\n$navbar-brand-font-size:            $font-size-lg !default;\n// Compute the navbar-brand padding-y so the navbar-brand will have the same height as navbar-text and nav-link\n$nav-link-height:                   $font-size-base * $line-height-base + $nav-link-padding-y * 2 !default;\n$navbar-brand-height:               $navbar-brand-font-size * $line-height-base !default;\n$navbar-brand-padding-y:            ($nav-link-height - $navbar-brand-height) * .5 !default;\n$navbar-brand-margin-end:           1rem !default;\n\n$navbar-toggler-padding-y:          .25rem !default;\n$navbar-toggler-padding-x:          .75rem !default;\n$navbar-toggler-font-size:          $font-size-lg !default;\n$navbar-toggler-border-radius:      $btn-border-radius !default;\n$navbar-toggler-focus-width:        $btn-focus-width !default;\n$navbar-toggler-transition:         box-shadow .15s ease-in-out !default;\n\n$navbar-light-color:                rgba(var(--#{$prefix}emphasis-color-rgb), .65) !default;\n$navbar-light-hover-color:          rgba(var(--#{$prefix}emphasis-color-rgb), .8) !default;\n$navbar-light-active-color:         rgba(var(--#{$prefix}emphasis-color-rgb), 1) !default;\n$navbar-light-disabled-color:       rgba(var(--#{$prefix}emphasis-color-rgb), .3) !default;\n$navbar-light-icon-color:           rgba($body-color, .75) !default;\n$navbar-light-toggler-icon-bg:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'><path stroke='#{$navbar-light-icon-color}' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/></svg>\") !default;\n$navbar-light-toggler-border-color: rgba(var(--#{$prefix}emphasis-color-rgb), .15) !default;\n$navbar-light-brand-color:          $navbar-light-active-color !default;\n$navbar-light-brand-hover-color:    $navbar-light-active-color !default;\n// scss-docs-end navbar-variables\n\n// scss-docs-start navbar-dark-variables\n$navbar-dark-color:                 rgba($white, .55) !default;\n$navbar-dark-hover-color:           rgba($white, .75) !default;\n$navbar-dark-active-color:          $white !default;\n$navbar-dark-disabled-color:        rgba($white, .25) !default;\n$navbar-dark-icon-color:            $navbar-dark-color !default;\n$navbar-dark-toggler-icon-bg:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'><path stroke='#{$navbar-dark-icon-color}' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/></svg>\") !default;\n$navbar-dark-toggler-border-color:  rgba($white, .1) !default;\n$navbar-dark-brand-color:           $navbar-dark-active-color !default;\n$navbar-dark-brand-hover-color:     $navbar-dark-active-color !default;\n// scss-docs-end navbar-dark-variables\n\n\n// Dropdowns\n//\n// Dropdown menu container and contents.\n\n// scss-docs-start dropdown-variables\n$dropdown-min-width:                10rem !default;\n$dropdown-padding-x:                0 !default;\n$dropdown-padding-y:                .5rem !default;\n$dropdown-spacer:                   .125rem !default;\n$dropdown-font-size:                $font-size-base !default;\n$dropdown-color:                    var(--#{$prefix}body-color) !default;\n$dropdown-bg:                       var(--#{$prefix}body-bg) !default;\n$dropdown-border-color:             var(--#{$prefix}border-color-translucent) !default;\n$dropdown-border-radius:            var(--#{$prefix}border-radius) !default;\n$dropdown-border-width:             var(--#{$prefix}border-width) !default;\n$dropdown-inner-border-radius:      calc(#{$dropdown-border-radius} - #{$dropdown-border-width}) !default; // stylelint-disable-line function-disallowed-list\n$dropdown-divider-bg:               $dropdown-border-color !default;\n$dropdown-divider-margin-y:         $spacer * .5 !default;\n$dropdown-box-shadow:               var(--#{$prefix}box-shadow) !default;\n\n$dropdown-link-color:               var(--#{$prefix}body-color) !default;\n$dropdown-link-hover-color:         $dropdown-link-color !default;\n$dropdown-link-hover-bg:            var(--#{$prefix}tertiary-bg) !default;\n\n$dropdown-link-active-color:        $component-active-color !default;\n$dropdown-link-active-bg:           $component-active-bg !default;\n\n$dropdown-link-disabled-color:      var(--#{$prefix}tertiary-color) !default;\n\n$dropdown-item-padding-y:           $spacer * .25 !default;\n$dropdown-item-padding-x:           $spacer !default;\n\n$dropdown-header-color:             $gray-600 !default;\n$dropdown-header-padding-x:         $dropdown-item-padding-x !default;\n$dropdown-header-padding-y:         $dropdown-padding-y !default;\n// fusv-disable\n$dropdown-header-padding:           $dropdown-header-padding-y $dropdown-header-padding-x !default; // Deprecated in v5.2.0\n// fusv-enable\n// scss-docs-end dropdown-variables\n\n// scss-docs-start dropdown-dark-variables\n$dropdown-dark-color:               $gray-300 !default;\n$dropdown-dark-bg:                  $gray-800 !default;\n$dropdown-dark-border-color:        $dropdown-border-color !default;\n$dropdown-dark-divider-bg:          $dropdown-divider-bg !default;\n$dropdown-dark-box-shadow:          null !default;\n$dropdown-dark-link-color:          $dropdown-dark-color !default;\n$dropdown-dark-link-hover-color:    $white !default;\n$dropdown-dark-link-hover-bg:       rgba($white, .15) !default;\n$dropdown-dark-link-active-color:   $dropdown-link-active-color !default;\n$dropdown-dark-link-active-bg:      $dropdown-link-active-bg !default;\n$dropdown-dark-link-disabled-color: $gray-500 !default;\n$dropdown-dark-header-color:        $gray-500 !default;\n// scss-docs-end dropdown-dark-variables\n\n\n// Pagination\n\n// scss-docs-start pagination-variables\n$pagination-padding-y:              .375rem !default;\n$pagination-padding-x:              .75rem !default;\n$pagination-padding-y-sm:           .25rem !default;\n$pagination-padding-x-sm:           .5rem !default;\n$pagination-padding-y-lg:           .75rem !default;\n$pagination-padding-x-lg:           1.5rem !default;\n\n$pagination-font-size:              $font-size-base !default;\n\n$pagination-color:                  var(--#{$prefix}link-color) !default;\n$pagination-bg:                     var(--#{$prefix}body-bg) !default;\n$pagination-border-radius:          var(--#{$prefix}border-radius) !default;\n$pagination-border-width:           var(--#{$prefix}border-width) !default;\n$pagination-margin-start:           calc(#{$pagination-border-width} * -1) !default; // stylelint-disable-line function-disallowed-list\n$pagination-border-color:           var(--#{$prefix}border-color) !default;\n\n$pagination-focus-color:            var(--#{$prefix}link-hover-color) !default;\n$pagination-focus-bg:               var(--#{$prefix}secondary-bg) !default;\n$pagination-focus-box-shadow:       $focus-ring-box-shadow !default;\n$pagination-focus-outline:          0 !default;\n\n$pagination-hover-color:            var(--#{$prefix}link-hover-color) !default;\n$pagination-hover-bg:               var(--#{$prefix}tertiary-bg) !default;\n$pagination-hover-border-color:     var(--#{$prefix}border-color) !default; // Todo in v6: remove this?\n\n$pagination-active-color:           $component-active-color !default;\n$pagination-active-bg:              $component-active-bg !default;\n$pagination-active-border-color:    $component-active-bg !default;\n\n$pagination-disabled-color:         var(--#{$prefix}secondary-color) !default;\n$pagination-disabled-bg:            var(--#{$prefix}secondary-bg) !default;\n$pagination-disabled-border-color:  var(--#{$prefix}border-color) !default;\n\n$pagination-transition:              color .15s ease-in-out, background-color .15s ease-in-out, border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n\n$pagination-border-radius-sm:       var(--#{$prefix}border-radius-sm) !default;\n$pagination-border-radius-lg:       var(--#{$prefix}border-radius-lg) !default;\n// scss-docs-end pagination-variables\n\n\n// Placeholders\n\n// scss-docs-start placeholders\n$placeholder-opacity-max:           .5 !default;\n$placeholder-opacity-min:           .2 !default;\n// scss-docs-end placeholders\n\n// Cards\n\n// scss-docs-start card-variables\n$card-spacer-y:                     $spacer !default;\n$card-spacer-x:                     $spacer !default;\n$card-title-spacer-y:               $spacer * .5 !default;\n$card-title-color:                  null !default;\n$card-subtitle-color:               null !default;\n$card-border-width:                 var(--#{$prefix}border-width) !default;\n$card-border-color:                 var(--#{$prefix}border-color-translucent) !default;\n$card-border-radius:                var(--#{$prefix}border-radius) !default;\n$card-box-shadow:                   null !default;\n$card-inner-border-radius:          subtract($card-border-radius, $card-border-width) !default;\n$card-cap-padding-y:                $card-spacer-y * .5 !default;\n$card-cap-padding-x:                $card-spacer-x !default;\n$card-cap-bg:                       rgba(var(--#{$prefix}body-color-rgb), .03) !default;\n$card-cap-color:                    null !default;\n$card-height:                       null !default;\n$card-color:                        null !default;\n$card-bg:                           var(--#{$prefix}body-bg) !default;\n$card-img-overlay-padding:          $spacer !default;\n$card-group-margin:                 $grid-gutter-width * .5 !default;\n// scss-docs-end card-variables\n\n// Accordion\n\n// scss-docs-start accordion-variables\n$accordion-padding-y:                     1rem !default;\n$accordion-padding-x:                     1.25rem !default;\n$accordion-color:                         var(--#{$prefix}body-color) !default;\n$accordion-bg:                            var(--#{$prefix}body-bg) !default;\n$accordion-border-width:                  var(--#{$prefix}border-width) !default;\n$accordion-border-color:                  var(--#{$prefix}border-color) !default;\n$accordion-border-radius:                 var(--#{$prefix}border-radius) !default;\n$accordion-inner-border-radius:           subtract($accordion-border-radius, $accordion-border-width) !default;\n\n$accordion-body-padding-y:                $accordion-padding-y !default;\n$accordion-body-padding-x:                $accordion-padding-x !default;\n\n$accordion-button-padding-y:              $accordion-padding-y !default;\n$accordion-button-padding-x:              $accordion-padding-x !default;\n$accordion-button-color:                  var(--#{$prefix}body-color) !default;\n$accordion-button-bg:                     var(--#{$prefix}accordion-bg) !default;\n$accordion-transition:                    $btn-transition, border-radius .15s ease !default;\n$accordion-button-active-bg:              var(--#{$prefix}primary-bg-subtle) !default;\n$accordion-button-active-color:           var(--#{$prefix}primary-text-emphasis) !default;\n\n$accordion-button-focus-border-color:     $input-focus-border-color !default;\n$accordion-button-focus-box-shadow:       $btn-focus-box-shadow !default;\n\n$accordion-icon-width:                    1.25rem !default;\n$accordion-icon-color:                    $body-color !default;\n$accordion-icon-active-color:             $primary-text-emphasis !default;\n$accordion-icon-transition:               transform .2s ease-in-out !default;\n$accordion-icon-transform:                rotate(-180deg) !default;\n\n$accordion-button-icon:         url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$accordion-icon-color}'><path fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/></svg>\") !default;\n$accordion-button-active-icon:  url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$accordion-icon-active-color}'><path fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/></svg>\") !default;\n// scss-docs-end accordion-variables\n\n// Tooltips\n\n// scss-docs-start tooltip-variables\n$tooltip-font-size:                 $font-size-sm !default;\n$tooltip-max-width:                 200px !default;\n$tooltip-color:                     var(--#{$prefix}body-bg) !default;\n$tooltip-bg:                        var(--#{$prefix}emphasis-color) !default;\n$tooltip-border-radius:             var(--#{$prefix}border-radius) !default;\n$tooltip-opacity:                   .9 !default;\n$tooltip-padding-y:                 $spacer * .25 !default;\n$tooltip-padding-x:                 $spacer * .5 !default;\n$tooltip-margin:                    null !default; // TODO: remove this in v6\n\n$tooltip-arrow-width:               .8rem !default;\n$tooltip-arrow-height:              .4rem !default;\n// fusv-disable\n$tooltip-arrow-color:               null !default; // Deprecated in Bootstrap 5.2.0 for CSS variables\n// fusv-enable\n// scss-docs-end tooltip-variables\n\n// Form tooltips must come after regular tooltips\n// scss-docs-start tooltip-feedback-variables\n$form-feedback-tooltip-padding-y:     $tooltip-padding-y !default;\n$form-feedback-tooltip-padding-x:     $tooltip-padding-x !default;\n$form-feedback-tooltip-font-size:     $tooltip-font-size !default;\n$form-feedback-tooltip-line-height:   null !default;\n$form-feedback-tooltip-opacity:       $tooltip-opacity !default;\n$form-feedback-tooltip-border-radius: $tooltip-border-radius !default;\n// scss-docs-end tooltip-feedback-variables\n\n\n// Popovers\n\n// scss-docs-start popover-variables\n$popover-font-size:                 $font-size-sm !default;\n$popover-bg:                        var(--#{$prefix}body-bg) !default;\n$popover-max-width:                 276px !default;\n$popover-border-width:              var(--#{$prefix}border-width) !default;\n$popover-border-color:              var(--#{$prefix}border-color-translucent) !default;\n$popover-border-radius:             var(--#{$prefix}border-radius-lg) !default;\n$popover-inner-border-radius:       calc(#{$popover-border-radius} - #{$popover-border-width}) !default; // stylelint-disable-line function-disallowed-list\n$popover-box-shadow:                var(--#{$prefix}box-shadow) !default;\n\n$popover-header-font-size:          $font-size-base !default;\n$popover-header-bg:                 var(--#{$prefix}secondary-bg) !default;\n$popover-header-color:              $headings-color !default;\n$popover-header-padding-y:          .5rem !default;\n$popover-header-padding-x:          $spacer !default;\n\n$popover-body-color:                var(--#{$prefix}body-color) !default;\n$popover-body-padding-y:            $spacer !default;\n$popover-body-padding-x:            $spacer !default;\n\n$popover-arrow-width:               1rem !default;\n$popover-arrow-height:              .5rem !default;\n// scss-docs-end popover-variables\n\n// fusv-disable\n// Deprecated in Bootstrap 5.2.0 for CSS variables\n$popover-arrow-color:               $popover-bg !default;\n$popover-arrow-outer-color:         var(--#{$prefix}border-color-translucent) !default;\n// fusv-enable\n\n\n// Toasts\n\n// scss-docs-start toast-variables\n$toast-max-width:                   350px !default;\n$toast-padding-x:                   .75rem !default;\n$toast-padding-y:                   .5rem !default;\n$toast-font-size:                   .875rem !default;\n$toast-color:                       null !default;\n$toast-background-color:            rgba(var(--#{$prefix}body-bg-rgb), .85) !default;\n$toast-border-width:                var(--#{$prefix}border-width) !default;\n$toast-border-color:                var(--#{$prefix}border-color-translucent) !default;\n$toast-border-radius:               var(--#{$prefix}border-radius) !default;\n$toast-box-shadow:                  var(--#{$prefix}box-shadow) !default;\n$toast-spacing:                     $container-padding-x !default;\n\n$toast-header-color:                var(--#{$prefix}secondary-color) !default;\n$toast-header-background-color:     rgba(var(--#{$prefix}body-bg-rgb), .85) !default;\n$toast-header-border-color:         $toast-border-color !default;\n// scss-docs-end toast-variables\n\n\n// Badges\n\n// scss-docs-start badge-variables\n$badge-font-size:                   .75em !default;\n$badge-font-weight:                 $font-weight-bold !default;\n$badge-color:                       $white !default;\n$badge-padding-y:                   .35em !default;\n$badge-padding-x:                   .65em !default;\n$badge-border-radius:               var(--#{$prefix}border-radius) !default;\n// scss-docs-end badge-variables\n\n\n// Modals\n\n// scss-docs-start modal-variables\n$modal-inner-padding:               $spacer !default;\n\n$modal-footer-margin-between:       .5rem !default;\n\n$modal-dialog-margin:               .5rem !default;\n$modal-dialog-margin-y-sm-up:       1.75rem !default;\n\n$modal-title-line-height:           $line-height-base !default;\n\n$modal-content-color:               null !default;\n$modal-content-bg:                  var(--#{$prefix}body-bg) !default;\n$modal-content-border-color:        var(--#{$prefix}border-color-translucent) !default;\n$modal-content-border-width:        var(--#{$prefix}border-width) !default;\n$modal-content-border-radius:       var(--#{$prefix}border-radius-lg) !default;\n$modal-content-inner-border-radius: subtract($modal-content-border-radius, $modal-content-border-width) !default;\n$modal-content-box-shadow-xs:       var(--#{$prefix}box-shadow-sm) !default;\n$modal-content-box-shadow-sm-up:    var(--#{$prefix}box-shadow) !default;\n\n$modal-backdrop-bg:                 $black !default;\n$modal-backdrop-opacity:            .5 !default;\n\n$modal-header-border-color:         var(--#{$prefix}border-color) !default;\n$modal-header-border-width:         $modal-content-border-width !default;\n$modal-header-padding-y:            $modal-inner-padding !default;\n$modal-header-padding-x:            $modal-inner-padding !default;\n$modal-header-padding:              $modal-header-padding-y $modal-header-padding-x !default; // Keep this for backwards compatibility\n\n$modal-footer-bg:                   null !default;\n$modal-footer-border-color:         $modal-header-border-color !default;\n$modal-footer-border-width:         $modal-header-border-width !default;\n\n$modal-sm:                          300px !default;\n$modal-md:                          500px !default;\n$modal-lg:                          800px !default;\n$modal-xl:                          1140px !default;\n\n$modal-fade-transform:              translate(0, -50px) !default;\n$modal-show-transform:              none !default;\n$modal-transition:                  transform .3s ease-out !default;\n$modal-scale-transform:             scale(1.02) !default;\n// scss-docs-end modal-variables\n\n\n// Alerts\n//\n// Define alert colors, border radius, and padding.\n\n// scss-docs-start alert-variables\n$alert-padding-y:               $spacer !default;\n$alert-padding-x:               $spacer !default;\n$alert-margin-bottom:           1rem !default;\n$alert-border-radius:           var(--#{$prefix}border-radius) !default;\n$alert-link-font-weight:        $font-weight-bold !default;\n$alert-border-width:            var(--#{$prefix}border-width) !default;\n$alert-dismissible-padding-r:   $alert-padding-x * 3 !default; // 3x covers width of x plus default padding on either side\n// scss-docs-end alert-variables\n\n// fusv-disable\n$alert-bg-scale:                -80% !default; // Deprecated in v5.2.0, to be removed in v6\n$alert-border-scale:            -70% !default; // Deprecated in v5.2.0, to be removed in v6\n$alert-color-scale:             40% !default; // Deprecated in v5.2.0, to be removed in v6\n// fusv-enable\n\n// Progress bars\n\n// scss-docs-start progress-variables\n$progress-height:                   1rem !default;\n$progress-font-size:                $font-size-base * .75 !default;\n$progress-bg:                       var(--#{$prefix}secondary-bg) !default;\n$progress-border-radius:            var(--#{$prefix}border-radius) !default;\n$progress-box-shadow:               var(--#{$prefix}box-shadow-inset) !default;\n$progress-bar-color:                $white !default;\n$progress-bar-bg:                   $primary !default;\n$progress-bar-animation-timing:     1s linear infinite !default;\n$progress-bar-transition:           width .6s ease !default;\n// scss-docs-end progress-variables\n\n\n// List group\n\n// scss-docs-start list-group-variables\n$list-group-color:                  var(--#{$prefix}body-color) !default;\n$list-group-bg:                     var(--#{$prefix}body-bg) !default;\n$list-group-border-color:           var(--#{$prefix}border-color) !default;\n$list-group-border-width:           var(--#{$prefix}border-width) !default;\n$list-group-border-radius:          var(--#{$prefix}border-radius) !default;\n\n$list-group-item-padding-y:         $spacer * .5 !default;\n$list-group-item-padding-x:         $spacer !default;\n// fusv-disable\n$list-group-item-bg-scale:          -80% !default; // Deprecated in v5.3.0\n$list-group-item-color-scale:       40% !default; // Deprecated in v5.3.0\n// fusv-enable\n\n$list-group-hover-bg:               var(--#{$prefix}tertiary-bg) !default;\n$list-group-active-color:           $component-active-color !default;\n$list-group-active-bg:              $component-active-bg !default;\n$list-group-active-border-color:    $list-group-active-bg !default;\n\n$list-group-disabled-color:         var(--#{$prefix}secondary-color) !default;\n$list-group-disabled-bg:            $list-group-bg !default;\n\n$list-group-action-color:           var(--#{$prefix}secondary-color) !default;\n$list-group-action-hover-color:     var(--#{$prefix}emphasis-color) !default;\n\n$list-group-action-active-color:    var(--#{$prefix}body-color) !default;\n$list-group-action-active-bg:       var(--#{$prefix}secondary-bg) !default;\n// scss-docs-end list-group-variables\n\n\n// Image thumbnails\n\n// scss-docs-start thumbnail-variables\n$thumbnail-padding:                 .25rem !default;\n$thumbnail-bg:                      var(--#{$prefix}body-bg) !default;\n$thumbnail-border-width:            var(--#{$prefix}border-width) !default;\n$thumbnail-border-color:            var(--#{$prefix}border-color) !default;\n$thumbnail-border-radius:           var(--#{$prefix}border-radius) !default;\n$thumbnail-box-shadow:              var(--#{$prefix}box-shadow-sm) !default;\n// scss-docs-end thumbnail-variables\n\n\n// Figures\n\n// scss-docs-start figure-variables\n$figure-caption-font-size:          $small-font-size !default;\n$figure-caption-color:              var(--#{$prefix}secondary-color) !default;\n// scss-docs-end figure-variables\n\n\n// Breadcrumbs\n\n// scss-docs-start breadcrumb-variables\n$breadcrumb-font-size:              null !default;\n$breadcrumb-padding-y:              0 !default;\n$breadcrumb-padding-x:              0 !default;\n$breadcrumb-item-padding-x:         .5rem !default;\n$breadcrumb-margin-bottom:          1rem !default;\n$breadcrumb-bg:                     null !default;\n$breadcrumb-divider-color:          var(--#{$prefix}secondary-color) !default;\n$breadcrumb-active-color:           var(--#{$prefix}secondary-color) !default;\n$breadcrumb-divider:                quote(\"/\") !default;\n$breadcrumb-divider-flipped:        $breadcrumb-divider !default;\n$breadcrumb-border-radius:          null !default;\n// scss-docs-end breadcrumb-variables\n\n// Carousel\n\n// scss-docs-start carousel-variables\n$carousel-control-color:             $white !default;\n$carousel-control-width:             15% !default;\n$carousel-control-opacity:           .5 !default;\n$carousel-control-hover-opacity:     .9 !default;\n$carousel-control-transition:        opacity .15s ease !default;\n\n$carousel-indicator-width:           30px !default;\n$carousel-indicator-height:          3px !default;\n$carousel-indicator-hit-area-height: 10px !default;\n$carousel-indicator-spacer:          3px !default;\n$carousel-indicator-opacity:         .5 !default;\n$carousel-indicator-active-bg:       $white !default;\n$carousel-indicator-active-opacity:  1 !default;\n$carousel-indicator-transition:      opacity .6s ease !default;\n\n$carousel-caption-width:             70% !default;\n$carousel-caption-color:             $white !default;\n$carousel-caption-padding-y:         1.25rem !default;\n$carousel-caption-spacer:            1.25rem !default;\n\n$carousel-control-icon-width:        2rem !default;\n\n$carousel-control-prev-icon-bg:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$carousel-control-color}'><path d='M11.354 1.646a.5.5 0 0 1 0 .708L5.707 8l5.647 5.646a.5.5 0 0 1-.708.708l-6-6a.5.5 0 0 1 0-.708l6-6a.5.5 0 0 1 .708 0z'/></svg>\") !default;\n$carousel-control-next-icon-bg:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$carousel-control-color}'><path d='M4.646 1.646a.5.5 0 0 1 .708 0l6 6a.5.5 0 0 1 0 .708l-6 6a.5.5 0 0 1-.708-.708L10.293 8 4.646 2.354a.5.5 0 0 1 0-.708z'/></svg>\") !default;\n\n$carousel-transition-duration:       .6s !default;\n$carousel-transition:                transform $carousel-transition-duration ease-in-out !default; // Define transform transition first if using multiple transitions (e.g., `transform 2s ease, opacity .5s ease-out`)\n// scss-docs-end carousel-variables\n\n// scss-docs-start carousel-dark-variables\n$carousel-dark-indicator-active-bg:  $black !default;\n$carousel-dark-caption-color:        $black !default;\n$carousel-dark-control-icon-filter:  invert(1) grayscale(100) !default;\n// scss-docs-end carousel-dark-variables\n\n\n// Spinners\n\n// scss-docs-start spinner-variables\n$spinner-width:           2rem !default;\n$spinner-height:          $spinner-width !default;\n$spinner-vertical-align:  -.125em !default;\n$spinner-border-width:    .25em !default;\n$spinner-animation-speed: .75s !default;\n\n$spinner-width-sm:        1rem !default;\n$spinner-height-sm:       $spinner-width-sm !default;\n$spinner-border-width-sm: .2em !default;\n// scss-docs-end spinner-variables\n\n\n// Close\n\n// scss-docs-start close-variables\n$btn-close-width:            1em !default;\n$btn-close-height:           $btn-close-width !default;\n$btn-close-padding-x:        .25em !default;\n$btn-close-padding-y:        $btn-close-padding-x !default;\n$btn-close-color:            $black !default;\n$btn-close-bg:               url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$btn-close-color}'><path d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/></svg>\") !default;\n$btn-close-focus-shadow:     $focus-ring-box-shadow !default;\n$btn-close-opacity:          .5 !default;\n$btn-close-hover-opacity:    .75 !default;\n$btn-close-focus-opacity:    1 !default;\n$btn-close-disabled-opacity: .25 !default;\n$btn-close-white-filter:     invert(1) grayscale(100%) brightness(200%) !default;\n// scss-docs-end close-variables\n\n\n// Offcanvas\n\n// scss-docs-start offcanvas-variables\n$offcanvas-padding-y:               $modal-inner-padding !default;\n$offcanvas-padding-x:               $modal-inner-padding !default;\n$offcanvas-horizontal-width:        400px !default;\n$offcanvas-vertical-height:         30vh !default;\n$offcanvas-transition-duration:     .3s !default;\n$offcanvas-border-color:            $modal-content-border-color !default;\n$offcanvas-border-width:            $modal-content-border-width !default;\n$offcanvas-title-line-height:       $modal-title-line-height !default;\n$offcanvas-bg-color:                var(--#{$prefix}body-bg) !default;\n$offcanvas-color:                   var(--#{$prefix}body-color) !default;\n$offcanvas-box-shadow:              $modal-content-box-shadow-xs !default;\n$offcanvas-backdrop-bg:             $modal-backdrop-bg !default;\n$offcanvas-backdrop-opacity:        $modal-backdrop-opacity !default;\n// scss-docs-end offcanvas-variables\n\n// Code\n\n$code-font-size:                    $small-font-size !default;\n$code-color:                        $pink !default;\n\n$kbd-padding-y:                     .1875rem !default;\n$kbd-padding-x:                     .375rem !default;\n$kbd-font-size:                     $code-font-size !default;\n$kbd-color:                         var(--#{$prefix}body-bg) !default;\n$kbd-bg:                            var(--#{$prefix}body-color) !default;\n$nested-kbd-font-weight:            null !default; // Deprecated in v5.2.0, removing in v6\n\n$pre-color:                         null !default;\n","/***\n * Rules for the UX/UI of skip navigation link btn. \n *It's only visible to people\n * navigating with keyboard for accessibility purposes\n * ref: https://www.youtube.com/watch?v=VUR0I5mqq7I\n ***/\n\n.skip-link {\n  position: fixed;\n  top: 0;\n  left: 0;\n  right: 0;\n  text-align: center;\n  background-color: var(--pst-color-warning);\n  // Ensure we are using a WCAG conformant colour\n  color: var(--pst-color-warning-text) !important;\n  padding: 0.5rem;\n  z-index: $zindex-modal;\n  border-bottom: 1px solid var(--pst-color-border);\n\n  // This shows / hides the button\n  transform: translateY(-100%);\n  transition: transform 150ms ease-in-out;\n  &:focus {\n    transform: translateY(0%);\n    // ensure this is visible\n    outline: 3px solid $foundation-black;\n  }\n}\n",".bd-container {\n  flex-grow: 1;\n  display: flex;\n  justify-content: center;\n\n  .bd-container__inner {\n    display: flex;\n  }\n}\n\n.bd-page-width {\n  width: 100%;\n  @include media-breakpoint-up(lg) {\n    max-width: $breakpoint-page-width;\n  }\n}\n","// Breakpoint viewport sizes and media queries.\n//\n// Breakpoints are defined as a map of (name: minimum width), order from small to large:\n//\n//    (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px)\n//\n// The map defined in the `$grid-breakpoints` global variable is used as the `$breakpoints` argument by default.\n\n// Name of the next breakpoint, or null for the last breakpoint.\n//\n//    >> breakpoint-next(sm)\n//    md\n//    >> breakpoint-next(sm, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    md\n//    >> breakpoint-next(sm, $breakpoint-names: (xs sm md lg xl xxl))\n//    md\n@function breakpoint-next($name, $breakpoints: $grid-breakpoints, $breakpoint-names: map-keys($breakpoints)) {\n  $n: index($breakpoint-names, $name);\n  @if not $n {\n    @error \"breakpoint `#{$name}` not found in `#{$breakpoints}`\";\n  }\n  @return if($n < length($breakpoint-names), nth($breakpoint-names, $n + 1), null);\n}\n\n// Minimum breakpoint width. Null for the smallest (first) breakpoint.\n//\n//    >> breakpoint-min(sm, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    576px\n@function breakpoint-min($name, $breakpoints: $grid-breakpoints) {\n  $min: map-get($breakpoints, $name);\n  @return if($min != 0, $min, null);\n}\n\n// Maximum breakpoint width.\n// The maximum value is reduced by 0.02px to work around the limitations of\n// `min-` and `max-` prefixes and viewports with fractional widths.\n// See https://www.w3.org/TR/mediaqueries-4/#mq-min-max\n// Uses 0.02px rather than 0.01px to work around a current rounding bug in Safari.\n// See https://bugs.webkit.org/show_bug.cgi?id=178261\n//\n//    >> breakpoint-max(md, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    767.98px\n@function breakpoint-max($name, $breakpoints: $grid-breakpoints) {\n  $max: map-get($breakpoints, $name);\n  @return if($max and $max > 0, $max - .02, null);\n}\n\n// Returns a blank string if smallest breakpoint, otherwise returns the name with a dash in front.\n// Useful for making responsive utilities.\n//\n//    >> breakpoint-infix(xs, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    \"\"  (Returns a blank string)\n//    >> breakpoint-infix(sm, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    \"-sm\"\n@function breakpoint-infix($name, $breakpoints: $grid-breakpoints) {\n  @return if(breakpoint-min($name, $breakpoints) == null, \"\", \"-#{$name}\");\n}\n\n// Media of at least the minimum breakpoint width. No query for the smallest breakpoint.\n// Makes the @content apply to the given breakpoint and wider.\n@mixin media-breakpoint-up($name, $breakpoints: $grid-breakpoints) {\n  $min: breakpoint-min($name, $breakpoints);\n  @if $min {\n    @media (min-width: $min) {\n      @content;\n    }\n  } @else {\n    @content;\n  }\n}\n\n// Media of at most the maximum breakpoint width. No query for the largest breakpoint.\n// Makes the @content apply to the given breakpoint and narrower.\n@mixin media-breakpoint-down($name, $breakpoints: $grid-breakpoints) {\n  $max: breakpoint-max($name, $breakpoints);\n  @if $max {\n    @media (max-width: $max) {\n      @content;\n    }\n  } @else {\n    @content;\n  }\n}\n\n// Media that spans multiple breakpoint widths.\n// Makes the @content apply between the min and max breakpoints\n@mixin media-breakpoint-between($lower, $upper, $breakpoints: $grid-breakpoints) {\n  $min: breakpoint-min($lower, $breakpoints);\n  $max: breakpoint-max($upper, $breakpoints);\n\n  @if $min != null and $max != null {\n    @media (min-width: $min) and (max-width: $max) {\n      @content;\n    }\n  } @else if $max == null {\n    @include media-breakpoint-up($lower, $breakpoints) {\n      @content;\n    }\n  } @else if $min == null {\n    @include media-breakpoint-down($upper, $breakpoints) {\n      @content;\n    }\n  }\n}\n\n// Media between the breakpoint's minimum and maximum widths.\n// No minimum for the smallest breakpoint, and no maximum for the largest one.\n// Makes the @content apply only to the given breakpoint, not viewports any wider or narrower.\n@mixin media-breakpoint-only($name, $breakpoints: $grid-breakpoints) {\n  $min:  breakpoint-min($name, $breakpoints);\n  $next: breakpoint-next($name, $breakpoints);\n  $max:  breakpoint-max($next, $breakpoints);\n\n  @if $min != null and $max != null {\n    @media (min-width: $min) and (max-width: $max) {\n      @content;\n    }\n  } @else if $max == null {\n    @include media-breakpoint-up($name, $breakpoints) {\n      @content;\n    }\n  } @else if $min == null {\n    @include media-breakpoint-down($next, $breakpoints) {\n      @content;\n    }\n  }\n}\n",".bd-header-version-warning,\n.bd-header-announcement {\n  min-height: 3rem;\n  width: 100%;\n  display: flex;\n  position: relative;\n  align-items: center;\n  justify-content: center;\n  text-align: center;\n  padding: 0.5rem 12.5%; // Horizontal padding so the width is 75%\n  // One breakpoint less than $breakpoint-sidebar-primary. See variables/_layout.scss for more info.\n  @include media-breakpoint-down(lg) {\n    // Announcements can take a bit more width on mobile\n    padding: 0.5rem 2%;\n  }\n\n  p {\n    font-weight: bold;\n    margin: 0;\n  }\n\n  &:after {\n    position: absolute;\n    width: 100%;\n    height: 100%;\n    left: 0;\n    top: 0;\n    content: \"\";\n    z-index: -1; // So it doesn't hover over the content\n  }\n\n  &:empty {\n    display: none;\n  }\n\n  // Ensure there is enough contrast against the background\n  a {\n    color: var(--pst-color-inline-code-links);\n  }\n}\n\n// Bg color is now defined in the theme color palette - using our secondary color\n.bd-header-announcement {\n  &:after {\n    background-color: var(--pst-color-secondary-bg);\n  }\n}\n\n.bd-header-version-warning {\n  &:after {\n    background-color: var(--pst-color-danger-bg);\n  }\n}\n","/**\n * Main content area\n */\n.bd-main {\n  flex-grow: 1;\n  flex-direction: column;\n  display: flex;\n  min-width: 0;\n\n  .bd-content {\n    display: flex;\n    justify-content: center;\n    height: 100%;\n    .bd-article-container {\n      justify-content: start;\n      display: flex;\n      flex-direction: column;\n      // Max-width is slightly more than the W3 since our docs often have images.\n      // We shoot for about 100 characters per line instead of 80.\n      // ref: https://www.w3.org/WAI/tutorials/page-structure/styling/#line-length\n      width: 100%;\n      max-width: 60em;\n      overflow-x: auto; // Prevent wide content from pushing off the secondary sidebar\n      padding: 1rem;\n      .bd-article {\n        // Give a bit more verticle spacing on wide screens\n        @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n          padding-top: 1.5rem;\n          padding-left: 2rem;\n        }\n      }\n    }\n  }\n}\n",".bd-footer {\n  width: 100%;\n  border-top: 1px solid var(--pst-color-border);\n\n  .bd-footer__inner {\n    display: flex;\n    flex-grow: 1;\n    padding: 1rem;\n    margin: auto;\n  }\n\n  .footer-items__start,\n  .footer-items__center,\n  .footer-items__end {\n    display: flex;\n    flex-direction: column;\n    gap: 0.5rem;\n    justify-content: center;\n    flex-grow: 1;\n  }\n\n  .footer-items__center {\n    text-align: center;\n  }\n\n  .footer-items__end {\n    text-align: end;\n  }\n\n  // So that paragraphs don't take up extra room\n  .footer-item p {\n    margin-bottom: 0;\n  }\n}\n",".bd-footer-article {\n  margin-top: auto;\n\n  .footer-article-items {\n    display: flex;\n    flex-direction: column;\n  }\n}\n",".bd-footer-content {\n  .footer-content-items {\n    display: flex;\n    flex-direction: column;\n    margin-top: auto;\n  }\n}\n","/**\n * Header at the top of the page\n * It includes the announcement bar and the navigation bar.\n */\n\n// Styling for the Icon links can be found in components/_icon-links.scss\n\n// If we want the shadow to only point downward in the future, set\n// box-shadow to: 0 0.125rem 0.25rem -0.125rem rgba(0, 0, 0, 0.11);\n.bd-header {\n  position: sticky;\n  top: 0;\n  z-index: $zindex-fixed;\n\n  // Overrides bootstrap\n  background: var(--pst-color-on-background) !important;\n  box-shadow: 0 0.125rem 0.25rem 0 var(--pst-color-shadow);\n\n  width: 100%;\n  padding: 0;\n  max-width: 100vw;\n  justify-content: center;\n  .bd-header__inner {\n    display: flex;\n    align-items: center;\n    height: fit-content;\n    padding-left: 1rem;\n    padding-right: 1rem;\n  }\n\n  // These items will define the height of the header\n  .navbar-item {\n    height: var(--pst-header-height);\n    max-height: var(--pst-header-height);\n    display: flex;\n    align-items: center;\n  }\n\n  // Hide the header items on mobile\n  .navbar-header-items {\n    display: none;\n    flex-shrink: 1;\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: flex;\n      flex-grow: 1;\n      padding: 0 0 0 0.5rem;\n    }\n  }\n\n  .navbar-header-items__end,\n  .navbar-header-items__center,\n  .navbar-header-items__start {\n    display: flex;\n    align-items: center;\n    flex-flow: wrap;\n    // In case we wrap our items to multiple rows on small screens\n    row-gap: 0;\n  }\n\n  .navbar-header-items__end,\n  .navbar-header-items__center {\n    column-gap: 1rem;\n  }\n\n  // A little smaller because this is displayed by default on mobile\n  .navbar-header-items__start {\n    flex-shrink: 0;\n    margin-right: auto;\n    gap: 0.5rem;\n  }\n\n  .navbar-header-items__end {\n    // End navbar items should snap to the right\n    justify-content: end;\n  }\n\n  // Contains the navigation links within the navbar\n  .navbar-nav {\n    display: flex;\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      // Center align on wide screens so the dropdown button is centered properly\n      align-items: center;\n    }\n\n    li a.nav-link {\n      @include link-style-text;\n    }\n\n    // Current page is always underlined in the navbar\n    > .current > .nav-link {\n      @include link-navbar-current;\n    }\n\n    // Dropdowns for the extra links\n    .dropdown {\n      button {\n        display: unset;\n        color: var(--pst-color-text-muted);\n        border: none;\n        @include link-style-hover;\n        @include focus-indicator;\n      }\n\n      .dropdown-menu {\n        z-index: $zindex-popover;\n        border: 1px solid var(--pst-color-border);\n        box-shadow: 0 0 0.3rem 0.1rem var(--pst-color-shadow);\n        background-color: var(--pst-color-on-background);\n        padding: 0.5rem 0;\n        margin: 0.5rem 0;\n        min-width: 20rem;\n\n        .dropdown-item {\n          // Give the items in the dropdown some breathing room but let the hit\n          // and hover area of the items extend to the edges of the menu\n          padding: 0.25rem 1.5rem;\n\n          // Override Bootstrap\n          &:focus:not(:hover):not(:active) {\n            background-color: inherit;\n          }\n        }\n\n        // Hide the menu unless show has been clicked\n        &:not(.show) {\n          display: none;\n        }\n      }\n    }\n  }\n}\n\n// inline the element in the navbar as long as they fit and use display block when collapsing\n@include media-breakpoint-up($breakpoint-sidebar-primary) {\n  .navbar-center-items .navbar-item {\n    display: inline-block;\n  }\n}\n\n.nav-link {\n  @include link-style-hover;\n\n  // Override Bootstrap\n  transition: none;\n\n  &.nav-external:after {\n    font: var(--fa-font-solid);\n    content: var(--pst-icon-external-link);\n    font-size: 0.75em;\n    margin-left: 0.3em;\n  }\n}\n\n.bd-navbar-elements li.nav-item i {\n  font-size: 0.7rem;\n  padding-left: 2px;\n  vertical-align: middle;\n}\n\n/**\n * Showing and hiding the sidebar toggle buttons and header items\n */\n\n// Hide the header items on mobile\n.bd-header {\n  // Toggle labels\n  label {\n    &.sidebar-toggle {\n      display: flex;\n      cursor: pointer;\n      font-size: var(--pst-font-size-icon);\n      align-items: center;\n      color: var(--pst-color-muted);\n      margin-bottom: 0;\n      padding-bottom: 0.25rem;\n    }\n\n    &.primary-toggle {\n      margin-right: 1rem;\n      @include media-breakpoint-up($breakpoint-sidebar-primary) {\n        display: none;\n      }\n    }\n\n    &.secondary-toggle {\n      margin-left: 1rem;\n      @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n        display: none;\n      }\n    }\n    @include icon-navbar-hover;\n    @include focus-indicator;\n  }\n\n  // Hide the navbar header items on mobile because they're in the sidebar\n  .navbar-header-items {\n    display: none;\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: inherit;\n    }\n  }\n}\n\n// THe elements next to the hamburger menu only show on narrow screens\n.navbar-persistent--mobile {\n  margin-left: auto;\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    display: none;\n  }\n}\n\n// The navbar-persistent content should only show on wide screens\n.navbar-persistent--container {\n  display: none;\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    display: flex;\n  }\n}\n",".header-article__inner {\n  display: flex;\n  padding: 0 0.5rem;\n\n  // The items define the height so that it disappears if there are no items\n  .header-article-item {\n    min-height: var(--pst-header-article-height);\n    height: var(--pst-header-article-height);\n  }\n\n  .header-article-items__start,\n  .header-article-items__end {\n    display: flex;\n    align-items: start;\n    gap: 0.5rem;\n  }\n\n  .header-article-items__end {\n    margin-left: auto;\n  }\n}\n","/**\n * The primary sidebar on the left.\n * e.g., between-pages navigation.\n */\n\n.bd-sidebar-primary {\n  display: flex;\n  flex-direction: column;\n  gap: 1rem;\n  max-height: calc(100vh - var(--pst-header-height));\n  position: sticky;\n  top: var(--pst-header-height);\n  @include make-col(3);\n\n  // Borders padding and whitespace\n  padding: 2rem 1rem 1rem 1rem;\n  border-right: 1px solid var(--pst-color-border);\n  background-color: var(--pst-color-background);\n  overflow-y: auto;\n\n  font-size: var(--pst-sidebar-font-size-mobile);\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    font-size: var(--pst-sidebar-font-size);\n  }\n\n  // override bootstrap when navlink are displayed in the sidebar\n  .nav-link {\n    font-size: var(--pst-sidebar-font-size-mobile);\n  }\n\n  &.no-sidebar {\n    border-right: 0;\n  }\n\n  &.hide-on-wide {\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: none;\n    }\n  }\n\n  // Headers shouldn't be colored in the sidebars and some extensions add headers\n  h1,\n  h2,\n  h3,\n  h4 {\n    color: var(--pst-color-text-base);\n  }\n\n  .sidebar-primary-items__start,\n  .sidebar-primary-items__end {\n    .sidebar-primary-item {\n      padding: 0.5rem 0;\n    }\n  }\n\n  // Hide the sidebar header items on widescreen since they are visible in the header\n  .sidebar-header-items {\n    display: flex;\n    flex-direction: column;\n\n    .sidebar-header-items__title {\n      font-weight: var(--pst-sidebar-header-font-weight);\n      font-size: var(--pst-sidebar-header-font-size);\n      color: var(--pst-color-text-base);\n      margin-bottom: 0.5rem;\n    }\n\n    // The dropdown toggle for extra links just shows them all instead.\n    .nav-item.dropdown {\n      // On mobile, the dropdown behaves like any other link, no hiding\n      button {\n        display: none;\n      }\n\n      .dropdown-menu {\n        display: flex;\n        flex-direction: column;\n        padding: 0;\n        margin: 0;\n        border: none;\n        background-color: inherit;\n        font-size: inherit;\n      }\n    }\n\n    // Center header items get displayed vertically, end items are displayed horizontally\n    .sidebar-header-items__center {\n      display: flex;\n      flex-direction: column;\n    }\n\n    // Positioning end items\n    .sidebar-header-items__end {\n      display: flex;\n      align-items: center;\n      gap: 0.5rem;\n    }\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: none;\n    }\n  }\n\n  .sidebar-primary-items__start {\n    // Add a border on mobile to separate it from the header sidebar area\n    border-top: 1px solid var(--pst-color-border);\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      border-top: none;\n    }\n  }\n\n  .sidebar-primary-items__end {\n    margin-top: auto;\n    margin-bottom: 1em;\n  }\n  .list-caption {\n    list-style: none;\n    padding-left: 0px;\n  }\n  li {\n    position: relative;\n    // If it has children, add a bit more padding to wrap the content to avoid\n    // overlapping with the <label>\n    &.has-children {\n      > .reference {\n        padding-right: 30px;\n      }\n    }\n  }\n  // Navigation item chevrons\n  label.toctree-toggle {\n    position: absolute;\n    top: 0;\n    right: 0;\n    height: 30px;\n    width: 30px;\n\n    cursor: pointer;\n\n    display: flex;\n    justify-content: center;\n    align-items: center;\n\n    &:hover {\n      background: var(--pst-color-surface);\n    }\n\n    i {\n      display: inline-block;\n      font-size: 0.75rem;\n      text-align: center;\n      &:hover {\n        color: var(--pst-color-primary);\n      }\n    }\n  }\n  .label-parts {\n    width: 100%;\n    height: 100%;\n    &:hover {\n      background: none;\n    }\n    i {\n      width: 30px;\n      position: absolute;\n      top: 0.3em; // aligning chevron with text\n      right: 0em; // aligning chevron to the right\n    }\n  }\n}\n\n/* Between-page links and captions */\nnav.bd-links {\n  margin-right: -1rem;\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    display: block;\n  }\n\n  ul {\n    list-style: none;\n\n    // Reduce padding of nested `ul` items a bit\n    ul {\n      padding: 0 0 0 1rem;\n    }\n  }\n\n  li > a {\n    display: block;\n    padding: 0.25rem 0.65rem;\n    @include link-sidebar;\n    box-shadow: none;\n\n    &.reference.external {\n      &:after {\n        font: var(--fa-font-solid);\n        content: var(--pst-icon-external-link);\n        font-size: 0.75em;\n        margin-left: 0.3em;\n      }\n    }\n  }\n\n  .current {\n    > a {\n      @include link-sidebar-current;\n      background-color: transparent;\n    }\n  }\n\n  // Title\n  p.bd-links__title {\n    font-size: var(--pst-sidebar-header-font-size);\n    font-weight: var(--pst-sidebar-header-font-weight);\n    margin-bottom: 0.5rem;\n  }\n\n  // Toctree captions\n  p.caption {\n    font-weight: var(--pst-sidebar-header-font-weight);\n    position: relative;\n    margin-top: 1.25rem;\n    margin-bottom: 0.5rem;\n    color: var(--pst-color-text-base);\n    &:first-child {\n      margin-top: 0;\n    }\n\n    font-size: var(--pst-sidebar-font-size-mobile);\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      font-size: var(--pst-sidebar-font-size);\n    }\n  }\n}\n","// Grid system\n//\n// Generate semantic grid columns with these mixins.\n\n@mixin make-row($gutter: $grid-gutter-width) {\n  --#{$prefix}gutter-x: #{$gutter};\n  --#{$prefix}gutter-y: 0;\n  display: flex;\n  flex-wrap: wrap;\n  // TODO: Revisit calc order after https://github.com/react-bootstrap/react-bootstrap/issues/6039 is fixed\n  margin-top: calc(-1 * var(--#{$prefix}gutter-y)); // stylelint-disable-line function-disallowed-list\n  margin-right: calc(-.5 * var(--#{$prefix}gutter-x)); // stylelint-disable-line function-disallowed-list\n  margin-left: calc(-.5 * var(--#{$prefix}gutter-x)); // stylelint-disable-line function-disallowed-list\n}\n\n@mixin make-col-ready() {\n  // Add box sizing if only the grid is loaded\n  box-sizing: if(variable-exists(include-column-box-sizing) and $include-column-box-sizing, border-box, null);\n  // Prevent columns from becoming too narrow when at smaller grid tiers by\n  // always setting `width: 100%;`. This works because we set the width\n  // later on to override this initial width.\n  flex-shrink: 0;\n  width: 100%;\n  max-width: 100%; // Prevent `.col-auto`, `.col` (& responsive variants) from breaking out the grid\n  padding-right: calc(var(--#{$prefix}gutter-x) * .5); // stylelint-disable-line function-disallowed-list\n  padding-left: calc(var(--#{$prefix}gutter-x) * .5); // stylelint-disable-line function-disallowed-list\n  margin-top: var(--#{$prefix}gutter-y);\n}\n\n@mixin make-col($size: false, $columns: $grid-columns) {\n  @if $size {\n    flex: 0 0 auto;\n    width: percentage(divide($size, $columns));\n\n  } @else {\n    flex: 1 1 0;\n    max-width: 100%;\n  }\n}\n\n@mixin make-col-auto() {\n  flex: 0 0 auto;\n  width: auto;\n}\n\n@mixin make-col-offset($size, $columns: $grid-columns) {\n  $num: divide($size, $columns);\n  margin-left: if($num == 0, 0, percentage($num));\n}\n\n// Row columns\n//\n// Specify on a parent element(e.g., .row) to force immediate children into NN\n// number of columns. Supports wrapping to new lines, but does not do a Masonry\n// style grid.\n@mixin row-cols($count) {\n  > * {\n    flex: 0 0 auto;\n    width: percentage(divide(1, $count));\n  }\n}\n\n// Framework grid generation\n//\n// Used only by Bootstrap to generate the correct number of grid classes given\n// any value of `$grid-columns`.\n\n@mixin make-grid-columns($columns: $grid-columns, $gutter: $grid-gutter-width, $breakpoints: $grid-breakpoints) {\n  @each $breakpoint in map-keys($breakpoints) {\n    $infix: breakpoint-infix($breakpoint, $breakpoints);\n\n    @include media-breakpoint-up($breakpoint, $breakpoints) {\n      // Provide basic `.col-{bp}` classes for equal-width flexbox columns\n      .col#{$infix} {\n        flex: 1 0 0%; // Flexbugs #4: https://github.com/philipwalton/flexbugs#flexbug-4\n      }\n\n      .row-cols#{$infix}-auto > * {\n        @include make-col-auto();\n      }\n\n      @if $grid-row-columns > 0 {\n        @for $i from 1 through $grid-row-columns {\n          .row-cols#{$infix}-#{$i} {\n            @include row-cols($i);\n          }\n        }\n      }\n\n      .col#{$infix}-auto {\n        @include make-col-auto();\n      }\n\n      @if $columns > 0 {\n        @for $i from 1 through $columns {\n          .col#{$infix}-#{$i} {\n            @include make-col($i, $columns);\n          }\n        }\n\n        // `$columns - 1` because offsetting by the width of an entire row isn't possible\n        @for $i from 0 through ($columns - 1) {\n          @if not ($infix == \"\" and $i == 0) { // Avoid emitting useless .offset-0\n            .offset#{$infix}-#{$i} {\n              @include make-col-offset($i, $columns);\n            }\n          }\n        }\n      }\n\n      // Gutters\n      //\n      // Make use of `.g-*`, `.gx-*` or `.gy-*` utilities to change spacing between the columns.\n      @each $key, $value in $gutters {\n        .g#{$infix}-#{$key},\n        .gx#{$infix}-#{$key} {\n          --#{$prefix}gutter-x: #{$value};\n        }\n\n        .g#{$infix}-#{$key},\n        .gy#{$infix}-#{$key} {\n          --#{$prefix}gutter-y: #{$value};\n        }\n      }\n    }\n  }\n}\n\n@mixin make-cssgrid($columns: $grid-columns, $breakpoints: $grid-breakpoints) {\n  @each $breakpoint in map-keys($breakpoints) {\n    $infix: breakpoint-infix($breakpoint, $breakpoints);\n\n    @include media-breakpoint-up($breakpoint, $breakpoints) {\n      @if $columns > 0 {\n        @for $i from 1 through $columns {\n          .g-col#{$infix}-#{$i} {\n            grid-column: auto / span $i;\n          }\n        }\n\n        // Start with `1` because `0` is and invalid value.\n        // Ends with `$columns - 1` because offsetting by the width of an entire row isn't possible.\n        @for $i from 1 through ($columns - 1) {\n          .g-start#{$infix}-#{$i} {\n            grid-column-start: $i;\n          }\n        }\n      }\n    }\n  }\n}\n","/**\n * Secondary sidebar on the right.\n * e.g., in-page table of contents.\n */\n.bd-sidebar-secondary {\n  display: flex;\n  order: 2;\n  flex-shrink: 0;\n  flex-direction: column;\n  position: sticky;\n  top: var(--pst-header-height);\n  max-height: calc(100vh - var(--pst-header-height));\n  padding: 2rem 1rem 1rem 1rem;\n  width: var(--pst-sidebar-secondary);\n  font-size: var(--pst-sidebar-font-size-mobile);\n  @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n    font-size: var(--pst-sidebar-font-size);\n  }\n\n  // Color and border\n  background-color: var(--pst-color-background);\n  overflow-y: auto;\n}\n\n.sidebar-secondary-item {\n  padding: 0.5rem 0.5rem;\n  @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n    border-left: 1px solid var(--pst-color-border);\n    padding-left: 1rem;\n  }\n\n  i {\n    padding-right: 0.5rem;\n  }\n}\n","/*******************************************************************************\n* Rules for the UX/UI of sidebar sliding drawers on mobile\n* Note that this sheet controls styles across many parts of the theme\n* It is aggregated into this one sheet instead of being split across\n* components in order to keep it easier to debug in one place.\n* It is broken up into major sections below.\n*/\n\n/*******************************************************************************\n* Buttons and overlays\n*/\ninput.sidebar-toggle {\n  display: none;\n}\n\n// Background overlays\nlabel.overlay {\n  background-color: black;\n  opacity: 0.5;\n  height: 0;\n  width: 0;\n  position: fixed;\n  top: 0;\n  left: 0;\n  transition: opacity $animation-time ease-out;\n  z-index: $zindex-modal-backdrop;\n}\n\ninput {\n  // Show the correct overlay when its input is checked\n  &#__primary:checked + label.overlay.overlay-primary,\n  &#__secondary:checked + label.overlay.overlay-secondary {\n    height: 100vh;\n    width: 100vw;\n  }\n\n  // Primary sidebar slides in from the left\n  &#__primary:checked ~ .bd-container .bd-sidebar-primary {\n    visibility: visible;\n    margin-left: 0;\n  }\n\n  // Secondary sidebar slides in from the right\n  &#__secondary:checked ~ .bd-container .bd-sidebar-secondary {\n    visibility: visible;\n    margin-right: 0;\n  }\n}\n\n/*******************************************************************************\n* Sidebar drawer behavior\n*/\n\n/**\n * Behavior for sliding drawer elements that will be toggled with an input\n *\n * NOTE: We use this mixin to define the toggle behavior on narrow screens,\n * And the wide-screen behavior of the sections is defined in their own section\n * .scss files.\n */\n@mixin sliding-drawer($side: \"left\") {\n  position: fixed;\n  top: 0;\n  z-index: $zindex-modal;\n  height: 100vh;\n  max-height: 100vh;\n  width: 75%;\n  flex-grow: 0.75;\n  max-width: 350px;\n  transition: visibility $animation-time ease-out,\n    margin $animation-time ease-out;\n  visibility: hidden;\n\n  @if $side == \"right\" {\n    margin-right: -75%;\n    right: 0;\n  } @else {\n    margin-left: -75%;\n    left: 0;\n  }\n}\n\n// Primary sidebar hides/shows at earlier widths\n@include media-breakpoint-up($breakpoint-sidebar-primary) {\n  label.sidebar-toggle.primary-toggle {\n    display: none;\n  }\n\n  input#__primary {\n    &:checked + label.overlay.overlay-primary {\n      height: 0;\n      width: 0;\n    }\n  }\n\n  .bd-sidebar-primary {\n    margin-left: 0;\n    visibility: visible;\n  }\n}\n\n.bd-sidebar-primary {\n  @include media-breakpoint-down($breakpoint-sidebar-primary) {\n    @include sliding-drawer(\"left\");\n  }\n}\n\n.bd-sidebar-secondary {\n  @include media-breakpoint-down($breakpoint-sidebar-secondary) {\n    @include sliding-drawer(\"right\");\n  }\n}\n","/**\n * Breadcrumbs for parent pages meant for the article header\n */\nul.bd-breadcrumbs {\n  list-style: none;\n  padding-left: 0;\n  display: flex;\n  flex-wrap: wrap;\n\n  // Font size slightly smaller to avoid cluttering up space too much\n  font-size: 0.8rem;\n\n  li.breadcrumb-item {\n    display: flex;\n    align-items: baseline;\n\n    // Style should look like heavier in-page links\n    // keeping visited in the default link colour\n    font-weight: bold;\n    a {\n      @include link-style-text;\n    }\n\n    // Items that aren't the home have a caret to the left\n    &:not(.breadcrumb-home):before {\n      font: var(--fa-font-solid);\n      font-size: 0.8rem;\n      content: var(--pst-breadcrumb-divider);\n      color: var(--pst-color-text-muted);\n      padding: 0 0.5rem;\n    }\n  }\n}\n","/**\n * Icon links in the navbar\n */\n\n.navbar-icon-links {\n  display: flex;\n  flex-direction: row;\n  column-gap: 1rem;\n  flex-wrap: wrap;\n\n  // Remove the padding so that we can define it with flexbox gap above\n  li.nav-item a.nav-link {\n    padding-left: 0;\n    padding-right: 0;\n    @include icon-navbar-hover;\n  }\n\n  // Spacing and centering\n  a span {\n    display: flex;\n    align-items: center;\n  }\n\n  // Icons styling\n  i {\n    &.fa-brands,\n    &.fa-regular,\n    &.fa-solid {\n      vertical-align: middle;\n      font-style: normal;\n      font-size: var(--pst-font-size-icon);\n    }\n\n    /* Social media buttons hard-code the brand color */\n    &.fa-square-twitter:before {\n      color: #55acee;\n    }\n\n    &.fa-square-gitlab:before {\n      color: #548;\n    }\n\n    &.fa-bitbucket:before {\n      color: #0052cc;\n    }\n  }\n\n  // Force images to be icon-sized\n  img.icon-link-image {\n    height: 1.5em;\n    border-radius: 0.2rem;\n  }\n}\n","/**\n * Logo in the navbar\n */\n\n.navbar-brand {\n  position: relative;\n  height: var(--pst-header-height);\n  max-height: var(--pst-header-height);\n  padding: 0.5rem 0;\n  width: auto;\n  margin: 0;\n  display: flex;\n  // Ensure that the logo stays the same length while other content shrinks\n  flex-shrink: 0;\n  align-items: center;\n  gap: 0.5rem;\n\n  // If there's no logo image, we use a p element w/ the site title\n  p {\n    margin-bottom: 0;\n  }\n\n  // If there's a logo, it'll be in an img block\n  img {\n    max-width: 100%;\n    height: 100%;\n    width: auto;\n  }\n\n  // remove underline from brand title on default state\n  a {\n    text-decoration: none;\n  }\n  &:hover {\n    @include link-style-hover;\n  }\n  &:visited {\n    &:hover {\n      @include link-style-hover;\n    }\n  }\n}\n","/**\n * Navigation text links in the navbar\n */\n.navbar-nav {\n  ul {\n    display: block;\n    list-style: none;\n\n    // Reduce padding of nested `ul` items a bit\n    ul {\n      padding: 0 0 0 1rem;\n    }\n  }\n\n  // Navbar links - do not have an underline by default\n  li {\n    display: flex;\n    flex-direction: column;\n\n    a {\n      display: flex;\n      align-items: center;\n      height: 100%;\n      padding-top: 0.25rem;\n      padding-bottom: 0.25rem;\n      @include link-style-text;\n    }\n  }\n\n  /**\n   * Togglable expand/collapse\n   * This is only applicable to the primary sidebar which has these checkboxes\n   */\n  .toctree-checkbox {\n    position: absolute;\n    display: none;\n  }\n\n  .toctree-checkbox {\n    ~ ul {\n      display: none;\n    }\n    ~ label i {\n      transform: rotate(0deg);\n    }\n  }\n  .toctree-checkbox:checked {\n    ~ ul {\n      display: block;\n    }\n    ~ label i {\n      transform: rotate(180deg);\n    }\n  }\n}\n\n// Don't display the `site navigation` in the header menu\n.bd-header .navbar-nav > p.sidebar-header-items__title {\n  display: none;\n}\n","/**\n * The list of in-page TOC links\n */\n.page-toc {\n  .section-nav {\n    padding-left: 0;\n    border-bottom: none;\n\n    ul {\n      padding-left: 1rem;\n    }\n  }\n\n  // override bootstrap settings\n  .nav-link {\n    font-size: var(--pst-sidebar-font-size-mobile);\n    @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n      font-size: var(--pst-sidebar-font-size);\n    }\n  }\n\n  .onthispage {\n    color: var(--pst-color-text-base);\n    font-weight: var(--pst-sidebar-header-font-weight);\n    margin-bottom: 0.5rem;\n  }\n}\n","/**\n* Previous / Next navigation buttons\n**/\n.prev-next-area {\n  width: 100%;\n\n  p {\n    margin: 0 0.3em;\n    line-height: 1.3em;\n  }\n\n  i {\n    font-size: 1.2em;\n  }\n\n  a {\n    // So that buttons align with icons\n    display: flex;\n    align-items: center;\n    border: none;\n    padding: 10px;\n    max-width: 45%;\n    overflow-x: hidden;\n    color: var(--pst-color-text-muted);\n    text-decoration: none;\n\n    p.prev-next-title {\n      @include link-style-default;\n      font-weight: var(--pst-admonition-font-weight-heading);\n      font-size: 1.1em;\n    }\n\n    &:hover p.prev-next-title {\n      @include link-style-hover;\n    }\n    // Exception here - keep visited in the default link colour\n    // it still should hover on the default link hover colour\n    &:visited p.prev-next-title {\n      color: var(--pst-color-link);\n      &:hover {\n        color: var(--pst-color-link-hover);\n      }\n    }\n\n    .prev-next-info {\n      flex-direction: column;\n      margin: 0 0.5em;\n\n      .prev-next-subtitle {\n        text-transform: capitalize;\n      }\n    }\n\n    &.left-prev {\n      float: left;\n    }\n\n    &.right-next {\n      float: right;\n\n      div.prev-next-info {\n        text-align: right;\n      }\n    }\n  }\n}\n","/**\n * Search field\n **/\n.bd-search {\n  position: relative;\n  padding-left: 0.5rem;\n  gap: 0.5rem;\n  background-color: var(--pst-color-background);\n  border-radius: $admonition-border-radius;\n  border: 1px solid var(--pst-color-border);\n  color: var(--pst-color-text-base);\n\n  // Background should always be same color regardless of active or not\n  &:active {\n    background-color: var(--pst-color-background);\n    color: var(--pst-color-text-muted);\n  }\n\n  .icon {\n    position: absolute;\n    color: var(--pst-color-border);\n    left: 25px;\n  }\n\n  .fa-solid.fa-magnifying-glass {\n    position: absolute;\n    left: calc((2.5rem - 0.7em) / 2);\n    color: var(--pst-color-text-muted);\n  }\n\n  input {\n    // Inner-text of the search bar\n    &::placeholder {\n      color: var(--pst-color-text-muted);\n    }\n\n    // Remove the little \"x\" that pops up when you start typing\n    &::-webkit-search-cancel-button,\n    &::-webkit-search-decoration {\n      -webkit-appearance: none;\n      appearance: none;\n    }\n  }\n\n  // Shows off the keyboard shortcuts for the button\n  .search-button__kbd-shortcut {\n    display: flex;\n    position: absolute;\n    right: 0.5rem;\n    color: var(--pst-color-border);\n  }\n}\n\n.form-control {\n  background-color: var(--pst-color-background);\n  color: var(--pst-color-text-base);\n\n  &:focus,\n  &:focus-visible {\n    border: none;\n    box-shadow: none;\n    outline: 3px solid var(--pst-color-accent);\n    background-color: var(--pst-color-background);\n    color: var(--pst-color-text-muted);\n  }\n}\n\n/**\n * Search button - located in the navbar\n */\n\n// Search link icon should be a bit bigger since it is separate from icon links\n.search-button {\n  display: flex;\n  align-items: center;\n  align-content: center;\n  color: var(--pst-color-text-muted);\n  // Needed to match other icons hover\n  padding: 0 0 0.25rem 0;\n  border-radius: 0;\n  @include icon-navbar-hover;\n  @include focus-indicator;\n\n  i {\n    font-size: 1.3rem;\n  }\n}\n\n// __search-container will only show up when we use the search pop-up bar\n.search-button__search-container,\n.search-button__overlay {\n  display: none;\n}\n.search-button__wrapper.show {\n  .search-button__search-container {\n    display: flex;\n    // Center in middle of screen just underneath header\n    position: fixed;\n    z-index: $zindex-modal;\n    top: 30%;\n    left: 50%;\n    transform: translate(-50%, -50%);\n    right: 1rem;\n    margin-top: 0.5rem;\n    width: 90%;\n    max-width: 800px;\n  }\n\n  .search-button__overlay {\n    display: flex;\n    position: fixed;\n    z-index: $zindex-modal-backdrop;\n    background-color: black;\n    opacity: 0.5;\n    width: 100%;\n    height: 100%;\n    top: 0px;\n    left: 0px;\n  }\n\n  form.bd-search {\n    flex-grow: 1;\n    padding-top: 0;\n    padding-bottom: 0;\n  }\n\n  // Font and input text a bit bigger\n  svg,\n  input {\n    font-size: var(--pst-font-size-icon);\n  }\n}\n\n/**\n * The search button component that looks like a field.\n * Lives at components/search-button-field.html\n */\n.search-button-field {\n  display: inline-flex;\n  align-items: center;\n  border: var(--pst-color-border) solid 1px;\n  border-radius: 1.5em;\n  color: var(--pst-color-text-muted);\n  padding: 0.5em;\n  background-color: var(--pst-color-surface);\n\n  &:hover {\n    border: 2px solid var(--pst-color-link-hover);\n  }\n  &:focus-visible {\n    border: 2px solid var(--pst-color-accent);\n  }\n\n  // The keyboard shotcut text\n  .search-button__default-text {\n    font-size: var(--bs-nav-link-font-size);\n    font-weight: var(--bs-nav-link-font-weight);\n    margin-right: 0.5em;\n    margin-left: 0.5em;\n  }\n\n  .kbd-shortcut__modifier {\n    font-size: 0.75em;\n  }\n\n  // Ensures that all the text lines up in the middle\n  > * {\n    align-items: center;\n  }\n\n  // Only the icon should be visible on narrow screens\n  > :not(svg) {\n    display: none;\n\n    @include media-breakpoint-up(lg) {\n      display: flex;\n    }\n  }\n}\n","/**\n * The 'Hide Search Matches' button.\n * This only shows up when a person lands on a page after clicking a search result.\n * Clicking it removes the highlighting of the search term from the page.\n * We want it to behave like a button.\n */\ndiv#searchbox {\n  // Leave `#searchbox` rules empty so that it doesn't show at all when it is empty\n  p.highlight-link {\n    margin: 1rem 0;\n    width: fit-content;\n\n    // A bit more margin on wide screens to mimic article behavior\n    @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n      margin-left: 2rem;\n    }\n\n    // Put outer shadow on this one so that we can darken the link w/ an inner shadow\n    @include box-shadow();\n\n    // Style the button to look like a Sphinx Design button\n    a {\n      border-radius: 0.25rem;\n      font-size: 1.25rem;\n      padding: 0.75rem;\n      background-color: var(--pst-color-primary);\n      color: var(--pst-color-primary-text);\n      text-decoration: none;\n\n      // The box shadow is inset so that it darkens the button on hover\n      transition: box-shadow 0.25s ease-out;\n      &:hover {\n        box-shadow: inset 0px 0px 50px 50px rgba(0, 0, 0, 0.25);\n      }\n\n      &:before {\n        content: var(--pst-icon-search-minus);\n        color: unset;\n        font: var(--fa-font-solid);\n        margin-right: 0.5rem;\n      }\n    }\n  }\n}\n","/*********************************************\n* SASS Mixins\n*********************************************/\n\n/**\n * A consistent box shadow style we apply across elements.\n */\n@mixin box-shadow() {\n  box-shadow: 0 0.2rem 0.5rem var(--pst-color-shadow),\n    0 0 0.0625rem var(--pst-color-shadow) !important;\n}\n\n/**\n   * Set background of some cell outputs to white-ish to make sure colors work\n   * This is because many libraries make output that only looks good on white\n   */\n@mixin cell-output-background {\n  color: var(--pst-color-on-background);\n  background-color: var(--pst-color-text-base);\n  border-radius: 0.25rem;\n  padding: 0.5rem;\n}\n","/**\n * Light/dark theme switcher\n */\n\n.theme-switch-button {\n  // overide bootstrap settings\n  margin: 0 -0.5rem;\n  padding: 0; // We pad the `span` not the container\n  color: var(--pst-color-text-muted);\n  border-radius: 0;\n  @include focus-indicator;\n\n  span {\n    display: none;\n    padding: 0.5em;\n\n    @include icon-navbar-hover;\n    &:active {\n      text-decoration: none;\n      color: var(--pst-color-link-hover);\n    }\n  }\n}\n\nhtml[data-mode=\"auto\"] .theme-switch-button span[data-mode=\"auto\"] {\n  display: flex;\n}\nhtml[data-mode=\"light\"] .theme-switch-button span[data-mode=\"light\"] {\n  display: flex;\n}\nhtml[data-mode=\"dark\"] .theme-switch-button span[data-mode=\"dark\"] {\n  display: flex;\n}\n","button.btn.version-switcher__button {\n  border-color: var(--pst-color-border);\n  color: var(--pst-color-text-base);\n  // Add a margin on narrow screens to avoid feeling cramped\n  margin-bottom: 1em;\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    margin-bottom: unset;\n  }\n\n  @include link-style-hover;\n  @include focus-indicator;\n  &:active {\n    color: var(--pst-color-text-base);\n    border-color: var(--pst-color-border);\n  }\n}\n\n.version-switcher__menu {\n  border-color: var(--pst-color-border);\n  border-radius: var(--bs-dropdown-border-radius);\n\n  a.list-group-item {\n    background-color: var(--pst-color-on-background);\n    color: var(--pst-color-text-base);\n    padding: 0.75rem 1.25rem;\n\n    &:not(:last-child) {\n      border-bottom: 1px solid var(--pst-color-border);\n    }\n    @include link-style-hover;\n    &:hover {\n      background-color: var(--pst-color-surface);\n    }\n    &.active {\n      @include link-sidebar-current;\n      position: relative;\n      z-index: 1;\n\n      span:before {\n        content: \"\";\n        width: 100%;\n        height: 100%;\n        position: absolute;\n        z-index: -1;\n        left: 0;\n        top: 0;\n      }\n    }\n  }\n}\n\n// Font behavior on mobile\nbutton.version-switcher__button,\n.version-switcher__menu {\n  font-size: 1.1em; // A bit smaller than other menu font\n  z-index: $zindex-modal; // higher than the sidebars\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    font-size: unset;\n  }\n}\n","/* Collapsing of the TOC sidebar while scrolling */\n/* Nav: hide second level (shown on .active) */\n\nnav.page-toc {\n  // A little extra space before the buttons\n  margin-bottom: 1rem;\n}\n\n.bd-toc .nav,\n.list-caption {\n  .nav {\n    display: none;\n\n    // So we can manually specify a level as visible in the config\n    &.visible {\n      display: block;\n    }\n  }\n\n  > .active > ul {\n    display: block;\n  }\n}\n\n// Each entry of the in-page TOC\n.toc-entry {\n  display: block;\n  a > code {\n    color: var(--pst-color-text-muted);\n  }\n\n  a.nav-link {\n    display: block;\n    padding: 0.125rem 0;\n\n    // Padding w/ negative margin so the top TOC item highlight overlaps w/ the TOC border\n    padding-left: 1rem;\n    margin-left: -1rem;\n\n    @include link-sidebar;\n\n    &.active {\n      @include link-sidebar-current;\n      background-color: transparent;\n\n      &:hover {\n        color: var(--pst-color-link-hover);\n      }\n    }\n  }\n}\n","div.versionadded,\ndiv.versionchanged,\ndiv.deprecated {\n  vertical-align: middle;\n  margin: 1.5625em auto;\n  padding: 0 0.6rem 0 0.6rem;\n  overflow: hidden;\n  page-break-inside: avoid;\n  border-left: 0.2rem solid;\n  border-color: var(--pst-color-info);\n  border-radius: $admonition-border-radius;\n  background-color: var(--pst-color-on-background);\n  @include box-shadow();\n  position: relative;\n\n  > p {\n    margin-bottom: 0.6rem;\n    margin-top: 0.6rem;\n  }\n}\n\ndiv.versionadded {\n  border-color: var(--pst-color-success);\n  background-color: var(--pst-color-success-bg);\n}\n\ndiv.versionchanged {\n  border-color: var(--pst-color-warning);\n  background-color: var(--pst-color-warning-bg);\n}\n\ndiv.deprecated {\n  border-color: var(--pst-color-danger);\n  background-color: var(--pst-color-danger-bg);\n}\n\nspan.versionmodified {\n  font-weight: 600;\n\n  &:before {\n    margin-right: 0.6rem;\n    color: var(--pst-color-info);\n    font: var(--fa-font-solid);\n    content: var(--pst-icon-versionmodified-default);\n  }\n}\n\nspan.versionmodified.added {\n  &:before {\n    color: var(--pst-color-success);\n    content: var(--pst-icon-versionmodified-added);\n  }\n}\n\nspan.versionmodified.changed {\n  &:before {\n    color: var(--pst-color-warning);\n    content: var(--pst-icon-versionmodified-changed);\n  }\n}\n\nspan.versionmodified.deprecated {\n  &:before {\n    color: var(--pst-color-danger);\n    content: var(--pst-icon-versionmodified-deprecated);\n  }\n}\n",".sidebar-indices-items {\n  display: flex;\n  flex-direction: column;\n  border-top: 1px solid var(--pst-color-border);\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    border-top: none;\n  }\n\n  .sidebar-indices-items__title {\n    font-weight: var(--pst-sidebar-header-font-weight);\n    font-size: var(--pst-sidebar-header-font-size);\n    color: var(--pst-color-text-base);\n    margin-bottom: 0.5rem;\n  }\n\n  ul.indices-link {\n    margin-right: -1rem;\n    list-style: none;\n    padding: 0;\n\n    li > a {\n      display: block;\n      padding: 0.25rem 0;\n      color: var(--pst-color-text-muted);\n\n      &:hover {\n        color: var(--pst-color-primary);\n        text-decoration: none;\n        background-color: transparent;\n      }\n    }\n  }\n}\n",".bd-sidebar-primary div#rtd-footer-container {\n  position: sticky;\n  bottom: -1rem;\n  margin: -1rem; // ignore sidebar padding\n\n  .rst-versions.rst-badge {\n    position: unset;\n    font-size: 0.9em;\n    font-family: var(--pst-font-family-base);\n    max-width: unset;\n\n    .rst-current-version {\n      display: flex;\n      align-items: center;\n      gap: 0.2rem;\n      height: 2.5rem;\n      transition: background-color 0.2s ease-out;\n      background-color: var(--pst-color-background);\n      color: var(--pst-color-success);\n      border-top: 1px solid var(--pst-color-border);\n    }\n\n    .fa.fa-book {\n      color: var(--pst-color-text-muted);\n      margin-right: auto;\n\n      &::after {\n        color: var(--pst-color-text-base);\n        content: \"Read The Docs\";\n        font-family: var(--pst-font-family-base);\n        font-weight: var(--pst-admonition-font-weight-heading);\n      }\n    }\n    .fa.fa-caret-down {\n      color: var(--pst-color-text-muted);\n    }\n  }\n\n  .rst-versions.rst-badge.shift-up {\n    .rst-current-version {\n      border-bottom: 1px solid var(--pst-color-border);\n    }\n  }\n\n  .rst-other-versions {\n    background-color: var(--pst-color-surface);\n    color: var(--pst-color-text-base);\n\n    dl {\n      dd a {\n        color: var(--pst-color-text-muted);\n      }\n    }\n\n    hr {\n      background-color: var(--pst-color-border);\n    }\n\n    small a {\n      color: var(--pst-color-link);\n    }\n\n    input {\n      padding-left: 0.5rem;\n      border: 1px solid var(--pst-color-border);\n      background-color: var(--pst-color-surface);\n    }\n  }\n}\n","/**\n * Admonitions and blocks of styled content.\n * Admonitions CSS originally inspired by https://squidfunk.github.io/mkdocs-material/getting-started/\n */\n$admonition-border-radius: 0.25rem;\ndiv.admonition,\n.admonition {\n  margin: 1.5625em auto;\n  padding: 0 0.6rem 0.8rem 0.6rem;\n  overflow: hidden;\n  page-break-inside: avoid;\n  border-left: 0.2rem solid;\n  border-color: var(--pst-color-info);\n  border-radius: $admonition-border-radius;\n  background-color: var(--pst-color-on-background);\n  @include box-shadow();\n\n  // Last item should have no spacing since we'll control that w/ padding\n  *:last-child {\n    margin-bottom: 0;\n  }\n\n  // Items after the title should be indented\n  p.admonition-title ~ * {\n    margin-left: 1.4rem;\n    margin-right: 1.4rem;\n  }\n\n  // Lists need to have left margin so they don't spill into it\n  > ol,\n  > ul {\n    margin-left: 1em;\n  }\n\n  // Defaults for all admonitions\n  > .admonition-title {\n    margin: 0 -0.6rem;\n    padding: 0.4rem 0.6rem 0.4rem 2rem;\n    font-weight: var(--pst-admonition-font-weight-heading);\n    position: relative;\n    @include legacy-backdrop-placeholder;\n    background-color: var(--pst-color-info-bg);\n    // now that we use solid colors we want the title on top\n    z-index: 1;\n\n    &:after {\n      position: absolute;\n      left: 0.5rem;\n      width: 1rem;\n      height: 1rem;\n      color: var(--pst-color-info);\n      font: var(--fa-font-solid);\n      line-height: inherit;\n      content: var(--pst-icon-admonition-default);\n      opacity: 1;\n    }\n\n    // Next element after title needs some extra upper-space\n    + * {\n      margin-top: 0.4em;\n    }\n  }\n\n  &.attention {\n    border-color: var(--pst-color-attention);\n    > .admonition-title {\n      background-color: var(--pst-color-attention-bg);\n\n      &:after {\n        color: var(--pst-color-attention);\n        content: var(--pst-icon-admonition-attention);\n      }\n    }\n  }\n\n  &.caution {\n    border-color: var(--pst-color-warning);\n    > .admonition-title {\n      background-color: var(--pst-color-warning-bg);\n\n      &:after {\n        color: var(--pst-color-warning);\n        content: var(--pst-icon-admonition-caution);\n      }\n    }\n  }\n\n  &.warning {\n    border-color: var(--pst-color-warning);\n    > .admonition-title {\n      background-color: var(--pst-color-warning-bg);\n\n      &:after {\n        color: var(--pst-color-warning);\n        content: var(--pst-icon-admonition-warning);\n      }\n    }\n  }\n\n  &.danger {\n    border-color: var(--pst-color-danger);\n    > .admonition-title {\n      background-color: var(--pst-color-danger-bg);\n\n      &:after {\n        color: var(--pst-color-danger);\n        content: var(--pst-icon-admonition-danger);\n      }\n    }\n  }\n\n  &.error {\n    border-color: var(--pst-color-danger);\n    > .admonition-title {\n      background-color: var(--pst-color-danger-bg);\n\n      &:after {\n        color: var(--pst-color-danger);\n        content: var(--pst-icon-admonition-error);\n      }\n    }\n  }\n\n  &.hint {\n    border-color: var(--pst-color-success);\n    > .admonition-title {\n      background-color: var(--pst-color-success-bg);\n\n      &:after {\n        color: var(--pst-color-success);\n        content: var(--pst-icon-admonition-hint);\n      }\n    }\n  }\n\n  &.tip {\n    border-color: var(--pst-color-success);\n    > .admonition-title {\n      background-color: var(--pst-color-success-bg);\n\n      &:after {\n        color: var(--pst-color-success);\n        content: var(--pst-icon-admonition-tip);\n      }\n    }\n  }\n\n  &.important {\n    border-color: var(--pst-color-attention);\n    > .admonition-title {\n      background-color: var(--pst-color-attention-bg);\n\n      &:after {\n        color: var(--pst-color-attention);\n        content: var(--pst-icon-admonition-important);\n      }\n    }\n  }\n\n  &.note {\n    border-color: var(--pst-color-info);\n    > .admonition-title {\n      background-color: var(--pst-color-info-bg);\n\n      &:after {\n        color: var(--pst-color-info);\n        content: var(--pst-icon-admonition-note);\n      }\n    }\n  }\n\n  &.seealso {\n    border-color: var(--pst-color-success);\n    > .admonition-title {\n      background-color: var(--pst-color-success-bg);\n\n      &:after {\n        color: var(--pst-color-success);\n        content: var(--pst-icon-admonition-seealso);\n      }\n    }\n  }\n\n  &.admonition-todo {\n    border-color: var(--pst-color-secondary);\n    > .admonition-title {\n      background-color: var(--pst-color-secondary-bg);\n\n      &:after {\n        color: var(--pst-color-secondary);\n        content: var(--pst-icon-admonition-todo);\n      }\n    }\n  }\n\n  /**\n   * Special-case for a `sidebar` class that makes the admonition float to\n   * the right like the {sidebar} directive.\n   */\n  &.sidebar {\n    max-width: 40%;\n    float: right;\n    clear: both;\n    margin-left: 0.5rem;\n    margin-top: 0;\n\n    // Undo the .sidebar directive border\n    border-width: 0 0 0 0.2rem;\n\n    // TODO: these semantic-color-names border-color rules might no longer be\n    //       needed when we drop support for Sphinx 4 / docutils 0.17\n    &.attention,\n    &.important {\n      border-color: var(--pst-color-attention);\n    }\n\n    &.caution,\n    &.warning {\n      border-color: var(--pst-color-warning);\n    }\n\n    &.danger,\n    &.error {\n      border-color: var(--pst-color-danger);\n    }\n\n    &.hint,\n    &.tip,\n    &.seealso {\n      border-color: var(--pst-color-success);\n    }\n\n    &.note,\n    &.todo {\n      border-color: var(--pst-color-info);\n    }\n\n    // No inner margin since we have less horizontal space w/ the sidebar\n    p.admonition-title ~ * {\n      margin-left: 0rem;\n      margin-right: 0rem;\n    }\n  }\n}\n\n/**************************************************************\n * Similar content blocks that are not technically admonitions.\n */\n\n/**\n * Topics and the {contents} directive\n */\n// Docutils <= 0.17\ndiv.topic,\ndiv.topic.contents,\n// Docutils >= 0.18\nnav.contents,\naside.topic {\n  display: flex;\n  flex-direction: column;\n  background-color: var(--pst-color-surface);\n  border-color: var(--pst-color-border);\n  border-radius: $admonition-border-radius;\n  padding: 1rem 1.25rem;\n  @include box-shadow();\n\n  .topic-title {\n    margin: 0 0 0.5rem 0;\n  }\n\n  // Over-ride text color to ensure enough contrast\n  p {\n    color: var(--pst-color-on-surface) !important;\n  }\n\n  // Over-ride large default padding\n  ul.simple {\n    padding-left: 1rem;\n\n    ul {\n      // So that sub-lists will have a bit less padding\n      padding-left: 2em;\n    }\n  }\n}\n\n/**\n * Sidebar directive\n */\naside.sidebar {\n  border: 1px solid var(--pst-color-border);\n  background-color: var(--pst-color-surface);\n  border-radius: $admonition-border-radius;\n  // to match the admonition-styled sidebars:\n  margin-left: 0.5rem;\n  padding: 0;\n  > *:last-child {\n    padding-bottom: 1rem;\n  }\n\n  p.sidebar-title {\n    position: relative;\n    margin-bottom: 0;\n    padding-top: 0.5rem;\n    padding-bottom: 0.5rem;\n    border-bottom: 1px solid var(--pst-color-border);\n    font-family: var(--pst-font-family-heading);\n    font-weight: var(--pst-admonition-font-weight-heading);\n  }\n\n  // Add margin to the first non-`.sidebar-title` item\n  > *:not(.sidebar-title):first-child,\n  > p.sidebar-title + * {\n    margin-top: 1rem;\n  }\n\n  > * {\n    padding-left: 1rem;\n    padding-right: 1rem;\n  }\n}\n\n/**\n * Rubrics look kind of like section headers\n */\np.rubric {\n  display: flex;\n  flex-direction: column;\n}\n\n/**\n * Seealso is kind of like a vertically-collapsed admonition\n */\n.seealso dd {\n  margin-top: 0;\n  margin-bottom: 0;\n}\n","/**\n * Miscellaneous color functions and mixins\n**/\n\n// loading the math module\n@use \"sass:math\";\n\n// We must add ::before pseudo-element to some theme components (such as admonitions)\n// because users were instructed to customize the background color this way.\n@mixin legacy-backdrop-placeholder {\n  &:before {\n    content: \"\";\n    width: 100%;\n    height: 100%;\n    position: absolute;\n    left: 0;\n    top: 0;\n    z-index: -1;\n    // So that hovering over the text within background is still possible.\n    // Otherwise the background overlays the text and you cannot click or select easily.\n    // ref: https://developer.mozilla.org/en-US/docs/Web/CSS/pointer-events\n    pointer-events: none;\n  }\n}\n\n/**\n* Function to get items from nested maps\n*/\n// @param {Map} $map - Map\n// @param {Arglist} $keys - Keys to fetc\n// @return {*}\n@function map-deep-get($map, $keys...) {\n  @each $key in $keys {\n    $map: map-get($map, $key);\n  }\n  @return $map;\n}\n\n/**\n  * Function to check if the color needs converting to a \"color\" type\n  * if it is a string we cannot use other color manipulation functions\n  * It is used to create the sphinx-design colours as these are often interpolated\n  */\n// @param {String/Color} $color - Color definition from map\n// @return {Color} - Color type (in hex)\n@function check-color($color) {\n  @if type-of($color) == string {\n    $color: from-hex($color);\n  }\n  @return $color;\n}\n\n/**\n  * Function to convert the string representation of a color to a color type (hex)\n  */\n// @param {String} $string - String representation of a color\n@function from-hex($string) {\n  $string-lower: to-lower-case($string);\n  $r: \"\";\n  $g: \"\";\n  $b: \"\";\n  $hex: \"0\" \"1\" \"2\" \"3\" \"4\" \"5\" \"6\" \"7\" \"8\" \"9\" \"a\" \"b\" \"c\" \"d\" \"e\" \"f\";\n  $length: str-length($string);\n  $max: if($length == 4, 1, 2);\n\n  // Check for length accuracy\n  @if $length != 4 and $length != 7 {\n    @return $string;\n  }\n\n  // Loop from the second character (omitting #)\n  @for $i from 2 through $length {\n    $c: str-slice($string-lower, $i, $i);\n\n    // If wrong character, return\n    @if index($hex, $c) == null {\n      @return $string;\n    }\n\n    @if str-length($r) < $max {\n      $r: $r + $c;\n    } @else if str-length($g) < $max {\n      $g: $g + $c;\n    } @else if str-length($b) < $max {\n      $b: $b + $c;\n    }\n  }\n\n  @if $length == 4 {\n    $r: $r + $r;\n    $g: $g + $g;\n    $b: $b + $b;\n  }\n\n  @return rgb(_hex-to-dec($r), _hex-to-dec($g), _hex-to-dec($b));\n}\n\n@function _hex-to-dec($string) {\n  $hex: \"0\" \"1\" \"2\" \"3\" \"4\" \"5\" \"6\" \"7\" \"8\" \"9\" \"a\" \"b\" \"c\" \"d\" \"e\" \"f\";\n  $string: to-lower-case($string);\n  $length: str-length($string);\n\n  $dec: 0;\n  @for $i from 1 through $length {\n    $factor: 1 + (15 * ($length - $i));\n    $index: index($hex, str-slice($string, $i, $i));\n    $dec: $dec + $factor * ($index - 1);\n  }\n\n  @return $dec;\n}\n","// Style API docs from sphinx' autodoc / autosummary\n\n/*******************************************************************************\n* Styling for field lists\n*/\n\n/* grey highlighting of 'parameter' and 'returns' field */\ntable.field-list {\n  border-collapse: separate;\n  border-spacing: 10px;\n  margin-left: 1px;\n\n  th.field-name {\n    padding: 1px 8px 1px 5px;\n    white-space: nowrap;\n    background-color: var(--pst-color-surface);\n  }\n\n  /* italic font for parameter types */\n  td.field-body {\n    p {\n      font-style: italic;\n\n      > strong {\n        font-style: normal;\n      }\n    }\n\n    /* reduced space around parameter description */\n    blockquote {\n      border-left: none;\n      margin: 0em 0em 0.3em;\n      padding-left: 30px;\n    }\n  }\n}\n\n/*******************************************************************************\n* Styling for autosummary tables\n*/\n\n.table.autosummary {\n  // The first column (with the signature) should not wrap\n  td:first-child {\n    white-space: nowrap;\n  }\n}\n\n/* overriding basic.css to use our own monospace font */\n.sig {\n  font-family: var(--pst-font-family-monospace);\n}\n\n/* C++ specific styling - overriding the basic.css to avoid custom colors*/\n\n.sig-inline.c-texpr,\n.sig-inline.cpp-texpr {\n  font-family: unset;\n}\n\n.sig.c .k,\n.sig.c .kt,\n.sig.cpp .k,\n.sig.cpp .kt {\n  color: var(--pst-color-text-base);\n}\n\n.sig.c .m,\n.sig.cpp .m {\n  color: var(--pst-color-text-base);\n}\n\n.sig.c .s,\n.sig.c .sc,\n.sig.cpp .s,\n.sig.cpp .sc {\n  color: var(--pst-color-text-base);\n}\n\n// addition\n\n// .sig.c .sig-name .n,\n// .sig.cpp .sig-name .n {\n//   color: var(--pst-color-inline-code);\n// }\n\n.sig-name {\n  color: var(--pst-color-inline-code);\n}\n\n.sig-param .o,\n.sig-param .default_value {\n  color: var(--pst-color-text-muted);\n  font-weight: normal;\n}\n\n// change target color for dark theme\ndt:target,\nspan.highlighted {\n  background-color: var(--pst-color-target);\n}\n\n.viewcode-back {\n  font-family: var(--pst-font-family-base);\n}\n\n.viewcode-block:target {\n  border-top: 1px solid var(--pst-color-border);\n  border-bottom: 1px solid var(--pst-color-border);\n  position: relative;\n  background-color: var(--pst-color-target);\n}\n\n/*******************************************************************************\n* Styling for autosummary titles like \"parameters\" and \"returns\"\n*/\n\n// the API selector\n// from https://github.com/pradyunsg/furo/blob/main/src/furo/assets/styles/content/_api.sass#L6)\ndl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) {\n  //increase margin bottom after the dl elements\n  margin-bottom: 3rem;\n\n  dd {\n    margin-left: 2rem;\n\n    // Fix until this will be solved to Sphinx https://github.com/sphinx-doc/sphinx/issues/10815\n    & > dl.simple > dt {\n      display: flex;\n    }\n  }\n\n  dl.field-list {\n    display: grid;\n    grid-template-columns: unset;\n  }\n\n  dt.field-odd,\n  dt.field-even {\n    margin-top: 0.2rem;\n    margin-bottom: 0.1rem;\n    background-color: var(--pst-color-surface);\n  }\n}\n","/**\n * Code block styling\n * Note that we inherit a lot of styling from Bootstrap so not many rules here.\n */\n\n// General code block behavior\n// Unset bootstrap behavior\ndiv[class*=\"highlight-\"],\ndiv.highlight,\ndiv.literal-block-wrapper {\n  display: flex;\n  flex-direction: column;\n  width: unset;\n  border-radius: $admonition-border-radius;\n}\n\n// Code blocks with captions\n// There's a wrapper when the code block has a title\ndiv.literal-block-wrapper {\n  border: 1px solid var(--pst-color-border);\n  border-radius: $admonition-border-radius;\n\n  // This is where the title goes\n  div.code-block-caption {\n    margin: 0;\n    border-bottom: 1px solid var(--pst-color-border);\n    padding: 0.5rem;\n    font-size: 1rem;\n    font-weight: var(--pst-font-weight-caption);\n\n    a.headerlink {\n      font-size: inherit;\n    }\n  }\n\n  // Remove the upper border radius since we want it to connect with the title\n  // Remove the box shadow so the wrapper gets the shadow instead\n  div[class*=\"highlight-\"] {\n    margin: 0;\n    border-radius: 0;\n    pre {\n      border: none;\n      box-shadow: none;\n    }\n  }\n}\n\n/**\n * In-line code\n */\ncode.literal {\n  padding: 0.1rem 0.25rem;\n  background-color: var(--pst-color-surface);\n  border: 1px solid var(--pst-color-border);\n  border-radius: 0.25rem;\n}\n\na > code {\n  color: var(--pst-color-inline-code-links);\n}\n\n// Fix for Sphinx's \"highlight\" directive - this is an issue with our accessible pygments theme\n// and the colour we are using for the background of the code blocks.\nhtml[data-theme=\"light\"] .highlight .nf {\n  color: #0078a1 !important;\n}\n\n// Minimum opacity needed for linenos to be WCAG AA conformant\nspan.linenos {\n  opacity: 0.8 !important;\n}\n","figure {\n  a.headerlink {\n    // So that header link doesn't push caption to be off-center.\n    position: absolute;\n    font-size: inherit;\n  }\n  // Default headerlink hover doesn't trigger on figures\n  &:hover a.headerlink {\n    visibility: visible;\n  }\n\n  figcaption {\n    font-family: var(--pst-font-family-heading);\n    font-weight: var(--pst-font-weight-caption);\n    color: var(--pst-color-text-muted);\n    margin-left: auto;\n    margin-right: auto;\n\n    table.table {\n      width: fit-content;\n      margin-left: auto;\n      margin-right: auto;\n    }\n  }\n}\n","// For consistency, add bracket around footnotes/citations which are\n// cited more than once. E.g. [Newton](1,2) instead of Newton(1,2)\ndt.label > span.brackets:not(:only-child):before {\n  content: \"[\";\n}\n\ndt.label > span.brackets:not(:only-child):after {\n  content: \"]\";\n}\n\n// Make footnote as a superscript\na.footnote-reference {\n  vertical-align: super;\n  font-size: small;\n}\n\n// Docutils 0.18 uses an `aside.footnote` container with different internal structure\naside.footnote {\n  margin-bottom: 0.5rem;\n  &:last-child {\n    margin-bottom: 1rem;\n  }\n  span.label,\n  span.backrefs {\n    font-weight: bold;\n  }\n\n  &:target {\n    background-color: var(--pst-color-target);\n  }\n}\n","/**\n * Hacky fixes that don't fit cleanly into other sections\n */\n\n// Ensure user highlighting/selecting behaves properly\n// From https://stackoverflow.com/a/34372191\ntable.highlighttable td.linenos,\nspan.linenos,\ndiv.doctest > div.highlight span.gp {\n  /* gp: Generic.Prompt */\n  user-select: none;\n  -webkit-user-select: text; /* Safari fallback only */\n  -webkit-user-select: none; /* Chrome/Safari */\n  -moz-user-select: none; /* Firefox */\n  -ms-user-select: none; /* IE10+ */\n}\n","// Override bootstrap by restoring the basic theme default.\ndd {\n  margin-top: 3px;\n  margin-bottom: 10px;\n  margin-left: 30px;\n}\n\nol,\nul {\n  padding-inline-start: 2rem;\n  li > p:first-child {\n    margin-bottom: 0.25rem;\n    margin-top: 0.25rem;\n  }\n}\n","// GitHub blockquote style\nblockquote {\n  padding: 1em 1em;\n  color: var(--pst-color-text-muted);\n  border-left: 0.25em solid var(--pst-color-border);\n  border-radius: $admonition-border-radius;\n  position: relative;\n\n  p {\n    color: var(--pst-color-text-base);\n  }\n\n  // remove padding from included line-block to avoid duplication\n  .line-block {\n    margin: 0 0;\n  }\n\n  // remove margin bottom for the last p\n  p:last-child {\n    margin-bottom: 0;\n  }\n\n  @include legacy-backdrop-placeholder;\n  background-color: var(--pst-color-surface);\n\n  //hack to make the text in the blockquote selectable\n  &:before {\n    z-index: -1;\n  }\n}\n","/**\n * Span-level styling within content\n */\n\nspan.guilabel {\n  border: 1px solid var(--pst-color-info);\n  color: var(--pst-color-info);\n  font-size: 80%;\n  font-weight: 700;\n  border-radius: 4px;\n  padding: 2.4px 6px;\n  margin: auto 2px;\n  position: relative;\n  @include legacy-backdrop-placeholder;\n  background-color: var(--pst-color-info-bg);\n}\n\na.reference.download:before {\n  content: var(--pst-icon-download);\n  font: var(--fa-font-solid);\n  font-size: 0.8em;\n  padding: 0 0.25em;\n  color: var(--pst-color-text-muted);\n}\n","/**\n * Tables\n */\n\n// ensure table will fit in the article width and make them y-scrollable\ntable {\n  display: table;\n  overflow: auto;\n\n  // default to table-center\n  margin-left: auto;\n  margin-right: auto;\n\n  &.table-right {\n    margin-right: 0;\n  }\n\n  &.table-left {\n    margin-left: 0;\n  }\n}\n\n// customize table caption from bootstrap\n// to display them on top and centered\ntable caption {\n  text-align: center;\n  caption-side: top;\n  color: var(--pst-color-text-muted);\n}\n\n// MyST Markdown tables use these classes to control alignment\nth,\ntd {\n  &.text-align\\:left {\n    text-align: left;\n  }\n\n  &.text-align\\:right {\n    text-align: right;\n  }\n\n  &.text-align\\:center {\n    text-align: center;\n  }\n}\n\n// override bootstrap background colors\n.table {\n  --bs-table-bg: transparent;\n}\n","/**\n * Style the toctree component in pages (avoid modifying the navbars)\n */\n.toctree-wrapper {\n  p.caption {\n    font-size: 1.5em;\n    margin-bottom: 0em;\n  }\n\n  & > ul {\n    padding-left: 0;\n  }\n\n  li[class^=\"toctree-l\"] {\n    list-style: none;\n    margin-bottom: 0.2em;\n\n    & > a {\n      list-style: none;\n      font-size: 1.1em;\n    }\n\n    & > ul {\n      list-style: none;\n      padding-inline-start: 1.5em;\n    }\n  }\n\n  // slightly bigger font for l1\n  .toctree-l1 > a {\n    font-size: 1.3em;\n  }\n}\n\ndiv.topic.contents,  // Docutils <= 0.17\nnav.contents  // Docutils >= 0.18\n{\n  // Style similarly to toctree\n  ul.simple {\n    list-style: none;\n    padding-left: 0;\n  }\n}\n","/**\n * Mathematics via MathJax.\n *\n * This is designed for MathJax v3\n * ref: https://www.sphinx-doc.org/en/master/usage/extensions/math.html#module-sphinx.ext.mathjax\n */\n\n// Applies to all math elements\nspan.math,\ndiv.math {\n  align-items: center;\n  display: flex;\n  max-width: 100%;\n  // This will be over-ridden for the y-direction and divs\n  overflow: hidden;\n}\n\n// Inline-only\nspan.math {\n  display: inline-flex;\n}\n\n// Block-level only\ndiv.math {\n  gap: 0.5em;\n  // So that the eqno shows up after the equation\n  flex-direction: row-reverse;\n\n  // The equation number / link\n  span.eqno a.headerlink {\n    position: relative;\n    font-size: 1em;\n  }\n\n  // The math container\n  mjx-container {\n    flex-grow: 1;\n    padding-bottom: 0.2rem;\n    overflow: auto;\n\n    // Set height to 0 so that it does not cause scrollbars to appear\n    // ref: https://github.com/mathjax/MathJax/issues/2521\n    mjx-assistive-mml {\n      height: 0;\n    }\n  }\n}\n","/**\n * ABlog\n * ref: https://ablog.readthedocs.io/\n */\n\n/**\n * Sidebar template components\n */\n.ablog-sidebar-item {\n  h2,\n  h3 {\n    font-size: var(--pst-sidebar-header-font-size);\n    // Remove unnecessary vertical whitespace\n    margin-top: 0.5rem;\n\n    // The headers are all links, but this makes them hard to parse\n    // So we change the colors to make them look like headers\n    a {\n      color: var(--pst-color-text-base);\n    }\n  }\n\n  ul {\n    // No bullet points for the primary sidebar items\n    list-style: none;\n    padding-left: 0;\n    // Otherwise a scrollbar randomly shows up\n    overflow-y: hidden;\n    // List of recent post items\n    display: flex;\n    flex-direction: column;\n    gap: 0.5em;\n    margin-bottom: 0;\n\n    // The ablog cloud should move horizontally\n    &.ablog-cloud {\n      flex-direction: row;\n      flex-flow: wrap;\n      gap: 0.5rem;\n\n      // Vertical-align tag clouds\n      li {\n        // Center the tag cloud items\n        display: flex;\n        align-items: center;\n      }\n    }\n  }\n}\n\n/**\n * Previous / next buttons at the bottom\n */\n.ablog__prev-next {\n  font-size: 1.2em;\n  display: flex;\n  padding: 1rem 0;\n\n  // The bottom previous / next arrows\n  > span {\n    // To ensure that the whole thing fits on one line even if there are long titles\n    display: flex;\n    max-width: 45%;\n\n    // Links within each span have the collection of icon + text\n    a {\n      display: flex;\n      align-items: center;\n      margin-left: auto;\n      gap: 1rem;\n      line-height: 1.5rem;\n\n      i:before {\n        color: var(--pst-color-text-base);\n      }\n    }\n  }\n\n  // The first span is for the previous page and aligns to the left\n  span.ablog__prev {\n    i.fa-arrow-circle-left:before {\n      content: var(--pst-icon-angle-left);\n    }\n  }\n\n  // The second span is just an empty space so we remove it because we're\n  // positioning with flex\n  span.ablog__spacer {\n    display: none;\n  }\n\n  // The third span is aligned to the right\n  span.ablog__next {\n    margin-left: auto;\n    text-align: right;\n\n    i.fa-arrow-circle-right:before {\n      content: var(--pst-icon-angle-right);\n    }\n  }\n}\n\n/**\n * {postlist} directive and posts page\n */\n.ablog__collection,\n.postlist {\n  padding-left: 0;\n\n  .ablog-post {\n    list-style: none;\n\n    // Post metadata tags (author, links ,etc) should be a bit smaller\n    .ablog-archive {\n      display: flex;\n      flex-direction: row;\n      flex-wrap: wrap;\n      gap: 1rem;\n      list-style: none;\n      font-size: 0.75rem;\n      padding-left: 0;\n    }\n\n    // Title line should be a bit bigger and bold to stand out\n    .ablog-post-title {\n      margin-top: 0;\n      font-size: 1.25rem;\n\n      a {\n        font-weight: bold;\n      }\n    }\n\n    // Read more button should be a bit bigger\n    .ablog-post-expand {\n      margin-bottom: 0.5rem;\n    }\n  }\n}\n","/**\n * Special cases for Bootstrap functionality\n */\n\n// Bootstrap adds margin to their general container class. However, sphinx/docutils\n// can also generate output with the container class, but in those cases we should\n// not add the margin from bootstrap. Same for max-width.\n.docutils.container {\n  padding-left: unset;\n  padding-right: unset;\n  margin-left: unset;\n  margin-right: unset;\n  max-width: unset;\n  width: unset;\n}\n","/**\n * Sphinx Copybutton\n * ref: https://sphinx-copybutton.readthedocs.io/\n */\n\ndiv.highlight button.copybtn {\n  // Nicer spacing\n  display: flex;\n  align-items: center;\n  justify-content: center;\n\n  // Removes the button background so we more naturally blend with the code cell.\n  background-color: unset;\n\n  // Don't over-ride the success color\n  &:not(.success) {\n    color: var(--pst-color-muted);\n  }\n  border: none;\n  background-color: var(--pst-color-surface);\n\n  &:hover {\n    &:not(.success) {\n      color: var(--pst-color-text);\n      background-color: var(--pst-color-shadow);\n    }\n  }\n\n  // Tooltip styling\n  &.o-tooltip--left:after {\n    color: var(--pst-color-text);\n    background-color: var(--pst-color-surface);\n  }\n}\n","// adapt ethical ad to the theme\n#ethical-ad-placement {\n  .ethical-sidebar a,\n  .ethical-sidebar a:visited,\n  .ethical-sidebar a:hover,\n  .ethical-sidebar a:active,\n  .ethical-footer a,\n  .ethical-footer a:visited,\n  .ethical-footer a:hover,\n  .ethical-footer a:active {\n    color: var(--pst-color-text-base);\n  }\n\n  .ethical-sidebar,\n  .ethical-footer {\n    background-color: var(--pst-color-background);\n    border: 1px solid var(--pst-color-border);\n    border-radius: 5px;\n    color: var(--pst-color-text-base);\n    font-size: 14px;\n    line-height: 20px;\n  }\n}\n","/**\n * Styles for various Sphinx execution libraries.\n * For now, where these define output sections, we simply revert their background\n * to be a \"light theme\" background. This ensures that inputs/outputs behave similarly,\n * because the CSS is often controlled by each package.\n * In the future, we might add dark theme support for specific packages.\n */\n\n/******************************************************************************\n * Jupyter Sphinx\n */\n\n.bd-content div.jupyter_container {\n  // We don't want borders around the whole container, just around code cells\n  border: none;\n  background-color: unset;\n  box-shadow: none;\n\n  // Code cells should have the same style as our other code objects\n  div.output,\n  div.highlight {\n    border-radius: 0.25rem;\n  }\n  div.highlight {\n    background-color: var(--pst-color-surface);\n  }\n\n  // Ensure the style is the same as our code cells. Jupyter Sphinx makes it tiny.\n  .cell_input,\n  .cell_output {\n    border-radius: 0.25rem;\n    pre {\n      padding: 1rem;\n    }\n  }\n}\n","/**\n * Special-cases for packages in the PyData ecosystem\n */\n\n// xarray output display in bootstrap\n.xr-wrap[hidden] {\n  display: block !important;\n}\n","/*******************************************************************************\n* master color map. Only the colors that actually differ between light and dark\n* themes are specified separately.\n*\n* To see the full list of colors see https://www.figma.com/file/rUrrHGhUBBIAAjQ82x6pz9/PyData-Design-system---proposal-for-implementation-(2)?node-id=1234%3A765&t=ifcFT1JtnrSshGfi-1\n*/\n\n/**\n* Function to get items from nested maps\n*/\n// @param {Map} $map - Map\n// @param {Arglist} $keys - Keys to fetch\n// @return {*}\n@function map-deep-get($map, $keys...) {\n  @each $key in $keys {\n    $map: map-get($map, $key);\n  }\n  @return $map;\n}\n\n/* Assign base colors for the PyData theme */\n$color-palette: (\n  // Primary color\n  \"teal\":\n    (\n      \"50\": #f4fbfc,\n      \"100\": #e9f6f8,\n      \"200\": #d0ecf1,\n      \"300\": #abdde6,\n      \"400\": #3fb1c5,\n      \"500\": #0a7d91,\n      \"600\": #085d6c,\n      \"700\": #064752,\n      \"800\": #042c33,\n      \"900\": #021b1f,\n    ),\n  // Secondary color\n  \"violet\":\n    (\n      \"50\": #f4eefb,\n      \"100\": #e0c7ff,\n      \"200\": #d5b4fd,\n      \"300\": #b780ff,\n      \"400\": #9c5ffd,\n      \"500\": #8045e5,\n      \"600\": #6432bd,\n      \"700\": #4b258f,\n      \"800\": #341a61,\n      \"900\": #1e0e39,\n    ),\n  // Neutrals\n  \"gray\":\n    (\n      \"50\": #f9f9fa,\n      \"100\": #f3f4f5,\n      \"200\": #e5e7ea,\n      \"300\": #d1d5da,\n      \"400\": #9ca4af,\n      \"500\": #677384,\n      \"600\": #48566b,\n      \"700\": #29313d,\n      \"800\": #222832,\n      \"900\": #14181e,\n    ),\n  // Accent color\n  \"pink\":\n    (\n      \"50\": #fcf8fd,\n      \"100\": #fcf0fa,\n      \"200\": #f8dff5,\n      \"300\": #f3c7ee,\n      \"400\": #e47fd7,\n      \"500\": #c132af,\n      \"600\": #912583,\n      \"700\": #6e1c64,\n      \"800\": #46123f,\n      \"900\": #2b0b27,\n    ),\n  \"foundation\": (\n    \"white\": #ffffff,\n    // gray-900\n    \"black\": #14181e,\n  )\n);\n\n:root {\n  // Add theme colours to the html root element\n  @each $group-color, $color in $color-palette {\n    @each $color-name, $definition in $color {\n      --pst-#{$group-color}-#{$color-name}: #{$definition};\n    }\n  }\n}\n\n// Static SCSS variables used thoroughout the theme\n// Minimum contrast ratio used for the theme.\n// Acceptable values for WCAG 2.0 are 3, 4.5 and 7.\n// See https://www.w3.org/TR/WCAG20/#visual-audio-contrast-contrast\n// 4.5 - is for text that is 14pt or less\n$min-contrast-ratio-4: 4.5;\n// 3 is for text that is 18pt or bold, or for non-text elements\n$min-contrast-ratio-3: 3;\n\n// Customize the light and dark text colors for use in our color contrast function.\n$foundation-black: #14181e;\n$foundation-white: #ffffff;\n// This is a custom - calculated  color between gray 100 and 200 - to reduce\n// the contrast ratio (avoid a jarring effect)\n$base-light-text: #ced6dd;\n// used in sphinx_design - gray 100\n$foundation-light-gray: #f3f4f5;\n// used in sphinx_design - gray 700\n$foundation-muted-gray: #29313d;\n// used in sphinx_design - gray 800\n$foundation-dark-gray: #222832;\n\n$pst-semantic-colors: (\n  \"primary\": (\n    \"light\": #{map-deep-get($color-palette, \"teal\", \"500\")},\n    \"bg-light\": #{map-deep-get($color-palette, \"teal\", \"200\")},\n    \"dark\": #{map-deep-get($color-palette, \"teal\", \"400\")},\n    \"bg-dark\": #{map-deep-get($color-palette, \"teal\", \"800\")},\n  ),\n  \"secondary\": (\n    \"light\": #{map-deep-get($color-palette, \"violet\", \"500\")},\n    \"bg-light\": #{map-deep-get($color-palette, \"violet\", \"100\")},\n    \"dark\": #{map-deep-get($color-palette, \"violet\", \"400\")},\n    \"bg-dark\": #{map-deep-get($color-palette, \"violet\", \"800\")},\n  ),\n  \"accent\": (\n    \"light\": #{map-deep-get($color-palette, \"pink\", \"500\")},\n    \"bg-light\": #{map-deep-get($color-palette, \"pink\", \"200\")},\n    \"dark\": #{map-deep-get($color-palette, \"pink\", \"400\")},\n    \"bg-dark\": #{map-deep-get($color-palette, \"pink\", \"800\")},\n  ),\n  \"info\": (\n    \"light\": #276be9,\n    \"bg-light\": #dce7fc,\n    \"dark\": #79a3f2,\n    \"bg-dark\": #06245d,\n  ),\n  \"warning\": (\n    \"light\": #f66a0a,\n    \"bg-light\": #f8e3d0,\n    \"dark\": #ff9245,\n    \"bg-dark\": #652a02,\n  ),\n  \"success\": (\n    \"light\": #00843f,\n    \"bg-light\": #d6ece1,\n    \"dark\": #5fb488,\n    \"bg-dark\": #002f17,\n  ),\n  // This is is based on the warning color\n  \"attention\":\n    (\n      \"light\": var(--pst-color-warning),\n      \"bg-light\": var(--pst-color-warning-bg),\n      \"dark\": var(--pst-color-warning),\n      \"bg-dark\": var(--pst-color-warning-bg),\n    ),\n  \"danger\": (\n    \"light\": #d72d47,\n    \"bg-light\": #f9e1e4,\n    \"dark\": #e78894,\n    \"bg-dark\": #4e111b,\n  ),\n  \"text-base\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"800\")},\n    \"dark\": $base-light-text,\n  ),\n  \"text-muted\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"600\")},\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"400\")},\n  ),\n  \"heading-color\": (\n    \"light\": #{$foundation-white},\n    \"dark\": #{$foundation-black},\n  ),\n  \"shadow\": (\n    \"light\": rgba(0, 0, 0, 0.1),\n    \"dark\": rgba(0, 0, 0, 0.2),\n  ),\n  \"border\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"300\")},\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"600\")},\n  ),\n  \"border-muted\": (\n    \"light\": rgba(23, 23, 26, 0.2),\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"700\")},\n  ),\n  \"inline-code\": (\n    \"light\": #{map-deep-get($color-palette, \"pink\", \"600\")},\n    \"dark\": #{map-deep-get($color-palette, \"pink\", \"300\")},\n  ),\n  \"inline-code-links\": (\n    // need to make sure there is enough contrast against the code bg\n    \"light\": #{map-deep-get($color-palette, \"teal\", \"600\")},\n    // keep primary color for dark mode\n    \"dark\": #{map-deep-get($color-palette, \"teal\", \"400\")},\n  ),\n  \"target\": (\n    \"light\": #f3cf95,\n    \"dark\": #675c04,\n  ),\n  // DEPTH COLORS - you can see the elevation colours and shades\n  // in the Figma file https://www.figma.com/file/rUrrHGhUBBIAAjQ82x6pz9/PyData-Design-system---proposal-for-implementation-(2)?node-id=1492%3A922&t=sQeQZehkOzposYEg-1\n  // background: color of the canvas / the furthest back layer\n  \"background\":\n    (\n      \"light\": #{map-deep-get($color-palette, \"foundation\", \"white\")},\n      \"dark\": #{map-deep-get($color-palette, \"foundation\", \"black\")},\n    ),\n  // on-background: provides slight contrast against background\n  // (by use of shadows in light theme)\n  \"on-background\":\n    (\n      \"light\": #{map-deep-get($color-palette, \"foundation\", \"white\")},\n      \"dark\": #{map-deep-get($color-palette, \"gray\", \"800\")},\n    ),\n  \"surface\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"100\")},\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"700\")},\n  ),\n  // on_surface: object on top of surface object (without shadows)\n  \"on-surface\":\n    (\n      \"light\": #{map-deep-get($color-palette, \"gray\", \"800\")},\n      \"dark\": $foundation-light-gray,\n    ),\n);\n\n/*******************************************************************************\n* write the color rules for each theme (light/dark)\n*/\n\n/* NOTE:\n * Mixins enable us to reuse the same definitions for the different modes\n * https://sass-lang.com/documentation/at-rules/mixin\n * #{something} inserts a variable into a CSS selector or property name\n * https://sass-lang.com/documentation/interpolation\n */\n@mixin theme-colors($mode) {\n  // check if this color is defined differently for light/dark\n  @each $col-name, $definition in $pst-semantic-colors {\n    @if type-of($definition) == map {\n      @each $key, $val in $definition {\n        @if str-index($key, $mode) != null {\n          // since now we define the bg colours in the semantic colours and not\n          // by changing opacity, we need to check if the key contains bg and the\n          // correct mode (light/dark)\n          @if str-index($key, \"bg\") != null {\n            --pst-color-#{$col-name}-bg: #{$val};\n          } @else {\n            --pst-color-#{$col-name}: #{$val};\n          }\n        }\n      }\n    } @else {\n      --pst-color-#{$col-name}: #{$definition};\n    }\n  }\n\n  // assign the \"duplicate\" colors (ones that just reference other variables)\n  & {\n    --pst-color-link: var(--pst-color-primary);\n    --pst-color-link-hover: var(--pst-color-secondary);\n  }\n  // adapt to light/dark-specific content\n  @if $mode == \"light\" {\n    .only-dark,\n    .only-dark ~ figcaption {\n      display: none !important;\n    }\n  } @else {\n    .only-light,\n    .only-light ~ figcaption {\n      display: none !important;\n    }\n    /* Adjust images in dark mode (unless they have class .only-dark or\n     * .dark-light, in which case assume they're already optimized for dark\n     * mode).\n     */\n    img:not(.only-dark):not(.dark-light) {\n      filter: brightness(0.8) contrast(1.2);\n    }\n    /* Give images a light background in dark mode in case they have\n    *  transparency and black text (unless they have class .only-dark or .dark-light, in\n    *  which case assume they're already optimized for dark mode).\n    */\n    .bd-content img:not(.only-dark):not(.dark-light) {\n      background: rgb(255, 255, 255);\n      border-radius: 0.25rem;\n    }\n    // MathJax SVG outputs should be filled to same color as text.\n    .MathJax_SVG * {\n      fill: var(--pst-color-text-base);\n    }\n  }\n}\n\n/* Defaults to light mode if data-theme is not set */\nhtml:not([data-theme]) {\n  @include theme-colors(\"light\");\n}\n\n/* NOTE: @each {...} is like a for-loop\n * https://sass-lang.com/documentation/at-rules/control/each\n */\n@each $mode in (light, dark) {\n  html[data-theme=\"#{$mode}\"] {\n    @include theme-colors($mode);\n    color-scheme: $mode;\n  }\n}\n\n// assign classes too, for runtime use of theme colors\n@each $col-name, $definition in $pst-semantic-colors {\n  .pst-color-#{$col-name} {\n    color: var(--pst-color-#{$col-name});\n  }\n}\n","/*******************************************************************************\n * Special-cases for the sphinx-design library, mainly to make it compatible\n * with the dark/light themes of pydata-sphinx-theme.\n *\n * NOTE: sphinx-design uses !important quite liberally, so here we must do the\n * same for our overrides to have any effect.\n */\n@use \"../variables/color\" as pst-color;\n@use \"sass:meta\";\n@use \"sass:color\";\n\n/*******************************************************************************\n  * Color and variables\n  *\n  * This is a list of the semantic color names from sphinx-design (we only\n  * need to override variables that sphinx-design has actually defined).\n  * https://github.com/executablebooks/sphinx-design/blob/9226a12a/style/_colors.scss#L31-L43\n  */\n$sd-semantic-color-names: (\n  \"primary\",\n  \"secondary\",\n  \"success\",\n  \"info\",\n  \"warning\",\n  \"danger\",\n  \"light\",\n  \"muted\",\n  \"dark\",\n  \"black\",\n  \"white\"\n);\n\n/**\n  * Here we create some extra --pst-color-* variables and use\n  * them to override the value of the corresponding sphinx-design variables.\n  * This is easier than re-writing the sphinx-design rules. Even easier would be\n  * directly assigning our values to the --sd-color-* variables, but then our\n  * downstream users couldn't override *our* colors and have it affect buttons\n  * and badges.\n  *\n  * First, define the extra keys needed to cover the full range of semantic\n  * color names used in sphinx-design, then merge them with the names we\n  * already define for our own needs.\n  * see https://sphinx-design.readthedocs.io/en/latest/css_variables.html\n  */\n$extra-semantic-colors: (\n  \"white\": $foundation-white,\n  \"light\": (\n    light: $foundation-light-gray,\n    bg-light: color.scale($foundation-light-gray, $lightness: 30%),\n    dark: $foundation-light-gray,\n    bg-dark: color.scale($foundation-light-gray, $lightness: -30%),\n  ),\n  \"muted\": (\n    light: $foundation-muted-gray,\n    bg-light: color.scale($foundation-muted-gray, $lightness: 30%),\n    dark: $foundation-light-gray,\n    bg-dark: color.scale($foundation-muted-gray, $lightness: -30%),\n  ),\n  \"dark\": $foundation-dark-gray,\n  \"black\": $foundation-black,\n);\n\n$all-colors: map-merge($pst-semantic-colors, $extra-semantic-colors);\n\n@mixin create-sd-colors($value, $name) {\n  // define the pst variables, so that downstream user overrides will work\n  --pst-color-#{$name}: #{$value};\n  // we are now using a11y-combination to calculate the text color - this is based\n  // on the WCAG color contrast guidelines\n  --pst-color-#{$name}-text: #{a11y-combination($value)};\n  //TODO: highlight seems to be used for buttons @trallard to fix on a11y follow-up work\n  --pst-color-#{$name}-highlight: #{darken($value, 15%)};\n  // override the sphinx-design variables\n  --sd-color-#{$name}: var(--pst-color-#{$name});\n  --sd-color-#{$name}-text: var(--pst-color-#{$name}-text);\n  //TODO: highlight seems to be used for buttons @trallard to fix on a11y follow-up work\n  --sd-color-#{$name}-highlight: var(--pst-color-#{$name}-highlight);\n}\n\n// Now we override the --sd-color-* variables.\n@each $mode in (light, dark) {\n  html[data-theme=\"#{$mode}\"] {\n    // check if this color is defined differently for light/dark\n    @each $name in $sd-semantic-color-names {\n      $definition: map-get($all-colors, $name);\n      @if type-of($definition) == map {\n        @each $key, $value in $definition {\n          @if str-index($key, $mode) != null {\n            // since now we define the bg colours in the semantic colours and not\n            // by changing opacity, we need to check if the key contains bg and the\n            // correct mode (light/dark)\n            @if str-index($key, \"bg\") != null {\n              --sd-color-#{$name}-bg: #{$value};\n              // create local variable\n              $bg-var: --sd-color-#{$name}-bg;\n              $value: check-color($value);\n              --sd-color-#{$name}-bg-text: #{a11y-combination($value)};\n            } @else {\n              $value: check-color($value);\n              @include create-sd-colors($value, $name);\n            }\n          }\n        }\n      } @else {\n        $value: map-get($all-colors, $name);\n        @include create-sd-colors($value, $name);\n      }\n    }\n  }\n}\n\n// Make sure the color border variables are set using our variables\n@each $mode in (light, dark) {\n  html[data-theme=\"#{$mode}\"] {\n    --sd-color-card-border: var(--pst-color-border);\n  }\n}\n\n/*******************************************************************************\n  * shadows\n  */\nhtml[data-theme=\"light\"] {\n  .sd-shadow-xs,\n  .sd-shadow-sm,\n  .sd-shadow-md,\n  .sd-shadow-lg {\n    @include box-shadow();\n  }\n}\n\n/*******************************************************************************\n  * cards\n  */\n\n.bd-content .sd-card {\n  border: 1px solid var(--pst-color-border);\n\n  // TODO - --pst-color-panel-background is not defined... where is this coming from?\n  .sd-card-header {\n    background-color: var(--pst-color-panel-background);\n    border-bottom: 1px solid var(--pst-color-border);\n  }\n  .sd-card-footer {\n    background-color: var(--pst-color-panel-background);\n    border-top: 1px solid var(--pst-color-border);\n  }\n\n  .sd-card-body {\n    background-color: var(--pst-color-panel-background);\n  }\n}\n/*******************************************************************************\n  * tabs\n  */\n\n.bd-content .sd-tab-set {\n  > input {\n    // Active tab label\n    &:checked + label {\n      border-color: transparent transparent var(--pst-color-primary); // top LR bottom\n      color: var(--pst-color-primary);\n    }\n\n    // Hover label\n    &:not(:checked) + label:hover {\n      border-color: var(--pst-color-secondary);\n      color: var(--pst-color-secondary);\n    }\n  }\n\n  // Tab label\n  > label {\n    color: var(--pst-color-text-muted);\n    border-top: 0.125rem solid transparent; // so hover isn't just color change\n    padding-top: 0.5em; // same as bottom padding, so hover overline looks OK\n    // Hovered label\n    html &:hover {\n      color: var(--pst-color-secondary);\n      border-color: var(--pst-color-secondary);\n    }\n  }\n}\n\n/*******************************************************************************\n* Dropdowns\n*/\n\ndetails.sd-dropdown {\n  // Remove all borders to over-ride SD behavior, and we'll add our own later\n  border: 0px !important;\n  summary.sd-card-header {\n    border: 0 !important;\n    & + div.sd-summary-content {\n      border: 0;\n    }\n  }\n  // Drop shadow should behave same as admonitions\n  @include box-shadow();\n\n  // Header is where the \"clickable\" box goes\n  summary.sd-card-header {\n    display: flex;\n    align-items: center;\n    position: relative; // So background color works\n    font-weight: 600;\n    padding-top: 0.5rem;\n    padding-bottom: 0.5rem;\n\n    // Set a variable that we can re-use for colors later\n    // We must set this in the current and content sibling container\n    // so that it is defined in both places\n    --pst-sd-dropdown-color: var(--pst-gray-500);\n    --pst-sd-dropdown-bg-color: var(--pst-color-surface);\n    & + div.sd-summary-content {\n      --pst-sd-dropdown-color: var(--sd-color-card-border);\n    }\n    @each $name in $sd-semantic-color-names {\n      &.sd-bg-#{$name} {\n        --pst-sd-dropdown-color: var(--sd-color-#{$name});\n        --pst-sd-dropdown-bg-color: var(--sd-color-#{$name}-bg);\n        // Otherwise it won't be defined in the sibling element\n        & + div.sd-summary-content {\n          --pst-sd-dropdown-color: var(--sd-color-#{$name});\n          --pst-sd-dropdown-bg-color: var(--sd-color-#{$name}-bg);\n        }\n      }\n      &.sd-bg-text-#{$name} {\n        // Use the WCAG conformant text color\n        color: var(--sd-color-#{$name}-bg-text) !important;\n      }\n    }\n\n    @include legacy-backdrop-placeholder;\n    background-color: var(--pst-sd-dropdown-bg-color) !important;\n\n    // Add a left border with the same structure as our admonitions\n    border-left: 0.2rem solid var(--pst-sd-dropdown-color) !important;\n    & + div.sd-summary-content {\n      border-left: 0.2rem solid var(--pst-sd-dropdown-color) !important;\n      border-bottom-left-radius: calc(0.25rem - 1px);\n      background-color: var(--pst-color-on-background);\n    }\n    span.sd-summary-icon {\n      display: inline-flex;\n      align-items: center;\n      color: var(--pst-sd-dropdown-color) !important;\n      svg {\n        opacity: 1;\n      }\n    }\n\n    // Positioning of the caret\n    .sd-summary-up,\n    .sd-summary-down {\n      top: 0.7rem;\n    }\n  }\n}\n","/**\n * Sphinx togglebutton\n */\n\n.bd-content {\n  // Admonition toggles\n  .admonition {\n    button.toggle-button {\n      color: inherit;\n    }\n  }\n\n  // Details buttons\n  details.toggle-details {\n    // Over-ride border color to re-use our primary color\n    summary {\n      border-left: 3px solid var(--pst-color-primary);\n    }\n  }\n}\n","/**\n * Styles for various Sphinx execution libraries to display pre-executed notebooks.\n * For now, where these define output sections, we simply revert their background\n * to be a \"light theme\" background. This ensures that inputs/outputs behave similarly,\n * because the CSS is often controlled by each package.\n * In the future, we might add dark theme support for specific packages.\n */\n\n/*******************************************************************************\n * nbsphinx\n */\nhtml div.rendered_html\n// NBsphinx ipywidgets output selector\nhtml .jp-RenderedHTMLCommon {\n  table {\n    table-layout: auto;\n  }\n}\n\n// Dark theme special-cases\nhtml[data-theme=\"dark\"] .bd-content {\n  .nboutput {\n    .output_area.rendered_html {\n      @include cell-output-background;\n    }\n\n    .output_area.stderr {\n      background: var(--pst-color-danger);\n    }\n  }\n}\n\n// Add extra padding to the final item in an nbsphinx container\ndiv.nblast.container {\n  margin-bottom: 1rem;\n}\n\n/*******************************************************************************\n * myst NB\n */\n\ndiv.cell_output .output {\n  max-width: 100%;\n  overflow-x: auto;\n}\n\n// Dark theme special-cases\nhtml[data-theme=\"dark\"] .bd-content {\n  div.cell_output {\n    img,\n    .text_html {\n      @include cell-output-background;\n    }\n  }\n}\n\n// Prevent tables from scrunching together\n.bd-content {\n  div.cell_input {\n    display: flex;\n    flex-direction: column;\n    justify-content: stretch;\n  }\n\n  div.cell_input,\n  div.output {\n    border-radius: $admonition-border-radius;\n  }\n\n  div.output {\n    table {\n      table-layout: auto;\n    }\n  }\n}\n","/**\n * style for the various mapping libs based on leaflet (folium, geemap, ipyleaflet)\n * mainly ensure the good display of the maps in both themes and avoid the customization\n * of the tiles\n */\n\n/**\n * avoid border override from pydata-sphinx-theme\n * minimal selctor to get the priority\n */\nhtml[data-theme=\"dark\"] .bd-content img.leaflet-tile.leaflet-tile-loaded {\n  border-radius: 0;\n  padding: 0;\n}\n","/**\n * /search.html page special-cases\n */\n\n.bd-search-container {\n  /*******************************************\n  * Search results\n  */\n  // Whitespace\n  div#search-results {\n    > h2 {\n      font-size: var(--pst-font-size-icon);\n      margin-top: 0;\n    }\n\n    p.search-summary {\n      color: var(--pst-color-text-muted);\n    }\n  }\n\n  ul.search {\n    margin: 0;\n    list-style: none;\n\n    li {\n      background-image: none;\n      padding: 1rem 0;\n      margin: 1rem 0;\n      border-top: 1px solid var(--pst-color-text-muted);\n\n      // First link is the page title, it should be a bit bigger\n      > a {\n        font-size: 1.2em;\n      }\n\n      div.context,\n      p.context {\n        color: var(--pst-color-text-base);\n        margin: 0.5em 0 0 0;\n\n        // Add a # before page section titles to make it clear they are sections\n        a:before {\n          content: \"#\";\n          padding-right: 0.2em;\n          color: var(--pst-color-text-muted);\n        }\n      }\n    }\n  }\n}\n"],"names":[],"sourceRoot":""}
\ No newline at end of file
diff --git a/dev/_static/webpack-macros.html b/dev/_static/webpack-macros.html
index f483694..14eb4bf 100644
--- a/dev/_static/webpack-macros.html
+++ b/dev/_static/webpack-macros.html
@@ -4,7 +4,7 @@
 -->
 {# Load FontAwesome icons #}
 {% macro head_pre_icons() %}
-  <link href="{{ pathto('_static/vendor/fontawesome/6.1.2/css/all.min.css', 1) }}?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="{{ pathto('_static/vendor/fontawesome/6.1.2/css/all.min.css', 1) }}?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="{{ pathto('_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2', 1) }}" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="{{ pathto('_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2', 1) }}" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="{{ pathto('_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2', 1) }}" />
@@ -12,20 +12,20 @@
 
 {% macro head_pre_assets() %}
   <!-- Loaded before other Sphinx assets -->
-  <link href="{{ pathto('_static/styles/theme.css', 1) }}?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="{{ pathto('_static/styles/bootstrap.css', 1) }}?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="{{ pathto('_static/styles/pydata-sphinx-theme.css', 1) }}?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="{{ pathto('_static/styles/theme.css', 1) }}?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="{{ pathto('_static/styles/bootstrap.css', 1) }}?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="{{ pathto('_static/styles/pydata-sphinx-theme.css', 1) }}?digest=5b4479735964841361fd" rel="stylesheet" />
 {% endmacro %}
 
 {% macro head_js_preload() %}
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=365ca57ee442770a23c6" />
-  <script src="{{ pathto('_static/vendor/fontawesome/6.1.2/js/all.min.js', 1) }}?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=5b4479735964841361fd" />
+  <script src="{{ pathto('_static/vendor/fontawesome/6.1.2/js/all.min.js', 1) }}?digest=5b4479735964841361fd"></script>
 {% endmacro %}
 
 {% macro body_post() %}
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=365ca57ee442770a23c6"></script>
-<script src="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=365ca57ee442770a23c6"></script>
+  <script src="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=5b4479735964841361fd"></script>
+<script src="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=5b4479735964841361fd"></script>
 {% endmacro %}
\ No newline at end of file
diff --git a/dev/api.html b/dev/api.html
index 277d0d3..5ef36fe 100644
--- a/dev/api.html
+++ b/dev/api.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="./" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="_static/documentation_options.js?v=2c228a7f"></script>
     <script src="_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -125,6 +125,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="index.html">
@@ -144,7 +145,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -197,6 +199,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -210,6 +213,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -266,6 +270,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -299,7 +304,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -352,6 +358,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -407,7 +414,8 @@
   </div>
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
-        <div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="nav bd-sidenav">
@@ -540,7 +548,7 @@
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="faq.html"
@@ -570,6 +578,7 @@
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
   <div class="sidebar-secondary-item">
+
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> On this page
   </div>
@@ -595,8 +604,8 @@
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -604,15 +613,17 @@
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -625,8 +636,9 @@
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/auto_examples/index.html b/dev/auto_examples/index.html
index 327c991..797542f 100644
--- a/dev/auto_examples/index.html
+++ b/dev/auto_examples/index.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'auto_examples/index';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -125,6 +125,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -144,7 +145,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -197,6 +199,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -210,6 +213,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -266,6 +270,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -295,7 +300,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -348,6 +354,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -403,7 +410,8 @@
   </div>
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
-        <div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="nav bd-sidenav">
@@ -514,7 +522,7 @@
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="../index.html"
@@ -552,8 +560,8 @@
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -561,15 +569,17 @@
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -582,8 +592,9 @@
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/auto_examples/plot_auto_repair.html b/dev/auto_examples/plot_auto_repair.html
index 413548f..0b31948 100644
--- a/dev/auto_examples/plot_auto_repair.html
+++ b/dev/auto_examples/plot_auto_repair.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -49,7 +49,7 @@
     <script async="async" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'auto_examples/plot_auto_repair';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -126,6 +126,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -145,7 +146,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -198,6 +200,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -211,6 +214,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -267,6 +271,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -296,7 +301,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -349,6 +355,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -404,7 +411,8 @@
   </div>
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
-        <div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
@@ -481,7 +489,7 @@
 <span id="sphx-glr-auto-examples-plot-auto-repair-py"></span><h1>Automatically repair epochs<a class="headerlink" href="#automatically-repair-epochs" title="Link to this heading">#</a></h1>
 <p>This example demonstrates how to use <a class="reference internal" href="../api.html#module-autoreject" title="autoreject"><code class="xref py py-mod docutils literal notranslate"><span class="pre">autoreject</span></code></a> to automatically
 repair epochs.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># Author: Mainak Jas &lt;mainak.jas@telecom-paristech.fr&gt;</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Author: Mainak Jas &lt;mainak.jas@telecom-paristech.fr&gt;</span>
 <span class="c1">#         Denis A. Engemann &lt;denis.engemann@gmail.com&gt;</span>
 <span class="c1"># License: BSD-3-Clause</span>
 </pre></div>
@@ -497,7 +505,7 @@
 The exact values of these parameters are not preselected but learned from
 the data. If the number of bad sensors for a particular trial is less than
 <span class="math notranslate nohighlight">\(\rho\)</span>, all the bad sensors are interpolated.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
 
 <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">n_interpolates</span></a> <span class="o">=</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.array.html#numpy.array" title="numpy.array" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-function"><span class="n">np</span><span class="o">.</span><span class="n">array</span></a><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">32</span><span class="p">])</span>
 <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">consensus_percs</span></a> <span class="o">=</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.linspace.html#numpy.linspace" title="numpy.linspace" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-function"><span class="n">np</span><span class="o">.</span><span class="n">linspace</span></a><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">1.0</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
@@ -505,7 +513,7 @@
 </div>
 <p>For the purposes of this example, we shall use the MNE sample dataset.
 Therefore, let us make some MNE related imports.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">mne</span>  <span class="c1"># noqa</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">mne</span>  <span class="c1"># noqa</span>
 <span class="kn">from</span> <span class="nn">mne.utils</span> <span class="kn">import</span> <span class="n">check_random_state</span>  <span class="c1"># noqa</span>
 <span class="kn">from</span> <span class="nn">mne.datasets</span> <span class="kn">import</span> <span class="n">sample</span>  <span class="c1"># noqa</span>
 </pre></div>
@@ -514,11 +522,11 @@
 epochs. <a class="reference internal" href="../generated/autoreject.compute_thresholds.html#autoreject.compute_thresholds" title="autoreject.compute_thresholds"><code class="xref py py-func docutils literal notranslate"><span class="pre">autoreject.compute_thresholds()</span></code></a> is a callable which must be
 provided to the <a class="reference internal" href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject"><code class="xref py py-class docutils literal notranslate"><span class="pre">autoreject.AutoReject</span></code></a> class for computing
 the channel-level thresholds.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">autoreject</span> <span class="kn">import</span> <span class="p">(</span><a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class"><span class="n">AutoReject</span></a><span class="p">,</span> <span class="n">set_matplotlib_defaults</span><span class="p">)</span>  <span class="c1"># noqa</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">autoreject</span> <span class="kn">import</span> <span class="p">(</span><a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class"><span class="n">AutoReject</span></a><span class="p">,</span> <span class="n">set_matplotlib_defaults</span><span class="p">)</span>  <span class="c1"># noqa</span>
 </pre></div>
 </div>
 <p>Let us now read in the raw <cite>fif</cite> file for MNE sample dataset.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">check_random_state</span><span class="p">(</span><span class="mi">42</span><span class="p">)</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="n">check_random_state</span><span class="p">(</span><span class="mi">42</span><span class="p">)</span>
 
 <a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">data_path</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.datasets.sample.data_path.html#mne.datasets.sample.data_path" title="mne.datasets.sample.data_path" class="sphx-glr-backref-module-mne-datasets-sample sphx-glr-backref-type-py-function"><span class="n">sample</span><span class="o">.</span><span class="n">data_path</span></a><span class="p">()</span>
 <a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">meg_path</span></a> <span class="o">=</span> <a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">data_path</span></a> <span class="o">/</span> <span class="s1">&#39;MEG&#39;</span> <span class="o">/</span> <span class="s1">&#39;sample&#39;</span>
@@ -538,7 +546,7 @@
 </pre></div>
 </div>
 <p>We can then read in the events</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">event_fname</span></a> <span class="o">=</span> <a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">meg_path</span></a> <span class="o">/</span> <span class="s1">&#39;sample_audvis_filt-0-40_raw-eve.fif&#39;</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">event_fname</span></a> <span class="o">=</span> <a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">meg_path</span></a> <span class="o">/</span> <span class="s1">&#39;sample_audvis_filt-0-40_raw-eve.fif&#39;</span>
 <a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">event_id</span></a> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Auditory/Left&#39;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">&#39;Auditory/Right&#39;</span><span class="p">:</span> <span class="mi">2</span><span class="p">}</span>
 <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmin</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmax</span></a> <span class="o">=</span> <span class="o">-</span><span class="mf">0.2</span><span class="p">,</span> <span class="mf">0.5</span>
 
@@ -547,15 +555,15 @@
 </div>
 <p>And pick MEG channels for repairing. Currently, <a class="reference internal" href="../api.html#module-autoreject" title="autoreject"><code class="xref py py-mod docutils literal notranslate"><span class="pre">autoreject</span></code></a> can repair
 only one channel type at a time.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne.Info" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span><span class="o">.</span><span class="n">info</span></a><span class="p">[</span><span class="s1">&#39;bads&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
-<a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.pick_types.html#mne.pick_types" title="mne.pick_types" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">pick_types</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne.Info" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span><span class="o">.</span><span class="n">info</span></a><span class="p">,</span> <span class="n">meg</span><span class="o">=</span><span class="s1">&#39;grad&#39;</span><span class="p">,</span> <span class="n">eeg</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">stim</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">eog</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne._fiff.meas_info.Info" class="sphx-glr-backref-module-mne-_fiff-meas_info sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span><span class="o">.</span><span class="n">info</span></a><span class="p">[</span><span class="s1">&#39;bads&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+<a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.pick_types.html#mne.pick_types" title="mne.pick_types" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">pick_types</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne._fiff.meas_info.Info" class="sphx-glr-backref-module-mne-_fiff-meas_info sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span><span class="o">.</span><span class="n">info</span></a><span class="p">,</span> <span class="n">meg</span><span class="o">=</span><span class="s1">&#39;grad&#39;</span><span class="p">,</span> <span class="n">eeg</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">stim</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">eog</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
                        <span class="n">include</span><span class="o">=</span><span class="p">[],</span> <span class="n">exclude</span><span class="o">=</span><span class="p">[])</span>
 </pre></div>
 </div>
 <p>Now, we can create epochs. The <code class="docutils literal notranslate"><span class="pre">reject</span></code> params will be set to <code class="docutils literal notranslate"><span class="pre">None</span></code>
 because we do not want epochs to be dropped when instantiating
-<a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.6)"><code class="xref py py-class docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a>.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw.del_proj" title="mne.io.Raw.del_proj" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-method"><span class="n">raw</span><span class="o">.</span><span class="n">del_proj</span></a><span class="p">()</span>  <span class="c1"># remove proj, don&#39;t proj while interpolating</span>
+<a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.7)"><code class="xref py py-class docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a>.</p>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw.del_proj" title="mne.io.Raw.del_proj" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-method"><span class="n">raw</span><span class="o">.</span><span class="n">del_proj</span></a><span class="p">()</span>  <span class="c1"># remove proj, don&#39;t proj while interpolating</span>
 <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class"><span class="n">mne</span><span class="o">.</span><span class="n">Epochs</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw" title="mne.io.Raw" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span></a><span class="p">,</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">events</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">event_id</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmin</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmax</span></a><span class="p">,</span>
                     <span class="n">baseline</span><span class="o">=</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">reject</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
                     <span class="n">verbose</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">detrend</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">preload</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
@@ -569,7 +577,7 @@
 type and internally combined. This then readily supports cleaning
 unseen epochs from the different channel types used during fit.
 Here we only use a subset of channels to save time.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ar</span></a> <span class="o">=</span> <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class"><span class="n">AutoReject</span></a><span class="p">(</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">n_interpolates</span></a><span class="p">,</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">consensus_percs</span></a><span class="p">,</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a><span class="o">=</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a><span class="p">,</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ar</span></a> <span class="o">=</span> <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class"><span class="n">AutoReject</span></a><span class="p">(</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">n_interpolates</span></a><span class="p">,</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">consensus_percs</span></a><span class="p">,</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a><span class="o">=</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a><span class="p">,</span>
                 <span class="n">thresh_method</span><span class="o">=</span><span class="s1">&#39;random_search&#39;</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">)</span>
 
 <span class="c1"># Note that fitting and transforming can be done on different compatible</span>
@@ -583,531 +591,546 @@
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Running autoreject on ch_type=grad
 
   0%|          | Creating augmented epochs : 0/204 [00:00&lt;?,       ?it/s]
-  0%|          | Creating augmented epochs : 1/204 [00:00&lt;00:19,   10.23it/s]
-  1%|          | Creating augmented epochs : 2/204 [00:00&lt;00:24,    8.17it/s]
-  1%|▏         | Creating augmented epochs : 3/204 [00:00&lt;00:26,    7.65it/s]
-  2%|▏         | Creating augmented epochs : 4/204 [00:00&lt;00:27,    7.32it/s]
-  2%|▏         | Creating augmented epochs : 5/204 [00:00&lt;00:29,    6.84it/s]
-  3%|▎         | Creating augmented epochs : 6/204 [00:00&lt;00:31,    6.35it/s]
-  3%|▎         | Creating augmented epochs : 7/204 [00:01&lt;00:32,    6.05it/s]
-  4%|▍         | Creating augmented epochs : 8/204 [00:01&lt;00:33,    5.84it/s]
-  4%|▍         | Creating augmented epochs : 9/204 [00:01&lt;00:33,    5.83it/s]
-  5%|▍         | Creating augmented epochs : 10/204 [00:01&lt;00:32,    5.94it/s]
-  5%|▌         | Creating augmented epochs : 11/204 [00:01&lt;00:32,    5.89it/s]
-  6%|▌         | Creating augmented epochs : 12/204 [00:02&lt;00:33,    5.76it/s]
-  6%|▋         | Creating augmented epochs : 13/204 [00:02&lt;00:33,    5.74it/s]
-  7%|▋         | Creating augmented epochs : 14/204 [00:02&lt;00:32,    5.80it/s]
-  7%|▋         | Creating augmented epochs : 15/204 [00:02&lt;00:32,    5.73it/s]
-  8%|▊         | Creating augmented epochs : 16/204 [00:02&lt;00:32,    5.74it/s]
-  8%|▊         | Creating augmented epochs : 17/204 [00:02&lt;00:32,    5.82it/s]
-  9%|▉         | Creating augmented epochs : 18/204 [00:03&lt;00:32,    5.79it/s]
-  9%|▉         | Creating augmented epochs : 19/204 [00:03&lt;00:32,    5.74it/s]
- 10%|▉         | Creating augmented epochs : 20/204 [00:03&lt;00:32,    5.72it/s]
- 10%|█         | Creating augmented epochs : 21/204 [00:03&lt;00:32,    5.65it/s]
- 11%|█         | Creating augmented epochs : 22/204 [00:03&lt;00:31,    5.69it/s]
- 11%|█▏        | Creating augmented epochs : 23/204 [00:03&lt;00:31,    5.76it/s]
- 12%|█▏        | Creating augmented epochs : 24/204 [00:04&lt;00:31,    5.73it/s]
- 12%|█▏        | Creating augmented epochs : 25/204 [00:04&lt;00:31,    5.66it/s]
- 13%|█▎        | Creating augmented epochs : 26/204 [00:04&lt;00:31,    5.59it/s]
- 13%|█▎        | Creating augmented epochs : 27/204 [00:04&lt;00:31,    5.53it/s]
- 14%|█▎        | Creating augmented epochs : 28/204 [00:04&lt;00:32,    5.48it/s]
- 14%|█▍        | Creating augmented epochs : 29/204 [00:05&lt;00:32,    5.44it/s]
- 15%|█▍        | Creating augmented epochs : 30/204 [00:05&lt;00:32,    5.39it/s]
- 15%|█▌        | Creating augmented epochs : 31/204 [00:05&lt;00:32,    5.36it/s]
- 16%|█▌        | Creating augmented epochs : 32/204 [00:05&lt;00:31,    5.38it/s]
- 16%|█▌        | Creating augmented epochs : 33/204 [00:05&lt;00:31,    5.45it/s]
- 17%|█▋        | Creating augmented epochs : 34/204 [00:06&lt;00:31,    5.45it/s]
- 17%|█▋        | Creating augmented epochs : 35/204 [00:06&lt;00:31,    5.41it/s]
- 18%|█▊        | Creating augmented epochs : 36/204 [00:06&lt;00:30,    5.46it/s]
- 18%|█▊        | Creating augmented epochs : 37/204 [00:06&lt;00:30,    5.52it/s]
- 19%|█▊        | Creating augmented epochs : 38/204 [00:06&lt;00:30,    5.51it/s]
- 19%|█▉        | Creating augmented epochs : 39/204 [00:06&lt;00:29,    5.52it/s]
- 20%|█▉        | Creating augmented epochs : 40/204 [00:07&lt;00:29,    5.58it/s]
- 20%|██        | Creating augmented epochs : 41/204 [00:07&lt;00:29,    5.58it/s]
- 21%|██        | Creating augmented epochs : 42/204 [00:07&lt;00:29,    5.54it/s]
- 21%|██        | Creating augmented epochs : 43/204 [00:07&lt;00:28,    5.59it/s]
- 22%|██▏       | Creating augmented epochs : 44/204 [00:07&lt;00:28,    5.63it/s]
- 22%|██▏       | Creating augmented epochs : 45/204 [00:07&lt;00:28,    5.67it/s]
- 23%|██▎       | Creating augmented epochs : 46/204 [00:08&lt;00:27,    5.73it/s]
- 23%|██▎       | Creating augmented epochs : 47/204 [00:08&lt;00:27,    5.71it/s]
- 24%|██▎       | Creating augmented epochs : 48/204 [00:08&lt;00:27,    5.72it/s]
- 24%|██▍       | Creating augmented epochs : 49/204 [00:08&lt;00:26,    5.77it/s]
- 25%|██▍       | Creating augmented epochs : 50/204 [00:08&lt;00:26,    5.75it/s]
- 25%|██▌       | Creating augmented epochs : 51/204 [00:08&lt;00:26,    5.69it/s]
- 25%|██▌       | Creating augmented epochs : 52/204 [00:09&lt;00:26,    5.64it/s]
- 26%|██▌       | Creating augmented epochs : 53/204 [00:09&lt;00:26,    5.59it/s]
- 26%|██▋       | Creating augmented epochs : 54/204 [00:09&lt;00:26,    5.60it/s]
- 27%|██▋       | Creating augmented epochs : 55/204 [00:09&lt;00:26,    5.66it/s]
- 27%|██▋       | Creating augmented epochs : 56/204 [00:09&lt;00:26,    5.65it/s]
- 28%|██▊       | Creating augmented epochs : 57/204 [00:10&lt;00:26,    5.62it/s]
- 28%|██▊       | Creating augmented epochs : 58/204 [00:10&lt;00:25,    5.67it/s]
- 29%|██▉       | Creating augmented epochs : 59/204 [00:10&lt;00:25,    5.65it/s]
- 29%|██▉       | Creating augmented epochs : 60/204 [00:10&lt;00:25,    5.60it/s]
- 30%|██▉       | Creating augmented epochs : 61/204 [00:10&lt;00:25,    5.65it/s]
- 30%|███       | Creating augmented epochs : 62/204 [00:10&lt;00:25,    5.67it/s]
- 31%|███       | Creating augmented epochs : 63/204 [00:11&lt;00:24,    5.72it/s]
- 31%|███▏      | Creating augmented epochs : 64/204 [00:11&lt;00:24,    5.70it/s]
- 32%|███▏      | Creating augmented epochs : 65/204 [00:11&lt;00:24,    5.71it/s]
- 32%|███▏      | Creating augmented epochs : 66/204 [00:11&lt;00:23,    5.76it/s]
- 33%|███▎      | Creating augmented epochs : 67/204 [00:11&lt;00:23,    5.74it/s]
- 33%|███▎      | Creating augmented epochs : 68/204 [00:11&lt;00:23,    5.74it/s]
- 34%|███▍      | Creating augmented epochs : 69/204 [00:12&lt;00:23,    5.79it/s]
- 34%|███▍      | Creating augmented epochs : 70/204 [00:12&lt;00:23,    5.77it/s]
- 35%|███▍      | Creating augmented epochs : 71/204 [00:12&lt;00:23,    5.74it/s]
- 35%|███▌      | Creating augmented epochs : 72/204 [00:12&lt;00:22,    5.79it/s]
- 36%|███▌      | Creating augmented epochs : 73/204 [00:12&lt;00:22,    5.77it/s]
- 36%|███▋      | Creating augmented epochs : 74/204 [00:13&lt;00:22,    5.72it/s]
- 37%|███▋      | Creating augmented epochs : 75/204 [00:13&lt;00:22,    5.72it/s]
- 37%|███▋      | Creating augmented epochs : 76/204 [00:13&lt;00:22,    5.77it/s]
- 38%|███▊      | Creating augmented epochs : 77/204 [00:13&lt;00:21,    5.82it/s]
- 38%|███▊      | Creating augmented epochs : 78/204 [00:13&lt;00:21,    5.86it/s]
- 39%|███▊      | Creating augmented epochs : 79/204 [00:13&lt;00:21,    5.90it/s]
- 39%|███▉      | Creating augmented epochs : 80/204 [00:13&lt;00:21,    5.87it/s]
- 40%|███▉      | Creating augmented epochs : 81/204 [00:14&lt;00:21,    5.80it/s]
- 40%|████      | Creating augmented epochs : 82/204 [00:14&lt;00:21,    5.75it/s]
- 41%|████      | Creating augmented epochs : 83/204 [00:14&lt;00:21,    5.75it/s]
- 41%|████      | Creating augmented epochs : 84/204 [00:14&lt;00:20,    5.80it/s]
- 42%|████▏     | Creating augmented epochs : 85/204 [00:14&lt;00:20,    5.85it/s]
- 42%|████▏     | Creating augmented epochs : 86/204 [00:15&lt;00:20,    5.83it/s]
- 43%|████▎     | Creating augmented epochs : 87/204 [00:15&lt;00:20,    5.77it/s]
- 43%|████▎     | Creating augmented epochs : 88/204 [00:15&lt;00:20,    5.78it/s]
- 44%|████▎     | Creating augmented epochs : 89/204 [00:15&lt;00:19,    5.83it/s]
- 44%|████▍     | Creating augmented epochs : 90/204 [00:15&lt;00:19,    5.80it/s]
- 45%|████▍     | Creating augmented epochs : 91/204 [00:15&lt;00:19,    5.74it/s]
- 45%|████▌     | Creating augmented epochs : 92/204 [00:16&lt;00:19,    5.78it/s]
- 46%|████▌     | Creating augmented epochs : 93/204 [00:16&lt;00:19,    5.77it/s]
- 46%|████▌     | Creating augmented epochs : 94/204 [00:16&lt;00:19,    5.72it/s]
- 47%|████▋     | Creating augmented epochs : 95/204 [00:16&lt;00:18,    5.76it/s]
- 47%|████▋     | Creating augmented epochs : 96/204 [00:16&lt;00:18,    5.79it/s]
- 48%|████▊     | Creating augmented epochs : 97/204 [00:16&lt;00:18,    5.76it/s]
- 48%|████▊     | Creating augmented epochs : 98/204 [00:17&lt;00:18,    5.70it/s]
- 49%|████▊     | Creating augmented epochs : 99/204 [00:17&lt;00:18,    5.71it/s]
- 49%|████▉     | Creating augmented epochs : 100/204 [00:17&lt;00:18,    5.75it/s]
- 50%|████▉     | Creating augmented epochs : 101/204 [00:17&lt;00:17,    5.74it/s]
- 50%|█████     | Creating augmented epochs : 102/204 [00:17&lt;00:17,    5.69it/s]
- 50%|█████     | Creating augmented epochs : 103/204 [00:18&lt;00:17,    5.69it/s]
- 51%|█████     | Creating augmented epochs : 104/204 [00:18&lt;00:17,    5.74it/s]
- 51%|█████▏    | Creating augmented epochs : 105/204 [00:18&lt;00:17,    5.72it/s]
- 52%|█████▏    | Creating augmented epochs : 106/204 [00:18&lt;00:17,    5.67it/s]
- 52%|█████▏    | Creating augmented epochs : 107/204 [00:18&lt;00:17,    5.68it/s]
- 53%|█████▎    | Creating augmented epochs : 108/204 [00:18&lt;00:16,    5.73it/s]
- 53%|█████▎    | Creating augmented epochs : 109/204 [00:19&lt;00:16,    5.71it/s]
- 54%|█████▍    | Creating augmented epochs : 110/204 [00:19&lt;00:16,    5.66it/s]
- 54%|█████▍    | Creating augmented epochs : 111/204 [00:19&lt;00:16,    5.67it/s]
- 55%|█████▍    | Creating augmented epochs : 112/204 [00:19&lt;00:16,    5.71it/s]
- 55%|█████▌    | Creating augmented epochs : 113/204 [00:19&lt;00:15,    5.76it/s]
- 56%|█████▌    | Creating augmented epochs : 114/204 [00:19&lt;00:15,    5.79it/s]
- 56%|█████▋    | Creating augmented epochs : 115/204 [00:20&lt;00:15,    5.82it/s]
- 57%|█████▋    | Creating augmented epochs : 116/204 [00:20&lt;00:15,    5.86it/s]
- 57%|█████▋    | Creating augmented epochs : 117/204 [00:20&lt;00:14,    5.83it/s]
- 58%|█████▊    | Creating augmented epochs : 118/204 [00:20&lt;00:14,    5.79it/s]
- 58%|█████▊    | Creating augmented epochs : 119/204 [00:20&lt;00:14,    5.84it/s]
- 59%|█████▉    | Creating augmented epochs : 120/204 [00:20&lt;00:14,    5.83it/s]
- 59%|█████▉    | Creating augmented epochs : 121/204 [00:21&lt;00:14,    5.77it/s]
- 60%|█████▉    | Creating augmented epochs : 122/204 [00:21&lt;00:14,    5.77it/s]
- 60%|██████    | Creating augmented epochs : 123/204 [00:21&lt;00:13,    5.82it/s]
- 61%|██████    | Creating augmented epochs : 124/204 [00:21&lt;00:13,    5.86it/s]
- 61%|██████▏   | Creating augmented epochs : 125/204 [00:21&lt;00:13,    5.81it/s]
- 62%|██████▏   | Creating augmented epochs : 126/204 [00:22&lt;00:13,    5.75it/s]
- 62%|██████▏   | Creating augmented epochs : 127/204 [00:22&lt;00:13,    5.79it/s]
- 63%|██████▎   | Creating augmented epochs : 128/204 [00:22&lt;00:13,    5.84it/s]
- 63%|██████▎   | Creating augmented epochs : 129/204 [00:22&lt;00:12,    5.81it/s]
- 64%|██████▎   | Creating augmented epochs : 130/204 [00:22&lt;00:12,    5.75it/s]
- 64%|██████▍   | Creating augmented epochs : 131/204 [00:22&lt;00:12,    5.79it/s]
- 65%|██████▍   | Creating augmented epochs : 132/204 [00:23&lt;00:12,    5.83it/s]
- 65%|██████▌   | Creating augmented epochs : 133/204 [00:23&lt;00:12,    5.87it/s]
- 66%|██████▌   | Creating augmented epochs : 134/204 [00:23&lt;00:11,    5.91it/s]
- 66%|██████▌   | Creating augmented epochs : 135/204 [00:23&lt;00:11,    5.95it/s]
- 67%|██████▋   | Creating augmented epochs : 136/204 [00:23&lt;00:11,    5.99it/s]
- 67%|██████▋   | Creating augmented epochs : 137/204 [00:23&lt;00:11,    6.02it/s]
- 68%|██████▊   | Creating augmented epochs : 138/204 [00:23&lt;00:10,    6.05it/s]
- 68%|██████▊   | Creating augmented epochs : 139/204 [00:24&lt;00:10,    6.06it/s]
- 69%|██████▊   | Creating augmented epochs : 140/204 [00:24&lt;00:10,    6.03it/s]
- 69%|██████▉   | Creating augmented epochs : 141/204 [00:24&lt;00:10,    5.95it/s]
- 70%|██████▉   | Creating augmented epochs : 142/204 [00:24&lt;00:10,    5.95it/s]
- 70%|███████   | Creating augmented epochs : 143/204 [00:24&lt;00:10,    5.99it/s]
- 71%|███████   | Creating augmented epochs : 144/204 [00:24&lt;00:09,    6.03it/s]
- 71%|███████   | Creating augmented epochs : 145/204 [00:25&lt;00:09,    6.05it/s]
- 72%|███████▏  | Creating augmented epochs : 146/204 [00:25&lt;00:09,    5.99it/s]
- 72%|███████▏  | Creating augmented epochs : 147/204 [00:25&lt;00:09,    5.95it/s]
- 73%|███████▎  | Creating augmented epochs : 148/204 [00:25&lt;00:09,    5.99it/s]
- 73%|███████▎  | Creating augmented epochs : 149/204 [00:25&lt;00:09,    6.02it/s]
- 74%|███████▎  | Creating augmented epochs : 150/204 [00:25&lt;00:09,    5.99it/s]
- 74%|███████▍  | Creating augmented epochs : 151/204 [00:26&lt;00:08,    5.92it/s]
- 75%|███████▍  | Creating augmented epochs : 152/204 [00:26&lt;00:08,    5.88it/s]
- 75%|███████▌  | Creating augmented epochs : 153/204 [00:26&lt;00:08,    5.92it/s]
- 75%|███████▌  | Creating augmented epochs : 154/204 [00:26&lt;00:08,    5.96it/s]
- 76%|███████▌  | Creating augmented epochs : 155/204 [00:26&lt;00:08,    5.92it/s]
- 76%|███████▋  | Creating augmented epochs : 156/204 [00:27&lt;00:08,    5.85it/s]
- 77%|███████▋  | Creating augmented epochs : 157/204 [00:27&lt;00:08,    5.84it/s]
- 77%|███████▋  | Creating augmented epochs : 158/204 [00:27&lt;00:07,    5.88it/s]
- 78%|███████▊  | Creating augmented epochs : 159/204 [00:27&lt;00:07,    5.85it/s]
- 78%|███████▊  | Creating augmented epochs : 160/204 [00:27&lt;00:07,    5.85it/s]
- 79%|███████▉  | Creating augmented epochs : 161/204 [00:27&lt;00:07,    5.89it/s]
- 79%|███████▉  | Creating augmented epochs : 162/204 [00:28&lt;00:07,    5.91it/s]
- 80%|███████▉  | Creating augmented epochs : 163/204 [00:28&lt;00:06,    5.86it/s]
- 80%|████████  | Creating augmented epochs : 164/204 [00:28&lt;00:06,    5.85it/s]
- 81%|████████  | Creating augmented epochs : 165/204 [00:28&lt;00:06,    5.89it/s]
- 81%|████████▏ | Creating augmented epochs : 166/204 [00:28&lt;00:06,    5.92it/s]
- 82%|████████▏ | Creating augmented epochs : 167/204 [00:28&lt;00:06,    5.90it/s]
- 82%|████████▏ | Creating augmented epochs : 168/204 [00:29&lt;00:06,    5.84it/s]
- 83%|████████▎ | Creating augmented epochs : 169/204 [00:29&lt;00:05,    5.88it/s]
- 83%|████████▎ | Creating augmented epochs : 170/204 [00:29&lt;00:05,    5.90it/s]
- 84%|████████▍ | Creating augmented epochs : 171/204 [00:29&lt;00:05,    5.86it/s]
- 84%|████████▍ | Creating augmented epochs : 172/204 [00:29&lt;00:05,    5.80it/s]
- 85%|████████▍ | Creating augmented epochs : 173/204 [00:29&lt;00:05,    5.83it/s]
- 85%|████████▌ | Creating augmented epochs : 174/204 [00:30&lt;00:05,    5.87it/s]
- 86%|████████▌ | Creating augmented epochs : 175/204 [00:30&lt;00:04,    5.84it/s]
- 86%|████████▋ | Creating augmented epochs : 176/204 [00:30&lt;00:04,    5.78it/s]
- 87%|████████▋ | Creating augmented epochs : 177/204 [00:30&lt;00:04,    5.82it/s]
- 87%|████████▋ | Creating augmented epochs : 178/204 [00:30&lt;00:04,    5.83it/s]
- 88%|████████▊ | Creating augmented epochs : 179/204 [00:30&lt;00:04,    5.87it/s]
- 88%|████████▊ | Creating augmented epochs : 180/204 [00:31&lt;00:04,    5.91it/s]
- 89%|████████▊ | Creating augmented epochs : 181/204 [00:31&lt;00:03,    5.88it/s]
- 89%|████████▉ | Creating augmented epochs : 182/204 [00:31&lt;00:03,    5.82it/s]
- 90%|████████▉ | Creating augmented epochs : 183/204 [00:31&lt;00:03,    5.86it/s]
- 90%|█████████ | Creating augmented epochs : 184/204 [00:31&lt;00:03,    5.84it/s]
- 91%|█████████ | Creating augmented epochs : 185/204 [00:31&lt;00:03,    5.83it/s]
- 91%|█████████ | Creating augmented epochs : 186/204 [00:32&lt;00:03,    5.88it/s]
- 92%|█████████▏| Creating augmented epochs : 187/204 [00:32&lt;00:02,    5.86it/s]
- 92%|█████████▏| Creating augmented epochs : 188/204 [00:32&lt;00:02,    5.79it/s]
- 93%|█████████▎| Creating augmented epochs : 189/204 [00:32&lt;00:02,    5.83it/s]
- 93%|█████████▎| Creating augmented epochs : 190/204 [00:32&lt;00:02,    5.81it/s]
- 94%|█████████▎| Creating augmented epochs : 191/204 [00:33&lt;00:02,    5.75it/s]
- 94%|█████████▍| Creating augmented epochs : 192/204 [00:33&lt;00:02,    5.75it/s]
- 95%|█████████▍| Creating augmented epochs : 193/204 [00:33&lt;00:01,    5.80it/s]
- 95%|█████████▌| Creating augmented epochs : 194/204 [00:33&lt;00:01,    5.83it/s]
- 96%|█████████▌| Creating augmented epochs : 195/204 [00:33&lt;00:01,    5.88it/s]
- 96%|█████████▌| Creating augmented epochs : 196/204 [00:33&lt;00:01,    5.84it/s]
- 97%|█████████▋| Creating augmented epochs : 197/204 [00:34&lt;00:01,    5.81it/s]
- 97%|█████████▋| Creating augmented epochs : 198/204 [00:34&lt;00:01,    5.85it/s]
- 98%|█████████▊| Creating augmented epochs : 199/204 [00:34&lt;00:00,    5.82it/s]
- 98%|█████████▊| Creating augmented epochs : 200/204 [00:34&lt;00:00,    5.76it/s]
- 99%|█████████▊| Creating augmented epochs : 201/204 [00:34&lt;00:00,    5.76it/s]
- 99%|█████████▉| Creating augmented epochs : 202/204 [00:34&lt;00:00,    5.80it/s]
-100%|█████████▉| Creating augmented epochs : 203/204 [00:35&lt;00:00,    5.78it/s]
-100%|██████████| Creating augmented epochs : 204/204 [00:35&lt;00:00,    5.72it/s]
-100%|██████████| Creating augmented epochs : 204/204 [00:35&lt;00:00,    5.78it/s]
+  0%|          | Creating augmented epochs : 1/204 [00:00&lt;00:16,   12.18it/s]
+  1%|          | Creating augmented epochs : 2/204 [00:00&lt;00:19,   10.12it/s]
+  1%|▏         | Creating augmented epochs : 3/204 [00:00&lt;00:24,    8.37it/s]
+  2%|▏         | Creating augmented epochs : 4/204 [00:00&lt;00:26,    7.52it/s]
+  2%|▏         | Creating augmented epochs : 5/204 [00:00&lt;00:27,    7.21it/s]
+  3%|▎         | Creating augmented epochs : 6/204 [00:00&lt;00:28,    7.00it/s]
+  3%|▎         | Creating augmented epochs : 7/204 [00:01&lt;00:28,    6.86it/s]
+  4%|▍         | Creating augmented epochs : 8/204 [00:01&lt;00:28,    6.89it/s]
+  4%|▍         | Creating augmented epochs : 9/204 [00:01&lt;00:27,    7.10it/s]
+  5%|▍         | Creating augmented epochs : 10/204 [00:01&lt;00:26,    7.24it/s]
+  5%|▌         | Creating augmented epochs : 11/204 [00:01&lt;00:26,    7.39it/s]
+  6%|▌         | Creating augmented epochs : 12/204 [00:01&lt;00:25,    7.44it/s]
+  6%|▋         | Creating augmented epochs : 13/204 [00:01&lt;00:25,    7.40it/s]
+  7%|▋         | Creating augmented epochs : 14/204 [00:01&lt;00:25,    7.52it/s]
+  7%|▋         | Creating augmented epochs : 15/204 [00:01&lt;00:24,    7.62it/s]
+  8%|▊         | Creating augmented epochs : 16/204 [00:02&lt;00:24,    7.69it/s]
+  8%|▊         | Creating augmented epochs : 17/204 [00:02&lt;00:24,    7.77it/s]
+  9%|▉         | Creating augmented epochs : 18/204 [00:02&lt;00:23,    7.85it/s]
+  9%|▉         | Creating augmented epochs : 19/204 [00:02&lt;00:23,    7.84it/s]
+ 10%|▉         | Creating augmented epochs : 20/204 [00:02&lt;00:23,    7.87it/s]
+ 10%|█         | Creating augmented epochs : 21/204 [00:02&lt;00:23,    7.82it/s]
+ 11%|█         | Creating augmented epochs : 22/204 [00:02&lt;00:23,    7.74it/s]
+ 11%|█▏        | Creating augmented epochs : 23/204 [00:02&lt;00:23,    7.80it/s]
+ 12%|█▏        | Creating augmented epochs : 24/204 [00:03&lt;00:23,    7.65it/s]
+ 12%|█▏        | Creating augmented epochs : 25/204 [00:03&lt;00:23,    7.53it/s]
+ 13%|█▎        | Creating augmented epochs : 26/204 [00:03&lt;00:23,    7.57it/s]
+ 13%|█▎        | Creating augmented epochs : 27/204 [00:03&lt;00:23,    7.60it/s]
+ 14%|█▎        | Creating augmented epochs : 28/204 [00:03&lt;00:23,    7.56it/s]
+ 14%|█▍        | Creating augmented epochs : 29/204 [00:03&lt;00:23,    7.45it/s]
+ 15%|█▍        | Creating augmented epochs : 30/204 [00:03&lt;00:23,    7.49it/s]
+ 15%|█▌        | Creating augmented epochs : 31/204 [00:04&lt;00:23,    7.51it/s]
+ 16%|█▌        | Creating augmented epochs : 32/204 [00:04&lt;00:22,    7.58it/s]
+ 16%|█▌        | Creating augmented epochs : 33/204 [00:04&lt;00:22,    7.65it/s]
+ 17%|█▋        | Creating augmented epochs : 34/204 [00:04&lt;00:22,    7.69it/s]
+ 17%|█▋        | Creating augmented epochs : 35/204 [00:04&lt;00:22,    7.64it/s]
+ 18%|█▊        | Creating augmented epochs : 36/204 [00:04&lt;00:22,    7.52it/s]
+ 18%|█▊        | Creating augmented epochs : 37/204 [00:04&lt;00:22,    7.42it/s]
+ 19%|█▊        | Creating augmented epochs : 38/204 [00:05&lt;00:22,    7.34it/s]
+ 19%|█▉        | Creating augmented epochs : 39/204 [00:05&lt;00:22,    7.38it/s]
+ 20%|█▉        | Creating augmented epochs : 40/204 [00:05&lt;00:22,    7.33it/s]
+ 20%|██        | Creating augmented epochs : 41/204 [00:05&lt;00:22,    7.26it/s]
+ 21%|██        | Creating augmented epochs : 42/204 [00:05&lt;00:22,    7.19it/s]
+ 21%|██        | Creating augmented epochs : 43/204 [00:05&lt;00:22,    7.13it/s]
+ 22%|██▏       | Creating augmented epochs : 44/204 [00:05&lt;00:22,    7.14it/s]
+ 22%|██▏       | Creating augmented epochs : 45/204 [00:06&lt;00:22,    7.22it/s]
+ 23%|██▎       | Creating augmented epochs : 46/204 [00:06&lt;00:21,    7.28it/s]
+ 23%|██▎       | Creating augmented epochs : 47/204 [00:06&lt;00:21,    7.36it/s]
+ 24%|██▎       | Creating augmented epochs : 48/204 [00:06&lt;00:21,    7.42it/s]
+ 24%|██▍       | Creating augmented epochs : 49/204 [00:06&lt;00:20,    7.45it/s]
+ 25%|██▍       | Creating augmented epochs : 50/204 [00:06&lt;00:20,    7.42it/s]
+ 25%|██▌       | Creating augmented epochs : 51/204 [00:06&lt;00:20,    7.49it/s]
+ 25%|██▌       | Creating augmented epochs : 52/204 [00:06&lt;00:20,    7.53it/s]
+ 26%|██▌       | Creating augmented epochs : 53/204 [00:07&lt;00:19,    7.59it/s]
+ 26%|██▋       | Creating augmented epochs : 54/204 [00:07&lt;00:19,    7.65it/s]
+ 27%|██▋       | Creating augmented epochs : 55/204 [00:07&lt;00:19,    7.70it/s]
+ 27%|██▋       | Creating augmented epochs : 56/204 [00:07&lt;00:19,    7.72it/s]
+ 28%|██▊       | Creating augmented epochs : 57/204 [00:07&lt;00:19,    7.68it/s]
+ 28%|██▊       | Creating augmented epochs : 58/204 [00:07&lt;00:18,    7.72it/s]
+ 29%|██▉       | Creating augmented epochs : 59/204 [00:07&lt;00:18,    7.77it/s]
+ 29%|██▉       | Creating augmented epochs : 60/204 [00:07&lt;00:18,    7.77it/s]
+ 30%|██▉       | Creating augmented epochs : 61/204 [00:08&lt;00:18,    7.73it/s]
+ 30%|███       | Creating augmented epochs : 62/204 [00:08&lt;00:18,    7.79it/s]
+ 31%|███       | Creating augmented epochs : 63/204 [00:08&lt;00:17,    7.84it/s]
+ 31%|███▏      | Creating augmented epochs : 64/204 [00:08&lt;00:17,    7.86it/s]
+ 32%|███▏      | Creating augmented epochs : 65/204 [00:08&lt;00:17,    7.91it/s]
+ 32%|███▏      | Creating augmented epochs : 66/204 [00:08&lt;00:17,    7.90it/s]
+ 33%|███▎      | Creating augmented epochs : 67/204 [00:08&lt;00:17,    7.79it/s]
+ 33%|███▎      | Creating augmented epochs : 68/204 [00:08&lt;00:17,    7.68it/s]
+ 34%|███▍      | Creating augmented epochs : 69/204 [00:09&lt;00:17,    7.59it/s]
+ 34%|███▍      | Creating augmented epochs : 70/204 [00:09&lt;00:17,    7.49it/s]
+ 35%|███▍      | Creating augmented epochs : 71/204 [00:09&lt;00:17,    7.41it/s]
+ 35%|███▌      | Creating augmented epochs : 72/204 [00:09&lt;00:17,    7.44it/s]
+ 36%|███▌      | Creating augmented epochs : 73/204 [00:09&lt;00:17,    7.50it/s]
+ 36%|███▋      | Creating augmented epochs : 74/204 [00:09&lt;00:17,    7.55it/s]
+ 37%|███▋      | Creating augmented epochs : 75/204 [00:09&lt;00:17,    7.57it/s]
+ 37%|███▋      | Creating augmented epochs : 76/204 [00:10&lt;00:16,    7.53it/s]
+ 38%|███▊      | Creating augmented epochs : 77/204 [00:10&lt;00:16,    7.56it/s]
+ 38%|███▊      | Creating augmented epochs : 78/204 [00:10&lt;00:16,    7.49it/s]
+ 39%|███▊      | Creating augmented epochs : 79/204 [00:10&lt;00:16,    7.41it/s]
+ 39%|███▉      | Creating augmented epochs : 80/204 [00:10&lt;00:16,    7.45it/s]
+ 40%|███▉      | Creating augmented epochs : 81/204 [00:10&lt;00:16,    7.43it/s]
+ 40%|████      | Creating augmented epochs : 82/204 [00:10&lt;00:16,    7.41it/s]
+ 41%|████      | Creating augmented epochs : 83/204 [00:11&lt;00:16,    7.46it/s]
+ 41%|████      | Creating augmented epochs : 84/204 [00:11&lt;00:16,    7.38it/s]
+ 42%|████▏     | Creating augmented epochs : 85/204 [00:11&lt;00:16,    7.31it/s]
+ 42%|████▏     | Creating augmented epochs : 86/204 [00:11&lt;00:16,    7.34it/s]
+ 43%|████▎     | Creating augmented epochs : 87/204 [00:11&lt;00:15,    7.32it/s]
+ 43%|████▎     | Creating augmented epochs : 88/204 [00:11&lt;00:16,    7.24it/s]
+ 44%|████▎     | Creating augmented epochs : 89/204 [00:11&lt;00:15,    7.23it/s]
+ 44%|████▍     | Creating augmented epochs : 90/204 [00:12&lt;00:15,    7.26it/s]
+ 45%|████▍     | Creating augmented epochs : 91/204 [00:12&lt;00:15,    7.25it/s]
+ 45%|████▌     | Creating augmented epochs : 92/204 [00:12&lt;00:15,    7.32it/s]
+ 46%|████▌     | Creating augmented epochs : 93/204 [00:12&lt;00:15,    7.36it/s]
+ 46%|████▌     | Creating augmented epochs : 94/204 [00:12&lt;00:14,    7.34it/s]
+ 47%|████▋     | Creating augmented epochs : 95/204 [00:12&lt;00:14,    7.40it/s]
+ 47%|████▋     | Creating augmented epochs : 96/204 [00:12&lt;00:14,    7.42it/s]
+ 48%|████▊     | Creating augmented epochs : 97/204 [00:12&lt;00:14,    7.36it/s]
+ 48%|████▊     | Creating augmented epochs : 98/204 [00:13&lt;00:14,    7.30it/s]
+ 49%|████▊     | Creating augmented epochs : 99/204 [00:13&lt;00:14,    7.29it/s]
+ 49%|████▉     | Creating augmented epochs : 100/204 [00:13&lt;00:14,    7.28it/s]
+ 50%|████▉     | Creating augmented epochs : 101/204 [00:13&lt;00:14,    7.22it/s]
+ 50%|█████     | Creating augmented epochs : 102/204 [00:13&lt;00:14,    7.26it/s]
+ 50%|█████     | Creating augmented epochs : 103/204 [00:13&lt;00:13,    7.25it/s]
+ 51%|█████     | Creating augmented epochs : 104/204 [00:14&lt;00:13,    7.19it/s]
+ 51%|█████▏    | Creating augmented epochs : 105/204 [00:14&lt;00:13,    7.23it/s]
+ 52%|█████▏    | Creating augmented epochs : 106/204 [00:14&lt;00:13,    7.28it/s]
+ 52%|█████▏    | Creating augmented epochs : 107/204 [00:14&lt;00:13,    7.25it/s]
+ 53%|█████▎    | Creating augmented epochs : 108/204 [00:14&lt;00:13,    7.18it/s]
+ 53%|█████▎    | Creating augmented epochs : 109/204 [00:14&lt;00:13,    7.22it/s]
+ 54%|█████▍    | Creating augmented epochs : 110/204 [00:14&lt;00:12,    7.26it/s]
+ 54%|█████▍    | Creating augmented epochs : 111/204 [00:14&lt;00:12,    7.26it/s]
+ 55%|█████▍    | Creating augmented epochs : 112/204 [00:15&lt;00:12,    7.18it/s]
+ 55%|█████▌    | Creating augmented epochs : 113/204 [00:15&lt;00:12,    7.12it/s]
+ 56%|█████▌    | Creating augmented epochs : 114/204 [00:15&lt;00:12,    7.17it/s]
+ 56%|█████▋    | Creating augmented epochs : 115/204 [00:15&lt;00:12,    7.23it/s]
+ 57%|█████▋    | Creating augmented epochs : 116/204 [00:15&lt;00:12,    7.30it/s]
+ 57%|█████▋    | Creating augmented epochs : 117/204 [00:15&lt;00:11,    7.37it/s]
+ 58%|█████▊    | Creating augmented epochs : 118/204 [00:15&lt;00:11,    7.41it/s]
+ 58%|█████▊    | Creating augmented epochs : 119/204 [00:15&lt;00:11,    7.47it/s]
+ 59%|█████▉    | Creating augmented epochs : 120/204 [00:16&lt;00:11,    7.53it/s]
+ 59%|█████▉    | Creating augmented epochs : 121/204 [00:16&lt;00:10,    7.58it/s]
+ 60%|█████▉    | Creating augmented epochs : 122/204 [00:16&lt;00:10,    7.59it/s]
+ 60%|██████    | Creating augmented epochs : 123/204 [00:16&lt;00:10,    7.51it/s]
+ 61%|██████    | Creating augmented epochs : 124/204 [00:16&lt;00:10,    7.41it/s]
+ 61%|██████▏   | Creating augmented epochs : 125/204 [00:16&lt;00:10,    7.34it/s]
+ 62%|██████▏   | Creating augmented epochs : 126/204 [00:16&lt;00:10,    7.27it/s]
+ 62%|██████▏   | Creating augmented epochs : 127/204 [00:17&lt;00:10,    7.31it/s]
+ 63%|██████▎   | Creating augmented epochs : 128/204 [00:17&lt;00:10,    7.30it/s]
+ 63%|██████▎   | Creating augmented epochs : 129/204 [00:17&lt;00:10,    7.24it/s]
+ 64%|██████▎   | Creating augmented epochs : 130/204 [00:17&lt;00:10,    7.29it/s]
+ 64%|██████▍   | Creating augmented epochs : 131/204 [00:17&lt;00:09,    7.36it/s]
+ 65%|██████▍   | Creating augmented epochs : 132/204 [00:17&lt;00:09,    7.42it/s]
+ 65%|██████▌   | Creating augmented epochs : 133/204 [00:17&lt;00:09,    7.48it/s]
+ 66%|██████▌   | Creating augmented epochs : 134/204 [00:17&lt;00:09,    7.54it/s]
+ 66%|██████▌   | Creating augmented epochs : 135/204 [00:18&lt;00:09,    7.56it/s]
+ 67%|██████▋   | Creating augmented epochs : 136/204 [00:18&lt;00:09,    7.51it/s]
+ 67%|██████▋   | Creating augmented epochs : 137/204 [00:18&lt;00:08,    7.57it/s]
+ 68%|██████▊   | Creating augmented epochs : 138/204 [00:18&lt;00:08,    7.62it/s]
+ 68%|██████▊   | Creating augmented epochs : 139/204 [00:18&lt;00:08,    7.68it/s]
+ 69%|██████▊   | Creating augmented epochs : 140/204 [00:18&lt;00:08,    7.69it/s]
+ 69%|██████▉   | Creating augmented epochs : 141/204 [00:18&lt;00:08,    7.66it/s]
+ 70%|██████▉   | Creating augmented epochs : 142/204 [00:18&lt;00:08,    7.69it/s]
+ 70%|███████   | Creating augmented epochs : 143/204 [00:19&lt;00:07,    7.74it/s]
+ 71%|███████   | Creating augmented epochs : 144/204 [00:19&lt;00:07,    7.79it/s]
+ 71%|███████   | Creating augmented epochs : 145/204 [00:19&lt;00:07,    7.83it/s]
+ 72%|███████▏  | Creating augmented epochs : 146/204 [00:19&lt;00:07,    7.84it/s]
+ 72%|███████▏  | Creating augmented epochs : 147/204 [00:19&lt;00:07,    7.74it/s]
+ 73%|███████▎  | Creating augmented epochs : 148/204 [00:19&lt;00:07,    7.63it/s]
+ 73%|███████▎  | Creating augmented epochs : 149/204 [00:19&lt;00:07,    7.64it/s]
+ 74%|███████▎  | Creating augmented epochs : 150/204 [00:20&lt;00:07,    7.66it/s]
+ 74%|███████▍  | Creating augmented epochs : 151/204 [00:20&lt;00:06,    7.63it/s]
+ 75%|███████▍  | Creating augmented epochs : 152/204 [00:20&lt;00:06,    7.65it/s]
+ 75%|███████▌  | Creating augmented epochs : 153/204 [00:20&lt;00:06,    7.62it/s]
+ 75%|███████▌  | Creating augmented epochs : 154/204 [00:20&lt;00:06,    7.66it/s]
+ 76%|███████▌  | Creating augmented epochs : 155/204 [00:20&lt;00:06,    7.71it/s]
+ 76%|███████▋  | Creating augmented epochs : 156/204 [00:20&lt;00:06,    7.68it/s]
+ 77%|███████▋  | Creating augmented epochs : 157/204 [00:20&lt;00:06,    7.60it/s]
+ 77%|███████▋  | Creating augmented epochs : 158/204 [00:21&lt;00:06,    7.51it/s]
+ 78%|███████▊  | Creating augmented epochs : 159/204 [00:21&lt;00:06,    7.43it/s]
+ 78%|███████▊  | Creating augmented epochs : 160/204 [00:21&lt;00:05,    7.40it/s]
+ 79%|███████▉  | Creating augmented epochs : 161/204 [00:21&lt;00:05,    7.42it/s]
+ 79%|███████▉  | Creating augmented epochs : 162/204 [00:21&lt;00:05,    7.49it/s]
+ 80%|███████▉  | Creating augmented epochs : 163/204 [00:21&lt;00:05,    7.55it/s]
+ 80%|████████  | Creating augmented epochs : 164/204 [00:21&lt;00:05,    7.57it/s]
+ 81%|████████  | Creating augmented epochs : 165/204 [00:22&lt;00:05,    7.55it/s]
+ 81%|████████▏ | Creating augmented epochs : 166/204 [00:22&lt;00:05,    7.59it/s]
+ 82%|████████▏ | Creating augmented epochs : 167/204 [00:22&lt;00:04,    7.64it/s]
+ 82%|████████▏ | Creating augmented epochs : 168/204 [00:22&lt;00:04,    7.62it/s]
+ 83%|████████▎ | Creating augmented epochs : 169/204 [00:22&lt;00:04,    7.54it/s]
+ 83%|████████▎ | Creating augmented epochs : 170/204 [00:22&lt;00:04,    7.52it/s]
+ 84%|████████▍ | Creating augmented epochs : 171/204 [00:22&lt;00:04,    7.57it/s]
+ 84%|████████▍ | Creating augmented epochs : 172/204 [00:22&lt;00:04,    7.53it/s]
+ 85%|████████▍ | Creating augmented epochs : 173/204 [00:23&lt;00:04,    7.56it/s]
+ 85%|████████▌ | Creating augmented epochs : 174/204 [00:23&lt;00:03,    7.54it/s]
+ 86%|████████▌ | Creating augmented epochs : 175/204 [00:23&lt;00:03,    7.57it/s]
+ 86%|████████▋ | Creating augmented epochs : 176/204 [00:23&lt;00:03,    7.55it/s]
+ 87%|████████▋ | Creating augmented epochs : 177/204 [00:23&lt;00:03,    7.61it/s]
+ 87%|████████▋ | Creating augmented epochs : 178/204 [00:23&lt;00:03,    7.58it/s]
+ 88%|████████▊ | Creating augmented epochs : 179/204 [00:23&lt;00:03,    7.50it/s]
+ 88%|████████▊ | Creating augmented epochs : 180/204 [00:24&lt;00:03,    7.48it/s]
+ 89%|████████▊ | Creating augmented epochs : 181/204 [00:24&lt;00:03,    7.51it/s]
+ 89%|████████▉ | Creating augmented epochs : 182/204 [00:24&lt;00:02,    7.49it/s]
+ 90%|████████▉ | Creating augmented epochs : 183/204 [00:24&lt;00:02,    7.50it/s]
+ 90%|█████████ | Creating augmented epochs : 184/204 [00:24&lt;00:02,    7.47it/s]
+ 91%|█████████ | Creating augmented epochs : 185/204 [00:24&lt;00:02,    7.52it/s]
+ 91%|█████████ | Creating augmented epochs : 186/204 [00:24&lt;00:02,    7.58it/s]
+ 92%|█████████▏| Creating augmented epochs : 187/204 [00:24&lt;00:02,    7.63it/s]
+ 92%|█████████▏| Creating augmented epochs : 188/204 [00:25&lt;00:02,    7.68it/s]
+ 93%|█████████▎| Creating augmented epochs : 189/204 [00:25&lt;00:01,    7.69it/s]
+ 93%|█████████▎| Creating augmented epochs : 190/204 [00:25&lt;00:01,    7.64it/s]
+ 94%|█████████▎| Creating augmented epochs : 191/204 [00:25&lt;00:01,    7.69it/s]
+ 94%|█████████▍| Creating augmented epochs : 192/204 [00:25&lt;00:01,    7.73it/s]
+ 95%|█████████▍| Creating augmented epochs : 193/204 [00:25&lt;00:01,    7.78it/s]
+ 95%|█████████▌| Creating augmented epochs : 194/204 [00:25&lt;00:01,    7.82it/s]
+ 96%|█████████▌| Creating augmented epochs : 195/204 [00:25&lt;00:01,    7.83it/s]
+ 96%|█████████▌| Creating augmented epochs : 196/204 [00:26&lt;00:01,    7.78it/s]
+ 97%|█████████▋| Creating augmented epochs : 197/204 [00:26&lt;00:00,    7.82it/s]
+ 97%|█████████▋| Creating augmented epochs : 198/204 [00:26&lt;00:00,    7.87it/s]
+ 98%|█████████▊| Creating augmented epochs : 199/204 [00:26&lt;00:00,    7.87it/s]
+ 98%|█████████▊| Creating augmented epochs : 200/204 [00:26&lt;00:00,    7.76it/s]
+ 99%|█████████▊| Creating augmented epochs : 201/204 [00:26&lt;00:00,    7.67it/s]
+ 99%|█████████▉| Creating augmented epochs : 202/204 [00:26&lt;00:00,    7.62it/s]
+100%|█████████▉| Creating augmented epochs : 203/204 [00:26&lt;00:00,    7.67it/s]
+100%|██████████| Creating augmented epochs : 204/204 [00:27&lt;00:00,    7.72it/s]
+100%|██████████| Creating augmented epochs : 204/204 [00:27&lt;00:00,    7.53it/s]
 
   0%|          | Computing thresholds ... : 0/204 [00:00&lt;?,       ?it/s]
-  0%|          | Computing thresholds ... : 1/204 [00:00&lt;00:24,    8.31it/s]
-  1%|          | Computing thresholds ... : 2/204 [00:00&lt;00:22,    8.83it/s]
-  1%|▏         | Computing thresholds ... : 3/204 [00:00&lt;00:22,    9.02it/s]
-  2%|▏         | Computing thresholds ... : 4/204 [00:00&lt;00:21,    9.10it/s]
-  2%|▏         | Computing thresholds ... : 5/204 [00:00&lt;00:21,    9.15it/s]
-  3%|▎         | Computing thresholds ... : 6/204 [00:00&lt;00:21,    9.18it/s]
-  3%|▎         | Computing thresholds ... : 7/204 [00:00&lt;00:21,    9.22it/s]
-  4%|▍         | Computing thresholds ... : 8/204 [00:00&lt;00:21,    9.23it/s]
-  4%|▍         | Computing thresholds ... : 9/204 [00:00&lt;00:21,    9.25it/s]
-  5%|▍         | Computing thresholds ... : 10/204 [00:01&lt;00:20,    9.27it/s]
-  5%|▌         | Computing thresholds ... : 11/204 [00:01&lt;00:20,    9.28it/s]
-  6%|▌         | Computing thresholds ... : 12/204 [00:01&lt;00:20,    9.29it/s]
-  6%|▋         | Computing thresholds ... : 13/204 [00:01&lt;00:20,    9.29it/s]
-  7%|▋         | Computing thresholds ... : 14/204 [00:01&lt;00:20,    9.29it/s]
-  7%|▋         | Computing thresholds ... : 15/204 [00:01&lt;00:20,    9.29it/s]
-  8%|▊         | Computing thresholds ... : 16/204 [00:01&lt;00:20,    9.30it/s]
-  8%|▊         | Computing thresholds ... : 17/204 [00:01&lt;00:20,    9.30it/s]
-  9%|▉         | Computing thresholds ... : 18/204 [00:01&lt;00:20,    9.30it/s]
-  9%|▉         | Computing thresholds ... : 19/204 [00:02&lt;00:19,    9.29it/s]
- 10%|▉         | Computing thresholds ... : 20/204 [00:02&lt;00:19,    9.29it/s]
- 10%|█         | Computing thresholds ... : 21/204 [00:02&lt;00:19,    9.29it/s]
- 11%|█         | Computing thresholds ... : 22/204 [00:02&lt;00:19,    9.30it/s]
- 11%|█▏        | Computing thresholds ... : 23/204 [00:02&lt;00:19,    9.30it/s]
- 12%|█▏        | Computing thresholds ... : 24/204 [00:02&lt;00:19,    9.30it/s]
- 12%|█▏        | Computing thresholds ... : 25/204 [00:02&lt;00:19,    9.30it/s]
- 13%|█▎        | Computing thresholds ... : 26/204 [00:02&lt;00:19,    9.30it/s]
- 13%|█▎        | Computing thresholds ... : 27/204 [00:02&lt;00:19,    9.30it/s]
- 14%|█▎        | Computing thresholds ... : 28/204 [00:03&lt;00:18,    9.30it/s]
- 14%|█▍        | Computing thresholds ... : 29/204 [00:03&lt;00:18,    9.30it/s]
- 15%|█▍        | Computing thresholds ... : 30/204 [00:03&lt;00:18,    9.31it/s]
- 15%|█▌        | Computing thresholds ... : 31/204 [00:03&lt;00:18,    9.31it/s]
- 16%|█▌        | Computing thresholds ... : 32/204 [00:03&lt;00:18,    9.31it/s]
- 16%|█▌        | Computing thresholds ... : 33/204 [00:03&lt;00:18,    9.30it/s]
- 17%|█▋        | Computing thresholds ... : 34/204 [00:03&lt;00:18,    9.30it/s]
- 17%|█▋        | Computing thresholds ... : 35/204 [00:03&lt;00:18,    9.30it/s]
- 18%|█▊        | Computing thresholds ... : 36/204 [00:03&lt;00:18,    9.30it/s]
- 18%|█▊        | Computing thresholds ... : 37/204 [00:03&lt;00:17,    9.29it/s]
- 19%|█▊        | Computing thresholds ... : 38/204 [00:04&lt;00:17,    9.29it/s]
- 19%|█▉        | Computing thresholds ... : 39/204 [00:04&lt;00:17,    9.30it/s]
- 20%|█▉        | Computing thresholds ... : 40/204 [00:04&lt;00:17,    9.30it/s]
- 20%|██        | Computing thresholds ... : 41/204 [00:04&lt;00:17,    9.30it/s]
- 21%|██        | Computing thresholds ... : 42/204 [00:04&lt;00:17,    9.30it/s]
- 21%|██        | Computing thresholds ... : 43/204 [00:04&lt;00:17,    9.31it/s]
- 22%|██▏       | Computing thresholds ... : 44/204 [00:04&lt;00:17,    9.31it/s]
- 22%|██▏       | Computing thresholds ... : 45/204 [00:04&lt;00:17,    9.30it/s]
- 23%|██▎       | Computing thresholds ... : 46/204 [00:04&lt;00:16,    9.30it/s]
- 23%|██▎       | Computing thresholds ... : 47/204 [00:05&lt;00:16,    9.30it/s]
- 24%|██▎       | Computing thresholds ... : 48/204 [00:05&lt;00:16,    9.30it/s]
- 24%|██▍       | Computing thresholds ... : 49/204 [00:05&lt;00:16,    9.30it/s]
- 25%|██▍       | Computing thresholds ... : 50/204 [00:05&lt;00:16,    9.30it/s]
- 25%|██▌       | Computing thresholds ... : 51/204 [00:05&lt;00:16,    9.30it/s]
- 25%|██▌       | Computing thresholds ... : 52/204 [00:05&lt;00:16,    9.30it/s]
- 26%|██▌       | Computing thresholds ... : 53/204 [00:05&lt;00:16,    9.30it/s]
- 26%|██▋       | Computing thresholds ... : 54/204 [00:05&lt;00:16,    9.30it/s]
- 27%|██▋       | Computing thresholds ... : 55/204 [00:05&lt;00:16,    9.30it/s]
- 27%|██▋       | Computing thresholds ... : 56/204 [00:06&lt;00:15,    9.30it/s]
- 28%|██▊       | Computing thresholds ... : 57/204 [00:06&lt;00:15,    9.30it/s]
- 28%|██▊       | Computing thresholds ... : 58/204 [00:06&lt;00:15,    9.30it/s]
- 29%|██▉       | Computing thresholds ... : 59/204 [00:06&lt;00:15,    9.30it/s]
- 29%|██▉       | Computing thresholds ... : 60/204 [00:06&lt;00:15,    9.29it/s]
- 30%|██▉       | Computing thresholds ... : 61/204 [00:06&lt;00:15,    9.30it/s]
- 30%|███       | Computing thresholds ... : 62/204 [00:06&lt;00:15,    9.30it/s]
- 31%|███       | Computing thresholds ... : 63/204 [00:06&lt;00:15,    9.30it/s]
- 31%|███▏      | Computing thresholds ... : 64/204 [00:06&lt;00:15,    9.31it/s]
- 32%|███▏      | Computing thresholds ... : 65/204 [00:06&lt;00:14,    9.30it/s]
- 32%|███▏      | Computing thresholds ... : 66/204 [00:07&lt;00:14,    9.31it/s]
- 33%|███▎      | Computing thresholds ... : 67/204 [00:07&lt;00:14,    9.31it/s]
- 33%|███▎      | Computing thresholds ... : 68/204 [00:07&lt;00:14,    9.30it/s]
- 34%|███▍      | Computing thresholds ... : 69/204 [00:07&lt;00:14,    9.30it/s]
- 34%|███▍      | Computing thresholds ... : 70/204 [00:07&lt;00:14,    9.30it/s]
- 35%|███▍      | Computing thresholds ... : 71/204 [00:07&lt;00:14,    9.30it/s]
- 35%|███▌      | Computing thresholds ... : 72/204 [00:07&lt;00:14,    9.30it/s]
- 36%|███▌      | Computing thresholds ... : 73/204 [00:07&lt;00:14,    9.30it/s]
- 36%|███▋      | Computing thresholds ... : 74/204 [00:07&lt;00:13,    9.30it/s]
- 37%|███▋      | Computing thresholds ... : 75/204 [00:08&lt;00:13,    9.30it/s]
- 37%|███▋      | Computing thresholds ... : 76/204 [00:08&lt;00:13,    9.30it/s]
- 38%|███▊      | Computing thresholds ... : 77/204 [00:08&lt;00:13,    9.30it/s]
- 38%|███▊      | Computing thresholds ... : 78/204 [00:08&lt;00:13,    9.30it/s]
- 39%|███▊      | Computing thresholds ... : 79/204 [00:08&lt;00:13,    9.30it/s]
- 39%|███▉      | Computing thresholds ... : 80/204 [00:08&lt;00:13,    9.30it/s]
- 40%|███▉      | Computing thresholds ... : 81/204 [00:08&lt;00:13,    9.30it/s]
- 40%|████      | Computing thresholds ... : 82/204 [00:08&lt;00:13,    9.31it/s]
- 41%|████      | Computing thresholds ... : 83/204 [00:08&lt;00:12,    9.31it/s]
- 41%|████      | Computing thresholds ... : 84/204 [00:09&lt;00:12,    9.31it/s]
- 42%|████▏     | Computing thresholds ... : 85/204 [00:09&lt;00:12,    9.31it/s]
- 42%|████▏     | Computing thresholds ... : 86/204 [00:09&lt;00:12,    9.31it/s]
- 43%|████▎     | Computing thresholds ... : 87/204 [00:09&lt;00:12,    9.30it/s]
- 43%|████▎     | Computing thresholds ... : 88/204 [00:09&lt;00:12,    9.30it/s]
- 44%|████▎     | Computing thresholds ... : 89/204 [00:09&lt;00:12,    9.29it/s]
- 44%|████▍     | Computing thresholds ... : 90/204 [00:09&lt;00:12,    9.29it/s]
- 45%|████▍     | Computing thresholds ... : 91/204 [00:09&lt;00:12,    9.29it/s]
- 45%|████▌     | Computing thresholds ... : 92/204 [00:09&lt;00:12,    9.30it/s]
- 46%|████▌     | Computing thresholds ... : 93/204 [00:10&lt;00:11,    9.30it/s]
- 46%|████▌     | Computing thresholds ... : 94/204 [00:10&lt;00:11,    9.30it/s]
- 47%|████▋     | Computing thresholds ... : 95/204 [00:10&lt;00:11,    9.31it/s]
- 47%|████▋     | Computing thresholds ... : 96/204 [00:10&lt;00:11,    9.31it/s]
- 48%|████▊     | Computing thresholds ... : 97/204 [00:10&lt;00:11,    9.31it/s]
- 48%|████▊     | Computing thresholds ... : 98/204 [00:10&lt;00:11,    9.31it/s]
- 49%|████▊     | Computing thresholds ... : 99/204 [00:10&lt;00:11,    9.31it/s]
- 49%|████▉     | Computing thresholds ... : 100/204 [00:10&lt;00:11,    9.31it/s]
- 50%|████▉     | Computing thresholds ... : 101/204 [00:10&lt;00:11,    9.31it/s]
- 50%|█████     | Computing thresholds ... : 102/204 [00:10&lt;00:10,    9.31it/s]
- 50%|█████     | Computing thresholds ... : 103/204 [00:11&lt;00:10,    9.31it/s]
- 51%|█████     | Computing thresholds ... : 104/204 [00:11&lt;00:10,    9.31it/s]
- 51%|█████▏    | Computing thresholds ... : 105/204 [00:11&lt;00:10,    9.31it/s]
- 52%|█████▏    | Computing thresholds ... : 106/204 [00:11&lt;00:10,    9.31it/s]
- 52%|█████▏    | Computing thresholds ... : 107/204 [00:11&lt;00:10,    9.31it/s]
- 53%|█████▎    | Computing thresholds ... : 108/204 [00:11&lt;00:10,    9.31it/s]
- 53%|█████▎    | Computing thresholds ... : 109/204 [00:11&lt;00:10,    9.31it/s]
- 54%|█████▍    | Computing thresholds ... : 110/204 [00:11&lt;00:10,    9.31it/s]
- 54%|█████▍    | Computing thresholds ... : 111/204 [00:11&lt;00:09,    9.31it/s]
- 55%|█████▍    | Computing thresholds ... : 112/204 [00:12&lt;00:09,    9.31it/s]
- 55%|█████▌    | Computing thresholds ... : 113/204 [00:12&lt;00:09,    9.31it/s]
- 56%|█████▌    | Computing thresholds ... : 114/204 [00:12&lt;00:09,    9.32it/s]
- 56%|█████▋    | Computing thresholds ... : 115/204 [00:12&lt;00:09,    9.32it/s]
- 57%|█████▋    | Computing thresholds ... : 116/204 [00:12&lt;00:09,    9.32it/s]
- 57%|█████▋    | Computing thresholds ... : 117/204 [00:12&lt;00:09,    9.33it/s]
- 58%|█████▊    | Computing thresholds ... : 118/204 [00:12&lt;00:09,    9.33it/s]
- 58%|█████▊    | Computing thresholds ... : 119/204 [00:12&lt;00:09,    9.33it/s]
- 59%|█████▉    | Computing thresholds ... : 120/204 [00:12&lt;00:09,    9.33it/s]
- 59%|█████▉    | Computing thresholds ... : 121/204 [00:13&lt;00:08,    9.33it/s]
- 60%|█████▉    | Computing thresholds ... : 122/204 [00:13&lt;00:08,    9.33it/s]
- 60%|██████    | Computing thresholds ... : 123/204 [00:13&lt;00:08,    9.33it/s]
- 61%|██████    | Computing thresholds ... : 124/204 [00:13&lt;00:08,    9.33it/s]
- 61%|██████▏   | Computing thresholds ... : 125/204 [00:13&lt;00:08,    9.34it/s]
- 62%|██████▏   | Computing thresholds ... : 126/204 [00:13&lt;00:08,    9.33it/s]
- 62%|██████▏   | Computing thresholds ... : 127/204 [00:13&lt;00:08,    9.32it/s]
- 63%|██████▎   | Computing thresholds ... : 128/204 [00:13&lt;00:08,    9.33it/s]
- 63%|██████▎   | Computing thresholds ... : 129/204 [00:13&lt;00:08,    9.32it/s]
- 64%|██████▎   | Computing thresholds ... : 130/204 [00:13&lt;00:07,    9.32it/s]
- 64%|██████▍   | Computing thresholds ... : 131/204 [00:14&lt;00:07,    9.32it/s]
- 65%|██████▍   | Computing thresholds ... : 132/204 [00:14&lt;00:07,    9.33it/s]
- 65%|██████▌   | Computing thresholds ... : 133/204 [00:14&lt;00:07,    9.33it/s]
- 66%|██████▌   | Computing thresholds ... : 134/204 [00:14&lt;00:07,    9.33it/s]
- 66%|██████▌   | Computing thresholds ... : 135/204 [00:14&lt;00:07,    9.32it/s]
- 67%|██████▋   | Computing thresholds ... : 136/204 [00:14&lt;00:07,    9.32it/s]
- 67%|██████▋   | Computing thresholds ... : 137/204 [00:14&lt;00:07,    9.31it/s]
- 68%|██████▊   | Computing thresholds ... : 138/204 [00:14&lt;00:07,    9.31it/s]
- 68%|██████▊   | Computing thresholds ... : 139/204 [00:14&lt;00:06,    9.31it/s]
- 69%|██████▊   | Computing thresholds ... : 140/204 [00:15&lt;00:06,    9.30it/s]
- 69%|██████▉   | Computing thresholds ... : 141/204 [00:15&lt;00:06,    9.31it/s]
- 70%|██████▉   | Computing thresholds ... : 142/204 [00:15&lt;00:06,    9.31it/s]
- 70%|███████   | Computing thresholds ... : 143/204 [00:15&lt;00:06,    9.31it/s]
- 71%|███████   | Computing thresholds ... : 144/204 [00:15&lt;00:06,    9.31it/s]
- 71%|███████   | Computing thresholds ... : 145/204 [00:15&lt;00:06,    9.31it/s]
- 72%|███████▏  | Computing thresholds ... : 146/204 [00:15&lt;00:06,    9.31it/s]
- 72%|███████▏  | Computing thresholds ... : 147/204 [00:15&lt;00:06,    9.31it/s]
- 73%|███████▎  | Computing thresholds ... : 148/204 [00:15&lt;00:06,    9.31it/s]
- 73%|███████▎  | Computing thresholds ... : 149/204 [00:16&lt;00:05,    9.32it/s]
- 74%|███████▎  | Computing thresholds ... : 150/204 [00:16&lt;00:05,    9.32it/s]
- 74%|███████▍  | Computing thresholds ... : 151/204 [00:16&lt;00:05,    9.32it/s]
- 75%|███████▍  | Computing thresholds ... : 152/204 [00:16&lt;00:05,    9.32it/s]
- 75%|███████▌  | Computing thresholds ... : 153/204 [00:16&lt;00:05,    9.33it/s]
- 75%|███████▌  | Computing thresholds ... : 154/204 [00:16&lt;00:05,    9.33it/s]
- 76%|███████▌  | Computing thresholds ... : 155/204 [00:16&lt;00:05,    9.33it/s]
- 76%|███████▋  | Computing thresholds ... : 156/204 [00:16&lt;00:05,    9.33it/s]
- 77%|███████▋  | Computing thresholds ... : 157/204 [00:16&lt;00:05,    9.33it/s]
- 77%|███████▋  | Computing thresholds ... : 158/204 [00:16&lt;00:04,    9.33it/s]
- 78%|███████▊  | Computing thresholds ... : 159/204 [00:17&lt;00:04,    9.33it/s]
- 78%|███████▊  | Computing thresholds ... : 160/204 [00:17&lt;00:04,    9.34it/s]
- 79%|███████▉  | Computing thresholds ... : 161/204 [00:17&lt;00:04,    9.34it/s]
- 79%|███████▉  | Computing thresholds ... : 162/204 [00:17&lt;00:04,    9.35it/s]
- 80%|███████▉  | Computing thresholds ... : 163/204 [00:17&lt;00:04,    9.35it/s]
- 80%|████████  | Computing thresholds ... : 164/204 [00:17&lt;00:04,    9.35it/s]
- 81%|████████  | Computing thresholds ... : 165/204 [00:17&lt;00:04,    9.35it/s]
- 81%|████████▏ | Computing thresholds ... : 166/204 [00:17&lt;00:04,    9.35it/s]
- 82%|████████▏ | Computing thresholds ... : 167/204 [00:17&lt;00:03,    9.35it/s]
- 82%|████████▏ | Computing thresholds ... : 168/204 [00:18&lt;00:03,    9.35it/s]
- 83%|████████▎ | Computing thresholds ... : 169/204 [00:18&lt;00:03,    9.34it/s]
- 83%|████████▎ | Computing thresholds ... : 170/204 [00:18&lt;00:03,    9.35it/s]
- 84%|████████▍ | Computing thresholds ... : 171/204 [00:18&lt;00:03,    9.35it/s]
- 84%|████████▍ | Computing thresholds ... : 172/204 [00:18&lt;00:03,    9.35it/s]
- 85%|████████▍ | Computing thresholds ... : 173/204 [00:18&lt;00:03,    9.35it/s]
- 85%|████████▌ | Computing thresholds ... : 174/204 [00:18&lt;00:03,    9.34it/s]
- 86%|████████▌ | Computing thresholds ... : 175/204 [00:18&lt;00:03,    9.34it/s]
- 86%|████████▋ | Computing thresholds ... : 176/204 [00:18&lt;00:03,    9.33it/s]
- 87%|████████▋ | Computing thresholds ... : 177/204 [00:19&lt;00:02,    9.33it/s]
- 87%|████████▋ | Computing thresholds ... : 178/204 [00:19&lt;00:02,    9.33it/s]
- 88%|████████▊ | Computing thresholds ... : 179/204 [00:19&lt;00:02,    9.33it/s]
- 88%|████████▊ | Computing thresholds ... : 180/204 [00:19&lt;00:02,    9.33it/s]
- 89%|████████▊ | Computing thresholds ... : 181/204 [00:19&lt;00:02,    9.33it/s]
- 89%|████████▉ | Computing thresholds ... : 182/204 [00:19&lt;00:02,    9.33it/s]
- 90%|████████▉ | Computing thresholds ... : 183/204 [00:19&lt;00:02,    9.32it/s]
- 90%|█████████ | Computing thresholds ... : 184/204 [00:19&lt;00:02,    9.32it/s]
- 91%|█████████ | Computing thresholds ... : 185/204 [00:19&lt;00:02,    9.32it/s]
- 91%|█████████ | Computing thresholds ... : 186/204 [00:19&lt;00:01,    9.32it/s]
- 92%|█████████▏| Computing thresholds ... : 187/204 [00:20&lt;00:01,    9.33it/s]
- 92%|█████████▏| Computing thresholds ... : 188/204 [00:20&lt;00:01,    9.32it/s]
- 93%|█████████▎| Computing thresholds ... : 189/204 [00:20&lt;00:01,    9.33it/s]
- 93%|█████████▎| Computing thresholds ... : 190/204 [00:20&lt;00:01,    9.33it/s]
- 94%|█████████▎| Computing thresholds ... : 191/204 [00:20&lt;00:01,    9.33it/s]
- 94%|█████████▍| Computing thresholds ... : 192/204 [00:20&lt;00:01,    9.33it/s]
- 95%|█████████▍| Computing thresholds ... : 193/204 [00:20&lt;00:01,    9.33it/s]
- 95%|█████████▌| Computing thresholds ... : 194/204 [00:20&lt;00:01,    9.33it/s]
- 96%|█████████▌| Computing thresholds ... : 195/204 [00:20&lt;00:00,    9.33it/s]
- 96%|█████████▌| Computing thresholds ... : 196/204 [00:21&lt;00:00,    9.33it/s]
- 97%|█████████▋| Computing thresholds ... : 197/204 [00:21&lt;00:00,    9.33it/s]
- 97%|█████████▋| Computing thresholds ... : 198/204 [00:21&lt;00:00,    9.33it/s]
- 98%|█████████▊| Computing thresholds ... : 199/204 [00:21&lt;00:00,    9.33it/s]
- 98%|█████████▊| Computing thresholds ... : 200/204 [00:21&lt;00:00,    9.33it/s]
- 99%|█████████▊| Computing thresholds ... : 201/204 [00:21&lt;00:00,    9.33it/s]
- 99%|█████████▉| Computing thresholds ... : 202/204 [00:21&lt;00:00,    9.33it/s]
-100%|█████████▉| Computing thresholds ... : 203/204 [00:21&lt;00:00,    9.33it/s]
-100%|██████████| Computing thresholds ... : 204/204 [00:21&lt;00:00,    9.34it/s]
-100%|██████████| Computing thresholds ... : 204/204 [00:21&lt;00:00,    9.31it/s]
+  0%|          | Computing thresholds ... : 1/204 [00:00&lt;00:18,   10.90it/s]
+  1%|          | Computing thresholds ... : 2/204 [00:00&lt;00:16,   12.29it/s]
+  1%|▏         | Computing thresholds ... : 3/204 [00:00&lt;00:15,   12.85it/s]
+  2%|▏         | Computing thresholds ... : 4/204 [00:00&lt;00:15,   13.11it/s]
+  2%|▏         | Computing thresholds ... : 5/204 [00:00&lt;00:14,   13.28it/s]
+  3%|▎         | Computing thresholds ... : 6/204 [00:00&lt;00:14,   13.37it/s]
+  3%|▎         | Computing thresholds ... : 7/204 [00:00&lt;00:14,   13.50it/s]
+  4%|▍         | Computing thresholds ... : 8/204 [00:00&lt;00:14,   13.57it/s]
+  4%|▍         | Computing thresholds ... : 9/204 [00:00&lt;00:14,   13.61it/s]
+  5%|▍         | Computing thresholds ... : 10/204 [00:00&lt;00:14,   13.66it/s]
+  5%|▌         | Computing thresholds ... : 11/204 [00:00&lt;00:14,   13.69it/s]
+  6%|▌         | Computing thresholds ... : 12/204 [00:00&lt;00:13,   13.72it/s]
+  6%|▋         | Computing thresholds ... : 13/204 [00:00&lt;00:13,   13.74it/s]
+  7%|▋         | Computing thresholds ... : 14/204 [00:01&lt;00:13,   13.77it/s]
+  7%|▋         | Computing thresholds ... : 15/204 [00:01&lt;00:13,   13.80it/s]
+  8%|▊         | Computing thresholds ... : 16/204 [00:01&lt;00:13,   13.82it/s]
+  8%|▊         | Computing thresholds ... : 17/204 [00:01&lt;00:13,   13.82it/s]
+  9%|▉         | Computing thresholds ... : 18/204 [00:01&lt;00:13,   13.82it/s]
+  9%|▉         | Computing thresholds ... : 19/204 [00:01&lt;00:13,   13.83it/s]
+ 10%|▉         | Computing thresholds ... : 20/204 [00:01&lt;00:13,   13.83it/s]
+ 10%|█         | Computing thresholds ... : 21/204 [00:01&lt;00:13,   13.84it/s]
+ 11%|█         | Computing thresholds ... : 22/204 [00:01&lt;00:13,   13.85it/s]
+ 11%|█▏        | Computing thresholds ... : 23/204 [00:01&lt;00:13,   13.86it/s]
+ 12%|█▏        | Computing thresholds ... : 24/204 [00:01&lt;00:12,   13.86it/s]
+ 12%|█▏        | Computing thresholds ... : 25/204 [00:01&lt;00:12,   13.86it/s]
+ 13%|█▎        | Computing thresholds ... : 26/204 [00:01&lt;00:12,   13.86it/s]
+ 13%|█▎        | Computing thresholds ... : 27/204 [00:01&lt;00:12,   13.87it/s]
+ 14%|█▎        | Computing thresholds ... : 28/204 [00:02&lt;00:12,   13.88it/s]
+ 14%|█▍        | Computing thresholds ... : 29/204 [00:02&lt;00:12,   13.88it/s]
+ 15%|█▍        | Computing thresholds ... : 30/204 [00:02&lt;00:12,   13.89it/s]
+ 15%|█▌        | Computing thresholds ... : 31/204 [00:02&lt;00:12,   13.90it/s]
+ 16%|█▌        | Computing thresholds ... : 32/204 [00:02&lt;00:12,   13.90it/s]
+ 16%|█▌        | Computing thresholds ... : 33/204 [00:02&lt;00:12,   13.90it/s]
+ 17%|█▋        | Computing thresholds ... : 34/204 [00:02&lt;00:12,   13.89it/s]
+ 17%|█▋        | Computing thresholds ... : 35/204 [00:02&lt;00:12,   13.90it/s]
+ 18%|█▊        | Computing thresholds ... : 36/204 [00:02&lt;00:12,   13.90it/s]
+ 18%|█▊        | Computing thresholds ... : 37/204 [00:02&lt;00:12,   13.90it/s]
+ 19%|█▊        | Computing thresholds ... : 38/204 [00:02&lt;00:11,   13.90it/s]
+ 19%|█▉        | Computing thresholds ... : 39/204 [00:02&lt;00:11,   13.90it/s]
+ 20%|█▉        | Computing thresholds ... : 40/204 [00:02&lt;00:11,   13.89it/s]
+ 20%|██        | Computing thresholds ... : 41/204 [00:02&lt;00:11,   13.89it/s]
+ 21%|██        | Computing thresholds ... : 42/204 [00:03&lt;00:11,   13.90it/s]
+ 21%|██        | Computing thresholds ... : 43/204 [00:03&lt;00:11,   13.91it/s]
+ 22%|██▏       | Computing thresholds ... : 44/204 [00:03&lt;00:11,   13.91it/s]
+ 22%|██▏       | Computing thresholds ... : 45/204 [00:03&lt;00:11,   13.91it/s]
+ 23%|██▎       | Computing thresholds ... : 46/204 [00:03&lt;00:11,   13.91it/s]
+ 23%|██▎       | Computing thresholds ... : 47/204 [00:03&lt;00:11,   13.92it/s]
+ 24%|██▎       | Computing thresholds ... : 48/204 [00:03&lt;00:11,   13.89it/s]
+ 24%|██▍       | Computing thresholds ... : 49/204 [00:03&lt;00:11,   13.89it/s]
+ 25%|██▍       | Computing thresholds ... : 50/204 [00:03&lt;00:11,   13.90it/s]
+ 25%|██▌       | Computing thresholds ... : 51/204 [00:03&lt;00:11,   13.90it/s]
+ 25%|██▌       | Computing thresholds ... : 52/204 [00:03&lt;00:10,   13.89it/s]
+ 26%|██▌       | Computing thresholds ... : 53/204 [00:03&lt;00:10,   13.89it/s]
+ 26%|██▋       | Computing thresholds ... : 54/204 [00:03&lt;00:10,   13.89it/s]
+ 27%|██▋       | Computing thresholds ... : 55/204 [00:03&lt;00:10,   13.90it/s]
+ 27%|██▋       | Computing thresholds ... : 56/204 [00:04&lt;00:10,   13.90it/s]
+ 28%|██▊       | Computing thresholds ... : 57/204 [00:04&lt;00:10,   13.90it/s]
+ 28%|██▊       | Computing thresholds ... : 58/204 [00:04&lt;00:10,   13.90it/s]
+ 29%|██▉       | Computing thresholds ... : 59/204 [00:04&lt;00:10,   13.90it/s]
+ 29%|██▉       | Computing thresholds ... : 60/204 [00:04&lt;00:10,   13.89it/s]
+ 30%|██▉       | Computing thresholds ... : 61/204 [00:04&lt;00:10,   13.88it/s]
+ 30%|███       | Computing thresholds ... : 62/204 [00:04&lt;00:10,   13.89it/s]
+ 31%|███       | Computing thresholds ... : 63/204 [00:04&lt;00:10,   13.89it/s]
+ 31%|███▏      | Computing thresholds ... : 64/204 [00:04&lt;00:10,   13.89it/s]
+ 32%|███▏      | Computing thresholds ... : 65/204 [00:04&lt;00:10,   13.90it/s]
+ 32%|███▏      | Computing thresholds ... : 66/204 [00:04&lt;00:09,   13.90it/s]
+ 33%|███▎      | Computing thresholds ... : 67/204 [00:04&lt;00:09,   13.90it/s]
+ 33%|███▎      | Computing thresholds ... : 68/204 [00:04&lt;00:09,   13.90it/s]
+ 34%|███▍      | Computing thresholds ... : 69/204 [00:04&lt;00:09,   13.89it/s]
+ 34%|███▍      | Computing thresholds ... : 70/204 [00:05&lt;00:09,   13.90it/s]
+ 35%|███▍      | Computing thresholds ... : 71/204 [00:05&lt;00:09,   13.91it/s]
+ 35%|███▌      | Computing thresholds ... : 72/204 [00:05&lt;00:09,   13.91it/s]
+ 36%|███▌      | Computing thresholds ... : 73/204 [00:05&lt;00:09,   13.90it/s]
+ 36%|███▋      | Computing thresholds ... : 74/204 [00:05&lt;00:09,   13.90it/s]
+ 37%|███▋      | Computing thresholds ... : 75/204 [00:05&lt;00:09,   13.90it/s]
+ 37%|███▋      | Computing thresholds ... : 76/204 [00:05&lt;00:09,   13.89it/s]
+ 38%|███▊      | Computing thresholds ... : 77/204 [00:05&lt;00:09,   13.89it/s]
+ 38%|███▊      | Computing thresholds ... : 78/204 [00:05&lt;00:09,   13.89it/s]
+ 39%|███▊      | Computing thresholds ... : 79/204 [00:05&lt;00:09,   13.89it/s]
+ 39%|███▉      | Computing thresholds ... : 80/204 [00:05&lt;00:08,   13.89it/s]
+ 40%|███▉      | Computing thresholds ... : 81/204 [00:05&lt;00:08,   13.89it/s]
+ 40%|████      | Computing thresholds ... : 82/204 [00:05&lt;00:08,   13.89it/s]
+ 41%|████      | Computing thresholds ... : 83/204 [00:05&lt;00:08,   13.89it/s]
+ 41%|████      | Computing thresholds ... : 84/204 [00:06&lt;00:08,   13.89it/s]
+ 42%|████▏     | Computing thresholds ... : 85/204 [00:06&lt;00:08,   13.89it/s]
+ 42%|████▏     | Computing thresholds ... : 86/204 [00:06&lt;00:08,   13.89it/s]
+ 43%|████▎     | Computing thresholds ... : 87/204 [00:06&lt;00:08,   13.89it/s]
+ 43%|████▎     | Computing thresholds ... : 88/204 [00:06&lt;00:08,   13.89it/s]
+ 44%|████▎     | Computing thresholds ... : 89/204 [00:06&lt;00:08,   13.89it/s]
+ 44%|████▍     | Computing thresholds ... : 90/204 [00:06&lt;00:08,   13.88it/s]
+ 45%|████▍     | Computing thresholds ... : 91/204 [00:06&lt;00:08,   13.88it/s]
+ 45%|████▌     | Computing thresholds ... : 92/204 [00:06&lt;00:08,   13.88it/s]
+ 46%|████▌     | Computing thresholds ... : 93/204 [00:06&lt;00:07,   13.88it/s]
+ 46%|████▌     | Computing thresholds ... : 94/204 [00:06&lt;00:07,   13.89it/s]
+ 47%|████▋     | Computing thresholds ... : 95/204 [00:06&lt;00:07,   13.89it/s]
+ 47%|████▋     | Computing thresholds ... : 96/204 [00:06&lt;00:07,   13.90it/s]
+ 48%|████▊     | Computing thresholds ... : 97/204 [00:06&lt;00:07,   13.89it/s]
+ 48%|████▊     | Computing thresholds ... : 98/204 [00:07&lt;00:07,   13.90it/s]
+ 49%|████▊     | Computing thresholds ... : 99/204 [00:07&lt;00:07,   13.90it/s]
+ 49%|████▉     | Computing thresholds ... : 100/204 [00:07&lt;00:07,   13.90it/s]
+ 50%|████▉     | Computing thresholds ... : 101/204 [00:07&lt;00:07,   13.90it/s]
+ 50%|█████     | Computing thresholds ... : 102/204 [00:07&lt;00:07,   13.90it/s]
+ 50%|█████     | Computing thresholds ... : 103/204 [00:07&lt;00:07,   13.90it/s]
+ 51%|█████     | Computing thresholds ... : 104/204 [00:07&lt;00:07,   13.91it/s]
+ 51%|█████▏    | Computing thresholds ... : 105/204 [00:07&lt;00:07,   13.91it/s]
+ 52%|█████▏    | Computing thresholds ... : 106/204 [00:07&lt;00:07,   13.92it/s]
+ 52%|█████▏    | Computing thresholds ... : 107/204 [00:07&lt;00:06,   13.91it/s]
+ 53%|█████▎    | Computing thresholds ... : 108/204 [00:07&lt;00:06,   13.92it/s]
+ 53%|█████▎    | Computing thresholds ... : 109/204 [00:07&lt;00:06,   13.92it/s]
+ 54%|█████▍    | Computing thresholds ... : 110/204 [00:07&lt;00:06,   13.92it/s]
+ 54%|█████▍    | Computing thresholds ... : 111/204 [00:07&lt;00:06,   13.91it/s]
+ 55%|█████▍    | Computing thresholds ... : 112/204 [00:08&lt;00:06,   13.92it/s]
+ 55%|█████▌    | Computing thresholds ... : 113/204 [00:08&lt;00:06,   13.92it/s]
+ 56%|█████▌    | Computing thresholds ... : 114/204 [00:08&lt;00:06,   13.92it/s]
+ 56%|█████▋    | Computing thresholds ... : 115/204 [00:08&lt;00:06,   13.92it/s]
+ 57%|█████▋    | Computing thresholds ... : 116/204 [00:08&lt;00:06,   13.92it/s]
+ 57%|█████▋    | Computing thresholds ... : 117/204 [00:08&lt;00:06,   13.92it/s]
+ 58%|█████▊    | Computing thresholds ... : 118/204 [00:08&lt;00:06,   13.91it/s]
+ 58%|█████▊    | Computing thresholds ... : 119/204 [00:08&lt;00:06,   13.91it/s]
+ 59%|█████▉    | Computing thresholds ... : 120/204 [00:08&lt;00:06,   13.91it/s]
+ 59%|█████▉    | Computing thresholds ... : 121/204 [00:08&lt;00:05,   13.90it/s]
+ 60%|█████▉    | Computing thresholds ... : 122/204 [00:08&lt;00:05,   13.91it/s]
+ 60%|██████    | Computing thresholds ... : 123/204 [00:08&lt;00:05,   13.90it/s]
+ 61%|██████    | Computing thresholds ... : 124/204 [00:08&lt;00:05,   13.90it/s]
+ 61%|██████▏   | Computing thresholds ... : 125/204 [00:09&lt;00:05,   13.91it/s]
+ 62%|██████▏   | Computing thresholds ... : 126/204 [00:09&lt;00:05,   13.91it/s]
+ 62%|██████▏   | Computing thresholds ... : 127/204 [00:09&lt;00:05,   13.91it/s]
+ 63%|██████▎   | Computing thresholds ... : 128/204 [00:09&lt;00:05,   13.91it/s]
+ 63%|██████▎   | Computing thresholds ... : 129/204 [00:09&lt;00:05,   13.91it/s]
+ 64%|██████▎   | Computing thresholds ... : 130/204 [00:09&lt;00:05,   13.90it/s]
+ 64%|██████▍   | Computing thresholds ... : 131/204 [00:09&lt;00:05,   13.91it/s]
+ 65%|██████▍   | Computing thresholds ... : 132/204 [00:09&lt;00:05,   13.90it/s]
+ 65%|██████▌   | Computing thresholds ... : 133/204 [00:09&lt;00:05,   13.90it/s]
+ 66%|██████▌   | Computing thresholds ... : 134/204 [00:09&lt;00:05,   13.90it/s]
+ 66%|██████▌   | Computing thresholds ... : 135/204 [00:09&lt;00:04,   13.90it/s]
+ 67%|██████▋   | Computing thresholds ... : 136/204 [00:09&lt;00:04,   13.90it/s]
+ 67%|██████▋   | Computing thresholds ... : 137/204 [00:09&lt;00:04,   13.90it/s]
+ 68%|██████▊   | Computing thresholds ... : 138/204 [00:09&lt;00:04,   13.90it/s]
+ 68%|██████▊   | Computing thresholds ... : 139/204 [00:10&lt;00:04,   13.90it/s]
+ 69%|██████▊   | Computing thresholds ... : 140/204 [00:10&lt;00:04,   13.90it/s]
+ 69%|██████▉   | Computing thresholds ... : 141/204 [00:10&lt;00:04,   13.91it/s]
+ 70%|██████▉   | Computing thresholds ... : 142/204 [00:10&lt;00:04,   13.91it/s]
+ 70%|███████   | Computing thresholds ... : 143/204 [00:10&lt;00:04,   13.91it/s]
+ 71%|███████   | Computing thresholds ... : 144/204 [00:10&lt;00:04,   13.91it/s]
+ 71%|███████   | Computing thresholds ... : 145/204 [00:10&lt;00:04,   13.90it/s]
+ 72%|███████▏  | Computing thresholds ... : 146/204 [00:10&lt;00:04,   13.90it/s]
+ 72%|███████▏  | Computing thresholds ... : 147/204 [00:10&lt;00:04,   13.90it/s]
+ 73%|███████▎  | Computing thresholds ... : 148/204 [00:10&lt;00:04,   13.90it/s]
+ 73%|███████▎  | Computing thresholds ... : 149/204 [00:10&lt;00:03,   13.90it/s]
+ 74%|███████▎  | Computing thresholds ... : 150/204 [00:10&lt;00:03,   13.90it/s]
+ 74%|███████▍  | Computing thresholds ... : 151/204 [00:10&lt;00:03,   13.90it/s]
+ 75%|███████▍  | Computing thresholds ... : 152/204 [00:10&lt;00:03,   13.91it/s]
+ 75%|███████▌  | Computing thresholds ... : 153/204 [00:11&lt;00:03,   13.90it/s]
+ 75%|███████▌  | Computing thresholds ... : 154/204 [00:11&lt;00:03,   13.91it/s]
+ 76%|███████▌  | Computing thresholds ... : 155/204 [00:11&lt;00:03,   13.91it/s]
+ 76%|███████▋  | Computing thresholds ... : 156/204 [00:11&lt;00:03,   13.91it/s]
+ 77%|███████▋  | Computing thresholds ... : 157/204 [00:11&lt;00:03,   13.91it/s]
+ 77%|███████▋  | Computing thresholds ... : 158/204 [00:11&lt;00:03,   13.91it/s]
+ 78%|███████▊  | Computing thresholds ... : 159/204 [00:11&lt;00:03,   13.91it/s]
+ 78%|███████▊  | Computing thresholds ... : 160/204 [00:11&lt;00:03,   13.92it/s]
+ 79%|███████▉  | Computing thresholds ... : 161/204 [00:11&lt;00:03,   13.93it/s]
+ 79%|███████▉  | Computing thresholds ... : 162/204 [00:11&lt;00:03,   13.89it/s]
+ 80%|███████▉  | Computing thresholds ... : 163/204 [00:11&lt;00:02,   13.90it/s]
+ 80%|████████  | Computing thresholds ... : 164/204 [00:11&lt;00:02,   13.90it/s]
+ 81%|████████  | Computing thresholds ... : 165/204 [00:11&lt;00:02,   13.90it/s]
+ 81%|████████▏ | Computing thresholds ... : 166/204 [00:11&lt;00:02,   13.90it/s]
+ 82%|████████▏ | Computing thresholds ... : 167/204 [00:12&lt;00:02,   13.90it/s]
+ 82%|████████▏ | Computing thresholds ... : 168/204 [00:12&lt;00:02,   13.90it/s]
+ 83%|████████▎ | Computing thresholds ... : 169/204 [00:12&lt;00:02,   13.91it/s]
+ 83%|████████▎ | Computing thresholds ... : 170/204 [00:12&lt;00:02,   13.91it/s]
+ 84%|████████▍ | Computing thresholds ... : 171/204 [00:12&lt;00:02,   13.91it/s]
+ 84%|████████▍ | Computing thresholds ... : 172/204 [00:12&lt;00:02,   13.91it/s]
+ 85%|████████▍ | Computing thresholds ... : 173/204 [00:12&lt;00:02,   13.92it/s]
+ 85%|████████▌ | Computing thresholds ... : 174/204 [00:12&lt;00:02,   13.91it/s]
+ 86%|████████▌ | Computing thresholds ... : 175/204 [00:12&lt;00:02,   13.91it/s]
+ 86%|████████▋ | Computing thresholds ... : 176/204 [00:12&lt;00:02,   13.91it/s]
+ 87%|████████▋ | Computing thresholds ... : 177/204 [00:12&lt;00:01,   13.91it/s]
+ 87%|████████▋ | Computing thresholds ... : 178/204 [00:12&lt;00:01,   13.91it/s]
+ 88%|████████▊ | Computing thresholds ... : 179/204 [00:12&lt;00:01,   13.91it/s]
+ 88%|████████▊ | Computing thresholds ... : 180/204 [00:12&lt;00:01,   13.92it/s]
+ 89%|████████▊ | Computing thresholds ... : 181/204 [00:13&lt;00:01,   13.91it/s]
+ 89%|████████▉ | Computing thresholds ... : 182/204 [00:13&lt;00:01,   13.91it/s]
+ 90%|████████▉ | Computing thresholds ... : 183/204 [00:13&lt;00:01,   13.91it/s]
+ 90%|█████████ | Computing thresholds ... : 184/204 [00:13&lt;00:01,   13.91it/s]
+ 91%|█████████ | Computing thresholds ... : 185/204 [00:13&lt;00:01,   13.90it/s]
+ 91%|█████████ | Computing thresholds ... : 186/204 [00:13&lt;00:01,   13.90it/s]
+ 92%|█████████▏| Computing thresholds ... : 187/204 [00:13&lt;00:01,   13.90it/s]
+ 92%|█████████▏| Computing thresholds ... : 188/204 [00:13&lt;00:01,   13.90it/s]
+ 93%|█████████▎| Computing thresholds ... : 189/204 [00:13&lt;00:01,   13.90it/s]
+ 93%|█████████▎| Computing thresholds ... : 190/204 [00:13&lt;00:01,   13.90it/s]
+ 94%|█████████▎| Computing thresholds ... : 191/204 [00:13&lt;00:00,   13.90it/s]
+ 94%|█████████▍| Computing thresholds ... : 192/204 [00:13&lt;00:00,   13.90it/s]
+ 95%|█████████▍| Computing thresholds ... : 193/204 [00:13&lt;00:00,   13.90it/s]
+ 95%|█████████▌| Computing thresholds ... : 194/204 [00:13&lt;00:00,   13.91it/s]
+ 96%|█████████▌| Computing thresholds ... : 195/204 [00:14&lt;00:00,   13.91it/s]
+ 96%|█████████▌| Computing thresholds ... : 196/204 [00:14&lt;00:00,   13.91it/s]
+ 97%|█████████▋| Computing thresholds ... : 197/204 [00:14&lt;00:00,   13.91it/s]
+ 97%|█████████▋| Computing thresholds ... : 198/204 [00:14&lt;00:00,   13.91it/s]
+ 98%|█████████▊| Computing thresholds ... : 199/204 [00:14&lt;00:00,   13.91it/s]
+ 98%|█████████▊| Computing thresholds ... : 200/204 [00:14&lt;00:00,   13.91it/s]
+ 99%|█████████▊| Computing thresholds ... : 201/204 [00:14&lt;00:00,   13.90it/s]
+ 99%|█████████▉| Computing thresholds ... : 202/204 [00:14&lt;00:00,   13.90it/s]
+100%|█████████▉| Computing thresholds ... : 203/204 [00:14&lt;00:00,   13.90it/s]
+100%|██████████| Computing thresholds ... : 204/204 [00:14&lt;00:00,   13.91it/s]
+100%|██████████| Computing thresholds ... : 204/204 [00:14&lt;00:00,   13.89it/s]
 
 
 
   0%|          | Repairing epochs : 0/72 [00:00&lt;?,       ?it/s]
 
 
-  3%|▎         | Repairing epochs : 2/72 [00:00&lt;00:01,   65.25it/s]
+  3%|▎         | Repairing epochs : 2/72 [00:00&lt;00:01,   69.75it/s]
+
+
+  6%|▌         | Repairing epochs : 4/72 [00:00&lt;00:00,   73.11it/s]
+
+
+  8%|▊         | Repairing epochs : 6/72 [00:00&lt;00:00,   74.70it/s]
+
+
+ 10%|▉         | Repairing epochs : 7/72 [00:00&lt;00:00,   72.10it/s]
+
 
+ 12%|█▎        | Repairing epochs : 9/72 [00:00&lt;00:00,   72.99it/s]
 
-  6%|▌         | Repairing epochs : 4/72 [00:00&lt;00:01,   65.11it/s]
 
+ 15%|█▌        | Repairing epochs : 11/72 [00:00&lt;00:00,   73.72it/s]
 
-  8%|▊         | Repairing epochs : 6/72 [00:00&lt;00:01,   65.13it/s]
 
+ 17%|█▋        | Repairing epochs : 12/72 [00:00&lt;00:00,   72.32it/s]
 
- 11%|█         | Repairing epochs : 8/72 [00:00&lt;00:00,   65.14it/s]
 
+ 19%|█▉        | Repairing epochs : 14/72 [00:00&lt;00:00,   72.74it/s]
 
- 14%|█▍        | Repairing epochs : 10/72 [00:00&lt;00:00,   65.08it/s]
 
+ 22%|██▏       | Repairing epochs : 16/72 [00:00&lt;00:00,   73.38it/s]
 
- 17%|█▋        | Repairing epochs : 12/72 [00:00&lt;00:00,   65.18it/s]
 
+ 25%|██▌       | Repairing epochs : 18/72 [00:00&lt;00:00,   72.54it/s]
 
- 19%|█▉        | Repairing epochs : 14/72 [00:00&lt;00:00,   65.27it/s]
 
+ 28%|██▊       | Repairing epochs : 20/72 [00:00&lt;00:00,   72.97it/s]
 
- 22%|██▏       | Repairing epochs : 16/72 [00:00&lt;00:00,   65.37it/s]
 
+ 31%|███       | Repairing epochs : 22/72 [00:00&lt;00:00,   73.51it/s]
 
- 25%|██▌       | Repairing epochs : 18/72 [00:00&lt;00:00,   65.43it/s]
 
+ 32%|███▏      | Repairing epochs : 23/72 [00:00&lt;00:00,   72.46it/s]
 
- 28%|██▊       | Repairing epochs : 20/72 [00:00&lt;00:00,   65.46it/s]
 
+ 35%|███▍      | Repairing epochs : 25/72 [00:00&lt;00:00,   72.67it/s]
 
- 31%|███       | Repairing epochs : 22/72 [00:00&lt;00:00,   65.52it/s]
 
+ 38%|███▊      | Repairing epochs : 27/72 [00:00&lt;00:00,   73.09it/s]
 
- 33%|███▎      | Repairing epochs : 24/72 [00:00&lt;00:00,   65.60it/s]
 
+ 39%|███▉      | Repairing epochs : 28/72 [00:00&lt;00:00,   72.28it/s]
 
- 36%|███▌      | Repairing epochs : 26/72 [00:00&lt;00:00,   65.60it/s]
 
+ 42%|████▏     | Repairing epochs : 30/72 [00:00&lt;00:00,   72.53it/s]
 
- 39%|███▉      | Repairing epochs : 28/72 [00:00&lt;00:00,   65.64it/s]
 
+ 44%|████▍     | Repairing epochs : 32/72 [00:00&lt;00:00,   72.97it/s]
 
- 42%|████▏     | Repairing epochs : 30/72 [00:00&lt;00:00,   65.59it/s]
 
+ 46%|████▌     | Repairing epochs : 33/72 [00:00&lt;00:00,   72.26it/s]
 
- 44%|████▍     | Repairing epochs : 32/72 [00:00&lt;00:00,   65.52it/s]
 
+ 49%|████▊     | Repairing epochs : 35/72 [00:00&lt;00:00,   72.47it/s]
 
- 47%|████▋     | Repairing epochs : 34/72 [00:00&lt;00:00,   65.50it/s]
 
+ 51%|█████▏    | Repairing epochs : 37/72 [00:00&lt;00:00,   72.79it/s]
 
- 50%|█████     | Repairing epochs : 36/72 [00:00&lt;00:00,   65.51it/s]
 
+ 53%|█████▎    | Repairing epochs : 38/72 [00:00&lt;00:00,   72.16it/s]
 
- 53%|█████▎    | Repairing epochs : 38/72 [00:00&lt;00:00,   65.53it/s]
 
+ 56%|█████▌    | Repairing epochs : 40/72 [00:00&lt;00:00,   72.31it/s]
 
- 56%|█████▌    | Repairing epochs : 40/72 [00:00&lt;00:00,   65.51it/s]
 
+ 58%|█████▊    | Repairing epochs : 42/72 [00:00&lt;00:00,   72.55it/s]
 
- 58%|█████▊    | Repairing epochs : 42/72 [00:00&lt;00:00,   65.47it/s]
 
+ 60%|█████▉    | Repairing epochs : 43/72 [00:00&lt;00:00,   71.97it/s]
 
- 61%|██████    | Repairing epochs : 44/72 [00:00&lt;00:00,   65.36it/s]
 
+ 62%|██████▎   | Repairing epochs : 45/72 [00:00&lt;00:00,   72.17it/s]
 
- 64%|██████▍   | Repairing epochs : 46/72 [00:00&lt;00:00,   65.34it/s]
 
+ 65%|██████▌   | Repairing epochs : 47/72 [00:00&lt;00:00,   72.45it/s]
 
- 67%|██████▋   | Repairing epochs : 48/72 [00:00&lt;00:00,   65.35it/s]
 
+ 68%|██████▊   | Repairing epochs : 49/72 [00:00&lt;00:00,   72.09it/s]
 
- 69%|██████▉   | Repairing epochs : 50/72 [00:00&lt;00:00,   65.35it/s]
 
+ 71%|███████   | Repairing epochs : 51/72 [00:00&lt;00:00,   72.25it/s]
 
- 72%|███████▏  | Repairing epochs : 52/72 [00:00&lt;00:00,   65.36it/s]
 
+ 74%|███████▎  | Repairing epochs : 53/72 [00:00&lt;00:00,   72.60it/s]
 
- 75%|███████▌  | Repairing epochs : 54/72 [00:00&lt;00:00,   65.37it/s]
 
+ 75%|███████▌  | Repairing epochs : 54/72 [00:00&lt;00:00,   71.93it/s]
 
- 78%|███████▊  | Repairing epochs : 56/72 [00:00&lt;00:00,   65.36it/s]
 
+ 78%|███████▊  | Repairing epochs : 56/72 [00:00&lt;00:00,   72.06it/s]
 
- 81%|████████  | Repairing epochs : 58/72 [00:00&lt;00:00,   65.36it/s]
 
+ 81%|████████  | Repairing epochs : 58/72 [00:00&lt;00:00,   72.31it/s]
 
- 83%|████████▎ | Repairing epochs : 60/72 [00:00&lt;00:00,   65.32it/s]
 
+ 82%|████████▏ | Repairing epochs : 59/72 [00:00&lt;00:00,   71.78it/s]
 
- 86%|████████▌ | Repairing epochs : 62/72 [00:00&lt;00:00,   65.29it/s]
 
+ 85%|████████▍ | Repairing epochs : 61/72 [00:00&lt;00:00,   71.98it/s]
 
- 89%|████████▉ | Repairing epochs : 64/72 [00:00&lt;00:00,   65.30it/s]
 
+ 88%|████████▊ | Repairing epochs : 63/72 [00:00&lt;00:00,   72.33it/s]
 
- 92%|█████████▏| Repairing epochs : 66/72 [00:01&lt;00:00,   65.28it/s]
 
+ 89%|████████▉ | Repairing epochs : 64/72 [00:00&lt;00:00,   71.79it/s]
 
- 94%|█████████▍| Repairing epochs : 68/72 [00:01&lt;00:00,   65.28it/s]
 
+ 92%|█████████▏| Repairing epochs : 66/72 [00:00&lt;00:00,   71.99it/s]
 
- 97%|█████████▋| Repairing epochs : 70/72 [00:01&lt;00:00,   65.28it/s]
 
+ 94%|█████████▍| Repairing epochs : 68/72 [00:00&lt;00:00,   72.31it/s]
 
-100%|██████████| Repairing epochs : 72/72 [00:01&lt;00:00,   65.29it/s]
-100%|██████████| Repairing epochs : 72/72 [00:01&lt;00:00,   65.31it/s]
+
+ 96%|█████████▌| Repairing epochs : 69/72 [00:00&lt;00:00,   71.77it/s]
+
+
+ 99%|█████████▊| Repairing epochs : 71/72 [00:00&lt;00:00,   71.95it/s]
+100%|██████████| Repairing epochs : 72/72 [00:00&lt;00:00,   72.21it/s]
 
 
   0%|          | n_interp : 0/3 [00:00&lt;?,       ?it/s]
@@ -1116,221 +1139,221 @@
   0%|          | Repairing epochs : 0/72 [00:00&lt;?,       ?it/s]
 
 
-  1%|▏         | Repairing epochs : 1/72 [00:03&lt;03:44,    3.16s/it]
+  1%|▏         | Repairing epochs : 1/72 [00:02&lt;02:53,    2.44s/it]
 
 
-  3%|▎         | Repairing epochs : 2/72 [00:03&lt;01:54,    1.63s/it]
+  3%|▎         | Repairing epochs : 2/72 [00:02&lt;01:29,    1.28s/it]
 
 
-  4%|▍         | Repairing epochs : 3/72 [00:03&lt;01:17,    1.12s/it]
+  4%|▍         | Repairing epochs : 3/72 [00:02&lt;01:01,    1.12it/s]
 
 
-  6%|▌         | Repairing epochs : 4/72 [00:03&lt;00:58,    1.15it/s]
+  6%|▌         | Repairing epochs : 4/72 [00:02&lt;00:47,    1.44it/s]
 
 
-  7%|▋         | Repairing epochs : 5/72 [00:03&lt;00:47,    1.40it/s]
+  7%|▋         | Repairing epochs : 5/72 [00:03&lt;00:38,    1.76it/s]
 
 
-  8%|▊         | Repairing epochs : 6/72 [00:04&lt;00:40,    1.63it/s]
+  8%|▊         | Repairing epochs : 6/72 [00:03&lt;00:32,    2.05it/s]
 
 
- 10%|▉         | Repairing epochs : 7/72 [00:04&lt;00:35,    1.85it/s]
+ 10%|▉         | Repairing epochs : 7/72 [00:03&lt;00:27,    2.32it/s]
 
 
- 11%|█         | Repairing epochs : 8/72 [00:04&lt;00:31,    2.05it/s]
+ 11%|█         | Repairing epochs : 8/72 [00:03&lt;00:24,    2.58it/s]
 
 
- 12%|█▎        | Repairing epochs : 9/72 [00:04&lt;00:28,    2.23it/s]
+ 12%|█▎        | Repairing epochs : 9/72 [00:03&lt;00:22,    2.83it/s]
 
 
- 14%|█▍        | Repairing epochs : 10/72 [00:04&lt;00:25,    2.39it/s]
+ 14%|█▍        | Repairing epochs : 10/72 [00:03&lt;00:20,    3.07it/s]
 
 
- 15%|█▌        | Repairing epochs : 11/72 [00:04&lt;00:23,    2.56it/s]
+ 15%|█▌        | Repairing epochs : 11/72 [00:03&lt;00:18,    3.28it/s]
 
 
- 17%|█▋        | Repairing epochs : 12/72 [00:05&lt;00:22,    2.72it/s]
+ 17%|█▋        | Repairing epochs : 12/72 [00:04&lt;00:17,    3.49it/s]
 
 
- 18%|█▊        | Repairing epochs : 13/72 [00:05&lt;00:20,    2.87it/s]
+ 18%|█▊        | Repairing epochs : 13/72 [00:04&lt;00:16,    3.69it/s]
 
 
- 19%|█▉        | Repairing epochs : 14/72 [00:05&lt;00:19,    3.02it/s]
+ 19%|█▉        | Repairing epochs : 14/72 [00:04&lt;00:14,    3.88it/s]
 
 
- 21%|██        | Repairing epochs : 15/72 [00:05&lt;00:18,    3.15it/s]
+ 21%|██        | Repairing epochs : 15/72 [00:04&lt;00:14,    4.05it/s]
 
 
- 22%|██▏       | Repairing epochs : 16/72 [00:05&lt;00:17,    3.28it/s]
+ 22%|██▏       | Repairing epochs : 16/72 [00:04&lt;00:13,    4.21it/s]
 
 
- 24%|██▎       | Repairing epochs : 17/72 [00:06&lt;00:16,    3.40it/s]
+ 24%|██▎       | Repairing epochs : 17/72 [00:04&lt;00:12,    4.34it/s]
 
 
- 25%|██▌       | Repairing epochs : 18/72 [00:06&lt;00:15,    3.52it/s]
+ 25%|██▌       | Repairing epochs : 18/72 [00:04&lt;00:12,    4.42it/s]
 
 
- 26%|██▋       | Repairing epochs : 19/72 [00:06&lt;00:14,    3.63it/s]
+ 26%|██▋       | Repairing epochs : 19/72 [00:05&lt;00:11,    4.51it/s]
 
 
- 28%|██▊       | Repairing epochs : 20/72 [00:06&lt;00:13,    3.73it/s]
+ 28%|██▊       | Repairing epochs : 20/72 [00:05&lt;00:11,    4.64it/s]
 
 
- 29%|██▉       | Repairing epochs : 21/72 [00:06&lt;00:13,    3.83it/s]
+ 29%|██▉       | Repairing epochs : 21/72 [00:05&lt;00:10,    4.77it/s]
 
 
- 31%|███       | Repairing epochs : 22/72 [00:06&lt;00:12,    3.92it/s]
+ 31%|███       | Repairing epochs : 22/72 [00:05&lt;00:10,    4.90it/s]
 
 
- 32%|███▏      | Repairing epochs : 23/72 [00:07&lt;00:12,    4.01it/s]
+ 32%|███▏      | Repairing epochs : 23/72 [00:05&lt;00:09,    5.01it/s]
 
 
- 33%|███▎      | Repairing epochs : 24/72 [00:07&lt;00:11,    4.09it/s]
+ 33%|███▎      | Repairing epochs : 24/72 [00:05&lt;00:09,    5.13it/s]
 
 
- 35%|███▍      | Repairing epochs : 25/72 [00:07&lt;00:11,    4.17it/s]
+ 35%|███▍      | Repairing epochs : 25/72 [00:05&lt;00:08,    5.24it/s]
 
 
- 36%|███▌      | Repairing epochs : 26/72 [00:07&lt;00:10,    4.24it/s]
+ 36%|███▌      | Repairing epochs : 26/72 [00:06&lt;00:08,    5.34it/s]
 
 
- 38%|███▊      | Repairing epochs : 27/72 [00:07&lt;00:10,    4.31it/s]
+ 38%|███▊      | Repairing epochs : 27/72 [00:06&lt;00:08,    5.43it/s]
 
 
- 39%|███▉      | Repairing epochs : 28/72 [00:08&lt;00:10,    4.38it/s]
+ 39%|███▉      | Repairing epochs : 28/72 [00:06&lt;00:07,    5.53it/s]
 
 
- 40%|████      | Repairing epochs : 29/72 [00:08&lt;00:09,    4.44it/s]
+ 40%|████      | Repairing epochs : 29/72 [00:06&lt;00:07,    5.62it/s]
 
 
- 42%|████▏     | Repairing epochs : 30/72 [00:08&lt;00:09,    4.50it/s]
+ 42%|████▏     | Repairing epochs : 30/72 [00:06&lt;00:07,    5.71it/s]
 
 
- 43%|████▎     | Repairing epochs : 31/72 [00:08&lt;00:08,    4.56it/s]
+ 43%|████▎     | Repairing epochs : 31/72 [00:06&lt;00:07,    5.77it/s]
 
 
- 44%|████▍     | Repairing epochs : 32/72 [00:08&lt;00:08,    4.61it/s]
+ 44%|████▍     | Repairing epochs : 32/72 [00:06&lt;00:06,    5.84it/s]
 
 
- 46%|████▌     | Repairing epochs : 33/72 [00:08&lt;00:08,    4.66it/s]
+ 46%|████▌     | Repairing epochs : 33/72 [00:07&lt;00:06,    5.92it/s]
 
 
- 47%|████▋     | Repairing epochs : 34/72 [00:09&lt;00:08,    4.71it/s]
+ 47%|████▋     | Repairing epochs : 34/72 [00:07&lt;00:06,    5.99it/s]
 
 
- 49%|████▊     | Repairing epochs : 35/72 [00:09&lt;00:07,    4.76it/s]
+ 49%|████▊     | Repairing epochs : 35/72 [00:07&lt;00:06,    6.05it/s]
 
 
- 50%|█████     | Repairing epochs : 36/72 [00:09&lt;00:07,    4.80it/s]
+ 50%|█████     | Repairing epochs : 36/72 [00:07&lt;00:05,    6.11it/s]
 
 
- 51%|█████▏    | Repairing epochs : 37/72 [00:09&lt;00:07,    4.84it/s]
+ 51%|█████▏    | Repairing epochs : 37/72 [00:07&lt;00:05,    6.17it/s]
 
 
- 53%|█████▎    | Repairing epochs : 38/72 [00:09&lt;00:06,    4.88it/s]
+ 53%|█████▎    | Repairing epochs : 38/72 [00:07&lt;00:05,    6.23it/s]
 
 
- 54%|█████▍    | Repairing epochs : 39/72 [00:09&lt;00:06,    4.92it/s]
+ 54%|█████▍    | Repairing epochs : 39/72 [00:07&lt;00:05,    6.27it/s]
 
 
- 56%|█████▌    | Repairing epochs : 40/72 [00:10&lt;00:06,    4.95it/s]
+ 56%|█████▌    | Repairing epochs : 40/72 [00:08&lt;00:05,    6.32it/s]
 
 
- 57%|█████▋    | Repairing epochs : 41/72 [00:10&lt;00:06,    4.98it/s]
+ 57%|█████▋    | Repairing epochs : 41/72 [00:08&lt;00:04,    6.37it/s]
 
 
- 58%|█████▊    | Repairing epochs : 42/72 [00:10&lt;00:05,    5.01it/s]
+ 58%|█████▊    | Repairing epochs : 42/72 [00:08&lt;00:04,    6.41it/s]
 
 
- 60%|█████▉    | Repairing epochs : 43/72 [00:10&lt;00:05,    5.04it/s]
+ 60%|█████▉    | Repairing epochs : 43/72 [00:08&lt;00:04,    6.41it/s]
 
 
- 61%|██████    | Repairing epochs : 44/72 [00:10&lt;00:05,    5.07it/s]
+ 61%|██████    | Repairing epochs : 44/72 [00:08&lt;00:04,    6.36it/s]
 
 
- 62%|██████▎   | Repairing epochs : 45/72 [00:11&lt;00:05,    5.10it/s]
+ 62%|██████▎   | Repairing epochs : 45/72 [00:08&lt;00:04,    6.38it/s]
 
 
- 64%|██████▍   | Repairing epochs : 46/72 [00:11&lt;00:05,    5.12it/s]
+ 64%|██████▍   | Repairing epochs : 46/72 [00:08&lt;00:04,    6.42it/s]
 
 
- 65%|██████▌   | Repairing epochs : 47/72 [00:11&lt;00:04,    5.15it/s]
+ 65%|██████▌   | Repairing epochs : 47/72 [00:09&lt;00:03,    6.46it/s]
 
 
- 67%|██████▋   | Repairing epochs : 48/72 [00:11&lt;00:04,    5.17it/s]
+ 67%|██████▋   | Repairing epochs : 48/72 [00:09&lt;00:03,    6.49it/s]
 
 
- 68%|██████▊   | Repairing epochs : 49/72 [00:11&lt;00:04,    5.19it/s]
+ 68%|██████▊   | Repairing epochs : 49/72 [00:09&lt;00:03,    6.53it/s]
 
 
- 69%|██████▉   | Repairing epochs : 50/72 [00:11&lt;00:04,    5.22it/s]
+ 69%|██████▉   | Repairing epochs : 50/72 [00:09&lt;00:03,    6.57it/s]
 
 
- 71%|███████   | Repairing epochs : 51/72 [00:12&lt;00:04,    5.24it/s]
+ 71%|███████   | Repairing epochs : 51/72 [00:09&lt;00:03,    6.60it/s]
 
 
- 72%|███████▏  | Repairing epochs : 52/72 [00:12&lt;00:03,    5.26it/s]
+ 72%|███████▏  | Repairing epochs : 52/72 [00:09&lt;00:03,    6.63it/s]
 
 
- 74%|███████▎  | Repairing epochs : 53/72 [00:12&lt;00:03,    5.27it/s]
+ 74%|███████▎  | Repairing epochs : 53/72 [00:09&lt;00:02,    6.66it/s]
 
 
- 75%|███████▌  | Repairing epochs : 54/72 [00:12&lt;00:03,    5.29it/s]
+ 75%|███████▌  | Repairing epochs : 54/72 [00:10&lt;00:02,    6.69it/s]
 
 
- 76%|███████▋  | Repairing epochs : 55/72 [00:12&lt;00:03,    5.31it/s]
+ 76%|███████▋  | Repairing epochs : 55/72 [00:10&lt;00:02,    6.71it/s]
 
 
- 78%|███████▊  | Repairing epochs : 56/72 [00:13&lt;00:03,    5.32it/s]
+ 78%|███████▊  | Repairing epochs : 56/72 [00:10&lt;00:02,    6.73it/s]
 
 
- 79%|███████▉  | Repairing epochs : 57/72 [00:13&lt;00:02,    5.34it/s]
+ 79%|███████▉  | Repairing epochs : 57/72 [00:10&lt;00:02,    6.76it/s]
 
 
- 81%|████████  | Repairing epochs : 58/72 [00:13&lt;00:02,    5.35it/s]
+ 81%|████████  | Repairing epochs : 58/72 [00:10&lt;00:02,    6.79it/s]
 
 
- 82%|████████▏ | Repairing epochs : 59/72 [00:13&lt;00:02,    5.36it/s]
+ 82%|████████▏ | Repairing epochs : 59/72 [00:10&lt;00:01,    6.80it/s]
 
 
- 83%|████████▎ | Repairing epochs : 60/72 [00:13&lt;00:02,    5.38it/s]
+ 83%|████████▎ | Repairing epochs : 60/72 [00:10&lt;00:01,    6.82it/s]
 
 
- 85%|████████▍ | Repairing epochs : 61/72 [00:13&lt;00:02,    5.39it/s]
+ 85%|████████▍ | Repairing epochs : 61/72 [00:10&lt;00:01,    6.85it/s]
 
 
- 86%|████████▌ | Repairing epochs : 62/72 [00:14&lt;00:01,    5.40it/s]
+ 86%|████████▌ | Repairing epochs : 62/72 [00:11&lt;00:01,    6.88it/s]
 
 
- 88%|████████▊ | Repairing epochs : 63/72 [00:14&lt;00:01,    5.41it/s]
+ 88%|████████▊ | Repairing epochs : 63/72 [00:11&lt;00:01,    6.69it/s]
 
 
- 89%|████████▉ | Repairing epochs : 64/72 [00:14&lt;00:01,    5.42it/s]
+ 89%|████████▉ | Repairing epochs : 64/72 [00:11&lt;00:01,    6.72it/s]
 
 
- 90%|█████████ | Repairing epochs : 65/72 [00:14&lt;00:01,    5.43it/s]
+ 90%|█████████ | Repairing epochs : 65/72 [00:11&lt;00:01,    6.74it/s]
 
 
- 92%|█████████▏| Repairing epochs : 66/72 [00:14&lt;00:01,    5.44it/s]
+ 92%|█████████▏| Repairing epochs : 66/72 [00:11&lt;00:00,    6.77it/s]
 
 
- 93%|█████████▎| Repairing epochs : 67/72 [00:14&lt;00:00,    5.45it/s]
+ 93%|█████████▎| Repairing epochs : 67/72 [00:11&lt;00:00,    6.78it/s]
 
 
- 94%|█████████▍| Repairing epochs : 68/72 [00:15&lt;00:00,    5.46it/s]
+ 94%|█████████▍| Repairing epochs : 68/72 [00:12&lt;00:00,    6.80it/s]
 
 
- 96%|█████████▌| Repairing epochs : 69/72 [00:15&lt;00:00,    5.47it/s]
+ 96%|█████████▌| Repairing epochs : 69/72 [00:12&lt;00:00,    6.83it/s]
 
 
- 97%|█████████▋| Repairing epochs : 70/72 [00:15&lt;00:00,    5.48it/s]
+ 97%|█████████▋| Repairing epochs : 70/72 [00:12&lt;00:00,    6.85it/s]
 
 
- 99%|█████████▊| Repairing epochs : 71/72 [00:15&lt;00:00,    5.48it/s]
+ 99%|█████████▊| Repairing epochs : 71/72 [00:12&lt;00:00,    6.87it/s]
 
 
-100%|██████████| Repairing epochs : 72/72 [00:15&lt;00:00,    5.49it/s]
-100%|██████████| Repairing epochs : 72/72 [00:15&lt;00:00,    4.54it/s]
+100%|██████████| Repairing epochs : 72/72 [00:12&lt;00:00,    6.89it/s]
+100%|██████████| Repairing epochs : 72/72 [00:12&lt;00:00,    5.72it/s]
 
 
 
@@ -1339,267 +1362,267 @@
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:01,    5.32it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:01,    5.66it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:01,    5.84it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:01,    5.97it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:01,    6.06it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:01,    6.17it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,    6.12it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,    6.25it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,    6.15it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,    6.32it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,    6.22it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,    6.35it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:01&lt;00:00,    6.29it/s]
+ 70%|███████   | Fold : 7/10 [00:01&lt;00:00,    6.41it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:01&lt;00:00,    6.35it/s]
+ 80%|████████  | Fold : 8/10 [00:01&lt;00:00,    6.47it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:01&lt;00:00,    6.44it/s]
+ 90%|█████████ | Fold : 9/10 [00:01&lt;00:00,    6.47it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:01&lt;00:00,    6.49it/s]
-100%|██████████| Fold : 10/10 [00:01&lt;00:00,    6.44it/s]
+100%|██████████| Fold : 10/10 [00:01&lt;00:00,    6.48it/s]
+100%|██████████| Fold : 10/10 [00:01&lt;00:00,    6.45it/s]
 
 
- 33%|███▎      | n_interp : 1/3 [00:17&lt;00:35,   17.78s/it]
+ 33%|███▎      | n_interp : 1/3 [00:14&lt;00:28,   14.47s/it]
 
 
   0%|          | Repairing epochs : 0/72 [00:00&lt;?,       ?it/s]
 
 
-  1%|▏         | Repairing epochs : 1/72 [00:00&lt;00:09,    7.86it/s]
+  1%|▏         | Repairing epochs : 1/72 [00:00&lt;00:07,    9.51it/s]
 
 
-  3%|▎         | Repairing epochs : 2/72 [00:00&lt;00:10,    6.61it/s]
+  3%|▎         | Repairing epochs : 2/72 [00:00&lt;00:08,    8.29it/s]
 
 
-  4%|▍         | Repairing epochs : 3/72 [00:00&lt;00:10,    6.28it/s]
+  4%|▍         | Repairing epochs : 3/72 [00:00&lt;00:08,    7.87it/s]
 
 
-  6%|▌         | Repairing epochs : 4/72 [00:00&lt;00:11,    6.13it/s]
+  6%|▌         | Repairing epochs : 4/72 [00:00&lt;00:08,    7.72it/s]
 
 
-  7%|▋         | Repairing epochs : 5/72 [00:00&lt;00:11,    6.03it/s]
+  7%|▋         | Repairing epochs : 5/72 [00:00&lt;00:08,    7.64it/s]
 
 
-  8%|▊         | Repairing epochs : 6/72 [00:00&lt;00:11,    5.97it/s]
+  8%|▊         | Repairing epochs : 6/72 [00:00&lt;00:08,    7.58it/s]
 
 
- 10%|▉         | Repairing epochs : 7/72 [00:01&lt;00:10,    5.93it/s]
+ 10%|▉         | Repairing epochs : 7/72 [00:00&lt;00:08,    7.49it/s]
 
 
- 11%|█         | Repairing epochs : 8/72 [00:01&lt;00:10,    5.90it/s]
+ 11%|█         | Repairing epochs : 8/72 [00:01&lt;00:08,    7.46it/s]
 
 
- 12%|█▎        | Repairing epochs : 9/72 [00:01&lt;00:10,    5.87it/s]
+ 12%|█▎        | Repairing epochs : 9/72 [00:01&lt;00:08,    7.45it/s]
 
 
- 14%|█▍        | Repairing epochs : 10/72 [00:01&lt;00:10,    5.86it/s]
+ 14%|█▍        | Repairing epochs : 10/72 [00:01&lt;00:08,    7.44it/s]
 
 
- 15%|█▌        | Repairing epochs : 11/72 [00:01&lt;00:10,    5.84it/s]
+ 15%|█▌        | Repairing epochs : 11/72 [00:01&lt;00:08,    7.41it/s]
 
 
- 17%|█▋        | Repairing epochs : 12/72 [00:02&lt;00:10,    5.82it/s]
+ 17%|█▋        | Repairing epochs : 12/72 [00:01&lt;00:08,    7.39it/s]
 
 
- 18%|█▊        | Repairing epochs : 13/72 [00:02&lt;00:10,    5.81it/s]
+ 18%|█▊        | Repairing epochs : 13/72 [00:01&lt;00:07,    7.38it/s]
 
 
- 19%|█▉        | Repairing epochs : 14/72 [00:02&lt;00:10,    5.80it/s]
+ 19%|█▉        | Repairing epochs : 14/72 [00:01&lt;00:07,    7.37it/s]
 
 
- 21%|██        | Repairing epochs : 15/72 [00:02&lt;00:09,    5.79it/s]
+ 21%|██        | Repairing epochs : 15/72 [00:02&lt;00:07,    7.36it/s]
 
 
- 22%|██▏       | Repairing epochs : 16/72 [00:02&lt;00:09,    5.78it/s]
+ 22%|██▏       | Repairing epochs : 16/72 [00:02&lt;00:07,    7.35it/s]
 
 
- 24%|██▎       | Repairing epochs : 17/72 [00:02&lt;00:09,    5.77it/s]
+ 24%|██▎       | Repairing epochs : 17/72 [00:02&lt;00:07,    7.34it/s]
 
 
- 25%|██▌       | Repairing epochs : 18/72 [00:03&lt;00:09,    5.77it/s]
+ 25%|██▌       | Repairing epochs : 18/72 [00:02&lt;00:07,    7.34it/s]
 
 
- 26%|██▋       | Repairing epochs : 19/72 [00:03&lt;00:09,    5.77it/s]
+ 26%|██▋       | Repairing epochs : 19/72 [00:02&lt;00:07,    7.33it/s]
 
 
- 28%|██▊       | Repairing epochs : 20/72 [00:03&lt;00:09,    5.76it/s]
+ 28%|██▊       | Repairing epochs : 20/72 [00:02&lt;00:07,    7.33it/s]
 
 
- 29%|██▉       | Repairing epochs : 21/72 [00:03&lt;00:08,    5.76it/s]
+ 29%|██▉       | Repairing epochs : 21/72 [00:02&lt;00:06,    7.34it/s]
 
 
- 31%|███       | Repairing epochs : 22/72 [00:03&lt;00:08,    5.76it/s]
+ 31%|███       | Repairing epochs : 22/72 [00:02&lt;00:06,    7.34it/s]
 
 
- 32%|███▏      | Repairing epochs : 23/72 [00:03&lt;00:08,    5.75it/s]
+ 32%|███▏      | Repairing epochs : 23/72 [00:03&lt;00:06,    7.33it/s]
 
 
- 33%|███▎      | Repairing epochs : 24/72 [00:04&lt;00:08,    5.75it/s]
+ 33%|███▎      | Repairing epochs : 24/72 [00:03&lt;00:06,    7.33it/s]
 
 
- 35%|███▍      | Repairing epochs : 25/72 [00:04&lt;00:08,    5.75it/s]
+ 35%|███▍      | Repairing epochs : 25/72 [00:03&lt;00:06,    7.34it/s]
 
 
- 36%|███▌      | Repairing epochs : 26/72 [00:04&lt;00:08,    5.75it/s]
+ 36%|███▌      | Repairing epochs : 26/72 [00:03&lt;00:06,    7.35it/s]
 
 
- 38%|███▊      | Repairing epochs : 27/72 [00:04&lt;00:07,    5.75it/s]
+ 38%|███▊      | Repairing epochs : 27/72 [00:03&lt;00:06,    7.34it/s]
 
 
- 39%|███▉      | Repairing epochs : 28/72 [00:04&lt;00:07,    5.75it/s]
+ 39%|███▉      | Repairing epochs : 28/72 [00:03&lt;00:05,    7.35it/s]
 
 
- 40%|████      | Repairing epochs : 29/72 [00:05&lt;00:07,    5.75it/s]
+ 40%|████      | Repairing epochs : 29/72 [00:03&lt;00:05,    7.35it/s]
 
 
- 42%|████▏     | Repairing epochs : 30/72 [00:05&lt;00:07,    5.75it/s]
+ 42%|████▏     | Repairing epochs : 30/72 [00:04&lt;00:05,    7.36it/s]
 
 
- 43%|████▎     | Repairing epochs : 31/72 [00:05&lt;00:07,    5.75it/s]
+ 43%|████▎     | Repairing epochs : 31/72 [00:04&lt;00:05,    7.35it/s]
 
 
- 44%|████▍     | Repairing epochs : 32/72 [00:05&lt;00:06,    5.74it/s]
+ 44%|████▍     | Repairing epochs : 32/72 [00:04&lt;00:05,    7.36it/s]
 
 
- 46%|████▌     | Repairing epochs : 33/72 [00:05&lt;00:06,    5.74it/s]
+ 46%|████▌     | Repairing epochs : 33/72 [00:04&lt;00:05,    7.36it/s]
 
 
- 47%|████▋     | Repairing epochs : 34/72 [00:05&lt;00:06,    5.74it/s]
+ 47%|████▋     | Repairing epochs : 34/72 [00:04&lt;00:05,    7.36it/s]
 
 
- 49%|████▊     | Repairing epochs : 35/72 [00:06&lt;00:06,    5.73it/s]
+ 49%|████▊     | Repairing epochs : 35/72 [00:04&lt;00:05,    7.35it/s]
 
 
- 50%|█████     | Repairing epochs : 36/72 [00:06&lt;00:06,    5.73it/s]
+ 50%|█████     | Repairing epochs : 36/72 [00:04&lt;00:04,    7.35it/s]
 
 
- 51%|█████▏    | Repairing epochs : 37/72 [00:06&lt;00:06,    5.73it/s]
+ 51%|█████▏    | Repairing epochs : 37/72 [00:05&lt;00:04,    7.35it/s]
 
 
- 53%|█████▎    | Repairing epochs : 38/72 [00:06&lt;00:05,    5.72it/s]
+ 53%|█████▎    | Repairing epochs : 38/72 [00:05&lt;00:04,    7.36it/s]
 
 
- 54%|█████▍    | Repairing epochs : 39/72 [00:06&lt;00:05,    5.72it/s]
+ 54%|█████▍    | Repairing epochs : 39/72 [00:05&lt;00:04,    7.35it/s]
 
 
- 56%|█████▌    | Repairing epochs : 40/72 [00:06&lt;00:05,    5.71it/s]
+ 56%|█████▌    | Repairing epochs : 40/72 [00:05&lt;00:04,    7.35it/s]
 
 
- 57%|█████▋    | Repairing epochs : 41/72 [00:07&lt;00:05,    5.71it/s]
+ 57%|█████▋    | Repairing epochs : 41/72 [00:05&lt;00:04,    7.35it/s]
 
 
- 58%|█████▊    | Repairing epochs : 42/72 [00:07&lt;00:05,    5.71it/s]
+ 58%|█████▊    | Repairing epochs : 42/72 [00:05&lt;00:04,    7.36it/s]
 
 
- 60%|█████▉    | Repairing epochs : 43/72 [00:07&lt;00:05,    5.71it/s]
+ 60%|█████▉    | Repairing epochs : 43/72 [00:05&lt;00:03,    7.34it/s]
 
 
- 61%|██████    | Repairing epochs : 44/72 [00:07&lt;00:04,    5.71it/s]
+ 61%|██████    | Repairing epochs : 44/72 [00:05&lt;00:03,    7.34it/s]
 
 
- 62%|██████▎   | Repairing epochs : 45/72 [00:07&lt;00:04,    5.71it/s]
+ 62%|██████▎   | Repairing epochs : 45/72 [00:06&lt;00:03,    7.34it/s]
 
 
- 64%|██████▍   | Repairing epochs : 46/72 [00:08&lt;00:04,    5.71it/s]
+ 64%|██████▍   | Repairing epochs : 46/72 [00:06&lt;00:03,    7.34it/s]
 
 
- 65%|██████▌   | Repairing epochs : 47/72 [00:08&lt;00:04,    5.71it/s]
+ 65%|██████▌   | Repairing epochs : 47/72 [00:06&lt;00:03,    7.32it/s]
 
 
- 67%|██████▋   | Repairing epochs : 48/72 [00:08&lt;00:04,    5.71it/s]
+ 67%|██████▋   | Repairing epochs : 48/72 [00:06&lt;00:03,    7.32it/s]
 
 
- 68%|██████▊   | Repairing epochs : 49/72 [00:08&lt;00:04,    5.70it/s]
+ 68%|██████▊   | Repairing epochs : 49/72 [00:06&lt;00:03,    7.33it/s]
 
 
- 69%|██████▉   | Repairing epochs : 50/72 [00:08&lt;00:03,    5.70it/s]
+ 69%|██████▉   | Repairing epochs : 50/72 [00:06&lt;00:03,    7.33it/s]
 
 
- 71%|███████   | Repairing epochs : 51/72 [00:08&lt;00:03,    5.67it/s]
+ 71%|███████   | Repairing epochs : 51/72 [00:06&lt;00:02,    7.32it/s]
 
 
- 72%|███████▏  | Repairing epochs : 52/72 [00:09&lt;00:03,    5.61it/s]
+ 72%|███████▏  | Repairing epochs : 52/72 [00:07&lt;00:02,    7.33it/s]
 
 
- 74%|███████▎  | Repairing epochs : 53/72 [00:09&lt;00:03,    5.61it/s]
+ 74%|███████▎  | Repairing epochs : 53/72 [00:07&lt;00:02,    7.33it/s]
 
 
- 75%|███████▌  | Repairing epochs : 54/72 [00:09&lt;00:03,    5.62it/s]
+ 75%|███████▌  | Repairing epochs : 54/72 [00:07&lt;00:02,    7.33it/s]
 
 
- 76%|███████▋  | Repairing epochs : 55/72 [00:09&lt;00:03,    5.62it/s]
+ 76%|███████▋  | Repairing epochs : 55/72 [00:07&lt;00:02,    7.32it/s]
 
 
- 78%|███████▊  | Repairing epochs : 56/72 [00:09&lt;00:02,    5.63it/s]
+ 78%|███████▊  | Repairing epochs : 56/72 [00:07&lt;00:02,    7.32it/s]
 
 
- 79%|███████▉  | Repairing epochs : 57/72 [00:09&lt;00:02,    5.63it/s]
+ 79%|███████▉  | Repairing epochs : 57/72 [00:07&lt;00:02,    7.32it/s]
 
 
- 81%|████████  | Repairing epochs : 58/72 [00:10&lt;00:02,    5.63it/s]
+ 81%|████████  | Repairing epochs : 58/72 [00:07&lt;00:01,    7.32it/s]
 
 
- 82%|████████▏ | Repairing epochs : 59/72 [00:10&lt;00:02,    5.64it/s]
+ 82%|████████▏ | Repairing epochs : 59/72 [00:08&lt;00:01,    7.31it/s]
 
 
- 83%|████████▎ | Repairing epochs : 60/72 [00:10&lt;00:02,    5.64it/s]
+ 83%|████████▎ | Repairing epochs : 60/72 [00:08&lt;00:01,    7.30it/s]
 
 
- 85%|████████▍ | Repairing epochs : 61/72 [00:10&lt;00:01,    5.64it/s]
+ 85%|████████▍ | Repairing epochs : 61/72 [00:08&lt;00:01,    7.31it/s]
 
 
- 86%|████████▌ | Repairing epochs : 62/72 [00:10&lt;00:01,    5.65it/s]
+ 86%|████████▌ | Repairing epochs : 62/72 [00:08&lt;00:01,    7.32it/s]
 
 
- 88%|████████▊ | Repairing epochs : 63/72 [00:11&lt;00:01,    5.65it/s]
+ 88%|████████▊ | Repairing epochs : 63/72 [00:08&lt;00:01,    7.31it/s]
 
 
- 89%|████████▉ | Repairing epochs : 64/72 [00:11&lt;00:01,    5.66it/s]
+ 89%|████████▉ | Repairing epochs : 64/72 [00:08&lt;00:01,    7.31it/s]
 
 
- 90%|█████████ | Repairing epochs : 65/72 [00:11&lt;00:01,    5.66it/s]
+ 90%|█████████ | Repairing epochs : 65/72 [00:08&lt;00:00,    7.31it/s]
 
 
- 92%|█████████▏| Repairing epochs : 66/72 [00:11&lt;00:01,    5.66it/s]
+ 92%|█████████▏| Repairing epochs : 66/72 [00:08&lt;00:00,    7.31it/s]
 
 
- 93%|█████████▎| Repairing epochs : 67/72 [00:11&lt;00:00,    5.67it/s]
+ 93%|█████████▎| Repairing epochs : 67/72 [00:09&lt;00:00,    7.30it/s]
 
 
- 94%|█████████▍| Repairing epochs : 68/72 [00:11&lt;00:00,    5.67it/s]
+ 94%|█████████▍| Repairing epochs : 68/72 [00:09&lt;00:00,    7.29it/s]
 
 
- 96%|█████████▌| Repairing epochs : 69/72 [00:12&lt;00:00,    5.67it/s]
+ 96%|█████████▌| Repairing epochs : 69/72 [00:09&lt;00:00,    7.30it/s]
 
 
- 97%|█████████▋| Repairing epochs : 70/72 [00:12&lt;00:00,    5.67it/s]
+ 97%|█████████▋| Repairing epochs : 70/72 [00:09&lt;00:00,    7.31it/s]
 
 
- 99%|█████████▊| Repairing epochs : 71/72 [00:12&lt;00:00,    5.68it/s]
+ 99%|█████████▊| Repairing epochs : 71/72 [00:09&lt;00:00,    7.30it/s]
 
 
-100%|██████████| Repairing epochs : 72/72 [00:12&lt;00:00,    5.68it/s]
-100%|██████████| Repairing epochs : 72/72 [00:12&lt;00:00,    5.71it/s]
+100%|██████████| Repairing epochs : 72/72 [00:09&lt;00:00,    7.30it/s]
+100%|██████████| Repairing epochs : 72/72 [00:09&lt;00:00,    7.33it/s]
 
 
 
@@ -1608,267 +1631,267 @@
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:01,    5.57it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:01,    5.76it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:01,    6.20it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:01,    6.07it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:01,    6.27it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:01,    6.26it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,    6.46it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,    6.37it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,    6.64it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,    6.44it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,    6.75it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,    6.47it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:01&lt;00:00,    6.82it/s]
+ 70%|███████   | Fold : 7/10 [00:01&lt;00:00,    6.48it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:01&lt;00:00,    6.81it/s]
+ 80%|████████  | Fold : 8/10 [00:01&lt;00:00,    6.45it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:01&lt;00:00,    6.79it/s]
+ 90%|█████████ | Fold : 9/10 [00:01&lt;00:00,    6.00it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:01&lt;00:00,    6.77it/s]
-100%|██████████| Fold : 10/10 [00:01&lt;00:00,    6.74it/s]
+100%|██████████| Fold : 10/10 [00:01&lt;00:00,    6.06it/s]
+100%|██████████| Fold : 10/10 [00:01&lt;00:00,    6.10it/s]
 
 
- 67%|██████▋   | n_interp : 2/3 [00:32&lt;00:16,   16.07s/it]
+ 67%|██████▋   | n_interp : 2/3 [00:26&lt;00:13,   13.08s/it]
 
 
   0%|          | Repairing epochs : 0/72 [00:00&lt;?,       ?it/s]
 
 
-  1%|▏         | Repairing epochs : 1/72 [00:00&lt;00:08,    8.33it/s]
+  1%|▏         | Repairing epochs : 1/72 [00:00&lt;00:07,    9.56it/s]
 
 
-  3%|▎         | Repairing epochs : 2/72 [00:00&lt;00:10,    6.77it/s]
+  3%|▎         | Repairing epochs : 2/72 [00:00&lt;00:08,    8.21it/s]
 
 
-  4%|▍         | Repairing epochs : 3/72 [00:00&lt;00:10,    6.38it/s]
+  4%|▍         | Repairing epochs : 3/72 [00:00&lt;00:08,    7.86it/s]
 
 
-  6%|▌         | Repairing epochs : 4/72 [00:00&lt;00:10,    6.20it/s]
+  6%|▌         | Repairing epochs : 4/72 [00:00&lt;00:08,    7.73it/s]
 
 
-  7%|▋         | Repairing epochs : 5/72 [00:00&lt;00:11,    6.08it/s]
+  7%|▋         | Repairing epochs : 5/72 [00:00&lt;00:08,    7.64it/s]
 
 
-  8%|▊         | Repairing epochs : 6/72 [00:00&lt;00:10,    6.02it/s]
+  8%|▊         | Repairing epochs : 6/72 [00:00&lt;00:08,    7.55it/s]
 
 
- 10%|▉         | Repairing epochs : 7/72 [00:01&lt;00:10,    5.96it/s]
+ 10%|▉         | Repairing epochs : 7/72 [00:00&lt;00:08,    7.49it/s]
 
 
- 11%|█         | Repairing epochs : 8/72 [00:01&lt;00:10,    5.92it/s]
+ 11%|█         | Repairing epochs : 8/72 [00:01&lt;00:08,    7.46it/s]
 
 
- 12%|█▎        | Repairing epochs : 9/72 [00:01&lt;00:10,    5.90it/s]
+ 12%|█▎        | Repairing epochs : 9/72 [00:01&lt;00:08,    7.46it/s]
 
 
- 14%|█▍        | Repairing epochs : 10/72 [00:01&lt;00:10,    5.88it/s]
+ 14%|█▍        | Repairing epochs : 10/72 [00:01&lt;00:08,    7.44it/s]
 
 
- 15%|█▌        | Repairing epochs : 11/72 [00:01&lt;00:10,    5.88it/s]
+ 15%|█▌        | Repairing epochs : 11/72 [00:01&lt;00:08,    7.45it/s]
 
 
- 17%|█▋        | Repairing epochs : 12/72 [00:02&lt;00:10,    5.86it/s]
+ 17%|█▋        | Repairing epochs : 12/72 [00:01&lt;00:08,    7.44it/s]
 
 
- 18%|█▊        | Repairing epochs : 13/72 [00:02&lt;00:10,    5.84it/s]
+ 18%|█▊        | Repairing epochs : 13/72 [00:01&lt;00:07,    7.43it/s]
 
 
- 19%|█▉        | Repairing epochs : 14/72 [00:02&lt;00:09,    5.83it/s]
+ 19%|█▉        | Repairing epochs : 14/72 [00:01&lt;00:07,    7.40it/s]
 
 
- 21%|██        | Repairing epochs : 15/72 [00:02&lt;00:09,    5.83it/s]
+ 21%|██        | Repairing epochs : 15/72 [00:02&lt;00:07,    7.42it/s]
 
 
- 22%|██▏       | Repairing epochs : 16/72 [00:02&lt;00:09,    5.83it/s]
+ 22%|██▏       | Repairing epochs : 16/72 [00:02&lt;00:07,    7.43it/s]
 
 
- 24%|██▎       | Repairing epochs : 17/72 [00:02&lt;00:09,    5.83it/s]
+ 24%|██▎       | Repairing epochs : 17/72 [00:02&lt;00:07,    7.44it/s]
 
 
- 25%|██▌       | Repairing epochs : 18/72 [00:03&lt;00:09,    5.82it/s]
+ 25%|██▌       | Repairing epochs : 18/72 [00:02&lt;00:07,    7.43it/s]
 
 
- 26%|██▋       | Repairing epochs : 19/72 [00:03&lt;00:09,    5.81it/s]
+ 26%|██▋       | Repairing epochs : 19/72 [00:02&lt;00:07,    7.43it/s]
 
 
- 28%|██▊       | Repairing epochs : 20/72 [00:03&lt;00:08,    5.82it/s]
+ 28%|██▊       | Repairing epochs : 20/72 [00:02&lt;00:06,    7.44it/s]
 
 
- 29%|██▉       | Repairing epochs : 21/72 [00:03&lt;00:08,    5.82it/s]
+ 29%|██▉       | Repairing epochs : 21/72 [00:02&lt;00:06,    7.46it/s]
 
 
- 31%|███       | Repairing epochs : 22/72 [00:03&lt;00:08,    5.82it/s]
+ 31%|███       | Repairing epochs : 22/72 [00:02&lt;00:06,    7.44it/s]
 
 
- 32%|███▏      | Repairing epochs : 23/72 [00:03&lt;00:08,    5.82it/s]
+ 32%|███▏      | Repairing epochs : 23/72 [00:03&lt;00:06,    7.44it/s]
 
 
- 33%|███▎      | Repairing epochs : 24/72 [00:04&lt;00:08,    5.72it/s]
+ 33%|███▎      | Repairing epochs : 24/72 [00:03&lt;00:06,    7.44it/s]
 
 
- 35%|███▍      | Repairing epochs : 25/72 [00:04&lt;00:08,    5.64it/s]
+ 35%|███▍      | Repairing epochs : 25/72 [00:03&lt;00:06,    7.46it/s]
 
 
- 36%|███▌      | Repairing epochs : 26/72 [00:04&lt;00:08,    5.65it/s]
+ 36%|███▌      | Repairing epochs : 26/72 [00:03&lt;00:06,    7.46it/s]
 
 
- 38%|███▊      | Repairing epochs : 27/72 [00:04&lt;00:07,    5.66it/s]
+ 38%|███▊      | Repairing epochs : 27/72 [00:03&lt;00:06,    7.46it/s]
 
 
- 39%|███▉      | Repairing epochs : 28/72 [00:04&lt;00:07,    5.67it/s]
+ 39%|███▉      | Repairing epochs : 28/72 [00:03&lt;00:05,    7.47it/s]
 
 
- 40%|████      | Repairing epochs : 29/72 [00:05&lt;00:07,    5.68it/s]
+ 40%|████      | Repairing epochs : 29/72 [00:03&lt;00:05,    7.46it/s]
 
 
- 42%|████▏     | Repairing epochs : 30/72 [00:05&lt;00:07,    5.68it/s]
+ 42%|████▏     | Repairing epochs : 30/72 [00:04&lt;00:05,    7.45it/s]
 
 
- 43%|████▎     | Repairing epochs : 31/72 [00:05&lt;00:07,    5.68it/s]
+ 43%|████▎     | Repairing epochs : 31/72 [00:04&lt;00:05,    7.45it/s]
 
 
- 44%|████▍     | Repairing epochs : 32/72 [00:05&lt;00:07,    5.69it/s]
+ 44%|████▍     | Repairing epochs : 32/72 [00:04&lt;00:05,    7.45it/s]
 
 
- 46%|████▌     | Repairing epochs : 33/72 [00:05&lt;00:06,    5.69it/s]
+ 46%|████▌     | Repairing epochs : 33/72 [00:04&lt;00:05,    7.46it/s]
 
 
- 47%|████▋     | Repairing epochs : 34/72 [00:05&lt;00:06,    5.69it/s]
+ 47%|████▋     | Repairing epochs : 34/72 [00:04&lt;00:05,    7.44it/s]
 
 
- 49%|████▊     | Repairing epochs : 35/72 [00:06&lt;00:06,    5.70it/s]
+ 49%|████▊     | Repairing epochs : 35/72 [00:04&lt;00:04,    7.45it/s]
 
 
- 50%|█████     | Repairing epochs : 36/72 [00:06&lt;00:06,    5.71it/s]
+ 50%|█████     | Repairing epochs : 36/72 [00:04&lt;00:04,    7.46it/s]
 
 
- 51%|█████▏    | Repairing epochs : 37/72 [00:06&lt;00:06,    5.71it/s]
+ 51%|█████▏    | Repairing epochs : 37/72 [00:04&lt;00:04,    7.46it/s]
 
 
- 53%|█████▎    | Repairing epochs : 38/72 [00:06&lt;00:05,    5.71it/s]
+ 53%|█████▎    | Repairing epochs : 38/72 [00:05&lt;00:04,    7.43it/s]
 
 
- 54%|█████▍    | Repairing epochs : 39/72 [00:06&lt;00:05,    5.72it/s]
+ 54%|█████▍    | Repairing epochs : 39/72 [00:05&lt;00:04,    7.43it/s]
 
 
- 56%|█████▌    | Repairing epochs : 40/72 [00:06&lt;00:05,    5.72it/s]
+ 56%|█████▌    | Repairing epochs : 40/72 [00:05&lt;00:04,    7.44it/s]
 
 
- 57%|█████▋    | Repairing epochs : 41/72 [00:07&lt;00:05,    5.72it/s]
+ 57%|█████▋    | Repairing epochs : 41/72 [00:05&lt;00:04,    7.44it/s]
 
 
- 58%|█████▊    | Repairing epochs : 42/72 [00:07&lt;00:05,    5.73it/s]
+ 58%|█████▊    | Repairing epochs : 42/72 [00:05&lt;00:04,    7.43it/s]
 
 
- 60%|█████▉    | Repairing epochs : 43/72 [00:07&lt;00:05,    5.73it/s]
+ 60%|█████▉    | Repairing epochs : 43/72 [00:05&lt;00:03,    7.44it/s]
 
 
- 61%|██████    | Repairing epochs : 44/72 [00:07&lt;00:04,    5.73it/s]
+ 61%|██████    | Repairing epochs : 44/72 [00:05&lt;00:03,    7.44it/s]
 
 
- 62%|██████▎   | Repairing epochs : 45/72 [00:07&lt;00:04,    5.73it/s]
+ 62%|██████▎   | Repairing epochs : 45/72 [00:06&lt;00:03,    7.45it/s]
 
 
- 64%|██████▍   | Repairing epochs : 46/72 [00:07&lt;00:04,    5.74it/s]
+ 64%|██████▍   | Repairing epochs : 46/72 [00:06&lt;00:03,    7.45it/s]
 
 
- 65%|██████▌   | Repairing epochs : 47/72 [00:08&lt;00:04,    5.74it/s]
+ 65%|██████▌   | Repairing epochs : 47/72 [00:06&lt;00:03,    7.46it/s]
 
 
- 67%|██████▋   | Repairing epochs : 48/72 [00:08&lt;00:04,    5.75it/s]
+ 67%|██████▋   | Repairing epochs : 48/72 [00:06&lt;00:03,    7.47it/s]
 
 
- 68%|██████▊   | Repairing epochs : 49/72 [00:08&lt;00:03,    5.75it/s]
+ 68%|██████▊   | Repairing epochs : 49/72 [00:06&lt;00:03,    7.48it/s]
 
 
- 69%|██████▉   | Repairing epochs : 50/72 [00:08&lt;00:03,    5.75it/s]
+ 69%|██████▉   | Repairing epochs : 50/72 [00:06&lt;00:02,    7.47it/s]
 
 
- 71%|███████   | Repairing epochs : 51/72 [00:08&lt;00:03,    5.70it/s]
+ 71%|███████   | Repairing epochs : 51/72 [00:06&lt;00:02,    7.46it/s]
 
 
- 72%|███████▏  | Repairing epochs : 52/72 [00:09&lt;00:03,    5.63it/s]
+ 72%|███████▏  | Repairing epochs : 52/72 [00:06&lt;00:02,    7.47it/s]
 
 
- 74%|███████▎  | Repairing epochs : 53/72 [00:09&lt;00:03,    5.55it/s]
+ 74%|███████▎  | Repairing epochs : 53/72 [00:07&lt;00:02,    7.47it/s]
 
 
- 75%|███████▌  | Repairing epochs : 54/72 [00:09&lt;00:03,    5.51it/s]
+ 75%|███████▌  | Repairing epochs : 54/72 [00:07&lt;00:02,    7.47it/s]
 
 
- 76%|███████▋  | Repairing epochs : 55/72 [00:09&lt;00:03,    5.52it/s]
+ 76%|███████▋  | Repairing epochs : 55/72 [00:07&lt;00:02,    7.47it/s]
 
 
- 78%|███████▊  | Repairing epochs : 56/72 [00:09&lt;00:02,    5.53it/s]
+ 78%|███████▊  | Repairing epochs : 56/72 [00:07&lt;00:02,    7.41it/s]
 
 
- 79%|███████▉  | Repairing epochs : 57/72 [00:10&lt;00:02,    5.54it/s]
+ 79%|███████▉  | Repairing epochs : 57/72 [00:07&lt;00:02,    7.28it/s]
 
 
- 81%|████████  | Repairing epochs : 58/72 [00:10&lt;00:02,    5.55it/s]
+ 81%|████████  | Repairing epochs : 58/72 [00:07&lt;00:01,    7.25it/s]
 
 
- 82%|████████▏ | Repairing epochs : 59/72 [00:10&lt;00:02,    5.55it/s]
+ 82%|████████▏ | Repairing epochs : 59/72 [00:07&lt;00:01,    7.26it/s]
 
 
- 83%|████████▎ | Repairing epochs : 60/72 [00:10&lt;00:02,    5.54it/s]
+ 83%|████████▎ | Repairing epochs : 60/72 [00:08&lt;00:01,    7.28it/s]
 
 
- 85%|████████▍ | Repairing epochs : 61/72 [00:10&lt;00:02,    5.47it/s]
+ 85%|████████▍ | Repairing epochs : 61/72 [00:08&lt;00:01,    7.29it/s]
 
 
- 86%|████████▌ | Repairing epochs : 62/72 [00:11&lt;00:01,    5.40it/s]
+ 86%|████████▌ | Repairing epochs : 62/72 [00:08&lt;00:01,    7.29it/s]
 
 
- 88%|████████▊ | Repairing epochs : 63/72 [00:11&lt;00:01,    5.34it/s]
+ 88%|████████▊ | Repairing epochs : 63/72 [00:08&lt;00:01,    7.29it/s]
 
 
- 89%|████████▉ | Repairing epochs : 64/72 [00:11&lt;00:01,    5.29it/s]
+ 89%|████████▉ | Repairing epochs : 64/72 [00:08&lt;00:01,    7.32it/s]
 
 
- 90%|█████████ | Repairing epochs : 65/72 [00:11&lt;00:01,    5.25it/s]
+ 90%|█████████ | Repairing epochs : 65/72 [00:08&lt;00:00,    7.34it/s]
 
 
- 92%|█████████▏| Repairing epochs : 66/72 [00:11&lt;00:01,    5.24it/s]
+ 92%|█████████▏| Repairing epochs : 66/72 [00:08&lt;00:00,    7.33it/s]
 
 
- 93%|█████████▎| Repairing epochs : 67/72 [00:12&lt;00:00,    5.26it/s]
+ 93%|█████████▎| Repairing epochs : 67/72 [00:09&lt;00:00,    7.33it/s]
 
 
- 94%|█████████▍| Repairing epochs : 68/72 [00:12&lt;00:00,    5.20it/s]
+ 94%|█████████▍| Repairing epochs : 68/72 [00:09&lt;00:00,    7.34it/s]
 
 
- 96%|█████████▌| Repairing epochs : 69/72 [00:12&lt;00:00,    5.22it/s]
+ 96%|█████████▌| Repairing epochs : 69/72 [00:09&lt;00:00,    7.34it/s]
 
 
- 97%|█████████▋| Repairing epochs : 70/72 [00:12&lt;00:00,    5.25it/s]
+ 97%|█████████▋| Repairing epochs : 70/72 [00:09&lt;00:00,    7.35it/s]
 
 
- 99%|█████████▊| Repairing epochs : 71/72 [00:12&lt;00:00,    5.27it/s]
+ 99%|█████████▊| Repairing epochs : 71/72 [00:09&lt;00:00,    7.35it/s]
 
 
-100%|██████████| Repairing epochs : 72/72 [00:13&lt;00:00,    5.29it/s]
-100%|██████████| Repairing epochs : 72/72 [00:13&lt;00:00,    5.53it/s]
+100%|██████████| Repairing epochs : 72/72 [00:09&lt;00:00,    7.35it/s]
+100%|██████████| Repairing epochs : 72/72 [00:09&lt;00:00,    7.40it/s]
 
 
 
@@ -1877,48 +1900,48 @@
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:01,    5.71it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:01,    6.32it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:01,    6.43it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:01,    6.64it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:01,    6.77it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:01,    6.80it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,    6.89it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,    6.90it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,    7.03it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,    7.00it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,    7.11it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,    7.05it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,    7.14it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,    7.07it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:01&lt;00:00,    7.18it/s]
+ 80%|████████  | Fold : 8/10 [00:01&lt;00:00,    7.09it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:01&lt;00:00,    7.21it/s]
+ 90%|█████████ | Fold : 9/10 [00:01&lt;00:00,    7.12it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:01&lt;00:00,    7.22it/s]
-100%|██████████| Fold : 10/10 [00:01&lt;00:00,    7.17it/s]
+100%|██████████| Fold : 10/10 [00:01&lt;00:00,    7.14it/s]
+100%|██████████| Fold : 10/10 [00:01&lt;00:00,    7.10it/s]
 
 
-100%|██████████| n_interp : 3/3 [00:46&lt;00:00,   15.52s/it]
-100%|██████████| n_interp : 3/3 [00:46&lt;00:00,   15.58s/it]
+100%|██████████| n_interp : 3/3 [00:37&lt;00:00,   12.42s/it]
+100%|██████████| n_interp : 3/3 [00:37&lt;00:00,   12.48s/it]
 
 
 
@@ -1930,233 +1953,231 @@
   0%|          | Repairing epochs : 0/72 [00:00&lt;?,       ?it/s]
 
 
-  1%|▏         | Repairing epochs : 1/72 [00:00&lt;00:10,    6.72it/s]
+  1%|▏         | Repairing epochs : 1/72 [00:00&lt;00:06,   10.24it/s]
 
 
-  3%|▎         | Repairing epochs : 2/72 [00:00&lt;00:13,    5.26it/s]
+  3%|▎         | Repairing epochs : 2/72 [00:00&lt;00:08,    8.56it/s]
 
 
-  4%|▍         | Repairing epochs : 3/72 [00:00&lt;00:12,    5.32it/s]
+  4%|▍         | Repairing epochs : 3/72 [00:00&lt;00:08,    8.06it/s]
 
 
-  6%|▌         | Repairing epochs : 4/72 [00:00&lt;00:12,    5.41it/s]
+  6%|▌         | Repairing epochs : 4/72 [00:00&lt;00:08,    7.85it/s]
 
 
-  7%|▋         | Repairing epochs : 5/72 [00:00&lt;00:12,    5.46it/s]
+  7%|▋         | Repairing epochs : 5/72 [00:00&lt;00:08,    7.70it/s]
 
 
-  8%|▊         | Repairing epochs : 6/72 [00:01&lt;00:12,    5.50it/s]
+  8%|▊         | Repairing epochs : 6/72 [00:00&lt;00:08,    7.62it/s]
 
 
- 10%|▉         | Repairing epochs : 7/72 [00:01&lt;00:11,    5.51it/s]
+ 10%|▉         | Repairing epochs : 7/72 [00:00&lt;00:08,    7.52it/s]
 
 
- 11%|█         | Repairing epochs : 8/72 [00:01&lt;00:11,    5.53it/s]
+ 11%|█         | Repairing epochs : 8/72 [00:01&lt;00:08,    7.49it/s]
 
 
- 12%|█▎        | Repairing epochs : 9/72 [00:01&lt;00:11,    5.55it/s]
+ 12%|█▎        | Repairing epochs : 9/72 [00:01&lt;00:08,    7.47it/s]
 
 
- 14%|█▍        | Repairing epochs : 10/72 [00:01&lt;00:11,    5.57it/s]
+ 14%|█▍        | Repairing epochs : 10/72 [00:01&lt;00:08,    7.44it/s]
 
 
- 15%|█▌        | Repairing epochs : 11/72 [00:01&lt;00:10,    5.58it/s]
+ 15%|█▌        | Repairing epochs : 11/72 [00:01&lt;00:08,    6.90it/s]
 
 
- 17%|█▋        | Repairing epochs : 12/72 [00:02&lt;00:10,    5.58it/s]
+ 17%|█▋        | Repairing epochs : 12/72 [00:01&lt;00:08,    6.93it/s]
 
 
- 18%|█▊        | Repairing epochs : 13/72 [00:02&lt;00:10,    5.59it/s]
+ 18%|█▊        | Repairing epochs : 13/72 [00:01&lt;00:08,    6.95it/s]
 
 
- 19%|█▉        | Repairing epochs : 14/72 [00:02&lt;00:10,    5.59it/s]
+ 19%|█▉        | Repairing epochs : 14/72 [00:01&lt;00:08,    6.97it/s]
 
 
- 21%|██        | Repairing epochs : 15/72 [00:02&lt;00:10,    5.60it/s]
+ 21%|██        | Repairing epochs : 15/72 [00:02&lt;00:08,    6.97it/s]
 
 
- 22%|██▏       | Repairing epochs : 16/72 [00:02&lt;00:09,    5.61it/s]
+ 22%|██▏       | Repairing epochs : 16/72 [00:02&lt;00:08,    6.99it/s]
 
 
- 24%|██▎       | Repairing epochs : 17/72 [00:03&lt;00:09,    5.61it/s]
+ 24%|██▎       | Repairing epochs : 17/72 [00:02&lt;00:07,    7.01it/s]
 
 
- 25%|██▌       | Repairing epochs : 18/72 [00:03&lt;00:09,    5.61it/s]
+ 25%|██▌       | Repairing epochs : 18/72 [00:02&lt;00:07,    7.03it/s]
 
 
- 26%|██▋       | Repairing epochs : 19/72 [00:03&lt;00:09,    5.61it/s]
+ 26%|██▋       | Repairing epochs : 19/72 [00:02&lt;00:07,    7.03it/s]
 
 
- 28%|██▊       | Repairing epochs : 20/72 [00:03&lt;00:09,    5.62it/s]
+ 28%|██▊       | Repairing epochs : 20/72 [00:02&lt;00:07,    7.05it/s]
 
 
- 29%|██▉       | Repairing epochs : 21/72 [00:03&lt;00:09,    5.62it/s]
+ 29%|██▉       | Repairing epochs : 21/72 [00:02&lt;00:07,    7.06it/s]
 
 
- 31%|███       | Repairing epochs : 22/72 [00:03&lt;00:08,    5.62it/s]
+ 31%|███       | Repairing epochs : 22/72 [00:03&lt;00:07,    7.07it/s]
 
 
- 32%|███▏      | Repairing epochs : 23/72 [00:04&lt;00:08,    5.62it/s]
+ 32%|███▏      | Repairing epochs : 23/72 [00:03&lt;00:06,    7.06it/s]
 
 
- 33%|███▎      | Repairing epochs : 24/72 [00:04&lt;00:08,    5.62it/s]
+ 33%|███▎      | Repairing epochs : 24/72 [00:03&lt;00:06,    7.07it/s]
 
 
- 35%|███▍      | Repairing epochs : 25/72 [00:04&lt;00:08,    5.62it/s]
+ 35%|███▍      | Repairing epochs : 25/72 [00:03&lt;00:06,    7.07it/s]
 
 
- 36%|███▌      | Repairing epochs : 26/72 [00:04&lt;00:08,    5.62it/s]
+ 36%|███▌      | Repairing epochs : 26/72 [00:03&lt;00:06,    7.08it/s]
 
 
- 38%|███▊      | Repairing epochs : 27/72 [00:04&lt;00:08,    5.62it/s]
+ 38%|███▊      | Repairing epochs : 27/72 [00:03&lt;00:06,    7.07it/s]
 
 
- 39%|███▉      | Repairing epochs : 28/72 [00:04&lt;00:07,    5.63it/s]
+ 39%|███▉      | Repairing epochs : 28/72 [00:03&lt;00:06,    7.08it/s]
 
 
- 40%|████      | Repairing epochs : 29/72 [00:05&lt;00:07,    5.63it/s]
+ 40%|████      | Repairing epochs : 29/72 [00:04&lt;00:06,    7.09it/s]
 
 
- 42%|████▏     | Repairing epochs : 30/72 [00:05&lt;00:07,    5.63it/s]
+ 42%|████▏     | Repairing epochs : 30/72 [00:04&lt;00:05,    7.10it/s]
 
 
- 43%|████▎     | Repairing epochs : 31/72 [00:05&lt;00:07,    5.63it/s]
+ 43%|████▎     | Repairing epochs : 31/72 [00:04&lt;00:05,    7.10it/s]
 
 
- 44%|████▍     | Repairing epochs : 32/72 [00:05&lt;00:07,    5.63it/s]
+ 44%|████▍     | Repairing epochs : 32/72 [00:04&lt;00:05,    7.11it/s]
 
 
- 46%|████▌     | Repairing epochs : 33/72 [00:05&lt;00:06,    5.63it/s]
+ 46%|████▌     | Repairing epochs : 33/72 [00:04&lt;00:05,    7.12it/s]
 
 
- 47%|████▋     | Repairing epochs : 34/72 [00:06&lt;00:06,    5.63it/s]
+ 47%|████▋     | Repairing epochs : 34/72 [00:04&lt;00:05,    7.13it/s]
 
 
- 49%|████▊     | Repairing epochs : 35/72 [00:06&lt;00:06,    5.63it/s]
+ 49%|████▊     | Repairing epochs : 35/72 [00:04&lt;00:05,    7.12it/s]
 
 
- 50%|█████     | Repairing epochs : 36/72 [00:06&lt;00:06,    5.63it/s]
+ 50%|█████     | Repairing epochs : 36/72 [00:05&lt;00:05,    7.13it/s]
 
 
- 51%|█████▏    | Repairing epochs : 37/72 [00:06&lt;00:06,    5.64it/s]
+ 51%|█████▏    | Repairing epochs : 37/72 [00:05&lt;00:04,    7.12it/s]
 
 
- 53%|█████▎    | Repairing epochs : 38/72 [00:06&lt;00:06,    5.64it/s]
+ 53%|█████▎    | Repairing epochs : 38/72 [00:05&lt;00:04,    7.13it/s]
 
 
- 54%|█████▍    | Repairing epochs : 39/72 [00:06&lt;00:05,    5.64it/s]
+ 54%|█████▍    | Repairing epochs : 39/72 [00:05&lt;00:04,    7.12it/s]
 
 
- 56%|█████▌    | Repairing epochs : 40/72 [00:07&lt;00:05,    5.64it/s]
+ 56%|█████▌    | Repairing epochs : 40/72 [00:05&lt;00:04,    7.13it/s]
 
 
- 57%|█████▋    | Repairing epochs : 41/72 [00:07&lt;00:05,    5.64it/s]
+ 57%|█████▋    | Repairing epochs : 41/72 [00:05&lt;00:04,    7.15it/s]
 
 
- 58%|█████▊    | Repairing epochs : 42/72 [00:07&lt;00:05,    5.64it/s]
+ 58%|█████▊    | Repairing epochs : 42/72 [00:05&lt;00:04,    7.16it/s]
 
 
- 60%|█████▉    | Repairing epochs : 43/72 [00:07&lt;00:05,    5.64it/s]
+ 60%|█████▉    | Repairing epochs : 43/72 [00:06&lt;00:04,    7.15it/s]
 
 
- 61%|██████    | Repairing epochs : 44/72 [00:07&lt;00:04,    5.64it/s]
+ 61%|██████    | Repairing epochs : 44/72 [00:06&lt;00:03,    7.16it/s]
 
 
- 62%|██████▎   | Repairing epochs : 45/72 [00:08&lt;00:04,    5.63it/s]
+ 62%|██████▎   | Repairing epochs : 45/72 [00:06&lt;00:03,    7.16it/s]
 
 
- 64%|██████▍   | Repairing epochs : 46/72 [00:08&lt;00:04,    5.64it/s]
+ 64%|██████▍   | Repairing epochs : 46/72 [00:06&lt;00:03,    7.17it/s]
 
 
- 65%|██████▌   | Repairing epochs : 47/72 [00:08&lt;00:04,    5.64it/s]
+ 65%|██████▌   | Repairing epochs : 47/72 [00:06&lt;00:03,    7.16it/s]
 
 
- 67%|██████▋   | Repairing epochs : 48/72 [00:08&lt;00:04,    5.64it/s]
+ 67%|██████▋   | Repairing epochs : 48/72 [00:06&lt;00:03,    7.17it/s]
 
 
- 68%|██████▊   | Repairing epochs : 49/72 [00:08&lt;00:04,    5.64it/s]
+ 68%|██████▊   | Repairing epochs : 49/72 [00:06&lt;00:03,    7.18it/s]
 
 
- 69%|██████▉   | Repairing epochs : 50/72 [00:08&lt;00:03,    5.64it/s]
+ 69%|██████▉   | Repairing epochs : 50/72 [00:06&lt;00:03,    7.19it/s]
 
 
- 71%|███████   | Repairing epochs : 51/72 [00:09&lt;00:03,    5.64it/s]
+ 71%|███████   | Repairing epochs : 51/72 [00:07&lt;00:02,    7.18it/s]
 
 
- 72%|███████▏  | Repairing epochs : 52/72 [00:09&lt;00:03,    5.64it/s]
+ 72%|███████▏  | Repairing epochs : 52/72 [00:07&lt;00:02,    7.18it/s]
 
 
- 74%|███████▎  | Repairing epochs : 53/72 [00:09&lt;00:03,    5.64it/s]
+ 74%|███████▎  | Repairing epochs : 53/72 [00:07&lt;00:02,    7.16it/s]
 
 
- 75%|███████▌  | Repairing epochs : 54/72 [00:09&lt;00:03,    5.64it/s]
+ 75%|███████▌  | Repairing epochs : 54/72 [00:07&lt;00:02,    7.04it/s]
 
 
- 76%|███████▋  | Repairing epochs : 55/72 [00:09&lt;00:03,    5.64it/s]
+ 76%|███████▋  | Repairing epochs : 55/72 [00:07&lt;00:02,    6.96it/s]
 
 
- 78%|███████▊  | Repairing epochs : 56/72 [00:09&lt;00:02,    5.64it/s]
+ 78%|███████▊  | Repairing epochs : 56/72 [00:07&lt;00:02,    6.98it/s]
 
 
- 79%|███████▉  | Repairing epochs : 57/72 [00:10&lt;00:02,    5.65it/s]
+ 79%|███████▉  | Repairing epochs : 57/72 [00:08&lt;00:02,    7.00it/s]
 
 
- 81%|████████  | Repairing epochs : 58/72 [00:10&lt;00:02,    5.65it/s]
+ 81%|████████  | Repairing epochs : 58/72 [00:08&lt;00:01,    7.02it/s]
 
 
- 82%|████████▏ | Repairing epochs : 59/72 [00:10&lt;00:02,    5.64it/s]
+ 82%|████████▏ | Repairing epochs : 59/72 [00:08&lt;00:01,    7.03it/s]
 
 
- 83%|████████▎ | Repairing epochs : 60/72 [00:10&lt;00:02,    5.65it/s]
+ 83%|████████▎ | Repairing epochs : 60/72 [00:08&lt;00:01,    7.05it/s]
 
 
- 85%|████████▍ | Repairing epochs : 61/72 [00:10&lt;00:01,    5.65it/s]
+ 85%|████████▍ | Repairing epochs : 61/72 [00:08&lt;00:01,    7.06it/s]
 
 
- 86%|████████▌ | Repairing epochs : 62/72 [00:11&lt;00:01,    5.65it/s]
+ 86%|████████▌ | Repairing epochs : 62/72 [00:08&lt;00:01,    7.07it/s]
 
 
- 88%|████████▊ | Repairing epochs : 63/72 [00:11&lt;00:01,    5.65it/s]
+ 88%|████████▊ | Repairing epochs : 63/72 [00:08&lt;00:01,    7.07it/s]
 
 
- 89%|████████▉ | Repairing epochs : 64/72 [00:11&lt;00:01,    5.65it/s]
+ 89%|████████▉ | Repairing epochs : 64/72 [00:09&lt;00:01,    7.08it/s]
 
 
- 90%|█████████ | Repairing epochs : 65/72 [00:11&lt;00:01,    5.65it/s]
+ 90%|█████████ | Repairing epochs : 65/72 [00:09&lt;00:00,    7.09it/s]
 
 
- 92%|█████████▏| Repairing epochs : 66/72 [00:11&lt;00:01,    5.65it/s]
+ 92%|█████████▏| Repairing epochs : 66/72 [00:09&lt;00:00,    7.10it/s]
 
 
- 93%|█████████▎| Repairing epochs : 67/72 [00:11&lt;00:00,    5.65it/s]
+ 93%|█████████▎| Repairing epochs : 67/72 [00:09&lt;00:00,    7.10it/s]
 
 
- 94%|█████████▍| Repairing epochs : 68/72 [00:12&lt;00:00,    5.65it/s]
+ 94%|█████████▍| Repairing epochs : 68/72 [00:09&lt;00:00,    7.11it/s]
 
 
- 96%|█████████▌| Repairing epochs : 69/72 [00:12&lt;00:00,    5.65it/s]
+ 96%|█████████▌| Repairing epochs : 69/72 [00:09&lt;00:00,    7.11it/s]
 
 
- 97%|█████████▋| Repairing epochs : 70/72 [00:12&lt;00:00,    5.65it/s]
+ 97%|█████████▋| Repairing epochs : 70/72 [00:09&lt;00:00,    7.12it/s]
 
 
- 99%|█████████▊| Repairing epochs : 71/72 [00:12&lt;00:00,    5.65it/s]
+ 99%|█████████▊| Repairing epochs : 71/72 [00:09&lt;00:00,    7.11it/s]
 
 
-100%|██████████| Repairing epochs : 72/72 [00:12&lt;00:00,    5.65it/s]
-100%|██████████| Repairing epochs : 72/72 [00:12&lt;00:00,    5.63it/s]
+100%|██████████| Repairing epochs : 72/72 [00:10&lt;00:00,    7.12it/s]
+100%|██████████| Repairing epochs : 72/72 [00:10&lt;00:00,    7.11it/s]
 No bad epochs were found for your data. Returning a copy of the data you wanted to clean. Interpolation may have been done.
-NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).
-NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).
 </pre></div>
 </div>
 <p>Now, we will manually mark the bad channels just for plotting.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne.Info" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">evoked</span><span class="o">.</span><span class="n">info</span></a><span class="p">[</span><span class="s1">&#39;bads&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;MEG 2443&#39;</span><span class="p">]</span>
-<a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne.Info" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">evoked_clean</span><span class="o">.</span><span class="n">info</span></a><span class="p">[</span><span class="s1">&#39;bads&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;MEG 2443&#39;</span><span class="p">]</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne._fiff.meas_info.Info" class="sphx-glr-backref-module-mne-_fiff-meas_info sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">evoked</span><span class="o">.</span><span class="n">info</span></a><span class="p">[</span><span class="s1">&#39;bads&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;MEG 2443&#39;</span><span class="p">]</span>
+<a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne._fiff.meas_info.Info" class="sphx-glr-backref-module-mne-_fiff-meas_info sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">evoked_clean</span><span class="o">.</span><span class="n">info</span></a><span class="p">[</span><span class="s1">&#39;bads&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;MEG 2443&#39;</span><span class="p">]</span>
 </pre></div>
 </div>
 <p>Let us plot the results.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>  <span class="c1"># noqa</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>  <span class="c1"># noqa</span>
 <span class="n">set_matplotlib_defaults</span><span class="p">(</span><a href="https://matplotlib.org/stable/api/pyplot_summary.html#module-matplotlib.pyplot" title="matplotlib.pyplot" class="sphx-glr-backref-module-matplotlib sphx-glr-backref-type-py-module"><span class="n">plt</span></a><span class="p">)</span>
 
 <a href="https://matplotlib.org/stable/api/figure_api.html#matplotlib.figure.Figure" title="matplotlib.figure.Figure" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">fig</span></a><span class="p">,</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">axes</span></a> <span class="o">=</span> <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.subplots.html#matplotlib.pyplot.subplots" title="matplotlib.pyplot.subplots" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">subplots</span></a><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
@@ -2183,20 +2204,20 @@
 </div>
 <p>To top things up, we can also visualize the bad sensors for each trial using
 a heatmap.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject.get_reject_log" title="autoreject.AutoReject.get_reject_log" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-method"><span class="n">ar</span><span class="o">.</span><span class="n">get_reject_log</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">[</span><span class="s1">&#39;Auditory/Left&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject.get_reject_log" title="autoreject.AutoReject.get_reject_log" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-method"><span class="n">ar</span><span class="o">.</span><span class="n">get_reject_log</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">[</span><span class="s1">&#39;Auditory/Left&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
 </pre></div>
 </div>
 <img src="../_images/sphx_glr_plot_auto_repair_002.png" srcset="../_images/sphx_glr_plot_auto_repair_002.png" alt="plot auto repair" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;Figure size 1200x600 with 1 Axes&gt;
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (2 minutes 6.742 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (1 minutes 37.671 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-auto-repair-py">
-<div class="sphx-glr-download sphx-glr-download-python docutils container">
-<p><a class="reference download internal" download="" href="../_downloads/5995ecc2dc23849c68eb9e34ddd30605/plot_auto_repair.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_auto_repair.py</span></code></a></p>
-</div>
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/8d1e5fa3a1a228b5f1ccd8ac06f1a6d4/plot_auto_repair.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">plot_auto_repair.ipynb</span></code></a></p>
 </div>
+<div class="sphx-glr-download sphx-glr-download-python docutils container">
+<p><a class="reference download internal" download="" href="../_downloads/5995ecc2dc23849c68eb9e34ddd30605/plot_auto_repair.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_auto_repair.py</span></code></a></p>
+</div>
 </div>
 <p class="sphx-glr-signature"><a class="reference external" href="https://sphinx-gallery.github.io">Gallery generated by Sphinx-Gallery</a></p>
 </section>
@@ -2209,7 +2230,7 @@
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="plot_channel_thresholds.html"
@@ -2247,8 +2268,8 @@
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -2256,15 +2277,17 @@
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -2277,8 +2300,9 @@
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/auto_examples/plot_autoreject_workflow.html b/dev/auto_examples/plot_autoreject_workflow.html
index 21fdf46..7a10d5d 100644
--- a/dev/auto_examples/plot_autoreject_workflow.html
+++ b/dev/auto_examples/plot_autoreject_workflow.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'auto_examples/plot_autoreject_workflow';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -125,6 +125,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -144,7 +145,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -197,6 +199,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -210,6 +213,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -266,6 +270,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -299,7 +304,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -352,6 +358,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -407,7 +414,8 @@
   </div>
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
-        <div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
@@ -489,7 +497,7 @@
 then run autoreject (local) and supply the artifact-free epochs
 to the ICA algorithm for a robust fit, and finally run
 autoreject (local) again.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># Author: Alex Rockhill &lt;aprockhill@mailbox.org&gt;</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Author: Alex Rockhill &lt;aprockhill@mailbox.org&gt;</span>
 <span class="c1">#         Mainak Jas &lt;mjas@mgh.harvard.edu&gt;</span>
 <span class="c1">#         Apoorva Karekal &lt;apoorvak@uoregon.edu&gt;</span>
 <span class="c1">#</span>
@@ -510,7 +518,7 @@
 <p>First, we download resting-state EEG data from a Parkinson’s patient
 from OpenNeuro. We will do this using <code class="docutils literal notranslate"><span class="pre">openneuro-py</span></code> which can be
 installed with the command <code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span> <span class="pre">openneuro-py</span></code>.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
 <span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
 <span class="kn">import</span> <span class="nn">openneuro</span>
 
@@ -536,45 +544,44 @@
 🌍 Preparing to download ds002778 …
 
 📁 Traversing directories for ds002778 : 0 entities [00:00, ? entities/s]
-📁 Traversing directories for ds002778 : 7 entities [00:00, 35.11 entities/s]
-📁 Traversing directories for ds002778 : 11 entities [00:01,  9.40 entities/s]
-📁 Traversing directories for ds002778 : 13 entities [00:01,  7.81 entities/s]
-📁 Traversing directories for ds002778 : 15 entities [00:01,  6.80 entities/s]
-📁 Traversing directories for ds002778 : 16 entities [00:01,  6.47 entities/s]
-📁 Traversing directories for ds002778 : 17 entities [00:02,  6.09 entities/s]
-📁 Traversing directories for ds002778 : 18 entities [00:02,  5.86 entities/s]
-📁 Traversing directories for ds002778 : 19 entities [00:02,  5.46 entities/s]
-📁 Traversing directories for ds002778 : 20 entities [00:02,  5.30 entities/s]
-📁 Traversing directories for ds002778 : 21 entities [00:03,  5.23 entities/s]
-📁 Traversing directories for ds002778 : 22 entities [00:03,  5.08 entities/s]
-📁 Traversing directories for ds002778 : 23 entities [00:03,  5.05 entities/s]
-📁 Traversing directories for ds002778 : 24 entities [00:03,  5.80 entities/s]
-📁 Traversing directories for ds002778 : 25 entities [00:03,  5.58 entities/s]
-📁 Traversing directories for ds002778 : 26 entities [00:03,  6.40 entities/s]
-📁 Traversing directories for ds002778 : 27 entities [00:04,  5.92 entities/s]
-📁 Traversing directories for ds002778 : 28 entities [00:04,  6.67 entities/s]
-📁 Traversing directories for ds002778 : 29 entities [00:04,  6.13 entities/s]
-📁 Traversing directories for ds002778 : 30 entities [00:04,  5.01 entities/s]
-📁 Traversing directories for ds002778 : 32 entities [00:04,  7.62 entities/s]
-📁 Traversing directories for ds002778 : 37 entities [00:05, 10.42 entities/s]
-📁 Traversing directories for ds002778 : 39 entities [00:05, 11.85 entities/s]
-📁 Traversing directories for ds002778 : 43 entities [00:05, 14.21 entities/s]
-📁 Traversing directories for ds002778 : 45 entities [00:05, 11.21 entities/s]
-📁 Traversing directories for ds002778 : 47 entities [00:06,  9.65 entities/s]
-📁 Traversing directories for ds002778 : 49 entities [00:06,  8.59 entities/s]
-📁 Traversing directories for ds002778 : 50 entities [00:06,  8.76 entities/s]
-📁 Traversing directories for ds002778 : 51 entities [00:06,  7.76 entities/s]
-📁 Traversing directories for ds002778 : 53 entities [00:06,  7.37 entities/s]
-📁 Traversing directories for ds002778 : 54 entities [00:07,  7.66 entities/s]
-📁 Traversing directories for ds002778 : 55 entities [00:07,  6.95 entities/s]
-📁 Traversing directories for ds002778 : 56 entities [00:07,  7.47 entities/s]
-📁 Traversing directories for ds002778 : 57 entities [00:07,  6.65 entities/s]
-📁 Traversing directories for ds002778 : 58 entities [00:07,  7.27 entities/s]
-📁 Traversing directories for ds002778 : 59 entities [00:07,  6.25 entities/s]
-📁 Traversing directories for ds002778 : 60 entities [00:07,  6.97 entities/s]
-📁 Traversing directories for ds002778 : 61 entities [00:08,  6.24 entities/s]
-📁 Traversing directories for ds002778 : 63 entities [00:08,  6.53 entities/s]
-📁 Traversing directories for ds002778 : 64 entities [00:08,  7.51 entities/s]
+📁 Traversing directories for ds002778 : 7 entities [00:00, 33.78 entities/s]
+📁 Traversing directories for ds002778 : 11 entities [00:01,  9.47 entities/s]
+📁 Traversing directories for ds002778 : 13 entities [00:01,  7.93 entities/s]
+📁 Traversing directories for ds002778 : 15 entities [00:01,  7.00 entities/s]
+📁 Traversing directories for ds002778 : 16 entities [00:01,  6.57 entities/s]
+📁 Traversing directories for ds002778 : 17 entities [00:02,  6.23 entities/s]
+📁 Traversing directories for ds002778 : 18 entities [00:02,  5.89 entities/s]
+📁 Traversing directories for ds002778 : 19 entities [00:02,  5.70 entities/s]
+📁 Traversing directories for ds002778 : 20 entities [00:02,  5.58 entities/s]
+📁 Traversing directories for ds002778 : 21 entities [00:02,  5.45 entities/s]
+📁 Traversing directories for ds002778 : 22 entities [00:03,  5.45 entities/s]
+📁 Traversing directories for ds002778 : 23 entities [00:03,  5.37 entities/s]
+📁 Traversing directories for ds002778 : 24 entities [00:03,  6.14 entities/s]
+📁 Traversing directories for ds002778 : 25 entities [00:03,  5.79 entities/s]
+📁 Traversing directories for ds002778 : 27 entities [00:03,  6.23 entities/s]
+📁 Traversing directories for ds002778 : 29 entities [00:04,  6.45 entities/s]
+📁 Traversing directories for ds002778 : 30 entities [00:04,  5.55 entities/s]
+📁 Traversing directories for ds002778 : 32 entities [00:04,  7.67 entities/s]
+📁 Traversing directories for ds002778 : 37 entities [00:04, 10.25 entities/s]
+📁 Traversing directories for ds002778 : 39 entities [00:05, 11.58 entities/s]
+📁 Traversing directories for ds002778 : 43 entities [00:05, 13.81 entities/s]
+📁 Traversing directories for ds002778 : 45 entities [00:05, 11.29 entities/s]
+📁 Traversing directories for ds002778 : 47 entities [00:05,  9.87 entities/s]
+📁 Traversing directories for ds002778 : 49 entities [00:06,  8.82 entities/s]
+📁 Traversing directories for ds002778 : 51 entities [00:06,  8.28 entities/s]
+📁 Traversing directories for ds002778 : 52 entities [00:06,  8.49 entities/s]
+📁 Traversing directories for ds002778 : 53 entities [00:06,  7.63 entities/s]
+📁 Traversing directories for ds002778 : 54 entities [00:06,  7.96 entities/s]
+📁 Traversing directories for ds002778 : 55 entities [00:07,  7.06 entities/s]
+📁 Traversing directories for ds002778 : 56 entities [00:07,  7.56 entities/s]
+📁 Traversing directories for ds002778 : 57 entities [00:07,  6.80 entities/s]
+📁 Traversing directories for ds002778 : 58 entities [00:07,  7.36 entities/s]
+📁 Traversing directories for ds002778 : 59 entities [00:07,  6.20 entities/s]
+📁 Traversing directories for ds002778 : 60 entities [00:07,  6.94 entities/s]
+📁 Traversing directories for ds002778 : 61 entities [00:07,  6.24 entities/s]
+📁 Traversing directories for ds002778 : 62 entities [00:08,  7.00 entities/s]
+📁 Traversing directories for ds002778 : 63 entities [00:08,  6.21 entities/s]
+📁 Traversing directories for ds002778 : 64 entities [00:08,  7.68 entities/s]
 📥 Retrieving up to 12 files (5 concurrent downloads).
 
 participants.json:   0%|          | 0.00/1.24k [00:00&lt;?, ?B/s]
@@ -583,16 +590,17 @@
 participants.tsv:   0%|          | 0.00/1.62k [00:00&lt;?, ?B/s]
 
 
+dataset_description.json: 0.00B [00:00, ?B/s]
+
 README: 0.00B [00:00, ?B/s]
 
 
-sub-pd14_ses-off_task-rest_events.tsv:   0%|          | 0.00/65.0 [00:00&lt;?, ?B/s]
+CHANGES: 0.00B [00:00, ?B/s]
 
 
-dataset_description.json: 0.00B [00:00, ?B/s]
 
-CHANGES: 0.00B [00:00, ?B/s]
 
+sub-pd14_ses-off_task-rest_events.tsv:   0%|          | 0.00/65.0 [00:00&lt;?, ?B/s]
 
 
 sub-pd14_ses-off_task-rest_eeg.json:   0%|          | 0.00/471 [00:00&lt;?, ?B/s]
@@ -601,23 +609,20 @@
 sub-pd14_ses-off_task-rest_beh.tsv:   0%|          | 0.00/10.0 [00:00&lt;?, ?B/s]
 
 
-sub-pd14_ses-off_task-rest_channels.tsv:   0%|          | 0.00/2.22k [00:00&lt;?, ?B/s]
-
-
 sub-pd14_ses-off_scans.tsv:   0%|          | 0.00/76.0 [00:00&lt;?, ?B/s]
 
 
-sub-pd14_ses-off_task-rest_eeg.bdf:   0%|          | 0.00/17.5M [00:00&lt;?, ?B/s]
-sub-pd14_ses-off_task-rest_eeg.bdf:  13%|█▎        | 2.26M/17.5M [00:00&lt;00:00, 23.7MB/s]
+sub-pd14_ses-off_task-rest_channels.tsv:   0%|          | 0.00/2.22k [00:00&lt;?, ?B/s]
+
 
 sub-pd14_ses-off_task-rest_beh.json: 0.00B [00:00, ?B/s]
 
 
-sub-pd14_ses-off_task-rest_eeg.bdf:  28%|██▊       | 4.88M/17.5M [00:00&lt;00:00, 25.9MB/s]
-sub-pd14_ses-off_task-rest_eeg.bdf:  43%|████▎     | 7.59M/17.5M [00:00&lt;00:00, 27.0MB/s]
-sub-pd14_ses-off_task-rest_eeg.bdf:  59%|█████▉    | 10.3M/17.5M [00:00&lt;00:00, 27.7MB/s]
-sub-pd14_ses-off_task-rest_eeg.bdf:  75%|███████▍  | 13.1M/17.5M [00:00&lt;00:00, 28.1MB/s]
-sub-pd14_ses-off_task-rest_eeg.bdf:  90%|█████████ | 15.9M/17.5M [00:00&lt;00:00, 28.4MB/s]
+sub-pd14_ses-off_task-rest_eeg.bdf:   0%|          | 0.00/17.5M [00:00&lt;?, ?B/s]
+sub-pd14_ses-off_task-rest_eeg.bdf:  20%|██        | 3.57M/17.5M [00:00&lt;00:00, 37.3MB/s]
+sub-pd14_ses-off_task-rest_eeg.bdf:  41%|████      | 7.19M/17.5M [00:00&lt;00:00, 37.6MB/s]
+sub-pd14_ses-off_task-rest_eeg.bdf:  61%|██████▏   | 10.8M/17.5M [00:00&lt;00:00, 36.6MB/s]
+sub-pd14_ses-off_task-rest_eeg.bdf:  82%|████████▏ | 14.4M/17.5M [00:00&lt;00:00, 36.9MB/s]
 
 ✅ Finished downloading ds002778.
 
@@ -630,7 +635,7 @@
 we can see that there may be some eyeblink
 artifact contamination but, overall, the data is typical of
 resting-state EEG.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw_fname</span></a> <span class="o">=</span> <a href="https://docs.python.org/3/library/os.path.html#os.path.join" title="os.path.join" class="sphx-glr-backref-module-os-path sphx-glr-backref-type-py-function"><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span></a><span class="p">(</span><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">target_dir</span></a><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;sub-</span><span class="si">{</span><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">subject_id</span></a><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39;ses-off&#39;</span><span class="p">,</span> <span class="s1">&#39;eeg&#39;</span><span class="p">,</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw_fname</span></a> <span class="o">=</span> <a href="https://docs.python.org/3/library/os.path.html#os.path.join" title="os.path.join" class="sphx-glr-backref-module-os-path sphx-glr-backref-type-py-function"><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span></a><span class="p">(</span><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">target_dir</span></a><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;sub-</span><span class="si">{</span><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">subject_id</span></a><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39;ses-off&#39;</span><span class="p">,</span> <span class="s1">&#39;eeg&#39;</span><span class="p">,</span>
                          <span class="s1">&#39;sub-pd14_ses-off_task-rest_eeg.bdf&#39;</span><span class="p">)</span>
 <span class="n">raw</span> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.io.read_raw_bdf.html#mne.io.read_raw_bdf" title="mne.io.read_raw_bdf" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">io</span><span class="o">.</span><span class="n">read_raw_bdf</span></a><span class="p">(</span><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw_fname</span></a><span class="p">,</span> <span class="n">preload</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 <a href="https://mne.tools/dev/generated/mne.channels.DigMontage.html#mne.channels.DigMontage" title="mne.channels.DigMontage" class="sphx-glr-backref-module-mne-channels sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">dig_montage</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.channels.make_standard_montage.html#mne.channels.make_standard_montage" title="mne.channels.make_standard_montage" class="sphx-glr-backref-module-mne-channels sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">channels</span><span class="o">.</span><span class="n">make_standard_montage</span></a><span class="p">(</span><span class="s1">&#39;biosemi32&#39;</span><span class="p">)</span>
@@ -643,7 +648,7 @@
 <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs.average" title="mne.Epochs.average" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-method"><span class="n">epochs</span><span class="o">.</span><span class="n">average</span></a><span class="p">()</span><span class="o">.</span><span class="n">detrend</span><span class="p">()</span><span class="o">.</span><span class="n">plot_joint</span><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../_images/sphx_glr_plot_autoreject_workflow_001.png" srcset="../_images/sphx_glr_plot_autoreject_workflow_001.png" alt="0.006 s, 0.979 s, 2.699 s" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Extracting EDF parameters from /home/circleci/project/examples/ds002778/sub-pd14/ses-off/eeg/sub-pd14_ses-off_task-rest_eeg.bdf...
+<img src="../_images/sphx_glr_plot_autoreject_workflow_001.png" srcset="../_images/sphx_glr_plot_autoreject_workflow_001.png" alt="EEG (32 channels), 0.006 s, 0.979 s, 2.699 s" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Extracting EDF parameters from /home/circleci/project/examples/ds002778/sub-pd14/ses-off/eeg/sub-pd14_ses-off_task-rest_eeg.bdf...
 BDF file detected
 Setting channel info structure...
 Creating raw.info structure...
@@ -654,11 +659,9 @@
 0 projection items activated
 Using data from preloaded Raw for 97 events and 1536 original time points ...
 0 bad epochs dropped
-NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).
 No projector specified for this dataset. Please consider the method self.add_proj.
-NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).
 
-&lt;Figure size 800x420 with 7 Axes&gt;
+&lt;Figure size 800x420 with 6 Axes&gt;
 </pre></div>
 </div>
 <section id="autoreject-without-any-other-preprocessing">
@@ -670,7 +673,7 @@ <h2><a class="toc-backref" href="#id1" role="doc-backlink">Autoreject without an
 <p>The data looks fairly clean already and we don’t want to interpolate
 more than a few sensors since we only have 32 to start, so the
 number of channels to interpolate was set to check some low numbers</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ar</span></a> <span class="o">=</span> <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class"><span class="n">autoreject</span><span class="o">.</span><span class="n">AutoReject</span></a><span class="p">(</span><span class="n">n_interpolate</span><span class="o">=</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">],</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">11</span><span class="p">,</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ar</span></a> <span class="o">=</span> <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class"><span class="n">autoreject</span><span class="o">.</span><span class="n">AutoReject</span></a><span class="p">(</span><span class="n">n_interpolate</span><span class="o">=</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">],</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">11</span><span class="p">,</span>
                            <span class="n">n_jobs</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject.fit" title="autoreject.AutoReject.fit" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-method"><span class="n">ar</span><span class="o">.</span><span class="n">fit</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">[:</span><span class="mi">20</span><span class="p">])</span>  <span class="c1"># fit on a few epochs to save time</span>
 <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs_ar</span></a><span class="p">,</span> <a href="../generated/autoreject.RejectLog.html#autoreject.RejectLog" title="autoreject.RejectLog" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject_log</span></a> <span class="o">=</span> <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject.transform" title="autoreject.AutoReject.transform" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-method"><span class="n">ar</span><span class="o">.</span><span class="n">transform</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">,</span> <span class="n">return_log</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
@@ -679,90 +682,72 @@ <h2><a class="toc-backref" href="#id1" role="doc-backlink">Autoreject without an
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Running autoreject on ch_type=eeg
 
   0%|          | Creating augmented epochs : 0/32 [00:00&lt;?,       ?it/s]
-  6%|▋         | Creating augmented epochs : 2/32 [00:00&lt;00:00,   69.65it/s]
-  9%|▉         | Creating augmented epochs : 3/32 [00:00&lt;00:00,   60.71it/s]
- 12%|█▎        | Creating augmented epochs : 4/32 [00:00&lt;00:00,   57.57it/s]
- 16%|█▌        | Creating augmented epochs : 5/32 [00:00&lt;00:00,   54.62it/s]
- 19%|█▉        | Creating augmented epochs : 6/32 [00:00&lt;00:00,   53.96it/s]
- 22%|██▏       | Creating augmented epochs : 7/32 [00:00&lt;00:00,   53.92it/s]
- 25%|██▌       | Creating augmented epochs : 8/32 [00:00&lt;00:00,   53.49it/s]
- 28%|██▊       | Creating augmented epochs : 9/32 [00:00&lt;00:00,   52.39it/s]
- 31%|███▏      | Creating augmented epochs : 10/32 [00:00&lt;00:00,   51.80it/s]
- 34%|███▍      | Creating augmented epochs : 11/32 [00:00&lt;00:00,   51.88it/s]
- 38%|███▊      | Creating augmented epochs : 12/32 [00:00&lt;00:00,   51.55it/s]
- 41%|████      | Creating augmented epochs : 13/32 [00:00&lt;00:00,   51.27it/s]
- 44%|████▍     | Creating augmented epochs : 14/32 [00:00&lt;00:00,   50.78it/s]
- 47%|████▋     | Creating augmented epochs : 15/32 [00:00&lt;00:00,   50.52it/s]
- 50%|█████     | Creating augmented epochs : 16/32 [00:00&lt;00:00,   50.17it/s]
- 53%|█████▎    | Creating augmented epochs : 17/32 [00:00&lt;00:00,   50.37it/s]
- 56%|█████▋    | Creating augmented epochs : 18/32 [00:00&lt;00:00,   50.23it/s]
- 59%|█████▉    | Creating augmented epochs : 19/32 [00:00&lt;00:00,   49.79it/s]
- 62%|██████▎   | Creating augmented epochs : 20/32 [00:00&lt;00:00,   49.86it/s]
- 66%|██████▌   | Creating augmented epochs : 21/32 [00:00&lt;00:00,   49.84it/s]
- 69%|██████▉   | Creating augmented epochs : 22/32 [00:00&lt;00:00,   49.52it/s]
- 72%|███████▏  | Creating augmented epochs : 23/32 [00:00&lt;00:00,   49.75it/s]
- 75%|███████▌  | Creating augmented epochs : 24/32 [00:00&lt;00:00,   49.79it/s]
- 78%|███████▊  | Creating augmented epochs : 25/32 [00:00&lt;00:00,   49.80it/s]
- 81%|████████▏ | Creating augmented epochs : 26/32 [00:00&lt;00:00,   50.07it/s]
- 84%|████████▍ | Creating augmented epochs : 27/32 [00:00&lt;00:00,   50.24it/s]
- 88%|████████▊ | Creating augmented epochs : 28/32 [00:00&lt;00:00,   50.03it/s]
- 91%|█████████ | Creating augmented epochs : 29/32 [00:00&lt;00:00,   50.00it/s]
- 94%|█████████▍| Creating augmented epochs : 30/32 [00:00&lt;00:00,   49.90it/s]
- 97%|█████████▋| Creating augmented epochs : 31/32 [00:00&lt;00:00,   49.81it/s]
-100%|██████████| Creating augmented epochs : 32/32 [00:00&lt;00:00,   49.57it/s]
-100%|██████████| Creating augmented epochs : 32/32 [00:00&lt;00:00,   50.09it/s]
+  6%|▋         | Creating augmented epochs : 2/32 [00:00&lt;00:00,  102.51it/s]
+ 12%|█▎        | Creating augmented epochs : 4/32 [00:00&lt;00:00,   91.63it/s]
+ 19%|█▉        | Creating augmented epochs : 6/32 [00:00&lt;00:00,   88.74it/s]
+ 25%|██▌       | Creating augmented epochs : 8/32 [00:00&lt;00:00,   88.54it/s]
+ 31%|███▏      | Creating augmented epochs : 10/32 [00:00&lt;00:00,   86.89it/s]
+ 38%|███▊      | Creating augmented epochs : 12/32 [00:00&lt;00:00,   86.94it/s]
+ 44%|████▍     | Creating augmented epochs : 14/32 [00:00&lt;00:00,   86.22it/s]
+ 50%|█████     | Creating augmented epochs : 16/32 [00:00&lt;00:00,   85.67it/s]
+ 56%|█████▋    | Creating augmented epochs : 18/32 [00:00&lt;00:00,   85.78it/s]
+ 62%|██████▎   | Creating augmented epochs : 20/32 [00:00&lt;00:00,   85.25it/s]
+ 69%|██████▉   | Creating augmented epochs : 22/32 [00:00&lt;00:00,   84.67it/s]
+ 75%|███████▌  | Creating augmented epochs : 24/32 [00:00&lt;00:00,   84.88it/s]
+ 81%|████████▏ | Creating augmented epochs : 26/32 [00:00&lt;00:00,   84.96it/s]
+ 88%|████████▊ | Creating augmented epochs : 28/32 [00:00&lt;00:00,   84.75it/s]
+ 94%|█████████▍| Creating augmented epochs : 30/32 [00:00&lt;00:00,   84.58it/s]
+100%|██████████| Creating augmented epochs : 32/32 [00:00&lt;00:00,   84.20it/s]
+100%|██████████| Creating augmented epochs : 32/32 [00:00&lt;00:00,   84.58it/s]
 
   0%|          | Computing thresholds ... : 0/32 [00:00&lt;?,       ?it/s]
-  3%|▎         | Computing thresholds ... : 1/32 [00:00&lt;00:14,    2.14it/s]
-  6%|▋         | Computing thresholds ... : 2/32 [00:00&lt;00:14,    2.13it/s]
-  9%|▉         | Computing thresholds ... : 3/32 [00:01&lt;00:13,    2.14it/s]
- 12%|█▎        | Computing thresholds ... : 4/32 [00:01&lt;00:13,    2.14it/s]
- 16%|█▌        | Computing thresholds ... : 5/32 [00:02&lt;00:12,    2.14it/s]
- 19%|█▉        | Computing thresholds ... : 6/32 [00:02&lt;00:12,    2.14it/s]
- 22%|██▏       | Computing thresholds ... : 7/32 [00:03&lt;00:11,    2.14it/s]
- 25%|██▌       | Computing thresholds ... : 8/32 [00:03&lt;00:11,    2.15it/s]
- 28%|██▊       | Computing thresholds ... : 9/32 [00:04&lt;00:10,    2.15it/s]
- 31%|███▏      | Computing thresholds ... : 10/32 [00:04&lt;00:10,    2.15it/s]
- 34%|███▍      | Computing thresholds ... : 11/32 [00:05&lt;00:09,    2.14it/s]
- 38%|███▊      | Computing thresholds ... : 12/32 [00:05&lt;00:09,    2.14it/s]
- 41%|████      | Computing thresholds ... : 13/32 [00:06&lt;00:08,    2.14it/s]
- 44%|████▍     | Computing thresholds ... : 14/32 [00:06&lt;00:08,    2.14it/s]
- 47%|████▋     | Computing thresholds ... : 15/32 [00:07&lt;00:07,    2.14it/s]
- 50%|█████     | Computing thresholds ... : 16/32 [00:07&lt;00:07,    2.14it/s]
- 53%|█████▎    | Computing thresholds ... : 17/32 [00:07&lt;00:07,    2.14it/s]
- 56%|█████▋    | Computing thresholds ... : 18/32 [00:08&lt;00:06,    2.14it/s]
- 59%|█████▉    | Computing thresholds ... : 19/32 [00:08&lt;00:06,    2.14it/s]
- 62%|██████▎   | Computing thresholds ... : 20/32 [00:09&lt;00:05,    2.14it/s]
- 66%|██████▌   | Computing thresholds ... : 21/32 [00:09&lt;00:05,    2.14it/s]
- 69%|██████▉   | Computing thresholds ... : 22/32 [00:10&lt;00:04,    2.14it/s]
- 72%|███████▏  | Computing thresholds ... : 23/32 [00:10&lt;00:04,    2.14it/s]
- 75%|███████▌  | Computing thresholds ... : 24/32 [00:11&lt;00:03,    2.14it/s]
- 78%|███████▊  | Computing thresholds ... : 25/32 [00:11&lt;00:03,    2.14it/s]
- 81%|████████▏ | Computing thresholds ... : 26/32 [00:12&lt;00:02,    2.13it/s]
- 84%|████████▍ | Computing thresholds ... : 27/32 [00:12&lt;00:02,    2.13it/s]
- 88%|████████▊ | Computing thresholds ... : 28/32 [00:13&lt;00:01,    2.13it/s]
- 91%|█████████ | Computing thresholds ... : 29/32 [00:13&lt;00:01,    2.13it/s]
- 94%|█████████▍| Computing thresholds ... : 30/32 [00:14&lt;00:00,    2.13it/s]
- 97%|█████████▋| Computing thresholds ... : 31/32 [00:14&lt;00:00,    2.13it/s]
-100%|██████████| Computing thresholds ... : 32/32 [00:15&lt;00:00,    2.13it/s]
-100%|██████████| Computing thresholds ... : 32/32 [00:15&lt;00:00,    2.13it/s]
+  3%|▎         | Computing thresholds ... : 1/32 [00:00&lt;00:09,    3.23it/s]
+  6%|▋         | Computing thresholds ... : 2/32 [00:00&lt;00:09,    3.24it/s]
+  9%|▉         | Computing thresholds ... : 3/32 [00:00&lt;00:08,    3.25it/s]
+ 12%|█▎        | Computing thresholds ... : 4/32 [00:01&lt;00:08,    3.26it/s]
+ 16%|█▌        | Computing thresholds ... : 5/32 [00:01&lt;00:08,    3.27it/s]
+ 19%|█▉        | Computing thresholds ... : 6/32 [00:01&lt;00:07,    3.28it/s]
+ 22%|██▏       | Computing thresholds ... : 7/32 [00:02&lt;00:07,    3.27it/s]
+ 25%|██▌       | Computing thresholds ... : 8/32 [00:02&lt;00:07,    3.27it/s]
+ 28%|██▊       | Computing thresholds ... : 9/32 [00:02&lt;00:07,    3.28it/s]
+ 31%|███▏      | Computing thresholds ... : 10/32 [00:03&lt;00:06,    3.27it/s]
+ 34%|███▍      | Computing thresholds ... : 11/32 [00:03&lt;00:06,    3.26it/s]
+ 38%|███▊      | Computing thresholds ... : 12/32 [00:03&lt;00:06,    3.27it/s]
+ 41%|████      | Computing thresholds ... : 13/32 [00:03&lt;00:05,    3.27it/s]
+ 44%|████▍     | Computing thresholds ... : 14/32 [00:04&lt;00:05,    3.27it/s]
+ 47%|████▋     | Computing thresholds ... : 15/32 [00:04&lt;00:05,    3.27it/s]
+ 50%|█████     | Computing thresholds ... : 16/32 [00:04&lt;00:04,    3.27it/s]
+ 53%|█████▎    | Computing thresholds ... : 17/32 [00:05&lt;00:04,    3.27it/s]
+ 56%|█████▋    | Computing thresholds ... : 18/32 [00:05&lt;00:04,    3.27it/s]
+ 59%|█████▉    | Computing thresholds ... : 19/32 [00:05&lt;00:03,    3.27it/s]
+ 62%|██████▎   | Computing thresholds ... : 20/32 [00:06&lt;00:03,    3.28it/s]
+ 66%|██████▌   | Computing thresholds ... : 21/32 [00:06&lt;00:03,    3.28it/s]
+ 69%|██████▉   | Computing thresholds ... : 22/32 [00:06&lt;00:03,    3.28it/s]
+ 72%|███████▏  | Computing thresholds ... : 23/32 [00:07&lt;00:02,    3.28it/s]
+ 75%|███████▌  | Computing thresholds ... : 24/32 [00:07&lt;00:02,    3.28it/s]
+ 78%|███████▊  | Computing thresholds ... : 25/32 [00:07&lt;00:02,    3.28it/s]
+ 81%|████████▏ | Computing thresholds ... : 26/32 [00:07&lt;00:01,    3.28it/s]
+ 84%|████████▍ | Computing thresholds ... : 27/32 [00:08&lt;00:01,    3.28it/s]
+ 88%|████████▊ | Computing thresholds ... : 28/32 [00:08&lt;00:01,    3.28it/s]
+ 91%|█████████ | Computing thresholds ... : 29/32 [00:08&lt;00:00,    3.27it/s]
+ 94%|█████████▍| Computing thresholds ... : 30/32 [00:09&lt;00:00,    3.27it/s]
+ 97%|█████████▋| Computing thresholds ... : 31/32 [00:09&lt;00:00,    3.27it/s]
+100%|██████████| Computing thresholds ... : 32/32 [00:09&lt;00:00,    3.27it/s]
+100%|██████████| Computing thresholds ... : 32/32 [00:09&lt;00:00,    3.27it/s]
 
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 20%|██        | Repairing epochs : 4/20 [00:00&lt;00:00,  229.33it/s]
-
-
- 40%|████      | Repairing epochs : 8/20 [00:00&lt;00:00,  227.20it/s]
+ 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  351.14it/s]
 
 
- 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,  226.94it/s]
+ 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,  353.73it/s]
 
 
- 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,  227.08it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  234.44it/s]
+ 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,  354.98it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  349.33it/s]
 
 
   0%|          | n_interp : 0/4 [00:00&lt;?,       ?it/s]
@@ -771,26 +756,20 @@ <h2><a class="toc-backref" href="#id1" role="doc-backlink">Autoreject without an
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 20%|██        | Repairing epochs : 4/20 [00:00&lt;00:00,  199.72it/s]
-
-
- 35%|███▌      | Repairing epochs : 7/20 [00:00&lt;00:00,  146.64it/s]
-
-
- 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  131.74it/s]
+ 20%|██        | Repairing epochs : 4/20 [00:00&lt;00:00,  235.32it/s]
 
 
- 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,  149.71it/s]
+ 35%|███▌      | Repairing epochs : 7/20 [00:00&lt;00:00,  207.42it/s]
 
 
- 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  130.17it/s]
+ 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  192.12it/s]
 
 
- 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,  117.19it/s]
+ 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  199.16it/s]
 
 
- 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,  111.59it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  120.32it/s]
+ 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,  176.24it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  185.95it/s]
 
 
 
@@ -799,72 +778,66 @@ <h2><a class="toc-backref" href="#id1" role="doc-backlink">Autoreject without an
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:01,    8.29it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   11.18it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,   10.44it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   12.83it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   11.35it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   13.40it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,   11.92it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   13.78it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   12.20it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   13.93it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   12.42it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   14.08it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   12.62it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   14.22it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   12.83it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   14.27it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   12.91it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   14.30it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   13.02it/s]
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   12.83it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   14.36it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   14.27it/s]
 
 
- 25%|██▌       | n_interp : 1/4 [00:00&lt;00:02,    1.05it/s]
+ 25%|██▌       | n_interp : 1/4 [00:00&lt;00:02,    1.22it/s]
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 15%|█▌        | Repairing epochs : 3/20 [00:00&lt;00:00,  184.29it/s]
-
-
- 35%|███▌      | Repairing epochs : 7/20 [00:00&lt;00:00,  145.41it/s]
-
+ 25%|██▌       | Repairing epochs : 5/20 [00:00&lt;00:00,  282.13it/s]
 
- 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  131.42it/s]
 
+ 40%|████      | Repairing epochs : 8/20 [00:00&lt;00:00,  228.47it/s]
 
- 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,  150.16it/s]
 
+ 55%|█████▌    | Repairing epochs : 11/20 [00:00&lt;00:00,  208.54it/s]
 
- 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  131.51it/s]
 
+ 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  203.69it/s]
 
- 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,  118.34it/s]
 
-
- 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,  110.47it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  119.27it/s]
+ 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,  176.42it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  188.18it/s]
 
 
 
@@ -873,72 +846,66 @@ <h2><a class="toc-backref" href="#id1" role="doc-backlink">Autoreject without an
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:00,    9.45it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   12.15it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,   11.16it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   13.57it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   12.05it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   14.11it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,   12.53it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   14.46it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   12.89it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   14.65it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   13.17it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   14.78it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   13.40it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   14.71it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   13.56it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   14.68it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   13.72it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   14.75it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   13.87it/s]
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   13.67it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   14.76it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   14.70it/s]
 
 
- 50%|█████     | n_interp : 2/4 [00:01&lt;00:01,    1.07it/s]
+ 50%|█████     | n_interp : 2/4 [00:01&lt;00:01,    1.24it/s]
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 20%|██        | Repairing epochs : 4/20 [00:00&lt;00:00,  200.50it/s]
-
-
- 35%|███▌      | Repairing epochs : 7/20 [00:00&lt;00:00,  145.88it/s]
-
+ 25%|██▌       | Repairing epochs : 5/20 [00:00&lt;00:00,  283.56it/s]
 
- 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  132.16it/s]
 
+ 40%|████      | Repairing epochs : 8/20 [00:00&lt;00:00,  225.98it/s]
 
- 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,  151.35it/s]
 
+ 55%|█████▌    | Repairing epochs : 11/20 [00:00&lt;00:00,  206.73it/s]
 
- 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  132.93it/s]
 
+ 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  206.17it/s]
 
- 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,  118.94it/s]
 
-
- 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,  110.76it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  119.62it/s]
+ 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,  177.69it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  189.26it/s]
 
 
 
@@ -947,72 +914,66 @@ <h2><a class="toc-backref" href="#id1" role="doc-backlink">Autoreject without an
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:00,    9.36it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   11.86it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,   11.19it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   13.34it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   12.10it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   14.07it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,   12.55it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   14.43it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   12.71it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   14.67it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   12.78it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   14.79it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   12.90it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   14.83it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   13.05it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   14.93it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   13.10it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   14.94it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   13.15it/s]
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   13.03it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   14.95it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   14.87it/s]
 
 
- 75%|███████▌  | n_interp : 3/4 [00:02&lt;00:00,    1.07it/s]
+ 75%|███████▌  | n_interp : 3/4 [00:02&lt;00:00,    1.25it/s]
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 15%|█▌        | Repairing epochs : 3/20 [00:00&lt;00:00,  186.96it/s]
-
-
- 35%|███▌      | Repairing epochs : 7/20 [00:00&lt;00:00,  144.05it/s]
-
-
- 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  130.00it/s]
+ 25%|██▌       | Repairing epochs : 5/20 [00:00&lt;00:00,  282.57it/s]
 
 
- 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,  148.37it/s]
+ 40%|████      | Repairing epochs : 8/20 [00:00&lt;00:00,  228.22it/s]
 
 
- 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  130.70it/s]
+ 55%|█████▌    | Repairing epochs : 11/20 [00:00&lt;00:00,  207.23it/s]
 
 
- 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,  117.55it/s]
+ 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  206.28it/s]
 
 
- 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,  109.49it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  118.13it/s]
+ 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,  177.67it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  189.05it/s]
 
 
 
@@ -1021,48 +982,48 @@ <h2><a class="toc-backref" href="#id1" role="doc-backlink">Autoreject without an
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:00,    9.77it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   12.70it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,   11.97it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   14.65it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   13.03it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   15.41it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,   13.61it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   15.89it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   13.87it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   16.19it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   14.05it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   16.50it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   14.29it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   16.72it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   14.37it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   16.85it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   14.32it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   16.99it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   14.32it/s]
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   14.20it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   17.02it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   16.86it/s]
 
 
-100%|██████████| n_interp : 4/4 [00:03&lt;00:00,    1.08it/s]
-100%|██████████| n_interp : 4/4 [00:03&lt;00:00,    1.08it/s]
+100%|██████████| n_interp : 4/4 [00:03&lt;00:00,    1.29it/s]
+100%|██████████| n_interp : 4/4 [00:03&lt;00:00,    1.29it/s]
 
 
 
@@ -1074,192 +1035,124 @@ <h2><a class="toc-backref" href="#id1" role="doc-backlink">Autoreject without an
   0%|          | Repairing epochs : 0/97 [00:00&lt;?,       ?it/s]
 
 
-  3%|▎         | Repairing epochs : 3/97 [00:00&lt;00:00,  179.11it/s]
-
-
-  7%|▋         | Repairing epochs : 7/97 [00:00&lt;00:00,  141.92it/s]
-
-
- 10%|█         | Repairing epochs : 10/97 [00:00&lt;00:00,  127.88it/s]
-
-
- 14%|█▍        | Repairing epochs : 14/97 [00:00&lt;00:00,  146.09it/s]
-
-
- 15%|█▌        | Repairing epochs : 15/97 [00:00&lt;00:00,  127.34it/s]
-
-
- 16%|█▋        | Repairing epochs : 16/97 [00:00&lt;00:00,  114.56it/s]
-
-
- 19%|█▊        | Repairing epochs : 18/97 [00:00&lt;00:00,  109.08it/s]
-
-
- 23%|██▎       | Repairing epochs : 22/97 [00:00&lt;00:00,  122.18it/s]
-
-
- 25%|██▍       | Repairing epochs : 24/97 [00:00&lt;00:00,  116.01it/s]
-
-
- 28%|██▊       | Repairing epochs : 27/97 [00:00&lt;00:00,  114.47it/s]
-
-
- 29%|██▉       | Repairing epochs : 28/97 [00:00&lt;00:00,  108.31it/s]
-
-
- 32%|███▏      | Repairing epochs : 31/97 [00:00&lt;00:00,  108.19it/s]
-
-
- 36%|███▌      | Repairing epochs : 35/97 [00:00&lt;00:00,  110.59it/s]
-
-
- 38%|███▊      | Repairing epochs : 37/97 [00:00&lt;00:00,  108.14it/s]
-
-
- 40%|████      | Repairing epochs : 39/97 [00:00&lt;00:00,  105.99it/s]
-
-
- 44%|████▍     | Repairing epochs : 43/97 [00:00&lt;00:00,  107.90it/s]
+  5%|▌         | Repairing epochs : 5/97 [00:00&lt;00:00,  279.13it/s]
 
 
- 48%|████▊     | Repairing epochs : 47/97 [00:00&lt;00:00,  109.51it/s]
+  8%|▊         | Repairing epochs : 8/97 [00:00&lt;00:00,  224.22it/s]
 
 
- 53%|█████▎    | Repairing epochs : 51/97 [00:00&lt;00:00,  110.76it/s]
+ 11%|█▏        | Repairing epochs : 11/97 [00:00&lt;00:00,  206.70it/s]
 
 
- 56%|█████▌    | Repairing epochs : 54/97 [00:00&lt;00:00,  110.29it/s]
+ 15%|█▌        | Repairing epochs : 15/97 [00:00&lt;00:00,  202.84it/s]
 
 
- 57%|█████▋    | Repairing epochs : 55/97 [00:00&lt;00:00,  107.02it/s]
+ 19%|█▊        | Repairing epochs : 18/97 [00:00&lt;00:00,  177.83it/s]
 
 
- 60%|█████▉    | Repairing epochs : 58/97 [00:00&lt;00:00,  107.13it/s]
+ 25%|██▍       | Repairing epochs : 24/97 [00:00&lt;00:00,  189.83it/s]
 
 
- 61%|██████    | Repairing epochs : 59/97 [00:00&lt;00:00,  103.72it/s]
+ 28%|██▊       | Repairing epochs : 27/97 [00:00&lt;00:00,  187.61it/s]
 
 
- 65%|██████▍   | Repairing epochs : 63/97 [00:00&lt;00:00,  105.24it/s]
+ 31%|███       | Repairing epochs : 30/97 [00:00&lt;00:00,  185.17it/s]
 
 
- 66%|██████▌   | Repairing epochs : 64/97 [00:00&lt;00:00,  102.27it/s]
+ 34%|███▍      | Repairing epochs : 33/97 [00:00&lt;00:00,  183.45it/s]
 
 
- 67%|██████▋   | Repairing epochs : 65/97 [00:00&lt;00:00,   99.64it/s]
+ 37%|███▋      | Repairing epochs : 36/97 [00:00&lt;00:00,  181.91it/s]
 
 
- 68%|██████▊   | Repairing epochs : 66/97 [00:00&lt;00:00,   97.07it/s]
+ 40%|████      | Repairing epochs : 39/97 [00:00&lt;00:00,  172.58it/s]
 
 
- 69%|██████▉   | Repairing epochs : 67/97 [00:00&lt;00:00,   94.28it/s]
+ 44%|████▍     | Repairing epochs : 43/97 [00:00&lt;00:00,  174.93it/s]
 
 
- 70%|███████   | Repairing epochs : 68/97 [00:00&lt;00:00,   92.20it/s]
+ 48%|████▊     | Repairing epochs : 47/97 [00:00&lt;00:00,  176.99it/s]
 
 
- 71%|███████   | Repairing epochs : 69/97 [00:00&lt;00:00,   90.19it/s]
+ 53%|█████▎    | Repairing epochs : 51/97 [00:00&lt;00:00,  179.20it/s]
 
 
- 72%|███████▏  | Repairing epochs : 70/97 [00:00&lt;00:00,   88.04it/s]
+ 56%|█████▌    | Repairing epochs : 54/97 [00:00&lt;00:00,  177.67it/s]
 
 
- 73%|███████▎  | Repairing epochs : 71/97 [00:00&lt;00:00,   85.99it/s]
+ 59%|█████▉    | Repairing epochs : 57/97 [00:00&lt;00:00,  177.29it/s]
 
 
- 74%|███████▍  | Repairing epochs : 72/97 [00:00&lt;00:00,   84.18it/s]
+ 61%|██████    | Repairing epochs : 59/97 [00:00&lt;00:00,  168.53it/s]
 
 
- 75%|███████▌  | Repairing epochs : 73/97 [00:00&lt;00:00,   82.30it/s]
+ 65%|██████▍   | Repairing epochs : 63/97 [00:00&lt;00:00,  170.60it/s]
 
 
- 76%|███████▋  | Repairing epochs : 74/97 [00:00&lt;00:00,   80.50it/s]
+ 67%|██████▋   | Repairing epochs : 65/97 [00:00&lt;00:00,  163.32it/s]
 
 
- 77%|███████▋  | Repairing epochs : 75/97 [00:00&lt;00:00,   78.88it/s]
+ 69%|██████▉   | Repairing epochs : 67/97 [00:00&lt;00:00,  156.43it/s]
 
 
- 78%|███████▊  | Repairing epochs : 76/97 [00:00&lt;00:00,   77.55it/s]
+ 71%|███████   | Repairing epochs : 69/97 [00:00&lt;00:00,  150.85it/s]
 
 
- 79%|███████▉  | Repairing epochs : 77/97 [00:00&lt;00:00,   76.11it/s]
+ 73%|███████▎  | Repairing epochs : 71/97 [00:00&lt;00:00,  145.48it/s]
 
 
- 80%|████████  | Repairing epochs : 78/97 [00:00&lt;00:00,   74.91it/s]
+ 75%|███████▌  | Repairing epochs : 73/97 [00:00&lt;00:00,  140.90it/s]
 
 
- 81%|████████▏ | Repairing epochs : 79/97 [00:00&lt;00:00,   73.60it/s]
+ 77%|███████▋  | Repairing epochs : 75/97 [00:00&lt;00:00,  136.31it/s]
 
 
- 82%|████████▏ | Repairing epochs : 80/97 [00:00&lt;00:00,   72.55it/s]
+ 79%|███████▉  | Repairing epochs : 77/97 [00:00&lt;00:00,  132.85it/s]
 
 
- 84%|████████▎ | Repairing epochs : 81/97 [00:00&lt;00:00,   71.31it/s]
+ 81%|████████▏ | Repairing epochs : 79/97 [00:00&lt;00:00,  129.44it/s]
 
 
- 85%|████████▍ | Repairing epochs : 82/97 [00:00&lt;00:00,   70.50it/s]
+ 84%|████████▎ | Repairing epochs : 81/97 [00:00&lt;00:00,  126.52it/s]
 
 
- 86%|████████▌ | Repairing epochs : 83/97 [00:00&lt;00:00,   69.73it/s]
+ 86%|████████▌ | Repairing epochs : 83/97 [00:00&lt;00:00,  124.35it/s]
 
 
- 87%|████████▋ | Repairing epochs : 84/97 [00:00&lt;00:00,   69.03it/s]
+ 88%|████████▊ | Repairing epochs : 85/97 [00:00&lt;00:00,  122.06it/s]
 
 
- 88%|████████▊ | Repairing epochs : 85/97 [00:01&lt;00:00,   68.24it/s]
+ 90%|████████▉ | Repairing epochs : 87/97 [00:00&lt;00:00,  119.82it/s]
 
 
- 89%|████████▊ | Repairing epochs : 86/97 [00:01&lt;00:00,   67.42it/s]
+ 92%|█████████▏| Repairing epochs : 89/97 [00:00&lt;00:00,  117.32it/s]
 
 
- 90%|████████▉ | Repairing epochs : 87/97 [00:01&lt;00:00,   66.71it/s]
+ 94%|█████████▍| Repairing epochs : 91/97 [00:00&lt;00:00,  115.75it/s]
 
 
- 91%|█████████ | Repairing epochs : 88/97 [00:01&lt;00:00,   65.94it/s]
+ 96%|█████████▌| Repairing epochs : 93/97 [00:00&lt;00:00,  114.32it/s]
 
 
- 92%|█████████▏| Repairing epochs : 89/97 [00:01&lt;00:00,   65.19it/s]
+ 98%|█████████▊| Repairing epochs : 95/97 [00:00&lt;00:00,  112.62it/s]
 
 
- 93%|█████████▎| Repairing epochs : 90/97 [00:01&lt;00:00,   64.57it/s]
-
-
- 94%|█████████▍| Repairing epochs : 91/97 [00:01&lt;00:00,   64.06it/s]
-
-
- 95%|█████████▍| Repairing epochs : 92/97 [00:01&lt;00:00,   63.58it/s]
-
-
- 96%|█████████▌| Repairing epochs : 93/97 [00:01&lt;00:00,   63.13it/s]
-
-
- 97%|█████████▋| Repairing epochs : 94/97 [00:01&lt;00:00,   62.69it/s]
-
-
- 98%|█████████▊| Repairing epochs : 95/97 [00:01&lt;00:00,   62.11it/s]
-
-
- 99%|█████████▉| Repairing epochs : 96/97 [00:01&lt;00:00,   61.63it/s]
-
-
-100%|██████████| Repairing epochs : 97/97 [00:01&lt;00:00,   60.99it/s]
-100%|██████████| Repairing epochs : 97/97 [00:01&lt;00:00,   78.07it/s]
+100%|██████████| Repairing epochs : 97/97 [00:00&lt;00:00,  111.05it/s]
+100%|██████████| Repairing epochs : 97/97 [00:00&lt;00:00,  129.47it/s]
 Dropped 27 epochs: 54, 58, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 86, 89, 91, 92, 95, 96
 </pre></div>
 </div>
 <p>visualize the dropped epochs</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">[</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject_log</span><span class="o">.</span><span class="n">bad_epochs</span></a><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">scalings</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">eeg</span><span class="o">=</span><span class="mf">100e-6</span><span class="p">))</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">[</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject_log</span><span class="o">.</span><span class="n">bad_epochs</span></a><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">scalings</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">eeg</span><span class="o">=</span><span class="mf">100e-6</span><span class="p">))</span>
 </pre></div>
 </div>
-<img src="../_images/sphx_glr_plot_autoreject_workflow_002.png" srcset="../_images/sphx_glr_plot_autoreject_workflow_002.png" alt="plot autoreject workflow" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>/home/circleci/project/examples/plot_autoreject_workflow.py:90: FutureWarning: The current default events=None is deprecated and will change to events=True in MNE 1.6. Set events=False to suppress this warning.
-  epochs[reject_log.bad_epochs].plot(scalings=dict(eeg=100e-6))
-Using matplotlib as 2D backend.
+<img src="../_images/sphx_glr_plot_autoreject_workflow_002.png" srcset="../_images/sphx_glr_plot_autoreject_workflow_002.png" alt="plot autoreject workflow" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Using matplotlib as 2D backend.
 
 &lt;MNEBrowseFigure size 800x800 with 4 Axes&gt;
 </pre></div>
 </div>
 <p>and the reject log</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="../generated/autoreject.RejectLog.html#autoreject.RejectLog.plot" title="autoreject.RejectLog.plot" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-method"><span class="n">reject_log</span><span class="o">.</span><span class="n">plot</span></a><span class="p">(</span><span class="s1">&#39;horizontal&#39;</span><span class="p">)</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="../generated/autoreject.RejectLog.html#autoreject.RejectLog.plot" title="autoreject.RejectLog.plot" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-method"><span class="n">reject_log</span><span class="o">.</span><span class="n">plot</span></a><span class="p">(</span><span class="s1">&#39;horizontal&#39;</span><span class="p">)</span>
 </pre></div>
 </div>
 <img src="../_images/sphx_glr_plot_autoreject_workflow_003.png" srcset="../_images/sphx_glr_plot_autoreject_workflow_003.png" alt="plot autoreject workflow" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;Figure size 1200x600 with 1 Axes&gt;
@@ -1279,7 +1172,7 @@ <h2><a class="toc-backref" href="#id2" role="doc-backlink">Autoreject with high-
 analyses use filtering since the interest is in the time series, but
 if you are doing a frequency based analysis, filtering before the
 Fourier transform could potentially be avoided by detrending instead.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">raw</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">l_freq</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">h_freq</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="n">raw</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">l_freq</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">h_freq</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
 <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.make_fixed_length_epochs.html#mne.make_fixed_length_epochs" title="mne.make_fixed_length_epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">make_fixed_length_epochs</span></a><span class="p">(</span><span class="n">raw</span><span class="p">,</span> <span class="n">duration</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span> <span class="n">preload</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ar</span></a> <span class="o">=</span> <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class"><span class="n">autoreject</span><span class="o">.</span><span class="n">AutoReject</span></a><span class="p">(</span><span class="n">n_interpolate</span><span class="o">=</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">],</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">11</span><span class="p">,</span>
                            <span class="n">n_jobs</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
@@ -1309,90 +1202,72 @@ <h2><a class="toc-backref" href="#id2" role="doc-backlink">Autoreject with high-
 Running autoreject on ch_type=eeg
 
   0%|          | Creating augmented epochs : 0/32 [00:00&lt;?,       ?it/s]
-  6%|▋         | Creating augmented epochs : 2/32 [00:00&lt;00:00,   62.85it/s]
-  9%|▉         | Creating augmented epochs : 3/32 [00:00&lt;00:00,   55.96it/s]
- 12%|█▎        | Creating augmented epochs : 4/32 [00:00&lt;00:00,   54.10it/s]
- 16%|█▌        | Creating augmented epochs : 5/32 [00:00&lt;00:00,   52.36it/s]
- 19%|█▉        | Creating augmented epochs : 6/32 [00:00&lt;00:00,   52.10it/s]
- 22%|██▏       | Creating augmented epochs : 7/32 [00:00&lt;00:00,   52.13it/s]
- 25%|██▌       | Creating augmented epochs : 8/32 [00:00&lt;00:00,   51.85it/s]
- 28%|██▊       | Creating augmented epochs : 9/32 [00:00&lt;00:00,   51.08it/s]
- 31%|███▏      | Creating augmented epochs : 10/32 [00:00&lt;00:00,   50.81it/s]
- 34%|███▍      | Creating augmented epochs : 11/32 [00:00&lt;00:00,   50.88it/s]
- 38%|███▊      | Creating augmented epochs : 12/32 [00:00&lt;00:00,   50.62it/s]
- 41%|████      | Creating augmented epochs : 13/32 [00:00&lt;00:00,   50.51it/s]
- 44%|████▍     | Creating augmented epochs : 14/32 [00:00&lt;00:00,   49.98it/s]
- 47%|████▋     | Creating augmented epochs : 15/32 [00:00&lt;00:00,   49.97it/s]
- 50%|█████     | Creating augmented epochs : 16/32 [00:00&lt;00:00,   49.72it/s]
- 53%|█████▎    | Creating augmented epochs : 17/32 [00:00&lt;00:00,   49.96it/s]
- 56%|█████▋    | Creating augmented epochs : 18/32 [00:00&lt;00:00,   49.89it/s]
- 59%|█████▉    | Creating augmented epochs : 19/32 [00:00&lt;00:00,   49.46it/s]
- 62%|██████▎   | Creating augmented epochs : 20/32 [00:00&lt;00:00,   49.53it/s]
- 66%|██████▌   | Creating augmented epochs : 21/32 [00:00&lt;00:00,   49.45it/s]
- 69%|██████▉   | Creating augmented epochs : 22/32 [00:00&lt;00:00,   48.93it/s]
- 72%|███████▏  | Creating augmented epochs : 23/32 [00:00&lt;00:00,   49.08it/s]
- 75%|███████▌  | Creating augmented epochs : 24/32 [00:00&lt;00:00,   49.11it/s]
- 78%|███████▊  | Creating augmented epochs : 25/32 [00:00&lt;00:00,   49.00it/s]
- 81%|████████▏ | Creating augmented epochs : 26/32 [00:00&lt;00:00,   49.19it/s]
- 84%|████████▍ | Creating augmented epochs : 27/32 [00:00&lt;00:00,   49.29it/s]
- 88%|████████▊ | Creating augmented epochs : 28/32 [00:00&lt;00:00,   49.10it/s]
- 91%|█████████ | Creating augmented epochs : 29/32 [00:00&lt;00:00,   49.20it/s]
- 94%|█████████▍| Creating augmented epochs : 30/32 [00:00&lt;00:00,   49.11it/s]
- 97%|█████████▋| Creating augmented epochs : 31/32 [00:00&lt;00:00,   49.00it/s]
-100%|██████████| Creating augmented epochs : 32/32 [00:00&lt;00:00,   48.78it/s]
-100%|██████████| Creating augmented epochs : 32/32 [00:00&lt;00:00,   49.27it/s]
+  6%|▋         | Creating augmented epochs : 2/32 [00:00&lt;00:00,   95.46it/s]
+ 12%|█▎        | Creating augmented epochs : 4/32 [00:00&lt;00:00,   88.15it/s]
+ 19%|█▉        | Creating augmented epochs : 6/32 [00:00&lt;00:00,   86.54it/s]
+ 25%|██▌       | Creating augmented epochs : 8/32 [00:00&lt;00:00,   86.63it/s]
+ 31%|███▏      | Creating augmented epochs : 10/32 [00:00&lt;00:00,   85.11it/s]
+ 38%|███▊      | Creating augmented epochs : 12/32 [00:00&lt;00:00,   85.51it/s]
+ 44%|████▍     | Creating augmented epochs : 14/32 [00:00&lt;00:00,   84.96it/s]
+ 50%|█████     | Creating augmented epochs : 16/32 [00:00&lt;00:00,   84.55it/s]
+ 56%|█████▋    | Creating augmented epochs : 18/32 [00:00&lt;00:00,   84.67it/s]
+ 62%|██████▎   | Creating augmented epochs : 20/32 [00:00&lt;00:00,   84.23it/s]
+ 69%|██████▉   | Creating augmented epochs : 22/32 [00:00&lt;00:00,   83.75it/s]
+ 75%|███████▌  | Creating augmented epochs : 24/32 [00:00&lt;00:00,   83.91it/s]
+ 81%|████████▏ | Creating augmented epochs : 26/32 [00:00&lt;00:00,   83.97it/s]
+ 88%|████████▊ | Creating augmented epochs : 28/32 [00:00&lt;00:00,   83.78it/s]
+ 94%|█████████▍| Creating augmented epochs : 30/32 [00:00&lt;00:00,   83.66it/s]
+100%|██████████| Creating augmented epochs : 32/32 [00:00&lt;00:00,   83.34it/s]
+100%|██████████| Creating augmented epochs : 32/32 [00:00&lt;00:00,   83.61it/s]
 
   0%|          | Computing thresholds ... : 0/32 [00:00&lt;?,       ?it/s]
-  3%|▎         | Computing thresholds ... : 1/32 [00:00&lt;00:16,    1.91it/s]
-  6%|▋         | Computing thresholds ... : 2/32 [00:01&lt;00:15,    1.90it/s]
-  9%|▉         | Computing thresholds ... : 3/32 [00:01&lt;00:15,    1.90it/s]
- 12%|█▎        | Computing thresholds ... : 4/32 [00:02&lt;00:14,    1.90it/s]
- 16%|█▌        | Computing thresholds ... : 5/32 [00:02&lt;00:14,    1.90it/s]
- 19%|█▉        | Computing thresholds ... : 6/32 [00:03&lt;00:13,    1.90it/s]
- 22%|██▏       | Computing thresholds ... : 7/32 [00:03&lt;00:13,    1.90it/s]
- 25%|██▌       | Computing thresholds ... : 8/32 [00:04&lt;00:12,    1.90it/s]
- 28%|██▊       | Computing thresholds ... : 9/32 [00:04&lt;00:12,    1.90it/s]
- 31%|███▏      | Computing thresholds ... : 10/32 [00:05&lt;00:11,    1.90it/s]
- 34%|███▍      | Computing thresholds ... : 11/32 [00:05&lt;00:11,    1.91it/s]
- 38%|███▊      | Computing thresholds ... : 12/32 [00:06&lt;00:10,    1.91it/s]
- 41%|████      | Computing thresholds ... : 13/32 [00:06&lt;00:09,    1.91it/s]
- 44%|████▍     | Computing thresholds ... : 14/32 [00:07&lt;00:09,    1.91it/s]
- 47%|████▋     | Computing thresholds ... : 15/32 [00:07&lt;00:08,    1.91it/s]
- 50%|█████     | Computing thresholds ... : 16/32 [00:08&lt;00:08,    1.92it/s]
- 53%|█████▎    | Computing thresholds ... : 17/32 [00:08&lt;00:07,    1.92it/s]
- 56%|█████▋    | Computing thresholds ... : 18/32 [00:09&lt;00:07,    1.92it/s]
- 59%|█████▉    | Computing thresholds ... : 19/32 [00:09&lt;00:06,    1.92it/s]
- 62%|██████▎   | Computing thresholds ... : 20/32 [00:10&lt;00:06,    1.92it/s]
- 66%|██████▌   | Computing thresholds ... : 21/32 [00:10&lt;00:05,    1.92it/s]
- 69%|██████▉   | Computing thresholds ... : 22/32 [00:11&lt;00:05,    1.92it/s]
- 72%|███████▏  | Computing thresholds ... : 23/32 [00:12&lt;00:04,    1.92it/s]
- 75%|███████▌  | Computing thresholds ... : 24/32 [00:12&lt;00:04,    1.92it/s]
- 78%|███████▊  | Computing thresholds ... : 25/32 [00:13&lt;00:03,    1.92it/s]
- 81%|████████▏ | Computing thresholds ... : 26/32 [00:13&lt;00:03,    1.92it/s]
- 84%|████████▍ | Computing thresholds ... : 27/32 [00:14&lt;00:02,    1.92it/s]
- 88%|████████▊ | Computing thresholds ... : 28/32 [00:14&lt;00:02,    1.92it/s]
- 91%|█████████ | Computing thresholds ... : 29/32 [00:15&lt;00:01,    1.91it/s]
- 94%|█████████▍| Computing thresholds ... : 30/32 [00:15&lt;00:01,    1.91it/s]
- 97%|█████████▋| Computing thresholds ... : 31/32 [00:16&lt;00:00,    1.91it/s]
-100%|██████████| Computing thresholds ... : 32/32 [00:16&lt;00:00,    1.91it/s]
-100%|██████████| Computing thresholds ... : 32/32 [00:16&lt;00:00,    1.91it/s]
+  3%|▎         | Computing thresholds ... : 1/32 [00:00&lt;00:10,    2.90it/s]
+  6%|▋         | Computing thresholds ... : 2/32 [00:00&lt;00:10,    2.89it/s]
+  9%|▉         | Computing thresholds ... : 3/32 [00:01&lt;00:10,    2.89it/s]
+ 12%|█▎        | Computing thresholds ... : 4/32 [00:01&lt;00:09,    2.89it/s]
+ 16%|█▌        | Computing thresholds ... : 5/32 [00:01&lt;00:09,    2.89it/s]
+ 19%|█▉        | Computing thresholds ... : 6/32 [00:02&lt;00:09,    2.89it/s]
+ 22%|██▏       | Computing thresholds ... : 7/32 [00:02&lt;00:08,    2.89it/s]
+ 25%|██▌       | Computing thresholds ... : 8/32 [00:02&lt;00:08,    2.89it/s]
+ 28%|██▊       | Computing thresholds ... : 9/32 [00:03&lt;00:07,    2.89it/s]
+ 31%|███▏      | Computing thresholds ... : 10/32 [00:03&lt;00:07,    2.89it/s]
+ 34%|███▍      | Computing thresholds ... : 11/32 [00:03&lt;00:07,    2.89it/s]
+ 38%|███▊      | Computing thresholds ... : 12/32 [00:04&lt;00:06,    2.89it/s]
+ 41%|████      | Computing thresholds ... : 13/32 [00:04&lt;00:06,    2.89it/s]
+ 44%|████▍     | Computing thresholds ... : 14/32 [00:04&lt;00:06,    2.90it/s]
+ 47%|████▋     | Computing thresholds ... : 15/32 [00:05&lt;00:05,    2.90it/s]
+ 50%|█████     | Computing thresholds ... : 16/32 [00:05&lt;00:05,    2.90it/s]
+ 53%|█████▎    | Computing thresholds ... : 17/32 [00:05&lt;00:05,    2.91it/s]
+ 56%|█████▋    | Computing thresholds ... : 18/32 [00:06&lt;00:04,    2.91it/s]
+ 59%|█████▉    | Computing thresholds ... : 19/32 [00:06&lt;00:04,    2.91it/s]
+ 62%|██████▎   | Computing thresholds ... : 20/32 [00:06&lt;00:04,    2.91it/s]
+ 66%|██████▌   | Computing thresholds ... : 21/32 [00:07&lt;00:03,    2.91it/s]
+ 69%|██████▉   | Computing thresholds ... : 22/32 [00:07&lt;00:03,    2.91it/s]
+ 72%|███████▏  | Computing thresholds ... : 23/32 [00:07&lt;00:03,    2.90it/s]
+ 75%|███████▌  | Computing thresholds ... : 24/32 [00:08&lt;00:02,    2.90it/s]
+ 78%|███████▊  | Computing thresholds ... : 25/32 [00:08&lt;00:02,    2.90it/s]
+ 81%|████████▏ | Computing thresholds ... : 26/32 [00:08&lt;00:02,    2.90it/s]
+ 84%|████████▍ | Computing thresholds ... : 27/32 [00:09&lt;00:01,    2.90it/s]
+ 88%|████████▊ | Computing thresholds ... : 28/32 [00:09&lt;00:01,    2.90it/s]
+ 91%|█████████ | Computing thresholds ... : 29/32 [00:10&lt;00:01,    2.90it/s]
+ 94%|█████████▍| Computing thresholds ... : 30/32 [00:10&lt;00:00,    2.90it/s]
+ 97%|█████████▋| Computing thresholds ... : 31/32 [00:10&lt;00:00,    2.90it/s]
+100%|██████████| Computing thresholds ... : 32/32 [00:11&lt;00:00,    2.89it/s]
+100%|██████████| Computing thresholds ... : 32/32 [00:11&lt;00:00,    2.90it/s]
 
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 20%|██        | Repairing epochs : 4/20 [00:00&lt;00:00,  220.90it/s]
+ 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  351.29it/s]
 
 
- 40%|████      | Repairing epochs : 8/20 [00:00&lt;00:00,  221.77it/s]
+ 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,  350.62it/s]
 
 
- 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,  222.72it/s]
-
-
- 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,  253.61it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  262.81it/s]
+ 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,  348.39it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  347.09it/s]
 
 
   0%|          | n_interp : 0/4 [00:00&lt;?,       ?it/s]
@@ -1401,47 +1276,29 @@ <h2><a class="toc-backref" href="#id2" role="doc-backlink">Autoreject with high-
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 10%|█         | Repairing epochs : 2/20 [00:00&lt;00:00,   70.06it/s]
-
-
- 15%|█▌        | Repairing epochs : 3/20 [00:00&lt;00:00,   63.30it/s]
+ 10%|█         | Repairing epochs : 2/20 [00:00&lt;00:00,  110.29it/s]
 
 
- 25%|██▌       | Repairing epochs : 5/20 [00:00&lt;00:00,   71.87it/s]
+ 25%|██▌       | Repairing epochs : 5/20 [00:00&lt;00:00,  114.18it/s]
 
 
- 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,   68.02it/s]
+ 35%|███▌      | Repairing epochs : 7/20 [00:00&lt;00:00,  105.18it/s]
 
 
- 35%|███▌      | Repairing epochs : 7/20 [00:00&lt;00:00,   64.27it/s]
+ 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  121.70it/s]
 
 
- 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,   75.10it/s]
+ 65%|██████▌   | Repairing epochs : 13/20 [00:00&lt;00:00,  130.25it/s]
 
 
- 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,   76.11it/s]
+ 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  122.23it/s]
 
 
- 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,   76.96it/s]
+ 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,  115.39it/s]
 
 
- 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,   74.48it/s]
-
-
- 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,   72.00it/s]
-
-
- 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,   69.79it/s]
-
-
- 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,   67.82it/s]
-
-
- 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,   66.18it/s]
-
-
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,   64.53it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,   66.08it/s]
+ 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,  110.94it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  110.22it/s]
 
 
 
@@ -1450,78 +1307,72 @@ <h2><a class="toc-backref" href="#id2" role="doc-backlink">Autoreject with high-
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:01,    7.63it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   11.07it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,    9.64it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   13.03it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   10.61it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   13.73it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,   11.23it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   14.07it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   11.59it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   14.37it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   11.79it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   14.57it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   12.03it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   14.65it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   12.17it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   14.76it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   12.32it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   14.85it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   12.44it/s]
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   12.24it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   14.99it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   14.85it/s]
 
 
- 25%|██▌       | n_interp : 1/4 [00:01&lt;00:03,    1.14s/it]
+ 25%|██▌       | n_interp : 1/4 [00:00&lt;00:02,    1.15it/s]
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 10%|█         | Repairing epochs : 2/20 [00:00&lt;00:00,   95.81it/s]
-
-
- 25%|██▌       | Repairing epochs : 5/20 [00:00&lt;00:00,  115.73it/s]
-
+ 15%|█▌        | Repairing epochs : 3/20 [00:00&lt;00:00,  133.94it/s]
 
- 35%|███▌      | Repairing epochs : 7/20 [00:00&lt;00:00,   95.55it/s]
 
+ 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  156.23it/s]
 
- 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  100.24it/s]
 
+ 45%|████▌     | Repairing epochs : 9/20 [00:00&lt;00:00,  158.35it/s]
 
- 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,   94.01it/s]
 
+ 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,  143.20it/s]
 
- 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,   90.72it/s]
 
+ 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  133.51it/s]
 
- 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,   89.96it/s]
 
+ 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,  126.53it/s]
 
- 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,   92.44it/s]
 
-
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,   93.78it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,   93.69it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  128.44it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  129.46it/s]
 
 
 
@@ -1530,78 +1381,72 @@ <h2><a class="toc-backref" href="#id2" role="doc-backlink">Autoreject with high-
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:00,   13.53it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   15.21it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,   13.73it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   15.33it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   13.65it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   15.59it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,   13.74it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   15.50it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   13.79it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   15.49it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   13.88it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   15.66it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   13.89it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   15.58it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   13.88it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   15.55it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   13.88it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   15.59it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   13.92it/s]
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   13.89it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   15.53it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   15.52it/s]
 
 
- 50%|█████     | n_interp : 2/4 [00:02&lt;00:02,    1.05s/it]
+ 50%|█████     | n_interp : 2/4 [00:01&lt;00:01,    1.19it/s]
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 10%|█         | Repairing epochs : 2/20 [00:00&lt;00:00,  100.34it/s]
-
-
- 25%|██▌       | Repairing epochs : 5/20 [00:00&lt;00:00,  125.78it/s]
-
+ 15%|█▌        | Repairing epochs : 3/20 [00:00&lt;00:00,  137.96it/s]
 
- 35%|███▌      | Repairing epochs : 7/20 [00:00&lt;00:00,  100.27it/s]
 
+ 35%|███▌      | Repairing epochs : 7/20 [00:00&lt;00:00,  141.13it/s]
 
- 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  101.91it/s]
 
+ 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  148.49it/s]
 
- 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,   95.14it/s]
 
+ 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,  142.87it/s]
 
- 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,   92.30it/s]
 
+ 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  133.84it/s]
 
- 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,   91.74it/s]
 
+ 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,  127.09it/s]
 
- 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,   93.66it/s]
 
-
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,   95.09it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,   95.14it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  128.21it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  129.08it/s]
 
 
 
@@ -1610,78 +1455,72 @@ <h2><a class="toc-backref" href="#id2" role="doc-backlink">Autoreject with high-
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:00,   13.63it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   15.75it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,   13.62it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   15.70it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   13.80it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   15.71it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,   13.83it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   15.72it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   13.88it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   15.73it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   13.89it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   15.72it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   13.87it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   15.63it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   13.76it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   15.63it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   13.70it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   15.62it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   13.69it/s]
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   13.70it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   15.59it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   15.59it/s]
 
 
- 75%|███████▌  | n_interp : 3/4 [00:03&lt;00:01,    1.02s/it]
+ 75%|███████▌  | n_interp : 3/4 [00:02&lt;00:00,    1.20it/s]
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 10%|█         | Repairing epochs : 2/20 [00:00&lt;00:00,  109.37it/s]
-
-
- 25%|██▌       | Repairing epochs : 5/20 [00:00&lt;00:00,  129.88it/s]
-
+ 15%|█▌        | Repairing epochs : 3/20 [00:00&lt;00:00,  150.89it/s]
 
- 35%|███▌      | Repairing epochs : 7/20 [00:00&lt;00:00,  102.37it/s]
 
+ 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  167.31it/s]
 
- 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  102.69it/s]
 
+ 45%|████▌     | Repairing epochs : 9/20 [00:00&lt;00:00,  164.83it/s]
 
- 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,   95.77it/s]
 
+ 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,  144.89it/s]
 
- 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,   92.52it/s]
 
+ 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  134.00it/s]
 
- 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,   91.60it/s]
 
+ 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,  127.61it/s]
 
- 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,   93.31it/s]
 
-
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,   94.73it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,   94.97it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  129.27it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  130.60it/s]
 
 
 
@@ -1690,48 +1529,48 @@ <h2><a class="toc-backref" href="#id2" role="doc-backlink">Autoreject with high-
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:00,   14.12it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   16.52it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,   14.15it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   16.22it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   14.20it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   16.21it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,   14.38it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   16.26it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   14.33it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   16.19it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   14.22it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   16.22it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   14.22it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   16.19it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   14.32it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   16.27it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   14.39it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   16.18it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   14.45it/s]
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   14.40it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   16.12it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   16.13it/s]
 
 
-100%|██████████| n_interp : 4/4 [00:03&lt;00:00,    1.01it/s]
-100%|██████████| n_interp : 4/4 [00:03&lt;00:00,    1.00it/s]
+100%|██████████| n_interp : 4/4 [00:03&lt;00:00,    1.22it/s]
+100%|██████████| n_interp : 4/4 [00:03&lt;00:00,    1.22it/s]
 
 
 
@@ -1743,197 +1582,134 @@ <h2><a class="toc-backref" href="#id2" role="doc-backlink">Autoreject with high-
   0%|          | Repairing epochs : 0/97 [00:00&lt;?,       ?it/s]
 
 
-  2%|▏         | Repairing epochs : 2/97 [00:00&lt;00:00,  116.42it/s]
-
-
-  5%|▌         | Repairing epochs : 5/97 [00:00&lt;00:00,  133.68it/s]
-
-
-  7%|▋         | Repairing epochs : 7/97 [00:00&lt;00:00,  103.08it/s]
-
-
- 10%|█         | Repairing epochs : 10/97 [00:00&lt;00:00,  103.21it/s]
-
-
- 12%|█▏        | Repairing epochs : 12/97 [00:00&lt;00:00,   96.52it/s]
-
-
- 14%|█▍        | Repairing epochs : 14/97 [00:00&lt;00:00,   95.06it/s]
-
-
- 16%|█▋        | Repairing epochs : 16/97 [00:00&lt;00:00,   93.42it/s]
-
-
- 19%|█▊        | Repairing epochs : 18/97 [00:00&lt;00:00,   95.10it/s]
-
-
- 21%|██        | Repairing epochs : 20/97 [00:00&lt;00:00,   95.82it/s]
-
-
- 23%|██▎       | Repairing epochs : 22/97 [00:00&lt;00:00,   97.96it/s]
-
-
- 25%|██▍       | Repairing epochs : 24/97 [00:00&lt;00:00,   99.26it/s]
-
-
- 27%|██▋       | Repairing epochs : 26/97 [00:00&lt;00:00,  100.63it/s]
-
-
- 29%|██▉       | Repairing epochs : 28/97 [00:00&lt;00:00,  101.56it/s]
-
-
- 31%|███       | Repairing epochs : 30/97 [00:00&lt;00:00,  101.43it/s]
-
+  3%|▎         | Repairing epochs : 3/97 [00:00&lt;00:00,  150.47it/s]
 
- 33%|███▎      | Repairing epochs : 32/97 [00:00&lt;00:00,  102.21it/s]
 
+  6%|▌         | Repairing epochs : 6/97 [00:00&lt;00:00,  167.37it/s]
 
- 35%|███▌      | Repairing epochs : 34/97 [00:00&lt;00:00,  102.74it/s]
 
+  8%|▊         | Repairing epochs : 8/97 [00:00&lt;00:00,  153.48it/s]
 
- 36%|███▌      | Repairing epochs : 35/97 [00:00&lt;00:00,   98.96it/s]
 
+ 11%|█▏        | Repairing epochs : 11/97 [00:00&lt;00:00,  156.81it/s]
 
- 37%|███▋      | Repairing epochs : 36/97 [00:00&lt;00:00,   95.50it/s]
 
+ 13%|█▎        | Repairing epochs : 13/97 [00:00&lt;00:00,  150.04it/s]
 
- 38%|███▊      | Repairing epochs : 37/97 [00:00&lt;00:00,   92.25it/s]
 
+ 15%|█▌        | Repairing epochs : 15/97 [00:00&lt;00:00,  136.40it/s]
 
- 39%|███▉      | Repairing epochs : 38/97 [00:00&lt;00:00,   89.81it/s]
 
+ 18%|█▊        | Repairing epochs : 17/97 [00:00&lt;00:00,  128.24it/s]
 
- 40%|████      | Repairing epochs : 39/97 [00:00&lt;00:00,   86.42it/s]
 
+ 21%|██        | Repairing epochs : 20/97 [00:00&lt;00:00,  129.43it/s]
 
- 41%|████      | Repairing epochs : 40/97 [00:00&lt;00:00,   84.29it/s]
 
+ 24%|██▎       | Repairing epochs : 23/97 [00:00&lt;00:00,  133.25it/s]
 
- 42%|████▏     | Repairing epochs : 41/97 [00:00&lt;00:00,   82.20it/s]
 
+ 27%|██▋       | Repairing epochs : 26/97 [00:00&lt;00:00,  134.76it/s]
 
- 43%|████▎     | Repairing epochs : 42/97 [00:00&lt;00:00,   80.57it/s]
 
+ 30%|██▉       | Repairing epochs : 29/97 [00:00&lt;00:00,  135.36it/s]
 
- 44%|████▍     | Repairing epochs : 43/97 [00:00&lt;00:00,   78.81it/s]
 
+ 33%|███▎      | Repairing epochs : 32/97 [00:00&lt;00:00,  136.53it/s]
 
- 45%|████▌     | Repairing epochs : 44/97 [00:00&lt;00:00,   77.49it/s]
 
+ 36%|███▌      | Repairing epochs : 35/97 [00:00&lt;00:00,  134.52it/s]
 
- 46%|████▋     | Repairing epochs : 45/97 [00:00&lt;00:00,   76.25it/s]
 
+ 38%|███▊      | Repairing epochs : 37/97 [00:00&lt;00:00,  129.91it/s]
 
- 47%|████▋     | Repairing epochs : 46/97 [00:00&lt;00:00,   74.39it/s]
 
+ 40%|████      | Repairing epochs : 39/97 [00:00&lt;00:00,  124.92it/s]
 
- 48%|████▊     | Repairing epochs : 47/97 [00:00&lt;00:00,   73.49it/s]
 
+ 42%|████▏     | Repairing epochs : 41/97 [00:00&lt;00:00,  121.85it/s]
 
- 51%|█████     | Repairing epochs : 49/97 [00:00&lt;00:00,   76.03it/s]
 
+ 44%|████▍     | Repairing epochs : 43/97 [00:00&lt;00:00,  119.40it/s]
 
- 53%|█████▎    | Repairing epochs : 51/97 [00:00&lt;00:00,   77.63it/s]
 
+ 46%|████▋     | Repairing epochs : 45/97 [00:00&lt;00:00,  117.04it/s]
 
- 55%|█████▍    | Repairing epochs : 53/97 [00:00&lt;00:00,   79.90it/s]
 
+ 48%|████▊     | Repairing epochs : 47/97 [00:00&lt;00:00,  114.45it/s]
 
- 57%|█████▋    | Repairing epochs : 55/97 [00:00&lt;00:00,   81.57it/s]
 
+ 51%|█████     | Repairing epochs : 49/97 [00:00&lt;00:00,  113.19it/s]
 
- 59%|█████▉    | Repairing epochs : 57/97 [00:00&lt;00:00,   83.32it/s]
 
+ 53%|█████▎    | Repairing epochs : 51/97 [00:00&lt;00:00,  113.38it/s]
 
- 60%|█████▉    | Repairing epochs : 58/97 [00:00&lt;00:00,   81.58it/s]
 
+ 56%|█████▌    | Repairing epochs : 54/97 [00:00&lt;00:00,  115.83it/s]
 
- 61%|██████    | Repairing epochs : 59/97 [00:00&lt;00:00,   80.08it/s]
 
+ 59%|█████▉    | Repairing epochs : 57/97 [00:00&lt;00:00,  118.35it/s]
 
- 62%|██████▏   | Repairing epochs : 60/97 [00:00&lt;00:00,   78.47it/s]
 
+ 61%|██████    | Repairing epochs : 59/97 [00:00&lt;00:00,  116.65it/s]
 
- 63%|██████▎   | Repairing epochs : 61/97 [00:00&lt;00:00,   76.96it/s]
 
+ 63%|██████▎   | Repairing epochs : 61/97 [00:00&lt;00:00,  114.43it/s]
 
- 64%|██████▍   | Repairing epochs : 62/97 [00:00&lt;00:00,   75.85it/s]
 
+ 65%|██████▍   | Repairing epochs : 63/97 [00:00&lt;00:00,  112.71it/s]
 
- 65%|██████▍   | Repairing epochs : 63/97 [00:00&lt;00:00,   74.29it/s]
 
+ 67%|██████▋   | Repairing epochs : 65/97 [00:00&lt;00:00,  110.59it/s]
 
- 66%|██████▌   | Repairing epochs : 64/97 [00:00&lt;00:00,   73.24it/s]
 
+ 69%|██████▉   | Repairing epochs : 67/97 [00:00&lt;00:00,  109.43it/s]
 
- 67%|██████▋   | Repairing epochs : 65/97 [00:00&lt;00:00,   71.52it/s]
 
+ 71%|███████   | Repairing epochs : 69/97 [00:00&lt;00:00,  108.44it/s]
 
- 68%|██████▊   | Repairing epochs : 66/97 [00:00&lt;00:00,   70.70it/s]
 
+ 73%|███████▎  | Repairing epochs : 71/97 [00:00&lt;00:00,  108.92it/s]
 
- 70%|███████   | Repairing epochs : 68/97 [00:00&lt;00:00,   71.73it/s]
 
+ 76%|███████▋  | Repairing epochs : 74/97 [00:00&lt;00:00,  110.99it/s]
 
- 72%|███████▏  | Repairing epochs : 70/97 [00:00&lt;00:00,   73.70it/s]
 
+ 79%|███████▉  | Repairing epochs : 77/97 [00:00&lt;00:00,  112.93it/s]
 
- 74%|███████▍  | Repairing epochs : 72/97 [00:00&lt;00:00,   75.34it/s]
 
+ 82%|████████▏ | Repairing epochs : 80/97 [00:00&lt;00:00,  115.04it/s]
 
- 76%|███████▋  | Repairing epochs : 74/97 [00:00&lt;00:00,   77.02it/s]
 
+ 86%|████████▌ | Repairing epochs : 83/97 [00:00&lt;00:00,  116.81it/s]
 
- 78%|███████▊  | Repairing epochs : 76/97 [00:00&lt;00:00,   78.89it/s]
 
+ 89%|████████▊ | Repairing epochs : 86/97 [00:00&lt;00:00,  118.37it/s]
 
- 80%|████████  | Repairing epochs : 78/97 [00:00&lt;00:00,   80.43it/s]
 
+ 92%|█████████▏| Repairing epochs : 89/97 [00:00&lt;00:00,  119.81it/s]
 
- 82%|████████▏ | Repairing epochs : 80/97 [00:00&lt;00:00,   82.24it/s]
 
+ 95%|█████████▍| Repairing epochs : 92/97 [00:00&lt;00:00,  121.26it/s]
 
- 85%|████████▍ | Repairing epochs : 82/97 [00:00&lt;00:00,   84.00it/s]
 
-
- 87%|████████▋ | Repairing epochs : 84/97 [00:01&lt;00:00,   85.03it/s]
-
-
- 89%|████████▊ | Repairing epochs : 86/97 [00:01&lt;00:00,   86.58it/s]
-
-
- 91%|█████████ | Repairing epochs : 88/97 [00:01&lt;00:00,   87.78it/s]
-
-
- 93%|█████████▎| Repairing epochs : 90/97 [00:01&lt;00:00,   89.00it/s]
-
-
- 95%|█████████▍| Repairing epochs : 92/97 [00:01&lt;00:00,   90.01it/s]
-
-
- 97%|█████████▋| Repairing epochs : 94/97 [00:01&lt;00:00,   91.07it/s]
-
-
- 99%|█████████▉| Repairing epochs : 96/97 [00:01&lt;00:00,   92.06it/s]
-100%|██████████| Repairing epochs : 97/97 [00:01&lt;00:00,   86.58it/s]
+ 98%|█████████▊| Repairing epochs : 95/97 [00:00&lt;00:00,  122.75it/s]
+100%|██████████| Repairing epochs : 97/97 [00:00&lt;00:00,  121.32it/s]
 Dropped 23 epochs: 62, 63, 64, 65, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 86, 89, 91, 92, 95, 96
 </pre></div>
 </div>
 <p>visualize the dropped epochs</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">[</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject_log</span><span class="o">.</span><span class="n">bad_epochs</span></a><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">scalings</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">eeg</span><span class="o">=</span><span class="mf">100e-6</span><span class="p">))</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">[</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject_log</span><span class="o">.</span><span class="n">bad_epochs</span></a><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">scalings</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">eeg</span><span class="o">=</span><span class="mf">100e-6</span><span class="p">))</span>
 </pre></div>
 </div>
-<img src="../_images/sphx_glr_plot_autoreject_workflow_004.png" srcset="../_images/sphx_glr_plot_autoreject_workflow_004.png" alt="plot autoreject workflow" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>/home/circleci/project/examples/plot_autoreject_workflow.py:121: FutureWarning: The current default events=None is deprecated and will change to events=True in MNE 1.6. Set events=False to suppress this warning.
-  epochs[reject_log.bad_epochs].plot(scalings=dict(eeg=100e-6))
-
-&lt;MNEBrowseFigure size 800x800 with 4 Axes&gt;
+<img src="../_images/sphx_glr_plot_autoreject_workflow_004.png" srcset="../_images/sphx_glr_plot_autoreject_workflow_004.png" alt="plot autoreject workflow" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;MNEBrowseFigure size 800x800 with 4 Axes&gt;
 </pre></div>
 </div>
 <p>and the reject log. As we can see in the plot, high-pass filtering reduced
 the number of epochs marked as bad by autoreject. This is because
 low-frequency drifts can inflate peak-to-peak amplitude when an upward
 drift aligns with a peak.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="../generated/autoreject.RejectLog.html#autoreject.RejectLog.plot" title="autoreject.RejectLog.plot" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-method"><span class="n">reject_log</span><span class="o">.</span><span class="n">plot</span></a><span class="p">(</span><span class="s1">&#39;horizontal&#39;</span><span class="p">)</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="../generated/autoreject.RejectLog.html#autoreject.RejectLog.plot" title="autoreject.RejectLog.plot" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-method"><span class="n">reject_log</span><span class="o">.</span><span class="n">plot</span></a><span class="p">(</span><span class="s1">&#39;horizontal&#39;</span><span class="p">)</span>
 </pre></div>
 </div>
 <img src="../_images/sphx_glr_plot_autoreject_workflow_005.png" srcset="../_images/sphx_glr_plot_autoreject_workflow_005.png" alt="plot autoreject workflow" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;Figure size 1200x600 with 1 Axes&gt;
@@ -1951,14 +1727,14 @@ <h2><a class="toc-backref" href="#id3" role="doc-backlink">ICA</a><a class="head
 <p>Note that ICA works best if bad segments of the data are removed
 Hence, we will remove the bad segments from the
 previous run of autoreject for the benefit of the ICA algorithm.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># compute ICA</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="c1"># compute ICA</span>
 <a href="https://mne.tools/dev/generated/mne.preprocessing.ICA.html#mne.preprocessing.ICA" title="mne.preprocessing.ICA" class="sphx-glr-backref-module-mne-preprocessing sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ica</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.preprocessing.ICA.html#mne.preprocessing.ICA" title="mne.preprocessing.ICA" class="sphx-glr-backref-module-mne-preprocessing sphx-glr-backref-type-py-class"><span class="n">mne</span><span class="o">.</span><span class="n">preprocessing</span><span class="o">.</span><span class="n">ICA</span></a><span class="p">(</span><span class="n">random_state</span><span class="o">=</span><span class="mi">99</span><span class="p">)</span>
 <a href="https://mne.tools/dev/generated/mne.preprocessing.ICA.html#mne.preprocessing.ICA.fit" title="mne.preprocessing.ICA.fit" class="sphx-glr-backref-module-mne-preprocessing sphx-glr-backref-type-py-method"><span class="n">ica</span><span class="o">.</span><span class="n">fit</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">[</span><span class="o">~</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject_log</span><span class="o">.</span><span class="n">bad_epochs</span></a><span class="p">])</span>
 </pre></div>
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Fitting ICA to data using 32 channels (please be patient, this may take a while)
 Selecting by non-zero PCA components: 32 components
-Fitting ICA took 5.5s.
+Fitting ICA took 3.6s.
 </pre></div>
 </div>
 <div class="output_subarea output_html rendered_html output_result">
@@ -1967,6 +1743,10 @@ <h2><a class="toc-backref" href="#id3" role="doc-backlink">ICA</a><a class="head
         <th>Method</th>
         <td>fastica</td>
     </tr>
+    <tr>
+        <th>Fit parameters</th>
+        <td>algorithm=parallel<br />fun=logcosh<br />fun_args=None<br />max_iter=1000<br /></td>
+    </tr>
     <tr>
         <th>Fit</th>
         <td>49 iterations on epochs (113664 samples)</td>
@@ -1995,7 +1775,7 @@ <h2><a class="toc-backref" href="#id3" role="doc-backlink">ICA</a><a class="head
 <br /><p>We can see in the plots below that ICA effectively removed eyeblink
 artifact.</p>
 <p>plot source components to see which is made up of blinks</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">exclude</span></a> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span>  <span class="c1"># blinks</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">exclude</span></a> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span>  <span class="c1"># blinks</span>
            <span class="mi">2</span>  <span class="c1"># saccades</span>
            <span class="p">]</span>
 <a href="https://mne.tools/dev/generated/mne.preprocessing.ICA.html#mne.preprocessing.ICA.plot_components" title="mne.preprocessing.ICA.plot_components" class="sphx-glr-backref-module-mne-preprocessing sphx-glr-backref-type-py-method"><span class="n">ica</span><span class="o">.</span><span class="n">plot_components</span></a><span class="p">(</span><a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">exclude</span></a><span class="p">)</span>
@@ -2003,13 +1783,11 @@ <h2><a class="toc-backref" href="#id3" role="doc-backlink">ICA</a><a class="head
 </pre></div>
 </div>
 <img src="../_images/sphx_glr_plot_autoreject_workflow_006.png" srcset="../_images/sphx_glr_plot_autoreject_workflow_006.png" alt="ICA components, ICA000, ICA002" class = "sphx-glr-single-img"/><p>plot with and without eyeblink component</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.preprocessing.ICA.html#mne.preprocessing.ICA.plot_overlay" title="mne.preprocessing.ICA.plot_overlay" class="sphx-glr-backref-module-mne-preprocessing sphx-glr-backref-type-py-method"><span class="n">ica</span><span class="o">.</span><span class="n">plot_overlay</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs.average" title="mne.Epochs.average" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-method"><span class="n">epochs</span><span class="o">.</span><span class="n">average</span></a><span class="p">(),</span> <a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">exclude</span></a><span class="o">=</span><a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ica</span><span class="o">.</span><span class="n">exclude</span></a><span class="p">)</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.preprocessing.ICA.html#mne.preprocessing.ICA.plot_overlay" title="mne.preprocessing.ICA.plot_overlay" class="sphx-glr-backref-module-mne-preprocessing sphx-glr-backref-type-py-method"><span class="n">ica</span><span class="o">.</span><span class="n">plot_overlay</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs.average" title="mne.Epochs.average" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-method"><span class="n">epochs</span><span class="o">.</span><span class="n">average</span></a><span class="p">(),</span> <a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">exclude</span></a><span class="o">=</span><a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ica</span><span class="o">.</span><span class="n">exclude</span></a><span class="p">)</span>
 <a href="https://mne.tools/dev/generated/mne.preprocessing.ICA.html#mne.preprocessing.ICA.apply" title="mne.preprocessing.ICA.apply" class="sphx-glr-backref-module-mne-preprocessing sphx-glr-backref-type-py-method"><span class="n">ica</span><span class="o">.</span><span class="n">apply</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">exclude</span></a><span class="o">=</span><a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ica</span><span class="o">.</span><span class="n">exclude</span></a><span class="p">)</span>
 </pre></div>
 </div>
-<img src="../_images/sphx_glr_plot_autoreject_workflow_007.png" srcset="../_images/sphx_glr_plot_autoreject_workflow_007.png" alt="Signals before (red) and after (black) cleaning, EEG (32 channels)" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).
-NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).
-Applying ICA to Evoked instance
+<img src="../_images/sphx_glr_plot_autoreject_workflow_007.png" srcset="../_images/sphx_glr_plot_autoreject_workflow_007.png" alt="Signals before (red) and after (black) cleaning, EEG (32 channels)" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Applying ICA to Evoked instance
     Transforming to ICA space (32 components)
     Zeroing out 2 ICA components
     Projecting back using 32 PCA components
@@ -2055,7 +1833,7 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
 <p>These are the basic steps for a workflow with decisions that must be
 made based on what the data is being used for. Following this may help
 you optimize your use of <code class="docutils literal notranslate"><span class="pre">autoreject</span></code> in preprocessing.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># compute channel-level rejections</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="c1"># compute channel-level rejections</span>
 <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ar</span></a> <span class="o">=</span> <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class"><span class="n">autoreject</span><span class="o">.</span><span class="n">AutoReject</span></a><span class="p">(</span><span class="n">n_interpolate</span><span class="o">=</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">],</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">11</span><span class="p">,</span>
                            <span class="n">n_jobs</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject.fit" title="autoreject.AutoReject.fit" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-method"><span class="n">ar</span><span class="o">.</span><span class="n">fit</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">[:</span><span class="mi">20</span><span class="p">])</span>  <span class="c1"># fit on the first 20 epochs to save time</span>
@@ -2066,90 +1844,72 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
 <img src="../_images/sphx_glr_plot_autoreject_workflow_008.png" srcset="../_images/sphx_glr_plot_autoreject_workflow_008.png" alt="plot autoreject workflow" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Running autoreject on ch_type=eeg
 
   0%|          | Creating augmented epochs : 0/32 [00:00&lt;?,       ?it/s]
-  6%|▋         | Creating augmented epochs : 2/32 [00:00&lt;00:00,   65.53it/s]
-  9%|▉         | Creating augmented epochs : 3/32 [00:00&lt;00:00,   57.40it/s]
- 12%|█▎        | Creating augmented epochs : 4/32 [00:00&lt;00:00,   54.68it/s]
- 16%|█▌        | Creating augmented epochs : 5/32 [00:00&lt;00:00,   52.45it/s]
- 19%|█▉        | Creating augmented epochs : 6/32 [00:00&lt;00:00,   51.87it/s]
- 22%|██▏       | Creating augmented epochs : 7/32 [00:00&lt;00:00,   51.63it/s]
- 25%|██▌       | Creating augmented epochs : 8/32 [00:00&lt;00:00,   51.27it/s]
- 28%|██▊       | Creating augmented epochs : 9/32 [00:00&lt;00:00,   50.39it/s]
- 31%|███▏      | Creating augmented epochs : 10/32 [00:00&lt;00:00,   49.95it/s]
- 34%|███▍      | Creating augmented epochs : 11/32 [00:00&lt;00:00,   49.96it/s]
- 38%|███▊      | Creating augmented epochs : 12/32 [00:00&lt;00:00,   49.84it/s]
- 41%|████      | Creating augmented epochs : 13/32 [00:00&lt;00:00,   49.68it/s]
- 44%|████▍     | Creating augmented epochs : 14/32 [00:00&lt;00:00,   49.27it/s]
- 47%|████▋     | Creating augmented epochs : 15/32 [00:00&lt;00:00,   49.11it/s]
- 50%|█████     | Creating augmented epochs : 16/32 [00:00&lt;00:00,   48.83it/s]
- 53%|█████▎    | Creating augmented epochs : 17/32 [00:00&lt;00:00,   49.07it/s]
- 56%|█████▋    | Creating augmented epochs : 18/32 [00:00&lt;00:00,   49.01it/s]
- 59%|█████▉    | Creating augmented epochs : 19/32 [00:00&lt;00:00,   48.64it/s]
- 62%|██████▎   | Creating augmented epochs : 20/32 [00:00&lt;00:00,   48.68it/s]
- 66%|██████▌   | Creating augmented epochs : 21/32 [00:00&lt;00:00,   48.63it/s]
- 69%|██████▉   | Creating augmented epochs : 22/32 [00:00&lt;00:00,   48.30it/s]
- 72%|███████▏  | Creating augmented epochs : 23/32 [00:00&lt;00:00,   48.47it/s]
- 75%|███████▌  | Creating augmented epochs : 24/32 [00:00&lt;00:00,   48.47it/s]
- 78%|███████▊  | Creating augmented epochs : 25/32 [00:00&lt;00:00,   48.42it/s]
- 81%|████████▏ | Creating augmented epochs : 26/32 [00:00&lt;00:00,   48.44it/s]
- 84%|████████▍ | Creating augmented epochs : 27/32 [00:00&lt;00:00,   48.48it/s]
- 88%|████████▊ | Creating augmented epochs : 28/32 [00:00&lt;00:00,   48.26it/s]
- 91%|█████████ | Creating augmented epochs : 29/32 [00:00&lt;00:00,   48.28it/s]
- 94%|█████████▍| Creating augmented epochs : 30/32 [00:00&lt;00:00,   48.15it/s]
- 97%|█████████▋| Creating augmented epochs : 31/32 [00:00&lt;00:00,   48.10it/s]
-100%|██████████| Creating augmented epochs : 32/32 [00:00&lt;00:00,   47.94it/s]
-100%|██████████| Creating augmented epochs : 32/32 [00:00&lt;00:00,   48.48it/s]
+  6%|▋         | Creating augmented epochs : 2/32 [00:00&lt;00:00,  104.53it/s]
+ 12%|█▎        | Creating augmented epochs : 4/32 [00:00&lt;00:00,   89.68it/s]
+ 19%|█▉        | Creating augmented epochs : 6/32 [00:00&lt;00:00,   87.32it/s]
+ 25%|██▌       | Creating augmented epochs : 8/32 [00:00&lt;00:00,   87.35it/s]
+ 31%|███▏      | Creating augmented epochs : 10/32 [00:00&lt;00:00,   85.96it/s]
+ 38%|███▊      | Creating augmented epochs : 12/32 [00:00&lt;00:00,   86.13it/s]
+ 44%|████▍     | Creating augmented epochs : 14/32 [00:00&lt;00:00,   85.35it/s]
+ 50%|█████     | Creating augmented epochs : 16/32 [00:00&lt;00:00,   84.77it/s]
+ 56%|█████▋    | Creating augmented epochs : 18/32 [00:00&lt;00:00,   84.97it/s]
+ 62%|██████▎   | Creating augmented epochs : 20/32 [00:00&lt;00:00,   84.48it/s]
+ 69%|██████▉   | Creating augmented epochs : 22/32 [00:00&lt;00:00,   83.98it/s]
+ 75%|███████▌  | Creating augmented epochs : 24/32 [00:00&lt;00:00,   84.19it/s]
+ 81%|████████▏ | Creating augmented epochs : 26/32 [00:00&lt;00:00,   84.36it/s]
+ 88%|████████▊ | Creating augmented epochs : 28/32 [00:00&lt;00:00,   84.14it/s]
+ 94%|█████████▍| Creating augmented epochs : 30/32 [00:00&lt;00:00,   84.10it/s]
+100%|██████████| Creating augmented epochs : 32/32 [00:00&lt;00:00,   83.71it/s]
+100%|██████████| Creating augmented epochs : 32/32 [00:00&lt;00:00,   84.01it/s]
 
   0%|          | Computing thresholds ... : 0/32 [00:00&lt;?,       ?it/s]
-  3%|▎         | Computing thresholds ... : 1/32 [00:00&lt;00:16,    1.90it/s]
-  6%|▋         | Computing thresholds ... : 2/32 [00:01&lt;00:15,    1.90it/s]
-  9%|▉         | Computing thresholds ... : 3/32 [00:01&lt;00:15,    1.90it/s]
- 12%|█▎        | Computing thresholds ... : 4/32 [00:02&lt;00:14,    1.90it/s]
- 16%|█▌        | Computing thresholds ... : 5/32 [00:02&lt;00:14,    1.90it/s]
- 19%|█▉        | Computing thresholds ... : 6/32 [00:03&lt;00:13,    1.90it/s]
- 22%|██▏       | Computing thresholds ... : 7/32 [00:03&lt;00:13,    1.90it/s]
- 25%|██▌       | Computing thresholds ... : 8/32 [00:04&lt;00:12,    1.90it/s]
- 28%|██▊       | Computing thresholds ... : 9/32 [00:04&lt;00:12,    1.90it/s]
- 31%|███▏      | Computing thresholds ... : 10/32 [00:05&lt;00:11,    1.90it/s]
- 34%|███▍      | Computing thresholds ... : 11/32 [00:05&lt;00:11,    1.90it/s]
- 38%|███▊      | Computing thresholds ... : 12/32 [00:06&lt;00:10,    1.90it/s]
- 41%|████      | Computing thresholds ... : 13/32 [00:06&lt;00:09,    1.90it/s]
- 44%|████▍     | Computing thresholds ... : 14/32 [00:07&lt;00:09,    1.91it/s]
- 47%|████▋     | Computing thresholds ... : 15/32 [00:07&lt;00:08,    1.91it/s]
- 50%|█████     | Computing thresholds ... : 16/32 [00:08&lt;00:08,    1.91it/s]
- 53%|█████▎    | Computing thresholds ... : 17/32 [00:08&lt;00:07,    1.91it/s]
- 56%|█████▋    | Computing thresholds ... : 18/32 [00:09&lt;00:07,    1.91it/s]
- 59%|█████▉    | Computing thresholds ... : 19/32 [00:09&lt;00:06,    1.91it/s]
- 62%|██████▎   | Computing thresholds ... : 20/32 [00:10&lt;00:06,    1.91it/s]
- 66%|██████▌   | Computing thresholds ... : 21/32 [00:10&lt;00:05,    1.91it/s]
- 69%|██████▉   | Computing thresholds ... : 22/32 [00:11&lt;00:05,    1.91it/s]
- 72%|███████▏  | Computing thresholds ... : 23/32 [00:12&lt;00:04,    1.91it/s]
- 75%|███████▌  | Computing thresholds ... : 24/32 [00:12&lt;00:04,    1.91it/s]
- 78%|███████▊  | Computing thresholds ... : 25/32 [00:13&lt;00:03,    1.91it/s]
- 81%|████████▏ | Computing thresholds ... : 26/32 [00:13&lt;00:03,    1.91it/s]
- 84%|████████▍ | Computing thresholds ... : 27/32 [00:14&lt;00:02,    1.91it/s]
- 88%|████████▊ | Computing thresholds ... : 28/32 [00:14&lt;00:02,    1.90it/s]
- 91%|█████████ | Computing thresholds ... : 29/32 [00:15&lt;00:01,    1.90it/s]
- 94%|█████████▍| Computing thresholds ... : 30/32 [00:15&lt;00:01,    1.90it/s]
- 97%|█████████▋| Computing thresholds ... : 31/32 [00:16&lt;00:00,    1.90it/s]
-100%|██████████| Computing thresholds ... : 32/32 [00:16&lt;00:00,    1.90it/s]
-100%|██████████| Computing thresholds ... : 32/32 [00:16&lt;00:00,    1.90it/s]
+  3%|▎         | Computing thresholds ... : 1/32 [00:00&lt;00:10,    2.88it/s]
+  6%|▋         | Computing thresholds ... : 2/32 [00:00&lt;00:10,    2.87it/s]
+  9%|▉         | Computing thresholds ... : 3/32 [00:01&lt;00:10,    2.87it/s]
+ 12%|█▎        | Computing thresholds ... : 4/32 [00:01&lt;00:09,    2.87it/s]
+ 16%|█▌        | Computing thresholds ... : 5/32 [00:01&lt;00:09,    2.87it/s]
+ 19%|█▉        | Computing thresholds ... : 6/32 [00:02&lt;00:09,    2.87it/s]
+ 22%|██▏       | Computing thresholds ... : 7/32 [00:02&lt;00:08,    2.87it/s]
+ 25%|██▌       | Computing thresholds ... : 8/32 [00:02&lt;00:08,    2.87it/s]
+ 28%|██▊       | Computing thresholds ... : 9/32 [00:03&lt;00:07,    2.88it/s]
+ 31%|███▏      | Computing thresholds ... : 10/32 [00:03&lt;00:07,    2.88it/s]
+ 34%|███▍      | Computing thresholds ... : 11/32 [00:03&lt;00:07,    2.87it/s]
+ 38%|███▊      | Computing thresholds ... : 12/32 [00:04&lt;00:06,    2.88it/s]
+ 41%|████      | Computing thresholds ... : 13/32 [00:04&lt;00:06,    2.88it/s]
+ 44%|████▍     | Computing thresholds ... : 14/32 [00:04&lt;00:06,    2.88it/s]
+ 47%|████▋     | Computing thresholds ... : 15/32 [00:05&lt;00:05,    2.89it/s]
+ 50%|█████     | Computing thresholds ... : 16/32 [00:05&lt;00:05,    2.89it/s]
+ 53%|█████▎    | Computing thresholds ... : 17/32 [00:05&lt;00:05,    2.89it/s]
+ 56%|█████▋    | Computing thresholds ... : 18/32 [00:06&lt;00:04,    2.90it/s]
+ 59%|█████▉    | Computing thresholds ... : 19/32 [00:06&lt;00:04,    2.90it/s]
+ 62%|██████▎   | Computing thresholds ... : 20/32 [00:06&lt;00:04,    2.90it/s]
+ 66%|██████▌   | Computing thresholds ... : 21/32 [00:07&lt;00:03,    2.90it/s]
+ 69%|██████▉   | Computing thresholds ... : 22/32 [00:07&lt;00:03,    2.90it/s]
+ 72%|███████▏  | Computing thresholds ... : 23/32 [00:07&lt;00:03,    2.89it/s]
+ 75%|███████▌  | Computing thresholds ... : 24/32 [00:08&lt;00:02,    2.89it/s]
+ 78%|███████▊  | Computing thresholds ... : 25/32 [00:08&lt;00:02,    2.89it/s]
+ 81%|████████▏ | Computing thresholds ... : 26/32 [00:08&lt;00:02,    2.89it/s]
+ 84%|████████▍ | Computing thresholds ... : 27/32 [00:09&lt;00:01,    2.89it/s]
+ 88%|████████▊ | Computing thresholds ... : 28/32 [00:09&lt;00:01,    2.89it/s]
+ 91%|█████████ | Computing thresholds ... : 29/32 [00:10&lt;00:01,    2.89it/s]
+ 94%|█████████▍| Computing thresholds ... : 30/32 [00:10&lt;00:00,    2.89it/s]
+ 97%|█████████▋| Computing thresholds ... : 31/32 [00:10&lt;00:00,    2.89it/s]
+100%|██████████| Computing thresholds ... : 32/32 [00:11&lt;00:00,    2.89it/s]
+100%|██████████| Computing thresholds ... : 32/32 [00:11&lt;00:00,    2.89it/s]
 
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 20%|██        | Repairing epochs : 4/20 [00:00&lt;00:00,  228.93it/s]
-
+ 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  357.84it/s]
 
- 40%|████      | Repairing epochs : 8/20 [00:00&lt;00:00,  227.27it/s]
 
+ 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,  359.73it/s]
 
- 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,  227.91it/s]
 
-
- 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,  228.02it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  251.29it/s]
+ 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,  360.96it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  359.62it/s]
 
 
   0%|          | n_interp : 0/4 [00:00&lt;?,       ?it/s]
@@ -2158,38 +1918,23 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 25%|██▌       | Repairing epochs : 5/20 [00:00&lt;00:00,  292.78it/s]
-
-
- 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  167.05it/s]
-
-
- 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  147.12it/s]
-
-
- 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,  131.35it/s]
-
-
- 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,  120.97it/s]
+ 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  257.00it/s]
 
 
- 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  108.64it/s]
+ 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  234.76it/s]
 
 
- 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,  100.09it/s]
+ 65%|██████▌   | Repairing epochs : 13/20 [00:00&lt;00:00,  219.66it/s]
 
 
- 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,   93.58it/s]
+ 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  178.24it/s]
 
 
- 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,   88.38it/s]
+ 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,  156.10it/s]
 
 
- 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,   84.11it/s]
-
-
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,   80.53it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,   86.49it/s]
+ 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,  141.88it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  142.48it/s]
 
 
 
@@ -2198,75 +1943,69 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:01,    7.71it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   11.13it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,    9.68it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   13.02it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   10.71it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   13.80it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,   11.22it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   14.21it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   11.60it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   14.52it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   11.77it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   14.88it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   11.85it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   14.99it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   11.98it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   15.01it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   12.08it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   15.06it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   12.10it/s]
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   11.96it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   15.08it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   14.96it/s]
 
 
- 25%|██▌       | n_interp : 1/4 [00:01&lt;00:03,    1.08s/it]
+ 25%|██▌       | n_interp : 1/4 [00:00&lt;00:02,    1.21it/s]
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 25%|██▌       | Repairing epochs : 5/20 [00:00&lt;00:00,  263.03it/s]
-
+ 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  285.91it/s]
 
- 40%|████      | Repairing epochs : 8/20 [00:00&lt;00:00,  213.44it/s]
 
+ 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  242.19it/s]
 
- 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  161.03it/s]
 
+ 65%|██████▌   | Repairing epochs : 13/20 [00:00&lt;00:00,  221.11it/s]
 
- 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,  138.12it/s]
 
+ 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  177.19it/s]
 
- 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,  124.47it/s]
 
+ 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,  157.65it/s]
 
- 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  110.02it/s]
 
-
- 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,  107.80it/s]
-
-
- 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,  108.90it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  112.26it/s]
+ 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,  152.23it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  156.26it/s]
 
 
 
@@ -2275,75 +2014,69 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:01,    7.60it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   11.81it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,    9.51it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   13.52it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   10.35it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   14.34it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,   10.84it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   14.58it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   10.98it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   14.93it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   11.24it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   15.07it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   11.39it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   15.26it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   11.54it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   15.39it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   11.66it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   15.45it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   11.79it/s]
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   11.62it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   15.49it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   15.36it/s]
 
 
- 50%|█████     | n_interp : 2/4 [00:02&lt;00:02,    1.07s/it]
+ 50%|█████     | n_interp : 2/4 [00:01&lt;00:01,    1.24it/s]
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 25%|██▌       | Repairing epochs : 5/20 [00:00&lt;00:00,  267.41it/s]
-
+ 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  289.06it/s]
 
- 40%|████      | Repairing epochs : 8/20 [00:00&lt;00:00,  215.75it/s]
 
+ 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  242.45it/s]
 
- 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  159.22it/s]
 
+ 65%|██████▌   | Repairing epochs : 13/20 [00:00&lt;00:00,  222.72it/s]
 
- 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,  136.89it/s]
 
+ 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  179.93it/s]
 
- 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,  123.42it/s]
 
+ 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,  158.80it/s]
 
- 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  109.89it/s]
 
-
- 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,  108.00it/s]
-
-
- 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,  108.10it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  111.43it/s]
+ 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,  151.69it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  156.04it/s]
 
 
 
@@ -2352,75 +2085,69 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:01,    7.62it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   11.46it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,    9.55it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   13.44it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   10.43it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   14.00it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,   10.97it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   14.51it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   11.34it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   14.93it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   11.60it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   15.15it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   11.80it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   15.21it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   11.93it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   15.33it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   11.91it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   15.40it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   11.99it/s]
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   11.84it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   15.53it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   15.38it/s]
 
 
- 75%|███████▌  | n_interp : 3/4 [00:03&lt;00:01,    1.06s/it]
+ 75%|███████▌  | n_interp : 3/4 [00:02&lt;00:00,    1.25it/s]
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 25%|██▌       | Repairing epochs : 5/20 [00:00&lt;00:00,  268.15it/s]
-
-
- 40%|████      | Repairing epochs : 8/20 [00:00&lt;00:00,  212.64it/s]
+ 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  290.48it/s]
 
 
- 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  157.87it/s]
+ 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  238.38it/s]
 
 
- 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,  136.76it/s]
+ 65%|██████▌   | Repairing epochs : 13/20 [00:00&lt;00:00,  214.39it/s]
 
 
- 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,  123.17it/s]
+ 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  174.20it/s]
 
 
- 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  109.02it/s]
+ 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,  155.88it/s]
 
 
- 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,  107.37it/s]
-
-
- 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,  107.54it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  110.88it/s]
+ 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,  150.57it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  154.42it/s]
 
 
 
@@ -2429,48 +2156,48 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:01,    7.88it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   12.70it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,   10.10it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   14.61it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   11.15it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   15.44it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,   11.80it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   15.81it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   12.25it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   16.31it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   12.51it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   16.78it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   12.73it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   16.91it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   12.86it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   16.90it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   12.98it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   16.84it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   13.05it/s]
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   12.85it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   16.84it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   16.72it/s]
 
 
-100%|██████████| n_interp : 4/4 [00:04&lt;00:00,    1.04s/it]
-100%|██████████| n_interp : 4/4 [00:04&lt;00:00,    1.04s/it]
+100%|██████████| n_interp : 4/4 [00:03&lt;00:00,    1.27it/s]
+100%|██████████| n_interp : 4/4 [00:03&lt;00:00,    1.27it/s]
 
 
 
@@ -2482,185 +2209,120 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
   0%|          | Repairing epochs : 0/97 [00:00&lt;?,       ?it/s]
 
 
-  5%|▌         | Repairing epochs : 5/97 [00:00&lt;00:00,  271.07it/s]
-
-
-  8%|▊         | Repairing epochs : 8/97 [00:00&lt;00:00,  216.37it/s]
-
-
- 10%|█         | Repairing epochs : 10/97 [00:00&lt;00:00,  164.53it/s]
-
-
- 12%|█▏        | Repairing epochs : 12/97 [00:00&lt;00:00,  140.69it/s]
-
-
- 14%|█▍        | Repairing epochs : 14/97 [00:00&lt;00:00,  126.42it/s]
-
-
- 15%|█▌        | Repairing epochs : 15/97 [00:00&lt;00:00,  112.71it/s]
-
-
- 18%|█▊        | Repairing epochs : 17/97 [00:00&lt;00:00,  108.83it/s]
-
-
- 20%|█▉        | Repairing epochs : 19/97 [00:00&lt;00:00,  108.67it/s]
-
-
- 22%|██▏       | Repairing epochs : 21/97 [00:00&lt;00:00,  103.34it/s]
-
-
- 23%|██▎       | Repairing epochs : 22/97 [00:00&lt;00:00,   97.42it/s]
-
-
- 24%|██▎       | Repairing epochs : 23/97 [00:00&lt;00:00,   93.26it/s]
-
-
- 25%|██▍       | Repairing epochs : 24/97 [00:00&lt;00:00,   89.30it/s]
-
-
- 26%|██▌       | Repairing epochs : 25/97 [00:00&lt;00:00,   85.73it/s]
-
-
- 27%|██▋       | Repairing epochs : 26/97 [00:00&lt;00:00,   83.23it/s]
-
+  6%|▌         | Repairing epochs : 6/97 [00:00&lt;00:00,  284.60it/s]
 
- 28%|██▊       | Repairing epochs : 27/97 [00:00&lt;00:00,   79.85it/s]
 
+ 10%|█         | Repairing epochs : 10/97 [00:00&lt;00:00,  239.63it/s]
 
- 29%|██▉       | Repairing epochs : 28/97 [00:00&lt;00:00,   78.23it/s]
 
+ 13%|█▎        | Repairing epochs : 13/97 [00:00&lt;00:00,  217.21it/s]
 
- 31%|███       | Repairing epochs : 30/97 [00:00&lt;00:00,   80.76it/s]
 
+ 15%|█▌        | Repairing epochs : 15/97 [00:00&lt;00:00,  176.49it/s]
 
- 33%|███▎      | Repairing epochs : 32/97 [00:00&lt;00:00,   82.34it/s]
 
+ 18%|█▊        | Repairing epochs : 17/97 [00:00&lt;00:00,  156.80it/s]
 
- 34%|███▍      | Repairing epochs : 33/97 [00:00&lt;00:00,   80.62it/s]
 
+ 20%|█▉        | Repairing epochs : 19/97 [00:00&lt;00:00,  150.63it/s]
 
- 35%|███▌      | Repairing epochs : 34/97 [00:00&lt;00:00,   79.04it/s]
 
+ 22%|██▏       | Repairing epochs : 21/97 [00:00&lt;00:00,  145.30it/s]
 
- 36%|███▌      | Repairing epochs : 35/97 [00:00&lt;00:00,   77.39it/s]
 
+ 24%|██▎       | Repairing epochs : 23/97 [00:00&lt;00:00,  136.46it/s]
 
- 37%|███▋      | Repairing epochs : 36/97 [00:00&lt;00:00,   75.54it/s]
 
+ 26%|██▌       | Repairing epochs : 25/97 [00:00&lt;00:00,  129.51it/s]
 
- 38%|███▊      | Repairing epochs : 37/97 [00:00&lt;00:00,   74.14it/s]
 
+ 28%|██▊       | Repairing epochs : 27/97 [00:00&lt;00:00,  123.21it/s]
 
- 39%|███▉      | Repairing epochs : 38/97 [00:00&lt;00:00,   72.36it/s]
 
+ 30%|██▉       | Repairing epochs : 29/97 [00:00&lt;00:00,  118.80it/s]
 
- 40%|████      | Repairing epochs : 39/97 [00:00&lt;00:00,   70.88it/s]
 
+ 32%|███▏      | Repairing epochs : 31/97 [00:00&lt;00:00,  116.92it/s]
 
- 42%|████▏     | Repairing epochs : 41/97 [00:00&lt;00:00,   72.10it/s]
 
+ 34%|███▍      | Repairing epochs : 33/97 [00:00&lt;00:00,  116.69it/s]
 
- 43%|████▎     | Repairing epochs : 42/97 [00:00&lt;00:00,   70.82it/s]
 
+ 36%|███▌      | Repairing epochs : 35/97 [00:00&lt;00:00,  114.75it/s]
 
- 44%|████▍     | Repairing epochs : 43/97 [00:00&lt;00:00,   69.64it/s]
 
+ 38%|███▊      | Repairing epochs : 37/97 [00:00&lt;00:00,  111.99it/s]
 
- 45%|████▌     | Repairing epochs : 44/97 [00:00&lt;00:00,   68.53it/s]
 
+ 40%|████      | Repairing epochs : 39/97 [00:00&lt;00:00,  109.56it/s]
 
- 46%|████▋     | Repairing epochs : 45/97 [00:00&lt;00:00,   67.92it/s]
 
+ 43%|████▎     | Repairing epochs : 42/97 [00:00&lt;00:00,  110.61it/s]
 
- 47%|████▋     | Repairing epochs : 46/97 [00:00&lt;00:00,   67.03it/s]
 
+ 45%|████▌     | Repairing epochs : 44/97 [00:00&lt;00:00,  108.90it/s]
 
- 48%|████▊     | Repairing epochs : 47/97 [00:00&lt;00:00,   66.47it/s]
 
+ 47%|████▋     | Repairing epochs : 46/97 [00:00&lt;00:00,  107.65it/s]
 
- 49%|████▉     | Repairing epochs : 48/97 [00:00&lt;00:00,   65.90it/s]
 
+ 49%|████▉     | Repairing epochs : 48/97 [00:00&lt;00:00,  106.22it/s]
 
- 53%|█████▎    | Repairing epochs : 51/97 [00:00&lt;00:00,   71.04it/s]
 
+ 53%|█████▎    | Repairing epochs : 51/97 [00:00&lt;00:00,  107.23it/s]
 
- 55%|█████▍    | Repairing epochs : 53/97 [00:00&lt;00:00,   73.29it/s]
 
+ 56%|█████▌    | Repairing epochs : 54/97 [00:00&lt;00:00,  109.92it/s]
 
- 57%|█████▋    | Repairing epochs : 55/97 [00:00&lt;00:00,   73.45it/s]
 
+ 58%|█████▊    | Repairing epochs : 56/97 [00:00&lt;00:00,  108.88it/s]
 
- 58%|█████▊    | Repairing epochs : 56/97 [00:00&lt;00:00,   72.22it/s]
 
+ 61%|██████    | Repairing epochs : 59/97 [00:00&lt;00:00,  111.90it/s]
 
- 60%|█████▉    | Repairing epochs : 58/97 [00:00&lt;00:00,   72.96it/s]
 
+ 63%|██████▎   | Repairing epochs : 61/97 [00:00&lt;00:00,  110.39it/s]
 
- 62%|██████▏   | Repairing epochs : 60/97 [00:00&lt;00:00,   73.73it/s]
 
+ 66%|██████▌   | Repairing epochs : 64/97 [00:00&lt;00:00,  110.97it/s]
 
- 63%|██████▎   | Repairing epochs : 61/97 [00:00&lt;00:00,   72.53it/s]
 
+ 68%|██████▊   | Repairing epochs : 66/97 [00:00&lt;00:00,  109.35it/s]
 
- 65%|██████▍   | Repairing epochs : 63/97 [00:00&lt;00:00,   73.57it/s]
 
+ 70%|███████   | Repairing epochs : 68/97 [00:00&lt;00:00,  107.43it/s]
 
- 66%|██████▌   | Repairing epochs : 64/97 [00:00&lt;00:00,   72.25it/s]
 
+ 72%|███████▏  | Repairing epochs : 70/97 [00:00&lt;00:00,  107.70it/s]
 
- 67%|██████▋   | Repairing epochs : 65/97 [00:00&lt;00:00,   71.25it/s]
 
+ 75%|███████▌  | Repairing epochs : 73/97 [00:00&lt;00:00,  110.18it/s]
 
- 68%|██████▊   | Repairing epochs : 66/97 [00:00&lt;00:00,   70.28it/s]
 
+ 78%|███████▊  | Repairing epochs : 76/97 [00:00&lt;00:00,  112.24it/s]
 
- 70%|███████   | Repairing epochs : 68/97 [00:00&lt;00:00,   71.20it/s]
 
+ 81%|████████▏ | Repairing epochs : 79/97 [00:00&lt;00:00,  114.15it/s]
 
- 72%|███████▏  | Repairing epochs : 70/97 [00:00&lt;00:00,   72.96it/s]
 
+ 85%|████████▍ | Repairing epochs : 82/97 [00:00&lt;00:00,  115.71it/s]
 
- 74%|███████▍  | Repairing epochs : 72/97 [00:00&lt;00:00,   74.87it/s]
 
+ 88%|████████▊ | Repairing epochs : 85/97 [00:00&lt;00:00,  117.17it/s]
 
- 76%|███████▋  | Repairing epochs : 74/97 [00:00&lt;00:00,   76.65it/s]
 
+ 91%|█████████ | Repairing epochs : 88/97 [00:00&lt;00:00,  118.64it/s]
 
- 78%|███████▊  | Repairing epochs : 76/97 [00:00&lt;00:00,   78.32it/s]
 
+ 94%|█████████▍| Repairing epochs : 91/97 [00:00&lt;00:00,  120.03it/s]
 
- 80%|████████  | Repairing epochs : 78/97 [00:00&lt;00:00,   79.94it/s]
 
+ 97%|█████████▋| Repairing epochs : 94/97 [00:00&lt;00:00,  121.11it/s]
 
- 82%|████████▏ | Repairing epochs : 80/97 [00:01&lt;00:00,   81.33it/s]
 
-
- 85%|████████▍ | Repairing epochs : 82/97 [00:01&lt;00:00,   82.61it/s]
-
-
- 87%|████████▋ | Repairing epochs : 84/97 [00:01&lt;00:00,   83.86it/s]
-
-
- 89%|████████▊ | Repairing epochs : 86/97 [00:01&lt;00:00,   85.07it/s]
-
-
- 91%|█████████ | Repairing epochs : 88/97 [00:01&lt;00:00,   86.06it/s]
-
-
- 93%|█████████▎| Repairing epochs : 90/97 [00:01&lt;00:00,   86.87it/s]
-
-
- 95%|█████████▍| Repairing epochs : 92/97 [00:01&lt;00:00,   87.68it/s]
-
-
- 97%|█████████▋| Repairing epochs : 94/97 [00:01&lt;00:00,   88.65it/s]
-
-
- 99%|█████████▉| Repairing epochs : 96/97 [00:01&lt;00:00,   89.31it/s]
-100%|██████████| Repairing epochs : 97/97 [00:01&lt;00:00,   82.56it/s]
+100%|██████████| Repairing epochs : 97/97 [00:00&lt;00:00,  122.05it/s]
+100%|██████████| Repairing epochs : 97/97 [00:00&lt;00:00,  119.16it/s]
 Dropped 11 epochs: 62, 63, 64, 65, 69, 71, 72, 73, 80, 95, 96
-/home/circleci/project/examples/plot_autoreject_workflow.py:184: FutureWarning: The current default events=None is deprecated and will change to events=True in MNE 1.6. Set events=False to suppress this warning.
-  epochs[reject_log.bad_epochs].plot(scalings=dict(eeg=100e-6))
 
 &lt;MNEBrowseFigure size 800x800 with 4 Axes&gt;
 </pre></div>
@@ -2672,7 +2334,7 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
 excluded these epochs and the effect that including these bad epochs would
 have on the data.</p>
 <p>First, we will visualize the reject log</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="../generated/autoreject.RejectLog.html#autoreject.RejectLog.plot" title="autoreject.RejectLog.plot" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-method"><span class="n">reject_log</span><span class="o">.</span><span class="n">plot</span></a><span class="p">(</span><span class="s1">&#39;horizontal&#39;</span><span class="p">)</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="../generated/autoreject.RejectLog.html#autoreject.RejectLog.plot" title="autoreject.RejectLog.plot" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-method"><span class="n">reject_log</span><span class="o">.</span><span class="n">plot</span></a><span class="p">(</span><span class="s1">&#39;horizontal&#39;</span><span class="p">)</span>
 </pre></div>
 </div>
 <img src="../_images/sphx_glr_plot_autoreject_workflow_009.png" srcset="../_images/sphx_glr_plot_autoreject_workflow_009.png" alt="plot autoreject workflow" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;Figure size 1200x600 with 1 Axes&gt;
@@ -2680,29 +2342,26 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
 </div>
 <p>Next, we will visualize the cleaned average data and compare it against
 the bad segments.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.EvokedArray.html#mne.EvokedArray" title="mne.EvokedArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">evoked_bad</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">[</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject_log</span><span class="o">.</span><span class="n">bad_epochs</span></a><span class="p">]</span><span class="o">.</span><span class="n">average</span><span class="p">()</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.EvokedArray.html#mne.EvokedArray" title="mne.EvokedArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">evoked_bad</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">[</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject_log</span><span class="o">.</span><span class="n">bad_epochs</span></a><span class="p">]</span><span class="o">.</span><span class="n">average</span><span class="p">()</span>
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.figure.html#matplotlib.pyplot.figure" title="matplotlib.pyplot.figure" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">figure</span></a><span class="p">()</span>
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.plot.html#matplotlib.pyplot.plot" title="matplotlib.pyplot.plot" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">plot</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.EvokedArray.html#mne.EvokedArray.times" title="mne.EvokedArray.times" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-property"><span class="n">evoked_bad</span><span class="o">.</span><span class="n">times</span></a><span class="p">,</span> <a href="https://mne.tools/dev/generated/mne.EvokedArray.html#mne.EvokedArray.data" title="mne.EvokedArray.data" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-property"><span class="n">evoked_bad</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">T</span></a> <span class="o">*</span> <span class="mf">1e6</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">zorder</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span>
 <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs.average" title="mne.Epochs.average" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-method"><span class="n">epochs_ar</span><span class="o">.</span><span class="n">average</span></a><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">axes</span><span class="o">=</span><a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.gca.html#matplotlib.pyplot.gca" title="matplotlib.pyplot.gca" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">gca</span></a><span class="p">())</span>
 </pre></div>
 </div>
-<img src="../_images/sphx_glr_plot_autoreject_workflow_010.png" srcset="../_images/sphx_glr_plot_autoreject_workflow_010.png" alt="EEG (32 channels)" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).
-NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).
-
-&lt;Figure size 640x480 with 2 Axes&gt;
+<img src="../_images/sphx_glr_plot_autoreject_workflow_010.png" srcset="../_images/sphx_glr_plot_autoreject_workflow_010.png" alt="EEG (32 channels)" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;Figure size 640x480 with 2 Axes&gt;
 </pre></div>
 </div>
 <p>As a last optional step, we can do inspect the reject_log and make manual
 corrections to the reject_log. For instance, if data is limited, we may
 not want to drop epochs but retain the list of bad epochs for quality
 assurance metrics.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="../generated/autoreject.RejectLog.html#autoreject.RejectLog" title="autoreject.RejectLog" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject_log</span></a> <span class="o">=</span> <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject.get_reject_log" title="autoreject.AutoReject.get_reject_log" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-method"><span class="n">ar</span><span class="o">.</span><span class="n">get_reject_log</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">)</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="../generated/autoreject.RejectLog.html#autoreject.RejectLog" title="autoreject.RejectLog" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject_log</span></a> <span class="o">=</span> <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject.get_reject_log" title="autoreject.AutoReject.get_reject_log" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-method"><span class="n">ar</span><span class="o">.</span><span class="n">get_reject_log</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">)</span>
 <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">bad_epochs</span></a> <span class="o">=</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject_log</span><span class="o">.</span><span class="n">bad_epochs</span></a><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
 <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject_log</span><span class="o">.</span><span class="n">bad_epochs</span></a><span class="p">[:]</span> <span class="o">=</span> <span class="kc">False</span>  <span class="c1"># no bad epochs</span>
 </pre></div>
 </div>
 <p>The modified reject log can be applied to the data as follows.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs_ar</span></a> <span class="o">=</span> <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject.transform" title="autoreject.AutoReject.transform" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-method"><span class="n">ar</span><span class="o">.</span><span class="n">transform</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">,</span> <a href="../generated/autoreject.RejectLog.html#autoreject.RejectLog" title="autoreject.RejectLog" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject_log</span></a><span class="o">=</span><a href="../generated/autoreject.RejectLog.html#autoreject.RejectLog" title="autoreject.RejectLog" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject_log</span></a><span class="p">)</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs_ar</span></a> <span class="o">=</span> <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject.transform" title="autoreject.AutoReject.transform" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-method"><span class="n">ar</span><span class="o">.</span><span class="n">transform</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">,</span> <a href="../generated/autoreject.RejectLog.html#autoreject.RejectLog" title="autoreject.RejectLog" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject_log</span></a><span class="o">=</span><a href="../generated/autoreject.RejectLog.html#autoreject.RejectLog" title="autoreject.RejectLog" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject_log</span></a><span class="p">)</span>
 <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Number of epochs originally: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">)</span><span class="si">}</span><span class="s1">, &#39;</span>
       <span class="sa">f</span><span class="s1">&#39;after autoreject: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs_ar</span></a><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
 </pre></div>
@@ -2710,182 +2369,119 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>  0%|          | Repairing epochs : 0/97 [00:00&lt;?,       ?it/s]
 
 
-  5%|▌         | Repairing epochs : 5/97 [00:00&lt;00:00,  274.13it/s]
-
-
-  8%|▊         | Repairing epochs : 8/97 [00:00&lt;00:00,  216.71it/s]
-
-
- 10%|█         | Repairing epochs : 10/97 [00:00&lt;00:00,  163.61it/s]
-
-
- 12%|█▏        | Repairing epochs : 12/97 [00:00&lt;00:00,  139.00it/s]
-
-
- 14%|█▍        | Repairing epochs : 14/97 [00:00&lt;00:00,  124.54it/s]
-
-
- 15%|█▌        | Repairing epochs : 15/97 [00:00&lt;00:00,  111.10it/s]
-
-
- 18%|█▊        | Repairing epochs : 17/97 [00:00&lt;00:00,  108.32it/s]
-
-
- 20%|█▉        | Repairing epochs : 19/97 [00:00&lt;00:00,  108.42it/s]
-
-
- 22%|██▏       | Repairing epochs : 21/97 [00:00&lt;00:00,  102.77it/s]
-
-
- 23%|██▎       | Repairing epochs : 22/97 [00:00&lt;00:00,   96.96it/s]
-
+  6%|▌         | Repairing epochs : 6/97 [00:00&lt;00:00,  281.08it/s]
 
- 24%|██▎       | Repairing epochs : 23/97 [00:00&lt;00:00,   93.29it/s]
 
+ 10%|█         | Repairing epochs : 10/97 [00:00&lt;00:00,  236.29it/s]
 
- 25%|██▍       | Repairing epochs : 24/97 [00:00&lt;00:00,   89.32it/s]
 
+ 13%|█▎        | Repairing epochs : 13/97 [00:00&lt;00:00,  216.56it/s]
 
- 26%|██▌       | Repairing epochs : 25/97 [00:00&lt;00:00,   86.04it/s]
 
+ 15%|█▌        | Repairing epochs : 15/97 [00:00&lt;00:00,  176.12it/s]
 
- 27%|██▋       | Repairing epochs : 26/97 [00:00&lt;00:00,   83.54it/s]
 
+ 18%|█▊        | Repairing epochs : 17/97 [00:00&lt;00:00,  156.50it/s]
 
- 28%|██▊       | Repairing epochs : 27/97 [00:00&lt;00:00,   80.13it/s]
 
+ 20%|█▉        | Repairing epochs : 19/97 [00:00&lt;00:00,  149.49it/s]
 
- 29%|██▉       | Repairing epochs : 28/97 [00:00&lt;00:00,   78.31it/s]
 
+ 22%|██▏       | Repairing epochs : 21/97 [00:00&lt;00:00,  144.80it/s]
 
- 31%|███       | Repairing epochs : 30/97 [00:00&lt;00:00,   80.96it/s]
 
+ 24%|██▎       | Repairing epochs : 23/97 [00:00&lt;00:00,  136.45it/s]
 
- 33%|███▎      | Repairing epochs : 32/97 [00:00&lt;00:00,   82.49it/s]
 
+ 26%|██▌       | Repairing epochs : 25/97 [00:00&lt;00:00,  129.52it/s]
 
- 34%|███▍      | Repairing epochs : 33/97 [00:00&lt;00:00,   80.78it/s]
 
+ 28%|██▊       | Repairing epochs : 27/97 [00:00&lt;00:00,  124.22it/s]
 
- 35%|███▌      | Repairing epochs : 34/97 [00:00&lt;00:00,   79.20it/s]
 
+ 30%|██▉       | Repairing epochs : 29/97 [00:00&lt;00:00,  119.51it/s]
 
- 36%|███▌      | Repairing epochs : 35/97 [00:00&lt;00:00,   77.48it/s]
 
+ 32%|███▏      | Repairing epochs : 31/97 [00:00&lt;00:00,  117.43it/s]
 
- 37%|███▋      | Repairing epochs : 36/97 [00:00&lt;00:00,   75.61it/s]
 
+ 34%|███▍      | Repairing epochs : 33/97 [00:00&lt;00:00,  117.28it/s]
 
- 38%|███▊      | Repairing epochs : 37/97 [00:00&lt;00:00,   73.94it/s]
 
+ 36%|███▌      | Repairing epochs : 35/97 [00:00&lt;00:00,  114.90it/s]
 
- 39%|███▉      | Repairing epochs : 38/97 [00:00&lt;00:00,   72.20it/s]
 
+ 38%|███▊      | Repairing epochs : 37/97 [00:00&lt;00:00,  112.48it/s]
 
- 40%|████      | Repairing epochs : 39/97 [00:00&lt;00:00,   70.83it/s]
 
+ 40%|████      | Repairing epochs : 39/97 [00:00&lt;00:00,  109.16it/s]
 
- 42%|████▏     | Repairing epochs : 41/97 [00:00&lt;00:00,   71.91it/s]
 
+ 43%|████▎     | Repairing epochs : 42/97 [00:00&lt;00:00,  110.38it/s]
 
- 43%|████▎     | Repairing epochs : 42/97 [00:00&lt;00:00,   70.78it/s]
 
+ 45%|████▌     | Repairing epochs : 44/97 [00:00&lt;00:00,  108.55it/s]
 
- 44%|████▍     | Repairing epochs : 43/97 [00:00&lt;00:00,   69.63it/s]
 
+ 47%|████▋     | Repairing epochs : 46/97 [00:00&lt;00:00,  107.39it/s]
 
- 45%|████▌     | Repairing epochs : 44/97 [00:00&lt;00:00,   68.50it/s]
 
+ 49%|████▉     | Repairing epochs : 48/97 [00:00&lt;00:00,  106.17it/s]
 
- 46%|████▋     | Repairing epochs : 45/97 [00:00&lt;00:00,   67.86it/s]
 
+ 53%|█████▎    | Repairing epochs : 51/97 [00:00&lt;00:00,  107.14it/s]
 
- 47%|████▋     | Repairing epochs : 46/97 [00:00&lt;00:00,   66.97it/s]
 
+ 56%|█████▌    | Repairing epochs : 54/97 [00:00&lt;00:00,  109.61it/s]
 
- 48%|████▊     | Repairing epochs : 47/97 [00:00&lt;00:00,   66.41it/s]
 
+ 58%|█████▊    | Repairing epochs : 56/97 [00:00&lt;00:00,  108.46it/s]
 
- 49%|████▉     | Repairing epochs : 48/97 [00:00&lt;00:00,   65.82it/s]
 
+ 61%|██████    | Repairing epochs : 59/97 [00:00&lt;00:00,  112.03it/s]
 
- 53%|█████▎    | Repairing epochs : 51/97 [00:00&lt;00:00,   70.91it/s]
 
+ 63%|██████▎   | Repairing epochs : 61/97 [00:00&lt;00:00,  110.33it/s]
 
- 55%|█████▍    | Repairing epochs : 53/97 [00:00&lt;00:00,   73.18it/s]
 
+ 66%|██████▌   | Repairing epochs : 64/97 [00:00&lt;00:00,  111.18it/s]
 
- 57%|█████▋    | Repairing epochs : 55/97 [00:00&lt;00:00,   73.33it/s]
 
+ 68%|██████▊   | Repairing epochs : 66/97 [00:00&lt;00:00,  109.54it/s]
 
- 58%|█████▊    | Repairing epochs : 56/97 [00:00&lt;00:00,   72.08it/s]
 
+ 70%|███████   | Repairing epochs : 68/97 [00:00&lt;00:00,  107.92it/s]
 
- 60%|█████▉    | Repairing epochs : 58/97 [00:00&lt;00:00,   72.91it/s]
 
+ 72%|███████▏  | Repairing epochs : 70/97 [00:00&lt;00:00,  107.87it/s]
 
- 62%|██████▏   | Repairing epochs : 60/97 [00:00&lt;00:00,   73.73it/s]
 
+ 75%|███████▌  | Repairing epochs : 73/97 [00:00&lt;00:00,  110.46it/s]
 
- 63%|██████▎   | Repairing epochs : 61/97 [00:00&lt;00:00,   72.44it/s]
 
+ 78%|███████▊  | Repairing epochs : 76/97 [00:00&lt;00:00,  111.58it/s]
 
- 65%|██████▍   | Repairing epochs : 63/97 [00:00&lt;00:00,   73.53it/s]
 
+ 81%|████████▏ | Repairing epochs : 79/97 [00:00&lt;00:00,  113.67it/s]
 
- 66%|██████▌   | Repairing epochs : 64/97 [00:00&lt;00:00,   72.21it/s]
 
+ 85%|████████▍ | Repairing epochs : 82/97 [00:00&lt;00:00,  115.18it/s]
 
- 67%|██████▋   | Repairing epochs : 65/97 [00:00&lt;00:00,   71.02it/s]
 
+ 88%|████████▊ | Repairing epochs : 85/97 [00:00&lt;00:00,  116.72it/s]
 
- 68%|██████▊   | Repairing epochs : 66/97 [00:00&lt;00:00,   70.02it/s]
 
+ 91%|█████████ | Repairing epochs : 88/97 [00:00&lt;00:00,  118.22it/s]
 
- 70%|███████   | Repairing epochs : 68/97 [00:00&lt;00:00,   71.10it/s]
 
+ 94%|█████████▍| Repairing epochs : 91/97 [00:00&lt;00:00,  119.40it/s]
 
- 72%|███████▏  | Repairing epochs : 70/97 [00:00&lt;00:00,   72.82it/s]
 
+ 97%|█████████▋| Repairing epochs : 94/97 [00:00&lt;00:00,  120.49it/s]
 
- 74%|███████▍  | Repairing epochs : 72/97 [00:00&lt;00:00,   74.65it/s]
 
-
- 76%|███████▋  | Repairing epochs : 74/97 [00:00&lt;00:00,   76.34it/s]
-
-
- 78%|███████▊  | Repairing epochs : 76/97 [00:00&lt;00:00,   78.03it/s]
-
-
- 80%|████████  | Repairing epochs : 78/97 [00:00&lt;00:00,   79.58it/s]
-
-
- 82%|████████▏ | Repairing epochs : 80/97 [00:01&lt;00:00,   80.89it/s]
-
-
- 85%|████████▍ | Repairing epochs : 82/97 [00:01&lt;00:00,   82.09it/s]
-
-
- 87%|████████▋ | Repairing epochs : 84/97 [00:01&lt;00:00,   83.24it/s]
-
-
- 89%|████████▊ | Repairing epochs : 86/97 [00:01&lt;00:00,   84.29it/s]
-
-
- 91%|█████████ | Repairing epochs : 88/97 [00:01&lt;00:00,   85.28it/s]
-
-
- 93%|█████████▎| Repairing epochs : 90/97 [00:01&lt;00:00,   86.00it/s]
-
-
- 95%|█████████▍| Repairing epochs : 92/97 [00:01&lt;00:00,   86.77it/s]
-
-
- 97%|█████████▋| Repairing epochs : 94/97 [00:01&lt;00:00,   87.76it/s]
-
-
- 99%|█████████▉| Repairing epochs : 96/97 [00:01&lt;00:00,   88.50it/s]
-100%|██████████| Repairing epochs : 97/97 [00:01&lt;00:00,   82.17it/s]
+100%|██████████| Repairing epochs : 97/97 [00:00&lt;00:00,  121.39it/s]
+100%|██████████| Repairing epochs : 97/97 [00:00&lt;00:00,  118.80it/s]
 No bad epochs were found for your data. Returning a copy of the data you wanted to clean. Interpolation may have been done.
 Number of epochs originally: 97, after autoreject: 97
 </pre></div>
@@ -2901,14 +2497,14 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
 is no subsitute for visual inspection. Irrespective of the rejection
 method used, we highly recommend users to inspect their preprocessed
 data before further analyses.</p>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (1 minutes 31.902 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (1 minutes 6.071 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-autoreject-workflow-py">
-<div class="sphx-glr-download sphx-glr-download-python docutils container">
-<p><a class="reference download internal" download="" href="../_downloads/85c2c90b959d98328ef38b4615114365/plot_autoreject_workflow.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_autoreject_workflow.py</span></code></a></p>
-</div>
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/88aa0ebf52f0f32e2f92cc901577e2ba/plot_autoreject_workflow.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">plot_autoreject_workflow.ipynb</span></code></a></p>
 </div>
+<div class="sphx-glr-download sphx-glr-download-python docutils container">
+<p><a class="reference download internal" download="" href="../_downloads/85c2c90b959d98328ef38b4615114365/plot_autoreject_workflow.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_autoreject_workflow.py</span></code></a></p>
+</div>
 </div>
 <p class="sphx-glr-signature"><a class="reference external" href="https://sphinx-gallery.github.io">Gallery generated by Sphinx-Gallery</a></p>
 </section>
@@ -2922,7 +2518,7 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="plot_ransac.html"
@@ -2952,6 +2548,7 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
   <div class="sidebar-secondary-item">
+
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> On this page
   </div>
@@ -2977,8 +2574,8 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -2986,15 +2583,17 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -3007,8 +2606,9 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/auto_examples/plot_channel_thresholds.html b/dev/auto_examples/plot_channel_thresholds.html
index 3dd71da..16d51c9 100644
--- a/dev/auto_examples/plot_channel_thresholds.html
+++ b/dev/auto_examples/plot_channel_thresholds.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'auto_examples/plot_channel_thresholds';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -125,6 +125,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -144,7 +145,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -197,6 +199,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -210,6 +213,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -266,6 +270,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -295,7 +300,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -348,6 +354,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -403,7 +410,8 @@
   </div>
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
-        <div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
@@ -480,12 +488,12 @@
 <span id="sphx-glr-auto-examples-plot-channel-thresholds-py"></span><h1>Plot channel-level thresholds<a class="headerlink" href="#plot-channel-level-thresholds" title="Link to this heading">#</a></h1>
 <p>This example demonstrates how to use <a class="reference internal" href="../api.html#module-autoreject" title="autoreject"><code class="xref py py-mod docutils literal notranslate"><span class="pre">autoreject</span></code></a> to find
 channel-wise thresholds.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># Author: Mainak Jas &lt;mainak.jas@telecom-paristech.fr&gt;</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Author: Mainak Jas &lt;mainak.jas@telecom-paristech.fr&gt;</span>
 <span class="c1"># License: BSD-3-Clause</span>
 </pre></div>
 </div>
-<p>Let us first load the <cite>raw</cite> data using <a class="reference external" href="https://mne.tools/dev/generated/mne.io.read_raw_fif.html#mne.io.read_raw_fif" title="(in MNE v1.6)"><code class="xref py py-func docutils literal notranslate"><span class="pre">mne.io.read_raw_fif()</span></code></a>.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">mne</span>
+<p>Let us first load the <cite>raw</cite> data using <a class="reference external" href="https://mne.tools/dev/generated/mne.io.read_raw_fif.html#mne.io.read_raw_fif" title="(in MNE v1.7)"><code class="xref py py-func docutils literal notranslate"><span class="pre">mne.io.read_raw_fif()</span></code></a>.</p>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">mne</span>
 <span class="kn">from</span> <span class="nn">mne</span> <span class="kn">import</span> <span class="n">io</span>
 <span class="kn">from</span> <span class="nn">mne.datasets</span> <span class="kn">import</span> <span class="n">sample</span>
 
@@ -507,7 +515,7 @@
 </pre></div>
 </div>
 <p>We can extract the events (or triggers) for epoching our signal.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">event_fname</span></a> <span class="o">=</span> <a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">meg_path</span></a> <span class="o">/</span> <span class="s1">&#39;sample_audvis_filt-0-40_raw-eve.fif&#39;</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">event_fname</span></a> <span class="o">=</span> <a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">meg_path</span></a> <span class="o">/</span> <span class="s1">&#39;sample_audvis_filt-0-40_raw-eve.fif&#39;</span>
 <a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">event_id</span></a> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Auditory/Left&#39;</span><span class="p">:</span> <span class="mi">1</span><span class="p">}</span>
 <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmin</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmax</span></a> <span class="o">=</span> <span class="o">-</span><span class="mf">0.2</span><span class="p">,</span> <span class="mf">0.5</span>
 <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">events</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.read_events.html#mne.read_events" title="mne.read_events" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">read_events</span></a><span class="p">(</span><a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">event_fname</span></a><span class="p">)</span>
@@ -515,18 +523,18 @@
 </div>
 <p>Now that we have the events, we can extract the trials for the selection
 of channels defined by <code class="docutils literal notranslate"><span class="pre">picks</span></code>.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class"><span class="n">mne</span><span class="o">.</span><span class="n">Epochs</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw" title="mne.io.Raw" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span></a><span class="p">,</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">events</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">event_id</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmin</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmax</span></a><span class="p">,</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class"><span class="n">mne</span><span class="o">.</span><span class="n">Epochs</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw" title="mne.io.Raw" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span></a><span class="p">,</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">events</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">event_id</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmin</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmax</span></a><span class="p">,</span>
                     <span class="n">baseline</span><span class="o">=</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span>
                     <span class="n">reject</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">preload</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 
-<a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.pick_types.html#mne.pick_types" title="mne.pick_types" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">pick_types</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne.Info" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span><span class="o">.</span><span class="n">info</span></a><span class="p">,</span> <span class="n">meg</span><span class="o">=</span><span class="s1">&#39;grad&#39;</span><span class="p">,</span> <span class="n">eeg</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">stim</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+<a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.pick_types.html#mne.pick_types" title="mne.pick_types" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">pick_types</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne._fiff.meas_info.Info" class="sphx-glr-backref-module-mne-_fiff-meas_info sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span><span class="o">.</span><span class="n">info</span></a><span class="p">,</span> <span class="n">meg</span><span class="o">=</span><span class="s1">&#39;grad&#39;</span><span class="p">,</span> <span class="n">eeg</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">stim</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
                        <span class="n">eog</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">exclude</span><span class="o">=</span><span class="s1">&#39;bads&#39;</span><span class="p">)</span>
 </pre></div>
 </div>
 <p>Now, we compute the channel-level thresholds using
 <a class="reference internal" href="../generated/autoreject.compute_thresholds.html#autoreject.compute_thresholds" title="autoreject.compute_thresholds"><code class="xref py py-func docutils literal notranslate"><span class="pre">autoreject.compute_thresholds()</span></code></a>. The <cite>method</cite> parameter will determine
 how we will search for thresholds over a range of potential candidates.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>  <span class="c1"># noqa</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>  <span class="c1"># noqa</span>
 <span class="kn">from</span> <span class="nn">autoreject</span> <span class="kn">import</span> <a href="../generated/autoreject.compute_thresholds.html#autoreject.compute_thresholds" title="autoreject.compute_thresholds" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-function"><span class="n">compute_thresholds</span></a>  <span class="c1"># noqa</span>
 
 <span class="c1"># Get a dictionary of rejection thresholds</span>
@@ -539,215 +547,215 @@
   warnings.warn(
 
   0%|          | Computing thresholds ... : 0/203 [00:00&lt;?,       ?it/s]
-  0%|          | Computing thresholds ... : 1/203 [00:00&lt;00:24,    8.41it/s]
-  1%|          | Computing thresholds ... : 2/203 [00:00&lt;00:21,    9.42it/s]
-  1%|▏         | Computing thresholds ... : 3/203 [00:00&lt;00:20,    9.84it/s]
-  2%|▏         | Computing thresholds ... : 4/203 [00:00&lt;00:19,   10.06it/s]
-  2%|▏         | Computing thresholds ... : 5/203 [00:00&lt;00:19,   10.21it/s]
-  3%|▎         | Computing thresholds ... : 6/203 [00:00&lt;00:19,   10.33it/s]
-  3%|▎         | Computing thresholds ... : 7/203 [00:00&lt;00:18,   10.42it/s]
-  4%|▍         | Computing thresholds ... : 8/203 [00:00&lt;00:18,   10.47it/s]
-  4%|▍         | Computing thresholds ... : 9/203 [00:00&lt;00:18,   10.51it/s]
-  5%|▍         | Computing thresholds ... : 10/203 [00:00&lt;00:18,   10.55it/s]
-  5%|▌         | Computing thresholds ... : 11/203 [00:01&lt;00:18,   10.59it/s]
-  6%|▌         | Computing thresholds ... : 12/203 [00:01&lt;00:18,   10.60it/s]
-  6%|▋         | Computing thresholds ... : 13/203 [00:01&lt;00:17,   10.62it/s]
-  7%|▋         | Computing thresholds ... : 14/203 [00:01&lt;00:17,   10.65it/s]
-  7%|▋         | Computing thresholds ... : 15/203 [00:01&lt;00:17,   10.67it/s]
-  8%|▊         | Computing thresholds ... : 16/203 [00:01&lt;00:17,   10.68it/s]
-  8%|▊         | Computing thresholds ... : 17/203 [00:01&lt;00:17,   10.68it/s]
-  9%|▉         | Computing thresholds ... : 18/203 [00:01&lt;00:17,   10.69it/s]
-  9%|▉         | Computing thresholds ... : 19/203 [00:01&lt;00:17,   10.70it/s]
- 10%|▉         | Computing thresholds ... : 20/203 [00:01&lt;00:17,   10.71it/s]
- 10%|█         | Computing thresholds ... : 21/203 [00:01&lt;00:16,   10.72it/s]
- 11%|█         | Computing thresholds ... : 22/203 [00:02&lt;00:16,   10.72it/s]
- 11%|█▏        | Computing thresholds ... : 23/203 [00:02&lt;00:16,   10.73it/s]
- 12%|█▏        | Computing thresholds ... : 24/203 [00:02&lt;00:16,   10.74it/s]
- 12%|█▏        | Computing thresholds ... : 25/203 [00:02&lt;00:16,   10.74it/s]
- 13%|█▎        | Computing thresholds ... : 26/203 [00:02&lt;00:16,   10.75it/s]
- 13%|█▎        | Computing thresholds ... : 27/203 [00:02&lt;00:16,   10.76it/s]
- 14%|█▍        | Computing thresholds ... : 28/203 [00:02&lt;00:16,   10.76it/s]
- 14%|█▍        | Computing thresholds ... : 29/203 [00:02&lt;00:16,   10.76it/s]
- 15%|█▍        | Computing thresholds ... : 30/203 [00:02&lt;00:16,   10.77it/s]
- 15%|█▌        | Computing thresholds ... : 31/203 [00:02&lt;00:15,   10.77it/s]
- 16%|█▌        | Computing thresholds ... : 32/203 [00:02&lt;00:15,   10.78it/s]
- 16%|█▋        | Computing thresholds ... : 33/203 [00:03&lt;00:15,   10.79it/s]
- 17%|█▋        | Computing thresholds ... : 34/203 [00:03&lt;00:15,   10.79it/s]
- 17%|█▋        | Computing thresholds ... : 35/203 [00:03&lt;00:15,   10.79it/s]
- 18%|█▊        | Computing thresholds ... : 36/203 [00:03&lt;00:15,   10.79it/s]
- 18%|█▊        | Computing thresholds ... : 37/203 [00:03&lt;00:15,   10.79it/s]
- 19%|█▊        | Computing thresholds ... : 38/203 [00:03&lt;00:15,   10.80it/s]
- 19%|█▉        | Computing thresholds ... : 39/203 [00:03&lt;00:15,   10.80it/s]
- 20%|█▉        | Computing thresholds ... : 40/203 [00:03&lt;00:15,   10.80it/s]
- 20%|██        | Computing thresholds ... : 41/203 [00:03&lt;00:14,   10.80it/s]
- 21%|██        | Computing thresholds ... : 42/203 [00:03&lt;00:14,   10.81it/s]
- 21%|██        | Computing thresholds ... : 43/203 [00:04&lt;00:14,   10.81it/s]
- 22%|██▏       | Computing thresholds ... : 44/203 [00:04&lt;00:14,   10.81it/s]
- 22%|██▏       | Computing thresholds ... : 45/203 [00:04&lt;00:14,   10.80it/s]
- 23%|██▎       | Computing thresholds ... : 46/203 [00:04&lt;00:14,   10.80it/s]
- 23%|██▎       | Computing thresholds ... : 47/203 [00:04&lt;00:14,   10.80it/s]
- 24%|██▎       | Computing thresholds ... : 48/203 [00:04&lt;00:14,   10.81it/s]
- 24%|██▍       | Computing thresholds ... : 49/203 [00:04&lt;00:14,   10.81it/s]
- 25%|██▍       | Computing thresholds ... : 50/203 [00:04&lt;00:14,   10.81it/s]
- 25%|██▌       | Computing thresholds ... : 51/203 [00:04&lt;00:14,   10.81it/s]
- 26%|██▌       | Computing thresholds ... : 52/203 [00:04&lt;00:13,   10.81it/s]
- 26%|██▌       | Computing thresholds ... : 53/203 [00:04&lt;00:13,   10.81it/s]
- 27%|██▋       | Computing thresholds ... : 54/203 [00:05&lt;00:13,   10.81it/s]
- 27%|██▋       | Computing thresholds ... : 55/203 [00:05&lt;00:13,   10.81it/s]
- 28%|██▊       | Computing thresholds ... : 56/203 [00:05&lt;00:13,   10.80it/s]
- 28%|██▊       | Computing thresholds ... : 57/203 [00:05&lt;00:13,   10.80it/s]
- 29%|██▊       | Computing thresholds ... : 58/203 [00:05&lt;00:13,   10.80it/s]
- 29%|██▉       | Computing thresholds ... : 59/203 [00:05&lt;00:13,   10.80it/s]
- 30%|██▉       | Computing thresholds ... : 60/203 [00:05&lt;00:13,   10.81it/s]
- 30%|███       | Computing thresholds ... : 61/203 [00:05&lt;00:13,   10.81it/s]
- 31%|███       | Computing thresholds ... : 62/203 [00:05&lt;00:13,   10.80it/s]
- 31%|███       | Computing thresholds ... : 63/203 [00:05&lt;00:12,   10.80it/s]
- 32%|███▏      | Computing thresholds ... : 64/203 [00:05&lt;00:12,   10.80it/s]
- 32%|███▏      | Computing thresholds ... : 65/203 [00:06&lt;00:12,   10.80it/s]
- 33%|███▎      | Computing thresholds ... : 66/203 [00:06&lt;00:12,   10.80it/s]
- 33%|███▎      | Computing thresholds ... : 67/203 [00:06&lt;00:12,   10.80it/s]
- 33%|███▎      | Computing thresholds ... : 68/203 [00:06&lt;00:12,   10.81it/s]
- 34%|███▍      | Computing thresholds ... : 69/203 [00:06&lt;00:12,   10.81it/s]
- 34%|███▍      | Computing thresholds ... : 70/203 [00:06&lt;00:12,   10.81it/s]
- 35%|███▍      | Computing thresholds ... : 71/203 [00:06&lt;00:12,   10.81it/s]
- 35%|███▌      | Computing thresholds ... : 72/203 [00:06&lt;00:12,   10.81it/s]
- 36%|███▌      | Computing thresholds ... : 73/203 [00:06&lt;00:12,   10.81it/s]
- 36%|███▋      | Computing thresholds ... : 74/203 [00:06&lt;00:11,   10.82it/s]
- 37%|███▋      | Computing thresholds ... : 75/203 [00:06&lt;00:11,   10.82it/s]
- 37%|███▋      | Computing thresholds ... : 76/203 [00:07&lt;00:11,   10.82it/s]
- 38%|███▊      | Computing thresholds ... : 77/203 [00:07&lt;00:11,   10.82it/s]
- 38%|███▊      | Computing thresholds ... : 78/203 [00:07&lt;00:11,   10.82it/s]
- 39%|███▉      | Computing thresholds ... : 79/203 [00:07&lt;00:11,   10.82it/s]
- 39%|███▉      | Computing thresholds ... : 80/203 [00:07&lt;00:11,   10.82it/s]
- 40%|███▉      | Computing thresholds ... : 81/203 [00:07&lt;00:11,   10.82it/s]
- 40%|████      | Computing thresholds ... : 82/203 [00:07&lt;00:11,   10.82it/s]
- 41%|████      | Computing thresholds ... : 83/203 [00:07&lt;00:11,   10.81it/s]
- 41%|████▏     | Computing thresholds ... : 84/203 [00:07&lt;00:11,   10.81it/s]
- 42%|████▏     | Computing thresholds ... : 85/203 [00:07&lt;00:10,   10.81it/s]
- 42%|████▏     | Computing thresholds ... : 86/203 [00:07&lt;00:10,   10.81it/s]
- 43%|████▎     | Computing thresholds ... : 87/203 [00:08&lt;00:10,   10.81it/s]
- 43%|████▎     | Computing thresholds ... : 88/203 [00:08&lt;00:10,   10.81it/s]
- 44%|████▍     | Computing thresholds ... : 89/203 [00:08&lt;00:10,   10.81it/s]
- 44%|████▍     | Computing thresholds ... : 90/203 [00:08&lt;00:10,   10.80it/s]
- 45%|████▍     | Computing thresholds ... : 91/203 [00:08&lt;00:10,   10.80it/s]
- 45%|████▌     | Computing thresholds ... : 92/203 [00:08&lt;00:10,   10.80it/s]
- 46%|████▌     | Computing thresholds ... : 93/203 [00:08&lt;00:10,   10.80it/s]
- 46%|████▋     | Computing thresholds ... : 94/203 [00:08&lt;00:10,   10.79it/s]
- 47%|████▋     | Computing thresholds ... : 95/203 [00:08&lt;00:10,   10.79it/s]
- 47%|████▋     | Computing thresholds ... : 96/203 [00:08&lt;00:09,   10.79it/s]
- 48%|████▊     | Computing thresholds ... : 97/203 [00:09&lt;00:09,   10.79it/s]
- 48%|████▊     | Computing thresholds ... : 98/203 [00:09&lt;00:09,   10.80it/s]
- 49%|████▉     | Computing thresholds ... : 99/203 [00:09&lt;00:09,   10.80it/s]
- 49%|████▉     | Computing thresholds ... : 100/203 [00:09&lt;00:09,   10.80it/s]
- 50%|████▉     | Computing thresholds ... : 101/203 [00:09&lt;00:09,   10.80it/s]
- 50%|█████     | Computing thresholds ... : 102/203 [00:09&lt;00:09,   10.81it/s]
- 51%|█████     | Computing thresholds ... : 103/203 [00:09&lt;00:09,   10.81it/s]
- 51%|█████     | Computing thresholds ... : 104/203 [00:09&lt;00:09,   10.81it/s]
- 52%|█████▏    | Computing thresholds ... : 105/203 [00:09&lt;00:09,   10.82it/s]
- 52%|█████▏    | Computing thresholds ... : 106/203 [00:09&lt;00:08,   10.82it/s]
- 53%|█████▎    | Computing thresholds ... : 107/203 [00:09&lt;00:08,   10.82it/s]
- 53%|█████▎    | Computing thresholds ... : 108/203 [00:10&lt;00:08,   10.82it/s]
- 54%|█████▎    | Computing thresholds ... : 109/203 [00:10&lt;00:08,   10.82it/s]
- 54%|█████▍    | Computing thresholds ... : 110/203 [00:10&lt;00:08,   10.82it/s]
- 55%|█████▍    | Computing thresholds ... : 111/203 [00:10&lt;00:08,   10.82it/s]
- 55%|█████▌    | Computing thresholds ... : 112/203 [00:10&lt;00:08,   10.82it/s]
- 56%|█████▌    | Computing thresholds ... : 113/203 [00:10&lt;00:08,   10.83it/s]
- 56%|█████▌    | Computing thresholds ... : 114/203 [00:10&lt;00:08,   10.83it/s]
- 57%|█████▋    | Computing thresholds ... : 115/203 [00:10&lt;00:08,   10.83it/s]
- 57%|█████▋    | Computing thresholds ... : 116/203 [00:10&lt;00:08,   10.84it/s]
- 58%|█████▊    | Computing thresholds ... : 117/203 [00:10&lt;00:07,   10.83it/s]
- 58%|█████▊    | Computing thresholds ... : 118/203 [00:10&lt;00:07,   10.82it/s]
- 59%|█████▊    | Computing thresholds ... : 119/203 [00:11&lt;00:07,   10.82it/s]
- 59%|█████▉    | Computing thresholds ... : 120/203 [00:11&lt;00:07,   10.82it/s]
- 60%|█████▉    | Computing thresholds ... : 121/203 [00:11&lt;00:07,   10.82it/s]
- 60%|██████    | Computing thresholds ... : 122/203 [00:11&lt;00:07,   10.83it/s]
- 61%|██████    | Computing thresholds ... : 123/203 [00:11&lt;00:07,   10.83it/s]
- 61%|██████    | Computing thresholds ... : 124/203 [00:11&lt;00:07,   10.83it/s]
- 62%|██████▏   | Computing thresholds ... : 125/203 [00:11&lt;00:07,   10.83it/s]
- 62%|██████▏   | Computing thresholds ... : 126/203 [00:11&lt;00:07,   10.83it/s]
- 63%|██████▎   | Computing thresholds ... : 127/203 [00:11&lt;00:07,   10.83it/s]
- 63%|██████▎   | Computing thresholds ... : 128/203 [00:11&lt;00:06,   10.83it/s]
- 64%|██████▎   | Computing thresholds ... : 129/203 [00:11&lt;00:06,   10.83it/s]
- 64%|██████▍   | Computing thresholds ... : 130/203 [00:12&lt;00:06,   10.82it/s]
- 65%|██████▍   | Computing thresholds ... : 131/203 [00:12&lt;00:06,   10.83it/s]
- 65%|██████▌   | Computing thresholds ... : 132/203 [00:12&lt;00:06,   10.83it/s]
- 66%|██████▌   | Computing thresholds ... : 133/203 [00:12&lt;00:06,   10.83it/s]
- 66%|██████▌   | Computing thresholds ... : 134/203 [00:12&lt;00:06,   10.83it/s]
- 67%|██████▋   | Computing thresholds ... : 135/203 [00:12&lt;00:06,   10.83it/s]
- 67%|██████▋   | Computing thresholds ... : 136/203 [00:12&lt;00:06,   10.82it/s]
- 67%|██████▋   | Computing thresholds ... : 137/203 [00:12&lt;00:06,   10.83it/s]
- 68%|██████▊   | Computing thresholds ... : 138/203 [00:12&lt;00:06,   10.82it/s]
- 68%|██████▊   | Computing thresholds ... : 139/203 [00:12&lt;00:05,   10.80it/s]
- 69%|██████▉   | Computing thresholds ... : 140/203 [00:12&lt;00:05,   10.79it/s]
- 69%|██████▉   | Computing thresholds ... : 141/203 [00:13&lt;00:05,   10.79it/s]
- 70%|██████▉   | Computing thresholds ... : 142/203 [00:13&lt;00:05,   10.80it/s]
- 70%|███████   | Computing thresholds ... : 143/203 [00:13&lt;00:05,   10.79it/s]
- 71%|███████   | Computing thresholds ... : 144/203 [00:13&lt;00:05,   10.79it/s]
- 71%|███████▏  | Computing thresholds ... : 145/203 [00:13&lt;00:05,   10.80it/s]
- 72%|███████▏  | Computing thresholds ... : 146/203 [00:13&lt;00:05,   10.80it/s]
- 72%|███████▏  | Computing thresholds ... : 147/203 [00:13&lt;00:05,   10.80it/s]
- 73%|███████▎  | Computing thresholds ... : 148/203 [00:13&lt;00:05,   10.79it/s]
- 73%|███████▎  | Computing thresholds ... : 149/203 [00:13&lt;00:05,   10.79it/s]
- 74%|███████▍  | Computing thresholds ... : 150/203 [00:13&lt;00:04,   10.79it/s]
- 74%|███████▍  | Computing thresholds ... : 151/203 [00:13&lt;00:04,   10.79it/s]
- 75%|███████▍  | Computing thresholds ... : 152/203 [00:14&lt;00:04,   10.79it/s]
- 75%|███████▌  | Computing thresholds ... : 153/203 [00:14&lt;00:04,   10.79it/s]
- 76%|███████▌  | Computing thresholds ... : 154/203 [00:14&lt;00:04,   10.79it/s]
- 76%|███████▋  | Computing thresholds ... : 155/203 [00:14&lt;00:04,   10.79it/s]
- 77%|███████▋  | Computing thresholds ... : 156/203 [00:14&lt;00:04,   10.79it/s]
- 77%|███████▋  | Computing thresholds ... : 157/203 [00:14&lt;00:04,   10.79it/s]
- 78%|███████▊  | Computing thresholds ... : 158/203 [00:14&lt;00:04,   10.79it/s]
- 78%|███████▊  | Computing thresholds ... : 159/203 [00:14&lt;00:04,   10.79it/s]
- 79%|███████▉  | Computing thresholds ... : 160/203 [00:14&lt;00:03,   10.80it/s]
- 79%|███████▉  | Computing thresholds ... : 161/203 [00:14&lt;00:03,   10.80it/s]
- 80%|███████▉  | Computing thresholds ... : 162/203 [00:15&lt;00:03,   10.80it/s]
- 80%|████████  | Computing thresholds ... : 163/203 [00:15&lt;00:03,   10.80it/s]
- 81%|████████  | Computing thresholds ... : 164/203 [00:15&lt;00:03,   10.80it/s]
- 81%|████████▏ | Computing thresholds ... : 165/203 [00:15&lt;00:03,   10.81it/s]
- 82%|████████▏ | Computing thresholds ... : 166/203 [00:15&lt;00:03,   10.81it/s]
- 82%|████████▏ | Computing thresholds ... : 167/203 [00:15&lt;00:03,   10.81it/s]
- 83%|████████▎ | Computing thresholds ... : 168/203 [00:15&lt;00:03,   10.81it/s]
- 83%|████████▎ | Computing thresholds ... : 169/203 [00:15&lt;00:03,   10.81it/s]
- 84%|████████▎ | Computing thresholds ... : 170/203 [00:15&lt;00:03,   10.81it/s]
- 84%|████████▍ | Computing thresholds ... : 171/203 [00:15&lt;00:02,   10.80it/s]
- 85%|████████▍ | Computing thresholds ... : 172/203 [00:15&lt;00:02,   10.81it/s]
- 85%|████████▌ | Computing thresholds ... : 173/203 [00:16&lt;00:02,   10.81it/s]
- 86%|████████▌ | Computing thresholds ... : 174/203 [00:16&lt;00:02,   10.81it/s]
- 86%|████████▌ | Computing thresholds ... : 175/203 [00:16&lt;00:02,   10.81it/s]
- 87%|████████▋ | Computing thresholds ... : 176/203 [00:16&lt;00:02,   10.81it/s]
- 87%|████████▋ | Computing thresholds ... : 177/203 [00:16&lt;00:02,   10.80it/s]
- 88%|████████▊ | Computing thresholds ... : 178/203 [00:16&lt;00:02,   10.81it/s]
- 88%|████████▊ | Computing thresholds ... : 179/203 [00:16&lt;00:02,   10.81it/s]
- 89%|████████▊ | Computing thresholds ... : 180/203 [00:16&lt;00:02,   10.81it/s]
- 89%|████████▉ | Computing thresholds ... : 181/203 [00:16&lt;00:02,   10.81it/s]
- 90%|████████▉ | Computing thresholds ... : 182/203 [00:16&lt;00:01,   10.82it/s]
- 90%|█████████ | Computing thresholds ... : 183/203 [00:16&lt;00:01,   10.82it/s]
- 91%|█████████ | Computing thresholds ... : 184/203 [00:17&lt;00:01,   10.81it/s]
- 91%|█████████ | Computing thresholds ... : 185/203 [00:17&lt;00:01,   10.82it/s]
- 92%|█████████▏| Computing thresholds ... : 186/203 [00:17&lt;00:01,   10.82it/s]
- 92%|█████████▏| Computing thresholds ... : 187/203 [00:17&lt;00:01,   10.82it/s]
- 93%|█████████▎| Computing thresholds ... : 188/203 [00:17&lt;00:01,   10.82it/s]
- 93%|█████████▎| Computing thresholds ... : 189/203 [00:17&lt;00:01,   10.82it/s]
- 94%|█████████▎| Computing thresholds ... : 190/203 [00:17&lt;00:01,   10.83it/s]
- 94%|█████████▍| Computing thresholds ... : 191/203 [00:17&lt;00:01,   10.83it/s]
- 95%|█████████▍| Computing thresholds ... : 192/203 [00:17&lt;00:01,   10.83it/s]
- 95%|█████████▌| Computing thresholds ... : 193/203 [00:17&lt;00:00,   10.83it/s]
- 96%|█████████▌| Computing thresholds ... : 194/203 [00:17&lt;00:00,   10.84it/s]
- 96%|█████████▌| Computing thresholds ... : 195/203 [00:18&lt;00:00,   10.84it/s]
- 97%|█████████▋| Computing thresholds ... : 196/203 [00:18&lt;00:00,   10.84it/s]
- 97%|█████████▋| Computing thresholds ... : 197/203 [00:18&lt;00:00,   10.84it/s]
- 98%|█████████▊| Computing thresholds ... : 198/203 [00:18&lt;00:00,   10.84it/s]
- 98%|█████████▊| Computing thresholds ... : 199/203 [00:18&lt;00:00,   10.85it/s]
- 99%|█████████▊| Computing thresholds ... : 200/203 [00:18&lt;00:00,   10.85it/s]
- 99%|█████████▉| Computing thresholds ... : 201/203 [00:18&lt;00:00,   10.84it/s]
-100%|█████████▉| Computing thresholds ... : 202/203 [00:18&lt;00:00,   10.84it/s]
-100%|██████████| Computing thresholds ... : 203/203 [00:18&lt;00:00,   10.84it/s]
-100%|██████████| Computing thresholds ... : 203/203 [00:18&lt;00:00,   10.80it/s]
+  0%|          | Computing thresholds ... : 1/203 [00:00&lt;00:15,   12.82it/s]
+  1%|          | Computing thresholds ... : 2/203 [00:00&lt;00:13,   14.49it/s]
+  1%|▏         | Computing thresholds ... : 3/203 [00:00&lt;00:13,   15.20it/s]
+  2%|▏         | Computing thresholds ... : 4/203 [00:00&lt;00:12,   15.60it/s]
+  2%|▏         | Computing thresholds ... : 5/203 [00:00&lt;00:12,   15.85it/s]
+  3%|▎         | Computing thresholds ... : 6/203 [00:00&lt;00:12,   16.01it/s]
+  3%|▎         | Computing thresholds ... : 7/203 [00:00&lt;00:12,   16.14it/s]
+  4%|▍         | Computing thresholds ... : 8/203 [00:00&lt;00:11,   16.25it/s]
+  4%|▍         | Computing thresholds ... : 9/203 [00:00&lt;00:11,   16.33it/s]
+  5%|▍         | Computing thresholds ... : 10/203 [00:00&lt;00:11,   16.38it/s]
+  5%|▌         | Computing thresholds ... : 11/203 [00:00&lt;00:11,   16.44it/s]
+  6%|▌         | Computing thresholds ... : 12/203 [00:00&lt;00:11,   16.48it/s]
+  6%|▋         | Computing thresholds ... : 13/203 [00:00&lt;00:11,   16.37it/s]
+  7%|▋         | Computing thresholds ... : 14/203 [00:00&lt;00:11,   16.42it/s]
+  7%|▋         | Computing thresholds ... : 15/203 [00:00&lt;00:11,   16.47it/s]
+  8%|▊         | Computing thresholds ... : 16/203 [00:00&lt;00:11,   16.50it/s]
+  8%|▊         | Computing thresholds ... : 17/203 [00:01&lt;00:11,   16.53it/s]
+  9%|▉         | Computing thresholds ... : 18/203 [00:01&lt;00:11,   16.55it/s]
+  9%|▉         | Computing thresholds ... : 19/203 [00:01&lt;00:11,   16.58it/s]
+ 10%|▉         | Computing thresholds ... : 20/203 [00:01&lt;00:11,   16.59it/s]
+ 10%|█         | Computing thresholds ... : 21/203 [00:01&lt;00:10,   16.61it/s]
+ 11%|█         | Computing thresholds ... : 22/203 [00:01&lt;00:10,   16.63it/s]
+ 11%|█▏        | Computing thresholds ... : 23/203 [00:01&lt;00:10,   16.65it/s]
+ 12%|█▏        | Computing thresholds ... : 24/203 [00:01&lt;00:10,   16.66it/s]
+ 12%|█▏        | Computing thresholds ... : 25/203 [00:01&lt;00:10,   16.67it/s]
+ 13%|█▎        | Computing thresholds ... : 26/203 [00:01&lt;00:10,   16.68it/s]
+ 13%|█▎        | Computing thresholds ... : 27/203 [00:01&lt;00:10,   16.68it/s]
+ 14%|█▍        | Computing thresholds ... : 28/203 [00:01&lt;00:10,   16.69it/s]
+ 14%|█▍        | Computing thresholds ... : 29/203 [00:01&lt;00:10,   16.69it/s]
+ 15%|█▍        | Computing thresholds ... : 30/203 [00:01&lt;00:10,   16.70it/s]
+ 15%|█▌        | Computing thresholds ... : 31/203 [00:01&lt;00:10,   16.70it/s]
+ 16%|█▌        | Computing thresholds ... : 32/203 [00:01&lt;00:10,   16.72it/s]
+ 16%|█▋        | Computing thresholds ... : 33/203 [00:01&lt;00:10,   16.73it/s]
+ 17%|█▋        | Computing thresholds ... : 34/203 [00:02&lt;00:10,   16.74it/s]
+ 17%|█▋        | Computing thresholds ... : 35/203 [00:02&lt;00:10,   16.75it/s]
+ 18%|█▊        | Computing thresholds ... : 36/203 [00:02&lt;00:09,   16.76it/s]
+ 18%|█▊        | Computing thresholds ... : 37/203 [00:02&lt;00:09,   16.76it/s]
+ 19%|█▊        | Computing thresholds ... : 38/203 [00:02&lt;00:09,   16.77it/s]
+ 19%|█▉        | Computing thresholds ... : 39/203 [00:02&lt;00:09,   16.78it/s]
+ 20%|█▉        | Computing thresholds ... : 40/203 [00:02&lt;00:09,   16.78it/s]
+ 20%|██        | Computing thresholds ... : 41/203 [00:02&lt;00:09,   16.78it/s]
+ 21%|██        | Computing thresholds ... : 42/203 [00:02&lt;00:09,   16.79it/s]
+ 21%|██        | Computing thresholds ... : 43/203 [00:02&lt;00:09,   16.79it/s]
+ 22%|██▏       | Computing thresholds ... : 44/203 [00:02&lt;00:09,   16.79it/s]
+ 22%|██▏       | Computing thresholds ... : 45/203 [00:02&lt;00:09,   16.79it/s]
+ 23%|██▎       | Computing thresholds ... : 46/203 [00:02&lt;00:09,   16.80it/s]
+ 23%|██▎       | Computing thresholds ... : 47/203 [00:02&lt;00:09,   16.81it/s]
+ 24%|██▎       | Computing thresholds ... : 48/203 [00:02&lt;00:09,   16.80it/s]
+ 24%|██▍       | Computing thresholds ... : 49/203 [00:02&lt;00:09,   16.81it/s]
+ 25%|██▍       | Computing thresholds ... : 50/203 [00:02&lt;00:09,   16.81it/s]
+ 25%|██▌       | Computing thresholds ... : 51/203 [00:03&lt;00:09,   16.80it/s]
+ 26%|██▌       | Computing thresholds ... : 52/203 [00:03&lt;00:08,   16.80it/s]
+ 26%|██▌       | Computing thresholds ... : 53/203 [00:03&lt;00:08,   16.81it/s]
+ 27%|██▋       | Computing thresholds ... : 54/203 [00:03&lt;00:08,   16.81it/s]
+ 27%|██▋       | Computing thresholds ... : 55/203 [00:03&lt;00:08,   16.81it/s]
+ 28%|██▊       | Computing thresholds ... : 56/203 [00:03&lt;00:08,   16.81it/s]
+ 28%|██▊       | Computing thresholds ... : 57/203 [00:03&lt;00:08,   16.81it/s]
+ 29%|██▊       | Computing thresholds ... : 58/203 [00:03&lt;00:08,   16.81it/s]
+ 29%|██▉       | Computing thresholds ... : 59/203 [00:03&lt;00:08,   16.82it/s]
+ 30%|██▉       | Computing thresholds ... : 60/203 [00:03&lt;00:08,   16.82it/s]
+ 30%|███       | Computing thresholds ... : 61/203 [00:03&lt;00:08,   16.82it/s]
+ 31%|███       | Computing thresholds ... : 62/203 [00:03&lt;00:08,   16.82it/s]
+ 31%|███       | Computing thresholds ... : 63/203 [00:03&lt;00:08,   16.82it/s]
+ 32%|███▏      | Computing thresholds ... : 64/203 [00:03&lt;00:08,   16.82it/s]
+ 32%|███▏      | Computing thresholds ... : 65/203 [00:03&lt;00:08,   16.82it/s]
+ 33%|███▎      | Computing thresholds ... : 66/203 [00:03&lt;00:08,   16.83it/s]
+ 33%|███▎      | Computing thresholds ... : 67/203 [00:04&lt;00:08,   16.83it/s]
+ 33%|███▎      | Computing thresholds ... : 68/203 [00:04&lt;00:08,   16.84it/s]
+ 34%|███▍      | Computing thresholds ... : 69/203 [00:04&lt;00:07,   16.83it/s]
+ 34%|███▍      | Computing thresholds ... : 70/203 [00:04&lt;00:07,   16.83it/s]
+ 35%|███▍      | Computing thresholds ... : 71/203 [00:04&lt;00:07,   16.83it/s]
+ 35%|███▌      | Computing thresholds ... : 72/203 [00:04&lt;00:07,   16.83it/s]
+ 36%|███▌      | Computing thresholds ... : 73/203 [00:04&lt;00:07,   16.84it/s]
+ 36%|███▋      | Computing thresholds ... : 74/203 [00:04&lt;00:07,   16.84it/s]
+ 37%|███▋      | Computing thresholds ... : 75/203 [00:04&lt;00:07,   16.84it/s]
+ 37%|███▋      | Computing thresholds ... : 76/203 [00:04&lt;00:07,   16.83it/s]
+ 38%|███▊      | Computing thresholds ... : 77/203 [00:04&lt;00:07,   16.82it/s]
+ 38%|███▊      | Computing thresholds ... : 78/203 [00:04&lt;00:07,   16.83it/s]
+ 39%|███▉      | Computing thresholds ... : 79/203 [00:04&lt;00:07,   16.83it/s]
+ 39%|███▉      | Computing thresholds ... : 80/203 [00:04&lt;00:07,   16.83it/s]
+ 40%|███▉      | Computing thresholds ... : 81/203 [00:04&lt;00:07,   16.84it/s]
+ 40%|████      | Computing thresholds ... : 82/203 [00:04&lt;00:07,   16.84it/s]
+ 41%|████      | Computing thresholds ... : 83/203 [00:04&lt;00:07,   16.83it/s]
+ 41%|████▏     | Computing thresholds ... : 84/203 [00:05&lt;00:07,   16.83it/s]
+ 42%|████▏     | Computing thresholds ... : 85/203 [00:05&lt;00:07,   16.83it/s]
+ 42%|████▏     | Computing thresholds ... : 86/203 [00:05&lt;00:06,   16.83it/s]
+ 43%|████▎     | Computing thresholds ... : 87/203 [00:05&lt;00:06,   16.83it/s]
+ 43%|████▎     | Computing thresholds ... : 88/203 [00:05&lt;00:06,   16.84it/s]
+ 44%|████▍     | Computing thresholds ... : 89/203 [00:05&lt;00:06,   16.84it/s]
+ 44%|████▍     | Computing thresholds ... : 90/203 [00:05&lt;00:06,   16.83it/s]
+ 45%|████▍     | Computing thresholds ... : 91/203 [00:05&lt;00:06,   16.83it/s]
+ 45%|████▌     | Computing thresholds ... : 92/203 [00:05&lt;00:06,   16.84it/s]
+ 46%|████▌     | Computing thresholds ... : 93/203 [00:05&lt;00:06,   16.84it/s]
+ 46%|████▋     | Computing thresholds ... : 94/203 [00:05&lt;00:06,   16.83it/s]
+ 47%|████▋     | Computing thresholds ... : 95/203 [00:05&lt;00:06,   16.83it/s]
+ 47%|████▋     | Computing thresholds ... : 96/203 [00:05&lt;00:06,   16.83it/s]
+ 48%|████▊     | Computing thresholds ... : 97/203 [00:05&lt;00:06,   16.83it/s]
+ 48%|████▊     | Computing thresholds ... : 98/203 [00:05&lt;00:06,   16.83it/s]
+ 49%|████▉     | Computing thresholds ... : 99/203 [00:05&lt;00:06,   16.83it/s]
+ 49%|████▉     | Computing thresholds ... : 100/203 [00:05&lt;00:06,   16.83it/s]
+ 50%|████▉     | Computing thresholds ... : 101/203 [00:06&lt;00:06,   16.83it/s]
+ 50%|█████     | Computing thresholds ... : 102/203 [00:06&lt;00:05,   16.84it/s]
+ 51%|█████     | Computing thresholds ... : 103/203 [00:06&lt;00:05,   16.84it/s]
+ 51%|█████     | Computing thresholds ... : 104/203 [00:06&lt;00:05,   16.84it/s]
+ 52%|█████▏    | Computing thresholds ... : 105/203 [00:06&lt;00:05,   16.85it/s]
+ 52%|█████▏    | Computing thresholds ... : 106/203 [00:06&lt;00:05,   16.86it/s]
+ 53%|█████▎    | Computing thresholds ... : 107/203 [00:06&lt;00:05,   16.85it/s]
+ 53%|█████▎    | Computing thresholds ... : 108/203 [00:06&lt;00:05,   16.86it/s]
+ 54%|█████▎    | Computing thresholds ... : 109/203 [00:06&lt;00:05,   16.86it/s]
+ 54%|█████▍    | Computing thresholds ... : 110/203 [00:06&lt;00:05,   16.86it/s]
+ 55%|█████▍    | Computing thresholds ... : 111/203 [00:06&lt;00:05,   16.86it/s]
+ 55%|█████▌    | Computing thresholds ... : 112/203 [00:06&lt;00:05,   16.86it/s]
+ 56%|█████▌    | Computing thresholds ... : 113/203 [00:06&lt;00:05,   16.87it/s]
+ 56%|█████▌    | Computing thresholds ... : 114/203 [00:06&lt;00:05,   16.88it/s]
+ 57%|█████▋    | Computing thresholds ... : 115/203 [00:06&lt;00:05,   16.88it/s]
+ 57%|█████▋    | Computing thresholds ... : 116/203 [00:06&lt;00:05,   16.89it/s]
+ 58%|█████▊    | Computing thresholds ... : 117/203 [00:06&lt;00:05,   16.88it/s]
+ 58%|█████▊    | Computing thresholds ... : 118/203 [00:07&lt;00:05,   16.88it/s]
+ 59%|█████▊    | Computing thresholds ... : 119/203 [00:07&lt;00:04,   16.89it/s]
+ 59%|█████▉    | Computing thresholds ... : 120/203 [00:07&lt;00:04,   16.89it/s]
+ 60%|█████▉    | Computing thresholds ... : 121/203 [00:07&lt;00:04,   16.89it/s]
+ 60%|██████    | Computing thresholds ... : 122/203 [00:07&lt;00:04,   16.89it/s]
+ 61%|██████    | Computing thresholds ... : 123/203 [00:07&lt;00:04,   16.89it/s]
+ 61%|██████    | Computing thresholds ... : 124/203 [00:07&lt;00:04,   16.88it/s]
+ 62%|██████▏   | Computing thresholds ... : 125/203 [00:07&lt;00:04,   16.89it/s]
+ 62%|██████▏   | Computing thresholds ... : 126/203 [00:07&lt;00:04,   16.90it/s]
+ 63%|██████▎   | Computing thresholds ... : 127/203 [00:07&lt;00:04,   16.90it/s]
+ 63%|██████▎   | Computing thresholds ... : 128/203 [00:07&lt;00:04,   16.89it/s]
+ 64%|██████▎   | Computing thresholds ... : 129/203 [00:07&lt;00:04,   16.89it/s]
+ 64%|██████▍   | Computing thresholds ... : 130/203 [00:07&lt;00:04,   16.88it/s]
+ 65%|██████▍   | Computing thresholds ... : 131/203 [00:07&lt;00:04,   16.89it/s]
+ 65%|██████▌   | Computing thresholds ... : 132/203 [00:07&lt;00:04,   16.89it/s]
+ 66%|██████▌   | Computing thresholds ... : 133/203 [00:07&lt;00:04,   16.88it/s]
+ 66%|██████▌   | Computing thresholds ... : 134/203 [00:07&lt;00:04,   16.88it/s]
+ 67%|██████▋   | Computing thresholds ... : 135/203 [00:08&lt;00:04,   16.88it/s]
+ 67%|██████▋   | Computing thresholds ... : 136/203 [00:08&lt;00:03,   16.88it/s]
+ 67%|██████▋   | Computing thresholds ... : 137/203 [00:08&lt;00:03,   16.87it/s]
+ 68%|██████▊   | Computing thresholds ... : 138/203 [00:08&lt;00:03,   16.82it/s]
+ 68%|██████▊   | Computing thresholds ... : 139/203 [00:08&lt;00:03,   16.82it/s]
+ 69%|██████▉   | Computing thresholds ... : 140/203 [00:08&lt;00:03,   16.82it/s]
+ 69%|██████▉   | Computing thresholds ... : 141/203 [00:08&lt;00:03,   16.82it/s]
+ 70%|██████▉   | Computing thresholds ... : 142/203 [00:08&lt;00:03,   16.83it/s]
+ 70%|███████   | Computing thresholds ... : 143/203 [00:08&lt;00:03,   16.83it/s]
+ 71%|███████   | Computing thresholds ... : 144/203 [00:08&lt;00:03,   16.82it/s]
+ 71%|███████▏  | Computing thresholds ... : 145/203 [00:08&lt;00:03,   16.82it/s]
+ 72%|███████▏  | Computing thresholds ... : 146/203 [00:08&lt;00:03,   16.79it/s]
+ 72%|███████▏  | Computing thresholds ... : 147/203 [00:08&lt;00:03,   16.79it/s]
+ 73%|███████▎  | Computing thresholds ... : 148/203 [00:08&lt;00:03,   16.80it/s]
+ 73%|███████▎  | Computing thresholds ... : 149/203 [00:08&lt;00:03,   16.80it/s]
+ 74%|███████▍  | Computing thresholds ... : 150/203 [00:08&lt;00:03,   16.80it/s]
+ 74%|███████▍  | Computing thresholds ... : 151/203 [00:08&lt;00:03,   16.80it/s]
+ 75%|███████▍  | Computing thresholds ... : 152/203 [00:09&lt;00:03,   16.81it/s]
+ 75%|███████▌  | Computing thresholds ... : 153/203 [00:09&lt;00:02,   16.80it/s]
+ 76%|███████▌  | Computing thresholds ... : 154/203 [00:09&lt;00:02,   16.80it/s]
+ 76%|███████▋  | Computing thresholds ... : 155/203 [00:09&lt;00:02,   16.81it/s]
+ 77%|███████▋  | Computing thresholds ... : 156/203 [00:09&lt;00:02,   16.81it/s]
+ 77%|███████▋  | Computing thresholds ... : 157/203 [00:09&lt;00:02,   16.82it/s]
+ 78%|███████▊  | Computing thresholds ... : 158/203 [00:09&lt;00:02,   16.83it/s]
+ 78%|███████▊  | Computing thresholds ... : 159/203 [00:09&lt;00:02,   16.83it/s]
+ 79%|███████▉  | Computing thresholds ... : 160/203 [00:09&lt;00:02,   16.84it/s]
+ 79%|███████▉  | Computing thresholds ... : 161/203 [00:09&lt;00:02,   16.84it/s]
+ 80%|███████▉  | Computing thresholds ... : 162/203 [00:09&lt;00:02,   16.85it/s]
+ 80%|████████  | Computing thresholds ... : 163/203 [00:09&lt;00:02,   16.85it/s]
+ 81%|████████  | Computing thresholds ... : 164/203 [00:09&lt;00:02,   16.86it/s]
+ 81%|████████▏ | Computing thresholds ... : 165/203 [00:09&lt;00:02,   16.86it/s]
+ 82%|████████▏ | Computing thresholds ... : 166/203 [00:09&lt;00:02,   16.87it/s]
+ 82%|████████▏ | Computing thresholds ... : 167/203 [00:09&lt;00:02,   16.86it/s]
+ 83%|████████▎ | Computing thresholds ... : 168/203 [00:09&lt;00:02,   16.86it/s]
+ 83%|████████▎ | Computing thresholds ... : 169/203 [00:10&lt;00:02,   16.86it/s]
+ 84%|████████▎ | Computing thresholds ... : 170/203 [00:10&lt;00:01,   16.86it/s]
+ 84%|████████▍ | Computing thresholds ... : 171/203 [00:10&lt;00:01,   16.87it/s]
+ 85%|████████▍ | Computing thresholds ... : 172/203 [00:10&lt;00:01,   16.87it/s]
+ 85%|████████▌ | Computing thresholds ... : 173/203 [00:10&lt;00:01,   16.87it/s]
+ 86%|████████▌ | Computing thresholds ... : 174/203 [00:10&lt;00:01,   16.87it/s]
+ 86%|████████▌ | Computing thresholds ... : 175/203 [00:10&lt;00:01,   16.87it/s]
+ 87%|████████▋ | Computing thresholds ... : 176/203 [00:10&lt;00:01,   16.87it/s]
+ 87%|████████▋ | Computing thresholds ... : 177/203 [00:10&lt;00:01,   16.87it/s]
+ 88%|████████▊ | Computing thresholds ... : 178/203 [00:10&lt;00:01,   16.87it/s]
+ 88%|████████▊ | Computing thresholds ... : 179/203 [00:10&lt;00:01,   16.88it/s]
+ 89%|████████▊ | Computing thresholds ... : 180/203 [00:10&lt;00:01,   16.88it/s]
+ 89%|████████▉ | Computing thresholds ... : 181/203 [00:10&lt;00:01,   16.87it/s]
+ 90%|████████▉ | Computing thresholds ... : 182/203 [00:10&lt;00:01,   16.87it/s]
+ 90%|█████████ | Computing thresholds ... : 183/203 [00:10&lt;00:01,   16.87it/s]
+ 91%|█████████ | Computing thresholds ... : 184/203 [00:10&lt;00:01,   16.87it/s]
+ 91%|█████████ | Computing thresholds ... : 185/203 [00:11&lt;00:01,   16.87it/s]
+ 92%|█████████▏| Computing thresholds ... : 186/203 [00:11&lt;00:01,   16.87it/s]
+ 92%|█████████▏| Computing thresholds ... : 187/203 [00:11&lt;00:00,   16.86it/s]
+ 93%|█████████▎| Computing thresholds ... : 188/203 [00:11&lt;00:00,   16.86it/s]
+ 93%|█████████▎| Computing thresholds ... : 189/203 [00:11&lt;00:00,   16.87it/s]
+ 94%|█████████▎| Computing thresholds ... : 190/203 [00:11&lt;00:00,   16.87it/s]
+ 94%|█████████▍| Computing thresholds ... : 191/203 [00:11&lt;00:00,   16.87it/s]
+ 95%|█████████▍| Computing thresholds ... : 192/203 [00:11&lt;00:00,   16.88it/s]
+ 95%|█████████▌| Computing thresholds ... : 193/203 [00:11&lt;00:00,   16.88it/s]
+ 96%|█████████▌| Computing thresholds ... : 194/203 [00:11&lt;00:00,   16.89it/s]
+ 96%|█████████▌| Computing thresholds ... : 195/203 [00:11&lt;00:00,   16.89it/s]
+ 97%|█████████▋| Computing thresholds ... : 196/203 [00:11&lt;00:00,   16.82it/s]
+ 97%|█████████▋| Computing thresholds ... : 197/203 [00:11&lt;00:00,   16.82it/s]
+ 98%|█████████▊| Computing thresholds ... : 198/203 [00:11&lt;00:00,   16.83it/s]
+ 98%|█████████▊| Computing thresholds ... : 199/203 [00:11&lt;00:00,   16.83it/s]
+ 99%|█████████▊| Computing thresholds ... : 200/203 [00:11&lt;00:00,   16.84it/s]
+ 99%|█████████▉| Computing thresholds ... : 201/203 [00:11&lt;00:00,   16.84it/s]
+100%|█████████▉| Computing thresholds ... : 202/203 [00:12&lt;00:00,   16.84it/s]
+100%|██████████| Computing thresholds ... : 203/203 [00:12&lt;00:00,   16.84it/s]
+100%|██████████| Computing thresholds ... : 203/203 [00:12&lt;00:00,   16.81it/s]
 </pre></div>
 </div>
 <p>Finally, let us plot a histogram of the channel-level thresholds to verify
 that the thresholds are indeed different for different sensors.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>  <span class="c1"># noqa</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>  <span class="c1"># noqa</span>
 <span class="kn">from</span> <span class="nn">autoreject</span> <span class="kn">import</span> <span class="n">set_matplotlib_defaults</span>  <span class="c1"># noqa</span>
 <span class="n">set_matplotlib_defaults</span><span class="p">(</span><a href="https://matplotlib.org/stable/api/pyplot_summary.html#module-matplotlib.pyplot" title="matplotlib.pyplot" class="sphx-glr-backref-module-matplotlib sphx-glr-backref-type-py-module"><span class="n">plt</span></a><span class="p">)</span>
 
@@ -767,14 +775,14 @@
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.show.html#matplotlib.pyplot.show" title="matplotlib.pyplot.show" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">show</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../_images/sphx_glr_plot_channel_thresholds_001.png" srcset="../_images/sphx_glr_plot_channel_thresholds_001.png" alt="plot channel thresholds" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 19.492 seconds)</p>
+<img src="../_images/sphx_glr_plot_channel_thresholds_001.png" srcset="../_images/sphx_glr_plot_channel_thresholds_001.png" alt="plot channel thresholds" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 12.586 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-channel-thresholds-py">
-<div class="sphx-glr-download sphx-glr-download-python docutils container">
-<p><a class="reference download internal" download="" href="../_downloads/2b5a17c8987a199074fbcc3d44aad6a1/plot_channel_thresholds.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_channel_thresholds.py</span></code></a></p>
-</div>
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/b0829a63d8aefd1b0bb182ddf1ea54b2/plot_channel_thresholds.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">plot_channel_thresholds.ipynb</span></code></a></p>
 </div>
+<div class="sphx-glr-download sphx-glr-download-python docutils container">
+<p><a class="reference download internal" download="" href="../_downloads/2b5a17c8987a199074fbcc3d44aad6a1/plot_channel_thresholds.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_channel_thresholds.py</span></code></a></p>
+</div>
 </div>
 <p class="sphx-glr-signature"><a class="reference external" href="https://sphinx-gallery.github.io">Gallery generated by Sphinx-Gallery</a></p>
 </section>
@@ -787,7 +795,7 @@
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="plot_estimate_global_reject.html"
@@ -825,8 +833,8 @@
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -834,15 +842,17 @@
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -855,8 +865,9 @@
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/auto_examples/plot_estimate_global_reject.html b/dev/auto_examples/plot_estimate_global_reject.html
index 5c50241..f2c304a 100644
--- a/dev/auto_examples/plot_estimate_global_reject.html
+++ b/dev/auto_examples/plot_estimate_global_reject.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'auto_examples/plot_estimate_global_reject';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -125,6 +125,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -144,7 +145,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -197,6 +199,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -210,6 +213,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -266,6 +270,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -295,7 +300,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -348,6 +354,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -403,7 +410,8 @@
   </div>
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
-        <div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
@@ -480,12 +488,12 @@
 <span id="sphx-glr-auto-examples-plot-estimate-global-reject-py"></span><h1>Find global rejection threshold<a class="headerlink" href="#find-global-rejection-threshold" title="Link to this heading">#</a></h1>
 <p>This example demonstrates how to use <a class="reference internal" href="../api.html#module-autoreject" title="autoreject"><code class="xref py py-mod docutils literal notranslate"><span class="pre">autoreject</span></code></a> to
 find global rejection thresholds.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># Author: Mainak Jas &lt;mainak.jas@telecom-paristech.fr&gt;</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Author: Mainak Jas &lt;mainak.jas@telecom-paristech.fr&gt;</span>
 <span class="c1"># License: BSD-3-Clause</span>
 </pre></div>
 </div>
 <p>Let us import the data using MNE-Python and epoch it.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">mne</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">mne</span>
 <span class="kn">from</span> <span class="nn">mne</span> <span class="kn">import</span> <span class="n">io</span>
 <span class="kn">from</span> <span class="nn">mne.datasets</span> <span class="kn">import</span> <span class="n">sample</span>
 
@@ -501,7 +509,7 @@
 <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">events</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.read_events.html#mne.read_events" title="mne.read_events" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">read_events</span></a><span class="p">(</span><a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">event_fname</span></a><span class="p">)</span>
 
 <a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">include</span></a> <span class="o">=</span> <span class="p">[]</span>
-<a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.pick_types.html#mne.pick_types" title="mne.pick_types" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">pick_types</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne.Info" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span><span class="o">.</span><span class="n">info</span></a><span class="p">,</span> <span class="n">meg</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">eeg</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">stim</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+<a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.pick_types.html#mne.pick_types" title="mne.pick_types" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">pick_types</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne._fiff.meas_info.Info" class="sphx-glr-backref-module-mne-_fiff-meas_info sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span><span class="o">.</span><span class="n">info</span></a><span class="p">,</span> <span class="n">meg</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">eeg</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">stim</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
                        <span class="n">eog</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">include</span></a><span class="o">=</span><a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">include</span></a><span class="p">,</span> <span class="n">exclude</span><span class="o">=</span><span class="s1">&#39;bads&#39;</span><span class="p">)</span>
 <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class"><span class="n">mne</span><span class="o">.</span><span class="n">Epochs</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw" title="mne.io.Raw" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span></a><span class="p">,</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">events</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">event_id</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmin</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmax</span></a><span class="p">,</span>
                     <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a><span class="o">=</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a><span class="p">,</span> <span class="n">baseline</span><span class="o">=</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">preload</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
@@ -520,7 +528,7 @@
 </pre></div>
 </div>
 <p>Now we get the rejection dictionary</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">autoreject</span> <span class="kn">import</span> <a href="../generated/autoreject.get_rejection_threshold.html#autoreject.get_rejection_threshold" title="autoreject.get_rejection_threshold" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-function"><span class="n">get_rejection_threshold</span></a>  <span class="c1"># noqa</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">autoreject</span> <span class="kn">import</span> <a href="../generated/autoreject.get_rejection_threshold.html#autoreject.get_rejection_threshold" title="autoreject.get_rejection_threshold" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-function"><span class="n">get_rejection_threshold</span></a>  <span class="c1"># noqa</span>
 
 <span class="c1"># We can use the `decim` parameter to only take every nth time slice.</span>
 <span class="c1"># This speeds up the computation time. Note however that for low sampling</span>
@@ -539,14 +547,14 @@
 </pre></div>
 </div>
 <p>and print it</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;The rejection dictionary is </span><span class="si">%s</span><span class="s1">&#39;</span> <span class="o">%</span> <a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject</span></a><span class="p">)</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;The rejection dictionary is </span><span class="si">%s</span><span class="s1">&#39;</span> <span class="o">%</span> <a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject</span></a><span class="p">)</span>
 </pre></div>
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>The rejection dictionary is {&#39;mag&#39;: 3.284586001851895e-12, &#39;grad&#39;: 1.0357642173052411e-10, &#39;eeg&#39;: 5.844322373549318e-05, &#39;eog&#39;: 6.559782003227096e-05}
 </pre></div>
 </div>
 <p>Finally, the cleaned epochs</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs.drop_bad" title="mne.Epochs.drop_bad" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-method"><span class="n">epochs</span><span class="o">.</span><span class="n">drop_bad</span></a><span class="p">(</span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject</span></a><span class="o">=</span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject</span></a><span class="p">)</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs.drop_bad" title="mne.Epochs.drop_bad" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-method"><span class="n">epochs</span><span class="o">.</span><span class="n">drop_bad</span></a><span class="p">(</span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject</span></a><span class="o">=</span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject</span></a><span class="p">)</span>
 <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs.average" title="mne.Epochs.average" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-method"><span class="n">epochs</span><span class="o">.</span><span class="n">average</span></a><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
 </pre></div>
 </div>
@@ -568,19 +576,18 @@
     Rejecting  epoch based on EEG : [&#39;EEG 001&#39;, &#39;EEG 002&#39;, &#39;EEG 003&#39;, &#39;EEG 007&#39;]
     Rejecting  epoch based on EEG : [&#39;EEG 007&#39;, &#39;EEG 016&#39;, &#39;EEG 024&#39;]
 17 bad epochs dropped
-NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).
 
 &lt;Figure size 640x500 with 6 Axes&gt;
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 4.749 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 3.605 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-estimate-global-reject-py">
-<div class="sphx-glr-download sphx-glr-download-python docutils container">
-<p><a class="reference download internal" download="" href="../_downloads/6c5e76cf8ceaa2adde4cd98fa32a32d0/plot_estimate_global_reject.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_estimate_global_reject.py</span></code></a></p>
-</div>
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/8bc60be7efa55633c503453b8c46dfa9/plot_estimate_global_reject.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">plot_estimate_global_reject.ipynb</span></code></a></p>
 </div>
+<div class="sphx-glr-download sphx-glr-download-python docutils container">
+<p><a class="reference download internal" download="" href="../_downloads/6c5e76cf8ceaa2adde4cd98fa32a32d0/plot_estimate_global_reject.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_estimate_global_reject.py</span></code></a></p>
+</div>
 </div>
 <p class="sphx-glr-signature"><a class="reference external" href="https://sphinx-gallery.github.io">Gallery generated by Sphinx-Gallery</a></p>
 </section>
@@ -593,7 +600,7 @@
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="index.html"
@@ -631,8 +638,8 @@
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -640,15 +647,17 @@
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -661,8 +670,9 @@
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/auto_examples/plot_global_reject.html b/dev/auto_examples/plot_global_reject.html
index e5c5142..9d633f2 100644
--- a/dev/auto_examples/plot_global_reject.html
+++ b/dev/auto_examples/plot_global_reject.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -49,7 +49,7 @@
     <script async="async" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'auto_examples/plot_global_reject';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -126,6 +126,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -145,7 +146,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -198,6 +200,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -211,6 +214,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -267,6 +271,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -296,7 +301,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -349,6 +355,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -404,7 +411,8 @@
   </div>
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
-        <div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
@@ -482,12 +490,12 @@
 <p>This example demonstrates how to use <a class="reference internal" href="../api.html#module-autoreject" title="autoreject"><code class="xref py py-mod docutils literal notranslate"><span class="pre">autoreject</span></code></a> to
 plot the cross-validation curve that is used to estimate the
 global rejection thresholds.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># Author: Mainak Jas &lt;mainak.jas@telecom-paristech.fr&gt;</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Author: Mainak Jas &lt;mainak.jas@telecom-paristech.fr&gt;</span>
 <span class="c1"># License: BSD-3-Clause</span>
 </pre></div>
 </div>
 <p>Let us import the data using MNE-Python and epoch it.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">mne</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">mne</span>
 <span class="kn">from</span> <span class="nn">mne</span> <span class="kn">import</span> <span class="n">io</span>
 <span class="kn">from</span> <span class="nn">mne.datasets</span> <span class="kn">import</span> <span class="n">sample</span>
 
@@ -503,7 +511,7 @@
 <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">events</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.read_events.html#mne.read_events" title="mne.read_events" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">read_events</span></a><span class="p">(</span><a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">event_fname</span></a><span class="p">)</span>
 
 <a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">include</span></a> <span class="o">=</span> <span class="p">[]</span>
-<a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.pick_types.html#mne.pick_types" title="mne.pick_types" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">pick_types</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne.Info" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span><span class="o">.</span><span class="n">info</span></a><span class="p">,</span> <span class="n">meg</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">eeg</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">stim</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+<a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.pick_types.html#mne.pick_types" title="mne.pick_types" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">pick_types</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne._fiff.meas_info.Info" class="sphx-glr-backref-module-mne-_fiff-meas_info sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span><span class="o">.</span><span class="n">info</span></a><span class="p">,</span> <span class="n">meg</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">eeg</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">stim</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
                        <span class="n">eog</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">include</span></a><span class="o">=</span><a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">include</span></a><span class="p">,</span> <span class="n">exclude</span><span class="o">=</span><span class="s1">&#39;bads&#39;</span><span class="p">)</span>
 <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class"><span class="n">mne</span><span class="o">.</span><span class="n">Epochs</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw" title="mne.io.Raw" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span></a><span class="p">,</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">events</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">event_id</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmin</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmax</span></a><span class="p">,</span>
                     <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a><span class="o">=</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a><span class="p">,</span> <span class="n">baseline</span><span class="o">=</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span>
@@ -523,7 +531,7 @@
 </div>
 <p>Let us define a range of candidate thresholds which we would like to try.
 In this particular case, we try from <span class="math notranslate nohighlight">\(40{\mu}V\)</span> to <span class="math notranslate nohighlight">\(200{\mu}V\)</span></p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>  <span class="c1"># noqa</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>  <span class="c1"># noqa</span>
 <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">param_range</span></a> <span class="o">=</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.linspace.html#numpy.linspace" title="numpy.linspace" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-function"><span class="n">np</span><span class="o">.</span><span class="n">linspace</span></a><span class="p">(</span><span class="mf">40e-6</span><span class="p">,</span> <span class="mf">200e-6</span><span class="p">,</span> <span class="mi">30</span><span class="p">)</span>
 </pre></div>
 </div>
@@ -531,7 +539,7 @@
 Squared (RMSE) values at the candidate thresholds. Under the hood, this is
 using  <code class="docutils literal notranslate"><span class="pre">autoreject._GlobalAutoReject</span></code> to find global (i.e., for all
 channels) peak-to-peak thresholds.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">autoreject</span> <span class="kn">import</span> <a href="../generated/autoreject.validation_curve.html#autoreject.validation_curve" title="autoreject.validation_curve" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-function"><span class="n">validation_curve</span></a>  <span class="c1"># noqa</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">autoreject</span> <span class="kn">import</span> <a href="../generated/autoreject.validation_curve.html#autoreject.validation_curve" title="autoreject.validation_curve" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-function"><span class="n">validation_curve</span></a>  <span class="c1"># noqa</span>
 <span class="kn">from</span> <span class="nn">autoreject</span> <span class="kn">import</span> <a href="../generated/autoreject.get_rejection_threshold.html#autoreject.get_rejection_threshold" title="autoreject.get_rejection_threshold" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-function"><span class="n">get_rejection_threshold</span></a>  <span class="c1"># noqa</span>
 
 <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">_</span></a><span class="p">,</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">test_scores</span></a><span class="p">,</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">param_range</span></a> <span class="o">=</span> <a href="../generated/autoreject.validation_curve.html#autoreject.validation_curve" title="autoreject.validation_curve" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-function"><span class="n">validation_curve</span></a><span class="p">(</span>
@@ -547,7 +555,7 @@
 </div>
 <p>We can also get the best threshold more efficiently using Bayesian
 optimization</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject2</span></a> <span class="o">=</span> <a href="../generated/autoreject.get_rejection_threshold.html#autoreject.get_rejection_threshold" title="autoreject.get_rejection_threshold" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-function"><span class="n">get_rejection_threshold</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">cv</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject2</span></a> <span class="o">=</span> <a href="../generated/autoreject.get_rejection_threshold.html#autoreject.get_rejection_threshold" title="autoreject.get_rejection_threshold" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-function"><span class="n">get_rejection_threshold</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">cv</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>
 </pre></div>
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Using data from preloaded Raw for 73 events and 106 original time points ...
@@ -555,7 +563,7 @@
 </pre></div>
 </div>
 <p>Now let us plot the RMSE values against the candidate thresholds.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>  <span class="c1"># noqa</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>  <span class="c1"># noqa</span>
 <span class="kn">from</span> <span class="nn">autoreject</span> <span class="kn">import</span> <span class="n">set_matplotlib_defaults</span>  <span class="c1"># noqa</span>
 <span class="n">set_matplotlib_defaults</span><span class="p">(</span><a href="https://matplotlib.org/stable/api/pyplot_summary.html#module-matplotlib.pyplot" title="matplotlib.pyplot" class="sphx-glr-backref-module-matplotlib sphx-glr-backref-type-py-module"><span class="n">plt</span></a><span class="p">)</span>
 
@@ -587,14 +595,14 @@
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.show.html#matplotlib.pyplot.show" title="matplotlib.pyplot.show" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">show</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../_images/sphx_glr_plot_global_reject_001.png" srcset="../_images/sphx_glr_plot_global_reject_001.png" alt="plot global reject" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 2.526 seconds)</p>
+<img src="../_images/sphx_glr_plot_global_reject_001.png" srcset="../_images/sphx_glr_plot_global_reject_001.png" alt="plot global reject" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 2.220 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-global-reject-py">
-<div class="sphx-glr-download sphx-glr-download-python docutils container">
-<p><a class="reference download internal" download="" href="../_downloads/a33f46b3f2f20c5c7813eaed29061866/plot_global_reject.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_global_reject.py</span></code></a></p>
-</div>
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/706297e767237634b8a97ce84699ad2e/plot_global_reject.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">plot_global_reject.ipynb</span></code></a></p>
 </div>
+<div class="sphx-glr-download sphx-glr-download-python docutils container">
+<p><a class="reference download internal" download="" href="../_downloads/a33f46b3f2f20c5c7813eaed29061866/plot_global_reject.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_global_reject.py</span></code></a></p>
+</div>
 </div>
 <p class="sphx-glr-signature"><a class="reference external" href="https://sphinx-gallery.github.io">Gallery generated by Sphinx-Gallery</a></p>
 </section>
@@ -607,7 +615,7 @@
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="plot_auto_repair.html"
@@ -645,8 +653,8 @@
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -654,15 +662,17 @@
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -675,8 +685,9 @@
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/auto_examples/plot_ransac.html b/dev/auto_examples/plot_ransac.html
index 10d50bc..d91a8ea 100644
--- a/dev/auto_examples/plot_ransac.html
+++ b/dev/auto_examples/plot_ransac.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'auto_examples/plot_ransac';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -125,6 +125,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -144,7 +145,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -197,6 +199,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -210,6 +213,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -266,6 +270,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -299,7 +304,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -352,6 +358,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -407,7 +414,8 @@
   </div>
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
-        <div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
@@ -502,20 +510,20 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 NeuroImage, 159, 417-429.</p>
 </aside>
 </aside>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># Author: Mainak Jas &lt;mainak.jas@telecom-paristech.fr&gt;</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Author: Mainak Jas &lt;mainak.jas@telecom-paristech.fr&gt;</span>
 <span class="c1"># License: BSD-3-Clause</span>
 </pre></div>
 </div>
 <p>For the purposes of this example, we shall use the MNE sample dataset.
 Therefore, let us make some MNE related imports.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">mne</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">mne</span>
 <span class="kn">from</span> <span class="nn">mne</span> <span class="kn">import</span> <span class="n">io</span>
 <span class="kn">from</span> <span class="nn">mne</span> <span class="kn">import</span> <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class"><span class="n">Epochs</span></a>
 <span class="kn">from</span> <span class="nn">mne.datasets</span> <span class="kn">import</span> <span class="n">sample</span>
 </pre></div>
 </div>
 <p>Let us now read in the raw <cite>fif</cite> file for MNE sample dataset.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">data_path</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.datasets.sample.data_path.html#mne.datasets.sample.data_path" title="mne.datasets.sample.data_path" class="sphx-glr-backref-module-mne-datasets-sample sphx-glr-backref-type-py-function"><span class="n">sample</span><span class="o">.</span><span class="n">data_path</span></a><span class="p">()</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">data_path</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.datasets.sample.data_path.html#mne.datasets.sample.data_path" title="mne.datasets.sample.data_path" class="sphx-glr-backref-module-mne-datasets-sample sphx-glr-backref-type-py-function"><span class="n">sample</span><span class="o">.</span><span class="n">data_path</span></a><span class="p">()</span>
 <a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">meg_path</span></a> <span class="o">=</span> <a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">data_path</span></a> <span class="o">/</span> <span class="s1">&#39;MEG&#39;</span> <span class="o">/</span> <span class="s1">&#39;sample&#39;</span>
 <a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw_fname</span></a> <span class="o">=</span> <a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">meg_path</span></a> <span class="o">/</span> <span class="s1">&#39;sample_audvis_filt-0-40_raw.fif&#39;</span>
 <a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw" title="mne.io.Raw" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.io.read_raw_fif.html#mne.io.read_raw_fif" title="mne.io.read_raw_fif" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-function"><span class="n">io</span><span class="o">.</span><span class="n">read_raw_fif</span></a><span class="p">(</span><a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw_fname</span></a><span class="p">,</span> <span class="n">preload</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
@@ -533,7 +541,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 </pre></div>
 </div>
 <p>We can then read in the events</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">event_fname</span></a> <span class="o">=</span> <a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">meg_path</span></a> <span class="o">/</span> <span class="s1">&#39;sample_audvis_filt-0-40_raw-eve.fif&#39;</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">event_fname</span></a> <span class="o">=</span> <a href="https://docs.python.org/3/library/pathlib.html#pathlib.PosixPath" title="pathlib.PosixPath" class="sphx-glr-backref-module-pathlib sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">meg_path</span></a> <span class="o">/</span> <span class="s1">&#39;sample_audvis_filt-0-40_raw-eve.fif&#39;</span>
 <a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">event_id</span></a> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Auditory/Left&#39;</span><span class="p">:</span> <span class="mi">1</span><span class="p">}</span>
 <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmin</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmax</span></a> <span class="o">=</span> <span class="o">-</span><span class="mf">0.2</span><span class="p">,</span> <span class="mf">0.5</span>
 
@@ -542,23 +550,23 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 </div>
 <p>And pick MEG channels for repairing. Currently, <a class="reference internal" href="../api.html#module-autoreject" title="autoreject"><code class="xref py py-mod docutils literal notranslate"><span class="pre">autoreject</span></code></a> can repair
 only one channel type at a time.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne.Info" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span><span class="o">.</span><span class="n">info</span></a><span class="p">[</span><span class="s1">&#39;bads&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne._fiff.meas_info.Info" class="sphx-glr-backref-module-mne-_fiff-meas_info sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span><span class="o">.</span><span class="n">info</span></a><span class="p">[</span><span class="s1">&#39;bads&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
 </pre></div>
 </div>
 <p>Now, we can create epochs. The <code class="docutils literal notranslate"><span class="pre">reject</span></code> params will be set to <code class="docutils literal notranslate"><span class="pre">None</span></code>
 because we do not want epochs to be dropped when instantiating
-<a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.6)"><code class="xref py py-class docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a>.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw.del_proj" title="mne.io.Raw.del_proj" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-method"><span class="n">raw</span><span class="o">.</span><span class="n">del_proj</span></a><span class="p">()</span>  <span class="c1"># remove proj, don&#39;t proj while interpolating</span>
+<a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.7)"><code class="xref py py-class docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a>.</p>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw.del_proj" title="mne.io.Raw.del_proj" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-method"><span class="n">raw</span><span class="o">.</span><span class="n">del_proj</span></a><span class="p">()</span>  <span class="c1"># remove proj, don&#39;t proj while interpolating</span>
 <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class"><span class="n">Epochs</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw" title="mne.io.Raw" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span></a><span class="p">,</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">events</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">event_id</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmin</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmax</span></a><span class="p">,</span>
                 <span class="n">baseline</span><span class="o">=</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">reject</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
                 <span class="n">verbose</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">detrend</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">preload</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
-<a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.pick_types.html#mne.pick_types" title="mne.pick_types" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">pick_types</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne.Info" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span><span class="o">.</span><span class="n">info</span></a><span class="p">,</span> <span class="n">meg</span><span class="o">=</span><span class="s1">&#39;grad&#39;</span><span class="p">,</span> <span class="n">eeg</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+<a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.pick_types.html#mne.pick_types" title="mne.pick_types" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">pick_types</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne._fiff.meas_info.Info" class="sphx-glr-backref-module-mne-_fiff-meas_info sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span><span class="o">.</span><span class="n">info</span></a><span class="p">,</span> <span class="n">meg</span><span class="o">=</span><span class="s1">&#39;grad&#39;</span><span class="p">,</span> <span class="n">eeg</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
                        <span class="n">stim</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">eog</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
                        <span class="n">include</span><span class="o">=</span><span class="p">[],</span> <span class="n">exclude</span><span class="o">=</span><span class="p">[])</span>
 </pre></div>
 </div>
 <p>We import <code class="docutils literal notranslate"><span class="pre">Ransac</span></code> and run the familiar <code class="docutils literal notranslate"><span class="pre">fit_transform</span></code> method.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">autoreject</span> <span class="kn">import</span> <a href="../generated/autoreject.Ransac.html#autoreject.Ransac" title="autoreject.Ransac" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class"><span class="n">Ransac</span></a>  <span class="c1"># noqa</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">autoreject</span> <span class="kn">import</span> <a href="../generated/autoreject.Ransac.html#autoreject.Ransac" title="autoreject.Ransac" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class"><span class="n">Ransac</span></a>  <span class="c1"># noqa</span>
 <span class="kn">from</span> <span class="nn">autoreject.utils</span> <span class="kn">import</span> <span class="n">interpolate_bads</span>  <span class="c1"># noqa</span>
 
 <a href="../generated/autoreject.Ransac.html#autoreject.Ransac" title="autoreject.Ransac" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ransac</span></a> <span class="o">=</span> <a href="../generated/autoreject.Ransac.html#autoreject.Ransac" title="autoreject.Ransac" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class"><span class="n">Ransac</span></a><span class="p">(</span><span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a><span class="o">=</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a><span class="p">,</span> <span class="n">n_jobs</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
@@ -566,138 +574,139 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 </pre></div>
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>  0%|          | interpolating channels : 0/50 [00:00&lt;?,       ?it/s]
-  2%|▏         | interpolating channels : 1/50 [00:01&lt;01:12,    1.47s/it]
-  4%|▍         | interpolating channels : 2/50 [00:03&lt;01:12,    1.52s/it]
-  6%|▌         | interpolating channels : 3/50 [00:04&lt;01:11,    1.53s/it]
-  8%|▊         | interpolating channels : 4/50 [00:06&lt;01:10,    1.54s/it]
- 10%|█         | interpolating channels : 5/50 [00:07&lt;01:09,    1.55s/it]
- 12%|█▏        | interpolating channels : 6/50 [00:09&lt;01:08,    1.55s/it]
- 14%|█▍        | interpolating channels : 7/50 [00:10&lt;01:06,    1.55s/it]
- 16%|█▌        | interpolating channels : 8/50 [00:12&lt;01:05,    1.56s/it]
- 18%|█▊        | interpolating channels : 9/50 [00:14&lt;01:03,    1.56s/it]
- 20%|██        | interpolating channels : 10/50 [00:15&lt;01:02,    1.56s/it]
- 22%|██▏       | interpolating channels : 11/50 [00:17&lt;01:00,    1.56s/it]
- 24%|██▍       | interpolating channels : 12/50 [00:18&lt;00:59,    1.56s/it]
- 26%|██▌       | interpolating channels : 13/50 [00:20&lt;00:57,    1.57s/it]
- 28%|██▊       | interpolating channels : 14/50 [00:21&lt;00:56,    1.57s/it]
- 30%|███       | interpolating channels : 15/50 [00:23&lt;00:54,    1.57s/it]
- 32%|███▏      | interpolating channels : 16/50 [00:25&lt;00:53,    1.57s/it]
- 34%|███▍      | interpolating channels : 17/50 [00:26&lt;00:51,    1.57s/it]
- 36%|███▌      | interpolating channels : 18/50 [00:28&lt;00:50,    1.57s/it]
- 38%|███▊      | interpolating channels : 19/50 [00:29&lt;00:48,    1.57s/it]
- 40%|████      | interpolating channels : 20/50 [00:31&lt;00:47,    1.57s/it]
- 42%|████▏     | interpolating channels : 21/50 [00:32&lt;00:45,    1.57s/it]
- 44%|████▍     | interpolating channels : 22/50 [00:34&lt;00:43,    1.57s/it]
- 46%|████▌     | interpolating channels : 23/50 [00:35&lt;00:42,    1.57s/it]
- 48%|████▊     | interpolating channels : 24/50 [00:37&lt;00:40,    1.57s/it]
- 50%|█████     | interpolating channels : 25/50 [00:39&lt;00:39,    1.57s/it]
- 52%|█████▏    | interpolating channels : 26/50 [00:40&lt;00:37,    1.57s/it]
- 54%|█████▍    | interpolating channels : 27/50 [00:42&lt;00:36,    1.57s/it]
- 56%|█████▌    | interpolating channels : 28/50 [00:43&lt;00:34,    1.57s/it]
- 58%|█████▊    | interpolating channels : 29/50 [00:45&lt;00:32,    1.57s/it]
- 60%|██████    | interpolating channels : 30/50 [00:46&lt;00:31,    1.57s/it]
- 62%|██████▏   | interpolating channels : 31/50 [00:48&lt;00:29,    1.56s/it]
- 64%|██████▍   | interpolating channels : 32/50 [00:50&lt;00:28,    1.56s/it]
- 66%|██████▌   | interpolating channels : 33/50 [00:51&lt;00:26,    1.57s/it]
- 68%|██████▊   | interpolating channels : 34/50 [00:53&lt;00:25,    1.57s/it]
- 70%|███████   | interpolating channels : 35/50 [00:54&lt;00:23,    1.57s/it]
- 72%|███████▏  | interpolating channels : 36/50 [00:56&lt;00:21,    1.57s/it]
- 74%|███████▍  | interpolating channels : 37/50 [00:57&lt;00:20,    1.57s/it]
- 76%|███████▌  | interpolating channels : 38/50 [00:59&lt;00:18,    1.57s/it]
- 78%|███████▊  | interpolating channels : 39/50 [01:01&lt;00:17,    1.57s/it]
- 80%|████████  | interpolating channels : 40/50 [01:02&lt;00:15,    1.57s/it]
- 82%|████████▏ | interpolating channels : 41/50 [01:04&lt;00:14,    1.57s/it]
- 84%|████████▍ | interpolating channels : 42/50 [01:05&lt;00:12,    1.57s/it]
- 86%|████████▌ | interpolating channels : 43/50 [01:07&lt;00:10,    1.57s/it]
- 88%|████████▊ | interpolating channels : 44/50 [01:08&lt;00:09,    1.57s/it]
- 90%|█████████ | interpolating channels : 45/50 [01:10&lt;00:07,    1.57s/it]
- 92%|█████████▏| interpolating channels : 46/50 [01:12&lt;00:06,    1.57s/it]
- 94%|█████████▍| interpolating channels : 47/50 [01:13&lt;00:04,    1.58s/it]
- 96%|█████████▌| interpolating channels : 48/50 [01:15&lt;00:03,    1.58s/it]
- 98%|█████████▊| interpolating channels : 49/50 [01:16&lt;00:01,    1.58s/it]
-100%|██████████| interpolating channels : 50/50 [01:18&lt;00:00,    1.58s/it]
-100%|██████████| interpolating channels : 50/50 [01:18&lt;00:00,    1.57s/it]
-[Parallel(n_jobs=1)]: Done   1 tasks      | elapsed:  1.3min
-[Parallel(n_jobs=1)]: Done   1 tasks      | elapsed:  1.3min
+  2%|▏         | interpolating channels : 1/50 [00:01&lt;01:01,    1.26s/it]
+  4%|▍         | interpolating channels : 2/50 [00:02&lt;01:00,    1.27s/it]
+  6%|▌         | interpolating channels : 3/50 [00:03&lt;00:59,    1.27s/it]
+  8%|▊         | interpolating channels : 4/50 [00:05&lt;00:58,    1.28s/it]
+ 10%|█         | interpolating channels : 5/50 [00:06&lt;00:57,    1.29s/it]
+ 12%|█▏        | interpolating channels : 6/50 [00:07&lt;00:56,    1.29s/it]
+ 14%|█▍        | interpolating channels : 7/50 [00:09&lt;00:55,    1.30s/it]
+ 16%|█▌        | interpolating channels : 8/50 [00:10&lt;00:54,    1.30s/it]
+ 18%|█▊        | interpolating channels : 9/50 [00:11&lt;00:53,    1.30s/it]
+ 20%|██        | interpolating channels : 10/50 [00:12&lt;00:51,    1.29s/it]
+ 22%|██▏       | interpolating channels : 11/50 [00:14&lt;00:50,    1.29s/it]
+ 24%|██▍       | interpolating channels : 12/50 [00:15&lt;00:48,    1.28s/it]
+ 26%|██▌       | interpolating channels : 13/50 [00:16&lt;00:47,    1.28s/it]
+ 28%|██▊       | interpolating channels : 14/50 [00:17&lt;00:46,    1.28s/it]
+ 30%|███       | interpolating channels : 15/50 [00:19&lt;00:44,    1.28s/it]
+ 32%|███▏      | interpolating channels : 16/50 [00:20&lt;00:43,    1.28s/it]
+ 34%|███▍      | interpolating channels : 17/50 [00:21&lt;00:42,    1.28s/it]
+ 36%|███▌      | interpolating channels : 18/50 [00:23&lt;00:41,    1.28s/it]
+ 38%|███▊      | interpolating channels : 19/50 [00:24&lt;00:39,    1.28s/it]
+ 40%|████      | interpolating channels : 20/50 [00:25&lt;00:38,    1.28s/it]
+ 42%|████▏     | interpolating channels : 21/50 [00:26&lt;00:36,    1.28s/it]
+ 44%|████▍     | interpolating channels : 22/50 [00:28&lt;00:35,    1.28s/it]
+ 46%|████▌     | interpolating channels : 23/50 [00:29&lt;00:34,    1.28s/it]
+ 48%|████▊     | interpolating channels : 24/50 [00:30&lt;00:33,    1.28s/it]
+ 50%|█████     | interpolating channels : 25/50 [00:31&lt;00:31,    1.27s/it]
+ 52%|█████▏    | interpolating channels : 26/50 [00:33&lt;00:30,    1.27s/it]
+ 54%|█████▍    | interpolating channels : 27/50 [00:34&lt;00:29,    1.27s/it]
+ 56%|█████▌    | interpolating channels : 28/50 [00:35&lt;00:27,    1.27s/it]
+ 58%|█████▊    | interpolating channels : 29/50 [00:36&lt;00:26,    1.27s/it]
+ 60%|██████    | interpolating channels : 30/50 [00:38&lt;00:25,    1.27s/it]
+ 62%|██████▏   | interpolating channels : 31/50 [00:39&lt;00:24,    1.27s/it]
+ 64%|██████▍   | interpolating channels : 32/50 [00:40&lt;00:22,    1.27s/it]
+ 66%|██████▌   | interpolating channels : 33/50 [00:42&lt;00:21,    1.27s/it]
+ 68%|██████▊   | interpolating channels : 34/50 [00:43&lt;00:20,    1.27s/it]
+ 70%|███████   | interpolating channels : 35/50 [00:44&lt;00:19,    1.27s/it]
+ 72%|███████▏  | interpolating channels : 36/50 [00:45&lt;00:17,    1.27s/it]
+ 74%|███████▍  | interpolating channels : 37/50 [00:47&lt;00:16,    1.27s/it]
+ 76%|███████▌  | interpolating channels : 38/50 [00:48&lt;00:15,    1.27s/it]
+ 78%|███████▊  | interpolating channels : 39/50 [00:49&lt;00:14,    1.27s/it]
+ 80%|████████  | interpolating channels : 40/50 [00:51&lt;00:12,    1.27s/it]
+ 82%|████████▏ | interpolating channels : 41/50 [00:52&lt;00:11,    1.27s/it]
+ 84%|████████▍ | interpolating channels : 42/50 [00:53&lt;00:10,    1.27s/it]
+ 86%|████████▌ | interpolating channels : 43/50 [00:54&lt;00:08,    1.27s/it]
+ 88%|████████▊ | interpolating channels : 44/50 [00:56&lt;00:07,    1.27s/it]
+ 90%|█████████ | interpolating channels : 45/50 [00:57&lt;00:06,    1.27s/it]
+ 92%|█████████▏| interpolating channels : 46/50 [00:58&lt;00:05,    1.27s/it]
+ 94%|█████████▍| interpolating channels : 47/50 [00:59&lt;00:03,    1.27s/it]
+ 96%|█████████▌| interpolating channels : 48/50 [01:01&lt;00:02,    1.27s/it]
+ 98%|█████████▊| interpolating channels : 49/50 [01:02&lt;00:01,    1.27s/it]
+100%|██████████| interpolating channels : 50/50 [01:03&lt;00:00,    1.27s/it]
+100%|██████████| interpolating channels : 50/50 [01:03&lt;00:00,    1.27s/it]
+[Parallel(n_jobs=1)]: Done   1 tasks      | elapsed:  1.1min
+[Parallel(n_jobs=1)]: Done   1 tasks      | elapsed:  1.1min
 
   0%|          | Iterating epochs : 0/72 [00:00&lt;?,       ?it/s]
-  1%|▏         | Iterating epochs : 1/72 [00:00&lt;00:07,    9.97it/s]
-  3%|▎         | Iterating epochs : 2/72 [00:00&lt;00:05,   13.11it/s]
-  4%|▍         | Iterating epochs : 3/72 [00:00&lt;00:04,   14.66it/s]
-  6%|▌         | Iterating epochs : 4/72 [00:00&lt;00:04,   15.57it/s]
-  7%|▋         | Iterating epochs : 5/72 [00:00&lt;00:04,   16.17it/s]
-  8%|▊         | Iterating epochs : 6/72 [00:00&lt;00:03,   16.60it/s]
- 10%|▉         | Iterating epochs : 7/72 [00:00&lt;00:03,   16.93it/s]
- 11%|█         | Iterating epochs : 8/72 [00:00&lt;00:03,   17.17it/s]
- 12%|█▎        | Iterating epochs : 9/72 [00:00&lt;00:03,   17.38it/s]
- 14%|█▍        | Iterating epochs : 10/72 [00:00&lt;00:03,   17.54it/s]
- 15%|█▌        | Iterating epochs : 11/72 [00:00&lt;00:03,   17.66it/s]
- 17%|█▋        | Iterating epochs : 12/72 [00:00&lt;00:03,   17.78it/s]
- 18%|█▊        | Iterating epochs : 13/72 [00:00&lt;00:03,   17.86it/s]
- 19%|█▉        | Iterating epochs : 14/72 [00:00&lt;00:03,   17.92it/s]
- 21%|██        | Iterating epochs : 15/72 [00:00&lt;00:03,   17.99it/s]
- 22%|██▏       | Iterating epochs : 16/72 [00:00&lt;00:03,   18.06it/s]
- 24%|██▎       | Iterating epochs : 17/72 [00:00&lt;00:03,   18.12it/s]
- 25%|██▌       | Iterating epochs : 18/72 [00:01&lt;00:02,   18.15it/s]
- 26%|██▋       | Iterating epochs : 19/72 [00:01&lt;00:02,   18.21it/s]
- 28%|██▊       | Iterating epochs : 20/72 [00:01&lt;00:02,   18.27it/s]
- 29%|██▉       | Iterating epochs : 21/72 [00:01&lt;00:02,   18.32it/s]
- 31%|███       | Iterating epochs : 22/72 [00:01&lt;00:02,   18.38it/s]
- 32%|███▏      | Iterating epochs : 23/72 [00:01&lt;00:02,   18.41it/s]
- 33%|███▎      | Iterating epochs : 24/72 [00:01&lt;00:02,   18.43it/s]
- 35%|███▍      | Iterating epochs : 25/72 [00:01&lt;00:02,   18.46it/s]
- 36%|███▌      | Iterating epochs : 26/72 [00:01&lt;00:02,   18.50it/s]
- 38%|███▊      | Iterating epochs : 27/72 [00:01&lt;00:02,   18.54it/s]
- 39%|███▉      | Iterating epochs : 28/72 [00:01&lt;00:02,   18.56it/s]
- 40%|████      | Iterating epochs : 29/72 [00:01&lt;00:02,   18.59it/s]
- 42%|████▏     | Iterating epochs : 30/72 [00:01&lt;00:02,   18.61it/s]
- 43%|████▎     | Iterating epochs : 31/72 [00:01&lt;00:02,   18.63it/s]
- 44%|████▍     | Iterating epochs : 32/72 [00:01&lt;00:02,   18.65it/s]
- 46%|████▌     | Iterating epochs : 33/72 [00:01&lt;00:02,   18.67it/s]
- 47%|████▋     | Iterating epochs : 34/72 [00:01&lt;00:02,   18.68it/s]
- 49%|████▊     | Iterating epochs : 35/72 [00:01&lt;00:01,   18.68it/s]
- 50%|█████     | Iterating epochs : 36/72 [00:01&lt;00:01,   18.69it/s]
- 51%|█████▏    | Iterating epochs : 37/72 [00:02&lt;00:01,   18.71it/s]
- 53%|█████▎    | Iterating epochs : 38/72 [00:02&lt;00:01,   18.72it/s]
- 54%|█████▍    | Iterating epochs : 39/72 [00:02&lt;00:01,   18.74it/s]
- 56%|█████▌    | Iterating epochs : 40/72 [00:02&lt;00:01,   18.75it/s]
- 57%|█████▋    | Iterating epochs : 41/72 [00:02&lt;00:01,   18.76it/s]
- 58%|█████▊    | Iterating epochs : 42/72 [00:02&lt;00:01,   18.77it/s]
- 60%|█████▉    | Iterating epochs : 43/72 [00:02&lt;00:01,   18.78it/s]
- 61%|██████    | Iterating epochs : 44/72 [00:02&lt;00:01,   18.79it/s]
- 62%|██████▎   | Iterating epochs : 45/72 [00:02&lt;00:01,   18.80it/s]
- 64%|██████▍   | Iterating epochs : 46/72 [00:02&lt;00:01,   18.80it/s]
- 65%|██████▌   | Iterating epochs : 47/72 [00:02&lt;00:01,   18.81it/s]
- 67%|██████▋   | Iterating epochs : 48/72 [00:02&lt;00:01,   18.82it/s]
- 68%|██████▊   | Iterating epochs : 49/72 [00:02&lt;00:01,   18.82it/s]
- 69%|██████▉   | Iterating epochs : 50/72 [00:02&lt;00:01,   18.81it/s]
- 71%|███████   | Iterating epochs : 51/72 [00:02&lt;00:01,   18.83it/s]
- 72%|███████▏  | Iterating epochs : 52/72 [00:02&lt;00:01,   18.84it/s]
- 74%|███████▎  | Iterating epochs : 53/72 [00:02&lt;00:01,   18.84it/s]
- 75%|███████▌  | Iterating epochs : 54/72 [00:02&lt;00:00,   18.83it/s]
- 76%|███████▋  | Iterating epochs : 55/72 [00:02&lt;00:00,   18.83it/s]
- 78%|███████▊  | Iterating epochs : 56/72 [00:03&lt;00:00,   18.83it/s]
- 79%|███████▉  | Iterating epochs : 57/72 [00:03&lt;00:00,   18.83it/s]
- 81%|████████  | Iterating epochs : 58/72 [00:03&lt;00:00,   18.82it/s]
- 82%|████████▏ | Iterating epochs : 59/72 [00:03&lt;00:00,   18.83it/s]
- 83%|████████▎ | Iterating epochs : 60/72 [00:03&lt;00:00,   18.83it/s]
- 85%|████████▍ | Iterating epochs : 61/72 [00:03&lt;00:00,   18.84it/s]
- 86%|████████▌ | Iterating epochs : 62/72 [00:03&lt;00:00,   18.85it/s]
- 88%|████████▊ | Iterating epochs : 63/72 [00:03&lt;00:00,   18.85it/s]
- 89%|████████▉ | Iterating epochs : 64/72 [00:03&lt;00:00,   18.86it/s]
- 90%|█████████ | Iterating epochs : 65/72 [00:03&lt;00:00,   18.87it/s]
- 92%|█████████▏| Iterating epochs : 66/72 [00:03&lt;00:00,   18.86it/s]
- 93%|█████████▎| Iterating epochs : 67/72 [00:03&lt;00:00,   18.87it/s]
- 94%|█████████▍| Iterating epochs : 68/72 [00:03&lt;00:00,   18.88it/s]
- 96%|█████████▌| Iterating epochs : 69/72 [00:03&lt;00:00,   18.87it/s]
- 97%|█████████▋| Iterating epochs : 70/72 [00:03&lt;00:00,   18.87it/s]
- 99%|█████████▊| Iterating epochs : 71/72 [00:03&lt;00:00,   18.88it/s]
-100%|██████████| Iterating epochs : 72/72 [00:03&lt;00:00,   18.87it/s]
-100%|██████████| Iterating epochs : 72/72 [00:03&lt;00:00,   18.63it/s]
-[Parallel(n_jobs=1)]: Done   1 tasks      | elapsed:    3.9s
-[Parallel(n_jobs=1)]: Done   1 tasks      | elapsed:    3.9s
+  1%|▏         | Iterating epochs : 1/72 [00:00&lt;00:04,   14.98it/s]
+  3%|▎         | Iterating epochs : 2/72 [00:00&lt;00:03,   18.80it/s]
+  4%|▍         | Iterating epochs : 3/72 [00:00&lt;00:03,   21.46it/s]
+  6%|▌         | Iterating epochs : 4/72 [00:00&lt;00:02,   23.11it/s]
+  7%|▋         | Iterating epochs : 5/72 [00:00&lt;00:02,   24.20it/s]
+  8%|▊         | Iterating epochs : 6/72 [00:00&lt;00:02,   25.01it/s]
+ 10%|▉         | Iterating epochs : 7/72 [00:00&lt;00:02,   25.61it/s]
+ 11%|█         | Iterating epochs : 8/72 [00:00&lt;00:02,   26.06it/s]
+ 12%|█▎        | Iterating epochs : 9/72 [00:00&lt;00:02,   26.42it/s]
+ 14%|█▍        | Iterating epochs : 10/72 [00:00&lt;00:02,   26.73it/s]
+ 15%|█▌        | Iterating epochs : 11/72 [00:00&lt;00:02,   26.97it/s]
+ 17%|█▋        | Iterating epochs : 12/72 [00:00&lt;00:02,   27.12it/s]
+ 18%|█▊        | Iterating epochs : 13/72 [00:00&lt;00:02,   27.27it/s]
+ 19%|█▉        | Iterating epochs : 14/72 [00:00&lt;00:02,   27.43it/s]
+ 21%|██        | Iterating epochs : 15/72 [00:00&lt;00:02,   27.57it/s]
+ 22%|██▏       | Iterating epochs : 16/72 [00:00&lt;00:02,   27.72it/s]
+ 24%|██▎       | Iterating epochs : 17/72 [00:00&lt;00:01,   27.84it/s]
+ 25%|██▌       | Iterating epochs : 18/72 [00:00&lt;00:01,   27.93it/s]
+ 26%|██▋       | Iterating epochs : 19/72 [00:00&lt;00:01,   28.03it/s]
+ 28%|██▊       | Iterating epochs : 20/72 [00:00&lt;00:01,   28.10it/s]
+ 29%|██▉       | Iterating epochs : 21/72 [00:00&lt;00:01,   28.18it/s]
+ 31%|███       | Iterating epochs : 22/72 [00:00&lt;00:01,   28.26it/s]
+ 32%|███▏      | Iterating epochs : 23/72 [00:00&lt;00:01,   28.31it/s]
+ 33%|███▎      | Iterating epochs : 24/72 [00:00&lt;00:01,   28.32it/s]
+ 35%|███▍      | Iterating epochs : 25/72 [00:00&lt;00:01,   28.37it/s]
+ 36%|███▌      | Iterating epochs : 26/72 [00:00&lt;00:01,   28.41it/s]
+ 38%|███▊      | Iterating epochs : 27/72 [00:00&lt;00:01,   28.46it/s]
+ 39%|███▉      | Iterating epochs : 28/72 [00:01&lt;00:01,   28.50it/s]
+ 40%|████      | Iterating epochs : 29/72 [00:01&lt;00:01,   28.52it/s]
+ 42%|████▏     | Iterating epochs : 30/72 [00:01&lt;00:01,   28.55it/s]
+ 43%|████▎     | Iterating epochs : 31/72 [00:01&lt;00:01,   28.58it/s]
+ 44%|████▍     | Iterating epochs : 32/72 [00:01&lt;00:01,   28.60it/s]
+ 46%|████▌     | Iterating epochs : 33/72 [00:01&lt;00:01,   28.63it/s]
+ 47%|████▋     | Iterating epochs : 34/72 [00:01&lt;00:01,   28.65it/s]
+ 49%|████▊     | Iterating epochs : 35/72 [00:01&lt;00:01,   28.65it/s]
+ 50%|█████     | Iterating epochs : 36/72 [00:01&lt;00:01,   28.66it/s]
+ 51%|█████▏    | Iterating epochs : 37/72 [00:01&lt;00:01,   28.67it/s]
+ 53%|█████▎    | Iterating epochs : 38/72 [00:01&lt;00:01,   28.68it/s]
+ 54%|█████▍    | Iterating epochs : 39/72 [00:01&lt;00:01,   28.69it/s]
+ 56%|█████▌    | Iterating epochs : 40/72 [00:01&lt;00:01,   28.71it/s]
+ 57%|█████▋    | Iterating epochs : 41/72 [00:01&lt;00:01,   28.65it/s]
+ 58%|█████▊    | Iterating epochs : 42/72 [00:01&lt;00:01,   28.66it/s]
+ 60%|█████▉    | Iterating epochs : 43/72 [00:01&lt;00:01,   28.68it/s]
+ 61%|██████    | Iterating epochs : 44/72 [00:01&lt;00:00,   28.69it/s]
+ 62%|██████▎   | Iterating epochs : 45/72 [00:01&lt;00:00,   28.71it/s]
+ 64%|██████▍   | Iterating epochs : 46/72 [00:01&lt;00:00,   28.72it/s]
+ 65%|██████▌   | Iterating epochs : 47/72 [00:01&lt;00:00,   28.73it/s]
+ 67%|██████▋   | Iterating epochs : 48/72 [00:01&lt;00:00,   28.74it/s]
+ 68%|██████▊   | Iterating epochs : 49/72 [00:01&lt;00:00,   28.74it/s]
+ 69%|██████▉   | Iterating epochs : 50/72 [00:01&lt;00:00,   28.74it/s]
+ 71%|███████   | Iterating epochs : 51/72 [00:01&lt;00:00,   28.75it/s]
+ 72%|███████▏  | Iterating epochs : 52/72 [00:01&lt;00:00,   28.75it/s]
+ 74%|███████▎  | Iterating epochs : 53/72 [00:01&lt;00:00,   28.74it/s]
+ 75%|███████▌  | Iterating epochs : 54/72 [00:01&lt;00:00,   28.76it/s]
+ 76%|███████▋  | Iterating epochs : 55/72 [00:01&lt;00:00,   28.77it/s]
+ 78%|███████▊  | Iterating epochs : 56/72 [00:01&lt;00:00,   28.77it/s]
+ 79%|███████▉  | Iterating epochs : 57/72 [00:02&lt;00:00,   28.78it/s]
+ 81%|████████  | Iterating epochs : 58/72 [00:02&lt;00:00,   28.78it/s]
+ 82%|████████▏ | Iterating epochs : 59/72 [00:02&lt;00:00,   28.79it/s]
+ 83%|████████▎ | Iterating epochs : 60/72 [00:02&lt;00:00,   28.78it/s]
+ 85%|████████▍ | Iterating epochs : 61/72 [00:02&lt;00:00,   28.77it/s]
+ 86%|████████▌ | Iterating epochs : 62/72 [00:02&lt;00:00,   28.76it/s]
+ 88%|████████▊ | Iterating epochs : 63/72 [00:02&lt;00:00,   28.76it/s]
+ 89%|████████▉ | Iterating epochs : 64/72 [00:02&lt;00:00,   28.75it/s]
+ 90%|█████████ | Iterating epochs : 65/72 [00:02&lt;00:00,   28.75it/s]
+ 92%|█████████▏| Iterating epochs : 66/72 [00:02&lt;00:00,   28.75it/s]
+ 93%|█████████▎| Iterating epochs : 67/72 [00:02&lt;00:00,   28.75it/s]
+ 94%|█████████▍| Iterating epochs : 68/72 [00:02&lt;00:00,   28.75it/s]
+ 96%|█████████▌| Iterating epochs : 69/72 [00:02&lt;00:00,   28.75it/s]
+ 97%|█████████▋| Iterating epochs : 70/72 [00:02&lt;00:00,   28.75it/s]
+ 99%|█████████▊| Iterating epochs : 71/72 [00:02&lt;00:00,   28.75it/s]
+100%|██████████| Iterating epochs : 72/72 [00:02&lt;00:00,   28.76it/s]
+100%|██████████| Iterating epochs : 72/72 [00:02&lt;00:00,   28.45it/s]
+[Parallel(n_jobs=1)]: Done   1 tasks      | elapsed:    2.5s
+[Parallel(n_jobs=1)]: Done   1 tasks      | elapsed:    2.5s
 [Done]
-Interpolating bad channels
+Setting channel interpolation method to {&#39;eeg&#39;: &#39;spline&#39;, &#39;meg&#39;: &#39;MNE&#39;}.
+Interpolating bad channels.
     Automatic origin fit: head of radius 91.0 mm
     Computing dot products for 292 MEG channels...
     Computing cross products for 292 → 14 MEG channels...
@@ -706,7 +715,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 </pre></div>
 </div>
 <p>We can also get the list of bad channels computed by <code class="docutils literal notranslate"><span class="pre">Ransac</span></code>.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ransac</span><span class="o">.</span><span class="n">bad_chs_</span></a><span class="p">))</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ransac</span><span class="o">.</span><span class="n">bad_chs_</span></a><span class="p">))</span>
 </pre></div>
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>MEG 0722
@@ -726,21 +735,17 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 </pre></div>
 </div>
 <p>Then we compute the <code class="docutils literal notranslate"><span class="pre">evoked</span></code> before and after interpolation.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.EvokedArray.html#mne.EvokedArray" title="mne.EvokedArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">evoked</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs.average" title="mne.Epochs.average" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-method"><span class="n">epochs</span><span class="o">.</span><span class="n">average</span></a><span class="p">()</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.EvokedArray.html#mne.EvokedArray" title="mne.EvokedArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">evoked</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs.average" title="mne.Epochs.average" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-method"><span class="n">epochs</span><span class="o">.</span><span class="n">average</span></a><span class="p">()</span>
 <a href="https://mne.tools/dev/generated/mne.EvokedArray.html#mne.EvokedArray" title="mne.EvokedArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">evoked_clean</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs.average" title="mne.Epochs.average" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-method"><span class="n">epochs_clean</span><span class="o">.</span><span class="n">average</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).
-NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).
-</pre></div>
-</div>
 <p>We will manually mark the bad channels just for plotting.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne.Info" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">evoked</span><span class="o">.</span><span class="n">info</span></a><span class="p">[</span><span class="s1">&#39;bads&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;MEG 2443&#39;</span><span class="p">]</span>
-<a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne.Info" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">evoked_clean</span><span class="o">.</span><span class="n">info</span></a><span class="p">[</span><span class="s1">&#39;bads&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;MEG 2443&#39;</span><span class="p">]</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne._fiff.meas_info.Info" class="sphx-glr-backref-module-mne-_fiff-meas_info sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">evoked</span><span class="o">.</span><span class="n">info</span></a><span class="p">[</span><span class="s1">&#39;bads&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;MEG 2443&#39;</span><span class="p">]</span>
+<a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne._fiff.meas_info.Info" class="sphx-glr-backref-module-mne-_fiff-meas_info sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">evoked_clean</span><span class="o">.</span><span class="n">info</span></a><span class="p">[</span><span class="s1">&#39;bads&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;MEG 2443&#39;</span><span class="p">]</span>
 </pre></div>
 </div>
 <p>Let us plot the results.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">autoreject.utils</span> <span class="kn">import</span> <span class="n">set_matplotlib_defaults</span>  <span class="c1"># noqa</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">autoreject.utils</span> <span class="kn">import</span> <span class="n">set_matplotlib_defaults</span>  <span class="c1"># noqa</span>
 <span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>  <span class="c1"># noqa</span>
 <span class="n">set_matplotlib_defaults</span><span class="p">(</span><a href="https://matplotlib.org/stable/api/pyplot_summary.html#module-matplotlib.pyplot" title="matplotlib.pyplot" class="sphx-glr-backref-module-matplotlib sphx-glr-backref-type-py-module"><span class="n">plt</span></a><span class="p">)</span>
 
@@ -768,7 +773,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 </div>
 <p>To top things up, we can also visualize the bad sensors for each trial using
 a heatmap.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ch_names</span></a> <span class="o">=</span> <span class="p">[</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs.ch_names" title="mne.Epochs.ch_names" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-property"><span class="n">epochs</span><span class="o">.</span><span class="n">ch_names</span></a><span class="p">[</span><span class="n">ii</span><span class="p">]</span> <span class="k">for</span> <span class="n">ii</span> <span class="ow">in</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ransac</span><span class="o">.</span><span class="n">picks</span></a><span class="p">][</span><span class="mi">7</span><span class="p">::</span><span class="mi">10</span><span class="p">]</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ch_names</span></a> <span class="o">=</span> <span class="p">[</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs.ch_names" title="mne.Epochs.ch_names" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-property"><span class="n">epochs</span><span class="o">.</span><span class="n">ch_names</span></a><span class="p">[</span><span class="n">ii</span><span class="p">]</span> <span class="k">for</span> <span class="n">ii</span> <span class="ow">in</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ransac</span><span class="o">.</span><span class="n">picks</span></a><span class="p">][</span><span class="mi">7</span><span class="p">::</span><span class="mi">10</span><span class="p">]</span>
 <a href="https://matplotlib.org/stable/api/figure_api.html#matplotlib.figure.Figure" title="matplotlib.figure.Figure" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">fig</span></a><span class="p">,</span> <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes" title="matplotlib.axes.Axes" class="sphx-glr-backref-module-matplotlib-axes sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ax</span></a> <span class="o">=</span> <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.subplots.html#matplotlib.pyplot.subplots" title="matplotlib.pyplot.subplots" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">subplots</span></a><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.imshow.html#matplotlib.axes.Axes.imshow" title="matplotlib.axes.Axes.imshow" class="sphx-glr-backref-module-matplotlib-axes sphx-glr-backref-type-py-method"><span class="n">ax</span><span class="o">.</span><span class="n">imshow</span></a><span class="p">(</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ransac</span><span class="o">.</span><span class="n">bad_log</span></a><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;Reds&#39;</span><span class="p">,</span>
           <span class="n">interpolation</span><span class="o">=</span><span class="s1">&#39;nearest&#39;</span><span class="p">)</span>
@@ -784,14 +789,14 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.show.html#matplotlib.pyplot.show" title="matplotlib.pyplot.show" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">show</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../_images/sphx_glr_plot_ransac_002.png" srcset="../_images/sphx_glr_plot_ransac_002.png" alt="plot ransac" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (1 minutes 28.868 seconds)</p>
+<img src="../_images/sphx_glr_plot_ransac_002.png" srcset="../_images/sphx_glr_plot_ransac_002.png" alt="plot ransac" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (1 minutes 11.332 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-ransac-py">
-<div class="sphx-glr-download sphx-glr-download-python docutils container">
-<p><a class="reference download internal" download="" href="../_downloads/c46630e57be6fee69c36b69808826387/plot_ransac.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_ransac.py</span></code></a></p>
-</div>
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/eed3f885ba83c61c9448cf1df4b6e6d1/plot_ransac.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">plot_ransac.ipynb</span></code></a></p>
 </div>
+<div class="sphx-glr-download sphx-glr-download-python docutils container">
+<p><a class="reference download internal" download="" href="../_downloads/c46630e57be6fee69c36b69808826387/plot_ransac.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_ransac.py</span></code></a></p>
+</div>
 </div>
 <p class="sphx-glr-signature"><a class="reference external" href="https://sphinx-gallery.github.io">Gallery generated by Sphinx-Gallery</a></p>
 </section>
@@ -805,7 +810,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="plot_global_reject.html"
@@ -835,6 +840,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
   <div class="sidebar-secondary-item">
+
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> On this page
   </div>
@@ -857,8 +863,8 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -866,15 +872,17 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -887,8 +895,9 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/auto_examples/plot_visualize_bad_epochs.html b/dev/auto_examples/plot_visualize_bad_epochs.html
index f0b08fc..93b050a 100644
--- a/dev/auto_examples/plot_visualize_bad_epochs.html
+++ b/dev/auto_examples/plot_visualize_bad_epochs.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'auto_examples/plot_visualize_bad_epochs';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -125,6 +125,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -144,7 +145,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -197,6 +199,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -210,6 +213,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -266,6 +270,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -295,7 +300,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -348,6 +354,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -403,7 +410,8 @@
   </div>
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
-        <div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
@@ -480,7 +488,7 @@
 <span id="sphx-glr-auto-examples-plot-visualize-bad-epochs-py"></span><h1>Visualize bad sensors per trial<a class="headerlink" href="#visualize-bad-sensors-per-trial" title="Link to this heading">#</a></h1>
 <p>This example demonstrates how to use <a class="reference internal" href="../api.html#module-autoreject" title="autoreject"><code class="xref py py-mod docutils literal notranslate"><span class="pre">autoreject</span></code></a> to
 visualize the bad sensors in each trial</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># Author: Mainak Jas &lt;mainak.jas@telecom-paristech.fr&gt;</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Author: Mainak Jas &lt;mainak.jas@telecom-paristech.fr&gt;</span>
 <span class="c1">#         Denis A. Engemann &lt;denis.engemann@gmail.com&gt;</span>
 <span class="c1"># License: BSD-3-Clause</span>
 
@@ -490,7 +498,7 @@
 <p>First, we download the data from OpenfMRI which is hosted on OpenNeuro.
 We will do this using <code class="docutils literal notranslate"><span class="pre">openneuro-py</span></code> which can be installed using pip
 (<code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span> <span class="pre">openneuro-py</span></code>).</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
 <span class="kn">import</span> <span class="nn">openneuro</span>
 <span class="kn">import</span> <span class="nn">autoreject</span>
 
@@ -513,100 +521,95 @@
 🌍 Preparing to download ds000117 …
 
 📁 Traversing directories for ds000117 : 0 entities [00:00, ? entities/s]
-📁 Traversing directories for ds000117 : 23 entities [00:00, 112.10 entities/s]
-📁 Traversing directories for ds000117 : 35 entities [00:01, 26.94 entities/s]
-📁 Traversing directories for ds000117 : 490 entities [00:01, 374.99 entities/s]
-📁 Traversing directories for ds000117 : 956 entities [00:01, 704.19 entities/s]
-📁 Traversing directories for ds000117 : 1056 entities [00:07, 109.57 entities/s]
-📁 Traversing directories for ds000117 : 1066 entities [00:08, 133.08 entities/s]
+📁 Traversing directories for ds000117 : 23 entities [00:00, 107.02 entities/s]
+📁 Traversing directories for ds000117 : 34 entities [00:01, 26.06 entities/s]
+📁 Traversing directories for ds000117 : 490 entities [00:01, 355.64 entities/s]
+📁 Traversing directories for ds000117 : 956 entities [00:01, 709.32 entities/s]
+📁 Traversing directories for ds000117 : 1066 entities [00:07, 135.26 entities/s]
 📥 Retrieving up to 22 files (5 concurrent downloads).
 
-participants.tsv:   0%|          | 0.00/333 [00:00&lt;?, ?B/s]
-
+sub-16_ses-meg_scans.tsv:   0%|          | 0.00/475 [00:00&lt;?, ?B/s]
 
-CHANGES:   0%|          | 0.00/1.79k [00:00&lt;?, ?B/s]
 
+participants.tsv:   0%|          | 0.00/333 [00:00&lt;?, ?B/s]
 
-README:   0%|          | 0.00/5.92k [00:00&lt;?, ?B/s]
 
 dataset_description.json:   0%|          | 0.00/1.07k [00:00&lt;?, ?B/s]
 
-
-sub-16_ses-meg_scans.tsv:   0%|          | 0.00/475 [00:00&lt;?, ?B/s]
-
+CHANGES:   0%|          | 0.00/1.79k [00:00&lt;?, ?B/s]
 
 
 
+README:   0%|          | 0.00/5.92k [00:00&lt;?, ?B/s]
 
 
 sub-16_ses-meg_task-facerecognition_run-01_events.tsv:   0%|          | 0.00/6.19k [00:00&lt;?, ?B/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_events.tsv:   0%|          | 0.00/6.19k [00:00&lt;?, ?B/s]
-
 sub-16_ses-meg_task-facerecognition_run-02_events.tsv:   0%|          | 0.00/6.06k [00:00&lt;?, ?B/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   0%|          | 0.00/824M [00:00&lt;?, ?B/s]
+sub-16_ses-meg_task-facerecognition_run-03_events.tsv:   0%|          | 0.00/6.19k [00:00&lt;?, ?B/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-06_events.tsv:   0%|          | 0.00/6.24k [00:00&lt;?, ?B/s]
+
 
 sub-16_ses-meg_task-facerecognition_channels.tsv:   0%|          | 0.00/23.0k [00:00&lt;?, ?B/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   0%|          | 831k/824M [00:00&lt;01:41, 8.51MB/s]
+sub-16_ses-meg_coordsystem.json:   0%|          | 0.00/1.81k [00:00&lt;?, ?B/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_events.tsv:   0%|          | 0.00/6.24k [00:00&lt;?, ?B/s]
 
+sub-16_ses-meg_task-facerecognition_events.tsv:   0%|          | 0.00/8.75k [00:00&lt;?, ?B/s]
 
 
 sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   0%|          | 0.00/835M [00:00&lt;?, ?B/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   0%|          | 1.62M/824M [00:00&lt;01:49, 7.90MB/s]
-
 
-sub-16_ses-meg_headshape.pos:   0%|          | 0.00/4.22k [00:00&lt;?, ?B/s]
+sub-16_ses-meg_task-facerecognition_run-04_events.tsv:   0%|          | 0.00/6.23k [00:00&lt;?, ?B/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   0%|          | 0.00/824M [00:00&lt;?, ?B/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   0%|          | 1.18M/835M [00:00&lt;01:10, 12.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   0%|          | 815k/835M [00:00&lt;01:54, 7.61MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   0%|          | 1.33M/824M [00:00&lt;01:01, 13.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   0%|          | 2.75M/835M [00:00&lt;00:59, 14.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   0%|          | 0.00/822M [00:00&lt;?, ?B/s]
+sub-16_ses-meg_headshape.pos:   0%|          | 0.00/4.22k [00:00&lt;?, ?B/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   0%|          | 0.00/832M [00:00&lt;?, ?B/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   0%|          | 2.94M/824M [00:00&lt;00:54, 15.6MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   0%|          | 0.00/824M [00:00&lt;?, ?B/s]
 
-sub-16_ses-meg_task-facerecognition_run-05_events.tsv:   0%|          | 0.00/6.15k [00:00&lt;?, ?B/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   0%|          | 0.00/830M [00:00&lt;?, ?B/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   0%|          | 4.17M/835M [00:00&lt;01:04, 13.5MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   0%|          | 1.01M/824M [00:00&lt;01:21, 10.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   0%|          | 521k/822M [00:00&lt;02:44, 5.24MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   0%|          | 2.39M/824M [00:00&lt;02:05, 6.84MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   0%|          | 1.53M/835M [00:00&lt;02:11, 6.67MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_events.tsv:   0%|          | 0.00/6.15k [00:00&lt;?, ?B/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   0%|          | 513k/832M [00:00&lt;02:50, 5.11MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   0%|          | 3.06M/824M [00:00&lt;02:07, 6.77MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   0%|          | 1.02M/822M [00:00&lt;03:00, 4.76MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   0%|          | 1.00M/832M [00:00&lt;02:58, 4.89MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   0%|          | 626k/830M [00:00&lt;02:27, 5.89MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   0%|          | 2.17M/835M [00:00&lt;02:31, 5.77MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   1%|          | 4.43M/824M [00:00&lt;01:19, 10.7MB/s]
 
 
 
@@ -617,17521 +620,12913 @@
 
 
 
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   0%|          | 4.06M/824M [00:00&lt;01:48, 7.95MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   0%|          | 1.57M/822M [00:00&lt;02:46, 5.18MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   0%|          | 1.48M/832M [00:00&lt;03:01, 4.80MB/s]
-
-
-
-
-sub-16_ses-meg_coordsystem.json:   0%|          | 0.00/1.81k [00:00&lt;?, ?B/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   0%|          | 1.26M/830M [00:00&lt;02:16, 6.38MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   0%|          | 2.03M/824M [00:00&lt;02:01, 7.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|          | 5.48M/835M [00:00&lt;01:30, 9.58MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   0%|          | 2.74M/835M [00:00&lt;02:37, 5.55MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   1%|          | 4.94M/824M [00:00&lt;01:43, 8.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   1%|          | 5.60M/824M [00:00&lt;01:27, 9.75MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   0%|          | 2.07M/822M [00:00&lt;02:47, 5.12MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   0%|          | 2.27M/830M [00:00&lt;01:45, 8.24MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   0%|          | 1.98M/832M [00:00&lt;02:56, 4.93MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   0%|          | 2.94M/824M [00:00&lt;01:47, 7.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|          | 6.52M/835M [00:00&lt;01:30, 9.58MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   0%|          | 3.29M/835M [00:00&lt;02:37, 5.53MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   1%|          | 5.97M/824M [00:00&lt;01:34, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   1%|          | 6.61M/824M [00:00&lt;01:28, 9.67MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   0%|          | 2.63M/822M [00:00&lt;02:39, 5.38MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   0%|          | 0.00/822M [00:00&lt;?, ?B/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   0%|          | 2.63M/832M [00:00&lt;02:36, 5.56MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   0%|          | 3.97M/835M [00:00&lt;02:24, 6.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   1%|          | 7.16M/824M [00:00&lt;01:24, 10.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   0%|          | 3.80M/830M [00:00&lt;01:16, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   0%|          | 3.30M/822M [00:00&lt;02:25, 5.90MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   0%|          | 3.82M/824M [00:00&lt;01:42, 8.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|          | 7.52M/835M [00:00&lt;01:33, 9.29MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   0%|          | 3.29M/832M [00:00&lt;02:24, 6.02MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|          | 4.63M/835M [00:00&lt;02:18, 6.30MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   0%|          | 739k/822M [00:00&lt;01:54, 7.54MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   0%|          | 0.00/830M [00:00&lt;?, ?B/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   1%|          | 8.27M/824M [00:00&lt;01:20, 10.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   1%|          | 5.02M/830M [00:00&lt;01:13, 11.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   1%|          | 7.59M/824M [00:00&lt;01:37, 8.81MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   0%|          | 3.93M/822M [00:00&lt;02:20, 6.10MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|          | 4.67M/824M [00:00&lt;01:47, 7.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|          | 8.47M/835M [00:00&lt;01:41, 8.52MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   0%|          | 3.87M/832M [00:00&lt;02:25, 5.98MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|          | 5.24M/835M [00:00&lt;02:20, 6.19MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   0%|          | 1.45M/822M [00:00&lt;02:00, 7.17MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   0%|          | 533k/830M [00:00&lt;02:39, 5.45MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   1%|          | 9.28M/824M [00:01&lt;01:22, 10.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   1%|          | 6.16M/830M [00:00&lt;01:14, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|          | 4.53M/822M [00:00&lt;02:23, 5.96MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|          | 5.46M/824M [00:00&lt;01:51, 7.68MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   1%|          | 8.47M/824M [00:00&lt;01:45, 8.08MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|          | 4.45M/832M [00:00&lt;02:29, 5.79MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|          | 5.84M/835M [00:01&lt;02:26, 5.94MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   0%|          | 2.15M/822M [00:00&lt;02:01, 7.09MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   0%|          | 1.05M/830M [00:00&lt;02:38, 5.47MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   1%|          | 10.3M/824M [00:01&lt;01:24, 10.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   1%|          | 7.29M/830M [00:00&lt;01:14, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|          | 9.31M/835M [00:01&lt;01:49, 7.93MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|          | 5.11M/822M [00:00&lt;02:28, 5.78MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|          | 6.23M/824M [00:00&lt;01:56, 7.36MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   1%|          | 9.26M/824M [00:01&lt;01:49, 7.78MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|          | 5.02M/832M [00:00&lt;02:32, 5.69MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   0%|          | 3.35M/822M [00:00&lt;01:33, 9.18MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   0%|          | 1.58M/830M [00:00&lt;02:38, 5.48MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|          | 6.42M/835M [00:01&lt;02:28, 5.84MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   1%|▏         | 11.3M/824M [00:01&lt;01:24, 10.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   1%|          | 8.46M/830M [00:00&lt;01:13, 11.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|          | 10.1M/835M [00:01&lt;01:53, 7.64MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|          | 5.67M/822M [00:01&lt;02:29, 5.72MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|          | 6.94M/824M [00:00&lt;01:57, 7.31MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   1%|          | 10.0M/824M [00:01&lt;01:53, 7.52MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|          | 5.56M/832M [00:01&lt;02:31, 5.71MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|          | 4.52M/822M [00:00&lt;01:23, 10.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   0%|          | 2.13M/830M [00:00&lt;02:35, 5.57MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|          | 6.99M/835M [00:01&lt;02:29, 5.82MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   1%|▏         | 12.2M/824M [00:01&lt;01:25, 9.92MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   1%|          | 9.63M/830M [00:00&lt;01:12, 11.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|▏         | 10.8M/835M [00:01&lt;01:56, 7.44MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|          | 6.22M/822M [00:01&lt;02:31, 5.66MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|          | 7.65M/824M [00:01&lt;01:58, 7.22MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|          | 6.11M/832M [00:01&lt;02:32, 5.69MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|          | 5.68M/822M [00:00&lt;01:18, 10.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   1%|▏         | 10.8M/824M [00:01&lt;01:55, 7.36MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   0%|          | 3.05M/830M [00:00&lt;02:03, 7.03MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|          | 7.55M/835M [00:01&lt;02:34, 5.62MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   2%|▏         | 13.2M/824M [00:01&lt;01:27, 9.71MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   1%|▏         | 10.8M/830M [00:01&lt;01:11, 12.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|▏         | 11.6M/835M [00:01&lt;01:58, 7.31MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|          | 6.77M/822M [00:01&lt;02:34, 5.55MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|          | 8.37M/824M [00:01&lt;01:57, 7.29MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|          | 6.66M/832M [00:01&lt;02:37, 5.50MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|          | 6.82M/822M [00:00&lt;01:16, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   1%|▏         | 11.5M/824M [00:01&lt;01:58, 7.21MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   0%|          | 3.91M/830M [00:00&lt;01:53, 7.66MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|          | 8.10M/835M [00:01&lt;02:39, 5.44MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   2%|▏         | 14.1M/824M [00:01&lt;01:28, 9.57MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   1%|▏         | 12.0M/830M [00:01&lt;01:11, 12.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|▏         | 12.3M/835M [00:01&lt;01:59, 7.21MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|          | 7.30M/822M [00:01&lt;02:37, 5.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|          | 9.08M/824M [00:01&lt;01:58, 7.18MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|          | 7.19M/832M [00:01&lt;02:38, 5.44MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|          | 8.01M/822M [00:00&lt;01:13, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   1%|          | 4.82M/830M [00:00&lt;01:45, 8.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   2%|▏         | 13.1M/830M [00:01&lt;01:11, 12.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|          | 8.63M/835M [00:01&lt;02:39, 5.43MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   2%|▏         | 15.0M/824M [00:01&lt;01:29, 9.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   1%|▏         | 12.2M/824M [00:01&lt;01:59, 7.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 13.0M/835M [00:01&lt;01:59, 7.19MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|          | 7.83M/822M [00:01&lt;02:38, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|          | 9.78M/824M [00:01&lt;02:00, 7.08MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|          | 7.72M/832M [00:01&lt;02:41, 5.36MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|          | 9.13M/822M [00:00&lt;01:13, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   1%|          | 5.68M/830M [00:00&lt;01:42, 8.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   2%|▏         | 14.3M/830M [00:01&lt;01:10, 12.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|          | 9.16M/835M [00:01&lt;02:39, 5.42MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   2%|▏         | 16.0M/824M [00:01&lt;01:30, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   2%|▏         | 12.9M/824M [00:01&lt;01:59, 7.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 13.7M/835M [00:01&lt;02:00, 7.16MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|          | 8.34M/822M [00:01&lt;02:38, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|▏         | 10.5M/824M [00:01&lt;01:59, 7.14MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   1%|          | 6.58M/830M [00:00&lt;01:38, 8.77MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|▏         | 10.3M/822M [00:01&lt;01:12, 11.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|          | 8.24M/832M [00:01&lt;02:43, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   2%|▏         | 15.5M/830M [00:01&lt;01:10, 12.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|          | 9.69M/835M [00:01&lt;02:43, 5.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   2%|▏         | 16.9M/824M [00:01&lt;01:31, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   2%|▏         | 13.5M/824M [00:01&lt;01:59, 7.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 14.4M/835M [00:01&lt;02:01, 7.07MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|          | 8.86M/822M [00:01&lt;02:41, 5.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|▏         | 11.3M/824M [00:01&lt;01:51, 7.66MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   1%|          | 7.44M/830M [00:01&lt;01:37, 8.82MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|▏         | 11.4M/822M [00:01&lt;01:11, 11.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|          | 8.75M/832M [00:01&lt;02:44, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   2%|▏         | 16.6M/830M [00:01&lt;01:11, 12.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|          | 10.2M/835M [00:01&lt;02:43, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   2%|▏         | 17.8M/824M [00:02&lt;01:31, 9.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   2%|▏         | 14.3M/824M [00:01&lt;01:57, 7.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 15.1M/835M [00:01&lt;02:02, 7.03MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|          | 9.37M/822M [00:01&lt;02:41, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   2%|▏         | 12.4M/824M [00:01&lt;01:37, 8.69MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   1%|          | 8.37M/830M [00:01&lt;01:35, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 12.6M/822M [00:01&lt;01:12, 11.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|          | 9.27M/832M [00:01&lt;02:43, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   2%|▏         | 17.8M/830M [00:01&lt;01:11, 11.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|▏         | 10.7M/835M [00:01&lt;02:43, 5.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   2%|▏         | 18.7M/824M [00:02&lt;01:31, 9.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   2%|▏         | 15.4M/824M [00:01&lt;01:38, 8.59MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 15.7M/835M [00:02&lt;02:05, 6.86MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|          | 9.89M/822M [00:01&lt;02:42, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   2%|▏         | 13.6M/824M [00:01&lt;01:28, 9.64MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   1%|          | 9.24M/830M [00:01&lt;01:35, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 13.7M/822M [00:01&lt;01:12, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   2%|▏         | 16.5M/824M [00:02&lt;01:29, 9.44MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|          | 9.78M/832M [00:01&lt;02:44, 5.25MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|▏         | 11.2M/835M [00:02&lt;02:44, 5.24MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   2%|▏         | 19.6M/824M [00:02&lt;01:30, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   2%|▏         | 18.9M/830M [00:01&lt;01:12, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|▏         | 10.4M/822M [00:01&lt;02:41, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   2%|▏         | 14.6M/824M [00:01&lt;01:24, 10.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 16.4M/835M [00:02&lt;02:07, 6.74MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   1%|          | 10.2M/830M [00:01&lt;01:33, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 14.8M/822M [00:01&lt;01:12, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   2%|▏         | 17.6M/824M [00:02&lt;01:23, 10.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|          | 10.3M/832M [00:01&lt;02:41, 5.33MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|▏         | 11.8M/835M [00:02&lt;02:40, 5.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   2%|▏         | 20.5M/824M [00:02&lt;01:29, 9.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   2%|▏         | 20.1M/830M [00:01&lt;01:13, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|▏         | 10.9M/822M [00:02&lt;02:38, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   2%|▏         | 15.8M/824M [00:01&lt;01:20, 10.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 17.0M/835M [00:02&lt;02:07, 6.75MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   1%|▏         | 11.1M/830M [00:01&lt;01:32, 9.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 15.9M/822M [00:01&lt;01:13, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   2%|▏         | 18.7M/824M [00:02&lt;01:20, 10.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|▏         | 10.8M/832M [00:02&lt;02:39, 5.39MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   1%|▏         | 12.3M/835M [00:02&lt;02:42, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   3%|▎         | 21.4M/824M [00:02&lt;01:28, 9.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   3%|▎         | 21.2M/830M [00:01&lt;01:13, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|▏         | 11.4M/822M [00:02&lt;02:38, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   2%|▏         | 16.9M/824M [00:02&lt;01:18, 10.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 17.7M/835M [00:02&lt;02:10, 6.56MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   1%|▏         | 12.0M/830M [00:01&lt;01:32, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 17.1M/822M [00:01&lt;01:14, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   2%|▏         | 19.8M/824M [00:02&lt;01:19, 10.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|▏         | 11.4M/832M [00:02&lt;02:40, 5.37MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 12.8M/835M [00:02&lt;02:40, 5.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   3%|▎         | 22.4M/824M [00:02&lt;01:27, 9.59MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   3%|▎         | 22.3M/830M [00:02&lt;01:12, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   1%|▏         | 12.0M/822M [00:02&lt;02:36, 5.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   2%|▏         | 18.0M/824M [00:02&lt;01:15, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 18.3M/835M [00:02&lt;02:09, 6.63MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   2%|▏         | 12.9M/830M [00:01&lt;01:32, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 18.2M/822M [00:01&lt;01:13, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   3%|▎         | 20.9M/824M [00:02&lt;01:16, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|▏         | 11.9M/832M [00:02&lt;02:40, 5.36MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 13.3M/835M [00:02&lt;02:40, 5.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   3%|▎         | 23.3M/824M [00:02&lt;01:28, 9.53MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   3%|▎         | 23.4M/830M [00:02&lt;01:12, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 12.5M/822M [00:02&lt;02:35, 5.44MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   2%|▏         | 19.1M/824M [00:02&lt;01:15, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 19.0M/835M [00:02&lt;02:08, 6.66MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   3%|▎         | 22.1M/824M [00:02&lt;01:14, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   2%|▏         | 13.8M/830M [00:01&lt;01:31, 9.37MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 19.3M/822M [00:01&lt;01:13, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|▏         | 12.4M/832M [00:02&lt;02:39, 5.38MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 13.9M/835M [00:02&lt;02:37, 5.47MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   3%|▎         | 24.3M/824M [00:02&lt;01:26, 9.73MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   3%|▎         | 24.6M/830M [00:02&lt;01:11, 11.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 13.1M/822M [00:02&lt;02:34, 5.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   2%|▏         | 20.2M/824M [00:02&lt;01:14, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 19.6M/835M [00:02&lt;02:07, 6.69MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   3%|▎         | 23.2M/824M [00:02&lt;01:14, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   2%|▏         | 14.7M/830M [00:01&lt;01:30, 9.48MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 20.4M/822M [00:01&lt;01:13, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 12.9M/832M [00:02&lt;02:39, 5.40MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 14.4M/835M [00:02&lt;02:37, 5.45MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   3%|▎         | 25.2M/824M [00:02&lt;01:28, 9.49MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   3%|▎         | 25.7M/830M [00:02&lt;01:11, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 13.6M/822M [00:02&lt;02:35, 5.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   3%|▎         | 21.3M/824M [00:02&lt;01:13, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 20.3M/835M [00:02&lt;02:08, 6.66MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   3%|▎         | 24.3M/824M [00:02&lt;01:13, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   2%|▏         | 15.6M/830M [00:01&lt;01:30, 9.42MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 21.5M/822M [00:02&lt;01:14, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 13.5M/832M [00:02&lt;02:39, 5.37MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 15.0M/835M [00:02&lt;02:39, 5.40MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   3%|▎         | 26.1M/824M [00:02&lt;01:28, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   3%|▎         | 26.8M/830M [00:02&lt;01:13, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 14.1M/822M [00:02&lt;02:36, 5.42MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   3%|▎         | 22.4M/824M [00:02&lt;01:13, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 20.9M/835M [00:02&lt;02:09, 6.61MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   3%|▎         | 25.4M/824M [00:02&lt;01:13, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   2%|▏         | 16.6M/830M [00:02&lt;01:30, 9.45MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 22.7M/822M [00:02&lt;01:12, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 14.0M/832M [00:02&lt;02:40, 5.33MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 15.5M/835M [00:02&lt;02:41, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   3%|▎         | 27.0M/824M [00:03&lt;01:29, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   3%|▎         | 27.9M/830M [00:02&lt;01:13, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 14.7M/822M [00:02&lt;02:37, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   3%|▎         | 23.5M/824M [00:02&lt;01:13, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 21.6M/835M [00:02&lt;02:09, 6.60MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   3%|▎         | 26.5M/824M [00:02&lt;01:13, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   2%|▏         | 17.5M/830M [00:02&lt;01:32, 9.24MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 23.8M/822M [00:02&lt;01:13, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 14.5M/832M [00:02&lt;02:41, 5.30MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 16.0M/835M [00:03&lt;02:43, 5.26MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   3%|▎         | 28.0M/824M [00:03&lt;01:29, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   3%|▎         | 29.0M/830M [00:02&lt;01:13, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 15.2M/822M [00:02&lt;02:39, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   3%|▎         | 24.6M/824M [00:02&lt;01:13, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 22.2M/835M [00:03&lt;02:08, 6.62MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   3%|▎         | 27.7M/824M [00:03&lt;01:12, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   2%|▏         | 18.4M/830M [00:02&lt;01:32, 9.23MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 24.9M/822M [00:02&lt;01:12, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 15.0M/832M [00:02&lt;02:41, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 16.5M/835M [00:03&lt;02:40, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   4%|▎         | 28.9M/824M [00:03&lt;01:28, 9.47MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   4%|▎         | 30.1M/830M [00:02&lt;01:14, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 15.7M/822M [00:03&lt;02:37, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   3%|▎         | 25.7M/824M [00:02&lt;01:13, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 22.9M/835M [00:03&lt;02:08, 6.62MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   3%|▎         | 28.8M/824M [00:03&lt;01:12, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   2%|▏         | 19.3M/830M [00:02&lt;01:30, 9.35MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 26.1M/822M [00:02&lt;01:12, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 15.5M/832M [00:03&lt;02:40, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 17.0M/835M [00:03&lt;02:42, 5.28MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   4%|▎         | 29.8M/824M [00:03&lt;01:27, 9.47MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   4%|▍         | 31.3M/830M [00:02&lt;01:13, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 16.2M/822M [00:03&lt;02:38, 5.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   3%|▎         | 26.8M/824M [00:02&lt;01:13, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 23.5M/835M [00:03&lt;02:07, 6.66MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   4%|▎         | 29.9M/824M [00:03&lt;01:13, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   2%|▏         | 20.2M/830M [00:02&lt;01:30, 9.34MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 27.2M/822M [00:02&lt;01:13, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 16.0M/832M [00:03&lt;02:39, 5.37MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 17.5M/835M [00:03&lt;02:41, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   4%|▎         | 30.7M/824M [00:03&lt;01:28, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   4%|▍         | 32.4M/830M [00:02&lt;01:14, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 16.7M/822M [00:03&lt;02:37, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   3%|▎         | 28.0M/824M [00:03&lt;01:12, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 24.2M/835M [00:03&lt;02:08, 6.59MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   4%|▍         | 31.0M/824M [00:03&lt;01:12, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   3%|▎         | 21.1M/830M [00:02&lt;01:30, 9.41MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 28.3M/822M [00:02&lt;01:12, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 16.6M/832M [00:03&lt;02:39, 5.37MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 18.1M/835M [00:03&lt;02:36, 5.48MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   4%|▍         | 31.7M/824M [00:03&lt;01:27, 9.49MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   4%|▍         | 33.5M/830M [00:03&lt;01:13, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 17.3M/822M [00:03&lt;02:35, 5.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   4%|▎         | 29.1M/824M [00:03&lt;01:12, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 24.8M/835M [00:03&lt;02:07, 6.65MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   4%|▍         | 32.1M/824M [00:03&lt;01:12, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   3%|▎         | 22.1M/830M [00:02&lt;01:28, 9.53MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▎         | 29.4M/822M [00:02&lt;01:12, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 17.1M/832M [00:03&lt;02:37, 5.42MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 18.6M/835M [00:03&lt;02:36, 5.48MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   4%|▍         | 32.6M/824M [00:03&lt;01:27, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   4%|▍         | 34.6M/830M [00:03&lt;01:13, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 17.8M/822M [00:03&lt;02:36, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   4%|▎         | 30.2M/824M [00:03&lt;01:13, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 25.4M/835M [00:03&lt;02:08, 6.63MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   3%|▎         | 23.0M/830M [00:02&lt;01:28, 9.53MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▎         | 30.5M/822M [00:02&lt;01:11, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   4%|▍         | 33.3M/824M [00:03&lt;01:12, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 17.6M/832M [00:03&lt;02:37, 5.43MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 19.2M/835M [00:03&lt;02:37, 5.44MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   4%|▍         | 33.5M/824M [00:03&lt;01:27, 9.44MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   4%|▍         | 35.8M/830M [00:03&lt;01:12, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 18.3M/822M [00:03&lt;02:37, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   4%|▍         | 31.3M/824M [00:03&lt;01:11, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 26.1M/835M [00:03&lt;02:08, 6.61MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   3%|▎         | 23.9M/830M [00:02&lt;01:29, 9.44MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▍         | 31.6M/822M [00:02&lt;01:11, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   4%|▍         | 34.4M/824M [00:03&lt;01:11, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 18.1M/832M [00:03&lt;02:39, 5.35MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 19.7M/835M [00:03&lt;02:38, 5.39MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   4%|▍         | 34.4M/824M [00:03&lt;01:27, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   4%|▍         | 36.9M/830M [00:03&lt;01:12, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 18.8M/822M [00:03&lt;02:38, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   4%|▍         | 32.4M/824M [00:03&lt;01:12, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 26.7M/835M [00:03&lt;02:07, 6.66MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   3%|▎         | 24.9M/830M [00:02&lt;01:30, 9.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▍         | 32.8M/822M [00:03&lt;01:11, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   4%|▍         | 35.5M/824M [00:03&lt;01:11, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 18.7M/832M [00:03&lt;02:39, 5.36MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 20.2M/835M [00:03&lt;02:37, 5.43MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   4%|▍         | 35.4M/824M [00:03&lt;01:26, 9.59MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   5%|▍         | 38.0M/830M [00:03&lt;01:12, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 19.4M/822M [00:03&lt;02:36, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   4%|▍         | 33.5M/824M [00:03&lt;01:12, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 27.4M/835M [00:03&lt;02:07, 6.67MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   3%|▎         | 25.8M/830M [00:03&lt;01:28, 9.54MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▍         | 33.9M/822M [00:03&lt;01:11, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   4%|▍         | 36.6M/824M [00:03&lt;01:11, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 19.2M/832M [00:03&lt;02:37, 5.41MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   2%|▏         | 20.8M/835M [00:03&lt;02:39, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   4%|▍         | 36.3M/824M [00:04&lt;01:26, 9.49MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   5%|▍         | 39.1M/830M [00:03&lt;01:12, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 19.9M/822M [00:03&lt;02:36, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   4%|▍         | 34.6M/824M [00:03&lt;01:12, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 28.0M/835M [00:03&lt;02:09, 6.56MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   3%|▎         | 26.7M/830M [00:03&lt;01:28, 9.49MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▍         | 35.0M/822M [00:03&lt;01:11, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   5%|▍         | 37.7M/824M [00:03&lt;01:12, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 19.7M/832M [00:03&lt;02:38, 5.38MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 21.3M/835M [00:04&lt;02:38, 5.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   5%|▍         | 37.2M/824M [00:04&lt;01:27, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   5%|▍         | 40.2M/830M [00:03&lt;01:11, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   2%|▏         | 20.4M/822M [00:03&lt;02:38, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   4%|▍         | 35.8M/824M [00:03&lt;01:11, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 28.7M/835M [00:04&lt;02:06, 6.66MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   3%|▎         | 27.6M/830M [00:03&lt;01:30, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▍         | 36.1M/822M [00:03&lt;01:11, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   5%|▍         | 38.9M/824M [00:04&lt;01:10, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 20.2M/832M [00:03&lt;02:38, 5.37MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 21.8M/835M [00:04&lt;02:39, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   5%|▍         | 38.1M/824M [00:04&lt;01:26, 9.50MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   5%|▍         | 41.3M/830M [00:03&lt;01:12, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 20.9M/822M [00:04&lt;02:36, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   4%|▍         | 36.9M/824M [00:03&lt;01:12, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▎         | 29.4M/835M [00:04&lt;02:09, 6.51MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   3%|▎         | 28.6M/830M [00:03&lt;01:29, 9.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▍         | 37.2M/822M [00:03&lt;01:12, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   5%|▍         | 40.0M/824M [00:04&lt;01:12, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 20.8M/832M [00:04&lt;02:37, 5.41MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 22.3M/835M [00:04&lt;02:38, 5.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   5%|▍         | 39.0M/824M [00:04&lt;01:26, 9.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   5%|▌         | 42.4M/830M [00:03&lt;01:12, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 21.4M/822M [00:04&lt;02:36, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   5%|▍         | 38.0M/824M [00:04&lt;01:12, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▎         | 30.0M/835M [00:04&lt;02:09, 6.53MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   4%|▎         | 29.5M/830M [00:03&lt;01:28, 9.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▍         | 38.3M/822M [00:03&lt;01:13, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   5%|▍         | 41.1M/824M [00:04&lt;01:13, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 21.3M/832M [00:04&lt;02:36, 5.45MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 22.9M/835M [00:04&lt;02:37, 5.42MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   5%|▍         | 40.0M/824M [00:04&lt;01:25, 9.58MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   5%|▌         | 43.5M/830M [00:03&lt;01:12, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 21.9M/822M [00:04&lt;02:35, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   5%|▍         | 39.1M/824M [00:04&lt;01:12, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▎         | 30.6M/835M [00:04&lt;02:09, 6.50MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   4%|▎         | 30.4M/830M [00:03&lt;01:27, 9.55MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▍         | 39.4M/822M [00:03&lt;01:11, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   5%|▌         | 42.2M/824M [00:04&lt;01:12, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 21.8M/832M [00:04&lt;02:35, 5.48MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 23.4M/835M [00:04&lt;02:36, 5.45MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   5%|▍         | 40.9M/824M [00:04&lt;01:26, 9.50MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   5%|▌         | 44.7M/830M [00:04&lt;01:11, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 22.5M/822M [00:04&lt;02:34, 5.42MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   5%|▍         | 40.2M/824M [00:04&lt;01:11, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▎         | 31.3M/835M [00:04&lt;02:08, 6.57MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   4%|▍         | 31.3M/830M [00:03&lt;01:29, 9.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▍         | 40.5M/822M [00:03&lt;01:12, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   5%|▌         | 43.3M/824M [00:04&lt;01:11, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 22.4M/832M [00:04&lt;02:37, 5.40MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 23.9M/835M [00:04&lt;02:36, 5.45MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   5%|▌         | 41.8M/824M [00:04&lt;01:25, 9.54MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   6%|▌         | 45.8M/830M [00:04&lt;01:12, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 23.0M/822M [00:04&lt;02:35, 5.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   5%|▌         | 41.3M/824M [00:04&lt;01:11, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 31.9M/835M [00:04&lt;02:10, 6.47MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   4%|▍         | 32.3M/830M [00:03&lt;01:28, 9.44MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▌         | 41.7M/822M [00:03&lt;01:11, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   5%|▌         | 44.4M/824M [00:04&lt;01:11, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 22.9M/832M [00:04&lt;02:36, 5.42MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 24.5M/835M [00:04&lt;02:37, 5.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   5%|▌         | 42.8M/824M [00:04&lt;01:27, 9.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   6%|▌         | 46.9M/830M [00:04&lt;01:12, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 23.5M/822M [00:04&lt;02:35, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   5%|▌         | 42.4M/824M [00:04&lt;01:12, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 32.5M/835M [00:04&lt;02:08, 6.56MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   4%|▍         | 33.2M/830M [00:03&lt;01:28, 9.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▌         | 42.8M/822M [00:03&lt;01:12, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   6%|▌         | 45.5M/824M [00:04&lt;01:11, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 23.4M/832M [00:04&lt;02:37, 5.38MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 25.0M/835M [00:04&lt;02:35, 5.47MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   5%|▌         | 43.7M/824M [00:04&lt;01:25, 9.60MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   6%|▌         | 48.0M/830M [00:04&lt;01:12, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 24.1M/822M [00:04&lt;02:32, 5.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   5%|▌         | 43.6M/824M [00:04&lt;01:10, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 33.2M/835M [00:04&lt;02:07, 6.62MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   4%|▍         | 34.1M/830M [00:03&lt;01:28, 9.47MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▌         | 43.9M/822M [00:04&lt;01:10, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   6%|▌         | 46.7M/824M [00:04&lt;01:10, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 23.9M/832M [00:04&lt;02:37, 5.38MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 25.5M/835M [00:04&lt;02:37, 5.39MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   5%|▌         | 44.7M/824M [00:04&lt;01:25, 9.53MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   6%|▌         | 49.1M/830M [00:04&lt;01:12, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 24.6M/822M [00:04&lt;02:33, 5.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   5%|▌         | 44.7M/824M [00:04&lt;01:11, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 33.8M/835M [00:04&lt;02:06, 6.62MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   4%|▍         | 35.0M/830M [00:04&lt;01:28, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▌         | 45.0M/822M [00:04&lt;01:12, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   6%|▌         | 47.8M/824M [00:04&lt;01:11, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 24.5M/832M [00:04&lt;02:38, 5.35MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 26.0M/835M [00:04&lt;02:39, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   6%|▌         | 45.6M/824M [00:05&lt;01:25, 9.55MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   6%|▌         | 50.2M/830M [00:04&lt;01:11, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 25.1M/822M [00:04&lt;02:32, 5.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   6%|▌         | 45.8M/824M [00:04&lt;01:11, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 34.5M/835M [00:04&lt;02:06, 6.63MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   4%|▍         | 35.9M/830M [00:04&lt;01:28, 9.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▌         | 46.1M/822M [00:04&lt;01:12, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   6%|▌         | 48.9M/824M [00:04&lt;01:12, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 25.0M/832M [00:04&lt;02:38, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 26.6M/835M [00:05&lt;02:38, 5.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   6%|▌         | 51.3M/830M [00:04&lt;01:12, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 25.7M/822M [00:04&lt;02:33, 5.44MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   6%|▌         | 46.5M/824M [00:05&lt;01:26, 9.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   6%|▌         | 46.9M/824M [00:04&lt;01:12, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 35.1M/835M [00:05&lt;02:08, 6.53MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   4%|▍         | 36.8M/830M [00:04&lt;01:27, 9.49MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▌         | 47.2M/822M [00:04&lt;01:11, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   6%|▌         | 50.0M/824M [00:05&lt;01:12, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 25.5M/832M [00:04&lt;02:36, 5.40MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 27.1M/835M [00:05&lt;02:37, 5.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   6%|▌         | 47.4M/824M [00:05&lt;01:25, 9.47MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   6%|▋         | 52.5M/830M [00:04&lt;01:11, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 26.2M/822M [00:05&lt;02:34, 5.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   6%|▌         | 48.0M/824M [00:04&lt;01:12, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 35.8M/835M [00:05&lt;02:08, 6.54MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   5%|▍         | 37.8M/830M [00:04&lt;01:27, 9.50MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▌         | 48.3M/822M [00:04&lt;01:12, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   6%|▌         | 51.1M/824M [00:05&lt;01:11, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 26.0M/832M [00:05&lt;02:37, 5.37MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 27.6M/835M [00:05&lt;02:37, 5.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   6%|▌         | 48.3M/824M [00:05&lt;01:26, 9.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   6%|▋         | 53.6M/830M [00:04&lt;01:12, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 26.7M/822M [00:05&lt;02:35, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   6%|▌         | 49.1M/824M [00:05&lt;01:11, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 36.4M/835M [00:05&lt;02:09, 6.48MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   5%|▍         | 38.7M/830M [00:04&lt;01:28, 9.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▌         | 49.4M/822M [00:04&lt;01:11, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   6%|▋         | 52.2M/824M [00:05&lt;01:11, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 26.5M/832M [00:05&lt;02:36, 5.38MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 28.1M/835M [00:05&lt;02:36, 5.39MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   6%|▌         | 49.2M/824M [00:05&lt;01:26, 9.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   7%|▋         | 54.6M/830M [00:05&lt;01:12, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 27.2M/822M [00:05&lt;02:35, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   6%|▌         | 50.1M/824M [00:05&lt;01:11, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 37.0M/835M [00:05&lt;02:07, 6.56MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   5%|▍         | 39.6M/830M [00:04&lt;01:26, 9.57MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▌         | 50.5M/822M [00:04&lt;01:11, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   6%|▋         | 53.2M/824M [00:05&lt;01:12, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 27.1M/832M [00:05&lt;02:35, 5.41MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 28.7M/835M [00:05&lt;02:39, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   6%|▌         | 50.1M/824M [00:05&lt;01:27, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   7%|▋         | 55.7M/830M [00:05&lt;01:12, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 27.7M/822M [00:05&lt;02:39, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   6%|▌         | 51.2M/824M [00:05&lt;01:11, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▍         | 37.7M/835M [00:05&lt;02:09, 6.48MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   5%|▍         | 40.5M/830M [00:04&lt;01:27, 9.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▋         | 51.5M/822M [00:04&lt;01:12, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   7%|▋         | 54.3M/824M [00:05&lt;01:11, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 27.6M/832M [00:05&lt;02:38, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   3%|▎         | 29.2M/835M [00:05&lt;02:38, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   6%|▌         | 51.0M/824M [00:05&lt;01:27, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   7%|▋         | 56.8M/830M [00:05&lt;01:12, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 28.2M/822M [00:05&lt;02:40, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   6%|▋         | 52.3M/824M [00:05&lt;01:12, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▍         | 38.3M/835M [00:05&lt;02:09, 6.46MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   5%|▍         | 41.4M/830M [00:04&lt;01:28, 9.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▋         | 52.7M/822M [00:04&lt;01:10, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   7%|▋         | 55.4M/824M [00:05&lt;01:11, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 28.1M/832M [00:05&lt;02:41, 5.23MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▎         | 29.7M/835M [00:05&lt;02:40, 5.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   6%|▋         | 51.9M/824M [00:05&lt;01:27, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   7%|▋         | 58.0M/830M [00:05&lt;01:10, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   3%|▎         | 28.7M/822M [00:05&lt;02:40, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   6%|▋         | 53.4M/824M [00:05&lt;01:11, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▍         | 39.0M/835M [00:05&lt;02:06, 6.59MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   5%|▌         | 42.4M/830M [00:04&lt;01:28, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 53.8M/822M [00:05&lt;01:10, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   7%|▋         | 56.6M/824M [00:05&lt;01:10, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 28.6M/832M [00:05&lt;02:39, 5.27MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▎         | 30.2M/835M [00:05&lt;02:38, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   6%|▋         | 52.8M/824M [00:05&lt;01:27, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   7%|▋         | 59.1M/830M [00:05&lt;01:11, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▎         | 29.2M/822M [00:05&lt;02:38, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   7%|▋         | 54.6M/824M [00:05&lt;01:09, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▍         | 39.6M/835M [00:05&lt;02:03, 6.73MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   5%|▌         | 43.3M/830M [00:04&lt;01:27, 9.42MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 55.0M/822M [00:05&lt;01:09, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   7%|▋         | 57.7M/824M [00:05&lt;01:08, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▎         | 29.2M/832M [00:05&lt;02:39, 5.27MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▎         | 30.7M/835M [00:05&lt;02:38, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   7%|▋         | 53.8M/824M [00:06&lt;01:26, 9.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   7%|▋         | 60.2M/830M [00:05&lt;01:09, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▎         | 29.8M/822M [00:05&lt;02:37, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   7%|▋         | 55.7M/824M [00:05&lt;01:09, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▍         | 40.3M/835M [00:05&lt;02:04, 6.70MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   5%|▌         | 44.2M/830M [00:05&lt;01:28, 9.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 56.1M/822M [00:05&lt;01:09, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   7%|▋         | 58.9M/824M [00:05&lt;01:08, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▎         | 29.7M/832M [00:05&lt;02:40, 5.26MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▎         | 31.2M/835M [00:05&lt;02:40, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   7%|▋         | 61.4M/830M [00:05&lt;01:09, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▎         | 30.3M/822M [00:05&lt;02:39, 5.22MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   7%|▋         | 54.6M/824M [00:06&lt;01:28, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   7%|▋         | 56.9M/824M [00:05&lt;01:08, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▍         | 41.0M/835M [00:06&lt;02:01, 6.87MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   5%|▌         | 45.1M/830M [00:05&lt;01:29, 9.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 57.2M/822M [00:05&lt;01:08, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   7%|▋         | 60.0M/824M [00:05&lt;01:08, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▎         | 30.2M/832M [00:05&lt;02:41, 5.19MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 31.7M/835M [00:06&lt;02:42, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   8%|▊         | 62.5M/830M [00:05&lt;01:09, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▎         | 30.8M/822M [00:05&lt;02:39, 5.20MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   7%|▋         | 55.5M/824M [00:06&lt;01:28, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   7%|▋         | 58.0M/824M [00:05&lt;01:08, 11.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▍         | 41.7M/835M [00:06&lt;02:02, 6.79MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   6%|▌         | 46.0M/830M [00:05&lt;01:29, 9.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 58.4M/822M [00:05&lt;01:08, 11.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   7%|▋         | 61.2M/824M [00:06&lt;01:07, 11.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▎         | 30.7M/832M [00:05&lt;02:42, 5.17MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 32.3M/835M [00:06&lt;02:40, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   8%|▊         | 63.6M/830M [00:05&lt;01:09, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▍         | 31.3M/822M [00:06&lt;02:40, 5.16MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   7%|▋         | 56.4M/824M [00:06&lt;01:29, 8.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   7%|▋         | 59.2M/824M [00:05&lt;01:08, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▌         | 42.3M/835M [00:06&lt;02:04, 6.65MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   6%|▌         | 46.9M/830M [00:05&lt;01:30, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 59.5M/822M [00:05&lt;01:08, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   8%|▊         | 62.3M/824M [00:06&lt;01:08, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▎         | 31.2M/832M [00:06&lt;02:44, 5.12MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 32.8M/835M [00:06&lt;02:40, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   8%|▊         | 64.7M/830M [00:05&lt;01:09, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▍         | 31.8M/822M [00:06&lt;02:38, 5.22MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   7%|▋         | 57.3M/824M [00:06&lt;01:27, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   7%|▋         | 60.3M/824M [00:06&lt;01:08, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▌         | 43.0M/835M [00:06&lt;02:02, 6.79MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   6%|▌         | 47.8M/830M [00:05&lt;01:28, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 60.7M/822M [00:05&lt;01:07, 11.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   8%|▊         | 63.4M/824M [00:06&lt;01:08, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▍         | 31.7M/832M [00:06&lt;02:40, 5.22MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 33.3M/835M [00:06&lt;02:41, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   8%|▊         | 65.9M/830M [00:06&lt;01:08, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▍         | 32.3M/822M [00:06&lt;02:37, 5.26MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   7%|▋         | 58.2M/824M [00:06&lt;01:27, 9.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   7%|▋         | 61.4M/824M [00:06&lt;01:08, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▌         | 43.6M/835M [00:06&lt;02:01, 6.81MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   6%|▌         | 48.7M/830M [00:05&lt;01:28, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 61.8M/822M [00:05&lt;01:08, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   8%|▊         | 64.6M/824M [00:06&lt;01:08, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▍         | 32.2M/832M [00:06&lt;02:39, 5.25MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 33.8M/835M [00:06&lt;02:41, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   8%|▊         | 67.0M/830M [00:06&lt;01:08, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▍         | 32.8M/822M [00:06&lt;02:36, 5.28MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   7%|▋         | 59.1M/824M [00:06&lt;01:27, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   8%|▊         | 62.6M/824M [00:06&lt;01:08, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▌         | 44.3M/835M [00:06&lt;02:01, 6.82MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   8%|▊         | 65.7M/824M [00:06&lt;01:08, 11.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   6%|▌         | 49.6M/830M [00:05&lt;01:27, 9.32MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 62.9M/822M [00:05&lt;01:08, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▍         | 32.7M/832M [00:06&lt;02:39, 5.25MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 34.3M/835M [00:06&lt;02:40, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   8%|▊         | 68.1M/830M [00:06&lt;01:08, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▍         | 33.3M/822M [00:06&lt;02:36, 5.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   7%|▋         | 60.0M/824M [00:06&lt;01:27, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   8%|▊         | 63.7M/824M [00:06&lt;01:08, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▌         | 45.0M/835M [00:06&lt;02:03, 6.71MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   6%|▌         | 50.5M/830M [00:05&lt;01:27, 9.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 64.1M/822M [00:05&lt;01:08, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   8%|▊         | 66.8M/824M [00:06&lt;01:08, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▍         | 33.3M/832M [00:06&lt;02:38, 5.29MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 34.8M/835M [00:06&lt;02:39, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   8%|▊         | 69.2M/830M [00:06&lt;01:09, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▍         | 33.8M/822M [00:06&lt;02:35, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   7%|▋         | 60.9M/824M [00:06&lt;01:27, 9.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   8%|▊         | 64.8M/824M [00:06&lt;01:09, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   8%|▊         | 67.9M/824M [00:06&lt;01:08, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▌         | 45.6M/835M [00:06&lt;02:05, 6.60MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   6%|▌         | 51.4M/830M [00:05&lt;01:26, 9.39MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 65.2M/822M [00:06&lt;01:09, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▍         | 33.8M/832M [00:06&lt;02:37, 5.30MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 35.3M/835M [00:06&lt;02:38, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   8%|▊         | 70.3M/830M [00:06&lt;01:09, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▍         | 34.4M/822M [00:06&lt;02:35, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   8%|▊         | 61.8M/824M [00:06&lt;01:26, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   8%|▊         | 66.0M/824M [00:06&lt;01:08, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   8%|▊         | 69.1M/824M [00:06&lt;01:08, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   6%|▋         | 52.3M/830M [00:06&lt;01:26, 9.38MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 66.3M/822M [00:06&lt;01:08, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 46.3M/835M [00:06&lt;02:04, 6.65MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▍         | 34.3M/832M [00:06&lt;02:37, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 35.8M/835M [00:06&lt;02:38, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   9%|▊         | 71.5M/830M [00:06&lt;01:09, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▍         | 34.9M/822M [00:06&lt;02:36, 5.28MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   8%|▊         | 62.7M/824M [00:07&lt;01:25, 9.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   8%|▊         | 67.1M/824M [00:06&lt;01:09, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   9%|▊         | 70.2M/824M [00:06&lt;01:08, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   6%|▋         | 53.3M/830M [00:06&lt;01:25, 9.51MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 67.4M/822M [00:06&lt;01:08, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 46.9M/835M [00:06&lt;02:04, 6.66MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▍         | 34.8M/832M [00:06&lt;02:37, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 36.4M/835M [00:07&lt;02:37, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   9%|▊         | 72.6M/830M [00:06&lt;01:08, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▍         | 35.4M/822M [00:06&lt;02:35, 5.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   8%|▊         | 63.6M/824M [00:07&lt;01:25, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   8%|▊         | 68.2M/824M [00:06&lt;01:08, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   9%|▊         | 71.3M/824M [00:07&lt;01:08, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   7%|▋         | 54.2M/830M [00:06&lt;01:25, 9.47MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 68.5M/822M [00:06&lt;01:08, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 47.6M/835M [00:07&lt;02:03, 6.69MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▍         | 35.3M/832M [00:06&lt;02:36, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 36.9M/835M [00:07&lt;02:37, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   9%|▉         | 73.7M/830M [00:06&lt;01:08, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▍         | 35.9M/822M [00:07&lt;02:35, 5.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   8%|▊         | 64.5M/824M [00:07&lt;01:25, 9.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   8%|▊         | 69.3M/824M [00:06&lt;01:07, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   9%|▉         | 72.4M/824M [00:07&lt;01:07, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 48.2M/835M [00:07&lt;02:02, 6.71MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   7%|▋         | 55.1M/830M [00:06&lt;01:25, 9.46MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 69.7M/822M [00:06&lt;01:08, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▍         | 35.8M/832M [00:07&lt;02:37, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   4%|▍         | 37.4M/835M [00:07&lt;02:37, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   9%|▉         | 74.9M/830M [00:06&lt;01:07, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▍         | 36.5M/822M [00:07&lt;02:33, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   8%|▊         | 65.5M/824M [00:07&lt;01:24, 9.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   9%|▊         | 70.5M/824M [00:06&lt;01:07, 11.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   9%|▉         | 73.6M/824M [00:07&lt;01:07, 11.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   7%|▋         | 56.0M/830M [00:06&lt;01:25, 9.53MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▊         | 70.8M/822M [00:06&lt;01:07, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 48.9M/835M [00:07&lt;02:03, 6.67MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▍         | 36.4M/832M [00:07&lt;02:34, 5.42MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▍         | 37.9M/835M [00:07&lt;02:36, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   9%|▉         | 76.0M/830M [00:06&lt;01:07, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   4%|▍         | 37.0M/822M [00:07&lt;02:31, 5.42MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   8%|▊         | 66.4M/824M [00:07&lt;01:23, 9.49MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   9%|▊         | 71.6M/824M [00:07&lt;01:08, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   9%|▉         | 74.7M/824M [00:07&lt;01:07, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   7%|▋         | 57.0M/830M [00:06&lt;01:23, 9.70MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▊         | 71.9M/822M [00:06&lt;01:08, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 49.5M/835M [00:07&lt;02:04, 6.61MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▍         | 36.9M/832M [00:07&lt;02:34, 5.41MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▍         | 38.4M/835M [00:07&lt;02:36, 5.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   8%|▊         | 67.3M/824M [00:07&lt;01:23, 9.53MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   9%|▉         | 77.1M/830M [00:07&lt;01:08, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▍         | 37.5M/822M [00:07&lt;02:34, 5.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   9%|▉         | 72.7M/824M [00:07&lt;01:08, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   9%|▉         | 75.8M/824M [00:07&lt;01:07, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   7%|▋         | 57.9M/830M [00:06&lt;01:24, 9.58MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▉         | 73.1M/822M [00:06&lt;01:08, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 50.2M/835M [00:07&lt;02:03, 6.64MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▍         | 37.4M/832M [00:07&lt;02:35, 5.35MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▍         | 38.9M/835M [00:07&lt;02:37, 5.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   8%|▊         | 68.2M/824M [00:07&lt;01:24, 9.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   9%|▉         | 78.2M/830M [00:07&lt;01:08, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▍         | 38.0M/822M [00:07&lt;02:34, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   9%|▉         | 73.8M/824M [00:07&lt;01:08, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   9%|▉         | 76.9M/824M [00:07&lt;01:07, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   7%|▋         | 58.9M/830M [00:06&lt;01:25, 9.44MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▉         | 74.2M/822M [00:06&lt;01:08, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 50.8M/835M [00:07&lt;02:04, 6.61MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▍         | 38.0M/832M [00:07&lt;02:35, 5.36MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▍         | 39.4M/835M [00:07&lt;02:36, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   8%|▊         | 69.1M/824M [00:07&lt;01:24, 9.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  10%|▉         | 79.4M/830M [00:07&lt;01:08, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▍         | 38.5M/822M [00:07&lt;02:34, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   9%|▉         | 74.9M/824M [00:07&lt;01:08, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   9%|▉         | 78.0M/824M [00:07&lt;01:07, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   7%|▋         | 59.8M/830M [00:06&lt;01:26, 9.38MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▉         | 75.3M/822M [00:06&lt;01:07, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 51.5M/835M [00:07&lt;02:03, 6.66MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▍         | 38.5M/832M [00:07&lt;02:35, 5.35MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▍         | 40.0M/835M [00:07&lt;02:34, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  10%|▉         | 80.5M/830M [00:07&lt;01:08, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▍         | 39.1M/822M [00:07&lt;02:32, 5.40MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   9%|▊         | 70.1M/824M [00:07&lt;01:23, 9.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   9%|▉         | 76.0M/824M [00:07&lt;01:08, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  10%|▉         | 79.2M/824M [00:07&lt;01:07, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 52.1M/835M [00:07&lt;02:05, 6.57MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   7%|▋         | 60.7M/830M [00:06&lt;01:24, 9.56MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▉         | 76.5M/822M [00:07&lt;01:09, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▍         | 39.0M/832M [00:07&lt;02:35, 5.35MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▍         | 40.5M/835M [00:07&lt;02:36, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   9%|▊         | 71.0M/824M [00:07&lt;01:23, 9.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  10%|▉         | 81.6M/830M [00:07&lt;01:08, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▍         | 39.6M/822M [00:07&lt;02:33, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   9%|▉         | 77.1M/824M [00:07&lt;01:08, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  10%|▉         | 80.3M/824M [00:07&lt;01:08, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▋         | 52.7M/835M [00:07&lt;02:04, 6.57MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   7%|▋         | 61.6M/830M [00:07&lt;01:26, 9.36MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▉         | 77.6M/822M [00:07&lt;01:09, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▍         | 39.5M/832M [00:07&lt;02:36, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▍         | 41.0M/835M [00:07&lt;02:36, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  10%|▉         | 82.7M/830M [00:07&lt;01:09, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▍         | 40.1M/822M [00:07&lt;02:32, 5.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   9%|▊         | 71.9M/824M [00:08&lt;01:24, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   9%|▉         | 78.2M/824M [00:07&lt;01:08, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  10%|▉         | 81.4M/824M [00:07&lt;01:08, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▋         | 53.4M/835M [00:07&lt;02:05, 6.54MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   8%|▊         | 62.6M/830M [00:07&lt;01:26, 9.35MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|▉         | 78.7M/822M [00:07&lt;01:08, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▍         | 40.0M/832M [00:07&lt;02:35, 5.33MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▍         | 41.5M/835M [00:08&lt;02:37, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  10%|█         | 83.8M/830M [00:07&lt;01:09, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▍         | 40.7M/822M [00:07&lt;02:32, 5.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   9%|▉         | 72.8M/824M [00:08&lt;01:24, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  10%|▉         | 79.3M/824M [00:07&lt;01:08, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  10%|█         | 82.5M/824M [00:08&lt;01:07, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▋         | 54.0M/835M [00:08&lt;02:04, 6.60MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   8%|▊         | 63.5M/830M [00:07&lt;01:24, 9.47MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  10%|█         | 84.9M/830M [00:07&lt;01:08, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▍         | 40.5M/832M [00:07&lt;02:36, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▌         | 42.1M/835M [00:08&lt;02:34, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|▉         | 79.8M/822M [00:07&lt;01:08, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▌         | 41.2M/822M [00:08&lt;02:32, 5.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   9%|▉         | 73.8M/824M [00:08&lt;01:22, 9.49MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  10%|▉         | 80.4M/824M [00:07&lt;01:08, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  10%|█         | 83.6M/824M [00:08&lt;01:08, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 54.7M/835M [00:08&lt;02:04, 6.56MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   8%|▊         | 64.4M/830M [00:07&lt;01:25, 9.44MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|▉         | 80.9M/822M [00:07&lt;01:08, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▍         | 41.1M/832M [00:08&lt;02:35, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▌         | 42.6M/835M [00:08&lt;02:36, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  10%|█         | 86.0M/830M [00:07&lt;01:08, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▌         | 41.7M/822M [00:08&lt;02:32, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   9%|▉         | 74.7M/824M [00:08&lt;01:23, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  10%|▉         | 81.5M/824M [00:07&lt;01:09, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  10%|█         | 84.7M/824M [00:08&lt;01:08, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 55.3M/835M [00:08&lt;02:06, 6.46MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   8%|▊         | 65.3M/830M [00:07&lt;01:24, 9.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  10%|█         | 87.1M/830M [00:07&lt;01:09, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▍         | 41.6M/832M [00:08&lt;02:35, 5.33MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▌         | 43.1M/835M [00:08&lt;02:34, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|▉         | 82.0M/822M [00:07&lt;01:09, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▌         | 42.2M/822M [00:08&lt;02:29, 5.46MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   9%|▉         | 75.6M/824M [00:08&lt;01:23, 9.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  10%|█         | 82.6M/824M [00:08&lt;01:09, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  10%|█         | 85.8M/824M [00:08&lt;01:08, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 55.9M/835M [00:08&lt;02:06, 6.47MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   8%|▊         | 66.2M/830M [00:07&lt;01:24, 9.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  11%|█         | 88.1M/830M [00:08&lt;01:09, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▌         | 42.1M/832M [00:08&lt;02:33, 5.39MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▌         | 43.6M/835M [00:08&lt;02:36, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|█         | 83.1M/822M [00:07&lt;01:09, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▌         | 42.8M/822M [00:08&lt;02:31, 5.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   9%|▉         | 76.5M/824M [00:08&lt;01:22, 9.52MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  10%|█         | 83.7M/824M [00:08&lt;01:09, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  11%|█         | 86.9M/824M [00:08&lt;01:08, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 56.5M/835M [00:08&lt;02:05, 6.52MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   8%|▊         | 67.1M/830M [00:07&lt;01:24, 9.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  11%|█         | 89.2M/830M [00:08&lt;01:08, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▌         | 42.6M/832M [00:08&lt;02:34, 5.36MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▌         | 44.1M/835M [00:08&lt;02:35, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|█         | 84.1M/822M [00:07&lt;01:09, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▌         | 43.3M/822M [00:08&lt;02:31, 5.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:   9%|▉         | 77.5M/824M [00:08&lt;01:23, 9.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  10%|█         | 84.8M/824M [00:08&lt;01:09, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  11%|█         | 88.0M/824M [00:08&lt;01:08, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 57.2M/835M [00:08&lt;02:05, 6.49MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   8%|▊         | 68.0M/830M [00:07&lt;01:25, 9.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  11%|█         | 90.3M/830M [00:08&lt;01:09, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▌         | 43.1M/832M [00:08&lt;02:36, 5.28MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▌         | 44.6M/835M [00:08&lt;02:38, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|█         | 85.2M/822M [00:07&lt;01:09, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▌         | 43.8M/822M [00:08&lt;02:33, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  10%|▉         | 78.4M/824M [00:08&lt;01:24, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  10%|█         | 85.9M/824M [00:08&lt;01:08, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  11%|█         | 89.1M/824M [00:08&lt;01:07, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 57.8M/835M [00:08&lt;02:06, 6.46MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   8%|▊         | 68.9M/830M [00:07&lt;01:25, 9.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  11%|█         | 91.4M/830M [00:08&lt;01:09, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▌         | 43.6M/832M [00:08&lt;02:35, 5.30MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▌         | 45.2M/835M [00:08&lt;02:37, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█         | 86.3M/822M [00:07&lt;01:08, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▌         | 44.3M/822M [00:08&lt;02:32, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  10%|▉         | 79.3M/824M [00:08&lt;01:23, 9.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  11%|█         | 87.1M/824M [00:08&lt;01:07, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  11%|█         | 90.2M/824M [00:08&lt;01:07, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 58.5M/835M [00:08&lt;02:04, 6.55MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   8%|▊         | 69.9M/830M [00:07&lt;01:24, 9.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  11%|█         | 92.5M/830M [00:08&lt;01:08, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▌         | 44.2M/832M [00:08&lt;02:36, 5.27MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   5%|▌         | 45.7M/835M [00:08&lt;02:38, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█         | 87.4M/822M [00:08&lt;01:08, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   5%|▌         | 44.8M/822M [00:08&lt;02:33, 5.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  10%|▉         | 80.2M/824M [00:08&lt;01:24, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  11%|█         | 88.2M/824M [00:08&lt;01:08, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  11%|█         | 91.3M/824M [00:08&lt;01:07, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 59.1M/835M [00:08&lt;02:05, 6.50MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   9%|▊         | 70.8M/830M [00:08&lt;01:26, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  11%|█▏        | 93.6M/830M [00:08&lt;01:07, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▌         | 44.7M/832M [00:08&lt;02:37, 5.26MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 46.2M/835M [00:08&lt;02:38, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█         | 88.6M/822M [00:08&lt;01:07, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▌         | 45.3M/822M [00:08&lt;02:34, 5.28MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  10%|▉         | 81.1M/824M [00:09&lt;01:24, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  11%|█         | 89.3M/824M [00:08&lt;01:07, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  11%|█         | 92.4M/824M [00:08&lt;01:07, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 59.7M/835M [00:09&lt;02:03, 6.58MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   9%|▊         | 71.7M/830M [00:08&lt;01:25, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  11%|█▏        | 94.7M/830M [00:08&lt;01:08, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▌         | 45.2M/832M [00:08&lt;02:36, 5.26MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 46.7M/835M [00:09&lt;02:35, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█         | 89.7M/822M [00:08&lt;01:07, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▌         | 45.9M/822M [00:08&lt;02:32, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  10%|▉         | 82.0M/824M [00:09&lt;01:22, 9.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  11%|█         | 90.4M/824M [00:08&lt;01:07, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  11%|█▏        | 93.5M/824M [00:09&lt;01:07, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 60.4M/835M [00:09&lt;02:03, 6.59MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   9%|▊         | 72.6M/830M [00:08&lt;01:25, 9.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  12%|█▏        | 95.8M/830M [00:08&lt;01:07, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▌         | 45.7M/832M [00:08&lt;02:35, 5.29MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 47.2M/835M [00:09&lt;02:35, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█         | 90.8M/822M [00:08&lt;01:07, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▌         | 46.4M/822M [00:09&lt;02:33, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  10%|█         | 83.0M/824M [00:09&lt;01:23, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  11%|█         | 91.5M/824M [00:08&lt;01:07, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  11%|█▏        | 94.6M/824M [00:09&lt;01:06, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 61.0M/835M [00:09&lt;02:03, 6.59MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   9%|▉         | 73.5M/830M [00:08&lt;01:24, 9.39MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█         | 91.9M/822M [00:08&lt;01:07, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▌         | 46.2M/832M [00:09&lt;02:36, 5.27MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 47.7M/835M [00:09&lt;02:36, 5.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  12%|█▏        | 96.9M/830M [00:08&lt;01:08, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▌         | 46.9M/822M [00:09&lt;02:32, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  10%|█         | 83.9M/824M [00:09&lt;01:23, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  11%|█         | 92.6M/824M [00:09&lt;01:08, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  12%|█▏        | 95.7M/824M [00:09&lt;01:07, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 61.6M/835M [00:09&lt;02:04, 6.54MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   9%|▉         | 74.4M/830M [00:08&lt;01:24, 9.36MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█▏        | 93.0M/822M [00:08&lt;01:06, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▌         | 46.7M/832M [00:09&lt;02:35, 5.29MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 48.3M/835M [00:09&lt;02:37, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  12%|█▏        | 98.1M/830M [00:08&lt;01:07, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▌         | 47.4M/822M [00:09&lt;02:33, 5.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  10%|█         | 84.8M/824M [00:09&lt;01:23, 9.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  11%|█▏        | 93.7M/824M [00:09&lt;01:08, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  12%|█▏        | 96.8M/824M [00:09&lt;01:07, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 62.3M/835M [00:09&lt;02:04, 6.51MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   9%|▉         | 75.3M/830M [00:08&lt;01:25, 9.29MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█▏        | 94.1M/822M [00:08&lt;01:06, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▌         | 47.3M/832M [00:09&lt;02:37, 5.23MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 48.8M/835M [00:09&lt;02:37, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  12%|█▏        | 99.2M/830M [00:09&lt;01:07, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▌         | 47.9M/822M [00:09&lt;02:33, 5.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  10%|█         | 85.7M/824M [00:09&lt;01:23, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  12%|█▏        | 94.7M/824M [00:09&lt;01:08, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  12%|█▏        | 97.9M/824M [00:09&lt;01:07, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 62.9M/835M [00:09&lt;02:03, 6.54MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   9%|▉         | 76.2M/830M [00:08&lt;01:24, 9.32MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 95.2M/822M [00:08&lt;01:07, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▌         | 47.8M/832M [00:09&lt;02:36, 5.27MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 49.3M/835M [00:09&lt;02:36, 5.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  12%|█▏        | 100M/830M [00:09&lt;01:07, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▌         | 48.5M/822M [00:09&lt;02:30, 5.40MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  11%|█         | 86.6M/824M [00:09&lt;01:21, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  12%|█▏        | 95.8M/824M [00:09&lt;01:07, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  12%|█▏        | 99.0M/824M [00:09&lt;01:07, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 63.5M/835M [00:09&lt;02:03, 6.55MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   9%|▉         | 77.2M/830M [00:08&lt;01:22, 9.56MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 96.3M/822M [00:08&lt;01:06, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▌         | 48.3M/832M [00:09&lt;02:34, 5.30MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 49.8M/835M [00:09&lt;02:35, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  12%|█▏        | 101M/830M [00:09&lt;01:07, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▌         | 49.0M/822M [00:09&lt;02:32, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  11%|█         | 87.5M/824M [00:09&lt;01:21, 9.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  12%|█▏        | 97.0M/824M [00:09&lt;01:06, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  12%|█▏        | 100M/824M [00:09&lt;01:06, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 64.2M/835M [00:09&lt;02:01, 6.67MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:   9%|▉         | 78.1M/830M [00:08&lt;01:23, 9.45MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 97.4M/822M [00:09&lt;01:06, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▌         | 48.8M/832M [00:09&lt;02:35, 5.26MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 50.3M/835M [00:09&lt;02:33, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  12%|█▏        | 102M/830M [00:09&lt;01:07, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▌         | 49.5M/822M [00:09&lt;02:31, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  11%|█         | 88.4M/824M [00:09&lt;01:21, 9.44MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  12%|█▏        | 98.0M/824M [00:09&lt;01:06, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  12%|█▏        | 101M/824M [00:09&lt;01:06, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 64.8M/835M [00:09&lt;02:02, 6.59MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  10%|▉         | 79.0M/830M [00:08&lt;01:23, 9.39MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 98.5M/822M [00:09&lt;01:06, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▌         | 49.3M/832M [00:09&lt;02:35, 5.29MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 50.8M/835M [00:09&lt;02:33, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  12%|█▏        | 104M/830M [00:09&lt;01:07, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▌         | 50.0M/822M [00:09&lt;02:31, 5.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  11%|█         | 89.3M/824M [00:10&lt;01:22, 9.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  12%|█▏        | 99.2M/824M [00:09&lt;01:05, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  12%|█▏        | 102M/824M [00:09&lt;01:06, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 65.5M/835M [00:09&lt;02:02, 6.58MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  10%|▉         | 79.9M/830M [00:09&lt;01:23, 9.42MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 99.6M/822M [00:09&lt;01:05, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▌         | 49.8M/832M [00:09&lt;02:34, 5.30MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 51.4M/835M [00:09&lt;02:35, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  13%|█▎        | 105M/830M [00:09&lt;01:07, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▌         | 50.5M/822M [00:09&lt;02:31, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  11%|█         | 90.3M/824M [00:10&lt;01:22, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  12%|█▏        | 100M/824M [00:09&lt;01:06, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  13%|█▎        | 103M/824M [00:09&lt;01:06, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 66.1M/835M [00:10&lt;02:01, 6.62MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  10%|▉         | 80.8M/830M [00:09&lt;01:23, 9.39MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 101M/822M [00:09&lt;01:06, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▌         | 50.3M/832M [00:09&lt;02:34, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▌         | 51.9M/835M [00:10&lt;02:33, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  13%|█▎        | 106M/830M [00:09&lt;01:06, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▌         | 51.1M/822M [00:09&lt;02:29, 5.40MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  11%|█         | 91.2M/824M [00:10&lt;01:21, 9.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  12%|█▏        | 101M/824M [00:09&lt;01:05, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  13%|█▎        | 105M/824M [00:10&lt;01:05, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 66.7M/835M [00:10&lt;02:02, 6.59MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  10%|▉         | 81.7M/830M [00:09&lt;01:23, 9.37MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 102M/822M [00:09&lt;01:05, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▌         | 50.9M/832M [00:09&lt;02:34, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▋         | 52.4M/835M [00:10&lt;02:35, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  13%|█▎        | 107M/830M [00:09&lt;01:05, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▋         | 51.6M/822M [00:10&lt;02:31, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  11%|█         | 92.1M/824M [00:10&lt;01:21, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  12%|█▏        | 103M/824M [00:09&lt;01:05, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  13%|█▎        | 106M/824M [00:10&lt;01:04, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 67.4M/835M [00:10&lt;02:01, 6.62MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  10%|▉         | 82.6M/830M [00:09&lt;01:24, 9.27MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 103M/822M [00:09&lt;01:05, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▌         | 51.4M/832M [00:10&lt;02:34, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▋         | 52.9M/835M [00:10&lt;02:35, 5.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  13%|█▎        | 108M/830M [00:09&lt;01:06, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▋         | 52.1M/822M [00:10&lt;02:32, 5.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  11%|█▏        | 93.0M/824M [00:10&lt;01:22, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  13%|█▎        | 104M/824M [00:10&lt;01:06, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  13%|█▎        | 107M/824M [00:10&lt;01:06, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 68.0M/835M [00:10&lt;02:02, 6.54MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  10%|█         | 83.5M/830M [00:09&lt;01:24, 9.31MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 104M/822M [00:09&lt;01:06, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▌         | 51.9M/832M [00:10&lt;02:33, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▋         | 53.4M/835M [00:10&lt;02:34, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  13%|█▎        | 109M/830M [00:10&lt;01:06, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▋         | 52.6M/822M [00:10&lt;02:30, 5.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  11%|█▏        | 93.9M/824M [00:10&lt;01:22, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  13%|█▎        | 105M/824M [00:10&lt;01:06, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  13%|█▎        | 108M/824M [00:10&lt;01:06, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 68.6M/835M [00:10&lt;02:02, 6.56MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  10%|█         | 84.5M/830M [00:09&lt;01:22, 9.44MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 105M/822M [00:09&lt;01:06, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▋         | 52.4M/832M [00:10&lt;02:34, 5.28MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   6%|▋         | 54.0M/835M [00:10&lt;02:36, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  13%|█▎        | 110M/830M [00:10&lt;01:07, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   6%|▋         | 53.1M/822M [00:10&lt;02:30, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  12%|█▏        | 94.8M/824M [00:10&lt;01:21, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  13%|█▎        | 106M/824M [00:10&lt;01:07, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  13%|█▎        | 109M/824M [00:10&lt;01:06, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 69.3M/835M [00:10&lt;02:03, 6.50MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  10%|█         | 85.4M/830M [00:09&lt;01:23, 9.30MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 106M/822M [00:09&lt;01:07, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▋         | 52.9M/832M [00:10&lt;02:33, 5.31MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  13%|█▎        | 111M/830M [00:10&lt;01:07, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 53.6M/822M [00:10&lt;02:31, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 54.5M/835M [00:10&lt;02:37, 5.20MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  12%|█▏        | 95.7M/824M [00:10&lt;01:22, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  13%|█▎        | 107M/824M [00:10&lt;01:06, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  13%|█▎        | 110M/824M [00:10&lt;01:05, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 69.9M/835M [00:10&lt;02:02, 6.58MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  10%|█         | 86.3M/830M [00:09&lt;01:24, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  14%|█▎        | 112M/830M [00:10&lt;01:06, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▋         | 53.4M/832M [00:10&lt;02:35, 5.25MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 55.0M/835M [00:10&lt;02:37, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 107M/822M [00:09&lt;01:07, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 54.2M/822M [00:10&lt;02:33, 5.24MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  12%|█▏        | 96.6M/824M [00:10&lt;01:24, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  13%|█▎        | 108M/824M [00:10&lt;01:05, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  14%|█▎        | 111M/824M [00:10&lt;01:05, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 70.6M/835M [00:10&lt;02:01, 6.58MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  10%|█         | 87.2M/830M [00:09&lt;01:24, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  14%|█▎        | 114M/830M [00:10&lt;01:05, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▋         | 53.9M/832M [00:10&lt;02:35, 5.25MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 55.5M/835M [00:10&lt;02:43, 5.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 109M/822M [00:10&lt;01:05, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 54.7M/822M [00:10&lt;02:38, 5.07MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  12%|█▏        | 97.4M/824M [00:10&lt;01:24, 8.96MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  13%|█▎        | 109M/824M [00:10&lt;01:06, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▊         | 71.2M/835M [00:10&lt;02:01, 6.57MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  14%|█▎        | 112M/824M [00:10&lt;01:06, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  11%|█         | 88.1M/830M [00:10&lt;01:25, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  14%|█▍        | 115M/830M [00:10&lt;01:05, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 54.5M/832M [00:10&lt;02:37, 5.17MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 55.9M/835M [00:10&lt;02:42, 5.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 110M/822M [00:10&lt;01:06, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 55.2M/822M [00:10&lt;02:39, 5.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  12%|█▏        | 98.3M/824M [00:11&lt;01:25, 8.93MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  13%|█▎        | 110M/824M [00:10&lt;01:04, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▊         | 71.8M/835M [00:10&lt;02:00, 6.62MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  14%|█▍        | 114M/824M [00:10&lt;01:05, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  11%|█         | 88.9M/830M [00:10&lt;01:26, 8.97MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  14%|█▍        | 116M/830M [00:10&lt;01:04, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 55.0M/832M [00:10&lt;02:42, 5.02MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 56.4M/835M [00:11&lt;02:42, 5.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 111M/822M [00:10&lt;01:05, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 55.7M/822M [00:10&lt;02:40, 5.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  12%|█▏        | 99.2M/824M [00:11&lt;01:25, 8.90MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  14%|█▎        | 112M/824M [00:10&lt;01:04, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▊         | 72.5M/835M [00:11&lt;02:01, 6.59MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  14%|█▍        | 115M/824M [00:10&lt;01:05, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  11%|█         | 89.8M/830M [00:10&lt;01:27, 8.92MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  14%|█▍        | 117M/830M [00:10&lt;01:05, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 55.4M/832M [00:10&lt;02:42, 5.01MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 56.9M/835M [00:11&lt;02:42, 5.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▎        | 112M/822M [00:10&lt;01:05, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 56.2M/822M [00:11&lt;02:38, 5.06MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  12%|█▏        | 100M/824M [00:11&lt;01:24, 8.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  14%|█▎        | 113M/824M [00:10&lt;01:05, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 73.1M/835M [00:11&lt;02:02, 6.55MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  14%|█▍        | 116M/824M [00:11&lt;01:04, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  11%|█         | 90.7M/830M [00:10&lt;01:25, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  14%|█▍        | 118M/830M [00:10&lt;01:05, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 55.9M/832M [00:11&lt;02:40, 5.08MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 57.4M/835M [00:11&lt;02:37, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▎        | 113M/822M [00:10&lt;01:05, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 56.7M/822M [00:11&lt;02:35, 5.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  12%|█▏        | 101M/824M [00:11&lt;01:23, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  14%|█▍        | 114M/824M [00:10&lt;01:05, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 73.7M/835M [00:11&lt;02:02, 6.51MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  14%|█▍        | 117M/824M [00:11&lt;01:05, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  11%|█         | 91.6M/830M [00:10&lt;01:25, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  14%|█▍        | 119M/830M [00:10&lt;01:06, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 56.5M/832M [00:11&lt;02:36, 5.20MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 58.0M/835M [00:11&lt;02:35, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▍        | 114M/822M [00:10&lt;01:05, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 57.2M/822M [00:11&lt;02:35, 5.16MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  12%|█▏        | 102M/824M [00:11&lt;01:23, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  14%|█▍        | 115M/824M [00:11&lt;01:05, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 74.4M/835M [00:11&lt;02:03, 6.48MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  14%|█▍        | 118M/824M [00:11&lt;01:05, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  11%|█         | 92.5M/830M [00:10&lt;01:24, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  14%|█▍        | 120M/830M [00:11&lt;01:06, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 57.0M/832M [00:11&lt;02:37, 5.17MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 58.5M/835M [00:11&lt;02:35, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▍        | 115M/822M [00:10&lt;01:05, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 57.7M/822M [00:11&lt;02:31, 5.28MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  12%|█▏        | 103M/824M [00:11&lt;01:21, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  14%|█▍        | 116M/824M [00:11&lt;01:05, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 75.0M/835M [00:11&lt;02:03, 6.45MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  14%|█▍        | 119M/824M [00:11&lt;01:05, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  11%|█         | 93.4M/830M [00:10&lt;01:24, 9.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  15%|█▍        | 121M/830M [00:11&lt;01:06, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 57.5M/832M [00:11&lt;02:35, 5.21MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 59.0M/835M [00:11&lt;02:32, 5.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▍        | 116M/822M [00:10&lt;01:05, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 58.2M/822M [00:11&lt;02:30, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  13%|█▎        | 104M/824M [00:11&lt;01:21, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  14%|█▍        | 117M/824M [00:11&lt;01:05, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 75.6M/835M [00:11&lt;02:03, 6.47MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  15%|█▍        | 120M/824M [00:11&lt;01:05, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  11%|█▏        | 94.2M/830M [00:10&lt;01:23, 9.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  15%|█▍        | 122M/830M [00:11&lt;01:06, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 58.0M/832M [00:11&lt;02:34, 5.26MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 59.5M/835M [00:11&lt;02:32, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▍        | 117M/822M [00:10&lt;01:05, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 58.7M/822M [00:11&lt;02:29, 5.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  13%|█▎        | 105M/824M [00:11&lt;01:19, 9.51MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  14%|█▍        | 118M/824M [00:11&lt;01:05, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  15%|█▍        | 121M/824M [00:11&lt;01:05, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 76.2M/835M [00:11&lt;02:03, 6.42MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  11%|█▏        | 95.2M/830M [00:10&lt;01:21, 9.42MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  15%|█▍        | 124M/830M [00:11&lt;01:05, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 58.5M/832M [00:11&lt;02:31, 5.35MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 60.0M/835M [00:11&lt;02:31, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▍        | 119M/822M [00:10&lt;01:04, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 59.3M/822M [00:11&lt;02:27, 5.41MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  13%|█▎        | 106M/824M [00:11&lt;01:18, 9.60MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  14%|█▍        | 119M/824M [00:11&lt;01:05, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  15%|█▍        | 122M/824M [00:11&lt;01:05, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 76.9M/835M [00:11&lt;02:04, 6.40MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  12%|█▏        | 96.1M/830M [00:10&lt;01:21, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  15%|█▌        | 125M/830M [00:11&lt;01:05, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 59.1M/832M [00:11&lt;02:30, 5.40MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 60.6M/835M [00:11&lt;02:30, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▍        | 120M/822M [00:11&lt;01:05, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 59.8M/822M [00:11&lt;02:27, 5.41MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  13%|█▎        | 106M/824M [00:11&lt;01:18, 9.63MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  15%|█▍        | 120M/824M [00:11&lt;01:04, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  15%|█▍        | 123M/824M [00:11&lt;01:04, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 77.5M/835M [00:11&lt;02:02, 6.50MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  12%|█▏        | 97.0M/830M [00:11&lt;01:22, 9.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  15%|█▌        | 126M/830M [00:11&lt;01:05, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 59.6M/832M [00:11&lt;02:30, 5.37MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 61.1M/835M [00:11&lt;02:34, 5.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  13%|█▎        | 107M/824M [00:12&lt;01:19, 9.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▍        | 121M/822M [00:11&lt;01:04, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 60.3M/822M [00:11&lt;02:30, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  15%|█▍        | 121M/824M [00:11&lt;01:04, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  15%|█▌        | 124M/824M [00:11&lt;01:04, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 78.1M/835M [00:11&lt;02:02, 6.49MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  12%|█▏        | 97.9M/830M [00:11&lt;01:22, 9.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  15%|█▌        | 127M/830M [00:11&lt;01:05, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 60.1M/832M [00:11&lt;02:33, 5.29MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 61.6M/835M [00:12&lt;02:32, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  13%|█▎        | 108M/824M [00:12&lt;01:19, 9.47MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▍        | 122M/822M [00:11&lt;01:04, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 60.9M/822M [00:11&lt;02:30, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  15%|█▍        | 123M/824M [00:11&lt;01:05, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  15%|█▌        | 126M/824M [00:12&lt;01:05, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 78.8M/835M [00:12&lt;02:03, 6.40MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  12%|█▏        | 98.9M/830M [00:11&lt;01:21, 9.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  15%|█▌        | 128M/830M [00:11&lt;01:06, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 60.6M/832M [00:11&lt;02:30, 5.36MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 62.1M/835M [00:12&lt;02:30, 5.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  13%|█▎        | 109M/824M [00:12&lt;01:19, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▍        | 123M/822M [00:11&lt;01:05, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   7%|▋         | 61.4M/822M [00:12&lt;02:30, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  15%|█▌        | 124M/824M [00:11&lt;01:04, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  15%|█▌        | 127M/824M [00:12&lt;01:04, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|▉         | 79.4M/835M [00:12&lt;02:03, 6.42MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  12%|█▏        | 99.8M/830M [00:11&lt;01:21, 9.44MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  16%|█▌        | 129M/830M [00:11&lt;01:06, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 61.2M/832M [00:12&lt;02:29, 5.41MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   7%|▋         | 62.6M/835M [00:12&lt;02:31, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▌        | 124M/822M [00:11&lt;01:05, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 61.9M/822M [00:12&lt;02:29, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  13%|█▎        | 110M/824M [00:12&lt;01:19, 9.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  15%|█▌        | 125M/824M [00:11&lt;01:04, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  16%|█▌        | 128M/824M [00:12&lt;01:05, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|▉         | 80.0M/835M [00:12&lt;02:04, 6.38MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  12%|█▏        | 101M/830M [00:11&lt;01:20, 9.50MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  16%|█▌        | 130M/830M [00:11&lt;01:07, 10.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 61.7M/832M [00:12&lt;02:32, 5.29MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 63.2M/835M [00:12&lt;02:30, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▌        | 125M/822M [00:11&lt;01:05, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 62.4M/822M [00:12&lt;02:29, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  13%|█▎        | 111M/824M [00:12&lt;01:19, 9.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  15%|█▌        | 126M/824M [00:12&lt;01:04, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  16%|█▌        | 129M/824M [00:12&lt;01:05, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|▉         | 80.6M/835M [00:12&lt;02:05, 6.30MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  12%|█▏        | 102M/830M [00:11&lt;01:20, 9.50MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  16%|█▌        | 131M/830M [00:12&lt;01:06, 10.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 62.2M/832M [00:12&lt;02:32, 5.28MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 63.7M/835M [00:12&lt;02:32, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▌        | 126M/822M [00:11&lt;01:05, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 62.9M/822M [00:12&lt;02:30, 5.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  14%|█▎        | 112M/824M [00:12&lt;01:19, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  15%|█▌        | 127M/824M [00:12&lt;01:05, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  16%|█▌        | 130M/824M [00:12&lt;01:05, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|▉         | 81.2M/835M [00:12&lt;02:05, 6.30MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  12%|█▏        | 103M/830M [00:11&lt;01:21, 9.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  16%|█▌        | 132M/830M [00:12&lt;01:06, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 62.7M/832M [00:12&lt;02:35, 5.20MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 64.2M/835M [00:12&lt;02:32, 5.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  14%|█▎        | 113M/824M [00:12&lt;01:20, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▌        | 127M/822M [00:11&lt;01:04, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 63.4M/822M [00:12&lt;02:32, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  16%|█▌        | 128M/824M [00:12&lt;01:04, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  16%|█▌        | 131M/824M [00:12&lt;01:03, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|▉         | 81.9M/835M [00:12&lt;02:02, 6.43MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  12%|█▏        | 103M/830M [00:11&lt;01:22, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  16%|█▌        | 133M/830M [00:12&lt;01:04, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 63.2M/832M [00:12&lt;02:35, 5.19MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 64.7M/835M [00:12&lt;02:33, 5.25MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  14%|█▍        | 114M/824M [00:12&lt;01:19, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▌        | 128M/822M [00:11&lt;01:04, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 63.9M/822M [00:12&lt;02:30, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  16%|█▌        | 129M/824M [00:12&lt;01:04, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  16%|█▌        | 132M/824M [00:12&lt;01:04, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|▉         | 82.5M/835M [00:12&lt;02:03, 6.39MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  13%|█▎        | 104M/830M [00:11&lt;01:21, 9.36MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▌        | 129M/822M [00:11&lt;01:04, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 63.8M/832M [00:12&lt;02:32, 5.29MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 65.2M/835M [00:12&lt;02:32, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  14%|█▍        | 115M/824M [00:12&lt;01:18, 9.49MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  16%|█▌        | 134M/830M [00:12&lt;01:05, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 64.5M/822M [00:12&lt;02:28, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  16%|█▌        | 130M/824M [00:12&lt;01:04, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  16%|█▌        | 133M/824M [00:12&lt;01:04, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|▉         | 83.2M/835M [00:12&lt;02:01, 6.49MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  13%|█▎        | 105M/830M [00:11&lt;01:21, 9.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  16%|█▋        | 135M/830M [00:12&lt;01:04, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 64.3M/832M [00:12&lt;02:32, 5.29MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 65.7M/835M [00:12&lt;02:31, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  14%|█▍        | 116M/824M [00:12&lt;01:18, 9.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▌        | 131M/822M [00:12&lt;01:03, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 65.0M/822M [00:12&lt;02:28, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  16%|█▌        | 131M/824M [00:12&lt;01:03, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  16%|█▋        | 134M/824M [00:12&lt;01:04, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|█         | 83.8M/835M [00:12&lt;02:01, 6.48MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  13%|█▎        | 106M/830M [00:12&lt;01:19, 9.54MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▌        | 132M/822M [00:12&lt;01:03, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 64.8M/832M [00:12&lt;02:31, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 66.3M/835M [00:12&lt;02:31, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  14%|█▍        | 117M/824M [00:13&lt;01:18, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  16%|█▋        | 137M/830M [00:12&lt;01:03, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 65.5M/822M [00:12&lt;02:28, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  16%|█▌        | 132M/824M [00:12&lt;01:04, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  16%|█▋        | 135M/824M [00:12&lt;01:03, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|█         | 84.4M/835M [00:12&lt;02:00, 6.52MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  13%|█▎        | 107M/830M [00:12&lt;01:20, 9.45MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▌        | 133M/822M [00:12&lt;01:03, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 65.3M/832M [00:12&lt;02:32, 5.28MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 66.8M/835M [00:13&lt;02:29, 5.40MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  14%|█▍        | 117M/824M [00:13&lt;01:19, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  17%|█▋        | 138M/830M [00:12&lt;01:03, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 66.0M/822M [00:12&lt;02:28, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  16%|█▌        | 134M/824M [00:12&lt;01:03, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  17%|█▋        | 137M/824M [00:13&lt;01:03, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|█         | 85.0M/835M [00:13&lt;02:01, 6.48MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  13%|█▎        | 108M/830M [00:12&lt;01:20, 9.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  17%|█▋        | 139M/830M [00:12&lt;01:04, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 65.8M/832M [00:12&lt;02:32, 5.26MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 67.3M/835M [00:13&lt;02:30, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  14%|█▍        | 118M/824M [00:13&lt;01:19, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▋        | 134M/822M [00:12&lt;01:04, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 66.6M/822M [00:13&lt;02:27, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  16%|█▋        | 135M/824M [00:12&lt;01:04, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  17%|█▋        | 138M/824M [00:13&lt;01:04, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|█         | 85.7M/835M [00:13&lt;02:03, 6.36MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  13%|█▎        | 109M/830M [00:12&lt;01:20, 9.44MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  17%|█▋        | 140M/830M [00:12&lt;01:04, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 66.3M/832M [00:13&lt;02:31, 5.29MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 67.8M/835M [00:13&lt;02:30, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  14%|█▍        | 119M/824M [00:13&lt;01:18, 9.42MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▋        | 135M/822M [00:12&lt;01:04, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 67.1M/822M [00:13&lt;02:27, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  16%|█▋        | 136M/824M [00:13&lt;01:04, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  17%|█▋        | 139M/824M [00:13&lt;01:03, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|█         | 86.3M/835M [00:13&lt;02:02, 6.42MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  13%|█▎        | 110M/830M [00:12&lt;01:19, 9.51MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  17%|█▋        | 141M/830M [00:12&lt;01:04, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 66.9M/832M [00:13&lt;02:28, 5.42MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 68.3M/835M [00:13&lt;02:30, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  15%|█▍        | 120M/824M [00:13&lt;01:18, 9.42MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 136M/822M [00:12&lt;01:04, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 67.6M/822M [00:13&lt;02:27, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  17%|█▋        | 137M/824M [00:13&lt;01:04, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  17%|█▋        | 140M/824M [00:13&lt;01:03, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|█         | 87.0M/835M [00:13&lt;02:01, 6.48MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  13%|█▎        | 111M/830M [00:12&lt;01:20, 9.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  17%|█▋        | 142M/830M [00:13&lt;01:03, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 67.4M/832M [00:13&lt;02:29, 5.37MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 68.8M/835M [00:13&lt;02:30, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 137M/822M [00:12&lt;01:03, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 68.1M/822M [00:13&lt;02:28, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  15%|█▍        | 121M/824M [00:13&lt;01:19, 9.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  17%|█▋        | 138M/824M [00:13&lt;01:03, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  17%|█▋        | 141M/824M [00:13&lt;01:02, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|█         | 87.6M/835M [00:13&lt;01:59, 6.54MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  13%|█▎        | 112M/830M [00:12&lt;01:20, 9.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  17%|█▋        | 143M/830M [00:13&lt;01:03, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 67.9M/832M [00:13&lt;02:30, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 69.4M/835M [00:13&lt;02:30, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 138M/822M [00:12&lt;01:02, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 68.6M/822M [00:13&lt;02:28, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  15%|█▍        | 122M/824M [00:13&lt;01:19, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  17%|█▋        | 139M/824M [00:13&lt;01:03, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  17%|█▋        | 142M/824M [00:13&lt;01:02, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 88.2M/835M [00:13&lt;01:59, 6.56MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  14%|█▎        | 113M/830M [00:12&lt;01:19, 9.42MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  17%|█▋        | 144M/830M [00:13&lt;01:03, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 68.5M/832M [00:13&lt;02:30, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 69.9M/835M [00:13&lt;02:30, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 139M/822M [00:12&lt;01:03, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 69.1M/822M [00:13&lt;02:28, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  15%|█▍        | 123M/824M [00:13&lt;01:19, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  17%|█▋        | 140M/824M [00:13&lt;01:02, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  17%|█▋        | 143M/824M [00:13&lt;01:02, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 88.9M/835M [00:13&lt;01:58, 6.61MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  14%|█▎        | 114M/830M [00:12&lt;01:21, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  18%|█▊        | 145M/830M [00:13&lt;01:03, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 69.0M/832M [00:13&lt;02:33, 5.23MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 70.4M/835M [00:13&lt;02:31, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  15%|█▌        | 124M/824M [00:13&lt;01:19, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 141M/822M [00:12&lt;01:02, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   8%|▊         | 69.7M/822M [00:13&lt;02:28, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  17%|█▋        | 141M/824M [00:13&lt;01:02, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 89.5M/835M [00:13&lt;01:57, 6.65MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  18%|█▊        | 144M/824M [00:13&lt;01:02, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  14%|█▍        | 114M/830M [00:12&lt;01:20, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  18%|█▊        | 146M/830M [00:13&lt;01:02, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 69.5M/832M [00:13&lt;02:30, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   8%|▊         | 70.9M/835M [00:13&lt;02:30, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  15%|█▌        | 125M/824M [00:13&lt;01:17, 9.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 142M/822M [00:13&lt;01:02, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▊         | 70.2M/822M [00:13&lt;02:25, 5.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  17%|█▋        | 142M/824M [00:13&lt;01:03, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  18%|█▊        | 146M/824M [00:13&lt;01:01, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 90.2M/835M [00:13&lt;01:58, 6.60MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  14%|█▍        | 115M/830M [00:13&lt;01:18, 9.49MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  18%|█▊        | 148M/830M [00:13&lt;01:02, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 70.0M/832M [00:13&lt;02:29, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▊         | 71.4M/835M [00:13&lt;02:30, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  15%|█▌        | 126M/824M [00:14&lt;01:19, 9.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 143M/822M [00:13&lt;01:02, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▊         | 70.7M/822M [00:13&lt;02:28, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  17%|█▋        | 144M/824M [00:13&lt;01:02, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 90.8M/835M [00:14&lt;01:58, 6.60MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  18%|█▊        | 147M/824M [00:13&lt;01:02, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  14%|█▍        | 116M/830M [00:13&lt;01:19, 9.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  18%|█▊        | 149M/830M [00:13&lt;01:02, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 70.5M/832M [00:13&lt;02:29, 5.35MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▊         | 71.9M/835M [00:14&lt;02:30, 5.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  15%|█▌        | 127M/824M [00:14&lt;01:18, 9.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 144M/822M [00:13&lt;01:01, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▊         | 71.2M/822M [00:13&lt;02:26, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  18%|█▊        | 145M/824M [00:13&lt;01:02, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 91.5M/835M [00:14&lt;01:56, 6.69MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  18%|█▊        | 148M/824M [00:14&lt;01:01, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  14%|█▍        | 117M/830M [00:13&lt;01:20, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  18%|█▊        | 150M/830M [00:13&lt;01:02, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▊         | 71.0M/832M [00:13&lt;02:29, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▊         | 72.5M/835M [00:14&lt;02:29, 5.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  15%|█▌        | 127M/824M [00:14&lt;01:18, 9.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 145M/822M [00:13&lt;01:01, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▊         | 71.8M/822M [00:14&lt;02:27, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  18%|█▊        | 146M/824M [00:13&lt;01:02, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  18%|█▊        | 149M/824M [00:14&lt;01:01, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 92.1M/835M [00:14&lt;01:57, 6.65MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  14%|█▍        | 118M/830M [00:13&lt;01:18, 9.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  18%|█▊        | 151M/830M [00:13&lt;01:02, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▊         | 71.6M/832M [00:14&lt;02:29, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▊         | 73.0M/835M [00:14&lt;02:28, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 146M/822M [00:13&lt;01:01, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▉         | 72.3M/822M [00:14&lt;02:23, 5.46MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  16%|█▌        | 128M/824M [00:14&lt;01:17, 9.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  18%|█▊        | 147M/824M [00:14&lt;01:01, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  18%|█▊        | 150M/824M [00:14&lt;01:02, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 92.8M/835M [00:14&lt;01:59, 6.54MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  14%|█▍        | 119M/830M [00:13&lt;01:19, 9.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  18%|█▊        | 152M/830M [00:14&lt;01:02, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▊         | 72.1M/832M [00:14&lt;02:30, 5.28MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 73.5M/835M [00:14&lt;02:30, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  16%|█▌        | 129M/824M [00:14&lt;01:17, 9.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 147M/822M [00:13&lt;01:02, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▉         | 72.8M/822M [00:14&lt;02:26, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  18%|█▊        | 148M/824M [00:14&lt;01:03, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  18%|█▊        | 151M/824M [00:14&lt;01:03, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  14%|█▍        | 120M/830M [00:13&lt;01:19, 9.39MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 148M/822M [00:13&lt;01:02, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 93.4M/835M [00:14&lt;02:02, 6.37MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▊         | 72.6M/832M [00:14&lt;02:28, 5.36MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 74.0M/835M [00:14&lt;02:29, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  16%|█▌        | 130M/824M [00:14&lt;01:17, 9.44MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  18%|█▊        | 153M/830M [00:14&lt;01:04, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▉         | 73.4M/822M [00:14&lt;02:26, 5.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  18%|█▊        | 149M/824M [00:14&lt;01:02, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  18%|█▊        | 152M/824M [00:14&lt;01:02, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  15%|█▍        | 121M/830M [00:13&lt;01:18, 9.42MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 149M/822M [00:13&lt;01:02, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█▏        | 94.0M/835M [00:14&lt;01:59, 6.49MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▉         | 73.1M/832M [00:14&lt;02:27, 5.41MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 74.5M/835M [00:14&lt;02:28, 5.39MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  16%|█▌        | 131M/824M [00:14&lt;01:16, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  19%|█▊        | 154M/830M [00:14&lt;01:03, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▉         | 73.9M/822M [00:14&lt;02:25, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  18%|█▊        | 150M/824M [00:14&lt;01:02, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  15%|█▍        | 122M/830M [00:13&lt;01:19, 9.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 150M/822M [00:13&lt;01:02, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  19%|█▊        | 153M/824M [00:14&lt;01:03, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█▏        | 94.7M/835M [00:14&lt;02:00, 6.46MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▉         | 73.7M/832M [00:14&lt;02:27, 5.39MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 75.1M/835M [00:14&lt;02:28, 5.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  16%|█▌        | 132M/824M [00:14&lt;01:17, 9.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  19%|█▊        | 155M/830M [00:14&lt;01:03, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▉         | 74.4M/822M [00:14&lt;02:25, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  18%|█▊        | 151M/824M [00:14&lt;01:02, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  15%|█▍        | 123M/830M [00:13&lt;01:19, 9.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 152M/822M [00:14&lt;01:01, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  19%|█▊        | 154M/824M [00:14&lt;01:02, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█▏        | 95.3M/835M [00:14&lt;02:00, 6.44MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▉         | 74.2M/832M [00:14&lt;02:28, 5.37MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 75.6M/835M [00:14&lt;02:28, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  19%|█▉        | 156M/830M [00:14&lt;01:02, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▉         | 74.9M/822M [00:14&lt;02:24, 5.44MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  16%|█▌        | 133M/824M [00:14&lt;01:17, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  18%|█▊        | 152M/824M [00:14&lt;01:01, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  15%|█▍        | 124M/830M [00:13&lt;01:18, 9.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▊        | 153M/822M [00:14&lt;01:01, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  19%|█▉        | 155M/824M [00:14&lt;01:01, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▉         | 74.7M/832M [00:14&lt;02:26, 5.41MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 76.1M/835M [00:14&lt;02:27, 5.41MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  16%|█▋        | 134M/824M [00:15&lt;01:16, 9.47MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  19%|█▉        | 158M/830M [00:14&lt;01:02, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█▏        | 95.9M/835M [00:14&lt;02:01, 6.40MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▉         | 75.5M/822M [00:14&lt;02:24, 5.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  19%|█▊        | 153M/824M [00:14&lt;01:02, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  15%|█▍        | 125M/830M [00:14&lt;01:17, 9.50MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▊        | 154M/822M [00:14&lt;01:01, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  19%|█▉        | 157M/824M [00:14&lt;01:01, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 96.6M/835M [00:14&lt;01:59, 6.46MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▉         | 75.2M/832M [00:14&lt;02:26, 5.40MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 76.6M/835M [00:14&lt;02:25, 5.46MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  16%|█▋        | 135M/824M [00:15&lt;01:15, 9.51MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  19%|█▉        | 159M/830M [00:14&lt;01:02, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▉         | 76.0M/822M [00:14&lt;02:25, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  19%|█▉        | 155M/824M [00:14&lt;01:01, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  15%|█▌        | 125M/830M [00:14&lt;01:17, 9.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▉        | 155M/822M [00:14&lt;01:01, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  19%|█▉        | 158M/824M [00:14&lt;01:02, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 97.2M/835M [00:15&lt;01:59, 6.49MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▉         | 75.8M/832M [00:14&lt;02:27, 5.36MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 77.2M/835M [00:15&lt;02:28, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  19%|█▉        | 160M/830M [00:14&lt;01:02, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▉         | 76.5M/822M [00:14&lt;02:25, 5.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  16%|█▋        | 136M/824M [00:15&lt;01:16, 9.44MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  19%|█▉        | 156M/824M [00:14&lt;01:02, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  15%|█▌        | 126M/830M [00:14&lt;01:18, 9.44MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▉        | 156M/822M [00:14&lt;01:00, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  19%|█▉        | 159M/824M [00:15&lt;01:01, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 97.8M/835M [00:15&lt;01:58, 6.52MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▉         | 76.3M/832M [00:15&lt;02:26, 5.40MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 77.7M/835M [00:15&lt;02:28, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  19%|█▉        | 161M/830M [00:14&lt;01:02, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▉         | 77.0M/822M [00:15&lt;02:22, 5.47MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  17%|█▋        | 137M/824M [00:15&lt;01:16, 9.44MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  19%|█▉        | 157M/824M [00:14&lt;01:02, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  19%|█▉        | 160M/824M [00:15&lt;01:02, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  15%|█▌        | 127M/830M [00:14&lt;01:18, 9.43MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▉        | 157M/822M [00:14&lt;01:01, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 98.4M/835M [00:15&lt;01:59, 6.47MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▉         | 76.8M/832M [00:15&lt;02:27, 5.38MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 78.2M/835M [00:15&lt;02:27, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  17%|█▋        | 138M/824M [00:15&lt;01:16, 9.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  19%|█▉        | 162M/830M [00:14&lt;01:02, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▉         | 77.6M/822M [00:15&lt;02:26, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  19%|█▉        | 158M/824M [00:15&lt;01:01, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  20%|█▉        | 161M/824M [00:15&lt;01:01, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  15%|█▌        | 128M/830M [00:14&lt;01:18, 9.32MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▉        | 158M/822M [00:14&lt;01:00, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 99.1M/835M [00:15&lt;01:58, 6.53MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▉         | 77.3M/832M [00:15&lt;02:29, 5.30MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 78.7M/835M [00:15&lt;02:28, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  17%|█▋        | 138M/824M [00:15&lt;01:17, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  20%|█▉        | 163M/830M [00:15&lt;01:01, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:   9%|▉         | 78.1M/822M [00:15&lt;02:26, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  19%|█▉        | 159M/824M [00:15&lt;01:00, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  16%|█▌        | 129M/830M [00:14&lt;01:19, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▉        | 159M/822M [00:14&lt;01:01, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  20%|█▉        | 162M/824M [00:15&lt;01:01, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 99.7M/835M [00:15&lt;01:58, 6.50MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▉         | 77.8M/832M [00:15&lt;02:27, 5.36MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:   9%|▉         | 79.2M/835M [00:15&lt;02:29, 5.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  17%|█▋        | 139M/824M [00:15&lt;01:17, 9.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  20%|█▉        | 164M/830M [00:15&lt;01:01, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|▉         | 78.6M/822M [00:15&lt;02:26, 5.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  19%|█▉        | 160M/824M [00:15&lt;01:00, 11.5MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  16%|█▌        | 130M/830M [00:14&lt;01:19, 9.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|█▉        | 161M/822M [00:14&lt;00:59, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  20%|█▉        | 163M/824M [00:15&lt;00:59, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 100M/835M [00:15&lt;01:57, 6.57MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▉         | 78.4M/832M [00:15&lt;02:29, 5.29MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|▉         | 79.7M/835M [00:15&lt;02:29, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  17%|█▋        | 140M/824M [00:15&lt;01:17, 9.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  20%|█▉        | 165M/830M [00:15&lt;01:00, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|▉         | 79.1M/822M [00:15&lt;02:25, 5.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  20%|█▉        | 161M/824M [00:15&lt;01:00, 11.5MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  16%|█▌        | 131M/830M [00:14&lt;01:18, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|█▉        | 162M/822M [00:14&lt;00:59, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  20%|█▉        | 164M/824M [00:15&lt;00:59, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 101M/835M [00:15&lt;01:56, 6.63MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▉         | 78.9M/832M [00:15&lt;02:28, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|▉         | 80.3M/835M [00:15&lt;02:28, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  20%|██        | 166M/830M [00:15&lt;00:59, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|▉         | 79.6M/822M [00:15&lt;02:25, 5.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  17%|█▋        | 141M/824M [00:15&lt;01:16, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  20%|█▉        | 162M/824M [00:15&lt;00:59, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 102M/835M [00:15&lt;01:55, 6.65MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  20%|██        | 165M/824M [00:15&lt;00:59, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  16%|█▌        | 132M/830M [00:14&lt;01:18, 9.31MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|█▉        | 163M/822M [00:15&lt;00:59, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|▉         | 79.4M/832M [00:15&lt;02:26, 5.37MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|▉         | 80.8M/835M [00:15&lt;02:30, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  20%|██        | 168M/830M [00:15&lt;00:59, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|▉         | 80.1M/822M [00:15&lt;02:25, 5.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  17%|█▋        | 142M/824M [00:15&lt;01:17, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  20%|█▉        | 164M/824M [00:15&lt;01:00, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  20%|██        | 167M/824M [00:15&lt;01:00, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 102M/835M [00:15&lt;01:57, 6.57MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  16%|█▌        | 133M/830M [00:15&lt;01:18, 9.26MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|█▉        | 164M/822M [00:15&lt;01:00, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|▉         | 79.9M/832M [00:15&lt;02:28, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|▉         | 81.3M/835M [00:15&lt;02:27, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  20%|██        | 169M/830M [00:15&lt;01:00, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|▉         | 80.7M/822M [00:15&lt;02:24, 5.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  17%|█▋        | 143M/824M [00:16&lt;01:16, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  20%|█▉        | 165M/824M [00:15&lt;01:00, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  20%|██        | 168M/824M [00:15&lt;00:59, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  16%|█▌        | 134M/830M [00:15&lt;01:17, 9.37MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|██        | 165M/822M [00:15&lt;01:00, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 103M/835M [00:15&lt;01:56, 6.60MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|▉         | 80.4M/832M [00:15&lt;02:27, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|▉         | 81.8M/835M [00:15&lt;02:28, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  20%|██        | 170M/830M [00:15&lt;01:00, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|▉         | 81.2M/822M [00:15&lt;02:24, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  17%|█▋        | 144M/824M [00:16&lt;01:15, 9.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  20%|██        | 166M/824M [00:15&lt;00:59, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  20%|██        | 169M/824M [00:16&lt;00:59, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  16%|█▌        | 135M/830M [00:15&lt;01:18, 9.35MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|██        | 166M/822M [00:15&lt;01:00, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 104M/835M [00:16&lt;01:56, 6.59MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|▉         | 81.0M/832M [00:15&lt;02:27, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|▉         | 82.3M/835M [00:16&lt;02:28, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  21%|██        | 171M/830M [00:15&lt;00:59, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|▉         | 81.7M/822M [00:16&lt;02:24, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  18%|█▊        | 145M/824M [00:16&lt;01:16, 9.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  20%|██        | 167M/824M [00:15&lt;00:59, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  21%|██        | 170M/824M [00:16&lt;01:00, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  16%|█▋        | 135M/830M [00:15&lt;01:17, 9.39MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|██        | 167M/822M [00:15&lt;01:00, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 104M/835M [00:16&lt;01:58, 6.49MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|▉         | 81.5M/832M [00:16&lt;02:27, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|▉         | 82.9M/835M [00:16&lt;02:25, 5.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  21%|██        | 172M/830M [00:15&lt;01:01, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|█         | 82.2M/822M [00:16&lt;02:24, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  18%|█▊        | 146M/824M [00:16&lt;01:15, 9.47MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  20%|██        | 168M/824M [00:15&lt;01:01, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  16%|█▋        | 136M/830M [00:15&lt;01:16, 9.51MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|██        | 168M/822M [00:15&lt;01:01, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  21%|██        | 171M/824M [00:16&lt;01:01, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 105M/835M [00:16&lt;02:01, 6.28MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|▉         | 82.0M/832M [00:16&lt;02:27, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|▉         | 83.4M/835M [00:16&lt;02:25, 5.44MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  21%|██        | 173M/830M [00:15&lt;01:02, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|█         | 82.7M/822M [00:16&lt;02:25, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  18%|█▊        | 147M/824M [00:16&lt;01:15, 9.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  21%|██        | 169M/824M [00:16&lt;01:01, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  17%|█▋        | 137M/830M [00:15&lt;01:16, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██        | 169M/822M [00:15&lt;01:01, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  21%|██        | 172M/824M [00:16&lt;01:01, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 105M/835M [00:16&lt;02:00, 6.38MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|▉         | 82.5M/832M [00:16&lt;02:28, 5.30MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|█         | 83.9M/835M [00:16&lt;02:26, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  21%|██        | 174M/830M [00:16&lt;01:01, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|█         | 83.2M/822M [00:16&lt;02:27, 5.24MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  18%|█▊        | 148M/824M [00:16&lt;01:16, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  21%|██        | 170M/824M [00:16&lt;01:01, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  17%|█▋        | 138M/830M [00:15&lt;01:17, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██        | 170M/822M [00:15&lt;01:00, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  21%|██        | 173M/824M [00:16&lt;01:00, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 106M/835M [00:16&lt;01:59, 6.42MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|▉         | 83.0M/832M [00:16&lt;02:30, 5.23MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|█         | 84.5M/835M [00:16&lt;02:28, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  21%|██        | 175M/830M [00:16&lt;01:00, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|█         | 83.8M/822M [00:16&lt;02:28, 5.22MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  18%|█▊        | 148M/824M [00:16&lt;01:17, 9.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  21%|██        | 171M/824M [00:16&lt;01:01, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  17%|█▋        | 139M/830M [00:15&lt;01:17, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██        | 172M/822M [00:15&lt;01:01, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  21%|██        | 174M/824M [00:16&lt;01:01, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 107M/835M [00:16&lt;01:59, 6.39MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|█         | 83.5M/832M [00:16&lt;02:29, 5.26MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|█         | 85.0M/835M [00:16&lt;02:28, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  21%|██▏       | 176M/830M [00:16&lt;01:00, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|█         | 84.3M/822M [00:16&lt;02:27, 5.26MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  18%|█▊        | 149M/824M [00:16&lt;01:17, 9.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  21%|██        | 172M/824M [00:16&lt;01:00, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  17%|█▋        | 140M/830M [00:15&lt;01:18, 9.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██        | 173M/822M [00:15&lt;01:00, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  21%|██▏       | 175M/824M [00:16&lt;01:00, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 107M/835M [00:16&lt;01:59, 6.39MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|█         | 84.0M/832M [00:16&lt;02:28, 5.29MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|█         | 85.5M/835M [00:16&lt;02:28, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  21%|██▏       | 178M/830M [00:16&lt;01:00, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|█         | 84.8M/822M [00:16&lt;02:26, 5.28MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  18%|█▊        | 150M/824M [00:16&lt;01:16, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  21%|██        | 173M/824M [00:16&lt;01:01, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  17%|█▋        | 141M/830M [00:15&lt;01:18, 9.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██        | 174M/822M [00:16&lt;01:00, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  21%|██▏       | 176M/824M [00:16&lt;01:00, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 108M/835M [00:16&lt;01:59, 6.39MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|█         | 84.6M/832M [00:16&lt;02:27, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|█         | 86.0M/835M [00:16&lt;02:27, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  22%|██▏       | 179M/830M [00:16&lt;01:01, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|█         | 85.3M/822M [00:16&lt;02:25, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  18%|█▊        | 151M/824M [00:16&lt;01:16, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  21%|██        | 174M/824M [00:16&lt;01:01, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 109M/835M [00:16&lt;01:59, 6.38MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  17%|█▋        | 142M/830M [00:16&lt;01:17, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██▏       | 175M/822M [00:16&lt;01:01, 11.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  22%|██▏       | 178M/824M [00:16&lt;01:01, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|█         | 85.1M/832M [00:16&lt;02:26, 5.36MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|█         | 86.5M/835M [00:16&lt;02:25, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  22%|██▏       | 180M/830M [00:16&lt;01:01, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  10%|█         | 85.8M/822M [00:16&lt;02:25, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  18%|█▊        | 152M/824M [00:17&lt;01:14, 9.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  21%|██▏       | 176M/824M [00:16&lt;01:01, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  22%|██▏       | 179M/824M [00:16&lt;01:00, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  17%|█▋        | 143M/830M [00:16&lt;01:17, 9.28MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██▏       | 176M/822M [00:16&lt;01:01, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 109M/835M [00:16&lt;02:01, 6.29MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|█         | 85.6M/832M [00:16&lt;02:27, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|█         | 87.1M/835M [00:17&lt;02:27, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  22%|██▏       | 181M/830M [00:16&lt;01:01, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█         | 86.3M/822M [00:16&lt;02:26, 5.26MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  19%|█▊        | 153M/824M [00:17&lt;01:15, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  21%|██▏       | 177M/824M [00:16&lt;01:00, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  17%|█▋        | 144M/830M [00:16&lt;01:17, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  22%|██▏       | 177M/822M [00:16&lt;01:01, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 110M/835M [00:17&lt;01:59, 6.37MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  22%|██▏       | 180M/824M [00:17&lt;01:00, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|█         | 86.1M/832M [00:16&lt;02:29, 5.23MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  10%|█         | 87.6M/835M [00:17&lt;02:28, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  22%|██▏       | 182M/830M [00:16&lt;01:01, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█         | 86.9M/822M [00:17&lt;02:24, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  19%|█▊        | 154M/824M [00:17&lt;01:15, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  22%|██▏       | 178M/824M [00:16&lt;01:01, 11.0MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  17%|█▋        | 145M/830M [00:16&lt;01:17, 9.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  22%|██▏       | 178M/822M [00:16&lt;01:00, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 110M/835M [00:17&lt;01:58, 6.43MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  22%|██▏       | 181M/824M [00:17&lt;00:59, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|█         | 86.6M/832M [00:17&lt;02:28, 5.27MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 88.1M/835M [00:17&lt;02:27, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  22%|██▏       | 183M/830M [00:16&lt;01:00, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█         | 87.4M/822M [00:17&lt;02:25, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  19%|█▉        | 155M/824M [00:17&lt;01:15, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  22%|██▏       | 179M/824M [00:16&lt;01:00, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  18%|█▊        | 145M/830M [00:16&lt;01:18, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  22%|██▏       | 179M/822M [00:16&lt;01:00, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 111M/835M [00:17&lt;01:58, 6.40MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  22%|██▏       | 182M/824M [00:17&lt;01:00, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|█         | 87.1M/832M [00:17&lt;02:29, 5.22MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 88.6M/835M [00:17&lt;02:27, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  22%|██▏       | 184M/830M [00:16&lt;01:01, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█         | 87.9M/822M [00:17&lt;02:24, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  19%|█▉        | 156M/824M [00:17&lt;01:14, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  22%|██▏       | 180M/824M [00:17&lt;01:01, 11.0MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  18%|█▊        | 146M/830M [00:16&lt;01:16, 9.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  22%|██▏       | 180M/822M [00:16&lt;01:00, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 112M/835M [00:17&lt;01:58, 6.40MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  22%|██▏       | 183M/824M [00:17&lt;01:00, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█         | 87.7M/832M [00:17&lt;02:26, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 89.1M/835M [00:17&lt;02:25, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  22%|██▏       | 185M/830M [00:17&lt;01:00, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█         | 88.4M/822M [00:17&lt;02:22, 5.39MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  19%|█▉        | 157M/824M [00:17&lt;01:13, 9.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  22%|██▏       | 181M/824M [00:17&lt;01:00, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  18%|█▊        | 147M/830M [00:16&lt;01:16, 9.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  22%|██▏       | 181M/822M [00:16&lt;01:00, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 112M/835M [00:17&lt;01:58, 6.42MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  22%|██▏       | 184M/824M [00:17&lt;00:59, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█         | 88.2M/832M [00:17&lt;02:27, 5.29MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 89.6M/835M [00:17&lt;02:27, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  22%|██▏       | 186M/830M [00:17&lt;01:00, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█         | 88.9M/822M [00:17&lt;02:25, 5.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  19%|█▉        | 158M/824M [00:17&lt;01:14, 9.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  22%|██▏       | 182M/824M [00:17&lt;01:00, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▎        | 113M/835M [00:17&lt;01:55, 6.58MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  18%|█▊        | 148M/830M [00:16&lt;01:17, 9.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  22%|██▏       | 182M/822M [00:16&lt;01:00, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  22%|██▏       | 185M/824M [00:17&lt;00:59, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█         | 88.7M/832M [00:17&lt;02:27, 5.30MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 90.2M/835M [00:17&lt;02:26, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  23%|██▎       | 187M/830M [00:17&lt;01:00, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█         | 89.5M/822M [00:17&lt;02:23, 5.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  19%|█▉        | 159M/824M [00:17&lt;01:13, 9.47MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  22%|██▏       | 183M/824M [00:17&lt;00:59, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  18%|█▊        | 149M/830M [00:16&lt;01:15, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  22%|██▏       | 183M/822M [00:16&lt;01:00, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▎        | 114M/835M [00:17&lt;01:57, 6.46MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  23%|██▎       | 186M/824M [00:17&lt;01:00, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█         | 89.2M/832M [00:17&lt;02:25, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 90.7M/835M [00:17&lt;02:25, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  23%|██▎       | 188M/830M [00:17&lt;01:00, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█         | 90.0M/822M [00:17&lt;02:22, 5.40MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  19%|█▉        | 159M/824M [00:17&lt;01:13, 9.47MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  22%|██▏       | 184M/824M [00:17&lt;01:00, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  18%|█▊        | 150M/830M [00:16&lt;01:16, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  22%|██▏       | 184M/822M [00:17&lt;01:00, 11.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  23%|██▎       | 187M/824M [00:17&lt;01:00, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▎        | 114M/835M [00:17&lt;01:57, 6.42MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█         | 89.8M/832M [00:17&lt;02:25, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 91.2M/835M [00:17&lt;02:25, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  23%|██▎       | 190M/830M [00:17&lt;01:01, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█         | 90.5M/822M [00:17&lt;02:24, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  19%|█▉        | 160M/824M [00:17&lt;01:12, 9.53MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  22%|██▏       | 185M/824M [00:17&lt;00:59, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  18%|█▊        | 151M/830M [00:17&lt;01:16, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  23%|██▎       | 186M/822M [00:17&lt;00:59, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  23%|██▎       | 188M/824M [00:17&lt;00:59, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▎        | 115M/835M [00:17&lt;01:58, 6.39MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█         | 90.3M/832M [00:17&lt;02:25, 5.35MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 91.7M/835M [00:17&lt;02:26, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  23%|██▎       | 191M/830M [00:17&lt;01:00, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█         | 91.0M/822M [00:17&lt;02:24, 5.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  20%|█▉        | 161M/824M [00:18&lt;01:12, 9.53MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  23%|██▎       | 186M/824M [00:17&lt;00:59, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  18%|█▊        | 152M/830M [00:17&lt;01:16, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  23%|██▎       | 187M/822M [00:17&lt;00:59, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  23%|██▎       | 189M/824M [00:17&lt;00:59, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 115M/835M [00:18&lt;01:56, 6.46MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█         | 90.8M/832M [00:17&lt;02:24, 5.39MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 92.2M/835M [00:18&lt;02:27, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  23%|██▎       | 192M/830M [00:17&lt;00:59, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█         | 91.6M/822M [00:17&lt;02:25, 5.26MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  20%|█▉        | 162M/824M [00:18&lt;01:13, 9.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  23%|██▎       | 187M/824M [00:17&lt;00:59, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  18%|█▊        | 153M/830M [00:17&lt;01:16, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  23%|██▎       | 188M/822M [00:17&lt;00:59, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  23%|██▎       | 191M/824M [00:18&lt;01:00, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 116M/835M [00:18&lt;01:58, 6.35MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█         | 91.3M/832M [00:17&lt;02:25, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 92.8M/835M [00:18&lt;02:27, 5.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  20%|█▉        | 163M/824M [00:18&lt;01:13, 9.42MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  23%|██▎       | 193M/830M [00:17&lt;01:00, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█         | 92.1M/822M [00:18&lt;02:25, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  23%|██▎       | 189M/824M [00:17&lt;00:59, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  19%|█▊        | 154M/830M [00:17&lt;01:16, 9.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  23%|██▎       | 189M/822M [00:17&lt;00:58, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  23%|██▎       | 192M/824M [00:18&lt;00:59, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 117M/835M [00:18&lt;01:58, 6.38MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█         | 91.8M/832M [00:18&lt;02:25, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 93.3M/835M [00:18&lt;02:28, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  23%|██▎       | 194M/830M [00:17&lt;01:00, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█▏        | 92.6M/822M [00:18&lt;02:26, 5.23MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  20%|█▉        | 164M/824M [00:18&lt;01:14, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  23%|██▎       | 190M/824M [00:18&lt;01:00, 11.0MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  19%|█▊        | 155M/830M [00:17&lt;01:15, 9.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  23%|██▎       | 190M/822M [00:17&lt;01:00, 10.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  23%|██▎       | 193M/824M [00:18&lt;01:00, 10.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 117M/835M [00:18&lt;02:01, 6.20MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█         | 92.4M/832M [00:18&lt;02:25, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█         | 93.8M/835M [00:18&lt;02:27, 5.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  23%|██▎       | 195M/830M [00:18&lt;01:01, 10.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█▏        | 93.1M/822M [00:18&lt;02:25, 5.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  20%|██        | 165M/824M [00:18&lt;01:14, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  23%|██▎       | 191M/824M [00:18&lt;01:02, 10.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  24%|██▎       | 194M/824M [00:18&lt;01:03, 10.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  19%|█▊        | 155M/830M [00:17&lt;01:15, 9.38MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  23%|██▎       | 191M/822M [00:17&lt;01:04, 10.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 118M/835M [00:18&lt;02:07, 5.92MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█         | 92.9M/832M [00:18&lt;02:26, 5.30MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█▏        | 94.3M/835M [00:18&lt;02:25, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  24%|██▎       | 196M/830M [00:18&lt;01:04, 10.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█▏        | 93.6M/822M [00:18&lt;02:24, 5.28MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  20%|██        | 166M/824M [00:18&lt;01:13, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  23%|██▎       | 192M/824M [00:18&lt;01:05, 10.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  24%|██▎       | 195M/824M [00:18&lt;01:04, 10.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  19%|█▉        | 156M/830M [00:17&lt;01:15, 9.42MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  23%|██▎       | 192M/822M [00:17&lt;01:05, 10.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 119M/835M [00:18&lt;02:08, 5.83MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█         | 93.4M/832M [00:18&lt;02:26, 5.28MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█▏        | 94.8M/835M [00:18&lt;02:26, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  24%|██▎       | 197M/830M [00:18&lt;01:06, 10.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  11%|█▏        | 94.1M/822M [00:18&lt;02:24, 5.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  20%|██        | 167M/824M [00:18&lt;01:14, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  23%|██▎       | 193M/824M [00:18&lt;01:06, 9.96MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  24%|██▍       | 196M/824M [00:18&lt;01:06, 9.96MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  19%|█▉        | 157M/830M [00:17&lt;01:14, 9.43MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  23%|██▎       | 193M/822M [00:17&lt;01:06, 9.91MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█▏        | 93.9M/832M [00:18&lt;02:26, 5.28MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█▏        | 95.3M/835M [00:18&lt;02:25, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  24%|██▍       | 198M/830M [00:18&lt;01:07, 9.85MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 119M/835M [00:18&lt;02:14, 5.60MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 94.6M/822M [00:18&lt;02:24, 5.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  20%|██        | 168M/824M [00:18&lt;01:13, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  24%|██▎       | 194M/824M [00:18&lt;01:08, 9.67MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  24%|██▍       | 197M/824M [00:18&lt;01:06, 9.89MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  19%|█▉        | 158M/830M [00:17&lt;01:14, 9.43MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  24%|██▎       | 194M/822M [00:18&lt;01:08, 9.68MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█▏        | 94.4M/832M [00:18&lt;02:26, 5.29MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  11%|█▏        | 95.9M/835M [00:18&lt;02:26, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  24%|██▍       | 199M/830M [00:18&lt;01:08, 9.67MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 120M/835M [00:18&lt;02:16, 5.50MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 95.2M/822M [00:18&lt;02:23, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  20%|██        | 169M/824M [00:18&lt;01:13, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  24%|██▎       | 195M/824M [00:18&lt;01:07, 9.79MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  24%|██▍       | 198M/824M [00:18&lt;01:03, 10.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  19%|█▉        | 159M/830M [00:17&lt;01:15, 9.38MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  24%|██▎       | 195M/822M [00:18&lt;01:04, 10.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█▏        | 94.9M/832M [00:18&lt;02:26, 5.27MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 96.4M/835M [00:18&lt;02:25, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  24%|██▍       | 200M/830M [00:18&lt;01:04, 10.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 120M/835M [00:18&lt;02:09, 5.80MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 95.7M/822M [00:18&lt;02:23, 5.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  21%|██        | 169M/824M [00:19&lt;01:14, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  24%|██▍       | 196M/824M [00:18&lt;01:03, 10.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  24%|██▍       | 199M/824M [00:18&lt;01:01, 10.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  19%|█▉        | 160M/830M [00:18&lt;01:16, 9.21MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  24%|██▍       | 196M/822M [00:18&lt;01:03, 10.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█▏        | 95.4M/832M [00:18&lt;02:27, 5.24MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 96.9M/835M [00:18&lt;02:25, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  24%|██▍       | 201M/830M [00:18&lt;01:03, 10.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 121M/835M [00:18&lt;02:06, 5.93MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 96.2M/822M [00:18&lt;02:23, 5.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  21%|██        | 170M/824M [00:19&lt;01:13, 9.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  24%|██▍       | 197M/824M [00:18&lt;01:02, 10.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  24%|██▍       | 200M/824M [00:19&lt;01:00, 10.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  19%|█▉        | 161M/830M [00:18&lt;01:16, 9.23MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  24%|██▍       | 197M/822M [00:18&lt;01:01, 10.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 96.0M/832M [00:18&lt;02:26, 5.28MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 97.4M/835M [00:19&lt;02:25, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  24%|██▍       | 202M/830M [00:18&lt;01:01, 10.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▍        | 122M/835M [00:19&lt;02:01, 6.17MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 96.7M/822M [00:18&lt;02:21, 5.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  21%|██        | 171M/824M [00:19&lt;01:11, 9.52MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  24%|██▍       | 198M/824M [00:18&lt;01:00, 10.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  24%|██▍       | 201M/824M [00:19&lt;00:59, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  19%|█▉        | 162M/830M [00:18&lt;01:15, 9.33MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  24%|██▍       | 198M/822M [00:18&lt;01:00, 10.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 96.5M/832M [00:18&lt;02:25, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 97.9M/835M [00:19&lt;02:23, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  24%|██▍       | 203M/830M [00:18&lt;01:00, 10.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▍        | 122M/835M [00:19&lt;01:59, 6.24MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 97.2M/822M [00:19&lt;02:22, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  21%|██        | 172M/824M [00:19&lt;01:13, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  24%|██▍       | 199M/824M [00:18&lt;01:00, 10.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  25%|██▍       | 202M/824M [00:19&lt;00:59, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  20%|█▉        | 163M/830M [00:18&lt;01:13, 9.47MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  24%|██▍       | 199M/822M [00:18&lt;01:00, 10.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 97.0M/832M [00:19&lt;02:24, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 98.4M/835M [00:19&lt;02:24, 5.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  25%|██▍       | 204M/830M [00:18&lt;01:00, 10.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▍        | 123M/835M [00:19&lt;01:58, 6.30MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 97.8M/822M [00:19&lt;02:20, 5.39MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  21%|██        | 173M/824M [00:19&lt;01:11, 9.51MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  24%|██▍       | 200M/824M [00:19&lt;00:59, 10.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  25%|██▍       | 203M/824M [00:19&lt;00:59, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  20%|█▉        | 164M/830M [00:18&lt;01:13, 9.51MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  24%|██▍       | 200M/822M [00:18&lt;00:59, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 97.5M/832M [00:19&lt;02:21, 5.43MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 99.0M/835M [00:19&lt;02:24, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  25%|██▍       | 205M/830M [00:19&lt;00:59, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▍        | 123M/835M [00:19&lt;01:56, 6.40MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 98.3M/822M [00:19&lt;02:21, 5.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  21%|██        | 174M/824M [00:19&lt;01:11, 9.55MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  24%|██▍       | 201M/824M [00:19&lt;00:59, 10.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  25%|██▍       | 204M/824M [00:19&lt;00:58, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  20%|█▉        | 165M/830M [00:18&lt;01:14, 9.39MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  24%|██▍       | 201M/822M [00:18&lt;00:59, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 98.1M/832M [00:19&lt;02:22, 5.39MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 99.5M/835M [00:19&lt;02:24, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  25%|██▍       | 206M/830M [00:19&lt;00:58, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▍        | 124M/835M [00:19&lt;01:56, 6.38MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 98.8M/822M [00:19&lt;02:19, 5.42MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  21%|██▏       | 175M/824M [00:19&lt;01:11, 9.52MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  25%|██▍       | 202M/824M [00:19&lt;00:58, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  25%|██▍       | 205M/824M [00:19&lt;00:57, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  20%|█▉        | 166M/830M [00:18&lt;01:15, 9.28MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  25%|██▍       | 202M/822M [00:18&lt;00:58, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 98.6M/832M [00:19&lt;02:23, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 100M/835M [00:19&lt;02:24, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  25%|██▍       | 208M/830M [00:19&lt;00:58, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▍        | 125M/835M [00:19&lt;01:54, 6.48MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 99.3M/822M [00:19&lt;02:21, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  21%|██▏       | 176M/824M [00:19&lt;01:11, 9.44MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  25%|██▍       | 203M/824M [00:19&lt;00:58, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  25%|██▌       | 207M/824M [00:19&lt;00:57, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  20%|██        | 166M/830M [00:18&lt;01:15, 9.21MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  25%|██▍       | 204M/822M [00:18&lt;00:58, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 99.1M/832M [00:19&lt;02:24, 5.30MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 101M/835M [00:19&lt;02:24, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  25%|██▌       | 209M/830M [00:19&lt;00:56, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▌        | 125M/835M [00:19&lt;01:52, 6.60MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 99.9M/822M [00:19&lt;02:22, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  21%|██▏       | 177M/824M [00:19&lt;01:12, 9.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  25%|██▍       | 204M/824M [00:19&lt;00:57, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  25%|██▌       | 208M/824M [00:19&lt;00:56, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  20%|██        | 167M/830M [00:18&lt;01:16, 9.14MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  25%|██▍       | 205M/822M [00:19&lt;00:57, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 99.6M/832M [00:19&lt;02:28, 5.16MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 101M/835M [00:19&lt;02:26, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  25%|██▌       | 210M/830M [00:19&lt;00:56, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▌        | 126M/835M [00:19&lt;01:51, 6.69MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 100M/822M [00:19&lt;02:23, 5.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  22%|██▏       | 178M/824M [00:19&lt;01:12, 9.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  25%|██▍       | 206M/824M [00:19&lt;00:57, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  25%|██▌       | 209M/824M [00:19&lt;00:56, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  20%|██        | 168M/830M [00:19&lt;01:16, 9.13MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  25%|██▌       | 206M/822M [00:19&lt;00:58, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 100M/832M [00:19&lt;02:28, 5.18MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 102M/835M [00:19&lt;02:26, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  25%|██▌       | 211M/830M [00:19&lt;00:56, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▌        | 127M/835M [00:19&lt;01:51, 6.65MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 101M/822M [00:19&lt;02:22, 5.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  22%|██▏       | 179M/824M [00:20&lt;01:12, 9.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  25%|██▌       | 207M/824M [00:19&lt;00:55, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  25%|██▌       | 210M/824M [00:19&lt;00:55, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  20%|██        | 169M/830M [00:19&lt;01:14, 9.37MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  25%|██▌       | 207M/822M [00:19&lt;00:56, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 101M/832M [00:19&lt;02:26, 5.22MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 102M/835M [00:19&lt;02:25, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  26%|██▌       | 212M/830M [00:19&lt;00:56, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▌        | 127M/835M [00:19&lt;01:51, 6.69MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 101M/822M [00:19&lt;02:22, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  22%|██▏       | 180M/824M [00:20&lt;01:11, 9.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  25%|██▌       | 208M/824M [00:19&lt;00:56, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  26%|██▌       | 211M/824M [00:20&lt;00:56, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  20%|██        | 170M/830M [00:19&lt;01:14, 9.33MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  25%|██▌       | 208M/822M [00:19&lt;00:56, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 101M/832M [00:19&lt;02:26, 5.24MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 103M/835M [00:20&lt;02:25, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  26%|██▌       | 213M/830M [00:19&lt;00:57, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▌        | 128M/835M [00:20&lt;01:52, 6.60MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 102M/822M [00:20&lt;02:21, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  22%|██▏       | 181M/824M [00:20&lt;01:11, 9.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  25%|██▌       | 209M/824M [00:19&lt;00:57, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  21%|██        | 171M/830M [00:19&lt;01:15, 9.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  25%|██▌       | 209M/822M [00:19&lt;00:57, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  26%|██▌       | 212M/824M [00:20&lt;00:57, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 102M/832M [00:20&lt;02:24, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 103M/835M [00:20&lt;02:24, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  26%|██▌       | 214M/830M [00:19&lt;00:57, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▌        | 129M/835M [00:20&lt;01:54, 6.46MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  12%|█▏        | 102M/822M [00:20&lt;02:22, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  22%|██▏       | 181M/824M [00:20&lt;01:11, 9.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  26%|██▌       | 210M/824M [00:20&lt;00:58, 11.0MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  21%|██        | 172M/830M [00:19&lt;01:13, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  26%|██▌       | 210M/822M [00:19&lt;00:57, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  26%|██▌       | 213M/824M [00:20&lt;00:57, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 102M/832M [00:20&lt;02:24, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 104M/835M [00:20&lt;02:22, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  26%|██▌       | 215M/830M [00:19&lt;00:58, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▌        | 129M/835M [00:20&lt;01:52, 6.55MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 103M/822M [00:20&lt;02:19, 5.41MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  22%|██▏       | 182M/824M [00:20&lt;01:11, 9.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  26%|██▌       | 211M/824M [00:20&lt;00:56, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  21%|██        | 173M/830M [00:19&lt;01:12, 9.50MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  26%|██▌       | 211M/822M [00:19&lt;00:57, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  26%|██▌       | 214M/824M [00:20&lt;00:56, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 103M/832M [00:20&lt;02:22, 5.37MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  12%|█▏        | 104M/835M [00:20&lt;02:22, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  26%|██▌       | 216M/830M [00:20&lt;00:57, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 130M/835M [00:20&lt;01:53, 6.51MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 104M/822M [00:20&lt;02:19, 5.41MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  22%|██▏       | 183M/824M [00:20&lt;01:11, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  26%|██▌       | 212M/824M [00:20&lt;00:58, 11.0MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  21%|██        | 174M/830M [00:19&lt;01:13, 9.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  26%|██▌       | 212M/822M [00:19&lt;00:57, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 103M/832M [00:20&lt;02:23, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  26%|██▌       | 217M/830M [00:20&lt;00:57, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 105M/835M [00:20&lt;02:23, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  26%|██▌       | 215M/824M [00:20&lt;00:56, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 130M/835M [00:20&lt;01:53, 6.53MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 104M/822M [00:20&lt;02:19, 5.42MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  22%|██▏       | 184M/824M [00:20&lt;01:11, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  26%|██▌       | 213M/824M [00:20&lt;00:57, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  21%|██        | 175M/830M [00:19&lt;01:13, 9.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  26%|██▌       | 213M/822M [00:19&lt;00:57, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  26%|██▋       | 217M/824M [00:20&lt;00:56, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 104M/832M [00:20&lt;02:22, 5.37MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 105M/835M [00:20&lt;02:23, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  26%|██▋       | 219M/830M [00:20&lt;00:57, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 131M/835M [00:20&lt;01:52, 6.56MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 105M/822M [00:20&lt;02:18, 5.43MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  22%|██▏       | 185M/824M [00:20&lt;01:11, 9.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  26%|██▌       | 215M/824M [00:20&lt;00:56, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  21%|██        | 176M/830M [00:19&lt;01:13, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  26%|██▌       | 215M/822M [00:19&lt;00:56, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  26%|██▋       | 218M/824M [00:20&lt;00:55, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 104M/832M [00:20&lt;02:22, 5.36MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 106M/835M [00:20&lt;02:24, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  26%|██▋       | 220M/830M [00:20&lt;00:56, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 132M/835M [00:20&lt;01:51, 6.61MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 105M/822M [00:20&lt;02:20, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  23%|██▎       | 186M/824M [00:20&lt;01:11, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  26%|██▌       | 216M/824M [00:20&lt;00:56, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  27%|██▋       | 219M/824M [00:20&lt;00:55, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  21%|██▏       | 176M/830M [00:19&lt;01:12, 9.40MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  26%|██▌       | 216M/822M [00:20&lt;00:56, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 105M/832M [00:20&lt;02:22, 5.35MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 106M/835M [00:20&lt;02:25, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  27%|██▋       | 221M/830M [00:20&lt;00:57, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 132M/835M [00:20&lt;01:51, 6.59MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 106M/822M [00:20&lt;02:20, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  23%|██▎       | 187M/824M [00:20&lt;01:11, 9.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  26%|██▋       | 217M/824M [00:20&lt;00:56, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  27%|██▋       | 220M/824M [00:20&lt;00:56, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  21%|██▏       | 177M/830M [00:20&lt;01:13, 9.34MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  26%|██▋       | 217M/822M [00:20&lt;00:57, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 105M/832M [00:20&lt;02:22, 5.33MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 107M/835M [00:20&lt;02:25, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  27%|██▋       | 222M/830M [00:20&lt;00:57, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 133M/835M [00:20&lt;01:54, 6.45MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 106M/822M [00:20&lt;02:19, 5.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  23%|██▎       | 188M/824M [00:21&lt;01:11, 9.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  26%|██▋       | 218M/824M [00:20&lt;00:57, 11.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  27%|██▋       | 221M/824M [00:20&lt;00:56, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  21%|██▏       | 178M/830M [00:20&lt;01:13, 9.30MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  27%|██▋       | 218M/822M [00:20&lt;00:57, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 106M/832M [00:20&lt;02:22, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 107M/835M [00:21&lt;02:25, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  27%|██▋       | 223M/830M [00:20&lt;00:57, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 134M/835M [00:21&lt;01:54, 6.42MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 107M/822M [00:20&lt;02:17, 5.46MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  23%|██▎       | 189M/824M [00:21&lt;01:11, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  27%|██▋       | 219M/824M [00:20&lt;00:56, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  27%|██▋       | 222M/824M [00:21&lt;00:56, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  22%|██▏       | 179M/830M [00:20&lt;01:13, 9.26MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  27%|██▋       | 219M/822M [00:20&lt;00:56, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 106M/832M [00:20&lt;02:21, 5.38MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 108M/835M [00:21&lt;02:24, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  27%|██▋       | 224M/830M [00:20&lt;00:56, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 134M/835M [00:21&lt;01:51, 6.56MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 107M/822M [00:21&lt;02:20, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  23%|██▎       | 190M/824M [00:21&lt;01:12, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  27%|██▋       | 220M/824M [00:20&lt;00:55, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  27%|██▋       | 223M/824M [00:21&lt;00:55, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  22%|██▏       | 180M/830M [00:20&lt;01:13, 9.27MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  27%|██▋       | 220M/822M [00:20&lt;00:55, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 107M/832M [00:21&lt;02:22, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 108M/835M [00:21&lt;02:24, 5.28MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  23%|██▎       | 191M/824M [00:21&lt;01:11, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  27%|██▋       | 225M/830M [00:20&lt;00:55, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 135M/835M [00:21&lt;01:49, 6.68MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 108M/822M [00:21&lt;02:21, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  27%|██▋       | 221M/824M [00:21&lt;00:55, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  27%|██▋       | 224M/824M [00:21&lt;00:55, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  22%|██▏       | 181M/830M [00:20&lt;01:13, 9.22MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  27%|██▋       | 221M/822M [00:20&lt;00:55, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 107M/832M [00:21&lt;02:23, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 109M/835M [00:21&lt;02:22, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  23%|██▎       | 191M/824M [00:21&lt;01:11, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  27%|██▋       | 226M/830M [00:21&lt;00:56, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 136M/835M [00:21&lt;01:51, 6.61MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 108M/822M [00:21&lt;02:20, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  27%|██▋       | 222M/824M [00:21&lt;00:55, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  27%|██▋       | 225M/824M [00:21&lt;00:55, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  22%|██▏       | 182M/830M [00:20&lt;01:13, 9.29MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  27%|██▋       | 222M/822M [00:20&lt;00:55, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 108M/832M [00:21&lt;02:22, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 109M/835M [00:21&lt;02:22, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  23%|██▎       | 192M/824M [00:21&lt;01:11, 9.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  27%|██▋       | 227M/830M [00:21&lt;00:55, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▋        | 136M/835M [00:21&lt;01:52, 6.53MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 109M/822M [00:21&lt;02:19, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  27%|██▋       | 223M/824M [00:21&lt;00:56, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  27%|██▋       | 226M/824M [00:21&lt;00:55, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  22%|██▏       | 183M/830M [00:20&lt;01:12, 9.34MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  27%|██▋       | 223M/822M [00:20&lt;00:55, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 108M/832M [00:21&lt;02:21, 5.37MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 110M/835M [00:21&lt;02:20, 5.42MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  23%|██▎       | 193M/824M [00:21&lt;01:10, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  28%|██▊       | 228M/830M [00:21&lt;00:55, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▋        | 137M/835M [00:21&lt;01:52, 6.49MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 109M/822M [00:21&lt;02:19, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  27%|██▋       | 224M/824M [00:21&lt;00:55, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  28%|██▊       | 228M/824M [00:21&lt;00:55, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  22%|██▏       | 184M/830M [00:20&lt;01:12, 9.38MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  27%|██▋       | 224M/822M [00:20&lt;00:55, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 109M/832M [00:21&lt;02:21, 5.35MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 110M/835M [00:21&lt;02:19, 5.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  28%|██▊       | 230M/830M [00:21&lt;00:55, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▋        | 138M/835M [00:21&lt;01:52, 6.51MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 110M/822M [00:21&lt;02:19, 5.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  24%|██▎       | 194M/824M [00:21&lt;01:11, 9.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  27%|██▋       | 226M/824M [00:21&lt;00:55, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  28%|██▊       | 229M/824M [00:21&lt;00:55, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  22%|██▏       | 185M/830M [00:20&lt;01:12, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  28%|██▊       | 231M/830M [00:21&lt;00:55, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 109M/832M [00:21&lt;02:22, 5.30MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 111M/835M [00:21&lt;02:21, 5.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  24%|██▎       | 195M/824M [00:21&lt;01:11, 9.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  27%|██▋       | 226M/822M [00:21&lt;00:55, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 138M/835M [00:21&lt;01:52, 6.53MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 110M/822M [00:21&lt;02:21, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  28%|██▊       | 227M/824M [00:21&lt;00:56, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  28%|██▊       | 230M/824M [00:21&lt;00:54, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  22%|██▏       | 186M/830M [00:20&lt;01:12, 9.33MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  28%|██▊       | 227M/822M [00:21&lt;00:55, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 110M/832M [00:21&lt;02:22, 5.30MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 111M/835M [00:21&lt;02:22, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  28%|██▊       | 232M/830M [00:21&lt;00:56, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 139M/835M [00:21&lt;01:52, 6.47MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  13%|█▎        | 111M/822M [00:21&lt;02:20, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  24%|██▍       | 196M/824M [00:21&lt;01:11, 9.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  28%|██▊       | 228M/824M [00:21&lt;00:56, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  22%|██▏       | 186M/830M [00:21&lt;01:12, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  28%|██▊       | 228M/822M [00:21&lt;00:55, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  28%|██▊       | 231M/824M [00:21&lt;00:55, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 111M/832M [00:21&lt;02:22, 5.33MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 112M/835M [00:21&lt;02:22, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  24%|██▍       | 197M/824M [00:22&lt;01:10, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  28%|██▊       | 233M/830M [00:21&lt;00:56, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 139M/835M [00:21&lt;01:52, 6.51MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▎        | 111M/822M [00:21&lt;02:19, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  28%|██▊       | 229M/824M [00:21&lt;00:56, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  23%|██▎       | 187M/830M [00:21&lt;01:12, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  28%|██▊       | 229M/822M [00:21&lt;00:55, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 111M/832M [00:21&lt;02:19, 5.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  28%|██▊       | 234M/830M [00:21&lt;00:55, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  13%|█▎        | 112M/835M [00:22&lt;02:22, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  24%|██▍       | 198M/824M [00:22&lt;01:10, 9.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  28%|██▊       | 232M/824M [00:21&lt;00:55, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 140M/835M [00:22&lt;01:53, 6.44MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▎        | 112M/822M [00:21&lt;02:19, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  28%|██▊       | 230M/824M [00:21&lt;00:56, 11.0MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  28%|██▊       | 235M/830M [00:21&lt;00:56, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  23%|██▎       | 188M/830M [00:21&lt;01:11, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  28%|██▊       | 233M/824M [00:22&lt;00:56, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 112M/832M [00:21&lt;02:22, 5.28MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▎        | 113M/835M [00:22&lt;02:23, 5.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  24%|██▍       | 199M/824M [00:22&lt;01:10, 9.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  28%|██▊       | 230M/822M [00:21&lt;00:56, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 141M/835M [00:22&lt;01:54, 6.39MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▎        | 112M/822M [00:22&lt;02:19, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  28%|██▊       | 231M/824M [00:21&lt;00:55, 11.2MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  28%|██▊       | 236M/830M [00:21&lt;00:55, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  23%|██▎       | 189M/830M [00:21&lt;01:11, 9.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  28%|██▊       | 234M/824M [00:22&lt;00:55, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▎        | 113M/835M [00:22&lt;02:23, 5.29MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 112M/832M [00:22&lt;02:23, 5.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  24%|██▍       | 200M/824M [00:22&lt;01:10, 9.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  28%|██▊       | 231M/822M [00:21&lt;00:55, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 141M/835M [00:22&lt;01:53, 6.42MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▎        | 113M/822M [00:22&lt;02:19, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  28%|██▊       | 232M/824M [00:22&lt;00:55, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  23%|██▎       | 190M/830M [00:21&lt;01:11, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  28%|██▊       | 232M/822M [00:21&lt;00:54, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▎        | 114M/835M [00:22&lt;02:19, 5.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  29%|██▊       | 235M/824M [00:22&lt;00:54, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▎        | 113M/832M [00:22&lt;02:22, 5.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  24%|██▍       | 200M/824M [00:22&lt;01:09, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  29%|██▊       | 237M/830M [00:22&lt;00:55, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 142M/835M [00:22&lt;01:51, 6.51MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▍        | 113M/822M [00:22&lt;02:19, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  28%|██▊       | 233M/824M [00:22&lt;00:54, 11.3MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  29%|██▊       | 238M/830M [00:22&lt;00:54, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  23%|██▎       | 191M/830M [00:21&lt;01:11, 9.42MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  29%|██▊       | 236M/824M [00:22&lt;00:54, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▎        | 113M/832M [00:22&lt;02:22, 5.30MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▎        | 115M/835M [00:22&lt;02:20, 5.39MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  24%|██▍       | 201M/824M [00:22&lt;01:09, 9.44MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  28%|██▊       | 233M/822M [00:21&lt;00:55, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 143M/835M [00:22&lt;01:51, 6.50MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▍        | 114M/822M [00:22&lt;02:17, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  28%|██▊       | 234M/824M [00:22&lt;00:54, 11.4MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  29%|██▉       | 239M/830M [00:22&lt;00:54, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  23%|██▎       | 192M/830M [00:21&lt;01:10, 9.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  29%|██▉       | 238M/824M [00:22&lt;00:53, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▎        | 114M/832M [00:22&lt;02:19, 5.41MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 115M/835M [00:22&lt;02:19, 5.42MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  25%|██▍       | 202M/824M [00:22&lt;01:08, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  29%|██▊       | 234M/822M [00:21&lt;00:54, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 143M/835M [00:22&lt;01:50, 6.54MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▍        | 114M/822M [00:22&lt;02:17, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  29%|██▊       | 235M/824M [00:22&lt;00:54, 11.3MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  29%|██▉       | 241M/830M [00:22&lt;00:54, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  23%|██▎       | 193M/830M [00:21&lt;01:10, 9.42MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  29%|██▉       | 239M/824M [00:22&lt;00:53, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 116M/835M [00:22&lt;02:19, 5.40MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▎        | 114M/832M [00:22&lt;02:22, 5.28MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  25%|██▍       | 203M/824M [00:22&lt;01:09, 9.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  29%|██▊       | 235M/822M [00:21&lt;00:54, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 144M/835M [00:22&lt;01:50, 6.55MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▍        | 115M/822M [00:22&lt;02:18, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  29%|██▊       | 236M/824M [00:22&lt;00:54, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  23%|██▎       | 194M/830M [00:21&lt;01:10, 9.47MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  29%|██▉       | 237M/822M [00:22&lt;00:54, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 116M/835M [00:22&lt;02:19, 5.39MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  29%|██▉       | 242M/830M [00:22&lt;00:54, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▍        | 115M/832M [00:22&lt;02:20, 5.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  25%|██▍       | 204M/824M [00:22&lt;01:09, 9.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  29%|██▉       | 240M/824M [00:22&lt;00:54, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 144M/835M [00:22&lt;01:52, 6.44MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▍        | 115M/822M [00:22&lt;02:18, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  29%|██▉       | 238M/824M [00:22&lt;00:54, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  23%|██▎       | 195M/830M [00:21&lt;01:10, 9.52MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  29%|██▉       | 238M/822M [00:22&lt;00:54, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 117M/835M [00:22&lt;02:21, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  29%|██▉       | 241M/824M [00:22&lt;00:53, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▍        | 115M/832M [00:22&lt;02:22, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  29%|██▉       | 243M/830M [00:22&lt;00:54, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 145M/835M [00:22&lt;01:50, 6.57MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▍        | 116M/822M [00:22&lt;02:18, 5.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  25%|██▍       | 205M/824M [00:23&lt;01:10, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  29%|██▉       | 239M/824M [00:22&lt;00:54, 11.2MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  29%|██▉       | 244M/830M [00:22&lt;00:54, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  24%|██▎       | 196M/830M [00:22&lt;01:11, 9.33MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 117M/835M [00:22&lt;02:21, 5.31MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  29%|██▉       | 239M/822M [00:22&lt;00:55, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▍        | 116M/832M [00:22&lt;02:22, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  29%|██▉       | 242M/824M [00:22&lt;00:54, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 146M/835M [00:22&lt;01:53, 6.37MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▍        | 117M/822M [00:22&lt;02:18, 5.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  25%|██▍       | 206M/824M [00:23&lt;01:09, 9.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  29%|██▉       | 240M/824M [00:22&lt;00:54, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  24%|██▎       | 196M/830M [00:22&lt;01:11, 9.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  29%|██▉       | 240M/822M [00:22&lt;00:53, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 118M/835M [00:23&lt;02:21, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  30%|██▉       | 243M/824M [00:23&lt;00:53, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▍        | 116M/832M [00:22&lt;02:21, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  29%|██▉       | 245M/830M [00:22&lt;00:54, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 146M/835M [00:23&lt;01:50, 6.52MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▍        | 117M/822M [00:22&lt;02:16, 5.40MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  25%|██▌       | 207M/824M [00:23&lt;01:09, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  29%|██▉       | 241M/824M [00:22&lt;00:54, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  24%|██▍       | 197M/830M [00:22&lt;01:11, 9.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  29%|██▉       | 241M/822M [00:22&lt;00:53, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 118M/835M [00:23&lt;02:20, 5.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  30%|██▉       | 244M/824M [00:23&lt;00:53, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▍        | 117M/832M [00:23&lt;02:22, 5.25MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  25%|██▌       | 208M/824M [00:23&lt;01:09, 9.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  30%|██▉       | 246M/830M [00:22&lt;00:54, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 147M/835M [00:23&lt;01:51, 6.49MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▍        | 118M/822M [00:23&lt;02:19, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  29%|██▉       | 242M/824M [00:22&lt;00:54, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  24%|██▍       | 198M/830M [00:22&lt;01:11, 9.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  29%|██▉       | 242M/822M [00:22&lt;00:53, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 119M/835M [00:23&lt;02:21, 5.30MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  30%|██▉       | 247M/830M [00:22&lt;00:54, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▍        | 117M/832M [00:23&lt;02:22, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  30%|██▉       | 245M/824M [00:23&lt;00:54, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 148M/835M [00:23&lt;01:52, 6.42MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▍        | 118M/822M [00:23&lt;02:19, 5.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  25%|██▌       | 209M/824M [00:23&lt;01:09, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  29%|██▉       | 243M/824M [00:23&lt;00:54, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  24%|██▍       | 199M/830M [00:22&lt;01:11, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  30%|██▉       | 243M/822M [00:22&lt;00:53, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 119M/835M [00:23&lt;02:22, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  30%|██▉       | 246M/824M [00:23&lt;00:54, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▍        | 118M/832M [00:23&lt;02:22, 5.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  30%|██▉       | 248M/830M [00:23&lt;00:55, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 148M/835M [00:23&lt;01:51, 6.44MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▍        | 119M/822M [00:23&lt;02:18, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  25%|██▌       | 210M/824M [00:23&lt;01:09, 9.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  30%|██▉       | 244M/824M [00:23&lt;00:54, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  24%|██▍       | 200M/830M [00:22&lt;01:11, 9.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  30%|██▉       | 244M/822M [00:22&lt;00:53, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 120M/835M [00:23&lt;02:18, 5.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  30%|███       | 247M/824M [00:23&lt;00:53, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▍        | 118M/832M [00:23&lt;02:18, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  30%|███       | 249M/830M [00:23&lt;00:54, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 149M/835M [00:23&lt;01:50, 6.49MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  14%|█▍        | 119M/822M [00:23&lt;02:15, 5.44MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  26%|██▌       | 210M/824M [00:23&lt;01:07, 9.49MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  30%|██▉       | 245M/824M [00:23&lt;00:53, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  24%|██▍       | 201M/830M [00:22&lt;01:09, 9.50MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  30%|██▉       | 245M/822M [00:22&lt;00:52, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 120M/835M [00:23&lt;02:19, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  30%|███       | 249M/824M [00:23&lt;00:52, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▍        | 119M/832M [00:23&lt;02:19, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  26%|██▌       | 211M/824M [00:23&lt;01:07, 9.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  30%|███       | 250M/830M [00:23&lt;00:54, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 150M/835M [00:23&lt;01:50, 6.51MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▍        | 120M/822M [00:23&lt;02:16, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  30%|██▉       | 246M/824M [00:23&lt;00:53, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  24%|██▍       | 202M/830M [00:22&lt;01:10, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  30%|██▉       | 246M/822M [00:22&lt;00:53, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  14%|█▍        | 121M/835M [00:23&lt;02:18, 5.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  30%|███       | 250M/824M [00:23&lt;00:53, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▍        | 119M/832M [00:23&lt;02:18, 5.41MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  26%|██▌       | 212M/824M [00:23&lt;01:07, 9.51MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  30%|███       | 251M/830M [00:23&lt;00:54, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 150M/835M [00:23&lt;01:51, 6.46MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▍        | 120M/822M [00:23&lt;02:15, 5.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  30%|███       | 247M/824M [00:23&lt;00:53, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  24%|██▍       | 203M/830M [00:22&lt;01:08, 9.59MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  30%|███       | 248M/822M [00:23&lt;00:53, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▍        | 121M/835M [00:23&lt;02:17, 5.43MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  30%|███       | 253M/830M [00:23&lt;00:54, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▍        | 120M/832M [00:23&lt;02:17, 5.43MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  26%|██▌       | 213M/824M [00:23&lt;01:07, 9.52MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  30%|███       | 251M/824M [00:23&lt;00:53, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 151M/835M [00:23&lt;01:50, 6.47MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▍        | 121M/822M [00:23&lt;02:16, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  30%|███       | 248M/824M [00:23&lt;00:53, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  25%|██▍       | 204M/830M [00:22&lt;01:09, 9.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  30%|███       | 249M/822M [00:23&lt;00:53, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▍        | 122M/835M [00:23&lt;02:20, 5.33MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  31%|███       | 254M/830M [00:23&lt;00:54, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▍        | 120M/832M [00:23&lt;02:19, 5.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  26%|██▌       | 214M/824M [00:24&lt;01:07, 9.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  31%|███       | 252M/824M [00:23&lt;00:53, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 151M/835M [00:23&lt;01:52, 6.36MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▍        | 121M/822M [00:23&lt;02:18, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  30%|███       | 250M/824M [00:23&lt;00:54, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  25%|██▍       | 205M/830M [00:23&lt;01:09, 9.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  30%|███       | 250M/822M [00:23&lt;00:54, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▍        | 122M/835M [00:23&lt;02:20, 5.34MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  31%|███       | 255M/830M [00:23&lt;00:55, 10.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▍        | 121M/832M [00:23&lt;02:20, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  26%|██▌       | 215M/824M [00:24&lt;01:07, 9.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  31%|███       | 253M/824M [00:23&lt;00:54, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 152M/835M [00:24&lt;01:52, 6.35MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▍        | 122M/822M [00:23&lt;02:16, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  30%|███       | 251M/824M [00:23&lt;00:54, 11.0MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  25%|██▍       | 206M/830M [00:23&lt;01:09, 9.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  31%|███       | 251M/822M [00:23&lt;00:54, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▍        | 123M/835M [00:24&lt;02:18, 5.41MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  31%|███       | 256M/830M [00:23&lt;00:54, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▍        | 122M/832M [00:23&lt;02:20, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  26%|██▌       | 216M/824M [00:24&lt;01:07, 9.51MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  31%|███       | 254M/824M [00:24&lt;00:53, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 153M/835M [00:24&lt;01:51, 6.43MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▍        | 122M/822M [00:23&lt;02:16, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  31%|███       | 252M/824M [00:23&lt;00:53, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  25%|██▍       | 207M/830M [00:23&lt;01:09, 9.42MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  31%|███       | 252M/822M [00:23&lt;00:53, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▍        | 123M/835M [00:24&lt;02:18, 5.39MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  31%|███       | 257M/830M [00:23&lt;00:54, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▍        | 122M/832M [00:24&lt;02:20, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  26%|██▋       | 217M/824M [00:24&lt;01:07, 9.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  31%|███       | 255M/824M [00:24&lt;00:53, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 153M/835M [00:24&lt;01:52, 6.37MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▍        | 123M/822M [00:24&lt;02:16, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  31%|███       | 253M/824M [00:24&lt;00:54, 11.0MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  25%|██▍       | 207M/830M [00:23&lt;01:08, 9.47MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  31%|███       | 253M/822M [00:23&lt;00:54, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▍        | 124M/835M [00:24&lt;02:17, 5.44MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  31%|███       | 258M/830M [00:23&lt;00:55, 10.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▍        | 123M/832M [00:24&lt;02:19, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  26%|██▋       | 218M/824M [00:24&lt;01:07, 9.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  31%|███       | 256M/824M [00:24&lt;00:54, 10.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 154M/835M [00:24&lt;01:52, 6.36MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▌        | 123M/822M [00:24&lt;02:16, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  31%|███       | 254M/824M [00:24&lt;00:53, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  25%|██▌       | 208M/830M [00:23&lt;01:08, 9.50MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  31%|███       | 254M/822M [00:23&lt;00:53, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▍        | 125M/835M [00:24&lt;02:18, 5.37MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  31%|███       | 259M/830M [00:24&lt;00:54, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▍        | 123M/832M [00:24&lt;02:21, 5.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  27%|██▋       | 219M/824M [00:24&lt;01:07, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  31%|███       | 257M/824M [00:24&lt;00:53, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▊        | 155M/835M [00:24&lt;01:51, 6.38MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▌        | 124M/822M [00:24&lt;02:17, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  31%|███       | 255M/824M [00:24&lt;00:53, 11.1MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  31%|███▏      | 260M/830M [00:24&lt;00:53, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  25%|██▌       | 209M/830M [00:23&lt;01:09, 9.36MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▍        | 125M/835M [00:24&lt;02:19, 5.35MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  31%|███       | 255M/822M [00:23&lt;00:53, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▍        | 124M/832M [00:24&lt;02:21, 5.25MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  27%|██▋       | 220M/824M [00:24&lt;01:07, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  31%|███▏      | 258M/824M [00:24&lt;00:53, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▊        | 155M/835M [00:24&lt;01:51, 6.39MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▌        | 124M/822M [00:24&lt;02:16, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  31%|███       | 256M/824M [00:24&lt;00:53, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  25%|██▌       | 210M/830M [00:23&lt;01:08, 9.50MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  31%|███       | 256M/822M [00:23&lt;00:53, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▌        | 126M/835M [00:24&lt;02:17, 5.41MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  31%|███▏      | 261M/830M [00:24&lt;00:53, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▍        | 124M/832M [00:24&lt;02:20, 5.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  27%|██▋       | 221M/824M [00:24&lt;01:07, 9.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  31%|███▏      | 259M/824M [00:24&lt;00:53, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▊        | 156M/835M [00:24&lt;01:49, 6.50MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▌        | 125M/822M [00:24&lt;02:15, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  31%|███       | 257M/824M [00:24&lt;00:52, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  25%|██▌       | 211M/830M [00:23&lt;01:07, 9.57MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  31%|███▏      | 257M/822M [00:23&lt;00:52, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▌        | 126M/835M [00:24&lt;02:17, 5.40MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  32%|███▏      | 262M/830M [00:24&lt;00:53, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▍        | 125M/832M [00:24&lt;02:20, 5.28MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  27%|██▋       | 221M/824M [00:24&lt;01:07, 9.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  32%|███▏      | 260M/824M [00:24&lt;00:52, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▊        | 156M/835M [00:24&lt;01:49, 6.51MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▌        | 125M/822M [00:24&lt;02:16, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  31%|███▏      | 258M/824M [00:24&lt;00:52, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  26%|██▌       | 212M/830M [00:23&lt;01:09, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  31%|███▏      | 258M/822M [00:24&lt;00:52, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▌        | 127M/835M [00:24&lt;02:18, 5.38MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  32%|███▏      | 263M/830M [00:24&lt;00:53, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▌        | 125M/832M [00:24&lt;02:20, 5.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  27%|██▋       | 222M/824M [00:24&lt;01:07, 9.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  32%|███▏      | 262M/824M [00:24&lt;00:52, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 157M/835M [00:24&lt;01:49, 6.50MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▌        | 126M/822M [00:24&lt;02:16, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  31%|███▏      | 259M/824M [00:24&lt;00:52, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  26%|██▌       | 213M/830M [00:24&lt;01:08, 9.51MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  32%|███▏      | 259M/822M [00:24&lt;00:52, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▌        | 127M/835M [00:24&lt;02:15, 5.48MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  32%|███▏      | 264M/830M [00:24&lt;00:52, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▌        | 126M/832M [00:24&lt;02:19, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  32%|███▏      | 263M/824M [00:24&lt;00:52, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 158M/835M [00:24&lt;01:50, 6.43MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▌        | 126M/822M [00:24&lt;02:14, 5.41MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  27%|██▋       | 223M/824M [00:25&lt;01:06, 9.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  32%|███▏      | 260M/824M [00:24&lt;00:52, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  26%|██▌       | 214M/830M [00:24&lt;01:08, 9.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  32%|███▏      | 261M/822M [00:24&lt;00:51, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▌        | 128M/835M [00:24&lt;02:16, 5.42MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  32%|███▏      | 266M/830M [00:24&lt;00:52, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▌        | 126M/832M [00:24&lt;02:20, 5.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  27%|██▋       | 224M/824M [00:25&lt;01:06, 9.47MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  32%|███▏      | 264M/824M [00:24&lt;00:51, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 158M/835M [00:25&lt;01:47, 6.58MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  15%|█▌        | 127M/822M [00:24&lt;02:14, 5.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  32%|███▏      | 262M/824M [00:24&lt;00:51, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  26%|██▌       | 215M/830M [00:24&lt;01:07, 9.49MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  32%|███▏      | 262M/822M [00:24&lt;00:51, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▌        | 128M/835M [00:25&lt;02:17, 5.37MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  32%|███▏      | 267M/830M [00:24&lt;00:52, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▌        | 127M/832M [00:24&lt;02:19, 5.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  27%|██▋       | 225M/824M [00:25&lt;01:06, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  32%|███▏      | 265M/824M [00:25&lt;00:51, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 159M/835M [00:25&lt;01:48, 6.52MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▌        | 128M/822M [00:25&lt;02:14, 5.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  32%|███▏      | 263M/824M [00:24&lt;00:51, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  26%|██▌       | 216M/830M [00:24&lt;01:08, 9.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  32%|███▏      | 263M/822M [00:24&lt;00:51, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▌        | 127M/832M [00:25&lt;02:19, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  32%|███▏      | 268M/830M [00:24&lt;00:52, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▌        | 129M/835M [00:25&lt;02:19, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  27%|██▋       | 226M/824M [00:25&lt;01:06, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  32%|███▏      | 266M/824M [00:25&lt;00:51, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 160M/835M [00:25&lt;01:48, 6.50MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▌        | 128M/822M [00:25&lt;02:15, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  32%|███▏      | 264M/824M [00:25&lt;00:51, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  26%|██▌       | 217M/830M [00:24&lt;01:08, 9.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  32%|███▏      | 264M/822M [00:24&lt;00:51, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  32%|███▏      | 267M/824M [00:25&lt;00:51, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▌        | 128M/832M [00:25&lt;02:17, 5.37MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  15%|█▌        | 129M/835M [00:25&lt;02:19, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  28%|██▊       | 227M/824M [00:25&lt;01:05, 9.50MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  32%|███▏      | 269M/830M [00:24&lt;00:52, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 160M/835M [00:25&lt;01:47, 6.58MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▌        | 129M/822M [00:25&lt;02:13, 5.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  32%|███▏      | 265M/824M [00:25&lt;00:51, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  26%|██▌       | 218M/830M [00:24&lt;01:08, 9.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  32%|███▏      | 265M/822M [00:24&lt;00:51, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  33%|███▎      | 268M/824M [00:25&lt;00:51, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▌        | 128M/832M [00:25&lt;02:17, 5.35MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 130M/835M [00:25&lt;02:18, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  28%|██▊       | 228M/824M [00:25&lt;01:05, 9.51MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  33%|███▎      | 270M/830M [00:25&lt;00:52, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 161M/835M [00:25&lt;01:47, 6.58MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▌        | 129M/822M [00:25&lt;02:15, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  32%|███▏      | 266M/824M [00:25&lt;00:51, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  26%|██▋       | 219M/830M [00:24&lt;01:08, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  32%|███▏      | 266M/822M [00:24&lt;00:50, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  33%|███▎      | 269M/824M [00:25&lt;00:51, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▌        | 129M/832M [00:25&lt;02:18, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 130M/835M [00:25&lt;02:19, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  28%|██▊       | 229M/824M [00:25&lt;01:05, 9.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  33%|███▎      | 271M/830M [00:25&lt;00:51, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 162M/835M [00:25&lt;01:45, 6.70MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▌        | 130M/822M [00:25&lt;02:15, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  32%|███▏      | 267M/824M [00:25&lt;00:50, 11.5MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  26%|██▋       | 219M/830M [00:24&lt;01:07, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  33%|███▎      | 267M/822M [00:24&lt;00:49, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  33%|███▎      | 270M/824M [00:25&lt;00:49, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▌        | 129M/832M [00:25&lt;02:18, 5.33MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 131M/835M [00:25&lt;02:19, 5.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  28%|██▊       | 230M/824M [00:25&lt;01:06, 9.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  33%|███▎      | 272M/830M [00:25&lt;00:50, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 162M/835M [00:25&lt;01:44, 6.72MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▌        | 130M/822M [00:25&lt;02:15, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  33%|███▎      | 268M/824M [00:25&lt;00:50, 11.5MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  27%|██▋       | 220M/830M [00:24&lt;01:08, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  33%|███▎      | 268M/822M [00:24&lt;00:50, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  33%|███▎      | 271M/824M [00:25&lt;00:50, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▌        | 130M/832M [00:25&lt;02:18, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 131M/835M [00:25&lt;02:19, 5.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  28%|██▊       | 231M/824M [00:25&lt;01:06, 9.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  33%|███▎      | 273M/830M [00:25&lt;00:51, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|█▉        | 163M/835M [00:25&lt;01:46, 6.62MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▌        | 131M/822M [00:25&lt;02:16, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  33%|███▎      | 269M/824M [00:25&lt;00:50, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  27%|██▋       | 221M/830M [00:24&lt;01:08, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  33%|███▎      | 269M/822M [00:25&lt;00:50, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  33%|███▎      | 273M/824M [00:25&lt;00:51, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▌        | 130M/832M [00:25&lt;02:18, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 132M/835M [00:25&lt;02:17, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  28%|██▊       | 232M/824M [00:25&lt;01:06, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  33%|███▎      | 274M/830M [00:25&lt;00:51, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|█▉        | 164M/835M [00:25&lt;01:47, 6.58MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▌        | 131M/822M [00:25&lt;02:16, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  33%|███▎      | 270M/824M [00:25&lt;00:51, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  27%|██▋       | 222M/830M [00:25&lt;01:08, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  33%|███▎      | 271M/822M [00:25&lt;00:51, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  33%|███▎      | 274M/824M [00:25&lt;00:51, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▌        | 131M/832M [00:25&lt;02:18, 5.30MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 132M/835M [00:25&lt;02:19, 5.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  28%|██▊       | 232M/824M [00:26&lt;01:06, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  33%|███▎      | 275M/830M [00:25&lt;00:52, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|█▉        | 164M/835M [00:25&lt;01:48, 6.48MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▌        | 132M/822M [00:25&lt;02:15, 5.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  33%|███▎      | 272M/824M [00:25&lt;00:51, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  27%|██▋       | 223M/830M [00:25&lt;01:08, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  33%|███▎      | 272M/822M [00:25&lt;00:51, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  33%|███▎      | 275M/824M [00:25&lt;00:51, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▌        | 131M/832M [00:25&lt;02:18, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 133M/835M [00:26&lt;02:19, 5.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  28%|██▊       | 233M/824M [00:26&lt;01:06, 9.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  33%|███▎      | 277M/830M [00:25&lt;00:52, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|█▉        | 165M/835M [00:26&lt;01:48, 6.49MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▌        | 132M/822M [00:25&lt;02:16, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  33%|███▎      | 273M/824M [00:25&lt;00:51, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  27%|██▋       | 224M/830M [00:25&lt;01:08, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  33%|███▎      | 273M/822M [00:25&lt;00:51, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  33%|███▎      | 276M/824M [00:26&lt;00:51, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▌        | 132M/832M [00:25&lt;02:17, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 133M/835M [00:26&lt;02:17, 5.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  28%|██▊       | 234M/824M [00:26&lt;01:05, 9.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  33%|███▎      | 278M/830M [00:25&lt;00:52, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|█▉        | 165M/835M [00:26&lt;01:48, 6.48MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▌        | 133M/822M [00:26&lt;02:14, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  33%|███▎      | 274M/824M [00:25&lt;00:51, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  27%|██▋       | 225M/830M [00:25&lt;01:08, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  33%|███▎      | 274M/822M [00:25&lt;00:51, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  34%|███▎      | 277M/824M [00:26&lt;00:51, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▌        | 132M/832M [00:26&lt;02:17, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 134M/835M [00:26&lt;02:19, 5.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  29%|██▊       | 235M/824M [00:26&lt;01:06, 9.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  34%|███▎      | 279M/830M [00:25&lt;00:52, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|█▉        | 166M/835M [00:26&lt;01:48, 6.48MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▌        | 133M/822M [00:26&lt;02:15, 5.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  33%|███▎      | 275M/824M [00:26&lt;00:51, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  27%|██▋       | 226M/830M [00:25&lt;01:08, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  33%|███▎      | 275M/822M [00:25&lt;00:51, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  34%|███▍      | 278M/824M [00:26&lt;00:50, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▌        | 133M/832M [00:26&lt;02:16, 5.38MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 134M/835M [00:26&lt;02:18, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  29%|██▊       | 236M/824M [00:26&lt;01:05, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  34%|███▎      | 280M/830M [00:26&lt;00:51, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|█▉        | 167M/835M [00:26&lt;01:47, 6.50MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▋        | 134M/822M [00:26&lt;02:15, 5.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  33%|███▎      | 276M/824M [00:26&lt;00:50, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  27%|██▋       | 227M/830M [00:25&lt;01:08, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  34%|███▎      | 276M/822M [00:25&lt;00:50, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  34%|███▍      | 279M/824M [00:26&lt;00:50, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▌        | 133M/832M [00:26&lt;02:18, 5.30MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 135M/835M [00:26&lt;02:19, 5.28MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  29%|██▉       | 237M/824M [00:26&lt;01:05, 9.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  34%|███▍      | 281M/830M [00:26&lt;00:50, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|██        | 167M/835M [00:26&lt;01:47, 6.51MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▋        | 134M/822M [00:26&lt;02:15, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  34%|███▎      | 277M/824M [00:26&lt;00:50, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  27%|██▋       | 228M/830M [00:25&lt;01:07, 9.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  34%|███▎      | 277M/822M [00:25&lt;00:50, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  34%|███▍      | 280M/824M [00:26&lt;00:49, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▌        | 134M/832M [00:26&lt;02:17, 5.33MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▌        | 135M/835M [00:26&lt;02:16, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  29%|██▉       | 238M/824M [00:26&lt;01:05, 9.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  34%|███▍      | 282M/830M [00:26&lt;00:50, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|██        | 168M/835M [00:26&lt;01:46, 6.58MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▋        | 135M/822M [00:26&lt;02:13, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  34%|███▍      | 278M/824M [00:26&lt;00:49, 11.6MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  28%|██▊       | 228M/830M [00:25&lt;01:08, 9.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  34%|███▍      | 278M/822M [00:25&lt;00:49, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  34%|███▍      | 281M/824M [00:26&lt;00:49, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▌        | 134M/832M [00:26&lt;02:17, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▋        | 136M/835M [00:26&lt;02:16, 5.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  29%|██▉       | 239M/824M [00:26&lt;01:06, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  34%|███▍      | 283M/830M [00:26&lt;00:50, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|██        | 169M/835M [00:26&lt;01:46, 6.59MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  16%|█▋        | 135M/822M [00:26&lt;02:15, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  34%|███▍      | 279M/824M [00:26&lt;00:50, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  28%|██▊       | 229M/830M [00:25&lt;01:07, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  34%|███▍      | 279M/822M [00:26&lt;00:50, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  34%|███▍      | 282M/824M [00:26&lt;00:49, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▌        | 135M/832M [00:26&lt;02:15, 5.39MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▋        | 136M/835M [00:26&lt;02:17, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  29%|██▉       | 240M/824M [00:26&lt;01:04, 9.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  34%|███▍      | 284M/830M [00:26&lt;00:50, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|██        | 169M/835M [00:26&lt;01:47, 6.51MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 136M/822M [00:26&lt;02:13, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  34%|███▍      | 280M/824M [00:26&lt;00:50, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  28%|██▊       | 230M/830M [00:25&lt;01:07, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  34%|███▍      | 280M/822M [00:26&lt;00:49, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▋        | 135M/832M [00:26&lt;02:16, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  34%|███▍      | 285M/830M [00:26&lt;00:50, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▋        | 137M/835M [00:26&lt;02:17, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  34%|███▍      | 284M/824M [00:26&lt;00:49, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|██        | 170M/835M [00:26&lt;01:47, 6.50MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 136M/822M [00:26&lt;02:13, 5.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  29%|██▉       | 241M/824M [00:26&lt;01:05, 9.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  34%|███▍      | 281M/824M [00:26&lt;00:50, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  28%|██▊       | 231M/830M [00:26&lt;01:07, 9.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  34%|███▍      | 282M/822M [00:26&lt;00:50, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▋        | 136M/832M [00:26&lt;02:16, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  35%|███▍      | 286M/830M [00:26&lt;00:49, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  16%|█▋        | 138M/835M [00:26&lt;02:17, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  29%|██▉       | 242M/824M [00:27&lt;01:05, 9.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  35%|███▍      | 285M/824M [00:26&lt;00:49, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|██        | 170M/835M [00:26&lt;01:48, 6.45MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 137M/822M [00:26&lt;02:14, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  34%|███▍      | 283M/824M [00:26&lt;00:50, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  28%|██▊       | 232M/830M [00:26&lt;01:06, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  34%|███▍      | 283M/822M [00:26&lt;00:50, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  35%|███▍      | 286M/824M [00:27&lt;00:49, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▋        | 136M/832M [00:26&lt;02:17, 5.30MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 138M/835M [00:27&lt;02:16, 5.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  29%|██▉       | 242M/824M [00:27&lt;01:04, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  35%|███▍      | 288M/830M [00:26&lt;00:50, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|██        | 171M/835M [00:27&lt;01:47, 6.48MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 137M/822M [00:26&lt;02:13, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  34%|███▍      | 284M/824M [00:26&lt;00:49, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  28%|██▊       | 233M/830M [00:26&lt;01:06, 9.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  35%|███▍      | 284M/822M [00:26&lt;00:50, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  35%|███▍      | 287M/824M [00:27&lt;00:49, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▋        | 137M/832M [00:26&lt;02:17, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 139M/835M [00:27&lt;02:16, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  30%|██▉       | 243M/824M [00:27&lt;01:04, 9.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  35%|███▍      | 289M/830M [00:26&lt;00:50, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 172M/835M [00:27&lt;01:47, 6.47MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 138M/822M [00:27&lt;02:14, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  35%|███▍      | 285M/824M [00:26&lt;00:50, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  28%|██▊       | 234M/830M [00:26&lt;01:07, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  35%|███▍      | 285M/822M [00:26&lt;00:49, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  35%|███▍      | 288M/824M [00:27&lt;00:48, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 138M/832M [00:27&lt;02:17, 5.29MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 139M/835M [00:27&lt;02:16, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  30%|██▉       | 244M/824M [00:27&lt;01:05, 9.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  35%|███▍      | 290M/830M [00:26&lt;00:50, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 172M/835M [00:27&lt;01:47, 6.50MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 138M/822M [00:27&lt;02:15, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  35%|███▍      | 286M/824M [00:27&lt;00:50, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  28%|██▊       | 235M/830M [00:26&lt;01:06, 9.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  35%|███▍      | 286M/822M [00:26&lt;00:50, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 138M/832M [00:27&lt;02:18, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  35%|███▌      | 291M/830M [00:27&lt;00:50, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 140M/835M [00:27&lt;02:17, 5.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  30%|██▉       | 245M/824M [00:27&lt;01:04, 9.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  35%|███▌      | 289M/824M [00:27&lt;00:49, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 173M/835M [00:27&lt;01:47, 6.44MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 139M/822M [00:27&lt;02:14, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  35%|███▍      | 287M/824M [00:27&lt;00:50, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  28%|██▊       | 236M/830M [00:26&lt;01:06, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  35%|███▍      | 287M/822M [00:26&lt;00:50, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 139M/832M [00:27&lt;02:17, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  35%|███▌      | 292M/830M [00:27&lt;00:50, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 140M/835M [00:27&lt;02:17, 5.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  30%|██▉       | 246M/824M [00:27&lt;01:04, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  35%|███▌      | 290M/824M [00:27&lt;00:49, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 174M/835M [00:27&lt;01:48, 6.39MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 139M/822M [00:27&lt;02:14, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  35%|███▍      | 288M/824M [00:27&lt;00:50, 11.0MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  29%|██▊       | 237M/830M [00:26&lt;01:07, 9.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  35%|███▌      | 288M/822M [00:26&lt;00:50, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 139M/832M [00:27&lt;02:17, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  35%|███▌      | 293M/830M [00:27&lt;00:49, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 141M/835M [00:27&lt;02:18, 5.26MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  30%|██▉       | 247M/824M [00:27&lt;01:04, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  35%|███▌      | 291M/824M [00:27&lt;00:49, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 174M/835M [00:27&lt;01:46, 6.50MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 140M/822M [00:27&lt;02:15, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  35%|███▌      | 289M/824M [00:27&lt;00:49, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  29%|██▊       | 238M/830M [00:26&lt;01:06, 9.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  35%|███▌      | 289M/822M [00:26&lt;00:49, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 140M/832M [00:27&lt;02:14, 5.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  35%|███▌      | 294M/830M [00:27&lt;00:49, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 141M/835M [00:27&lt;02:17, 5.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  30%|███       | 248M/824M [00:27&lt;01:03, 9.47MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  36%|███▌      | 292M/824M [00:27&lt;00:48, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 175M/835M [00:27&lt;01:46, 6.53MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 140M/822M [00:27&lt;02:14, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  35%|███▌      | 290M/824M [00:27&lt;00:49, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  29%|██▊       | 239M/830M [00:26&lt;01:05, 9.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  35%|███▌      | 290M/822M [00:27&lt;00:49, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  36%|███▌      | 294M/824M [00:27&lt;00:48, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 140M/832M [00:27&lt;02:14, 5.38MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 142M/835M [00:27&lt;02:16, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  30%|███       | 249M/824M [00:27&lt;01:04, 9.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  36%|███▌      | 295M/830M [00:27&lt;00:49, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 176M/835M [00:27&lt;01:46, 6.51MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 141M/822M [00:27&lt;02:12, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  35%|███▌      | 291M/824M [00:27&lt;00:49, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  36%|███▌      | 295M/824M [00:27&lt;00:48, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  29%|██▉       | 240M/830M [00:26&lt;01:06, 9.32MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  35%|███▌      | 291M/822M [00:27&lt;00:48, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 141M/832M [00:27&lt;02:15, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 142M/835M [00:27&lt;02:16, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  30%|███       | 250M/824M [00:27&lt;01:03, 9.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  36%|███▌      | 296M/830M [00:27&lt;00:49, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 176M/835M [00:27&lt;01:46, 6.49MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 142M/822M [00:27&lt;02:13, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  35%|███▌      | 292M/824M [00:27&lt;00:48, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  36%|███▌      | 296M/824M [00:27&lt;00:48, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  29%|██▉       | 240M/830M [00:27&lt;01:05, 9.39MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  36%|███▌      | 293M/822M [00:27&lt;00:48, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 141M/832M [00:27&lt;02:16, 5.30MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 143M/835M [00:27&lt;02:16, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  30%|███       | 251M/824M [00:28&lt;01:03, 9.50MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  36%|███▌      | 297M/830M [00:27&lt;00:49, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 177M/835M [00:27&lt;01:46, 6.49MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 142M/822M [00:27&lt;02:11, 5.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  36%|███▌      | 293M/824M [00:27&lt;00:48, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  29%|██▉       | 241M/830M [00:27&lt;01:06, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  36%|███▌      | 294M/822M [00:27&lt;00:48, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  36%|███▌      | 297M/824M [00:28&lt;00:48, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 142M/832M [00:27&lt;02:16, 5.32MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 143M/835M [00:28&lt;02:14, 5.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  31%|███       | 252M/824M [00:28&lt;01:03, 9.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  36%|███▌      | 299M/830M [00:27&lt;00:49, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 177M/835M [00:28&lt;01:46, 6.49MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 143M/822M [00:27&lt;02:13, 5.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  36%|███▌      | 295M/824M [00:27&lt;00:48, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  29%|██▉       | 242M/830M [00:27&lt;01:06, 9.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  36%|███▌      | 295M/822M [00:27&lt;00:48, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  36%|███▌      | 298M/824M [00:28&lt;00:48, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 142M/832M [00:28&lt;02:15, 5.33MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 144M/835M [00:28&lt;02:15, 5.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  31%|███       | 253M/824M [00:28&lt;01:04, 9.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  36%|███▌      | 300M/830M [00:27&lt;00:50, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██▏       | 178M/835M [00:28&lt;01:47, 6.43MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 143M/822M [00:28&lt;02:13, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  36%|███▌      | 296M/824M [00:27&lt;00:49, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  36%|███▋      | 299M/824M [00:28&lt;00:48, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  29%|██▉       | 243M/830M [00:27&lt;01:06, 9.29MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  36%|███▌      | 296M/822M [00:27&lt;00:49, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 143M/832M [00:28&lt;02:15, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 144M/835M [00:28&lt;02:15, 5.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  31%|███       | 253M/824M [00:28&lt;01:04, 9.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  36%|███▌      | 301M/830M [00:27&lt;00:49, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██▏       | 179M/835M [00:28&lt;01:47, 6.43MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  17%|█▋        | 144M/822M [00:28&lt;02:11, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  36%|███▌      | 297M/824M [00:28&lt;00:49, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  36%|███▋      | 300M/824M [00:28&lt;00:48, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  29%|██▉       | 244M/830M [00:27&lt;01:05, 9.35MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  36%|███▌      | 297M/822M [00:27&lt;00:48, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 143M/832M [00:28&lt;02:12, 5.44MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 145M/835M [00:28&lt;02:13, 5.41MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  31%|███       | 254M/824M [00:28&lt;01:02, 9.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  36%|███▋      | 302M/830M [00:28&lt;00:49, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██▏       | 179M/835M [00:28&lt;01:45, 6.53MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 144M/822M [00:28&lt;02:09, 5.49MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  36%|███▌      | 298M/824M [00:28&lt;00:48, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  37%|███▋      | 301M/824M [00:28&lt;00:47, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  30%|██▉       | 245M/830M [00:27&lt;01:04, 9.53MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  36%|███▋      | 298M/822M [00:27&lt;00:48, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 144M/832M [00:28&lt;02:11, 5.47MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 145M/835M [00:28&lt;02:13, 5.42MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  31%|███       | 255M/824M [00:28&lt;01:02, 9.55MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  36%|███▋      | 303M/830M [00:28&lt;00:48, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 180M/835M [00:28&lt;01:44, 6.60MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 145M/822M [00:28&lt;02:08, 5.54MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  36%|███▋      | 299M/824M [00:28&lt;00:47, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  37%|███▋      | 302M/824M [00:28&lt;00:47, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  30%|██▉       | 246M/830M [00:27&lt;01:04, 9.51MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  36%|███▋      | 299M/822M [00:27&lt;00:47, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 144M/832M [00:28&lt;02:11, 5.47MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  17%|█▋        | 146M/835M [00:28&lt;02:14, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  37%|███▋      | 304M/830M [00:28&lt;00:48, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 181M/835M [00:28&lt;01:43, 6.65MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 145M/822M [00:28&lt;02:08, 5.51MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  31%|███       | 256M/824M [00:28&lt;01:02, 9.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  36%|███▋      | 300M/824M [00:28&lt;00:47, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  37%|███▋      | 304M/824M [00:28&lt;00:47, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  30%|██▉       | 247M/830M [00:27&lt;01:03, 9.59MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  37%|███▋      | 300M/822M [00:27&lt;00:48, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 145M/832M [00:28&lt;02:12, 5.46MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 146M/835M [00:28&lt;02:13, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  37%|███▋      | 305M/830M [00:28&lt;00:48, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 181M/835M [00:28&lt;01:44, 6.55MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 146M/822M [00:28&lt;02:07, 5.57MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  31%|███       | 257M/824M [00:28&lt;01:01, 9.63MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  37%|███▋      | 301M/824M [00:28&lt;00:47, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  37%|███▋      | 305M/824M [00:28&lt;00:47, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  30%|██▉       | 248M/830M [00:27&lt;01:03, 9.59MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 147M/835M [00:28&lt;02:12, 5.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  37%|███▋      | 301M/822M [00:28&lt;00:47, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 145M/832M [00:28&lt;02:13, 5.41MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  31%|███▏      | 258M/824M [00:28&lt;01:02, 9.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  37%|███▋      | 306M/830M [00:28&lt;00:47, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 182M/835M [00:28&lt;01:44, 6.58MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 146M/822M [00:28&lt;02:09, 5.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  37%|███▋      | 302M/824M [00:28&lt;00:47, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  37%|███▋      | 306M/824M [00:28&lt;00:46, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  30%|██▉       | 249M/830M [00:28&lt;01:04, 9.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  37%|███▋      | 307M/830M [00:28&lt;00:47, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 147M/835M [00:28&lt;02:13, 5.39MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 146M/832M [00:28&lt;02:14, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  37%|███▋      | 303M/822M [00:28&lt;00:47, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 183M/835M [00:28&lt;01:43, 6.60MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 147M/822M [00:28&lt;02:09, 5.46MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  31%|███▏      | 259M/824M [00:29&lt;01:03, 9.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  37%|███▋      | 303M/824M [00:28&lt;00:47, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  37%|███▋      | 307M/824M [00:28&lt;00:46, 11.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  30%|███       | 250M/830M [00:28&lt;01:03, 9.53MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 148M/835M [00:28&lt;02:13, 5.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  37%|███▋      | 304M/822M [00:28&lt;00:46, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 146M/832M [00:28&lt;02:13, 5.40MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  32%|███▏      | 260M/824M [00:29&lt;01:01, 9.54MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  37%|███▋      | 309M/830M [00:28&lt;00:47, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 183M/835M [00:29&lt;01:42, 6.64MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 147M/822M [00:28&lt;02:10, 5.42MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  37%|███▋      | 305M/824M [00:28&lt;00:46, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  37%|███▋      | 308M/824M [00:29&lt;00:47, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  30%|███       | 251M/830M [00:28&lt;01:03, 9.54MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  37%|███▋      | 310M/830M [00:28&lt;00:47, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 148M/835M [00:29&lt;02:12, 5.44MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 147M/832M [00:28&lt;02:14, 5.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  32%|███▏      | 261M/824M [00:29&lt;01:01, 9.56MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  37%|███▋      | 305M/822M [00:28&lt;00:47, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 184M/835M [00:29&lt;01:44, 6.53MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 148M/822M [00:28&lt;02:10, 5.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  37%|███▋      | 306M/824M [00:28&lt;00:47, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  38%|███▊      | 309M/824M [00:29&lt;00:47, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  30%|███       | 252M/830M [00:28&lt;01:04, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  37%|███▋      | 311M/830M [00:28&lt;00:47, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 149M/835M [00:29&lt;02:11, 5.47MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 147M/832M [00:29&lt;02:13, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  32%|███▏      | 262M/824M [00:29&lt;01:02, 9.47MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  37%|███▋      | 306M/822M [00:28&lt;00:47, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 184M/835M [00:29&lt;01:44, 6.54MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 148M/822M [00:29&lt;02:10, 5.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  37%|███▋      | 307M/824M [00:28&lt;00:47, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  38%|███▊      | 310M/824M [00:29&lt;00:47, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  30%|███       | 252M/830M [00:28&lt;01:04, 9.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  38%|███▊      | 312M/830M [00:28&lt;00:48, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 150M/835M [00:29&lt;02:12, 5.44MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 148M/832M [00:29&lt;02:14, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  32%|███▏      | 263M/824M [00:29&lt;01:02, 9.42MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  37%|███▋      | 307M/822M [00:28&lt;00:47, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 185M/835M [00:29&lt;01:43, 6.61MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 149M/822M [00:29&lt;02:11, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  37%|███▋      | 308M/824M [00:29&lt;00:46, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  38%|███▊      | 311M/824M [00:29&lt;00:46, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  31%|███       | 253M/830M [00:28&lt;01:03, 9.53MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  38%|███▊      | 313M/830M [00:29&lt;00:47, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 150M/835M [00:29&lt;02:11, 5.47MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 149M/832M [00:29&lt;02:13, 5.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  32%|███▏      | 264M/824M [00:29&lt;01:01, 9.58MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  37%|███▋      | 308M/822M [00:28&lt;00:46, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 186M/835M [00:29&lt;01:42, 6.66MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 150M/822M [00:29&lt;02:08, 5.47MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  38%|███▊      | 309M/824M [00:29&lt;00:46, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  38%|███▊      | 313M/824M [00:29&lt;00:46, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  31%|███       | 254M/830M [00:28&lt;01:03, 9.54MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 151M/835M [00:29&lt;02:13, 5.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  38%|███▊      | 309M/822M [00:28&lt;00:46, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 149M/832M [00:29&lt;02:13, 5.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  32%|███▏      | 265M/824M [00:29&lt;01:01, 9.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  38%|███▊      | 314M/830M [00:29&lt;00:47, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 186M/835M [00:29&lt;01:42, 6.66MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 150M/822M [00:29&lt;02:11, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  38%|███▊      | 310M/824M [00:29&lt;00:46, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  38%|███▊      | 314M/824M [00:29&lt;00:45, 11.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  31%|███       | 255M/830M [00:28&lt;01:03, 9.48MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 151M/835M [00:29&lt;02:14, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  38%|███▊      | 310M/822M [00:28&lt;00:45, 11.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 150M/832M [00:29&lt;02:13, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  32%|███▏      | 266M/824M [00:29&lt;01:01, 9.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  38%|███▊      | 315M/830M [00:29&lt;00:46, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 187M/835M [00:29&lt;01:42, 6.65MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 151M/822M [00:29&lt;02:12, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  38%|███▊      | 311M/824M [00:29&lt;00:46, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  38%|███▊      | 315M/824M [00:29&lt;00:45, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  31%|███       | 256M/830M [00:28&lt;01:03, 9.53MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  38%|███▊      | 316M/830M [00:29&lt;00:46, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 152M/835M [00:29&lt;02:14, 5.34MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 150M/832M [00:29&lt;02:13, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  32%|███▏      | 266M/824M [00:29&lt;01:02, 9.42MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  38%|███▊      | 312M/822M [00:28&lt;00:46, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 188M/835M [00:29&lt;01:42, 6.65MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 151M/822M [00:29&lt;02:13, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  38%|███▊      | 313M/824M [00:29&lt;00:46, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  38%|███▊      | 316M/824M [00:29&lt;00:46, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  31%|███       | 257M/830M [00:28&lt;01:05, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  38%|███▊      | 317M/830M [00:29&lt;00:46, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 152M/835M [00:29&lt;02:16, 5.24MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 151M/832M [00:29&lt;02:16, 5.25MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  32%|███▏      | 267M/824M [00:29&lt;01:04, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  38%|███▊      | 313M/822M [00:29&lt;00:46, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 188M/835M [00:29&lt;01:44, 6.50MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  18%|█▊        | 152M/822M [00:29&lt;02:16, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  38%|███▊      | 314M/824M [00:29&lt;00:47, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  38%|███▊      | 317M/824M [00:29&lt;00:46, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  31%|███       | 258M/830M [00:29&lt;01:07, 8.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  38%|███▊      | 319M/830M [00:29&lt;00:47, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 153M/835M [00:29&lt;02:17, 5.20MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 151M/832M [00:29&lt;02:17, 5.21MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  33%|███▎      | 268M/824M [00:30&lt;01:05, 8.88MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  38%|███▊      | 314M/822M [00:29&lt;00:47, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 189M/835M [00:29&lt;01:43, 6.53MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▊        | 152M/822M [00:29&lt;02:16, 5.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  38%|███▊      | 315M/824M [00:29&lt;00:47, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  39%|███▊      | 318M/824M [00:29&lt;00:46, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  31%|███       | 259M/830M [00:29&lt;01:07, 8.89MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  39%|███▊      | 320M/830M [00:29&lt;00:46, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 153M/835M [00:30&lt;02:18, 5.17MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 152M/832M [00:29&lt;02:18, 5.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  33%|███▎      | 269M/824M [00:30&lt;01:04, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  38%|███▊      | 315M/822M [00:29&lt;00:46, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 190M/835M [00:30&lt;01:45, 6.44MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▊        | 153M/822M [00:29&lt;02:15, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  38%|███▊      | 316M/824M [00:29&lt;00:47, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  31%|███▏      | 260M/830M [00:29&lt;01:05, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  38%|███▊      | 316M/822M [00:29&lt;00:46, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 154M/835M [00:30&lt;02:15, 5.27MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  39%|███▊      | 321M/830M [00:29&lt;00:47, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 152M/832M [00:29&lt;02:16, 5.22MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  33%|███▎      | 270M/824M [00:30&lt;01:04, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  39%|███▉      | 319M/824M [00:30&lt;00:47, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 190M/835M [00:30&lt;01:44, 6.48MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▊        | 153M/822M [00:30&lt;02:15, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  38%|███▊      | 317M/824M [00:29&lt;00:47, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  31%|███▏      | 261M/830M [00:29&lt;01:04, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  39%|███▊      | 317M/822M [00:29&lt;00:46, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  18%|█▊        | 154M/835M [00:30&lt;02:13, 5.33MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  39%|███▉      | 322M/830M [00:29&lt;00:46, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 153M/832M [00:30&lt;02:12, 5.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  33%|███▎      | 271M/824M [00:30&lt;01:02, 9.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  39%|███▉      | 320M/824M [00:30&lt;00:46, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 191M/835M [00:30&lt;01:44, 6.49MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▊        | 154M/822M [00:30&lt;02:09, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  39%|███▊      | 318M/824M [00:30&lt;00:47, 11.3MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  39%|███▉      | 323M/830M [00:29&lt;00:46, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  32%|███▏      | 262M/830M [00:29&lt;01:02, 9.50MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 153M/832M [00:30&lt;02:12, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  39%|███▊      | 318M/822M [00:29&lt;00:46, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▊        | 155M/835M [00:30&lt;02:13, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  33%|███▎      | 272M/824M [00:30&lt;01:00, 9.49MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  39%|███▉      | 321M/824M [00:30&lt;00:46, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 192M/835M [00:30&lt;01:45, 6.40MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▉        | 154M/822M [00:30&lt;02:07, 5.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  39%|███▊      | 319M/824M [00:30&lt;00:47, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  39%|███▉      | 323M/824M [00:30&lt;00:46, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  32%|███▏      | 263M/830M [00:29&lt;01:03, 9.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  39%|███▉      | 324M/830M [00:30&lt;00:47, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▊        | 155M/835M [00:30&lt;02:13, 5.35MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 154M/832M [00:30&lt;02:13, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  33%|███▎      | 273M/824M [00:30&lt;01:01, 9.42MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  39%|███▉      | 319M/822M [00:29&lt;00:47, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 192M/835M [00:30&lt;01:44, 6.46MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▉        | 155M/822M [00:30&lt;02:07, 5.48MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  39%|███▉      | 320M/824M [00:30&lt;00:47, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  39%|███▉      | 324M/824M [00:30&lt;00:46, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  32%|███▏      | 263M/830M [00:29&lt;01:03, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  39%|███▉      | 325M/830M [00:30&lt;00:47, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▊        | 156M/835M [00:30&lt;02:10, 5.45MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▊        | 154M/832M [00:30&lt;02:11, 5.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  39%|███▉      | 320M/822M [00:29&lt;00:46, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 193M/835M [00:30&lt;01:44, 6.45MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▉        | 155M/822M [00:30&lt;02:07, 5.48MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  33%|███▎      | 274M/824M [00:30&lt;01:02, 9.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  39%|███▉      | 321M/824M [00:30&lt;00:47, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  39%|███▉      | 325M/824M [00:30&lt;00:46, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  32%|███▏      | 264M/830M [00:29&lt;01:02, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  39%|███▉      | 326M/830M [00:30&lt;00:46, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▊        | 156M/835M [00:30&lt;02:11, 5.41MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▊        | 155M/832M [00:30&lt;02:11, 5.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  33%|███▎      | 275M/824M [00:30&lt;01:01, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  39%|███▉      | 321M/822M [00:29&lt;00:46, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 193M/835M [00:30&lt;01:44, 6.45MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▉        | 156M/822M [00:30&lt;02:08, 5.44MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  39%|███▉      | 322M/824M [00:30&lt;00:46, 11.2MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  39%|███▉      | 327M/830M [00:30&lt;00:46, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  32%|███▏      | 265M/830M [00:29&lt;01:03, 9.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  40%|███▉      | 326M/824M [00:30&lt;00:46, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 157M/835M [00:30&lt;02:10, 5.45MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▊        | 155M/832M [00:30&lt;02:10, 5.42MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  33%|███▎      | 276M/824M [00:30&lt;01:00, 9.50MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  39%|███▉      | 323M/822M [00:30&lt;00:46, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 194M/835M [00:30&lt;01:44, 6.43MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▉        | 156M/822M [00:30&lt;02:07, 5.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  39%|███▉      | 323M/824M [00:30&lt;00:46, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  40%|███▉      | 327M/824M [00:30&lt;00:46, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  32%|███▏      | 266M/830M [00:29&lt;01:03, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  40%|███▉      | 328M/830M [00:30&lt;00:46, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 157M/835M [00:30&lt;02:11, 5.42MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▊        | 156M/832M [00:30&lt;02:11, 5.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  39%|███▉      | 324M/822M [00:30&lt;00:46, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 195M/835M [00:30&lt;01:43, 6.46MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▉        | 157M/822M [00:30&lt;02:08, 5.43MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  34%|███▎      | 277M/824M [00:30&lt;01:01, 9.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  39%|███▉      | 325M/824M [00:30&lt;00:47, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  40%|███▉      | 328M/824M [00:30&lt;00:46, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  32%|███▏      | 267M/830M [00:30&lt;01:03, 9.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  40%|███▉      | 330M/830M [00:30&lt;00:46, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▉        | 156M/832M [00:30&lt;02:12, 5.35MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 158M/835M [00:30&lt;02:14, 5.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  34%|███▎      | 277M/824M [00:31&lt;01:01, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  39%|███▉      | 325M/822M [00:30&lt;00:46, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 195M/835M [00:30&lt;01:43, 6.49MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▉        | 157M/822M [00:30&lt;02:10, 5.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  40%|███▉      | 326M/824M [00:30&lt;00:47, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  40%|███▉      | 329M/824M [00:30&lt;00:46, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  32%|███▏      | 268M/830M [00:30&lt;01:03, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  40%|███▉      | 331M/830M [00:30&lt;00:46, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▉        | 157M/832M [00:30&lt;02:12, 5.35MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 158M/835M [00:31&lt;02:14, 5.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  34%|███▍      | 278M/824M [00:31&lt;01:01, 9.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  40%|███▉      | 326M/822M [00:30&lt;00:47, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 196M/835M [00:31&lt;01:43, 6.50MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▉        | 158M/822M [00:30&lt;02:10, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  40%|███▉      | 327M/824M [00:30&lt;00:46, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  40%|████      | 330M/824M [00:31&lt;00:46, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  32%|███▏      | 269M/830M [00:30&lt;01:03, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  40%|███▉      | 332M/830M [00:30&lt;00:46, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▉        | 157M/832M [00:30&lt;02:12, 5.35MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 159M/835M [00:31&lt;02:15, 5.24MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  34%|███▍      | 279M/824M [00:31&lt;01:00, 9.42MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  40%|███▉      | 327M/822M [00:30&lt;00:46, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▎       | 197M/835M [00:31&lt;01:44, 6.43MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▉        | 158M/822M [00:31&lt;02:09, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  40%|███▉      | 328M/824M [00:30&lt;00:46, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  40%|████      | 331M/824M [00:31&lt;00:46, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  32%|███▏      | 270M/830M [00:30&lt;01:02, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  40%|████      | 333M/830M [00:30&lt;00:46, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▉        | 158M/832M [00:31&lt;02:12, 5.35MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 159M/835M [00:31&lt;02:14, 5.25MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  34%|███▍      | 280M/824M [00:31&lt;01:00, 9.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  40%|███▉      | 328M/822M [00:30&lt;00:46, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▎       | 197M/835M [00:31&lt;01:42, 6.56MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▉        | 159M/822M [00:31&lt;02:09, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  40%|███▉      | 329M/824M [00:31&lt;00:45, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  40%|████      | 332M/824M [00:31&lt;00:45, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  33%|███▎      | 271M/830M [00:30&lt;01:03, 9.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  40%|████      | 334M/830M [00:31&lt;00:46, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▉        | 158M/832M [00:31&lt;02:14, 5.24MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 160M/835M [00:31&lt;02:14, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  40%|████      | 329M/822M [00:30&lt;00:46, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▎       | 198M/835M [00:31&lt;01:41, 6.60MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▉        | 160M/822M [00:31&lt;02:11, 5.26MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  34%|███▍      | 281M/824M [00:31&lt;01:01, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  40%|████      | 330M/824M [00:31&lt;00:45, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  40%|████      | 333M/824M [00:31&lt;00:45, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  33%|███▎      | 272M/830M [00:30&lt;01:02, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  40%|████      | 335M/830M [00:31&lt;00:45, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▉        | 159M/832M [00:31&lt;02:13, 5.27MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 161M/835M [00:31&lt;02:15, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  40%|████      | 330M/822M [00:30&lt;00:45, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 199M/835M [00:31&lt;01:41, 6.55MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  19%|█▉        | 160M/822M [00:31&lt;02:11, 5.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  34%|███▍      | 282M/824M [00:31&lt;01:01, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  40%|████      | 331M/824M [00:31&lt;00:45, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  41%|████      | 335M/824M [00:31&lt;00:45, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  33%|███▎      | 273M/830M [00:30&lt;01:02, 9.41MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  40%|████      | 336M/830M [00:31&lt;00:45, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▉        | 159M/832M [00:31&lt;02:12, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 161M/835M [00:31&lt;02:13, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  40%|████      | 331M/822M [00:30&lt;00:45, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 199M/835M [00:31&lt;01:40, 6.62MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|█▉        | 161M/822M [00:31&lt;02:12, 5.25MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  34%|███▍      | 283M/824M [00:31&lt;01:01, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  40%|████      | 332M/824M [00:31&lt;00:45, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  41%|████      | 336M/824M [00:31&lt;00:44, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  33%|███▎      | 273M/830M [00:30&lt;01:02, 9.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  41%|████      | 337M/830M [00:31&lt;00:45, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▉        | 160M/832M [00:31&lt;02:12, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 162M/835M [00:31&lt;02:14, 5.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  40%|████      | 332M/822M [00:30&lt;00:44, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 200M/835M [00:31&lt;01:41, 6.56MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|█▉        | 161M/822M [00:31&lt;02:11, 5.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  34%|███▍      | 284M/824M [00:31&lt;01:00, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  40%|████      | 333M/824M [00:31&lt;00:45, 11.3MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  41%|████      | 338M/830M [00:31&lt;00:45, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  33%|███▎      | 274M/830M [00:30&lt;01:02, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  41%|████      | 337M/824M [00:31&lt;00:45, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▉        | 160M/832M [00:31&lt;02:11, 5.37MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 162M/835M [00:31&lt;02:12, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  41%|████      | 333M/822M [00:31&lt;00:45, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 200M/835M [00:31&lt;01:41, 6.56MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|█▉        | 162M/822M [00:31&lt;02:09, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  35%|███▍      | 285M/824M [00:31&lt;01:00, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  41%|████      | 334M/824M [00:31&lt;00:45, 11.2MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  41%|████      | 339M/830M [00:31&lt;00:45, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  33%|███▎      | 275M/830M [00:31&lt;01:01, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  41%|████      | 338M/824M [00:31&lt;00:45, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▉        | 161M/832M [00:31&lt;02:12, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  19%|█▉        | 163M/835M [00:31&lt;02:12, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  41%|████      | 335M/822M [00:31&lt;00:45, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 201M/835M [00:31&lt;01:41, 6.54MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|█▉        | 162M/822M [00:31&lt;02:09, 5.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  35%|███▍      | 286M/824M [00:32&lt;00:59, 9.43MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  41%|████      | 335M/824M [00:31&lt;00:46, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  41%|████      | 339M/824M [00:31&lt;00:45, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  33%|███▎      | 276M/830M [00:31&lt;01:02, 9.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  41%|████      | 341M/830M [00:31&lt;00:46, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▉        | 162M/832M [00:31&lt;02:12, 5.31MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|█▉        | 163M/835M [00:31&lt;02:12, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  41%|████      | 336M/822M [00:31&lt;00:45, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 202M/835M [00:31&lt;01:43, 6.45MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|█▉        | 163M/822M [00:31&lt;02:09, 5.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  35%|███▍      | 287M/824M [00:32&lt;00:59, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  41%|████      | 336M/824M [00:31&lt;00:45, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  41%|████▏     | 340M/824M [00:32&lt;00:46, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  33%|███▎      | 277M/830M [00:31&lt;01:01, 9.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  41%|████      | 342M/830M [00:31&lt;00:46, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▉        | 162M/832M [00:31&lt;02:11, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|█▉        | 164M/835M [00:32&lt;02:12, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  41%|████      | 337M/822M [00:31&lt;00:45, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 202M/835M [00:32&lt;01:45, 6.31MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|█▉        | 163M/822M [00:31&lt;02:09, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  35%|███▍      | 288M/824M [00:32&lt;01:00, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  41%|████      | 338M/824M [00:31&lt;00:46, 11.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  41%|████▏     | 341M/824M [00:32&lt;00:47, 10.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  33%|███▎      | 278M/830M [00:31&lt;01:02, 9.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  41%|████▏     | 343M/830M [00:31&lt;00:48, 10.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|█▉        | 163M/832M [00:31&lt;02:11, 5.35MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|█▉        | 164M/835M [00:32&lt;02:11, 5.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  41%|████      | 338M/822M [00:31&lt;00:47, 10.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 203M/835M [00:32&lt;01:45, 6.26MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|█▉        | 164M/822M [00:32&lt;02:08, 5.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  35%|███▌      | 288M/824M [00:32&lt;00:59, 9.44MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  41%|████      | 339M/824M [00:31&lt;00:46, 10.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  42%|████▏     | 342M/824M [00:32&lt;00:46, 10.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  34%|███▎      | 279M/830M [00:31&lt;01:02, 9.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  41%|████▏     | 344M/830M [00:31&lt;00:47, 10.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|█▉        | 163M/832M [00:32&lt;02:11, 5.35MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|█▉        | 165M/835M [00:32&lt;02:10, 5.40MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  41%|████      | 339M/822M [00:31&lt;00:46, 10.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 204M/835M [00:32&lt;01:44, 6.31MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|█▉        | 164M/822M [00:32&lt;02:09, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  35%|███▌      | 289M/824M [00:32&lt;00:59, 9.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  41%|████      | 340M/824M [00:32&lt;00:45, 11.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  42%|████▏     | 343M/824M [00:32&lt;00:46, 10.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  34%|███▎      | 280M/830M [00:31&lt;01:01, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  42%|████▏     | 345M/830M [00:32&lt;00:47, 10.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|█▉        | 164M/832M [00:32&lt;02:11, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|█▉        | 165M/835M [00:32&lt;02:10, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  41%|████▏     | 340M/822M [00:31&lt;00:46, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 204M/835M [00:32&lt;01:43, 6.37MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|██        | 165M/822M [00:32&lt;02:08, 5.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  35%|███▌      | 290M/824M [00:32&lt;00:59, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  41%|████▏     | 341M/824M [00:32&lt;00:45, 11.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  42%|████▏     | 344M/824M [00:32&lt;00:46, 10.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  34%|███▍      | 281M/830M [00:31&lt;01:02, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  42%|████▏     | 346M/830M [00:32&lt;00:46, 10.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|█▉        | 164M/832M [00:32&lt;02:11, 5.33MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|█▉        | 166M/835M [00:32&lt;02:10, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  41%|████▏     | 341M/822M [00:31&lt;00:46, 10.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▍       | 205M/835M [00:32&lt;01:44, 6.35MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|██        | 165M/822M [00:32&lt;02:08, 5.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  35%|███▌      | 291M/824M [00:32&lt;00:59, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  41%|████▏     | 342M/824M [00:32&lt;00:46, 10.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  42%|████▏     | 345M/824M [00:32&lt;00:45, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  34%|███▍      | 282M/830M [00:31&lt;01:01, 9.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  42%|████▏     | 347M/830M [00:32&lt;00:45, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|█▉        | 165M/832M [00:32&lt;02:11, 5.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|█▉        | 166M/835M [00:32&lt;02:10, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  42%|████▏     | 342M/822M [00:31&lt;00:45, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▍       | 205M/835M [00:32&lt;01:42, 6.41MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|██        | 166M/822M [00:32&lt;02:08, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  35%|███▌      | 292M/824M [00:32&lt;00:59, 9.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  42%|████▏     | 343M/824M [00:32&lt;00:45, 11.0MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  42%|████▏     | 348M/830M [00:32&lt;00:45, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  34%|███▍      | 283M/830M [00:31&lt;01:01, 9.33MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|█▉        | 165M/832M [00:32&lt;02:10, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  42%|████▏     | 343M/822M [00:31&lt;00:45, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|█▉        | 167M/835M [00:32&lt;02:10, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  42%|████▏     | 346M/824M [00:32&lt;00:45, 10.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▍       | 206M/835M [00:32&lt;01:43, 6.37MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|██        | 166M/822M [00:32&lt;02:07, 5.41MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  36%|███▌      | 293M/824M [00:32&lt;00:59, 9.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  42%|████▏     | 344M/824M [00:32&lt;00:45, 11.0MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  42%|████▏     | 349M/830M [00:32&lt;00:45, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  34%|███▍      | 283M/830M [00:31&lt;01:02, 9.21MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|█▉        | 166M/832M [00:32&lt;02:10, 5.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  42%|████▏     | 344M/822M [00:32&lt;00:45, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|██        | 167M/835M [00:32&lt;02:12, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  42%|████▏     | 348M/824M [00:32&lt;00:45, 10.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▍       | 207M/835M [00:32&lt;01:42, 6.41MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|██        | 167M/822M [00:32&lt;02:09, 5.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  36%|███▌      | 294M/824M [00:32&lt;01:00, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  42%|████▏     | 345M/824M [00:32&lt;00:45, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  34%|███▍      | 284M/830M [00:32&lt;01:02, 9.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  42%|████▏     | 345M/822M [00:32&lt;00:44, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|█▉        | 166M/832M [00:32&lt;02:09, 5.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  42%|████▏     | 350M/830M [00:32&lt;00:45, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|██        | 168M/835M [00:32&lt;02:11, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  42%|████▏     | 349M/824M [00:32&lt;00:45, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▍       | 207M/835M [00:32&lt;01:42, 6.40MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|██        | 167M/822M [00:32&lt;02:09, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  36%|███▌      | 295M/824M [00:33&lt;00:59, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  42%|████▏     | 346M/824M [00:32&lt;00:45, 11.0MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  34%|███▍      | 285M/830M [00:32&lt;01:01, 9.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  42%|████▏     | 346M/822M [00:32&lt;00:44, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|██        | 167M/832M [00:32&lt;02:10, 5.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  42%|████▏     | 351M/830M [00:32&lt;00:43, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|██        | 168M/835M [00:32&lt;02:11, 5.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  42%|████▏     | 350M/824M [00:32&lt;00:44, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▍       | 208M/835M [00:33&lt;01:41, 6.46MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|██        | 168M/822M [00:32&lt;02:09, 5.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  36%|███▌      | 296M/824M [00:33&lt;00:59, 9.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  42%|████▏     | 347M/824M [00:32&lt;00:44, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  34%|███▍      | 286M/830M [00:32&lt;01:01, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  42%|████▏     | 348M/822M [00:32&lt;00:43, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  43%|████▎     | 351M/824M [00:33&lt;00:44, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|██        | 167M/832M [00:32&lt;02:09, 5.37MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|██        | 169M/835M [00:33&lt;02:09, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  42%|████▏     | 353M/830M [00:32&lt;00:44, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▍       | 209M/835M [00:33&lt;01:41, 6.45MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  20%|██        | 168M/822M [00:32&lt;02:07, 5.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  36%|███▌      | 297M/824M [00:33&lt;00:59, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  42%|████▏     | 348M/824M [00:32&lt;00:44, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  35%|███▍      | 287M/830M [00:32&lt;01:00, 9.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  42%|████▏     | 349M/822M [00:32&lt;00:43, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  43%|████▎     | 352M/824M [00:33&lt;00:43, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|██        | 168M/832M [00:33&lt;02:08, 5.42MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|██        | 169M/835M [00:33&lt;02:09, 5.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  43%|████▎     | 354M/830M [00:32&lt;00:43, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▌       | 209M/835M [00:33&lt;01:41, 6.50MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██        | 169M/822M [00:33&lt;02:07, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  36%|███▌      | 297M/824M [00:33&lt;00:59, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  42%|████▏     | 349M/824M [00:32&lt;00:44, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  35%|███▍      | 288M/830M [00:32&lt;01:00, 9.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  43%|████▎     | 350M/822M [00:32&lt;00:43, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  43%|████▎     | 353M/824M [00:33&lt;00:43, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|██        | 168M/832M [00:33&lt;02:08, 5.40MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|██        | 170M/835M [00:33&lt;02:10, 5.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  43%|████▎     | 355M/830M [00:32&lt;00:44, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▌       | 210M/835M [00:33&lt;01:41, 6.45MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██        | 169M/822M [00:33&lt;02:06, 5.42MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  36%|███▌      | 298M/824M [00:33&lt;00:58, 9.42MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  43%|████▎     | 350M/824M [00:33&lt;00:44, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  35%|███▍      | 289M/830M [00:32&lt;00:59, 9.49MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  43%|████▎     | 351M/822M [00:32&lt;00:43, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  43%|████▎     | 354M/824M [00:33&lt;00:43, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|██        | 169M/832M [00:33&lt;02:07, 5.45MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|██        | 170M/835M [00:33&lt;02:10, 5.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  43%|████▎     | 356M/830M [00:33&lt;00:44, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██        | 170M/822M [00:33&lt;02:04, 5.49MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  36%|███▋      | 299M/824M [00:33&lt;00:57, 9.55MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  43%|████▎     | 352M/824M [00:33&lt;00:44, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▌       | 210M/835M [00:33&lt;01:42, 6.38MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  35%|███▍      | 290M/830M [00:32&lt;00:59, 9.56MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  43%|████▎     | 352M/822M [00:32&lt;00:43, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  43%|████▎     | 355M/824M [00:33&lt;00:43, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|██        | 169M/832M [00:33&lt;02:08, 5.41MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  20%|██        | 171M/835M [00:33&lt;02:09, 5.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  43%|████▎     | 357M/830M [00:33&lt;00:43, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██        | 170M/822M [00:33&lt;02:06, 5.41MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  36%|███▋      | 300M/824M [00:33&lt;00:59, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  43%|████▎     | 353M/824M [00:33&lt;00:43, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▌       | 211M/835M [00:33&lt;01:40, 6.50MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  43%|████▎     | 356M/824M [00:33&lt;00:43, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  35%|███▌      | 291M/830M [00:32&lt;01:00, 9.40MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  43%|████▎     | 353M/822M [00:32&lt;00:43, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|██        | 170M/832M [00:33&lt;02:11, 5.28MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 171M/835M [00:33&lt;02:12, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  43%|████▎     | 358M/830M [00:33&lt;00:43, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██        | 171M/822M [00:33&lt;02:07, 5.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  37%|███▋      | 301M/824M [00:33&lt;00:59, 9.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  43%|████▎     | 354M/824M [00:33&lt;00:43, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▌       | 212M/835M [00:33&lt;01:40, 6.53MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  43%|████▎     | 357M/824M [00:33&lt;00:43, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  35%|███▌      | 292M/830M [00:32&lt;01:01, 9.23MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  43%|████▎     | 354M/822M [00:32&lt;00:43, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|██        | 170M/832M [00:33&lt;02:14, 5.16MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 172M/835M [00:33&lt;02:15, 5.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  37%|███▋      | 302M/824M [00:33&lt;00:59, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  43%|████▎     | 359M/830M [00:33&lt;00:43, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▌       | 212M/835M [00:33&lt;01:39, 6.57MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██        | 172M/822M [00:33&lt;02:13, 5.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  43%|████▎     | 355M/824M [00:33&lt;00:43, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  44%|████▎     | 359M/824M [00:33&lt;00:42, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  35%|███▌      | 293M/830M [00:32&lt;01:02, 9.00MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  43%|████▎     | 355M/822M [00:33&lt;00:42, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██        | 171M/832M [00:33&lt;02:15, 5.13MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 172M/835M [00:33&lt;02:18, 5.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  43%|████▎     | 360M/830M [00:33&lt;00:43, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 213M/835M [00:33&lt;01:39, 6.55MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██        | 172M/822M [00:33&lt;02:13, 5.10MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  37%|███▋      | 303M/824M [00:33&lt;01:01, 8.90MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  43%|████▎     | 356M/824M [00:33&lt;00:43, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  44%|████▎     | 360M/824M [00:33&lt;00:42, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  35%|███▌      | 293M/830M [00:33&lt;01:03, 8.85MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  43%|████▎     | 356M/822M [00:33&lt;00:42, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██        | 171M/832M [00:33&lt;02:17, 5.02MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 173M/835M [00:33&lt;02:20, 4.94MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  37%|███▋      | 304M/824M [00:34&lt;01:00, 8.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  44%|████▎     | 361M/830M [00:33&lt;00:43, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 214M/835M [00:33&lt;01:38, 6.60MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██        | 172M/822M [00:33&lt;02:17, 4.96MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  43%|████▎     | 357M/824M [00:33&lt;00:43, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  44%|████▍     | 361M/824M [00:33&lt;00:42, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  35%|███▌      | 294M/830M [00:33&lt;01:03, 8.91MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  43%|████▎     | 357M/822M [00:33&lt;00:42, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██        | 172M/832M [00:33&lt;02:16, 5.07MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 173M/835M [00:34&lt;02:19, 4.97MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  37%|███▋      | 305M/824M [00:34&lt;01:01, 8.88MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  44%|████▎     | 362M/830M [00:33&lt;00:42, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██        | 173M/822M [00:33&lt;02:17, 4.97MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  43%|████▎     | 358M/824M [00:33&lt;00:42, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 214M/835M [00:34&lt;01:39, 6.54MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  44%|████▍     | 362M/824M [00:34&lt;00:42, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  36%|███▌      | 295M/830M [00:33&lt;01:04, 8.66MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 174M/835M [00:34&lt;02:19, 4.97MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  44%|████▎     | 359M/822M [00:33&lt;00:42, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██        | 172M/832M [00:33&lt;02:22, 4.84MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  44%|████▍     | 364M/830M [00:33&lt;00:42, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██        | 173M/822M [00:34&lt;02:17, 4.95MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  37%|███▋      | 306M/824M [00:34&lt;01:02, 8.65MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  44%|████▎     | 359M/824M [00:33&lt;00:42, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 215M/835M [00:34&lt;01:38, 6.60MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  44%|████▍     | 363M/824M [00:34&lt;00:42, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  36%|███▌      | 296M/830M [00:33&lt;01:03, 8.76MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 174M/835M [00:34&lt;02:20, 4.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  44%|████▍     | 360M/822M [00:33&lt;00:43, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██        | 173M/832M [00:34&lt;02:22, 4.85MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  44%|████▍     | 365M/830M [00:33&lt;00:42, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██        | 174M/822M [00:34&lt;02:17, 4.96MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  37%|███▋      | 306M/824M [00:34&lt;01:02, 8.61MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  44%|████▎     | 360M/824M [00:33&lt;00:43, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 216M/835M [00:34&lt;01:40, 6.49MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  44%|████▍     | 364M/824M [00:34&lt;00:43, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  36%|███▌      | 297M/830M [00:33&lt;01:03, 8.79MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 175M/835M [00:34&lt;02:19, 4.96MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  44%|████▍     | 361M/822M [00:33&lt;00:43, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██        | 173M/832M [00:34&lt;02:22, 4.85MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  44%|████▍     | 366M/830M [00:33&lt;00:43, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██        | 174M/822M [00:34&lt;02:18, 4.90MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  37%|███▋      | 307M/824M [00:34&lt;01:04, 8.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  44%|████▍     | 361M/824M [00:34&lt;00:44, 10.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 216M/835M [00:34&lt;01:43, 6.30MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  36%|███▌      | 298M/830M [00:33&lt;01:03, 8.74MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  44%|████▍     | 362M/822M [00:33&lt;00:44, 10.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 175M/835M [00:34&lt;02:21, 4.88MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  44%|████▍     | 365M/824M [00:34&lt;00:44, 10.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██        | 174M/832M [00:34&lt;02:21, 4.88MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  44%|████▍     | 367M/830M [00:34&lt;00:44, 10.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██▏       | 175M/822M [00:34&lt;02:19, 4.87MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  37%|███▋      | 308M/824M [00:34&lt;01:03, 8.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  44%|████▍     | 362M/824M [00:34&lt;00:45, 10.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 217M/835M [00:34&lt;01:46, 6.08MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  44%|████▍     | 366M/824M [00:34&lt;00:46, 10.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  36%|███▌      | 299M/830M [00:33&lt;01:04, 8.66MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 176M/835M [00:34&lt;02:22, 4.85MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  44%|████▍     | 363M/822M [00:33&lt;00:46, 10.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██        | 174M/832M [00:34&lt;02:21, 4.88MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  44%|████▍     | 368M/830M [00:34&lt;00:46, 10.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██▏       | 175M/822M [00:34&lt;02:18, 4.91MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  37%|███▋      | 309M/824M [00:34&lt;01:04, 8.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  44%|████▍     | 363M/824M [00:34&lt;00:47, 10.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 217M/835M [00:34&lt;01:51, 5.83MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  45%|████▍     | 367M/824M [00:34&lt;00:47, 10.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  36%|███▌      | 299M/830M [00:33&lt;01:04, 8.64MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 176M/835M [00:34&lt;02:20, 4.91MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  44%|████▍     | 364M/822M [00:33&lt;00:47, 10.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██        | 175M/832M [00:34&lt;02:20, 4.92MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  44%|████▍     | 369M/830M [00:34&lt;00:47, 10.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██▏       | 176M/822M [00:34&lt;02:17, 4.92MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  38%|███▊      | 310M/824M [00:34&lt;01:04, 8.38MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  44%|████▍     | 364M/824M [00:34&lt;00:48, 9.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 218M/835M [00:34&lt;01:54, 5.66MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  36%|███▌      | 300M/830M [00:33&lt;01:03, 8.76MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  44%|████▍     | 365M/822M [00:34&lt;00:48, 9.94MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 177M/835M [00:34&lt;02:19, 4.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  45%|████▍     | 368M/824M [00:34&lt;00:49, 9.72MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██        | 175M/832M [00:34&lt;02:19, 4.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  45%|████▍     | 370M/830M [00:34&lt;00:48, 9.99MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  21%|██▏       | 176M/822M [00:34&lt;02:15, 5.00MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  38%|███▊      | 311M/824M [00:34&lt;01:02, 8.65MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  44%|████▍     | 365M/824M [00:34&lt;00:50, 9.56MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 219M/835M [00:34&lt;01:55, 5.58MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  36%|███▋      | 301M/830M [00:33&lt;01:02, 8.93MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  44%|████▍     | 366M/822M [00:34&lt;00:49, 9.66MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██        | 177M/835M [00:34&lt;02:14, 5.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  45%|████▍     | 369M/824M [00:34&lt;00:50, 9.48MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██        | 176M/832M [00:34&lt;02:13, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  45%|████▍     | 371M/830M [00:34&lt;00:49, 9.69MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  22%|██▏       | 177M/822M [00:34&lt;02:06, 5.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  38%|███▊      | 311M/824M [00:35&lt;01:00, 8.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  44%|████▍     | 366M/824M [00:34&lt;00:51, 9.39MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 219M/835M [00:34&lt;01:57, 5.51MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  36%|███▋      | 302M/830M [00:34&lt;01:01, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  45%|████▍     | 367M/822M [00:34&lt;00:49, 9.66MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██▏       | 178M/835M [00:34&lt;02:14, 5.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  45%|████▍     | 370M/824M [00:34&lt;00:48, 9.78MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██        | 176M/832M [00:34&lt;02:13, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  45%|████▍     | 372M/830M [00:34&lt;00:48, 9.85MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  22%|██▏       | 178M/822M [00:34&lt;01:46, 6.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  38%|███▊      | 312M/824M [00:35&lt;00:59, 8.96MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  45%|████▍     | 367M/824M [00:34&lt;00:48, 9.92MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▋       | 220M/835M [00:35&lt;01:52, 5.73MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  36%|███▋      | 303M/830M [00:34&lt;01:00, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  45%|████▍     | 368M/822M [00:34&lt;00:46, 10.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██▏       | 178M/835M [00:35&lt;02:14, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  45%|████▌     | 371M/824M [00:35&lt;00:46, 10.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██        | 177M/832M [00:34&lt;02:13, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  45%|████▍     | 373M/830M [00:34&lt;00:46, 10.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  22%|██▏       | 179M/822M [00:34&lt;01:32, 7.28MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  38%|███▊      | 313M/824M [00:35&lt;00:59, 8.93MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  45%|████▍     | 369M/824M [00:34&lt;00:46, 10.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▋       | 220M/835M [00:35&lt;01:49, 5.87MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  37%|███▋      | 304M/830M [00:34&lt;01:00, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  45%|████▍     | 369M/822M [00:34&lt;00:45, 10.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██▏       | 179M/835M [00:35&lt;02:12, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  45%|████▌     | 372M/824M [00:35&lt;00:45, 10.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██▏       | 177M/832M [00:34&lt;02:13, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  45%|████▌     | 374M/830M [00:34&lt;00:45, 10.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  22%|██▏       | 180M/822M [00:35&lt;01:25, 7.92MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  38%|███▊      | 314M/824M [00:35&lt;00:58, 9.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  45%|████▍     | 370M/824M [00:34&lt;00:45, 10.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▋       | 221M/835M [00:35&lt;01:45, 6.11MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  37%|███▋      | 305M/830M [00:34&lt;00:59, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  45%|████▌     | 370M/822M [00:34&lt;00:44, 10.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  21%|██▏       | 179M/835M [00:35&lt;02:09, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  45%|████▌     | 373M/824M [00:35&lt;00:44, 10.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██▏       | 178M/832M [00:35&lt;02:10, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  45%|████▌     | 375M/830M [00:34&lt;00:44, 10.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  22%|██▏       | 181M/822M [00:35&lt;01:21, 8.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  38%|███▊      | 315M/824M [00:35&lt;00:58, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  45%|████▍     | 371M/824M [00:35&lt;00:44, 10.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 222M/835M [00:35&lt;01:42, 6.26MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  37%|███▋      | 306M/830M [00:34&lt;00:59, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  45%|████▌     | 371M/822M [00:34&lt;00:42, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 180M/835M [00:35&lt;02:10, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  45%|████▌     | 374M/824M [00:35&lt;00:42, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██▏       | 178M/832M [00:35&lt;02:11, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  45%|████▌     | 376M/830M [00:35&lt;00:43, 10.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  22%|██▏       | 181M/822M [00:35&lt;01:17, 8.68MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  38%|███▊      | 316M/824M [00:35&lt;00:58, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  45%|████▌     | 372M/824M [00:35&lt;00:43, 10.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 222M/835M [00:35&lt;01:42, 6.27MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  37%|███▋      | 307M/830M [00:34&lt;00:59, 9.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  45%|████▌     | 372M/822M [00:34&lt;00:42, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 180M/835M [00:35&lt;02:09, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  46%|████▌     | 375M/824M [00:35&lt;00:42, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██▏       | 179M/832M [00:35&lt;02:11, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  45%|████▌     | 377M/830M [00:35&lt;00:42, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  22%|██▏       | 182M/822M [00:35&lt;01:16, 8.82MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  38%|███▊      | 317M/824M [00:35&lt;00:58, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  45%|████▌     | 373M/824M [00:35&lt;00:43, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 223M/835M [00:35&lt;01:40, 6.36MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  37%|███▋      | 307M/830M [00:34&lt;01:00, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  45%|████▌     | 373M/822M [00:34&lt;00:42, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 181M/835M [00:35&lt;02:10, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  46%|████▌     | 376M/824M [00:35&lt;00:42, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 179M/832M [00:35&lt;02:11, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  46%|████▌     | 378M/830M [00:35&lt;00:42, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  22%|██▏       | 183M/822M [00:35&lt;01:15, 8.90MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  39%|███▊      | 318M/824M [00:35&lt;00:58, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  45%|████▌     | 374M/824M [00:35&lt;00:42, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 223M/835M [00:35&lt;01:40, 6.36MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  37%|███▋      | 308M/830M [00:34&lt;01:00, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  46%|████▌     | 374M/822M [00:34&lt;00:42, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 181M/835M [00:35&lt;02:11, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  46%|████▌     | 378M/824M [00:35&lt;00:42, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 180M/832M [00:35&lt;02:12, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  46%|████▌     | 379M/830M [00:35&lt;00:42, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  22%|██▏       | 184M/822M [00:35&lt;01:15, 8.91MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  39%|███▊      | 319M/824M [00:35&lt;00:57, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  46%|████▌     | 375M/824M [00:35&lt;00:42, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 224M/835M [00:35&lt;01:40, 6.37MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  37%|███▋      | 309M/830M [00:34&lt;00:59, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  46%|████▌     | 375M/822M [00:35&lt;00:42, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 182M/835M [00:35&lt;02:10, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  46%|████▌     | 379M/824M [00:35&lt;00:41, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 180M/832M [00:35&lt;02:12, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  46%|████▌     | 381M/830M [00:35&lt;00:41, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  23%|██▎       | 185M/822M [00:35&lt;01:13, 9.13MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  39%|███▉      | 319M/824M [00:35&lt;00:57, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  46%|████▌     | 376M/824M [00:35&lt;00:42, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 225M/835M [00:35&lt;01:40, 6.39MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  37%|███▋      | 310M/830M [00:35&lt;00:58, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  46%|████▌     | 376M/822M [00:35&lt;00:42, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 182M/835M [00:35&lt;02:09, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  46%|████▌     | 380M/824M [00:35&lt;00:42, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 181M/832M [00:35&lt;02:12, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  46%|████▌     | 382M/830M [00:35&lt;00:42, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  23%|██▎       | 186M/822M [00:35&lt;01:12, 9.18MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  39%|███▉      | 320M/824M [00:36&lt;00:56, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  46%|████▌     | 377M/824M [00:35&lt;00:42, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 225M/835M [00:35&lt;01:40, 6.38MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  37%|███▋      | 311M/830M [00:35&lt;00:59, 9.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  46%|████▌     | 378M/822M [00:35&lt;00:41, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 183M/835M [00:35&lt;02:08, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  46%|████▌     | 381M/824M [00:35&lt;00:42, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 181M/832M [00:35&lt;02:10, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  46%|████▌     | 383M/830M [00:35&lt;00:42, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  23%|██▎       | 187M/822M [00:35&lt;01:12, 9.21MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  39%|███▉      | 321M/824M [00:36&lt;00:56, 9.37MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  46%|████▌     | 378M/824M [00:35&lt;00:42, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 226M/835M [00:36&lt;01:39, 6.45MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  38%|███▊      | 312M/830M [00:35&lt;00:58, 9.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  46%|████▌     | 379M/822M [00:35&lt;00:41, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  46%|████▋     | 382M/824M [00:36&lt;00:41, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 182M/832M [00:35&lt;02:11, 5.20MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 183M/835M [00:36&lt;02:11, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  46%|████▌     | 384M/830M [00:35&lt;00:42, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  23%|██▎       | 188M/822M [00:35&lt;01:12, 9.20MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  39%|███▉      | 322M/824M [00:36&lt;00:57, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  46%|████▌     | 379M/824M [00:35&lt;00:41, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 227M/835M [00:36&lt;01:39, 6.42MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  38%|███▊      | 313M/830M [00:35&lt;00:59, 9.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  46%|████▌     | 380M/822M [00:35&lt;00:41, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  46%|████▋     | 383M/824M [00:36&lt;00:41, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 182M/832M [00:36&lt;02:11, 5.20MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 184M/835M [00:36&lt;02:11, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  46%|████▋     | 385M/830M [00:35&lt;00:41, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  23%|██▎       | 189M/822M [00:36&lt;01:11, 9.23MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  39%|███▉      | 323M/824M [00:36&lt;00:56, 9.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  46%|████▌     | 380M/824M [00:35&lt;00:42, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 227M/835M [00:36&lt;01:39, 6.41MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  38%|███▊      | 314M/830M [00:35&lt;00:58, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  46%|████▋     | 381M/822M [00:35&lt;00:41, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  47%|████▋     | 384M/824M [00:36&lt;00:41, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 183M/832M [00:36&lt;02:09, 5.24MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 184M/835M [00:36&lt;02:09, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  46%|████▋     | 386M/830M [00:35&lt;00:41, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  23%|██▎       | 189M/822M [00:36&lt;01:11, 9.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  39%|███▉      | 324M/824M [00:36&lt;00:57, 9.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  46%|████▋     | 381M/824M [00:36&lt;00:41, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 228M/835M [00:36&lt;01:39, 6.40MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  47%|████▋     | 385M/824M [00:36&lt;00:41, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  38%|███▊      | 315M/830M [00:35&lt;00:58, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  47%|████▋     | 387M/830M [00:36&lt;00:41, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 183M/832M [00:36&lt;02:10, 5.21MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 185M/835M [00:36&lt;02:10, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  46%|████▋     | 382M/822M [00:35&lt;00:42, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  23%|██▎       | 190M/822M [00:36&lt;01:11, 9.24MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  39%|███▉      | 325M/824M [00:36&lt;00:57, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  46%|████▋     | 383M/824M [00:36&lt;00:41, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 228M/835M [00:36&lt;01:39, 6.41MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  47%|████▋     | 386M/824M [00:36&lt;00:41, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  38%|███▊      | 316M/830M [00:35&lt;00:58, 9.21MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  47%|████▋     | 383M/822M [00:35&lt;00:41, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 184M/832M [00:36&lt;02:09, 5.25MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 185M/835M [00:36&lt;02:09, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  47%|████▋     | 388M/830M [00:36&lt;00:41, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 229M/835M [00:36&lt;01:39, 6.41MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  23%|██▎       | 191M/822M [00:36&lt;01:11, 9.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  40%|███▉      | 326M/824M [00:36&lt;00:56, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  47%|████▋     | 384M/824M [00:36&lt;00:41, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  47%|████▋     | 387M/824M [00:36&lt;00:40, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  38%|███▊      | 317M/830M [00:35&lt;00:58, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  47%|████▋     | 389M/830M [00:36&lt;00:41, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 184M/832M [00:36&lt;02:09, 5.24MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 186M/835M [00:36&lt;02:10, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  47%|████▋     | 384M/822M [00:35&lt;00:41, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 230M/835M [00:36&lt;01:37, 6.52MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  23%|██▎       | 192M/822M [00:36&lt;01:12, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  40%|███▉      | 327M/824M [00:36&lt;00:56, 9.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  47%|████▋     | 385M/824M [00:36&lt;00:40, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  47%|████▋     | 388M/824M [00:36&lt;00:41, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  38%|███▊      | 317M/830M [00:35&lt;00:58, 9.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  47%|████▋     | 390M/830M [00:36&lt;00:41, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 185M/832M [00:36&lt;02:11, 5.18MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 186M/835M [00:36&lt;02:12, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  47%|████▋     | 385M/822M [00:35&lt;00:41, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 230M/835M [00:36&lt;01:37, 6.50MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  23%|██▎       | 193M/822M [00:36&lt;01:12, 9.11MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  40%|███▉      | 328M/824M [00:36&lt;00:56, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  47%|████▋     | 386M/824M [00:36&lt;00:40, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  47%|████▋     | 389M/824M [00:36&lt;00:40, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  38%|███▊      | 318M/830M [00:35&lt;00:58, 9.13MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  47%|████▋     | 386M/822M [00:36&lt;00:40, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 185M/832M [00:36&lt;02:09, 5.23MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 187M/835M [00:36&lt;02:11, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  47%|████▋     | 391M/830M [00:36&lt;00:41, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 231M/835M [00:36&lt;01:38, 6.46MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  24%|██▎       | 194M/822M [00:36&lt;01:12, 9.09MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  40%|███▉      | 328M/824M [00:36&lt;00:57, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  47%|████▋     | 387M/824M [00:36&lt;00:40, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  47%|████▋     | 391M/824M [00:36&lt;00:40, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  38%|███▊      | 319M/830M [00:36&lt;00:58, 9.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  47%|████▋     | 392M/830M [00:36&lt;00:41, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 186M/832M [00:36&lt;02:10, 5.21MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  22%|██▏       | 187M/835M [00:36&lt;02:11, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  47%|████▋     | 387M/822M [00:36&lt;00:40, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  24%|██▎       | 195M/822M [00:36&lt;01:12, 9.13MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  40%|███▉      | 329M/824M [00:37&lt;00:56, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  47%|████▋     | 388M/824M [00:36&lt;00:40, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 232M/835M [00:36&lt;01:38, 6.40MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  39%|███▊      | 320M/830M [00:36&lt;00:58, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  47%|████▋     | 389M/822M [00:36&lt;00:40, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  48%|████▊     | 392M/824M [00:36&lt;00:40, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 187M/832M [00:36&lt;01:53, 5.96MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 188M/835M [00:36&lt;02:09, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  47%|████▋     | 394M/830M [00:36&lt;00:40, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  24%|██▍       | 196M/822M [00:36&lt;01:11, 9.16MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  40%|████      | 330M/824M [00:37&lt;00:56, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  47%|████▋     | 389M/824M [00:36&lt;00:40, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 232M/835M [00:37&lt;01:38, 6.41MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  39%|███▊      | 321M/830M [00:36&lt;00:57, 9.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  47%|████▋     | 390M/822M [00:36&lt;00:40, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 189M/835M [00:37&lt;02:08, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  48%|████▊     | 393M/824M [00:37&lt;00:40, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  23%|██▎       | 188M/832M [00:36&lt;01:38, 6.84MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  48%|████▊     | 395M/830M [00:36&lt;00:41, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  24%|██▍       | 197M/822M [00:36&lt;01:11, 9.18MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  40%|████      | 331M/824M [00:37&lt;00:56, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  47%|████▋     | 390M/824M [00:36&lt;00:40, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 233M/835M [00:37&lt;01:37, 6.51MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  39%|███▉      | 322M/830M [00:36&lt;00:59, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  48%|████▊     | 391M/822M [00:36&lt;00:40, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  48%|████▊     | 394M/824M [00:37&lt;00:40, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  23%|██▎       | 188M/832M [00:37&lt;01:30, 7.46MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 189M/835M [00:37&lt;02:10, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  48%|████▊     | 396M/830M [00:36&lt;00:40, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  24%|██▍       | 197M/822M [00:37&lt;01:12, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  40%|████      | 332M/824M [00:37&lt;00:57, 8.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  47%|████▋     | 391M/824M [00:36&lt;00:40, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 233M/835M [00:37&lt;01:38, 6.44MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  39%|███▉      | 323M/830M [00:36&lt;00:58, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  48%|████▊     | 392M/822M [00:36&lt;00:39, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  48%|████▊     | 395M/824M [00:37&lt;00:40, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  23%|██▎       | 189M/832M [00:37&lt;01:25, 7.86MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 190M/835M [00:37&lt;02:10, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  48%|████▊     | 397M/830M [00:36&lt;00:40, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  24%|██▍       | 198M/822M [00:37&lt;01:11, 9.13MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  40%|████      | 333M/824M [00:37&lt;00:57, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  48%|████▊     | 392M/824M [00:37&lt;00:40, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 234M/835M [00:37&lt;01:38, 6.43MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  48%|████▊     | 396M/824M [00:37&lt;00:40, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  39%|███▉      | 324M/830M [00:36&lt;00:58, 9.07MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  48%|████▊     | 393M/822M [00:36&lt;00:40, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  23%|██▎       | 190M/832M [00:37&lt;01:21, 8.27MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 190M/835M [00:37&lt;02:10, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  48%|████▊     | 398M/830M [00:37&lt;00:40, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  24%|██▍       | 199M/822M [00:37&lt;01:11, 9.10MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  41%|████      | 334M/824M [00:37&lt;00:56, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  48%|████▊     | 393M/824M [00:37&lt;00:40, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 235M/835M [00:37&lt;01:40, 6.28MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  48%|████▊     | 397M/824M [00:37&lt;00:40, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  39%|███▉      | 325M/830M [00:36&lt;00:58, 9.06MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  48%|████▊     | 394M/822M [00:36&lt;00:40, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  23%|██▎       | 191M/832M [00:37&lt;01:19, 8.43MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 191M/835M [00:37&lt;02:10, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  48%|████▊     | 399M/830M [00:37&lt;00:39, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  24%|██▍       | 200M/822M [00:37&lt;01:12, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  41%|████      | 335M/824M [00:37&lt;00:57, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  48%|████▊     | 394M/824M [00:37&lt;00:40, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 235M/835M [00:37&lt;01:39, 6.32MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  48%|████▊     | 398M/824M [00:37&lt;00:39, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  39%|███▉      | 325M/830M [00:36&lt;00:59, 8.93MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  48%|████▊     | 395M/822M [00:36&lt;00:40, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  23%|██▎       | 192M/832M [00:37&lt;01:18, 8.59MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 191M/835M [00:37&lt;02:10, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  48%|████▊     | 400M/830M [00:37&lt;00:40, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  24%|██▍       | 201M/822M [00:37&lt;01:13, 8.91MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  41%|████      | 336M/824M [00:37&lt;00:57, 8.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  48%|████▊     | 396M/824M [00:37&lt;00:40, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 236M/835M [00:37&lt;01:39, 6.33MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  48%|████▊     | 399M/824M [00:37&lt;00:40, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  39%|███▉      | 326M/830M [00:36&lt;00:59, 8.93MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  48%|████▊     | 396M/822M [00:37&lt;00:40, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  23%|██▎       | 193M/832M [00:37&lt;01:16, 8.73MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 192M/835M [00:37&lt;02:11, 5.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  48%|████▊     | 401M/830M [00:37&lt;00:40, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  25%|██▍       | 202M/822M [00:37&lt;01:12, 8.97MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  41%|████      | 336M/824M [00:37&lt;00:56, 8.97MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  48%|████▊     | 397M/824M [00:37&lt;00:39, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 237M/835M [00:37&lt;01:38, 6.36MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  49%|████▊     | 400M/824M [00:37&lt;00:39, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  39%|███▉      | 327M/830M [00:36&lt;00:59, 8.85MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  48%|████▊     | 397M/822M [00:37&lt;00:39, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  23%|██▎       | 194M/832M [00:37&lt;01:15, 8.90MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 192M/835M [00:37&lt;02:11, 5.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  48%|████▊     | 402M/830M [00:37&lt;00:40, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  25%|██▍       | 203M/822M [00:37&lt;01:12, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  41%|████      | 337M/824M [00:37&lt;00:56, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  48%|████▊     | 398M/824M [00:37&lt;00:39, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 237M/835M [00:37&lt;01:37, 6.46MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  49%|████▊     | 401M/824M [00:37&lt;00:38, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  40%|███▉      | 328M/830M [00:37&lt;00:58, 8.96MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  48%|████▊     | 398M/822M [00:37&lt;00:38, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  23%|██▎       | 195M/832M [00:37&lt;01:14, 8.96MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 193M/835M [00:37&lt;02:09, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  49%|████▊     | 404M/830M [00:37&lt;00:39, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  25%|██▍       | 204M/822M [00:37&lt;01:12, 8.97MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  41%|████      | 338M/824M [00:38&lt;00:56, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  48%|████▊     | 399M/824M [00:37&lt;00:39, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 238M/835M [00:37&lt;01:36, 6.47MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  49%|████▉     | 403M/824M [00:37&lt;00:39, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  40%|███▉      | 329M/830M [00:37&lt;00:58, 8.93MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  49%|████▊     | 399M/822M [00:37&lt;00:39, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  23%|██▎       | 195M/832M [00:37&lt;01:15, 8.86MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 193M/835M [00:38&lt;02:10, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  49%|████▊     | 405M/830M [00:37&lt;00:39, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  25%|██▍       | 204M/822M [00:37&lt;01:13, 8.86MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  41%|████      | 339M/824M [00:38&lt;00:56, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  49%|████▊     | 400M/824M [00:37&lt;00:39, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▊       | 238M/835M [00:38&lt;01:36, 6.49MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  49%|████▉     | 404M/824M [00:38&lt;00:38, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  40%|███▉      | 330M/830M [00:37&lt;00:59, 8.88MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  49%|████▊     | 401M/822M [00:37&lt;00:38, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  24%|██▎       | 196M/832M [00:37&lt;01:15, 8.87MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 194M/835M [00:38&lt;02:12, 5.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  49%|████▉     | 406M/830M [00:37&lt;00:38, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  25%|██▍       | 205M/822M [00:38&lt;01:13, 8.83MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  41%|████▏     | 340M/824M [00:38&lt;00:56, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  49%|████▊     | 401M/824M [00:37&lt;00:38, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▊       | 239M/835M [00:38&lt;01:35, 6.57MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  49%|████▉     | 405M/824M [00:38&lt;00:38, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  40%|███▉      | 331M/830M [00:37&lt;00:58, 8.89MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  49%|████▉     | 402M/822M [00:37&lt;00:38, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  24%|██▎       | 197M/832M [00:38&lt;01:15, 8.87MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 194M/835M [00:38&lt;02:10, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  49%|████▉     | 407M/830M [00:37&lt;00:39, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  25%|██▌       | 206M/822M [00:38&lt;01:12, 8.85MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  41%|████▏     | 341M/824M [00:38&lt;00:56, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  49%|████▉     | 402M/824M [00:38&lt;00:38, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▊       | 240M/835M [00:38&lt;01:35, 6.52MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  49%|████▉     | 406M/824M [00:38&lt;00:38, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  40%|███▉      | 331M/830M [00:37&lt;00:58, 8.92MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  49%|████▉     | 403M/822M [00:37&lt;00:38, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  24%|██▍       | 198M/832M [00:38&lt;01:15, 8.85MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 195M/835M [00:38&lt;02:11, 5.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  49%|████▉     | 408M/830M [00:38&lt;00:38, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  25%|██▌       | 207M/822M [00:38&lt;01:12, 8.91MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  41%|████▏     | 342M/824M [00:38&lt;00:56, 8.90MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  49%|████▉     | 403M/824M [00:38&lt;00:38, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 240M/835M [00:38&lt;01:35, 6.56MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  49%|████▉     | 407M/824M [00:38&lt;00:38, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  40%|████      | 332M/830M [00:37&lt;00:59, 8.79MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  49%|████▉     | 404M/822M [00:37&lt;00:38, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  24%|██▍       | 199M/832M [00:38&lt;01:15, 8.78MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 195M/835M [00:38&lt;02:12, 5.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  49%|████▉     | 409M/830M [00:38&lt;00:38, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  25%|██▌       | 208M/822M [00:38&lt;01:12, 8.85MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  42%|████▏     | 342M/824M [00:38&lt;00:57, 8.79MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  49%|████▉     | 405M/824M [00:38&lt;00:38, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 241M/835M [00:38&lt;01:35, 6.54MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  50%|████▉     | 408M/824M [00:38&lt;00:38, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  40%|████      | 333M/830M [00:37&lt;00:59, 8.77MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  49%|████▉     | 405M/822M [00:37&lt;00:38, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  24%|██▍       | 200M/832M [00:38&lt;01:15, 8.78MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 196M/835M [00:38&lt;02:14, 5.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  49%|████▉     | 410M/830M [00:38&lt;00:38, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  25%|██▌       | 209M/822M [00:38&lt;01:13, 8.75MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  42%|████▏     | 343M/824M [00:38&lt;00:57, 8.74MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  49%|████▉     | 406M/824M [00:38&lt;00:38, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 242M/835M [00:38&lt;01:34, 6.55MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  50%|████▉     | 409M/824M [00:38&lt;00:38, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  40%|████      | 334M/830M [00:37&lt;00:59, 8.77MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  49%|████▉     | 406M/822M [00:37&lt;00:38, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  24%|██▍       | 201M/832M [00:38&lt;01:14, 8.88MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  23%|██▎       | 196M/835M [00:38&lt;02:14, 4.99MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  50%|████▉     | 411M/830M [00:38&lt;00:39, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 242M/835M [00:38&lt;01:35, 6.51MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  25%|██▌       | 210M/822M [00:38&lt;01:13, 8.72MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  42%|████▏     | 344M/824M [00:38&lt;00:57, 8.72MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  49%|████▉     | 407M/824M [00:38&lt;00:38, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  50%|████▉     | 410M/824M [00:38&lt;00:38, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  40%|████      | 335M/830M [00:37&lt;00:59, 8.79MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  50%|████▉     | 407M/822M [00:38&lt;00:38, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  24%|██▍       | 201M/832M [00:38&lt;01:14, 8.87MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▎       | 196M/835M [00:38&lt;02:14, 4.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  50%|████▉     | 412M/830M [00:38&lt;00:39, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  26%|██▌       | 210M/822M [00:38&lt;01:13, 8.71MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  42%|████▏     | 345M/824M [00:38&lt;00:57, 8.72MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  50%|████▉     | 408M/824M [00:38&lt;00:38, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 243M/835M [00:38&lt;01:35, 6.47MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  50%|████▉     | 411M/824M [00:38&lt;00:38, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  40%|████      | 336M/830M [00:37&lt;00:59, 8.77MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  50%|████▉     | 408M/822M [00:38&lt;00:38, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  24%|██▍       | 202M/832M [00:38&lt;01:14, 8.81MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▎       | 197M/835M [00:38&lt;02:13, 5.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  50%|████▉     | 414M/830M [00:38&lt;00:38, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  26%|██▌       | 211M/822M [00:38&lt;01:12, 8.78MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  42%|████▏     | 346M/824M [00:38&lt;00:56, 8.80MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  50%|████▉     | 409M/824M [00:38&lt;00:38, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 244M/835M [00:38&lt;01:35, 6.47MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  50%|█████     | 412M/824M [00:38&lt;00:38, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  41%|████      | 337M/830M [00:38&lt;00:59, 8.75MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  50%|████▉     | 409M/822M [00:38&lt;00:38, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  24%|██▍       | 203M/832M [00:38&lt;01:14, 8.88MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▎       | 197M/835M [00:38&lt;02:13, 5.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  50%|████▉     | 415M/830M [00:38&lt;00:39, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  26%|██▌       | 212M/822M [00:38&lt;01:12, 8.84MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  42%|████▏     | 347M/824M [00:39&lt;00:55, 8.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  50%|████▉     | 410M/824M [00:38&lt;00:38, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 244M/835M [00:38&lt;01:36, 6.44MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  50%|█████     | 413M/824M [00:38&lt;00:38, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  41%|████      | 337M/830M [00:38&lt;00:57, 8.92MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  50%|████▉     | 410M/822M [00:38&lt;00:38, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  25%|██▍       | 204M/832M [00:38&lt;01:13, 8.95MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▎       | 198M/835M [00:39&lt;02:10, 5.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  50%|█████     | 416M/830M [00:38&lt;00:38, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 245M/835M [00:39&lt;01:35, 6.48MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  26%|██▌       | 213M/822M [00:38&lt;01:11, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  42%|████▏     | 348M/824M [00:39&lt;00:54, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  50%|████▉     | 411M/824M [00:38&lt;00:38, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  50%|█████     | 415M/824M [00:39&lt;00:38, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  41%|████      | 338M/830M [00:38&lt;00:58, 8.85MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  50%|█████     | 412M/822M [00:38&lt;00:38, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  25%|██▍       | 205M/832M [00:38&lt;01:14, 8.88MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 198M/835M [00:39&lt;02:11, 5.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  50%|█████     | 417M/830M [00:38&lt;00:38, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 245M/835M [00:39&lt;01:34, 6.52MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  26%|██▌       | 214M/822M [00:39&lt;01:11, 8.87MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  42%|████▏     | 349M/824M [00:39&lt;00:55, 8.91MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  50%|█████     | 412M/824M [00:38&lt;00:38, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  50%|█████     | 416M/824M [00:39&lt;00:37, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  41%|████      | 339M/830M [00:38&lt;00:57, 8.89MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  50%|█████     | 413M/822M [00:38&lt;00:38, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  25%|██▍       | 206M/832M [00:39&lt;01:13, 8.94MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 199M/835M [00:39&lt;02:10, 5.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  50%|█████     | 418M/830M [00:38&lt;00:38, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 246M/835M [00:39&lt;01:34, 6.53MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  26%|██▌       | 215M/822M [00:39&lt;01:11, 8.89MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  42%|████▏     | 349M/824M [00:39&lt;00:55, 8.89MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  50%|█████     | 413M/824M [00:39&lt;00:38, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  51%|█████     | 417M/824M [00:39&lt;00:37, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  41%|████      | 340M/830M [00:38&lt;00:58, 8.82MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  50%|█████     | 414M/822M [00:38&lt;00:38, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  25%|██▍       | 207M/832M [00:39&lt;01:13, 8.93MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 199M/835M [00:39&lt;02:11, 5.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  50%|█████     | 419M/830M [00:39&lt;00:38, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  26%|██▌       | 216M/822M [00:39&lt;01:11, 8.88MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  43%|████▎     | 350M/824M [00:39&lt;00:55, 9.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  50%|█████     | 414M/824M [00:39&lt;00:38, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|██▉       | 247M/835M [00:39&lt;01:35, 6.45MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  51%|█████     | 418M/824M [00:39&lt;00:38, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  41%|████      | 341M/830M [00:38&lt;00:57, 8.86MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  50%|█████     | 415M/822M [00:38&lt;00:38, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  25%|██▍       | 207M/832M [00:39&lt;01:13, 8.87MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 200M/835M [00:39&lt;02:12, 5.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  51%|█████     | 420M/830M [00:39&lt;00:38, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  26%|██▋       | 217M/822M [00:39&lt;01:10, 8.96MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  43%|████▎     | 351M/824M [00:39&lt;00:55, 8.99MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  50%|█████     | 416M/824M [00:39&lt;00:38, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|██▉       | 247M/835M [00:39&lt;01:36, 6.42MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  51%|█████     | 419M/824M [00:39&lt;00:38, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  41%|████      | 342M/830M [00:38&lt;00:57, 8.93MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  51%|█████     | 416M/822M [00:38&lt;00:38, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  25%|██▌       | 208M/832M [00:39&lt;01:13, 8.95MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 200M/835M [00:39&lt;02:10, 5.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  51%|█████     | 421M/830M [00:39&lt;00:38, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  26%|██▋       | 217M/822M [00:39&lt;01:10, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  43%|████▎     | 352M/824M [00:39&lt;00:54, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  51%|█████     | 417M/824M [00:39&lt;00:38, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|██▉       | 248M/835M [00:39&lt;01:35, 6.42MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  51%|█████     | 420M/824M [00:39&lt;00:38, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  41%|████▏     | 343M/830M [00:38&lt;00:57, 8.92MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  51%|█████     | 417M/822M [00:38&lt;00:38, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  25%|██▌       | 209M/832M [00:39&lt;01:13, 8.94MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 201M/835M [00:39&lt;02:09, 5.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  51%|█████     | 422M/830M [00:39&lt;00:38, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  27%|██▋       | 218M/822M [00:39&lt;01:09, 9.06MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  43%|████▎     | 353M/824M [00:39&lt;00:54, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  51%|█████     | 418M/824M [00:39&lt;00:38, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|██▉       | 249M/835M [00:39&lt;01:35, 6.42MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  51%|█████     | 421M/824M [00:39&lt;00:37, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  41%|████▏     | 344M/830M [00:38&lt;00:56, 8.99MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  51%|█████     | 418M/822M [00:39&lt;00:38, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  25%|██▌       | 210M/832M [00:39&lt;01:12, 9.01MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 201M/835M [00:39&lt;02:09, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  51%|█████     | 423M/830M [00:39&lt;00:38, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  27%|██▋       | 219M/822M [00:39&lt;01:09, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  43%|████▎     | 354M/824M [00:39&lt;00:54, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  51%|█████     | 419M/824M [00:39&lt;00:37, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|██▉       | 249M/835M [00:39&lt;01:36, 6.40MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  51%|█████▏    | 422M/824M [00:39&lt;00:37, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  41%|████▏     | 344M/830M [00:39&lt;00:55, 9.14MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  51%|█████     | 419M/822M [00:39&lt;00:37, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  25%|██▌       | 211M/832M [00:39&lt;01:11, 9.14MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 202M/835M [00:39&lt;02:11, 5.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  51%|█████     | 424M/830M [00:39&lt;00:37, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  27%|██▋       | 220M/822M [00:39&lt;01:08, 9.20MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  43%|████▎     | 355M/824M [00:40&lt;00:53, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  51%|█████     | 420M/824M [00:39&lt;00:37, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|██▉       | 250M/835M [00:39&lt;01:35, 6.46MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  51%|█████▏    | 423M/824M [00:39&lt;00:37, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  42%|████▏     | 345M/830M [00:39&lt;00:55, 9.12MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  51%|█████     | 420M/822M [00:39&lt;00:37, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  25%|██▌       | 212M/832M [00:39&lt;01:11, 9.09MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 202M/835M [00:39&lt;02:10, 5.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  51%|█████     | 425M/830M [00:39&lt;00:37, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  27%|██▋       | 221M/822M [00:39&lt;01:08, 9.16MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  43%|████▎     | 356M/824M [00:40&lt;00:54, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  51%|█████     | 421M/824M [00:39&lt;00:38, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|██▉       | 250M/835M [00:40&lt;01:36, 6.38MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  42%|████▏     | 346M/830M [00:39&lt;00:55, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  51%|█████     | 421M/822M [00:39&lt;00:37, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  52%|█████▏    | 424M/824M [00:40&lt;00:38, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  26%|██▌       | 213M/832M [00:39&lt;01:10, 9.15MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 203M/835M [00:40&lt;02:08, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  51%|█████▏    | 427M/830M [00:39&lt;00:38, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  27%|██▋       | 222M/822M [00:39&lt;01:08, 9.23MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  43%|████▎     | 356M/824M [00:40&lt;00:53, 9.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  51%|█████     | 422M/824M [00:39&lt;00:38, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|███       | 251M/835M [00:40&lt;01:36, 6.32MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  52%|█████▏    | 425M/824M [00:40&lt;00:37, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  42%|████▏     | 347M/830M [00:39&lt;00:54, 9.22MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  51%|█████▏    | 422M/822M [00:39&lt;00:38, 10.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  26%|██▌       | 214M/832M [00:39&lt;01:10, 9.24MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 203M/835M [00:40&lt;02:08, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  51%|█████▏    | 428M/830M [00:39&lt;00:38, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  27%|██▋       | 223M/822M [00:40&lt;01:08, 9.13MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  43%|████▎     | 357M/824M [00:40&lt;00:53, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  51%|█████▏    | 423M/824M [00:39&lt;00:37, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|███       | 252M/835M [00:40&lt;01:37, 6.27MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  52%|█████▏    | 427M/824M [00:40&lt;00:37, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  42%|████▏     | 348M/830M [00:39&lt;00:55, 9.13MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  52%|█████▏    | 423M/822M [00:39&lt;00:37, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  26%|██▌       | 215M/832M [00:40&lt;01:10, 9.14MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 204M/835M [00:40&lt;02:07, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  52%|█████▏    | 429M/830M [00:39&lt;00:38, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  27%|██▋       | 224M/822M [00:40&lt;01:08, 9.10MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  43%|████▎     | 358M/824M [00:40&lt;00:52, 9.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  51%|█████▏    | 424M/824M [00:40&lt;00:37, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|███       | 252M/835M [00:40&lt;01:36, 6.32MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  42%|████▏     | 349M/830M [00:39&lt;00:56, 8.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  52%|█████▏    | 424M/822M [00:39&lt;00:37, 11.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  52%|█████▏    | 428M/824M [00:40&lt;00:37, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  26%|██▌       | 215M/832M [00:40&lt;01:12, 8.95MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  24%|██▍       | 204M/835M [00:40&lt;02:08, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  52%|█████▏    | 430M/830M [00:40&lt;00:38, 10.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  27%|██▋       | 225M/822M [00:40&lt;01:09, 9.05MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  44%|████▎     | 359M/824M [00:40&lt;00:53, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  52%|█████▏    | 425M/824M [00:40&lt;00:37, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|███       | 253M/835M [00:40&lt;01:36, 6.33MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  42%|████▏     | 350M/830M [00:39&lt;00:56, 8.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  52%|█████▏    | 426M/822M [00:39&lt;00:37, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  52%|█████▏    | 429M/824M [00:40&lt;00:37, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  26%|██▌       | 216M/832M [00:40&lt;01:12, 8.94MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▍       | 205M/835M [00:40&lt;02:08, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  52%|█████▏    | 431M/830M [00:40&lt;00:37, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  27%|██▋       | 225M/822M [00:40&lt;01:09, 8.97MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  44%|████▎     | 360M/824M [00:40&lt;00:54, 8.97MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  52%|█████▏    | 426M/824M [00:40&lt;00:37, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|███       | 254M/835M [00:40&lt;01:33, 6.49MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  42%|████▏     | 351M/830M [00:39&lt;00:56, 8.93MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  52%|█████▏    | 427M/822M [00:39&lt;00:36, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  52%|█████▏    | 430M/824M [00:40&lt;00:36, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  26%|██▌       | 217M/832M [00:40&lt;01:12, 8.90MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▍       | 205M/835M [00:40&lt;02:07, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  52%|█████▏    | 432M/830M [00:40&lt;00:37, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  28%|██▊       | 226M/822M [00:40&lt;01:09, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  44%|████▍     | 361M/824M [00:40&lt;00:53, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  52%|█████▏    | 428M/824M [00:40&lt;00:36, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|███       | 254M/835M [00:40&lt;01:33, 6.50MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  52%|█████▏    | 431M/824M [00:40&lt;00:36, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  42%|████▏     | 351M/830M [00:39&lt;00:56, 8.90MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  52%|█████▏    | 428M/822M [00:39&lt;00:36, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  26%|██▌       | 218M/832M [00:40&lt;01:12, 8.86MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▍       | 206M/835M [00:40&lt;02:08, 5.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  52%|█████▏    | 433M/830M [00:40&lt;00:36, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  28%|██▊       | 227M/822M [00:40&lt;01:10, 8.84MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  44%|████▍     | 362M/824M [00:40&lt;00:54, 8.93MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  52%|█████▏    | 429M/824M [00:40&lt;00:36, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 255M/835M [00:40&lt;01:34, 6.45MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  42%|████▏     | 352M/830M [00:39&lt;00:56, 8.88MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  52%|█████▏    | 429M/822M [00:40&lt;00:36, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  52%|█████▏    | 432M/824M [00:40&lt;00:36, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  26%|██▋       | 219M/832M [00:40&lt;01:13, 8.80MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▍       | 206M/835M [00:40&lt;02:07, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  52%|█████▏    | 434M/830M [00:40&lt;00:36, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  28%|██▊       | 228M/822M [00:40&lt;01:09, 8.99MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  44%|████▍     | 363M/824M [00:40&lt;00:53, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  52%|█████▏    | 430M/824M [00:40&lt;00:36, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 255M/835M [00:40&lt;01:33, 6.49MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  43%|████▎     | 353M/830M [00:40&lt;00:55, 9.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  52%|█████▏    | 430M/822M [00:40&lt;00:36, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  53%|█████▎    | 433M/824M [00:40&lt;00:36, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  26%|██▋       | 220M/832M [00:40&lt;01:11, 8.99MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▍       | 207M/835M [00:40&lt;02:06, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  52%|█████▏    | 435M/830M [00:40&lt;00:36, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  28%|██▊       | 229M/822M [00:40&lt;01:09, 8.96MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  44%|████▍     | 364M/824M [00:41&lt;00:52, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  52%|█████▏    | 431M/824M [00:40&lt;00:36, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 256M/835M [00:40&lt;01:33, 6.47MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  53%|█████▎    | 434M/824M [00:40&lt;00:36, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  43%|████▎     | 354M/830M [00:40&lt;00:55, 9.04MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  52%|█████▏    | 431M/822M [00:40&lt;00:36, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  27%|██▋       | 221M/832M [00:40&lt;01:11, 8.97MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▍       | 207M/835M [00:40&lt;02:08, 5.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  53%|█████▎    | 436M/830M [00:40&lt;00:36, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  28%|██▊       | 230M/822M [00:40&lt;01:09, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  44%|████▍     | 365M/824M [00:41&lt;00:53, 8.99MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  52%|█████▏    | 432M/824M [00:40&lt;00:36, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 257M/835M [00:41&lt;01:33, 6.48MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  53%|█████▎    | 435M/824M [00:41&lt;00:36, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  43%|████▎     | 355M/830M [00:40&lt;00:55, 8.97MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  53%|█████▎    | 432M/822M [00:40&lt;00:36, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  27%|██▋       | 222M/832M [00:40&lt;01:11, 8.92MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▍       | 208M/835M [00:41&lt;02:08, 5.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  53%|█████▎    | 437M/830M [00:40&lt;00:36, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  28%|██▊       | 231M/822M [00:40&lt;01:09, 8.90MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  44%|████▍     | 365M/824M [00:41&lt;00:53, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  53%|█████▎    | 433M/824M [00:40&lt;00:36, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 257M/835M [00:41&lt;01:33, 6.48MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  53%|█████▎    | 436M/824M [00:41&lt;00:36, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  43%|████▎     | 356M/830M [00:40&lt;00:54, 9.10MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  53%|█████▎    | 433M/822M [00:40&lt;00:36, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  27%|██▋       | 222M/832M [00:41&lt;01:09, 9.21MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▍       | 208M/835M [00:41&lt;02:06, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  53%|█████▎    | 439M/830M [00:40&lt;00:36, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  28%|██▊       | 232M/822M [00:41&lt;01:08, 9.07MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  44%|████▍     | 366M/824M [00:41&lt;00:52, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  53%|█████▎    | 434M/824M [00:40&lt;00:36, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 258M/835M [00:41&lt;01:33, 6.49MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  53%|█████▎    | 438M/824M [00:41&lt;00:35, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  43%|████▎     | 357M/830M [00:40&lt;00:54, 9.05MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  53%|█████▎    | 434M/822M [00:40&lt;00:36, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  27%|██▋       | 223M/832M [00:41&lt;01:10, 9.06MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▌       | 209M/835M [00:41&lt;02:06, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  53%|█████▎    | 440M/830M [00:40&lt;00:36, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  28%|██▊       | 232M/822M [00:41&lt;01:08, 9.00MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  45%|████▍     | 367M/824M [00:41&lt;00:53, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  53%|█████▎    | 435M/824M [00:41&lt;00:35, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 259M/835M [00:41&lt;01:32, 6.52MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  53%|█████▎    | 439M/824M [00:41&lt;00:35, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  43%|████▎     | 358M/830M [00:40&lt;00:54, 9.06MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  53%|█████▎    | 436M/822M [00:40&lt;00:35, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  27%|██▋       | 224M/832M [00:41&lt;01:10, 9.09MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▌       | 209M/835M [00:41&lt;02:06, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  53%|█████▎    | 441M/830M [00:41&lt;00:36, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  28%|██▊       | 233M/822M [00:41&lt;01:06, 9.21MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  45%|████▍     | 368M/824M [00:41&lt;00:52, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  53%|█████▎    | 436M/824M [00:41&lt;00:35, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 259M/835M [00:41&lt;01:32, 6.54MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  53%|█████▎    | 440M/824M [00:41&lt;00:35, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  43%|████▎     | 359M/830M [00:40&lt;00:54, 9.13MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  53%|█████▎    | 437M/822M [00:40&lt;00:36, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  27%|██▋       | 225M/832M [00:41&lt;01:09, 9.09MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▌       | 210M/835M [00:41&lt;02:05, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  53%|█████▎    | 442M/830M [00:41&lt;00:36, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 260M/835M [00:41&lt;01:34, 6.40MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  28%|██▊       | 234M/822M [00:41&lt;01:07, 9.14MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  45%|████▍     | 369M/824M [00:41&lt;00:52, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  53%|█████▎    | 437M/824M [00:41&lt;00:36, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  54%|█████▎    | 441M/824M [00:41&lt;00:36, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  43%|████▎     | 359M/830M [00:40&lt;00:54, 9.05MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  53%|█████▎    | 438M/822M [00:40&lt;00:36, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  27%|██▋       | 226M/832M [00:41&lt;01:09, 9.09MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▌       | 211M/835M [00:41&lt;02:06, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  53%|█████▎    | 443M/830M [00:41&lt;00:36, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 260M/835M [00:41&lt;01:34, 6.39MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  29%|██▊       | 235M/822M [00:41&lt;01:08, 8.94MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  45%|████▍     | 370M/824M [00:41&lt;00:53, 8.97MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  53%|█████▎    | 438M/824M [00:41&lt;00:36, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  43%|████▎     | 360M/830M [00:40&lt;00:54, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  53%|█████▎    | 439M/822M [00:40&lt;00:36, 11.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  54%|█████▎    | 442M/824M [00:41&lt;00:36, 10.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  27%|██▋       | 227M/832M [00:41&lt;01:11, 8.90MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▌       | 211M/835M [00:41&lt;02:08, 5.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  53%|█████▎    | 444M/830M [00:41&lt;00:36, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███▏      | 261M/835M [00:41&lt;01:34, 6.40MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  29%|██▊       | 236M/822M [00:41&lt;01:08, 8.96MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  45%|████▌     | 371M/824M [00:41&lt;00:52, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  53%|█████▎    | 440M/824M [00:41&lt;00:36, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  43%|████▎     | 361M/830M [00:40&lt;00:53, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  54%|█████▎    | 440M/822M [00:41&lt;00:35, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  54%|█████▍    | 443M/824M [00:41&lt;00:36, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  27%|██▋       | 228M/832M [00:41&lt;01:10, 8.99MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▌       | 212M/835M [00:41&lt;02:06, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  54%|█████▎    | 445M/830M [00:41&lt;00:36, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███▏      | 262M/835M [00:41&lt;01:33, 6.45MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  29%|██▉       | 237M/822M [00:41&lt;01:08, 9.00MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  45%|████▌     | 372M/824M [00:41&lt;00:52, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  53%|█████▎    | 441M/824M [00:41&lt;00:36, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  44%|████▎     | 362M/830M [00:41&lt;00:53, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  54%|█████▎    | 441M/822M [00:41&lt;00:35, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  54%|█████▍    | 444M/824M [00:41&lt;00:36, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  27%|██▋       | 229M/832M [00:41&lt;01:09, 9.13MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▌       | 212M/835M [00:41&lt;02:07, 5.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  54%|█████▎    | 446M/830M [00:41&lt;00:36, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  29%|██▉       | 238M/822M [00:41&lt;01:07, 9.10MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  45%|████▌     | 372M/824M [00:42&lt;00:52, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  54%|█████▎    | 442M/824M [00:41&lt;00:36, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███▏      | 262M/835M [00:41&lt;01:34, 6.39MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  44%|████▎     | 363M/830M [00:41&lt;00:53, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  54%|█████▍    | 442M/822M [00:41&lt;00:35, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  54%|█████▍    | 445M/824M [00:41&lt;00:36, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  28%|██▊       | 230M/832M [00:41&lt;01:10, 9.02MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  25%|██▌       | 213M/835M [00:42&lt;02:05, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  54%|█████▍    | 447M/830M [00:41&lt;00:36, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███▏      | 263M/835M [00:42&lt;01:33, 6.43MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  29%|██▉       | 239M/822M [00:41&lt;01:07, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  45%|████▌     | 373M/824M [00:42&lt;00:52, 8.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  54%|█████▍    | 443M/824M [00:41&lt;00:35, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  44%|████▍     | 364M/830M [00:41&lt;00:53, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  54%|█████▍    | 443M/822M [00:41&lt;00:35, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  54%|█████▍    | 446M/824M [00:42&lt;00:35, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  28%|██▊       | 230M/832M [00:41&lt;01:09, 9.02MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 213M/835M [00:42&lt;02:05, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  54%|█████▍    | 448M/830M [00:41&lt;00:35, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 264M/835M [00:42&lt;01:33, 6.42MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  29%|██▉       | 240M/822M [00:42&lt;01:07, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  45%|████▌     | 374M/824M [00:42&lt;00:51, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  54%|█████▍    | 444M/824M [00:41&lt;00:35, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  44%|████▍     | 365M/830M [00:41&lt;00:53, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  54%|█████▍    | 444M/822M [00:41&lt;00:35, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  54%|█████▍    | 447M/824M [00:42&lt;00:35, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  28%|██▊       | 231M/832M [00:42&lt;01:10, 8.96MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 214M/835M [00:42&lt;02:05, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  54%|█████▍    | 449M/830M [00:41&lt;00:35, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 264M/835M [00:42&lt;01:32, 6.47MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  29%|██▉       | 240M/822M [00:42&lt;01:08, 8.95MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  46%|████▌     | 375M/824M [00:42&lt;00:52, 8.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  54%|█████▍    | 445M/824M [00:42&lt;00:35, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  54%|█████▍    | 448M/824M [00:42&lt;00:35, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  44%|████▍     | 366M/830M [00:41&lt;00:54, 8.97MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  54%|█████▍    | 445M/822M [00:41&lt;00:35, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  28%|██▊       | 232M/832M [00:42&lt;01:10, 8.92MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 214M/835M [00:42&lt;02:06, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  54%|█████▍    | 450M/830M [00:42&lt;00:35, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  29%|██▉       | 241M/822M [00:42&lt;01:08, 8.90MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  46%|████▌     | 376M/824M [00:42&lt;00:52, 8.89MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  54%|█████▍    | 446M/824M [00:42&lt;00:35, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 265M/835M [00:42&lt;01:33, 6.40MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  55%|█████▍    | 449M/824M [00:42&lt;00:35, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  44%|████▍     | 366M/830M [00:41&lt;00:54, 8.97MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  54%|█████▍    | 446M/822M [00:41&lt;00:35, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  28%|██▊       | 233M/832M [00:42&lt;01:10, 8.97MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 215M/835M [00:42&lt;02:06, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  54%|█████▍    | 452M/830M [00:42&lt;00:35, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 265M/835M [00:42&lt;01:32, 6.44MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  29%|██▉       | 242M/822M [00:42&lt;01:07, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  46%|████▌     | 377M/824M [00:42&lt;00:51, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  54%|█████▍    | 447M/824M [00:42&lt;00:35, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  55%|█████▍    | 450M/824M [00:42&lt;00:35, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  44%|████▍     | 367M/830M [00:41&lt;00:54, 8.97MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  54%|█████▍    | 447M/822M [00:41&lt;00:35, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  28%|██▊       | 234M/832M [00:42&lt;01:09, 9.01MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 215M/835M [00:42&lt;02:05, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  55%|█████▍    | 453M/830M [00:42&lt;00:35, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 266M/835M [00:42&lt;01:32, 6.47MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  30%|██▉       | 243M/822M [00:42&lt;01:08, 8.90MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  46%|████▌     | 378M/824M [00:42&lt;00:51, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  54%|█████▍    | 448M/824M [00:42&lt;00:35, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  55%|█████▍    | 452M/824M [00:42&lt;00:35, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  44%|████▍     | 368M/830M [00:41&lt;00:54, 8.95MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  55%|█████▍    | 449M/822M [00:41&lt;00:35, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  28%|██▊       | 235M/832M [00:42&lt;01:10, 8.92MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 216M/835M [00:42&lt;02:06, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  55%|█████▍    | 454M/830M [00:42&lt;00:35, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 267M/835M [00:42&lt;01:32, 6.47MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  30%|██▉       | 244M/822M [00:42&lt;01:07, 8.93MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  46%|████▌     | 379M/824M [00:42&lt;00:52, 8.91MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  55%|█████▍    | 449M/824M [00:42&lt;00:35, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  55%|█████▍    | 453M/824M [00:42&lt;00:34, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  44%|████▍     | 369M/830M [00:41&lt;00:54, 8.95MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  55%|█████▍    | 450M/822M [00:42&lt;00:34, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  28%|██▊       | 236M/832M [00:42&lt;01:10, 8.91MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 216M/835M [00:42&lt;02:06, 5.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  55%|█████▍    | 455M/830M [00:42&lt;00:34, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 267M/835M [00:42&lt;01:31, 6.50MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  30%|██▉       | 245M/822M [00:42&lt;01:07, 8.94MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  46%|████▌     | 380M/824M [00:42&lt;00:51, 8.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  55%|█████▍    | 450M/824M [00:42&lt;00:34, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  55%|█████▌    | 454M/824M [00:42&lt;00:34, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  45%|████▍     | 370M/830M [00:41&lt;00:53, 9.06MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  55%|█████▍    | 451M/822M [00:42&lt;00:34, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  28%|██▊       | 237M/832M [00:42&lt;01:08, 9.08MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 217M/835M [00:42&lt;02:04, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  55%|█████▍    | 456M/830M [00:42&lt;00:34, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  30%|██▉       | 246M/822M [00:42&lt;01:06, 9.05MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  46%|████▌     | 380M/824M [00:42&lt;00:51, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  55%|█████▍    | 452M/824M [00:42&lt;00:34, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 268M/835M [00:42&lt;01:30, 6.55MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  55%|█████▌    | 455M/824M [00:42&lt;00:34, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  45%|████▍     | 371M/830M [00:42&lt;00:53, 9.02MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  55%|█████▍    | 452M/822M [00:42&lt;00:33, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  29%|██▊       | 237M/832M [00:42&lt;01:08, 9.10MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 217M/835M [00:42&lt;02:04, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  55%|█████▌    | 457M/830M [00:42&lt;00:34, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  30%|██▉       | 247M/822M [00:42&lt;01:06, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  46%|████▋     | 381M/824M [00:43&lt;00:51, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  55%|█████▍    | 453M/824M [00:42&lt;00:34, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 269M/835M [00:42&lt;01:31, 6.47MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  55%|█████▌    | 456M/824M [00:42&lt;00:34, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  45%|████▍     | 372M/830M [00:42&lt;00:53, 9.06MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  55%|█████▌    | 453M/822M [00:42&lt;00:34, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  29%|██▊       | 238M/832M [00:42&lt;01:08, 9.07MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 218M/835M [00:43&lt;02:04, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  55%|█████▌    | 458M/830M [00:42&lt;00:34, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  30%|███       | 247M/822M [00:42&lt;01:06, 9.10MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  46%|████▋     | 382M/824M [00:43&lt;00:51, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  55%|█████▌    | 454M/824M [00:42&lt;00:34, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 269M/835M [00:43&lt;01:32, 6.40MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  55%|█████▌    | 457M/824M [00:43&lt;00:35, 10.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  45%|████▍     | 372M/830M [00:42&lt;00:53, 9.05MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  55%|█████▌    | 454M/822M [00:42&lt;00:35, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  29%|██▊       | 239M/832M [00:42&lt;01:08, 9.08MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 218M/835M [00:43&lt;02:05, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  55%|█████▌    | 459M/830M [00:42&lt;00:35, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  30%|███       | 248M/822M [00:43&lt;01:06, 9.05MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  47%|████▋     | 383M/824M [00:43&lt;00:50, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  55%|█████▌    | 455M/824M [00:42&lt;00:34, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 270M/835M [00:43&lt;01:34, 6.30MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  56%|█████▌    | 458M/824M [00:43&lt;00:34, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  45%|████▍     | 373M/830M [00:42&lt;00:52, 9.07MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  55%|█████▌    | 455M/822M [00:42&lt;00:34, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  29%|██▉       | 240M/832M [00:43&lt;01:08, 9.05MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 219M/835M [00:43&lt;02:04, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  55%|█████▌    | 460M/830M [00:42&lt;00:35, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  30%|███       | 249M/822M [00:43&lt;01:06, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  47%|████▋     | 384M/824M [00:43&lt;00:49, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  55%|█████▌    | 456M/824M [00:43&lt;00:34, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 271M/835M [00:43&lt;01:32, 6.43MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  56%|█████▌    | 459M/824M [00:43&lt;00:34, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  45%|████▌     | 374M/830M [00:42&lt;00:52, 9.18MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  56%|█████▌    | 456M/822M [00:42&lt;00:34, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  29%|██▉       | 241M/832M [00:43&lt;01:07, 9.12MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▌       | 219M/835M [00:43&lt;02:04, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  56%|█████▌    | 461M/830M [00:43&lt;00:34, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  30%|███       | 250M/822M [00:43&lt;01:07, 8.83MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  47%|████▋     | 385M/824M [00:43&lt;00:52, 8.80MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  55%|█████▌    | 457M/824M [00:43&lt;00:34, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 271M/835M [00:43&lt;01:32, 6.43MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  56%|█████▌    | 460M/824M [00:43&lt;00:34, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  45%|████▌     | 375M/830M [00:42&lt;00:53, 8.90MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  56%|█████▌    | 457M/822M [00:42&lt;00:33, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  29%|██▉       | 242M/832M [00:43&lt;01:10, 8.83MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▋       | 220M/835M [00:43&lt;02:07, 5.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  56%|█████▌    | 462M/830M [00:43&lt;00:34, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  31%|███       | 251M/822M [00:43&lt;01:07, 8.86MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  56%|█████▌    | 458M/824M [00:43&lt;00:33, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 272M/835M [00:43&lt;01:30, 6.53MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  56%|█████▌    | 461M/824M [00:43&lt;00:33, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  45%|████▌     | 376M/830M [00:42&lt;00:52, 8.99MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  47%|████▋     | 386M/824M [00:43&lt;00:51, 8.94MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  56%|█████▌    | 459M/822M [00:42&lt;00:33, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  29%|██▉       | 243M/832M [00:43&lt;01:08, 9.02MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▋       | 220M/835M [00:43&lt;02:06, 5.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  56%|█████▌    | 464M/830M [00:43&lt;00:33, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 272M/835M [00:43&lt;01:30, 6.53MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  31%|███       | 252M/822M [00:43&lt;01:07, 8.90MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  47%|████▋     | 387M/824M [00:43&lt;00:50, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  56%|█████▌    | 459M/824M [00:43&lt;00:33, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  56%|█████▌    | 463M/824M [00:43&lt;00:33, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  45%|████▌     | 377M/830M [00:42&lt;00:52, 9.01MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  56%|█████▌    | 460M/822M [00:42&lt;00:33, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  29%|██▉       | 244M/832M [00:43&lt;01:08, 9.00MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▋       | 221M/835M [00:43&lt;02:06, 5.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  56%|█████▌    | 465M/830M [00:43&lt;00:34, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 273M/835M [00:43&lt;01:31, 6.47MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  31%|███       | 253M/822M [00:43&lt;01:06, 8.92MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  56%|█████▌    | 460M/824M [00:43&lt;00:33, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  56%|█████▋    | 464M/824M [00:43&lt;00:33, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  46%|████▌     | 378M/830M [00:42&lt;00:53, 8.94MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  47%|████▋     | 388M/824M [00:43&lt;00:51, 8.92MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  56%|█████▌    | 461M/822M [00:43&lt;00:33, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  29%|██▉       | 244M/832M [00:43&lt;01:08, 8.99MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  26%|██▋       | 221M/835M [00:43&lt;02:06, 5.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  56%|█████▌    | 466M/830M [00:43&lt;00:34, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 274M/835M [00:43&lt;01:30, 6.49MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  31%|███       | 253M/822M [00:43&lt;01:06, 8.93MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  56%|█████▌    | 462M/824M [00:43&lt;00:33, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  56%|█████▋    | 465M/824M [00:43&lt;00:33, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  46%|████▌     | 379M/830M [00:42&lt;00:52, 9.05MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  47%|████▋     | 388M/824M [00:43&lt;00:50, 8.99MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  56%|█████▌    | 462M/822M [00:43&lt;00:33, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  29%|██▉       | 245M/832M [00:43&lt;01:08, 8.98MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 222M/835M [00:43&lt;02:05, 5.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  56%|█████▌    | 467M/830M [00:43&lt;00:34, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 274M/835M [00:43&lt;01:30, 6.50MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  31%|███       | 254M/822M [00:43&lt;01:07, 8.88MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  47%|████▋     | 389M/824M [00:44&lt;00:51, 8.90MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  56%|█████▌    | 463M/824M [00:43&lt;00:33, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  57%|█████▋    | 466M/824M [00:43&lt;00:33, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  46%|████▌     | 380M/830M [00:43&lt;00:52, 8.94MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  56%|█████▋    | 463M/822M [00:43&lt;00:33, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  30%|██▉       | 246M/832M [00:43&lt;01:08, 8.98MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 222M/835M [00:43&lt;02:06, 5.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  56%|█████▋    | 468M/830M [00:43&lt;00:33, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 275M/835M [00:43&lt;01:30, 6.53MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  31%|███       | 255M/822M [00:43&lt;01:06, 8.95MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  47%|████▋     | 390M/824M [00:44&lt;00:50, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  56%|█████▋    | 464M/824M [00:43&lt;00:33, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  57%|█████▋    | 467M/824M [00:44&lt;00:32, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  46%|████▌     | 380M/830M [00:43&lt;00:52, 9.03MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  56%|█████▋    | 464M/822M [00:43&lt;00:32, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  30%|██▉       | 247M/832M [00:43&lt;01:08, 8.96MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 223M/835M [00:44&lt;02:04, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  56%|█████▋    | 469M/830M [00:43&lt;00:33, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 276M/835M [00:44&lt;01:30, 6.52MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  31%|███       | 256M/822M [00:43&lt;01:05, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  56%|█████▋    | 465M/824M [00:43&lt;00:33, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  57%|█████▋    | 468M/824M [00:44&lt;00:32, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  46%|████▌     | 381M/830M [00:43&lt;00:52, 9.05MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  47%|████▋     | 391M/824M [00:44&lt;00:50, 9.03MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  57%|█████▋    | 465M/822M [00:43&lt;00:32, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  30%|██▉       | 248M/832M [00:43&lt;01:07, 9.06MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 223M/835M [00:44&lt;02:04, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  57%|█████▋    | 470M/830M [00:43&lt;00:33, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 276M/835M [00:44&lt;01:29, 6.59MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  31%|███▏      | 257M/822M [00:44&lt;01:05, 9.11MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  48%|████▊     | 392M/824M [00:44&lt;00:49, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  57%|█████▋    | 466M/824M [00:43&lt;00:32, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  57%|█████▋    | 469M/824M [00:44&lt;00:32, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  46%|████▌     | 382M/830M [00:43&lt;00:52, 8.99MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  57%|█████▋    | 466M/822M [00:43&lt;00:32, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  30%|██▉       | 249M/832M [00:44&lt;01:07, 9.04MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 224M/835M [00:44&lt;02:06, 5.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  57%|█████▋    | 471M/830M [00:43&lt;00:33, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 277M/835M [00:44&lt;01:29, 6.55MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  31%|███▏      | 258M/822M [00:44&lt;01:05, 9.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  57%|█████▋    | 467M/824M [00:44&lt;00:32, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  57%|█████▋    | 470M/824M [00:44&lt;00:32, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  46%|████▌     | 383M/830M [00:43&lt;00:52, 9.00MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  48%|████▊     | 393M/824M [00:44&lt;00:50, 8.93MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  57%|█████▋    | 467M/822M [00:43&lt;00:32, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  30%|███       | 250M/832M [00:44&lt;01:07, 9.03MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 224M/835M [00:44&lt;02:05, 5.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  57%|█████▋    | 472M/830M [00:44&lt;00:32, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 277M/835M [00:44&lt;01:29, 6.57MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  31%|███▏      | 259M/822M [00:44&lt;01:05, 9.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  57%|█████▋    | 468M/824M [00:44&lt;00:32, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  57%|█████▋    | 471M/824M [00:44&lt;00:32, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  46%|████▌     | 384M/830M [00:43&lt;00:51, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  48%|████▊     | 394M/824M [00:44&lt;00:49, 9.03MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  57%|█████▋    | 468M/822M [00:43&lt;00:32, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  30%|███       | 251M/832M [00:44&lt;01:08, 8.95MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 225M/835M [00:44&lt;02:04, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  57%|█████▋    | 473M/830M [00:44&lt;00:32, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 278M/835M [00:44&lt;01:29, 6.51MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  32%|███▏      | 260M/822M [00:44&lt;01:04, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  57%|█████▋    | 469M/824M [00:44&lt;00:32, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  57%|█████▋    | 473M/824M [00:44&lt;00:32, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  46%|████▋     | 385M/830M [00:43&lt;00:51, 9.13MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  48%|████▊     | 395M/824M [00:44&lt;00:50, 9.00MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  57%|█████▋    | 470M/822M [00:43&lt;00:32, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  30%|███       | 251M/832M [00:44&lt;01:07, 9.04MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 225M/835M [00:44&lt;02:04, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  57%|█████▋    | 475M/830M [00:44&lt;00:32, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 279M/835M [00:44&lt;01:28, 6.59MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  32%|███▏      | 261M/822M [00:44&lt;01:04, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  57%|█████▋    | 470M/824M [00:44&lt;00:32, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  58%|█████▊    | 474M/824M [00:44&lt;00:32, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  46%|████▋     | 386M/830M [00:43&lt;00:50, 9.28MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  48%|████▊     | 396M/824M [00:44&lt;00:49, 9.15MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  57%|█████▋    | 471M/822M [00:43&lt;00:32, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  30%|███       | 252M/832M [00:44&lt;01:06, 9.17MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 226M/835M [00:44&lt;02:02, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  57%|█████▋    | 476M/830M [00:44&lt;00:32, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 279M/835M [00:44&lt;01:29, 6.51MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  32%|███▏      | 261M/822M [00:44&lt;01:04, 9.10MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  48%|████▊     | 396M/824M [00:44&lt;00:49, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  57%|█████▋    | 471M/824M [00:44&lt;00:32, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  58%|█████▊    | 475M/824M [00:44&lt;00:32, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  47%|████▋     | 387M/830M [00:43&lt;00:51, 9.10MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  57%|█████▋    | 472M/822M [00:44&lt;00:32, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  30%|███       | 253M/832M [00:44&lt;01:07, 9.01MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 226M/835M [00:44&lt;02:03, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  57%|█████▋    | 477M/830M [00:44&lt;00:32, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▎      | 280M/835M [00:44&lt;01:29, 6.54MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  32%|███▏      | 262M/822M [00:44&lt;01:05, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  48%|████▊     | 397M/824M [00:44&lt;00:49, 9.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  57%|█████▋    | 473M/824M [00:44&lt;00:32, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  47%|████▋     | 388M/830M [00:44&lt;00:52, 8.87MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  58%|█████▊    | 473M/822M [00:44&lt;00:32, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  58%|█████▊    | 476M/824M [00:44&lt;00:32, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  31%|███       | 254M/832M [00:44&lt;01:06, 9.12MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 227M/835M [00:44&lt;02:03, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  58%|█████▊    | 478M/830M [00:44&lt;00:32, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▎      | 281M/835M [00:44&lt;01:29, 6.47MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  32%|███▏      | 263M/822M [00:44&lt;01:04, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  48%|████▊     | 398M/824M [00:45&lt;00:48, 9.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  57%|█████▋    | 474M/824M [00:44&lt;00:32, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  47%|████▋     | 388M/830M [00:44&lt;00:51, 8.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  58%|█████▊    | 474M/822M [00:44&lt;00:32, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  58%|█████▊    | 477M/824M [00:44&lt;00:32, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  31%|███       | 255M/832M [00:44&lt;01:06, 9.12MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 227M/835M [00:44&lt;02:02, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  58%|█████▊    | 479M/830M [00:44&lt;00:32, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▎      | 281M/835M [00:45&lt;01:30, 6.45MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  32%|███▏      | 264M/822M [00:44&lt;01:03, 9.17MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  48%|████▊     | 399M/824M [00:45&lt;00:49, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  58%|█████▊    | 475M/824M [00:44&lt;00:32, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  47%|████▋     | 389M/830M [00:44&lt;00:51, 8.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  58%|█████▊    | 475M/822M [00:44&lt;00:32, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  58%|█████▊    | 478M/824M [00:45&lt;00:32, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  31%|███       | 256M/832M [00:44&lt;01:05, 9.16MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 228M/835M [00:45&lt;02:02, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  58%|█████▊    | 480M/830M [00:44&lt;00:33, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▎      | 282M/835M [00:45&lt;01:30, 6.42MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  32%|███▏      | 265M/822M [00:44&lt;01:04, 9.09MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  49%|████▊     | 400M/824M [00:45&lt;00:48, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  58%|█████▊    | 476M/824M [00:44&lt;00:32, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  47%|████▋     | 390M/830M [00:44&lt;00:50, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  58%|█████▊    | 476M/822M [00:44&lt;00:31, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  58%|█████▊    | 479M/824M [00:45&lt;00:31, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  31%|███       | 257M/832M [00:44&lt;01:05, 9.18MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 228M/835M [00:45&lt;02:01, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  58%|█████▊    | 481M/830M [00:44&lt;00:32, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 283M/835M [00:45&lt;01:29, 6.51MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  32%|███▏      | 266M/822M [00:45&lt;01:03, 9.19MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  49%|████▊     | 401M/824M [00:45&lt;00:48, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  58%|█████▊    | 477M/824M [00:44&lt;00:32, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  58%|█████▊    | 480M/824M [00:45&lt;00:31, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  47%|████▋     | 391M/830M [00:44&lt;00:50, 9.11MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  58%|█████▊    | 477M/822M [00:44&lt;00:32, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  31%|███       | 258M/832M [00:45&lt;01:05, 9.16MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 229M/835M [00:45&lt;02:01, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  58%|█████▊    | 482M/830M [00:44&lt;00:32, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 283M/835M [00:45&lt;01:28, 6.53MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  32%|███▏      | 267M/822M [00:45&lt;01:02, 9.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  49%|████▉     | 402M/824M [00:45&lt;00:48, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  58%|█████▊    | 478M/824M [00:45&lt;00:32, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  47%|████▋     | 392M/830M [00:44&lt;00:50, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  58%|█████▊    | 478M/822M [00:44&lt;00:32, 11.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  58%|█████▊    | 481M/824M [00:45&lt;00:32, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  31%|███       | 259M/832M [00:45&lt;01:05, 9.16MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 229M/835M [00:45&lt;02:00, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  58%|█████▊    | 483M/830M [00:45&lt;00:33, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 284M/835M [00:45&lt;01:29, 6.44MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  33%|███▎      | 268M/822M [00:45&lt;01:03, 9.10MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  49%|████▉     | 403M/824M [00:45&lt;00:48, 9.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  58%|█████▊    | 479M/824M [00:45&lt;00:32, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  47%|████▋     | 393M/830M [00:44&lt;00:50, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  58%|█████▊    | 479M/822M [00:44&lt;00:32, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  59%|█████▊    | 482M/824M [00:45&lt;00:32, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  31%|███       | 259M/832M [00:45&lt;01:06, 9.02MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  27%|██▋       | 230M/835M [00:45&lt;02:01, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  58%|█████▊    | 484M/830M [00:45&lt;00:32, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 284M/835M [00:45&lt;01:29, 6.49MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  33%|███▎      | 269M/822M [00:45&lt;01:03, 9.12MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  49%|████▉     | 404M/824M [00:45&lt;00:48, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  58%|█████▊    | 480M/824M [00:45&lt;00:32, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  59%|█████▊    | 484M/824M [00:45&lt;00:31, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  47%|████▋     | 394M/830M [00:44&lt;00:50, 9.07MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  58%|█████▊    | 481M/822M [00:44&lt;00:31, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  31%|███▏      | 260M/832M [00:45&lt;01:05, 9.20MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 230M/835M [00:45&lt;02:00, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  58%|█████▊    | 486M/830M [00:45&lt;00:32, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 285M/835M [00:45&lt;01:28, 6.49MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  33%|███▎      | 269M/822M [00:45&lt;01:03, 9.14MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  49%|████▉     | 404M/824M [00:45&lt;00:48, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  58%|█████▊    | 481M/824M [00:45&lt;00:32, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  48%|████▊     | 395M/830M [00:44&lt;00:49, 9.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  59%|█████▊    | 482M/822M [00:44&lt;00:32, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  59%|█████▉    | 485M/824M [00:45&lt;00:32, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  31%|███▏      | 261M/832M [00:45&lt;01:05, 9.18MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 231M/835M [00:45&lt;02:00, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  59%|█████▊    | 487M/830M [00:45&lt;00:32, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 286M/835M [00:45&lt;01:29, 6.41MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  33%|███▎      | 270M/822M [00:45&lt;01:02, 9.19MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  49%|████▉     | 405M/824M [00:45&lt;00:48, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  59%|█████▊    | 482M/824M [00:45&lt;00:32, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  48%|████▊     | 396M/830M [00:44&lt;00:49, 9.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  59%|█████▊    | 483M/822M [00:45&lt;00:31, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  59%|█████▉    | 486M/824M [00:45&lt;00:31, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  32%|███▏      | 262M/832M [00:45&lt;01:04, 9.27MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 231M/835M [00:45&lt;02:00, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  59%|█████▊    | 488M/830M [00:45&lt;00:32, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 286M/835M [00:45&lt;01:28, 6.47MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  33%|███▎      | 271M/822M [00:45&lt;01:02, 9.17MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  49%|████▉     | 406M/824M [00:45&lt;00:47, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  59%|█████▊    | 483M/824M [00:45&lt;00:31, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  48%|████▊     | 396M/830M [00:45&lt;00:50, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  59%|█████▉    | 484M/822M [00:45&lt;00:31, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  59%|█████▉    | 487M/824M [00:45&lt;00:31, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  32%|███▏      | 263M/832M [00:45&lt;01:04, 9.18MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 232M/835M [00:45&lt;02:01, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  59%|█████▉    | 489M/830M [00:45&lt;00:32, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 287M/835M [00:45&lt;01:28, 6.51MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  33%|███▎      | 272M/822M [00:45&lt;01:03, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  49%|████▉     | 407M/824M [00:46&lt;00:48, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  59%|█████▉    | 485M/824M [00:45&lt;00:31, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  48%|████▊     | 397M/830M [00:45&lt;00:50, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  59%|█████▉    | 485M/822M [00:45&lt;00:31, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  59%|█████▉    | 488M/824M [00:45&lt;00:31, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  32%|███▏      | 264M/832M [00:45&lt;01:05, 9.12MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 232M/835M [00:45&lt;02:02, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  59%|█████▉    | 490M/830M [00:45&lt;00:31, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 288M/835M [00:46&lt;01:28, 6.50MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  33%|███▎      | 273M/822M [00:45&lt;01:03, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  50%|████▉     | 408M/824M [00:46&lt;00:48, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  59%|█████▉    | 486M/824M [00:45&lt;00:31, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  48%|████▊     | 398M/830M [00:45&lt;00:50, 8.96MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  59%|█████▉    | 486M/822M [00:45&lt;00:30, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  59%|█████▉    | 489M/824M [00:46&lt;00:30, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  32%|███▏      | 265M/832M [00:45&lt;01:05, 9.13MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 233M/835M [00:46&lt;02:02, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  59%|█████▉    | 491M/830M [00:45&lt;00:31, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▍      | 288M/835M [00:46&lt;01:27, 6.55MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  33%|███▎      | 274M/822M [00:45&lt;01:02, 9.19MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  50%|████▉     | 409M/824M [00:46&lt;00:47, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  59%|█████▉    | 487M/824M [00:45&lt;00:31, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  48%|████▊     | 399M/830M [00:45&lt;00:49, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  59%|█████▉    | 487M/822M [00:45&lt;00:31, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  32%|███▏      | 266M/832M [00:46&lt;01:04, 9.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  59%|█████▉    | 492M/830M [00:45&lt;00:31, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 233M/835M [00:46&lt;02:00, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  60%|█████▉    | 490M/824M [00:46&lt;00:31, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▍      | 289M/835M [00:46&lt;01:27, 6.55MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  33%|███▎      | 275M/822M [00:46&lt;01:02, 9.23MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  50%|████▉     | 410M/824M [00:46&lt;00:47, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  59%|█████▉    | 488M/824M [00:46&lt;00:31, 11.3MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  59%|█████▉    | 493M/830M [00:45&lt;00:31, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  48%|████▊     | 400M/830M [00:45&lt;00:49, 9.06MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  32%|███▏      | 267M/832M [00:46&lt;01:04, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  59%|█████▉    | 488M/822M [00:45&lt;00:31, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 234M/835M [00:46&lt;02:00, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  60%|█████▉    | 491M/824M [00:46&lt;00:31, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▍      | 289M/835M [00:46&lt;01:27, 6.56MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  34%|███▎      | 276M/822M [00:46&lt;01:02, 9.18MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  50%|████▉     | 411M/824M [00:46&lt;00:46, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  59%|█████▉    | 489M/824M [00:46&lt;00:30, 11.4MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  60%|█████▉    | 494M/830M [00:46&lt;00:30, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  48%|████▊     | 401M/830M [00:45&lt;00:48, 9.22MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  32%|███▏      | 268M/832M [00:46&lt;01:04, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  60%|█████▉    | 489M/822M [00:45&lt;00:30, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 234M/835M [00:46&lt;01:59, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  60%|█████▉    | 492M/824M [00:46&lt;00:30, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▍      | 290M/835M [00:46&lt;01:27, 6.52MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  34%|███▎      | 277M/822M [00:46&lt;01:02, 9.20MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  50%|████▉     | 412M/824M [00:46&lt;00:46, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  59%|█████▉    | 490M/824M [00:46&lt;00:30, 11.4MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  60%|█████▉    | 495M/830M [00:46&lt;00:30, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  48%|████▊     | 402M/830M [00:45&lt;00:49, 9.15MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  32%|███▏      | 268M/832M [00:46&lt;01:04, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  60%|█████▉    | 491M/822M [00:45&lt;00:30, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 235M/835M [00:46&lt;02:00, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  60%|█████▉    | 493M/824M [00:46&lt;00:30, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▍      | 291M/835M [00:46&lt;01:27, 6.54MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  34%|███▍      | 277M/822M [00:46&lt;01:02, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  50%|█████     | 412M/824M [00:46&lt;00:47, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  60%|█████▉    | 491M/824M [00:46&lt;00:30, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  60%|██████    | 495M/824M [00:46&lt;00:30, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  48%|████▊     | 403M/830M [00:45&lt;00:48, 9.19MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  60%|█████▉    | 492M/822M [00:45&lt;00:30, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  32%|███▏      | 269M/832M [00:46&lt;01:04, 9.17MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 235M/835M [00:46&lt;01:59, 5.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  60%|█████▉    | 497M/830M [00:46&lt;00:31, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▍      | 291M/835M [00:46&lt;01:27, 6.54MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  34%|███▍      | 278M/822M [00:46&lt;01:02, 9.11MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  50%|█████     | 413M/824M [00:46&lt;00:47, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  60%|█████▉    | 492M/824M [00:46&lt;00:30, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  60%|██████    | 496M/824M [00:46&lt;00:30, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  49%|████▊     | 404M/830M [00:45&lt;00:49, 9.10MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  60%|█████▉    | 493M/822M [00:46&lt;00:30, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  32%|███▏      | 270M/832M [00:46&lt;01:04, 9.10MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 236M/835M [00:46&lt;01:58, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  60%|█████▉    | 498M/830M [00:46&lt;00:30, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▍      | 292M/835M [00:46&lt;01:26, 6.55MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  34%|███▍      | 279M/822M [00:46&lt;01:02, 9.06MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  50%|█████     | 414M/824M [00:46&lt;00:47, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  60%|█████▉    | 493M/824M [00:46&lt;00:30, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  60%|██████    | 497M/824M [00:46&lt;00:29, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  49%|████▊     | 404M/830M [00:45&lt;00:48, 9.12MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  60%|██████    | 494M/822M [00:46&lt;00:29, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  33%|███▎      | 271M/832M [00:46&lt;01:03, 9.23MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 236M/835M [00:46&lt;01:58, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  60%|██████    | 499M/830M [00:46&lt;00:30, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▌      | 293M/835M [00:46&lt;01:26, 6.56MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  34%|███▍      | 280M/822M [00:46&lt;01:02, 9.12MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  50%|█████     | 415M/824M [00:47&lt;00:46, 9.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  60%|██████    | 495M/824M [00:46&lt;00:30, 11.5MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  49%|████▉     | 405M/830M [00:46&lt;00:48, 9.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  60%|██████    | 495M/822M [00:46&lt;00:29, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  33%|███▎      | 272M/832M [00:46&lt;01:03, 9.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  60%|██████    | 500M/830M [00:46&lt;00:30, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 237M/835M [00:46&lt;01:58, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  60%|██████    | 498M/824M [00:46&lt;00:30, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▌      | 293M/835M [00:46&lt;01:27, 6.48MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  34%|███▍      | 281M/822M [00:46&lt;01:02, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  51%|█████     | 416M/824M [00:47&lt;00:47, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  60%|██████    | 496M/824M [00:46&lt;00:30, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  49%|████▉     | 406M/830M [00:46&lt;00:49, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  60%|██████    | 496M/822M [00:46&lt;00:30, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  33%|███▎      | 273M/832M [00:46&lt;01:04, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  60%|██████    | 501M/830M [00:46&lt;00:30, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 237M/835M [00:47&lt;02:01, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  61%|██████    | 499M/824M [00:46&lt;00:29, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▌      | 294M/835M [00:47&lt;01:26, 6.56MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  34%|███▍      | 282M/822M [00:46&lt;01:03, 8.92MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  51%|█████     | 417M/824M [00:47&lt;00:47, 8.99MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  60%|██████    | 497M/824M [00:46&lt;00:30, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  49%|████▉     | 407M/830M [00:46&lt;00:49, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  60%|██████    | 497M/822M [00:46&lt;00:29, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  33%|███▎      | 274M/832M [00:46&lt;01:05, 8.92MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  60%|██████    | 502M/830M [00:46&lt;00:30, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  28%|██▊       | 238M/835M [00:47&lt;02:00, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  61%|██████    | 500M/824M [00:47&lt;00:29, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▌      | 295M/835M [00:47&lt;01:26, 6.52MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  34%|███▍      | 283M/822M [00:47&lt;01:02, 8.99MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  51%|█████     | 418M/824M [00:47&lt;00:46, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  60%|██████    | 498M/824M [00:46&lt;00:30, 11.3MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  61%|██████    | 503M/830M [00:46&lt;00:30, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  49%|████▉     | 408M/830M [00:46&lt;00:48, 9.07MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  33%|███▎      | 275M/832M [00:47&lt;01:04, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  61%|██████    | 498M/822M [00:46&lt;00:29, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▊       | 238M/835M [00:47&lt;02:00, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  61%|██████    | 501M/824M [00:47&lt;00:29, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▌      | 295M/835M [00:47&lt;01:27, 6.49MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  35%|███▍      | 284M/822M [00:47&lt;01:02, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  51%|█████     | 419M/824M [00:47&lt;00:46, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  61%|██████    | 499M/824M [00:47&lt;00:30, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  49%|████▉     | 409M/830M [00:46&lt;00:48, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  61%|██████    | 499M/822M [00:46&lt;00:29, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  33%|███▎      | 276M/832M [00:47&lt;01:04, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  61%|██████    | 504M/830M [00:47&lt;00:30, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▊       | 239M/835M [00:47&lt;01:59, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  61%|██████    | 502M/824M [00:47&lt;00:29, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▌      | 296M/835M [00:47&lt;01:28, 6.39MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  35%|███▍      | 285M/822M [00:47&lt;01:01, 9.14MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  51%|█████     | 420M/824M [00:47&lt;00:45, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  61%|██████    | 500M/824M [00:47&lt;00:30, 11.2MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  61%|██████    | 505M/830M [00:47&lt;00:30, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  49%|████▉     | 410M/830M [00:46&lt;00:47, 9.24MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  33%|███▎      | 276M/832M [00:47&lt;01:04, 9.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  61%|██████    | 500M/822M [00:46&lt;00:29, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▊       | 239M/835M [00:47&lt;01:59, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  61%|██████    | 503M/824M [00:47&lt;00:29, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▌      | 296M/835M [00:47&lt;01:27, 6.45MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  35%|███▍      | 285M/822M [00:47&lt;01:01, 9.11MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  51%|█████     | 421M/824M [00:47&lt;00:46, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  61%|██████    | 501M/824M [00:47&lt;00:30, 11.3MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  61%|██████    | 506M/830M [00:47&lt;00:29, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  49%|████▉     | 411M/830M [00:46&lt;00:48, 9.03MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  33%|███▎      | 277M/832M [00:47&lt;01:04, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  61%|██████    | 502M/822M [00:46&lt;00:29, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▊       | 240M/835M [00:47&lt;02:00, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  61%|██████▏   | 505M/824M [00:47&lt;00:29, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 297M/835M [00:47&lt;01:26, 6.49MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  35%|███▍      | 286M/822M [00:47&lt;01:01, 9.09MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  51%|█████     | 421M/824M [00:47&lt;00:46, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  61%|██████    | 502M/824M [00:47&lt;00:29, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  50%|████▉     | 412M/830M [00:46&lt;00:48, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  61%|██████    | 503M/822M [00:46&lt;00:29, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  33%|███▎      | 278M/832M [00:47&lt;01:04, 8.97MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  61%|██████    | 507M/830M [00:47&lt;00:29, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 240M/835M [00:47&lt;01:59, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  61%|██████▏   | 506M/824M [00:47&lt;00:28, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 298M/835M [00:47&lt;01:25, 6.63MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  35%|███▍      | 287M/822M [00:47&lt;01:02, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  51%|█████▏    | 422M/824M [00:47&lt;00:46, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  61%|██████    | 503M/824M [00:47&lt;00:28, 11.7MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  50%|████▉     | 412M/830M [00:46&lt;00:48, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  61%|██████▏   | 504M/822M [00:47&lt;00:28, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  34%|███▎      | 279M/832M [00:47&lt;01:03, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  61%|██████▏   | 509M/830M [00:47&lt;00:29, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 241M/835M [00:47&lt;02:00, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  62%|██████▏   | 507M/824M [00:47&lt;00:28, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 298M/835M [00:47&lt;01:25, 6.61MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  35%|███▌      | 288M/822M [00:47&lt;01:01, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  51%|█████▏    | 423M/824M [00:47&lt;00:46, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  61%|██████▏   | 505M/824M [00:47&lt;00:28, 11.6MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  50%|████▉     | 413M/830M [00:46&lt;00:47, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  61%|██████▏   | 505M/822M [00:47&lt;00:28, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  34%|███▎      | 280M/832M [00:47&lt;01:04, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  61%|██████▏   | 510M/830M [00:47&lt;00:29, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 241M/835M [00:47&lt;01:58, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  62%|██████▏   | 508M/824M [00:47&lt;00:29, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 299M/835M [00:47&lt;01:24, 6.64MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  35%|███▌      | 289M/822M [00:47&lt;01:00, 9.17MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  51%|█████▏    | 424M/824M [00:48&lt;00:45, 9.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  61%|██████▏   | 506M/824M [00:47&lt;00:28, 11.5MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  62%|██████▏   | 511M/830M [00:47&lt;00:29, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  50%|████▉     | 414M/830M [00:47&lt;00:47, 9.16MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  34%|███▍      | 281M/832M [00:47&lt;01:03, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  62%|██████▏   | 506M/822M [00:47&lt;00:29, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 242M/835M [00:47&lt;01:58, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  62%|██████▏   | 509M/824M [00:47&lt;00:29, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 300M/835M [00:47&lt;01:24, 6.64MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  35%|███▌      | 290M/822M [00:47&lt;01:00, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  52%|█████▏    | 425M/824M [00:48&lt;00:45, 9.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  62%|██████▏   | 507M/824M [00:47&lt;00:29, 11.4MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  62%|██████▏   | 512M/830M [00:47&lt;00:29, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  50%|████▉     | 415M/830M [00:47&lt;00:47, 9.09MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  34%|███▍      | 282M/832M [00:47&lt;01:03, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  62%|██████▏   | 507M/822M [00:47&lt;00:28, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 242M/835M [00:48&lt;01:58, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  62%|██████▏   | 510M/824M [00:48&lt;00:28, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 300M/835M [00:48&lt;01:25, 6.57MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  35%|███▌      | 291M/822M [00:47&lt;01:01, 9.11MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  52%|█████▏    | 426M/824M [00:48&lt;00:46, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  62%|██████▏   | 508M/824M [00:47&lt;00:29, 11.3MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  62%|██████▏   | 513M/830M [00:47&lt;00:29, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  50%|█████     | 416M/830M [00:47&lt;00:47, 9.10MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  34%|███▍      | 283M/832M [00:47&lt;01:03, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  62%|██████▏   | 508M/822M [00:47&lt;00:29, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 243M/835M [00:48&lt;02:00, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  62%|██████▏   | 511M/824M [00:48&lt;00:29, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 301M/835M [00:48&lt;01:25, 6.52MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  35%|███▌      | 292M/822M [00:48&lt;01:01, 9.06MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  52%|█████▏    | 427M/824M [00:48&lt;00:46, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  62%|██████▏   | 509M/824M [00:47&lt;00:29, 11.3MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  62%|██████▏   | 514M/830M [00:47&lt;00:28, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  50%|█████     | 417M/830M [00:47&lt;00:48, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  62%|██████▏   | 512M/824M [00:48&lt;00:28, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  34%|███▍      | 283M/832M [00:48&lt;01:03, 9.04MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 243M/835M [00:48&lt;02:00, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  62%|██████▏   | 509M/822M [00:47&lt;00:28, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 302M/835M [00:48&lt;01:24, 6.58MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  36%|███▌      | 292M/822M [00:48&lt;01:01, 9.09MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  52%|█████▏    | 428M/824M [00:48&lt;00:45, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  62%|██████▏   | 510M/824M [00:48&lt;00:29, 11.3MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  62%|██████▏   | 515M/830M [00:48&lt;00:29, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  50%|█████     | 418M/830M [00:47&lt;00:47, 9.16MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  34%|███▍      | 284M/832M [00:48&lt;01:03, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  62%|██████▏   | 511M/822M [00:47&lt;00:28, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 244M/835M [00:48&lt;02:00, 5.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  62%|██████▏   | 513M/824M [00:48&lt;00:28, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 302M/835M [00:48&lt;01:25, 6.52MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  36%|███▌      | 293M/822M [00:48&lt;01:01, 8.97MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  52%|█████▏    | 428M/824M [00:48&lt;00:46, 8.93MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  62%|██████▏   | 511M/824M [00:48&lt;00:28, 11.3MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  62%|██████▏   | 516M/830M [00:48&lt;00:28, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  50%|█████     | 419M/830M [00:47&lt;00:48, 8.98MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  34%|███▍      | 285M/832M [00:48&lt;01:04, 8.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  62%|██████▏   | 512M/822M [00:47&lt;00:28, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 244M/835M [00:48&lt;02:01, 5.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  62%|██████▏   | 515M/824M [00:48&lt;00:28, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▋      | 303M/835M [00:48&lt;01:25, 6.51MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  36%|███▌      | 294M/822M [00:48&lt;01:01, 8.95MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  52%|█████▏    | 429M/824M [00:48&lt;00:45, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  62%|██████▏   | 512M/824M [00:48&lt;00:28, 11.3MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  62%|██████▏   | 517M/830M [00:48&lt;00:29, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  51%|█████     | 420M/830M [00:47&lt;00:47, 9.08MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  34%|███▍      | 286M/832M [00:48&lt;01:03, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  62%|██████▏   | 513M/822M [00:47&lt;00:28, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 245M/835M [00:48&lt;02:00, 5.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  63%|██████▎   | 516M/824M [00:48&lt;00:29, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▋      | 304M/835M [00:48&lt;01:26, 6.47MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  36%|███▌      | 295M/822M [00:48&lt;01:01, 9.05MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  52%|█████▏    | 430M/824M [00:48&lt;00:45, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  62%|██████▏   | 513M/824M [00:48&lt;00:28, 11.4MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  62%|██████▏   | 519M/830M [00:48&lt;00:29, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  51%|█████     | 420M/830M [00:47&lt;00:47, 9.14MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  34%|███▍      | 287M/832M [00:48&lt;01:02, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  62%|██████▏   | 514M/822M [00:47&lt;00:28, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 245M/835M [00:48&lt;01:59, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  63%|██████▎   | 517M/824M [00:48&lt;00:28, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▋      | 304M/835M [00:48&lt;01:24, 6.56MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  36%|███▌      | 296M/822M [00:48&lt;01:00, 9.14MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  52%|█████▏    | 431M/824M [00:48&lt;00:44, 9.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  62%|██████▏   | 515M/824M [00:48&lt;00:28, 11.4MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  63%|██████▎   | 520M/830M [00:48&lt;00:28, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  51%|█████     | 421M/830M [00:47&lt;00:46, 9.22MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  35%|███▍      | 288M/832M [00:48&lt;01:03, 9.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  63%|██████▎   | 515M/822M [00:48&lt;00:28, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  29%|██▉       | 246M/835M [00:48&lt;01:59, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  63%|██████▎   | 518M/824M [00:48&lt;00:28, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▋      | 305M/835M [00:48&lt;01:26, 6.40MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  36%|███▌      | 297M/822M [00:48&lt;01:00, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  63%|██████▎   | 516M/824M [00:48&lt;00:28, 11.3MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  63%|██████▎   | 521M/830M [00:48&lt;00:29, 10.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  51%|█████     | 422M/830M [00:48&lt;00:45, 9.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  52%|█████▏    | 432M/824M [00:48&lt;00:45, 9.03MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  35%|███▍      | 289M/832M [00:48&lt;01:02, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  63%|██████▎   | 516M/822M [00:48&lt;00:29, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|██▉       | 246M/835M [00:48&lt;01:59, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  63%|██████▎   | 519M/824M [00:48&lt;00:29, 10.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 305M/835M [00:48&lt;01:28, 6.29MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  36%|███▌      | 298M/822M [00:48&lt;01:00, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  63%|██████▎   | 517M/824M [00:48&lt;00:29, 10.9MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  63%|██████▎   | 522M/830M [00:48&lt;00:29, 10.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  51%|█████     | 423M/830M [00:48&lt;00:45, 9.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  53%|█████▎    | 433M/824M [00:49&lt;00:45, 9.02MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  35%|███▍      | 290M/832M [00:48&lt;01:02, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  63%|██████▎   | 517M/822M [00:48&lt;00:29, 10.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|██▉       | 247M/835M [00:48&lt;01:57, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  63%|██████▎   | 520M/824M [00:48&lt;00:29, 10.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 306M/835M [00:49&lt;01:28, 6.27MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  36%|███▋      | 299M/822M [00:48&lt;00:59, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  63%|██████▎   | 518M/824M [00:48&lt;00:29, 10.9MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  51%|█████     | 424M/830M [00:48&lt;00:45, 9.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  53%|█████▎    | 434M/824M [00:49&lt;00:44, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  63%|██████▎   | 518M/822M [00:48&lt;00:29, 10.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  35%|███▍      | 291M/832M [00:48&lt;01:01, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  63%|██████▎   | 523M/830M [00:48&lt;00:29, 10.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|██▉       | 248M/835M [00:49&lt;01:56, 5.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  63%|██████▎   | 521M/824M [00:49&lt;00:28, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 307M/835M [00:49&lt;01:27, 6.31MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  36%|███▋      | 300M/822M [00:48&lt;00:59, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  63%|██████▎   | 519M/824M [00:48&lt;00:29, 10.9MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  51%|█████     | 425M/830M [00:48&lt;00:45, 9.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  53%|█████▎    | 435M/824M [00:49&lt;00:45, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  63%|██████▎   | 519M/822M [00:48&lt;00:29, 10.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  35%|███▌      | 291M/832M [00:48&lt;01:02, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  63%|██████▎   | 524M/830M [00:48&lt;00:29, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|██▉       | 248M/835M [00:49&lt;01:57, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  63%|██████▎   | 522M/824M [00:49&lt;00:28, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 307M/835M [00:49&lt;01:28, 6.28MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  37%|███▋      | 300M/822M [00:49&lt;00:59, 9.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  63%|██████▎   | 520M/824M [00:48&lt;00:29, 11.0MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  51%|█████▏    | 426M/830M [00:48&lt;00:46, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  53%|█████▎    | 436M/824M [00:49&lt;00:44, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  63%|██████▎   | 520M/822M [00:48&lt;00:29, 10.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  35%|███▌      | 292M/832M [00:49&lt;01:01, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  63%|██████▎   | 525M/830M [00:48&lt;00:29, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|██▉       | 249M/835M [00:49&lt;01:56, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  64%|██████▎   | 523M/824M [00:49&lt;00:28, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 308M/835M [00:49&lt;01:27, 6.32MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  37%|███▋      | 301M/822M [00:49&lt;00:59, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  63%|██████▎   | 521M/824M [00:49&lt;00:28, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  51%|█████▏    | 427M/830M [00:48&lt;00:45, 9.23MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  53%|█████▎    | 436M/824M [00:49&lt;00:44, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  63%|██████▎   | 521M/822M [00:48&lt;00:28, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  35%|███▌      | 293M/832M [00:49&lt;01:01, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  63%|██████▎   | 526M/830M [00:49&lt;00:28, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|██▉       | 249M/835M [00:49&lt;01:55, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  64%|██████▎   | 524M/824M [00:49&lt;00:28, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 308M/835M [00:49&lt;01:26, 6.40MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  37%|███▋      | 302M/822M [00:49&lt;00:59, 9.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  63%|██████▎   | 522M/824M [00:49&lt;00:28, 11.0MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  52%|█████▏    | 428M/830M [00:48&lt;00:46, 9.18MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  53%|█████▎    | 437M/824M [00:49&lt;00:44, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  64%|██████▎   | 522M/822M [00:48&lt;00:28, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  35%|███▌      | 294M/832M [00:49&lt;01:01, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  63%|██████▎   | 527M/830M [00:49&lt;00:28, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|██▉       | 250M/835M [00:49&lt;01:56, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  64%|██████▍   | 525M/824M [00:49&lt;00:28, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 309M/835M [00:49&lt;01:26, 6.38MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  37%|███▋      | 303M/822M [00:49&lt;00:59, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  63%|██████▎   | 523M/824M [00:49&lt;00:28, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  52%|█████▏    | 429M/830M [00:48&lt;00:46, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  53%|█████▎    | 438M/824M [00:49&lt;00:44, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  64%|██████▎   | 523M/822M [00:48&lt;00:28, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  35%|███▌      | 295M/832M [00:49&lt;01:02, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  64%|██████▎   | 528M/830M [00:49&lt;00:28, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|██▉       | 250M/835M [00:49&lt;01:56, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  64%|██████▍   | 527M/824M [00:49&lt;00:27, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 310M/835M [00:49&lt;01:26, 6.39MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  37%|███▋      | 304M/822M [00:49&lt;01:00, 8.99MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  64%|██████▎   | 524M/824M [00:49&lt;00:28, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  52%|█████▏    | 429M/830M [00:48&lt;00:46, 9.05MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  53%|█████▎    | 439M/824M [00:49&lt;00:44, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  64%|██████▍   | 525M/822M [00:48&lt;00:28, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  36%|███▌      | 296M/832M [00:49&lt;01:01, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  64%|██████▍   | 529M/830M [00:49&lt;00:28, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|███       | 251M/835M [00:49&lt;01:56, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  64%|██████▍   | 528M/824M [00:49&lt;00:28, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 310M/835M [00:49&lt;01:24, 6.50MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  37%|███▋      | 305M/822M [00:49&lt;00:58, 9.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  64%|██████▍   | 525M/824M [00:49&lt;00:27, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  52%|█████▏    | 430M/830M [00:48&lt;00:46, 9.11MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  53%|█████▎    | 440M/824M [00:49&lt;00:44, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  64%|██████▍   | 526M/822M [00:49&lt;00:27, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  36%|███▌      | 297M/832M [00:49&lt;01:01, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  64%|██████▍   | 531M/830M [00:49&lt;00:27, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|███       | 251M/835M [00:49&lt;01:56, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  64%|██████▍   | 529M/824M [00:49&lt;00:27, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 311M/835M [00:49&lt;01:24, 6.52MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  37%|███▋      | 306M/822M [00:49&lt;00:59, 9.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  64%|██████▍   | 526M/824M [00:49&lt;00:27, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  52%|█████▏    | 431M/830M [00:49&lt;00:45, 9.16MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  54%|█████▎    | 441M/824M [00:49&lt;00:44, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  64%|██████▍   | 527M/822M [00:49&lt;00:27, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  36%|███▌      | 298M/832M [00:49&lt;01:01, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  64%|██████▍   | 532M/830M [00:49&lt;00:27, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|███       | 252M/835M [00:49&lt;01:56, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  64%|██████▍   | 530M/824M [00:49&lt;00:27, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 312M/835M [00:49&lt;01:24, 6.52MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  37%|███▋      | 307M/822M [00:49&lt;00:58, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  64%|██████▍   | 527M/824M [00:49&lt;00:27, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  52%|█████▏    | 432M/830M [00:49&lt;00:45, 9.14MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  54%|█████▎    | 442M/824M [00:50&lt;00:43, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  64%|██████▍   | 528M/822M [00:49&lt;00:27, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  36%|███▌      | 299M/832M [00:49&lt;01:00, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  64%|██████▍   | 533M/830M [00:49&lt;00:27, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|███       | 252M/835M [00:49&lt;01:56, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  64%|██████▍   | 531M/824M [00:49&lt;00:27, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 312M/835M [00:50&lt;01:26, 6.37MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  37%|███▋      | 308M/822M [00:49&lt;00:58, 9.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  64%|██████▍   | 529M/824M [00:49&lt;00:27, 11.1MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  64%|██████▍   | 534M/830M [00:49&lt;00:27, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  52%|█████▏    | 433M/830M [00:49&lt;00:45, 9.17MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  54%|█████▎    | 443M/824M [00:50&lt;00:43, 9.14MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  36%|███▌      | 299M/832M [00:49&lt;01:00, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  64%|██████▍   | 529M/822M [00:49&lt;00:27, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|███       | 253M/835M [00:50&lt;01:56, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  65%|██████▍   | 532M/824M [00:50&lt;00:27, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 313M/835M [00:50&lt;01:26, 6.36MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  38%|███▊      | 309M/822M [00:49&lt;00:58, 9.26MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  54%|█████▍    | 444M/824M [00:50&lt;00:43, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  64%|██████▍   | 530M/824M [00:49&lt;00:27, 11.0MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  64%|██████▍   | 535M/830M [00:49&lt;00:28, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  52%|█████▏    | 434M/830M [00:49&lt;00:45, 9.09MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  36%|███▌      | 300M/832M [00:50&lt;01:01, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  64%|██████▍   | 530M/822M [00:49&lt;00:28, 10.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|███       | 253M/835M [00:50&lt;01:58, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  65%|██████▍   | 533M/824M [00:50&lt;00:27, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  38%|███▊      | 309M/822M [00:50&lt;00:58, 9.14MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  54%|█████▍    | 444M/824M [00:50&lt;00:43, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  64%|██████▍   | 531M/824M [00:49&lt;00:28, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 313M/835M [00:50&lt;01:27, 6.25MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  65%|██████▍   | 536M/830M [00:49&lt;00:28, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  52%|█████▏    | 435M/830M [00:49&lt;00:44, 9.23MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  36%|███▌      | 301M/832M [00:50&lt;01:00, 9.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  65%|██████▍   | 531M/822M [00:49&lt;00:27, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|███       | 254M/835M [00:50&lt;01:57, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  65%|██████▍   | 534M/824M [00:50&lt;00:27, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  38%|███▊      | 310M/822M [00:50&lt;00:57, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  65%|██████▍   | 532M/824M [00:50&lt;00:27, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 314M/835M [00:50&lt;01:26, 6.30MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  65%|██████▍   | 537M/830M [00:50&lt;00:27, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  52%|█████▏    | 436M/830M [00:49&lt;00:44, 9.25MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  54%|█████▍    | 445M/824M [00:50&lt;00:42, 9.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  65%|██████▍   | 535M/824M [00:50&lt;00:27, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  36%|███▋      | 302M/832M [00:50&lt;01:00, 9.13MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|███       | 254M/835M [00:50&lt;01:57, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  65%|██████▍   | 532M/822M [00:49&lt;00:27, 10.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  38%|███▊      | 311M/822M [00:50&lt;00:58, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  65%|██████▍   | 533M/824M [00:50&lt;00:27, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 315M/835M [00:50&lt;01:27, 6.26MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  65%|██████▍   | 538M/830M [00:50&lt;00:27, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  53%|█████▎    | 437M/830M [00:49&lt;00:45, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  65%|██████▌   | 536M/824M [00:50&lt;00:27, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  36%|███▋      | 303M/832M [00:50&lt;01:00, 9.10MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  54%|█████▍    | 446M/824M [00:50&lt;00:43, 9.04MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  30%|███       | 255M/835M [00:50&lt;01:58, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  65%|██████▍   | 533M/822M [00:49&lt;00:27, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  38%|███▊      | 312M/822M [00:50&lt;00:59, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  65%|██████▍   | 534M/824M [00:50&lt;00:27, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 315M/835M [00:50&lt;01:25, 6.35MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  65%|██████▍   | 539M/830M [00:50&lt;00:27, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  53%|█████▎    | 437M/830M [00:49&lt;00:45, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  65%|██████▌   | 537M/824M [00:50&lt;00:27, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  37%|███▋      | 304M/832M [00:50&lt;01:00, 9.09MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  54%|█████▍    | 447M/824M [00:50&lt;00:43, 9.03MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 255M/835M [00:50&lt;01:56, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  65%|██████▍   | 534M/822M [00:49&lt;00:27, 10.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  38%|███▊      | 313M/822M [00:50&lt;00:58, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  65%|██████▍   | 535M/824M [00:50&lt;00:27, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 316M/835M [00:50&lt;01:25, 6.33MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  65%|██████▌   | 540M/830M [00:50&lt;00:27, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  53%|█████▎    | 438M/830M [00:49&lt;00:44, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  65%|██████▌   | 538M/824M [00:50&lt;00:26, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  37%|███▋      | 305M/832M [00:50&lt;01:00, 9.16MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  54%|█████▍    | 448M/824M [00:50&lt;00:43, 9.13MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 256M/835M [00:50&lt;01:55, 5.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  65%|██████▌   | 535M/822M [00:50&lt;00:27, 10.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  38%|███▊      | 314M/822M [00:50&lt;00:58, 9.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  65%|██████▌   | 536M/824M [00:50&lt;00:26, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 317M/835M [00:50&lt;01:25, 6.39MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  65%|██████▌   | 541M/830M [00:50&lt;00:26, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  53%|█████▎    | 439M/830M [00:49&lt;00:44, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  66%|██████▌   | 540M/824M [00:50&lt;00:26, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  37%|███▋      | 306M/832M [00:50&lt;01:00, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  55%|█████▍    | 449M/824M [00:50&lt;00:42, 9.15MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 256M/835M [00:50&lt;01:55, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  65%|██████▌   | 537M/822M [00:50&lt;00:26, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  38%|███▊      | 315M/822M [00:50&lt;00:58, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  65%|██████▌   | 537M/824M [00:50&lt;00:26, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 317M/835M [00:50&lt;01:23, 6.50MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  65%|██████▌   | 542M/830M [00:50&lt;00:26, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  53%|█████▎    | 440M/830M [00:50&lt;00:44, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  66%|██████▌   | 541M/824M [00:50&lt;00:26, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  37%|███▋      | 307M/832M [00:50&lt;00:59, 9.19MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  55%|█████▍    | 450M/824M [00:51&lt;00:42, 9.21MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 257M/835M [00:50&lt;01:54, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  65%|██████▌   | 538M/822M [00:50&lt;00:26, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  38%|███▊      | 316M/822M [00:50&lt;00:57, 9.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  65%|██████▌   | 538M/824M [00:50&lt;00:26, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 318M/835M [00:50&lt;01:23, 6.52MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  65%|██████▌   | 544M/830M [00:50&lt;00:26, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  53%|█████▎    | 441M/830M [00:50&lt;00:44, 9.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  66%|██████▌   | 542M/824M [00:50&lt;00:25, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  37%|███▋      | 307M/832M [00:50&lt;00:59, 9.20MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  55%|█████▍    | 451M/824M [00:51&lt;00:42, 9.16MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 257M/835M [00:51&lt;01:54, 5.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▌   | 539M/822M [00:50&lt;00:25, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  39%|███▊      | 317M/822M [00:50&lt;00:57, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  65%|██████▌   | 539M/824M [00:50&lt;00:26, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 318M/835M [00:51&lt;01:23, 6.52MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  66%|██████▌   | 545M/830M [00:50&lt;00:26, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  53%|█████▎    | 442M/830M [00:50&lt;00:44, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  66%|██████▌   | 543M/824M [00:51&lt;00:25, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  37%|███▋      | 308M/832M [00:50&lt;00:59, 9.19MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  55%|█████▍    | 452M/824M [00:51&lt;00:42, 9.08MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 258M/835M [00:51&lt;01:55, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▌   | 540M/822M [00:50&lt;00:25, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  39%|███▊      | 317M/822M [00:51&lt;00:58, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  66%|██████▌   | 541M/824M [00:50&lt;00:25, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 319M/835M [00:51&lt;01:22, 6.59MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  66%|██████▌   | 546M/830M [00:50&lt;00:25, 11.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  53%|█████▎    | 443M/830M [00:50&lt;00:44, 9.18MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  37%|███▋      | 309M/832M [00:51&lt;00:59, 9.17MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  55%|█████▍    | 453M/824M [00:51&lt;00:42, 9.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▌   | 541M/822M [00:50&lt;00:25, 11.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 258M/835M [00:51&lt;01:55, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  66%|██████▌   | 544M/824M [00:51&lt;00:25, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  39%|███▊      | 318M/822M [00:51&lt;00:57, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  66%|██████▌   | 542M/824M [00:51&lt;00:25, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 320M/835M [00:51&lt;01:22, 6.58MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  66%|██████▌   | 547M/830M [00:51&lt;00:25, 11.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  53%|█████▎    | 444M/830M [00:50&lt;00:45, 8.99MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  37%|███▋      | 310M/832M [00:51&lt;01:00, 9.05MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  55%|█████▌    | 453M/824M [00:51&lt;00:43, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▌   | 542M/822M [00:50&lt;00:25, 11.7MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 259M/835M [00:51&lt;01:56, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  66%|██████▌   | 545M/824M [00:51&lt;00:24, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  39%|███▉      | 319M/822M [00:51&lt;00:57, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  66%|██████▌   | 543M/824M [00:51&lt;00:25, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 320M/835M [00:51&lt;01:21, 6.59MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  37%|███▋      | 311M/832M [00:51&lt;01:00, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  66%|██████▌   | 548M/830M [00:51&lt;00:25, 11.5MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  54%|█████▎    | 445M/830M [00:50&lt;00:44, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  55%|█████▌    | 454M/824M [00:51&lt;00:42, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▌   | 543M/822M [00:50&lt;00:25, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 259M/835M [00:51&lt;01:56, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  66%|██████▋   | 546M/824M [00:51&lt;00:25, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 321M/835M [00:51&lt;01:21, 6.60MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  39%|███▉      | 320M/822M [00:51&lt;00:57, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  66%|██████▌   | 544M/824M [00:51&lt;00:25, 11.5MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  66%|██████▌   | 549M/830M [00:51&lt;00:26, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  54%|█████▎    | 445M/830M [00:50&lt;00:44, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  66%|██████▋   | 547M/824M [00:51&lt;00:26, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  37%|███▋      | 312M/832M [00:51&lt;01:00, 8.96MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  55%|█████▌    | 455M/824M [00:51&lt;00:42, 9.11MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 260M/835M [00:51&lt;01:55, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▌   | 544M/822M [00:50&lt;00:26, 10.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▊      | 322M/835M [00:51&lt;01:25, 6.27MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  39%|███▉      | 321M/822M [00:51&lt;00:57, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  66%|██████▌   | 545M/824M [00:51&lt;00:26, 10.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  38%|███▊      | 313M/832M [00:51&lt;01:00, 8.96MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  66%|██████▋   | 550M/830M [00:51&lt;00:27, 10.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  67%|██████▋   | 549M/824M [00:51&lt;00:27, 10.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  54%|█████▍    | 446M/830M [00:50&lt;00:45, 8.84MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  55%|█████▌    | 456M/824M [00:51&lt;00:43, 8.87MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 260M/835M [00:51&lt;01:58, 5.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▋   | 545M/822M [00:50&lt;00:27, 10.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▊      | 322M/835M [00:51&lt;01:28, 6.07MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  39%|███▉      | 322M/822M [00:51&lt;00:58, 8.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  66%|██████▋   | 546M/824M [00:51&lt;00:27, 10.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  38%|███▊      | 314M/832M [00:51&lt;01:00, 8.91MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  66%|██████▋   | 551M/830M [00:51&lt;00:28, 10.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  67%|██████▋   | 550M/824M [00:51&lt;00:27, 10.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  54%|█████▍    | 447M/830M [00:50&lt;00:46, 8.73MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  55%|█████▌    | 457M/824M [00:51&lt;00:43, 8.85MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▋   | 546M/822M [00:51&lt;00:28, 10.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▊      | 323M/835M [00:51&lt;01:31, 5.90MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  39%|███▉      | 323M/822M [00:51&lt;00:58, 8.94MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███       | 261M/835M [00:51&lt;02:04, 4.85MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  66%|██████▋   | 547M/824M [00:51&lt;00:28, 10.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  38%|███▊      | 314M/832M [00:51&lt;01:01, 8.79MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  67%|██████▋   | 552M/830M [00:51&lt;00:29, 9.92MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  67%|██████▋   | 551M/824M [00:51&lt;00:28, 10.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  54%|█████▍    | 448M/830M [00:50&lt;00:45, 8.72MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  56%|█████▌    | 458M/824M [00:51&lt;00:43, 8.84MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  67%|██████▋   | 547M/822M [00:51&lt;00:28, 9.99MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▊      | 323M/835M [00:51&lt;01:33, 5.71MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  39%|███▉      | 324M/822M [00:51&lt;00:58, 8.90MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███▏      | 261M/835M [00:51&lt;02:03, 4.88MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  67%|██████▋   | 548M/824M [00:51&lt;00:29, 9.95MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  38%|███▊      | 315M/832M [00:51&lt;01:00, 8.89MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  67%|██████▋   | 553M/830M [00:51&lt;00:29, 9.84MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  67%|██████▋   | 552M/824M [00:51&lt;00:28, 10.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  54%|█████▍    | 449M/830M [00:51&lt;00:45, 8.84MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  56%|█████▌    | 459M/824M [00:52&lt;00:43, 8.86MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  67%|██████▋   | 548M/822M [00:51&lt;00:29, 9.79MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  39%|███▉      | 325M/822M [00:51&lt;00:58, 8.98MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███▏      | 262M/835M [00:51&lt;01:59, 5.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  67%|██████▋   | 549M/824M [00:51&lt;00:29, 9.81MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 324M/835M [00:52&lt;01:36, 5.53MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  38%|███▊      | 316M/832M [00:51&lt;01:00, 8.99MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  67%|██████▋   | 554M/830M [00:51&lt;00:29, 9.86MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  67%|██████▋   | 553M/824M [00:52&lt;00:28, 9.93MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  54%|█████▍    | 450M/830M [00:51&lt;00:44, 8.94MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  56%|█████▌    | 460M/824M [00:52&lt;00:42, 8.95MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  67%|██████▋   | 549M/822M [00:51&lt;00:28, 10.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  40%|███▉      | 325M/822M [00:51&lt;00:57, 9.01MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███▏      | 262M/835M [00:52&lt;01:59, 5.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  67%|██████▋   | 550M/824M [00:51&lt;00:28, 10.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 325M/835M [00:52&lt;01:32, 5.78MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  38%|███▊      | 317M/832M [00:51&lt;01:00, 8.99MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  67%|██████▋   | 555M/830M [00:51&lt;00:28, 10.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  67%|██████▋   | 554M/824M [00:52&lt;00:27, 10.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  54%|█████▍    | 451M/830M [00:51&lt;00:44, 8.93MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  56%|█████▌    | 460M/824M [00:52&lt;00:42, 8.96MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  67%|██████▋   | 551M/822M [00:51&lt;00:27, 10.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  40%|███▉      | 326M/822M [00:52&lt;00:57, 9.00MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  31%|███▏      | 263M/835M [00:52&lt;01:57, 5.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  67%|██████▋   | 551M/824M [00:51&lt;00:27, 10.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 325M/835M [00:52&lt;01:30, 5.91MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  67%|██████▋   | 556M/830M [00:51&lt;00:27, 10.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  54%|█████▍    | 452M/830M [00:51&lt;00:43, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  67%|██████▋   | 555M/824M [00:52&lt;00:26, 10.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  38%|███▊      | 318M/832M [00:52&lt;01:00, 8.90MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  56%|█████▌    | 461M/824M [00:52&lt;00:41, 9.06MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  67%|██████▋   | 552M/822M [00:51&lt;00:26, 10.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  40%|███▉      | 327M/822M [00:52&lt;00:56, 9.14MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 263M/835M [00:52&lt;01:57, 5.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  67%|██████▋   | 552M/824M [00:52&lt;00:26, 10.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 326M/835M [00:52&lt;01:28, 6.03MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  38%|███▊      | 319M/832M [00:52&lt;01:00, 8.96MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  67%|██████▋   | 557M/830M [00:52&lt;00:26, 10.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  67%|██████▋   | 556M/824M [00:52&lt;00:26, 10.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  54%|█████▍    | 452M/830M [00:51&lt;00:44, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  56%|█████▌    | 462M/824M [00:52&lt;00:41, 9.04MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  67%|██████▋   | 553M/822M [00:51&lt;00:26, 10.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  40%|███▉      | 328M/822M [00:52&lt;00:57, 9.04MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 264M/835M [00:52&lt;01:56, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  67%|██████▋   | 553M/824M [00:52&lt;00:26, 10.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 326M/835M [00:52&lt;01:25, 6.24MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  67%|██████▋   | 559M/830M [00:52&lt;00:25, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  55%|█████▍    | 453M/830M [00:51&lt;00:44, 8.96MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  68%|██████▊   | 557M/824M [00:52&lt;00:25, 10.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  38%|███▊      | 320M/832M [00:52&lt;01:00, 8.85MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  56%|█████▌    | 463M/824M [00:52&lt;00:42, 8.99MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  67%|██████▋   | 554M/822M [00:51&lt;00:25, 10.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  40%|████      | 329M/822M [00:52&lt;00:57, 8.93MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 264M/835M [00:52&lt;01:57, 5.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  67%|██████▋   | 554M/824M [00:52&lt;00:25, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 327M/835M [00:52&lt;01:24, 6.28MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  67%|██████▋   | 560M/830M [00:52&lt;00:25, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  55%|█████▍    | 454M/830M [00:51&lt;00:43, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  68%|██████▊   | 558M/824M [00:52&lt;00:24, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  39%|███▊      | 321M/832M [00:52&lt;01:00, 8.90MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  56%|█████▋    | 464M/824M [00:52&lt;00:41, 9.19MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  67%|██████▋   | 555M/822M [00:51&lt;00:25, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  40%|████      | 330M/822M [00:52&lt;00:56, 9.09MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 265M/835M [00:52&lt;01:54, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  67%|██████▋   | 556M/824M [00:52&lt;00:25, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 328M/835M [00:52&lt;01:23, 6.37MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  68%|██████▊   | 561M/830M [00:52&lt;00:25, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  55%|█████▍    | 455M/830M [00:51&lt;00:43, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  68%|██████▊   | 559M/824M [00:52&lt;00:24, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  39%|███▊      | 321M/832M [00:52&lt;00:59, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  56%|█████▋    | 465M/824M [00:52&lt;00:40, 9.19MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  68%|██████▊   | 556M/822M [00:51&lt;00:25, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  40%|████      | 331M/822M [00:52&lt;00:56, 9.10MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 265M/835M [00:52&lt;01:54, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  68%|██████▊   | 557M/824M [00:52&lt;00:25, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 328M/835M [00:52&lt;01:24, 6.26MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  68%|██████▊   | 562M/830M [00:52&lt;00:25, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  55%|█████▍    | 456M/830M [00:51&lt;00:42, 9.19MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  39%|███▊      | 322M/832M [00:52&lt;00:57, 9.22MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  57%|█████▋    | 466M/824M [00:52&lt;00:40, 9.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  68%|██████▊   | 557M/822M [00:52&lt;00:25, 10.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  68%|██████▊   | 560M/824M [00:52&lt;00:25, 10.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  40%|████      | 332M/822M [00:52&lt;00:56, 9.16MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 266M/835M [00:52&lt;01:54, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  68%|██████▊   | 558M/824M [00:52&lt;00:25, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 329M/835M [00:52&lt;01:23, 6.36MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  39%|███▉      | 323M/832M [00:52&lt;00:58, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  68%|██████▊   | 563M/830M [00:52&lt;00:25, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  55%|█████▌    | 457M/830M [00:52&lt;00:43, 8.96MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  57%|█████▋    | 467M/824M [00:52&lt;00:41, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  68%|██████▊   | 558M/822M [00:52&lt;00:25, 11.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  68%|██████▊   | 561M/824M [00:52&lt;00:24, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  40%|████      | 332M/822M [00:52&lt;00:57, 8.98MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 266M/835M [00:52&lt;01:56, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  68%|██████▊   | 559M/824M [00:52&lt;00:24, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 330M/835M [00:52&lt;01:23, 6.37MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  39%|███▉      | 324M/832M [00:52&lt;00:59, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  68%|██████▊   | 564M/830M [00:52&lt;00:25, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  55%|█████▌    | 458M/830M [00:52&lt;00:43, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  57%|█████▋    | 468M/824M [00:53&lt;00:40, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  68%|██████▊   | 559M/822M [00:52&lt;00:24, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  68%|██████▊   | 562M/824M [00:52&lt;00:24, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  41%|████      | 333M/822M [00:52&lt;00:55, 9.17MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 267M/835M [00:52&lt;01:55, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  68%|██████▊   | 560M/824M [00:52&lt;00:24, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|███▉      | 330M/835M [00:53&lt;01:22, 6.43MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  39%|███▉      | 325M/832M [00:52&lt;00:58, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  68%|██████▊   | 565M/830M [00:52&lt;00:25, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  55%|█████▌    | 459M/830M [00:52&lt;00:43, 9.01MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  57%|█████▋    | 469M/824M [00:53&lt;00:40, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  68%|██████▊   | 560M/822M [00:52&lt;00:25, 10.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  68%|██████▊   | 563M/824M [00:53&lt;00:25, 10.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  41%|████      | 334M/822M [00:52&lt;00:55, 9.14MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 267M/835M [00:53&lt;01:54, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  68%|██████▊   | 561M/824M [00:52&lt;00:24, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|███▉      | 331M/835M [00:53&lt;01:23, 6.30MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  39%|███▉      | 326M/832M [00:52&lt;00:58, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  68%|██████▊   | 566M/830M [00:52&lt;00:25, 10.8MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  55%|█████▌    | 460M/830M [00:52&lt;00:42, 9.14MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  57%|█████▋    | 469M/824M [00:53&lt;00:40, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  68%|██████▊   | 561M/822M [00:52&lt;00:25, 10.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  69%|██████▊   | 564M/824M [00:53&lt;00:24, 10.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  41%|████      | 335M/822M [00:53&lt;00:55, 9.22MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 268M/835M [00:53&lt;01:53, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  68%|██████▊   | 562M/824M [00:53&lt;00:25, 10.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|███▉      | 331M/835M [00:53&lt;01:23, 6.32MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  68%|██████▊   | 567M/830M [00:52&lt;00:25, 10.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  55%|█████▌    | 460M/830M [00:52&lt;00:42, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  69%|██████▊   | 566M/824M [00:53&lt;00:24, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  39%|███▉      | 327M/832M [00:53&lt;00:58, 9.01MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  57%|█████▋    | 470M/824M [00:53&lt;00:40, 9.07MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  68%|██████▊   | 562M/822M [00:52&lt;00:24, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  41%|████      | 336M/822M [00:53&lt;00:55, 9.14MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 268M/835M [00:53&lt;01:54, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  68%|██████▊   | 563M/824M [00:53&lt;00:24, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|███▉      | 332M/835M [00:53&lt;01:22, 6.39MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  39%|███▉      | 328M/832M [00:53&lt;00:59, 8.90MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  68%|██████▊   | 568M/830M [00:53&lt;00:24, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  56%|█████▌    | 461M/830M [00:52&lt;00:43, 8.96MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  57%|█████▋    | 471M/824M [00:53&lt;00:41, 8.91MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  69%|██████▊   | 563M/822M [00:52&lt;00:24, 11.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  69%|██████▉   | 567M/824M [00:53&lt;00:24, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  41%|████      | 337M/822M [00:53&lt;00:56, 9.06MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 269M/835M [00:53&lt;01:54, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  68%|██████▊   | 564M/824M [00:53&lt;00:24, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|███▉      | 333M/835M [00:53&lt;01:22, 6.39MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  39%|███▉      | 328M/832M [00:53&lt;00:58, 9.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  69%|██████▊   | 569M/830M [00:53&lt;00:24, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  56%|█████▌    | 462M/830M [00:52&lt;00:42, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  57%|█████▋    | 472M/824M [00:53&lt;00:40, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  69%|██████▊   | 564M/822M [00:52&lt;00:24, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  69%|██████▉   | 568M/824M [00:53&lt;00:24, 11.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  41%|████      | 338M/822M [00:53&lt;00:55, 9.18MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 269M/835M [00:53&lt;01:54, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  69%|██████▊   | 565M/824M [00:53&lt;00:24, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|███▉      | 333M/835M [00:53&lt;01:21, 6.45MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  40%|███▉      | 329M/832M [00:53&lt;00:58, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  69%|██████▊   | 570M/830M [00:53&lt;00:24, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  56%|█████▌    | 463M/830M [00:52&lt;00:42, 9.07MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  57%|█████▋    | 473M/824M [00:53&lt;00:40, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  69%|██████▉   | 566M/822M [00:52&lt;00:24, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  69%|██████▉   | 569M/824M [00:53&lt;00:24, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  41%|████      | 339M/822M [00:53&lt;00:56, 9.03MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 270M/835M [00:53&lt;01:54, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  69%|██████▉   | 566M/824M [00:53&lt;00:23, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|███▉      | 334M/835M [00:53&lt;01:20, 6.55MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  40%|███▉      | 330M/832M [00:53&lt;00:58, 8.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  69%|██████▉   | 572M/830M [00:53&lt;00:24, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  69%|██████▉   | 570M/824M [00:53&lt;00:24, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  56%|█████▌    | 464M/830M [00:52&lt;00:42, 8.97MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  58%|█████▊    | 474M/824M [00:53&lt;00:40, 9.12MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  69%|██████▉   | 567M/822M [00:53&lt;00:24, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  41%|████▏     | 340M/822M [00:53&lt;00:56, 8.99MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 270M/835M [00:53&lt;01:55, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  69%|██████▉   | 567M/824M [00:53&lt;00:24, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|████      | 335M/835M [00:53&lt;01:21, 6.46MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  40%|███▉      | 331M/832M [00:53&lt;00:58, 8.91MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  69%|██████▉   | 573M/830M [00:53&lt;00:23, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  69%|██████▉   | 571M/824M [00:53&lt;00:23, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  56%|█████▌    | 465M/830M [00:52&lt;00:42, 8.97MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  58%|█████▊    | 475M/824M [00:53&lt;00:40, 9.00MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  69%|██████▉   | 568M/822M [00:53&lt;00:23, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  41%|████▏     | 340M/822M [00:53&lt;00:57, 8.85MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 271M/835M [00:53&lt;01:56, 5.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  69%|██████▉   | 569M/824M [00:53&lt;00:23, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|████      | 335M/835M [00:53&lt;01:20, 6.54MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  40%|███▉      | 332M/832M [00:53&lt;01:00, 8.73MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  69%|██████▉   | 574M/830M [00:53&lt;00:24, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  69%|██████▉   | 572M/824M [00:53&lt;00:23, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  56%|█████▌    | 466M/830M [00:53&lt;00:43, 8.73MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  58%|█████▊    | 476M/824M [00:53&lt;00:40, 8.94MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  69%|██████▉   | 569M/822M [00:53&lt;00:23, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|████      | 336M/835M [00:53&lt;01:20, 6.50MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  42%|████▏     | 341M/822M [00:53&lt;00:57, 8.71MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  32%|███▏      | 271M/835M [00:53&lt;01:58, 5.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  69%|██████▉   | 570M/824M [00:53&lt;00:24, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  40%|███▉      | 333M/832M [00:53&lt;01:01, 8.57MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  69%|██████▉   | 575M/830M [00:53&lt;00:23, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  70%|██████▉   | 573M/824M [00:53&lt;00:23, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  56%|█████▌    | 466M/830M [00:53&lt;00:44, 8.52MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  58%|█████▊    | 476M/824M [00:54&lt;00:42, 8.57MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  69%|██████▉   | 570M/822M [00:53&lt;00:23, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  42%|████▏     | 342M/822M [00:53&lt;00:57, 8.74MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 272M/835M [00:54&lt;01:59, 4.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  69%|██████▉   | 571M/824M [00:53&lt;00:23, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|████      | 337M/835M [00:54&lt;01:20, 6.46MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  40%|████      | 334M/832M [00:53&lt;01:00, 8.67MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  69%|██████▉   | 576M/830M [00:53&lt;00:23, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  70%|██████▉   | 574M/824M [00:54&lt;00:23, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  56%|█████▋    | 467M/830M [00:53&lt;00:44, 8.63MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  58%|█████▊    | 477M/824M [00:54&lt;00:41, 8.77MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  69%|██████▉   | 571M/822M [00:53&lt;00:23, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  42%|████▏     | 343M/822M [00:53&lt;00:57, 8.77MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 272M/835M [00:54&lt;01:56, 5.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  69%|██████▉   | 572M/824M [00:53&lt;00:23, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|████      | 337M/835M [00:54&lt;01:20, 6.46MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  40%|████      | 334M/832M [00:54&lt;00:59, 8.70MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  69%|██████▉   | 577M/830M [00:53&lt;00:23, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  70%|██████▉   | 575M/824M [00:54&lt;00:23, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  56%|█████▋    | 468M/830M [00:53&lt;00:43, 8.73MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  58%|█████▊    | 478M/824M [00:54&lt;00:41, 8.69MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  70%|██████▉   | 572M/822M [00:53&lt;00:23, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  42%|████▏     | 344M/822M [00:54&lt;00:57, 8.76MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 273M/835M [00:54&lt;01:56, 5.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  70%|██████▉   | 573M/824M [00:54&lt;00:23, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|████      | 338M/835M [00:54&lt;01:21, 6.43MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  40%|████      | 335M/832M [00:54&lt;00:59, 8.81MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  70%|██████▉   | 578M/830M [00:54&lt;00:23, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  70%|██████▉   | 576M/824M [00:54&lt;00:23, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  56%|█████▋    | 469M/830M [00:53&lt;00:43, 8.80MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  58%|█████▊    | 479M/824M [00:54&lt;00:41, 8.75MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  70%|██████▉   | 573M/822M [00:53&lt;00:22, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  42%|████▏     | 345M/822M [00:54&lt;00:57, 8.75MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 273M/835M [00:54&lt;01:56, 5.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  70%|██████▉   | 574M/824M [00:54&lt;00:22, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 338M/835M [00:54&lt;01:19, 6.53MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  40%|████      | 336M/832M [00:54&lt;00:58, 8.82MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  70%|██████▉   | 579M/830M [00:54&lt;00:23, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  70%|███████   | 577M/824M [00:54&lt;00:22, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  57%|█████▋    | 470M/830M [00:53&lt;00:42, 8.80MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  58%|█████▊    | 480M/824M [00:54&lt;00:40, 8.84MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  70%|██████▉   | 574M/822M [00:53&lt;00:22, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  42%|████▏     | 346M/822M [00:54&lt;00:56, 8.88MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 274M/835M [00:54&lt;01:54, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  70%|██████▉   | 575M/824M [00:54&lt;00:23, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 339M/835M [00:54&lt;01:20, 6.46MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  41%|████      | 337M/832M [00:54&lt;00:58, 8.82MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  70%|██████▉   | 580M/830M [00:54&lt;00:23, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  70%|███████   | 579M/824M [00:54&lt;00:22, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  57%|█████▋    | 471M/830M [00:53&lt;00:42, 8.92MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  58%|█████▊    | 481M/824M [00:54&lt;00:40, 8.93MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  70%|███████   | 576M/822M [00:53&lt;00:22, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  42%|████▏     | 346M/822M [00:54&lt;00:55, 8.91MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 274M/835M [00:54&lt;01:54, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  70%|██████▉   | 576M/824M [00:54&lt;00:22, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 340M/835M [00:54&lt;01:19, 6.50MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  41%|████      | 338M/832M [00:54&lt;00:57, 8.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  70%|███████   | 581M/830M [00:54&lt;00:22, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  70%|███████   | 580M/824M [00:54&lt;00:22, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  57%|█████▋    | 472M/830M [00:53&lt;00:41, 9.06MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  58%|█████▊    | 482M/824M [00:54&lt;00:40, 8.92MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  70%|███████   | 577M/822M [00:53&lt;00:22, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  42%|████▏     | 347M/822M [00:54&lt;00:55, 8.93MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 275M/835M [00:54&lt;01:54, 5.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  70%|███████   | 577M/824M [00:54&lt;00:22, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 340M/835M [00:54&lt;01:20, 6.48MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  41%|████      | 339M/832M [00:54&lt;00:57, 8.92MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  70%|███████   | 583M/830M [00:54&lt;00:23, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  71%|███████   | 581M/824M [00:54&lt;00:22, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  57%|█████▋    | 473M/830M [00:53&lt;00:41, 8.95MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  59%|█████▊    | 483M/824M [00:54&lt;00:39, 9.00MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  70%|███████   | 578M/822M [00:54&lt;00:22, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  42%|████▏     | 348M/822M [00:54&lt;00:55, 8.92MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 275M/835M [00:54&lt;01:54, 5.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  70%|███████   | 578M/824M [00:54&lt;00:22, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 341M/835M [00:54&lt;01:20, 6.46MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  41%|████      | 340M/832M [00:54&lt;00:57, 8.96MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  70%|███████   | 584M/830M [00:54&lt;00:23, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  71%|███████   | 582M/824M [00:54&lt;00:22, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  57%|█████▋    | 473M/830M [00:53&lt;00:41, 9.01MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  59%|█████▊    | 483M/824M [00:54&lt;00:39, 9.00MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  70%|███████   | 579M/822M [00:54&lt;00:22, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  42%|████▏     | 349M/822M [00:54&lt;00:55, 8.99MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 276M/835M [00:54&lt;01:53, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  70%|███████   | 580M/824M [00:54&lt;00:22, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 342M/835M [00:54&lt;01:20, 6.44MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  41%|████      | 341M/832M [00:54&lt;00:57, 8.92MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  70%|███████   | 585M/830M [00:54&lt;00:23, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  71%|███████   | 583M/824M [00:54&lt;00:22, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  57%|█████▋    | 474M/830M [00:54&lt;00:41, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  59%|█████▉    | 484M/824M [00:55&lt;00:39, 9.10MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  71%|███████   | 580M/822M [00:54&lt;00:22, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  43%|████▎     | 350M/822M [00:54&lt;00:55, 8.95MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 276M/835M [00:54&lt;01:54, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  70%|███████   | 581M/824M [00:54&lt;00:22, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 342M/835M [00:54&lt;01:19, 6.47MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  41%|████      | 341M/832M [00:54&lt;00:57, 8.96MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  71%|███████   | 586M/830M [00:54&lt;00:22, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  71%|███████   | 584M/824M [00:55&lt;00:22, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  57%|█████▋    | 475M/830M [00:54&lt;00:41, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  59%|█████▉    | 485M/824M [00:55&lt;00:39, 8.98MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  71%|███████   | 581M/822M [00:54&lt;00:22, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  43%|████▎     | 351M/822M [00:54&lt;00:55, 8.94MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 277M/835M [00:55&lt;01:53, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  71%|███████   | 582M/824M [00:54&lt;00:22, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 343M/835M [00:55&lt;01:20, 6.45MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  41%|████      | 342M/832M [00:54&lt;00:56, 9.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  71%|███████   | 587M/830M [00:54&lt;00:22, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  71%|███████   | 585M/824M [00:55&lt;00:22, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  57%|█████▋    | 476M/830M [00:54&lt;00:40, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  59%|█████▉    | 486M/824M [00:55&lt;00:39, 9.07MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  71%|███████   | 582M/822M [00:54&lt;00:22, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  43%|████▎     | 352M/822M [00:55&lt;00:54, 9.01MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 277M/835M [00:55&lt;01:52, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  71%|███████   | 583M/824M [00:54&lt;00:22, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 344M/835M [00:55&lt;01:18, 6.55MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  41%|████      | 343M/832M [00:55&lt;00:56, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  71%|███████   | 588M/830M [00:54&lt;00:22, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  71%|███████   | 586M/824M [00:55&lt;00:21, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  57%|█████▋    | 477M/830M [00:54&lt;00:40, 9.07MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  59%|█████▉    | 487M/824M [00:55&lt;00:38, 9.08MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  71%|███████   | 583M/822M [00:54&lt;00:22, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  43%|████▎     | 353M/822M [00:55&lt;00:53, 9.15MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 278M/835M [00:55&lt;01:52, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  71%|███████   | 584M/824M [00:55&lt;00:22, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 344M/835M [00:55&lt;01:19, 6.47MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  41%|████▏     | 344M/832M [00:55&lt;00:56, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  71%|███████   | 589M/830M [00:55&lt;00:22, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  71%|███████▏  | 587M/824M [00:55&lt;00:22, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  58%|█████▊    | 478M/830M [00:54&lt;00:41, 9.00MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  59%|█████▉    | 488M/824M [00:55&lt;00:38, 9.11MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  71%|███████   | 584M/822M [00:54&lt;00:22, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  43%|████▎     | 353M/822M [00:55&lt;00:53, 9.13MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 278M/835M [00:55&lt;01:52, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  71%|███████   | 585M/824M [00:55&lt;00:22, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████▏     | 345M/835M [00:55&lt;01:20, 6.42MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  41%|████▏     | 345M/832M [00:55&lt;00:55, 9.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  71%|███████   | 590M/830M [00:55&lt;00:22, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  71%|███████▏  | 588M/824M [00:55&lt;00:22, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  58%|█████▊    | 479M/830M [00:54&lt;00:40, 9.01MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  59%|█████▉    | 489M/824M [00:55&lt;00:38, 9.21MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  71%|███████   | 585M/822M [00:54&lt;00:22, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  43%|████▎     | 354M/822M [00:55&lt;00:53, 9.19MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 279M/835M [00:55&lt;01:53, 5.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  71%|███████   | 586M/824M [00:55&lt;00:22, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████▏     | 345M/835M [00:55&lt;01:19, 6.47MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  42%|████▏     | 346M/832M [00:55&lt;00:56, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  71%|███████   | 591M/830M [00:55&lt;00:22, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  72%|███████▏  | 590M/824M [00:55&lt;00:21, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  58%|█████▊    | 480M/830M [00:54&lt;00:40, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  59%|█████▉    | 490M/824M [00:55&lt;00:38, 9.10MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  71%|███████▏  | 586M/822M [00:54&lt;00:21, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  43%|████▎     | 355M/822M [00:55&lt;00:53, 9.20MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  33%|███▎      | 279M/835M [00:55&lt;01:52, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  71%|███████▏  | 587M/824M [00:55&lt;00:21, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████▏     | 346M/835M [00:55&lt;01:19, 6.44MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  42%|████▏     | 347M/832M [00:55&lt;00:55, 9.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  71%|███████▏  | 592M/830M [00:55&lt;00:22, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  72%|███████▏  | 591M/824M [00:55&lt;00:21, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  58%|█████▊    | 481M/830M [00:54&lt;00:40, 9.16MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  60%|█████▉    | 491M/824M [00:55&lt;00:38, 9.15MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  71%|███████▏  | 588M/822M [00:54&lt;00:22, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  43%|████▎     | 356M/822M [00:55&lt;00:53, 9.20MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▎      | 280M/835M [00:55&lt;01:52, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  71%|███████▏  | 588M/824M [00:55&lt;00:21, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████▏     | 347M/835M [00:55&lt;01:20, 6.35MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  42%|████▏     | 348M/832M [00:55&lt;00:55, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  71%|███████▏  | 593M/830M [00:55&lt;00:22, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  72%|███████▏  | 592M/824M [00:55&lt;00:21, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  58%|█████▊    | 481M/830M [00:54&lt;00:40, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  60%|█████▉    | 491M/824M [00:55&lt;00:38, 9.00MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  72%|███████▏  | 589M/822M [00:55&lt;00:21, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  43%|████▎     | 357M/822M [00:55&lt;00:53, 9.12MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▎      | 280M/835M [00:55&lt;01:52, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  72%|███████▏  | 589M/824M [00:55&lt;00:21, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 347M/835M [00:55&lt;01:19, 6.41MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  42%|████▏     | 349M/832M [00:55&lt;00:55, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  72%|███████▏  | 594M/830M [00:55&lt;00:21, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  72%|███████▏  | 593M/824M [00:55&lt;00:21, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  58%|█████▊    | 482M/830M [00:54&lt;00:40, 9.00MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  60%|█████▉    | 492M/824M [00:55&lt;00:38, 9.06MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  72%|███████▏  | 590M/822M [00:55&lt;00:21, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  44%|████▎     | 358M/822M [00:55&lt;00:53, 9.10MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▎      | 281M/835M [00:55&lt;01:52, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  72%|███████▏  | 591M/824M [00:55&lt;00:21, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 348M/835M [00:55&lt;01:19, 6.46MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  42%|████▏     | 349M/832M [00:55&lt;00:56, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  72%|███████▏  | 596M/830M [00:55&lt;00:21, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  72%|███████▏  | 594M/824M [00:55&lt;00:21, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  58%|█████▊    | 483M/830M [00:55&lt;00:41, 8.87MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  60%|█████▉    | 493M/824M [00:56&lt;00:38, 9.07MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  72%|███████▏  | 591M/822M [00:55&lt;00:21, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  44%|████▎     | 359M/822M [00:55&lt;00:53, 9.10MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▎      | 281M/835M [00:55&lt;01:52, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  72%|███████▏  | 592M/824M [00:55&lt;00:21, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 349M/835M [00:56&lt;01:18, 6.51MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  42%|████▏     | 350M/832M [00:55&lt;00:55, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  72%|███████▏  | 597M/830M [00:55&lt;00:21, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  72%|███████▏  | 595M/824M [00:56&lt;00:20, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  58%|█████▊    | 484M/830M [00:55&lt;00:40, 9.00MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  60%|█████▉    | 494M/824M [00:56&lt;00:38, 9.07MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  72%|███████▏  | 592M/822M [00:55&lt;00:21, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  44%|████▍     | 360M/822M [00:55&lt;00:53, 9.11MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▎      | 282M/835M [00:56&lt;01:52, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  72%|███████▏  | 593M/824M [00:55&lt;00:20, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 349M/835M [00:56&lt;01:18, 6.52MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  42%|████▏     | 351M/832M [00:55&lt;00:55, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  72%|███████▏  | 598M/830M [00:55&lt;00:21, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  72%|███████▏  | 596M/824M [00:56&lt;00:20, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  58%|█████▊    | 485M/830M [00:55&lt;00:40, 9.00MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  60%|██████    | 495M/824M [00:56&lt;00:37, 9.17MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  72%|███████▏  | 593M/822M [00:55&lt;00:21, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  44%|████▍     | 361M/822M [00:56&lt;00:52, 9.21MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 282M/835M [00:56&lt;01:52, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  72%|███████▏  | 594M/824M [00:55&lt;00:21, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 350M/835M [00:56&lt;01:17, 6.58MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  42%|████▏     | 352M/832M [00:56&lt;00:55, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  72%|███████▏  | 599M/830M [00:55&lt;00:21, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  73%|███████▎  | 597M/824M [00:56&lt;00:20, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  59%|█████▊    | 486M/830M [00:55&lt;00:40, 9.01MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  60%|██████    | 496M/824M [00:56&lt;00:37, 9.17MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  72%|███████▏  | 594M/822M [00:55&lt;00:21, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  44%|████▍     | 361M/822M [00:56&lt;00:52, 9.22MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 283M/835M [00:56&lt;01:51, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  72%|███████▏  | 595M/824M [00:56&lt;00:20, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 350M/835M [00:56&lt;01:17, 6.57MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  42%|████▏     | 353M/832M [00:56&lt;00:54, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  72%|███████▏  | 600M/830M [00:56&lt;00:20, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  73%|███████▎  | 598M/824M [00:56&lt;00:20, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  59%|█████▊    | 487M/830M [00:55&lt;00:39, 9.17MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  60%|██████    | 497M/824M [00:56&lt;00:36, 9.31MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  72%|███████▏  | 595M/822M [00:55&lt;00:21, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  44%|████▍     | 362M/822M [00:56&lt;00:51, 9.28MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 283M/835M [00:56&lt;01:52, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  72%|███████▏  | 596M/824M [00:56&lt;00:20, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 351M/835M [00:56&lt;01:16, 6.62MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  43%|████▎     | 354M/832M [00:56&lt;00:54, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  72%|███████▏  | 601M/830M [00:56&lt;00:21, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  73%|███████▎  | 599M/824M [00:56&lt;00:20, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  59%|█████▊    | 488M/830M [00:55&lt;00:39, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  60%|██████    | 498M/824M [00:56&lt;00:37, 9.14MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  73%|███████▎  | 596M/822M [00:55&lt;00:20, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  44%|████▍     | 363M/822M [00:56&lt;00:52, 9.19MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 284M/835M [00:56&lt;01:50, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  73%|███████▎  | 597M/824M [00:56&lt;00:20, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 352M/835M [00:56&lt;01:17, 6.55MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  43%|████▎     | 355M/832M [00:56&lt;00:55, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  73%|███████▎  | 602M/830M [00:56&lt;00:20, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  73%|███████▎  | 601M/824M [00:56&lt;00:20, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  59%|█████▉    | 488M/830M [00:55&lt;00:39, 9.16MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  61%|██████    | 499M/824M [00:56&lt;00:37, 9.10MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  73%|███████▎  | 598M/822M [00:55&lt;00:20, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  44%|████▍     | 364M/822M [00:56&lt;00:53, 9.03MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 284M/835M [00:56&lt;01:51, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  73%|███████▎  | 598M/824M [00:56&lt;00:20, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 352M/835M [00:56&lt;01:17, 6.55MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  43%|████▎     | 356M/832M [00:56&lt;00:55, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  73%|███████▎  | 603M/830M [00:56&lt;00:21, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  73%|███████▎  | 602M/824M [00:56&lt;00:20, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  59%|█████▉    | 489M/830M [00:55&lt;00:39, 9.14MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  61%|██████    | 499M/824M [00:56&lt;00:37, 9.05MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  73%|███████▎  | 599M/822M [00:55&lt;00:20, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  44%|████▍     | 365M/822M [00:56&lt;00:52, 9.15MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 285M/835M [00:56&lt;01:51, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  73%|███████▎  | 600M/824M [00:56&lt;00:20, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 353M/835M [00:56&lt;01:17, 6.53MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  43%|████▎     | 357M/832M [00:56&lt;00:55, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  73%|███████▎  | 604M/830M [00:56&lt;00:20, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  73%|███████▎  | 603M/824M [00:56&lt;00:20, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  59%|█████▉    | 490M/830M [00:55&lt;00:38, 9.20MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  61%|██████    | 500M/824M [00:56&lt;00:37, 8.98MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  73%|███████▎  | 600M/822M [00:56&lt;00:20, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  45%|████▍     | 366M/822M [00:56&lt;00:53, 8.99MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 285M/835M [00:56&lt;01:51, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  73%|███████▎  | 601M/824M [00:56&lt;00:20, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 354M/835M [00:56&lt;01:16, 6.64MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  43%|████▎     | 357M/832M [00:56&lt;00:55, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  73%|███████▎  | 606M/830M [00:56&lt;00:20, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  73%|███████▎  | 604M/824M [00:56&lt;00:20, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  59%|█████▉    | 491M/830M [00:56&lt;00:39, 9.06MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  61%|██████    | 501M/824M [00:56&lt;00:37, 9.10MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  73%|███████▎  | 601M/822M [00:56&lt;00:20, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  45%|████▍     | 367M/822M [00:56&lt;00:52, 9.03MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 286M/835M [00:56&lt;01:49, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  73%|███████▎  | 602M/824M [00:56&lt;00:20, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 354M/835M [00:56&lt;01:16, 6.57MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  43%|████▎     | 358M/832M [00:56&lt;00:54, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  73%|███████▎  | 607M/830M [00:56&lt;00:20, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  73%|███████▎  | 605M/824M [00:56&lt;00:20, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  59%|█████▉    | 492M/830M [00:56&lt;00:38, 9.13MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  61%|██████    | 502M/824M [00:57&lt;00:36, 9.22MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  73%|███████▎  | 602M/822M [00:56&lt;00:20, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  45%|████▍     | 368M/822M [00:56&lt;00:52, 9.13MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 286M/835M [00:56&lt;01:48, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  73%|███████▎  | 603M/824M [00:56&lt;00:20, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 355M/835M [00:57&lt;01:16, 6.56MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  43%|████▎     | 359M/832M [00:56&lt;00:54, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  73%|███████▎  | 608M/830M [00:56&lt;00:20, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  74%|███████▎  | 606M/824M [00:57&lt;00:19, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  59%|█████▉    | 493M/830M [00:56&lt;00:38, 9.11MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  61%|██████    | 503M/824M [00:57&lt;00:36, 9.20MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  73%|███████▎  | 603M/822M [00:56&lt;00:20, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  45%|████▍     | 369M/822M [00:56&lt;00:52, 9.14MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 287M/835M [00:57&lt;01:50, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  73%|███████▎  | 604M/824M [00:56&lt;00:19, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 356M/835M [00:57&lt;01:16, 6.57MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  43%|████▎     | 360M/832M [00:56&lt;00:53, 9.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  73%|███████▎  | 609M/830M [00:56&lt;00:20, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  74%|███████▎  | 607M/824M [00:57&lt;00:19, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  59%|█████▉    | 494M/830M [00:56&lt;00:38, 9.10MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  61%|██████    | 504M/824M [00:57&lt;00:36, 9.09MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  73%|███████▎  | 604M/822M [00:56&lt;00:19, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  45%|████▍     | 369M/822M [00:57&lt;00:52, 9.11MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 287M/835M [00:57&lt;01:50, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  73%|███████▎  | 605M/824M [00:56&lt;00:20, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 356M/835M [00:57&lt;01:17, 6.48MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  43%|████▎     | 361M/832M [00:57&lt;00:54, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  73%|███████▎  | 610M/830M [00:56&lt;00:20, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  74%|███████▍  | 608M/824M [00:57&lt;00:19, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  60%|█████▉    | 495M/830M [00:56&lt;00:39, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  61%|██████▏   | 505M/824M [00:57&lt;00:37, 9.00MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  74%|███████▎  | 605M/822M [00:56&lt;00:20, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  45%|████▌     | 370M/822M [00:57&lt;00:52, 9.06MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  34%|███▍      | 288M/835M [00:57&lt;01:51, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  74%|███████▎  | 606M/824M [00:57&lt;00:20, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 357M/835M [00:57&lt;01:18, 6.37MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  43%|████▎     | 362M/832M [00:57&lt;00:53, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  74%|███████▎  | 611M/830M [00:57&lt;00:20, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  74%|███████▍  | 609M/824M [00:57&lt;00:20, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  60%|█████▉    | 496M/830M [00:56&lt;00:38, 9.19MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  61%|██████▏   | 506M/824M [00:57&lt;00:36, 9.07MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  74%|███████▍  | 606M/822M [00:56&lt;00:19, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  45%|████▌     | 371M/822M [00:57&lt;00:51, 9.16MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▍      | 288M/835M [00:57&lt;01:50, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  74%|███████▎  | 607M/824M [00:57&lt;00:20, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 357M/835M [00:57&lt;01:18, 6.37MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  44%|████▎     | 363M/832M [00:57&lt;00:54, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  74%|███████▎  | 612M/830M [00:57&lt;00:20, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  74%|███████▍  | 611M/824M [00:57&lt;00:19, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  60%|█████▉    | 496M/830M [00:56&lt;00:38, 9.05MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  61%|██████▏   | 507M/824M [00:57&lt;00:36, 9.01MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  74%|███████▍  | 607M/822M [00:56&lt;00:19, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  45%|████▌     | 372M/822M [00:57&lt;00:51, 9.10MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▍      | 289M/835M [00:57&lt;01:51, 5.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  74%|███████▍  | 608M/824M [00:57&lt;00:20, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 358M/835M [00:57&lt;01:17, 6.44MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  44%|████▎     | 364M/832M [00:57&lt;00:55, 8.90MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  74%|███████▍  | 613M/830M [00:57&lt;00:20, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  74%|███████▍  | 612M/824M [00:57&lt;00:19, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  60%|█████▉    | 497M/830M [00:56&lt;00:39, 8.93MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  62%|██████▏   | 507M/824M [00:57&lt;00:37, 8.91MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  74%|███████▍  | 609M/822M [00:56&lt;00:19, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  45%|████▌     | 373M/822M [00:57&lt;00:52, 8.89MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▍      | 289M/835M [00:57&lt;01:53, 5.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  74%|███████▍  | 609M/824M [00:57&lt;00:19, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 359M/835M [00:57&lt;01:17, 6.48MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  44%|████▍     | 364M/832M [00:57&lt;00:56, 8.71MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  74%|███████▍  | 614M/830M [00:57&lt;00:20, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  74%|███████▍  | 613M/824M [00:57&lt;00:19, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  60%|██████    | 498M/830M [00:56&lt;00:39, 8.86MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  62%|██████▏   | 508M/824M [00:57&lt;00:37, 8.74MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  74%|███████▍  | 610M/822M [00:57&lt;00:19, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  45%|████▌     | 374M/822M [00:57&lt;00:53, 8.76MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▍      | 290M/835M [00:57&lt;01:55, 4.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  74%|███████▍  | 611M/824M [00:57&lt;00:19, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 359M/835M [00:57&lt;01:17, 6.46MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  44%|████▍     | 365M/832M [00:57&lt;00:56, 8.66MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  74%|███████▍  | 616M/830M [00:57&lt;00:20, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  75%|███████▍  | 614M/824M [00:57&lt;00:19, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  60%|██████    | 499M/830M [00:56&lt;00:40, 8.68MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  62%|██████▏   | 509M/824M [00:57&lt;00:38, 8.54MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  74%|███████▍  | 611M/822M [00:57&lt;00:19, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  46%|████▌     | 375M/822M [00:57&lt;00:55, 8.51MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▍      | 290M/835M [00:57&lt;01:55, 4.93MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  74%|███████▍  | 612M/824M [00:57&lt;00:19, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 360M/835M [00:57&lt;01:17, 6.47MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  44%|████▍     | 366M/832M [00:57&lt;00:57, 8.55MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  74%|███████▍  | 617M/830M [00:57&lt;00:20, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  75%|███████▍  | 615M/824M [00:57&lt;00:19, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  60%|██████    | 500M/830M [00:57&lt;00:40, 8.50MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  62%|██████▏   | 510M/824M [00:58&lt;00:39, 8.40MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  74%|███████▍  | 612M/822M [00:57&lt;00:19, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  46%|████▌     | 376M/822M [00:57&lt;00:54, 8.61MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▍      | 291M/835M [00:57&lt;01:57, 4.85MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  74%|███████▍  | 613M/824M [00:57&lt;00:19, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 361M/835M [00:57&lt;01:17, 6.41MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  44%|████▍     | 367M/832M [00:57&lt;00:58, 8.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  74%|███████▍  | 618M/830M [00:57&lt;00:19, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  75%|███████▍  | 616M/824M [00:57&lt;00:19, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  60%|██████    | 501M/830M [00:57&lt;00:41, 8.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  62%|██████▏   | 511M/824M [00:58&lt;00:39, 8.30MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  75%|███████▍  | 613M/822M [00:57&lt;00:19, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  46%|████▌     | 376M/822M [00:57&lt;00:56, 8.30MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▍      | 291M/835M [00:58&lt;02:00, 4.72MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  75%|███████▍  | 614M/824M [00:57&lt;00:19, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 361M/835M [00:58&lt;01:14, 6.66MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  44%|████▍     | 368M/832M [00:57&lt;00:59, 8.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  75%|███████▍  | 619M/830M [00:57&lt;00:19, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  75%|███████▍  | 617M/824M [00:58&lt;00:18, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  60%|██████    | 502M/830M [00:57&lt;00:41, 8.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  62%|██████▏   | 512M/824M [00:58&lt;00:40, 8.13MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  75%|███████▍  | 614M/822M [00:57&lt;00:18, 11.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  46%|████▌     | 377M/822M [00:57&lt;00:56, 8.24MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▍      | 292M/835M [00:58&lt;02:00, 4.73MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  75%|███████▍  | 615M/824M [00:57&lt;00:18, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 362M/835M [00:58&lt;01:14, 6.70MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  44%|████▍     | 369M/832M [00:58&lt;01:00, 8.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  75%|███████▍  | 620M/830M [00:57&lt;00:18, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  75%|███████▌  | 618M/824M [00:58&lt;00:18, 11.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  60%|██████    | 502M/830M [00:57&lt;00:42, 8.12MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  62%|██████▏   | 512M/824M [00:58&lt;00:41, 7.91MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  75%|███████▍  | 615M/822M [00:57&lt;00:18, 11.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  46%|████▌     | 378M/822M [00:58&lt;00:58, 7.98MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▍      | 292M/835M [00:58&lt;02:02, 4.66MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  75%|███████▍  | 616M/824M [00:58&lt;00:19, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 363M/835M [00:58&lt;01:16, 6.51MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  44%|████▍     | 369M/832M [00:58&lt;01:00, 8.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  75%|███████▍  | 621M/830M [00:57&lt;00:19, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  75%|███████▌  | 620M/824M [00:58&lt;00:18, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  61%|██████    | 503M/830M [00:57&lt;00:42, 8.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  62%|██████▏   | 513M/824M [00:58&lt;00:41, 7.85MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▌      | 293M/835M [00:58&lt;02:02, 4.63MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  75%|███████▍  | 616M/822M [00:57&lt;00:18, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  46%|████▌     | 379M/822M [00:58&lt;00:59, 7.85MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  75%|███████▍  | 617M/824M [00:58&lt;00:19, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 363M/835M [00:58&lt;01:15, 6.52MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  44%|████▍     | 370M/832M [00:58&lt;01:00, 8.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  75%|███████▍  | 622M/830M [00:58&lt;00:19, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  75%|███████▌  | 621M/824M [00:58&lt;00:18, 11.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  61%|██████    | 504M/830M [00:57&lt;00:42, 8.09MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  62%|██████▏   | 514M/824M [00:58&lt;00:40, 7.93MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▌      | 293M/835M [00:58&lt;02:02, 4.64MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  75%|███████▌  | 618M/822M [00:57&lt;00:18, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  46%|████▌     | 380M/822M [00:58&lt;00:58, 7.92MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  75%|███████▌  | 618M/824M [00:58&lt;00:18, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▎     | 364M/835M [00:58&lt;01:14, 6.64MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  45%|████▍     | 371M/832M [00:58&lt;01:00, 8.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  75%|███████▌  | 623M/830M [00:58&lt;00:18, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  75%|███████▌  | 622M/824M [00:58&lt;00:18, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  61%|██████    | 505M/830M [00:57&lt;00:41, 8.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  62%|██████▏   | 515M/824M [00:58&lt;00:40, 7.97MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▌      | 294M/835M [00:58&lt;02:02, 4.63MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  75%|███████▌  | 619M/822M [00:57&lt;00:18, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  46%|████▋     | 380M/822M [00:58&lt;00:57, 8.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  75%|███████▌  | 619M/824M [00:58&lt;00:18, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▎     | 365M/835M [00:58&lt;01:14, 6.62MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  45%|████▍     | 372M/832M [00:58&lt;00:57, 8.33MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  75%|███████▌  | 625M/830M [00:58&lt;00:18, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  76%|███████▌  | 623M/824M [00:58&lt;00:18, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  61%|██████    | 506M/830M [00:57&lt;00:40, 8.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  63%|██████▎   | 516M/824M [00:58&lt;00:39, 8.19MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▌      | 294M/835M [00:58&lt;01:59, 4.74MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  75%|███████▌  | 620M/822M [00:57&lt;00:18, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  46%|████▋     | 381M/822M [00:58&lt;00:56, 8.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  75%|███████▌  | 621M/824M [00:58&lt;00:18, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▎     | 365M/835M [00:58&lt;01:13, 6.70MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  45%|████▍     | 373M/832M [00:58&lt;00:57, 8.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  75%|███████▌  | 626M/830M [00:58&lt;00:18, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  76%|███████▌  | 624M/824M [00:58&lt;00:18, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  61%|██████    | 506M/830M [00:57&lt;00:40, 8.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  63%|██████▎   | 516M/824M [00:58&lt;00:38, 8.33MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▌      | 295M/835M [00:58&lt;01:58, 4.77MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  76%|███████▌  | 621M/822M [00:58&lt;00:18, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  46%|████▋     | 382M/822M [00:58&lt;00:55, 8.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  75%|███████▌  | 622M/824M [00:58&lt;00:18, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 366M/835M [00:58&lt;01:14, 6.60MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  45%|████▍     | 373M/832M [00:58&lt;00:56, 8.45MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  75%|███████▌  | 627M/830M [00:58&lt;00:18, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  76%|███████▌  | 625M/824M [00:58&lt;00:18, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  61%|██████    | 507M/830M [00:57&lt;00:39, 8.49MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  63%|██████▎   | 517M/824M [00:58&lt;00:37, 8.65MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  76%|███████▌  | 622M/822M [00:58&lt;00:18, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  47%|████▋     | 383M/822M [00:58&lt;00:53, 8.54MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▌      | 295M/835M [00:58&lt;01:56, 4.87MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  76%|███████▌  | 623M/824M [00:58&lt;00:18, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 366M/835M [00:58&lt;01:15, 6.51MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  45%|████▍     | 374M/832M [00:58&lt;00:55, 8.66MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  76%|███████▌  | 628M/830M [00:58&lt;00:18, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  76%|███████▌  | 626M/824M [00:58&lt;00:18, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  61%|██████    | 508M/830M [00:58&lt;00:38, 8.82MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  63%|██████▎   | 518M/824M [00:59&lt;00:36, 8.82MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  76%|███████▌  | 623M/822M [00:58&lt;00:18, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  47%|████▋     | 384M/822M [00:58&lt;00:51, 8.89MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▌      | 296M/835M [00:58&lt;01:51, 5.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  76%|███████▌  | 624M/824M [00:58&lt;00:18, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 367M/835M [00:58&lt;01:15, 6.53MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  45%|████▌     | 375M/832M [00:58&lt;00:54, 8.81MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  76%|███████▌  | 629M/830M [00:58&lt;00:18, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  76%|███████▌  | 627M/824M [00:58&lt;00:17, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  61%|██████▏   | 509M/830M [00:58&lt;00:37, 8.91MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  63%|██████▎   | 519M/824M [00:59&lt;00:36, 8.87MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  35%|███▌      | 296M/835M [00:59&lt;01:51, 5.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  76%|███████▌  | 624M/822M [00:58&lt;00:18, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  47%|████▋     | 385M/822M [00:58&lt;00:51, 8.84MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  76%|███████▌  | 625M/824M [00:58&lt;00:18, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 368M/835M [00:59&lt;01:15, 6.54MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  45%|████▌     | 376M/832M [00:58&lt;00:53, 8.88MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  76%|███████▌  | 630M/830M [00:58&lt;00:18, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  76%|███████▋  | 628M/824M [00:59&lt;00:18, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  61%|██████▏   | 510M/830M [00:58&lt;00:37, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  63%|██████▎   | 520M/824M [00:59&lt;00:35, 8.91MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 297M/835M [00:59&lt;01:49, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  76%|███████▌  | 625M/822M [00:58&lt;00:18, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  47%|████▋     | 386M/822M [00:59&lt;00:51, 8.97MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  76%|███████▌  | 626M/824M [00:58&lt;00:18, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 368M/835M [00:59&lt;01:15, 6.50MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  45%|████▌     | 377M/832M [00:59&lt;00:53, 8.97MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  76%|███████▌  | 631M/830M [00:58&lt;00:18, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  76%|███████▋  | 630M/824M [00:59&lt;00:17, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  62%|██████▏   | 511M/830M [00:58&lt;00:37, 8.94MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  63%|██████▎   | 521M/824M [00:59&lt;00:35, 9.00MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 297M/835M [00:59&lt;01:49, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  76%|███████▌  | 626M/822M [00:58&lt;00:18, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  47%|████▋     | 386M/822M [00:59&lt;00:49, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  76%|███████▌  | 627M/824M [00:59&lt;00:17, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 369M/835M [00:59&lt;01:14, 6.52MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  45%|████▌     | 378M/832M [00:59&lt;00:52, 9.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  76%|███████▌  | 632M/830M [00:59&lt;00:18, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  77%|███████▋  | 631M/824M [00:59&lt;00:17, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  62%|██████▏   | 512M/830M [00:58&lt;00:37, 8.99MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  63%|██████▎   | 522M/824M [00:59&lt;00:35, 9.04MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 298M/835M [00:59&lt;01:48, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  76%|███████▋  | 627M/822M [00:58&lt;00:17, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  47%|████▋     | 387M/822M [00:59&lt;00:50, 8.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  76%|███████▋  | 628M/824M [00:59&lt;00:17, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 370M/835M [00:59&lt;01:14, 6.60MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  46%|████▌     | 379M/832M [00:59&lt;00:52, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  76%|███████▋  | 633M/830M [00:59&lt;00:17, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  77%|███████▋  | 632M/824M [00:59&lt;00:17, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  62%|██████▏   | 513M/830M [00:58&lt;00:37, 8.97MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  63%|██████▎   | 523M/824M [00:59&lt;00:34, 9.05MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 298M/835M [00:59&lt;01:47, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  76%|███████▋  | 629M/822M [00:58&lt;00:17, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  47%|████▋     | 388M/822M [00:59&lt;00:49, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  76%|███████▋  | 629M/824M [00:59&lt;00:17, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 370M/835M [00:59&lt;01:13, 6.65MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  46%|████▌     | 380M/832M [00:59&lt;00:52, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  76%|███████▋  | 634M/830M [00:59&lt;00:17, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  77%|███████▋  | 633M/824M [00:59&lt;00:17, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  62%|██████▏   | 513M/830M [00:58&lt;00:36, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  64%|██████▎   | 523M/824M [00:59&lt;00:34, 9.05MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 299M/835M [00:59&lt;01:49, 5.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  77%|███████▋  | 630M/822M [00:58&lt;00:17, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  47%|████▋     | 389M/822M [00:59&lt;00:50, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  77%|███████▋  | 631M/824M [00:59&lt;00:17, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 371M/835M [00:59&lt;01:14, 6.55MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  46%|████▌     | 380M/832M [00:59&lt;00:52, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  77%|███████▋  | 636M/830M [00:59&lt;00:18, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  77%|███████▋  | 634M/824M [00:59&lt;00:17, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  62%|██████▏   | 514M/830M [00:58&lt;00:36, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  64%|██████▎   | 524M/824M [00:59&lt;00:34, 9.16MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 299M/835M [00:59&lt;01:47, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  77%|███████▋  | 631M/822M [00:58&lt;00:17, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  47%|████▋     | 390M/822M [00:59&lt;00:49, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  77%|███████▋  | 632M/824M [00:59&lt;00:17, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 372M/835M [00:59&lt;01:13, 6.60MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  46%|████▌     | 381M/832M [00:59&lt;00:52, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  77%|███████▋  | 637M/830M [00:59&lt;00:17, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  77%|███████▋  | 635M/824M [00:59&lt;00:17, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  62%|██████▏   | 515M/830M [00:58&lt;00:35, 9.20MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  64%|██████▍   | 525M/824M [00:59&lt;00:34, 9.10MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 300M/835M [00:59&lt;01:48, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  77%|███████▋  | 632M/822M [00:59&lt;00:17, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  48%|████▊     | 391M/822M [00:59&lt;00:49, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  77%|███████▋  | 633M/824M [00:59&lt;00:17, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▍     | 372M/835M [00:59&lt;01:13, 6.59MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  46%|████▌     | 382M/832M [00:59&lt;00:52, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  77%|███████▋  | 638M/830M [00:59&lt;00:17, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  77%|███████▋  | 636M/824M [00:59&lt;00:17, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  62%|██████▏   | 516M/830M [00:58&lt;00:36, 9.12MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  64%|██████▍   | 526M/824M [00:59&lt;00:34, 9.06MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 300M/835M [00:59&lt;01:47, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  77%|███████▋  | 633M/822M [00:59&lt;00:17, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  48%|████▊     | 392M/822M [00:59&lt;00:50, 8.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  77%|███████▋  | 634M/824M [00:59&lt;00:17, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▍     | 373M/835M [00:59&lt;01:13, 6.58MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  46%|████▌     | 383M/832M [00:59&lt;00:52, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  77%|███████▋  | 639M/830M [00:59&lt;00:17, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  77%|███████▋  | 637M/824M [00:59&lt;00:17, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  62%|██████▏   | 517M/830M [00:59&lt;00:36, 9.13MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  64%|██████▍   | 527M/824M [01:00&lt;00:34, 9.03MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 301M/835M [00:59&lt;01:48, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  77%|███████▋  | 634M/822M [00:59&lt;00:17, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  48%|████▊     | 393M/822M [00:59&lt;00:49, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  77%|███████▋  | 635M/824M [00:59&lt;00:17, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▍     | 373M/835M [01:00&lt;01:13, 6.59MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  46%|████▌     | 384M/832M [00:59&lt;00:51, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  77%|███████▋  | 640M/830M [00:59&lt;00:17, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  78%|███████▊  | 639M/824M [01:00&lt;00:17, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  62%|██████▏   | 518M/830M [00:59&lt;00:35, 9.26MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  64%|██████▍   | 528M/824M [01:00&lt;00:34, 9.10MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 301M/835M [01:00&lt;01:47, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  77%|███████▋  | 635M/822M [00:59&lt;00:17, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  48%|████▊     | 394M/822M [00:59&lt;00:49, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  77%|███████▋  | 636M/824M [00:59&lt;00:17, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▍     | 374M/835M [01:00&lt;01:13, 6.59MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  46%|████▋     | 385M/832M [00:59&lt;00:51, 9.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  77%|███████▋  | 641M/830M [00:59&lt;00:17, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  78%|███████▊  | 640M/824M [01:00&lt;00:16, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  62%|██████▏   | 519M/830M [00:59&lt;00:35, 9.17MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  64%|██████▍   | 529M/824M [01:00&lt;00:34, 9.06MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 302M/835M [01:00&lt;01:47, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  77%|███████▋  | 636M/822M [00:59&lt;00:17, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  48%|████▊     | 395M/822M [01:00&lt;00:49, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  77%|███████▋  | 637M/824M [00:59&lt;00:17, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▍     | 375M/835M [01:00&lt;01:13, 6.58MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  46%|████▋     | 386M/832M [01:00&lt;00:51, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  77%|███████▋  | 642M/830M [00:59&lt;00:17, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  78%|███████▊  | 641M/824M [01:00&lt;00:16, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  63%|██████▎   | 520M/830M [00:59&lt;00:35, 9.11MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  64%|██████▍   | 530M/824M [01:00&lt;00:33, 9.11MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 302M/835M [01:00&lt;01:47, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  78%|███████▊  | 637M/822M [00:59&lt;00:17, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  48%|████▊     | 395M/822M [01:00&lt;00:49, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  77%|███████▋  | 638M/824M [01:00&lt;00:17, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▍     | 375M/835M [01:00&lt;01:13, 6.55MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  46%|████▋     | 387M/832M [01:00&lt;00:51, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  77%|███████▋  | 643M/830M [01:00&lt;00:17, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  78%|███████▊  | 642M/824M [01:00&lt;00:17, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  63%|██████▎   | 521M/830M [00:59&lt;00:35, 9.17MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  64%|██████▍   | 530M/824M [01:00&lt;00:33, 9.16MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▌      | 303M/835M [01:00&lt;01:45, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  78%|███████▊  | 639M/822M [00:59&lt;00:17, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  48%|████▊     | 396M/822M [01:00&lt;00:48, 9.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  78%|███████▊  | 639M/824M [01:00&lt;00:17, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▌     | 376M/835M [01:00&lt;01:15, 6.40MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  47%|████▋     | 388M/832M [01:00&lt;00:50, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  78%|███████▊  | 644M/830M [01:00&lt;00:17, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  78%|███████▊  | 643M/824M [01:00&lt;00:16, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  63%|██████▎   | 521M/830M [00:59&lt;00:34, 9.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  65%|██████▍   | 531M/824M [01:00&lt;00:33, 9.09MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▋      | 303M/835M [01:00&lt;01:46, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  78%|███████▊  | 640M/822M [00:59&lt;00:17, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  48%|████▊     | 397M/822M [01:00&lt;00:48, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  78%|███████▊  | 641M/824M [01:00&lt;00:17, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▌     | 377M/835M [01:00&lt;01:14, 6.49MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  47%|████▋     | 389M/832M [01:00&lt;00:50, 9.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  78%|███████▊  | 646M/830M [01:00&lt;00:17, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  78%|███████▊  | 644M/824M [01:00&lt;00:16, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  63%|██████▎   | 522M/830M [00:59&lt;00:34, 9.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  65%|██████▍   | 532M/824M [01:00&lt;00:33, 9.00MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▋      | 304M/835M [01:00&lt;01:48, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  78%|███████▊  | 641M/822M [00:59&lt;00:16, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  48%|████▊     | 398M/822M [01:00&lt;00:49, 8.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  78%|███████▊  | 642M/824M [01:00&lt;00:16, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▌     | 377M/835M [01:00&lt;01:14, 6.49MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  47%|████▋     | 389M/832M [01:00&lt;00:50, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  78%|███████▊  | 647M/830M [01:00&lt;00:17, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  78%|███████▊  | 645M/824M [01:00&lt;00:16, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  63%|██████▎   | 523M/830M [00:59&lt;00:35, 9.16MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  65%|██████▍   | 533M/824M [01:00&lt;00:33, 9.00MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▋      | 304M/835M [01:00&lt;01:47, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  78%|███████▊  | 642M/822M [00:59&lt;00:16, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  49%|████▊     | 399M/822M [01:00&lt;00:49, 8.99MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  78%|███████▊  | 643M/824M [01:00&lt;00:16, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▌     | 378M/835M [01:00&lt;01:13, 6.50MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  47%|████▋     | 390M/832M [01:00&lt;00:50, 9.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  78%|███████▊  | 648M/830M [01:00&lt;00:16, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  78%|███████▊  | 646M/824M [01:00&lt;00:16, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  63%|██████▎   | 524M/830M [00:59&lt;00:35, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  65%|██████▍   | 534M/824M [01:00&lt;00:33, 8.97MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  78%|███████▊  | 643M/822M [01:00&lt;00:16, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  49%|████▊     | 400M/822M [01:00&lt;00:49, 9.01MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  36%|███▋      | 305M/835M [01:00&lt;01:48, 5.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  78%|███████▊  | 644M/824M [01:00&lt;00:16, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▌     | 379M/835M [01:00&lt;01:13, 6.53MB/s]
 
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  78%|███████▊  | 649M/830M [01:00&lt;00:16, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  63%|██████▎   | 525M/830M [01:00&lt;00:35, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  79%|███████▊  | 647M/824M [01:00&lt;00:16, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  47%|████▋     | 391M/832M [01:00&lt;00:51, 8.95MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  65%|██████▍   | 535M/824M [01:00&lt;00:33, 8.99MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  78%|███████▊  | 644M/822M [01:00&lt;00:16, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  49%|████▊     | 401M/822M [01:00&lt;00:49, 8.90MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 305M/835M [01:00&lt;01:49, 5.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  78%|███████▊  | 645M/824M [01:00&lt;00:16, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▌     | 379M/835M [01:00&lt;01:12, 6.61MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  47%|████▋     | 392M/832M [01:00&lt;00:51, 8.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  78%|███████▊  | 650M/830M [01:00&lt;00:16, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  79%|███████▊  | 648M/824M [01:00&lt;00:16, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  63%|██████▎   | 526M/830M [01:00&lt;00:35, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  65%|██████▌   | 536M/824M [01:01&lt;00:33, 8.95MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  78%|███████▊  | 645M/822M [01:00&lt;00:16, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  49%|████▉     | 402M/822M [01:00&lt;00:49, 8.92MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 306M/835M [01:00&lt;01:49, 5.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  78%|███████▊  | 646M/824M [01:00&lt;00:16, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▌     | 380M/835M [01:01&lt;01:12, 6.59MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  47%|████▋     | 393M/832M [01:00&lt;00:52, 8.82MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  78%|███████▊  | 651M/830M [01:00&lt;00:16, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  79%|███████▉  | 650M/824M [01:01&lt;00:16, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  63%|██████▎   | 527M/830M [01:00&lt;00:35, 8.85MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  65%|██████▌   | 537M/824M [01:01&lt;00:34, 8.85MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  79%|███████▊  | 646M/822M [01:00&lt;00:16, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  49%|████▉     | 402M/822M [01:00&lt;00:49, 8.84MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 306M/835M [01:01&lt;01:48, 5.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  79%|███████▊  | 647M/824M [01:00&lt;00:16, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 380M/835M [01:01&lt;01:12, 6.59MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  47%|████▋     | 394M/832M [01:00&lt;00:51, 8.91MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  79%|███████▊  | 652M/830M [01:00&lt;00:16, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  79%|███████▉  | 651M/824M [01:01&lt;00:15, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  64%|██████▎   | 528M/830M [01:00&lt;00:35, 8.89MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  65%|██████▌   | 537M/824M [01:01&lt;00:33, 8.96MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  79%|███████▉  | 647M/822M [01:00&lt;00:15, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  49%|████▉     | 403M/822M [01:01&lt;00:49, 8.96MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 307M/835M [01:01&lt;01:47, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  79%|███████▊  | 648M/824M [01:00&lt;00:16, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 381M/835M [01:01&lt;01:12, 6.59MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  47%|████▋     | 395M/832M [01:01&lt;00:50, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  79%|███████▊  | 653M/830M [01:00&lt;00:16, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  79%|███████▉  | 652M/824M [01:01&lt;00:15, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  64%|██████▎   | 529M/830M [01:00&lt;00:34, 9.13MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  65%|██████▌   | 538M/824M [01:01&lt;00:32, 9.20MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  79%|███████▉  | 649M/822M [01:00&lt;00:15, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  49%|████▉     | 404M/822M [01:01&lt;00:48, 9.02MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 307M/835M [01:01&lt;01:45, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  79%|███████▉  | 649M/824M [01:01&lt;00:15, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 382M/835M [01:01&lt;01:12, 6.52MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  48%|████▊     | 396M/832M [01:01&lt;00:50, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  79%|███████▉  | 654M/830M [01:01&lt;00:16, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  79%|███████▉  | 653M/824M [01:01&lt;00:15, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  64%|██████▍   | 529M/830M [01:00&lt;00:34, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  65%|██████▌   | 539M/824M [01:01&lt;00:32, 9.10MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  79%|███████▉  | 650M/822M [01:00&lt;00:15, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  49%|████▉     | 405M/822M [01:01&lt;00:48, 9.00MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 308M/835M [01:01&lt;01:46, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  79%|███████▉  | 651M/824M [01:01&lt;00:15, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 382M/835M [01:01&lt;01:11, 6.64MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  48%|████▊     | 396M/832M [01:01&lt;00:50, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  79%|███████▉  | 656M/830M [01:01&lt;00:15, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  79%|███████▉  | 654M/824M [01:01&lt;00:15, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  64%|██████▍   | 530M/830M [01:00&lt;00:34, 9.14MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  66%|██████▌   | 540M/824M [01:01&lt;00:32, 9.07MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  79%|███████▉  | 651M/822M [01:00&lt;00:15, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  49%|████▉     | 406M/822M [01:01&lt;00:48, 9.06MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 308M/835M [01:01&lt;01:46, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  79%|███████▉  | 652M/824M [01:01&lt;00:15, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 383M/835M [01:01&lt;01:11, 6.59MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  48%|████▊     | 397M/832M [01:01&lt;00:50, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  79%|███████▉  | 657M/830M [01:01&lt;00:15, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  80%|███████▉  | 655M/824M [01:01&lt;00:15, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  64%|██████▍   | 531M/830M [01:00&lt;00:33, 9.23MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  66%|██████▌   | 541M/824M [01:01&lt;00:32, 9.14MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  79%|███████▉  | 652M/822M [01:00&lt;00:15, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  49%|████▉     | 407M/822M [01:01&lt;00:47, 9.16MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 309M/835M [01:01&lt;01:45, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  79%|███████▉  | 653M/824M [01:01&lt;00:15, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 384M/835M [01:01&lt;01:12, 6.52MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  48%|████▊     | 398M/832M [01:01&lt;00:50, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  79%|███████▉  | 658M/830M [01:01&lt;00:16, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  80%|███████▉  | 656M/824M [01:01&lt;00:15, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  64%|██████▍   | 532M/830M [01:00&lt;00:34, 9.11MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  66%|██████▌   | 542M/824M [01:01&lt;00:32, 9.08MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  79%|███████▉  | 653M/822M [01:00&lt;00:15, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  50%|████▉     | 408M/822M [01:01&lt;00:48, 9.04MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 309M/835M [01:01&lt;01:46, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  79%|███████▉  | 654M/824M [01:01&lt;00:15, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 384M/835M [01:01&lt;01:12, 6.50MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  48%|████▊     | 399M/832M [01:01&lt;00:50, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  79%|███████▉  | 659M/830M [01:01&lt;00:15, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  80%|███████▉  | 657M/824M [01:01&lt;00:15, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  64%|██████▍   | 533M/830M [01:00&lt;00:34, 9.11MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  66%|██████▌   | 543M/824M [01:01&lt;00:32, 9.01MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  80%|███████▉  | 654M/822M [01:01&lt;00:15, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  50%|████▉     | 409M/822M [01:01&lt;00:47, 9.05MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 310M/835M [01:01&lt;01:45, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  80%|███████▉  | 655M/824M [01:01&lt;00:15, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 385M/835M [01:01&lt;01:12, 6.54MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  48%|████▊     | 400M/832M [01:01&lt;00:50, 9.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  79%|███████▉  | 660M/830M [01:01&lt;00:15, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  80%|███████▉  | 659M/824M [01:01&lt;00:15, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  64%|██████▍   | 534M/830M [01:01&lt;00:34, 9.07MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  66%|██████▌   | 544M/824M [01:02&lt;00:32, 8.98MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  80%|███████▉  | 655M/822M [01:01&lt;00:15, 11.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  50%|████▉     | 409M/822M [01:01&lt;00:47, 9.12MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 310M/835M [01:01&lt;01:46, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  80%|███████▉  | 656M/824M [01:01&lt;00:15, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 386M/835M [01:01&lt;01:10, 6.66MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  48%|████▊     | 401M/832M [01:01&lt;00:49, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|███████▉  | 661M/830M [01:01&lt;00:15, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  80%|████████  | 660M/824M [01:01&lt;00:14, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  64%|██████▍   | 535M/830M [01:01&lt;00:33, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  66%|██████▌   | 545M/824M [01:02&lt;00:32, 9.06MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  80%|███████▉  | 656M/822M [01:01&lt;00:15, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  50%|████▉     | 410M/822M [01:01&lt;00:47, 9.10MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 311M/835M [01:02&lt;01:46, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  80%|███████▉  | 657M/824M [01:01&lt;00:15, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 386M/835M [01:02&lt;01:10, 6.67MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  48%|████▊     | 402M/832M [01:01&lt;00:49, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|███████▉  | 662M/830M [01:01&lt;00:15, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  80%|████████  | 661M/824M [01:02&lt;00:14, 11.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  65%|██████▍   | 536M/830M [01:01&lt;00:33, 9.16MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  66%|██████▌   | 545M/824M [01:02&lt;00:32, 9.08MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  80%|███████▉  | 657M/822M [01:01&lt;00:14, 11.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  50%|█████     | 411M/822M [01:01&lt;00:46, 9.19MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 311M/835M [01:02&lt;01:45, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  80%|███████▉  | 658M/824M [01:01&lt;00:14, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▋     | 387M/835M [01:02&lt;01:10, 6.63MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  48%|████▊     | 403M/832M [01:02&lt;00:49, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|███████▉  | 663M/830M [01:01&lt;00:15, 11.7MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  65%|██████▍   | 537M/830M [01:01&lt;00:33, 9.24MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  66%|██████▋   | 546M/824M [01:02&lt;00:32, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  80%|████████  | 659M/822M [01:01&lt;00:14, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  80%|████████  | 662M/824M [01:02&lt;00:14, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  50%|█████     | 412M/822M [01:02&lt;00:47, 9.08MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 312M/835M [01:02&lt;01:46, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  80%|████████  | 660M/824M [01:01&lt;00:14, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▋     | 388M/835M [01:02&lt;01:10, 6.67MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  49%|████▊     | 404M/832M [01:02&lt;00:49, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|████████  | 665M/830M [01:01&lt;00:15, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  80%|████████  | 663M/824M [01:02&lt;00:14, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  65%|██████▍   | 537M/830M [01:01&lt;00:33, 9.18MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  66%|██████▋   | 547M/824M [01:02&lt;00:31, 9.14MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  80%|████████  | 660M/822M [01:01&lt;00:14, 11.7MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  50%|█████     | 413M/822M [01:02&lt;00:46, 9.16MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 312M/835M [01:02&lt;01:45, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  80%|████████  | 661M/824M [01:02&lt;00:14, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▋     | 388M/835M [01:02&lt;01:10, 6.64MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  49%|████▊     | 404M/832M [01:02&lt;00:49, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|████████  | 666M/830M [01:02&lt;00:14, 11.6MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  65%|██████▍   | 538M/830M [01:01&lt;00:33, 9.19MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  67%|██████▋   | 548M/824M [01:02&lt;00:31, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  80%|████████  | 661M/822M [01:01&lt;00:14, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  81%|████████  | 664M/824M [01:02&lt;00:14, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  50%|█████     | 414M/822M [01:02&lt;00:46, 9.13MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  37%|███▋      | 313M/835M [01:02&lt;01:45, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  80%|████████  | 662M/824M [01:02&lt;00:14, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 389M/835M [01:02&lt;01:09, 6.70MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  49%|████▊     | 405M/832M [01:02&lt;00:49, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|████████  | 667M/830M [01:02&lt;00:14, 11.6MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  65%|██████▍   | 539M/830M [01:01&lt;00:33, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  67%|██████▋   | 549M/824M [01:02&lt;00:31, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  81%|████████  | 662M/822M [01:01&lt;00:14, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  81%|████████  | 665M/824M [01:02&lt;00:14, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  50%|█████     | 415M/822M [01:02&lt;00:47, 9.05MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 313M/835M [01:02&lt;01:46, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  80%|████████  | 663M/824M [01:02&lt;00:14, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 390M/835M [01:02&lt;01:09, 6.70MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  49%|████▉     | 406M/832M [01:02&lt;00:49, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|████████  | 668M/830M [01:02&lt;00:14, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  81%|████████  | 666M/824M [01:02&lt;00:14, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  65%|██████▌   | 540M/830M [01:01&lt;00:33, 9.13MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  67%|██████▋   | 550M/824M [01:02&lt;00:31, 9.17MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  81%|████████  | 663M/822M [01:01&lt;00:14, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  51%|█████     | 416M/822M [01:02&lt;00:46, 9.21MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 314M/835M [01:02&lt;01:44, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  81%|████████  | 664M/824M [01:02&lt;00:14, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 390M/835M [01:02&lt;01:09, 6.68MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  49%|████▉     | 407M/832M [01:02&lt;00:49, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  81%|████████  | 669M/830M [01:02&lt;00:14, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  81%|████████  | 668M/824M [01:02&lt;00:14, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  65%|██████▌   | 541M/830M [01:01&lt;00:33, 9.18MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  67%|██████▋   | 551M/824M [01:02&lt;00:31, 9.04MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 314M/835M [01:02&lt;01:44, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  81%|████████  | 664M/822M [01:02&lt;00:14, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  51%|█████     | 417M/822M [01:02&lt;00:46, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  81%|████████  | 665M/824M [01:02&lt;00:14, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 391M/835M [01:02&lt;01:10, 6.59MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  49%|████▉     | 408M/832M [01:02&lt;00:48, 9.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  81%|████████  | 670M/830M [01:02&lt;00:14, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  81%|████████  | 669M/824M [01:02&lt;00:14, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  65%|██████▌   | 542M/830M [01:01&lt;00:32, 9.20MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  67%|██████▋   | 552M/824M [01:02&lt;00:31, 9.20MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 315M/835M [01:02&lt;01:45, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  81%|████████  | 665M/822M [01:02&lt;00:14, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  51%|█████     | 418M/822M [01:02&lt;00:46, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  81%|████████  | 666M/824M [01:02&lt;00:14, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 391M/835M [01:02&lt;01:11, 6.49MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  49%|████▉     | 409M/832M [01:02&lt;00:48, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  81%|████████  | 671M/830M [01:02&lt;00:14, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  65%|██████▌   | 543M/830M [01:02&lt;00:32, 9.21MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  67%|██████▋   | 553M/824M [01:03&lt;00:31, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  81%|████████  | 666M/822M [01:02&lt;00:14, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 315M/835M [01:02&lt;01:45, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  81%|████████▏ | 670M/824M [01:02&lt;00:14, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  51%|█████     | 418M/822M [01:02&lt;00:46, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  81%|████████  | 667M/824M [01:02&lt;00:14, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 392M/835M [01:02&lt;01:11, 6.49MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  49%|████▉     | 410M/832M [01:02&lt;00:48, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  81%|████████  | 672M/830M [01:02&lt;00:14, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  81%|████████▏ | 671M/824M [01:02&lt;00:14, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  65%|██████▌   | 544M/830M [01:02&lt;00:32, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  67%|██████▋   | 553M/824M [01:03&lt;00:31, 9.12MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 316M/835M [01:03&lt;01:45, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  81%|████████  | 668M/822M [01:02&lt;00:14, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  51%|█████     | 419M/822M [01:02&lt;00:46, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  81%|████████  | 669M/824M [01:02&lt;00:14, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 393M/835M [01:03&lt;01:11, 6.49MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  49%|████▉     | 411M/832M [01:02&lt;00:48, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  81%|████████  | 673M/830M [01:02&lt;00:14, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  82%|████████▏ | 672M/824M [01:03&lt;00:14, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  66%|██████▌   | 545M/830M [01:02&lt;00:32, 9.12MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  67%|██████▋   | 554M/824M [01:03&lt;00:31, 9.05MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 316M/835M [01:03&lt;01:45, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  81%|████████▏ | 669M/822M [01:02&lt;00:14, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  51%|█████     | 420M/822M [01:03&lt;00:46, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  81%|████████▏ | 670M/824M [01:02&lt;00:14, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 393M/835M [01:03&lt;01:11, 6.45MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  49%|████▉     | 412M/832M [01:03&lt;00:48, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  81%|████████  | 675M/830M [01:02&lt;00:14, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  82%|████████▏ | 673M/824M [01:03&lt;00:13, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  66%|██████▌   | 545M/830M [01:02&lt;00:32, 9.09MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  67%|██████▋   | 555M/824M [01:03&lt;00:31, 9.03MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 317M/835M [01:03&lt;01:44, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  81%|████████▏ | 670M/822M [01:02&lt;00:13, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  51%|█████     | 421M/822M [01:03&lt;00:45, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  81%|████████▏ | 671M/824M [01:03&lt;00:14, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 394M/835M [01:03&lt;01:11, 6.48MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  50%|████▉     | 412M/832M [01:03&lt;00:47, 9.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  81%|████████▏ | 676M/830M [01:02&lt;00:14, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  82%|████████▏ | 674M/824M [01:03&lt;00:13, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  66%|██████▌   | 546M/830M [01:02&lt;00:32, 9.24MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  68%|██████▊   | 556M/824M [01:03&lt;00:30, 9.25MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 317M/835M [01:03&lt;01:43, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  82%|████████▏ | 671M/822M [01:02&lt;00:14, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  51%|█████▏    | 422M/822M [01:03&lt;00:45, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  82%|████████▏ | 672M/824M [01:03&lt;00:13, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 395M/835M [01:03&lt;01:11, 6.51MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  50%|████▉     | 413M/832M [01:03&lt;00:48, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  82%|████████▏ | 677M/830M [01:03&lt;00:14, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  82%|████████▏ | 675M/824M [01:03&lt;00:13, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  66%|██████▌   | 547M/830M [01:02&lt;00:32, 9.14MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  68%|██████▊   | 557M/824M [01:03&lt;00:30, 9.17MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 318M/835M [01:03&lt;01:44, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  82%|████████▏ | 672M/822M [01:02&lt;00:13, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  51%|█████▏    | 423M/822M [01:03&lt;00:45, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  82%|████████▏ | 673M/824M [01:03&lt;00:13, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 395M/835M [01:03&lt;01:10, 6.53MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  50%|████▉     | 414M/832M [01:03&lt;00:47, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  82%|████████▏ | 678M/830M [01:03&lt;00:14, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  82%|████████▏ | 676M/824M [01:03&lt;00:13, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  66%|██████▌   | 548M/830M [01:02&lt;00:32, 9.12MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  68%|██████▊   | 558M/824M [01:03&lt;00:30, 9.14MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 318M/835M [01:03&lt;01:43, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  82%|████████▏ | 673M/822M [01:02&lt;00:13, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  52%|█████▏    | 424M/822M [01:03&lt;00:45, 9.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  82%|████████▏ | 674M/824M [01:03&lt;00:13, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 396M/835M [01:03&lt;01:10, 6.50MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  50%|████▉     | 415M/832M [01:03&lt;00:47, 9.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  82%|████████▏ | 679M/830M [01:03&lt;00:14, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  82%|████████▏ | 677M/824M [01:03&lt;00:13, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  66%|██████▌   | 549M/830M [01:02&lt;00:32, 9.14MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  68%|██████▊   | 559M/824M [01:03&lt;00:30, 9.11MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  82%|████████▏ | 674M/822M [01:02&lt;00:13, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  52%|█████▏    | 425M/822M [01:03&lt;00:45, 9.10MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 319M/835M [01:03&lt;01:44, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  82%|████████▏ | 675M/824M [01:03&lt;00:13, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 396M/835M [01:03&lt;01:10, 6.51MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  50%|████▉     | 416M/832M [01:03&lt;00:47, 9.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  82%|████████▏ | 680M/830M [01:03&lt;00:13, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  82%|████████▏ | 679M/824M [01:03&lt;00:13, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  66%|██████▌   | 550M/830M [01:02&lt;00:32, 9.00MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  68%|██████▊   | 560M/824M [01:03&lt;00:30, 8.94MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 319M/835M [01:03&lt;01:45, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  82%|████████▏ | 675M/822M [01:03&lt;00:13, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  52%|█████▏    | 426M/822M [01:03&lt;00:46, 8.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  82%|████████▏ | 676M/824M [01:03&lt;00:13, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 397M/835M [01:03&lt;01:10, 6.52MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  50%|█████     | 417M/832M [01:03&lt;00:48, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  82%|████████▏ | 681M/830M [01:03&lt;00:13, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  83%|████████▎ | 680M/824M [01:03&lt;00:13, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  66%|██████▋   | 551M/830M [01:02&lt;00:32, 8.95MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  68%|██████▊   | 561M/824M [01:03&lt;00:30, 9.03MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  82%|████████▏ | 676M/822M [01:03&lt;00:13, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  52%|█████▏    | 426M/822M [01:03&lt;00:46, 8.96MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 320M/835M [01:03&lt;01:45, 5.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  82%|████████▏ | 677M/824M [01:03&lt;00:13, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 398M/835M [01:03&lt;01:10, 6.54MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  50%|█████     | 418M/832M [01:03&lt;00:47, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  82%|████████▏ | 682M/830M [01:03&lt;00:13, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  83%|████████▎ | 681M/824M [01:03&lt;00:13, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  66%|██████▋   | 552M/830M [01:03&lt;00:32, 9.00MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  68%|██████▊   | 561M/824M [01:04&lt;00:30, 9.10MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  82%|████████▏ | 678M/822M [01:03&lt;00:13, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  52%|█████▏    | 427M/822M [01:03&lt;00:45, 9.05MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 320M/835M [01:03&lt;01:45, 5.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  82%|████████▏ | 679M/824M [01:03&lt;00:13, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 398M/835M [01:03&lt;01:10, 6.49MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  50%|█████     | 419M/832M [01:03&lt;00:47, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  82%|████████▏ | 683M/830M [01:03&lt;00:13, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  83%|████████▎ | 682M/824M [01:04&lt;00:13, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  67%|██████▋   | 553M/830M [01:03&lt;00:32, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  68%|██████▊   | 562M/824M [01:04&lt;00:29, 9.14MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 321M/835M [01:04&lt;01:44, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  83%|████████▎ | 679M/822M [01:03&lt;00:13, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  52%|█████▏    | 428M/822M [01:03&lt;00:46, 8.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  83%|████████▎ | 680M/824M [01:03&lt;00:13, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 399M/835M [01:04&lt;01:10, 6.53MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  50%|█████     | 420M/832M [01:03&lt;00:47, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  82%|████████▏ | 685M/830M [01:03&lt;00:13, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  83%|████████▎ | 683M/824M [01:04&lt;00:12, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  67%|██████▋   | 553M/830M [01:03&lt;00:32, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  68%|██████▊   | 563M/824M [01:04&lt;00:30, 9.09MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  38%|███▊      | 321M/835M [01:04&lt;01:43, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  83%|████████▎ | 680M/822M [01:03&lt;00:13, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  52%|█████▏    | 429M/822M [01:04&lt;00:45, 8.97MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  83%|████████▎ | 681M/824M [01:03&lt;00:13, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 400M/835M [01:04&lt;01:09, 6.58MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  51%|█████     | 420M/832M [01:04&lt;00:47, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  83%|████████▎ | 686M/830M [01:03&lt;00:13, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  83%|████████▎ | 684M/824M [01:04&lt;00:13, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  67%|██████▋   | 554M/830M [01:03&lt;00:31, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  68%|██████▊   | 564M/824M [01:04&lt;00:29, 9.09MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▊      | 322M/835M [01:04&lt;01:44, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  83%|████████▎ | 681M/822M [01:03&lt;00:13, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  52%|█████▏    | 430M/822M [01:04&lt;00:45, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  83%|████████▎ | 682M/824M [01:04&lt;00:13, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 400M/835M [01:04&lt;01:10, 6.49MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  51%|█████     | 421M/832M [01:04&lt;00:47, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  83%|████████▎ | 687M/830M [01:04&lt;00:13, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  83%|████████▎ | 685M/824M [01:04&lt;00:12, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  67%|██████▋   | 555M/830M [01:03&lt;00:32, 9.01MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  69%|██████▊   | 565M/824M [01:04&lt;00:30, 8.93MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▊      | 322M/835M [01:04&lt;01:44, 5.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  83%|████████▎ | 682M/822M [01:03&lt;00:13, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  52%|█████▏    | 431M/822M [01:04&lt;00:46, 8.90MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  83%|████████▎ | 683M/824M [01:04&lt;00:13, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 401M/835M [01:04&lt;01:10, 6.50MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  51%|█████     | 422M/832M [01:04&lt;00:47, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  83%|████████▎ | 688M/830M [01:04&lt;00:13, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  83%|████████▎ | 686M/824M [01:04&lt;00:12, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  67%|██████▋   | 556M/830M [01:03&lt;00:31, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  69%|██████▊   | 566M/824M [01:04&lt;00:29, 9.08MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▊      | 323M/835M [01:04&lt;01:44, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  83%|████████▎ | 683M/822M [01:03&lt;00:12, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  53%|█████▎    | 432M/822M [01:04&lt;00:45, 8.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  83%|████████▎ | 684M/824M [01:04&lt;00:12, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 402M/835M [01:04&lt;01:10, 6.48MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  51%|█████     | 423M/832M [01:04&lt;00:46, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  83%|████████▎ | 689M/830M [01:04&lt;00:13, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  83%|████████▎ | 687M/824M [01:04&lt;00:12, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  67%|██████▋   | 557M/830M [01:03&lt;00:31, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  69%|██████▉   | 567M/824M [01:04&lt;00:29, 9.06MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▊      | 323M/835M [01:04&lt;01:44, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  83%|████████▎ | 684M/822M [01:03&lt;00:12, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  53%|█████▎    | 433M/822M [01:04&lt;00:45, 8.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  83%|████████▎ | 685M/824M [01:04&lt;00:12, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 402M/835M [01:04&lt;01:10, 6.48MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  51%|█████     | 424M/832M [01:04&lt;00:47, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  83%|████████▎ | 690M/830M [01:04&lt;00:13, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  84%|████████▎ | 689M/824M [01:04&lt;00:12, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  67%|██████▋   | 558M/830M [01:03&lt;00:31, 9.06MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  69%|██████▉   | 568M/824M [01:04&lt;00:29, 9.01MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 324M/835M [01:04&lt;01:45, 5.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  83%|████████▎ | 685M/822M [01:03&lt;00:12, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  53%|█████▎    | 433M/822M [01:04&lt;00:44, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  83%|████████▎ | 686M/824M [01:04&lt;00:12, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 403M/835M [01:04&lt;01:09, 6.49MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  51%|█████     | 425M/832M [01:04&lt;00:47, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  83%|████████▎ | 691M/830M [01:04&lt;00:13, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  84%|████████▎ | 690M/824M [01:04&lt;00:12, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  67%|██████▋   | 559M/830M [01:03&lt;00:31, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  69%|██████▉   | 569M/824M [01:04&lt;00:29, 9.10MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 324M/835M [01:04&lt;01:43, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  83%|████████▎ | 686M/822M [01:04&lt;00:12, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  53%|█████▎    | 434M/822M [01:04&lt;00:44, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  83%|████████▎ | 687M/824M [01:04&lt;00:12, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 403M/835M [01:04&lt;01:10, 6.43MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  51%|█████     | 426M/832M [01:04&lt;00:46, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  83%|████████▎ | 692M/830M [01:04&lt;00:13, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  84%|████████▍ | 691M/824M [01:04&lt;00:12, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  67%|██████▋   | 560M/830M [01:04&lt;00:31, 9.07MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  69%|██████▉   | 569M/824M [01:04&lt;00:29, 9.12MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 325M/835M [01:04&lt;01:43, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  84%|████████▎ | 687M/822M [01:04&lt;00:12, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  53%|█████▎    | 435M/822M [01:04&lt;00:44, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  84%|████████▎ | 688M/824M [01:04&lt;00:12, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 404M/835M [01:04&lt;01:11, 6.30MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  51%|█████▏    | 427M/832M [01:04&lt;00:46, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  83%|████████▎ | 693M/830M [01:04&lt;00:13, 11.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  84%|████████▍ | 692M/824M [01:04&lt;00:12, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  68%|██████▊   | 560M/830M [01:04&lt;00:31, 9.01MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  69%|██████▉   | 570M/824M [01:05&lt;00:29, 9.10MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 325M/835M [01:04&lt;01:43, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  84%|████████▍ | 688M/822M [01:04&lt;00:12, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  53%|█████▎    | 436M/822M [01:04&lt;00:44, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  84%|████████▎ | 689M/824M [01:04&lt;00:12, 10.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 405M/835M [01:05&lt;01:12, 6.24MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  51%|█████▏    | 427M/832M [01:04&lt;00:46, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  84%|████████▎ | 694M/830M [01:04&lt;00:12, 11.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  84%|████████▍ | 693M/824M [01:05&lt;00:12, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  68%|██████▊   | 561M/830M [01:04&lt;00:30, 9.18MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  69%|██████▉   | 571M/824M [01:05&lt;00:28, 9.19MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 326M/835M [01:05&lt;01:42, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  84%|████████▍ | 690M/822M [01:04&lt;00:12, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  53%|█████▎    | 437M/822M [01:04&lt;00:43, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  84%|████████▍ | 691M/824M [01:04&lt;00:12, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▊     | 405M/835M [01:05&lt;01:10, 6.39MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  51%|█████▏    | 428M/832M [01:04&lt;00:46, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  84%|████████▍ | 695M/830M [01:04&lt;00:12, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  84%|████████▍ | 694M/824M [01:05&lt;00:12, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  68%|██████▊   | 562M/830M [01:04&lt;00:31, 9.07MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  69%|██████▉   | 572M/824M [01:05&lt;00:29, 9.01MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 326M/835M [01:05&lt;01:44, 5.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  84%|████████▍ | 691M/822M [01:04&lt;00:12, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  53%|█████▎    | 438M/822M [01:05&lt;00:44, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  84%|████████▍ | 692M/824M [01:04&lt;00:12, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▊     | 406M/835M [01:05&lt;01:09, 6.51MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  52%|█████▏    | 429M/832M [01:05&lt;00:46, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  84%|████████▍ | 697M/830M [01:04&lt;00:12, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  84%|████████▍ | 695M/824M [01:05&lt;00:12, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  68%|██████▊   | 563M/830M [01:04&lt;00:31, 8.95MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  70%|██████▉   | 573M/824M [01:05&lt;00:29, 9.05MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 327M/835M [01:05&lt;01:44, 5.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  84%|████████▍ | 692M/822M [01:04&lt;00:12, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  53%|█████▎    | 439M/822M [01:05&lt;00:44, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  84%|████████▍ | 693M/824M [01:05&lt;00:12, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▊     | 407M/835M [01:05&lt;01:09, 6.46MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  52%|█████▏    | 430M/832M [01:05&lt;00:46, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  84%|████████▍ | 698M/830M [01:05&lt;00:12, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  85%|████████▍ | 696M/824M [01:05&lt;00:11, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  68%|██████▊   | 564M/830M [01:04&lt;00:30, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  70%|██████▉   | 574M/824M [01:05&lt;00:28, 9.07MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 327M/835M [01:05&lt;01:44, 5.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  84%|████████▍ | 693M/822M [01:04&lt;00:12, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  53%|█████▎    | 440M/822M [01:05&lt;00:44, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  84%|████████▍ | 694M/824M [01:05&lt;00:12, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 407M/835M [01:05&lt;01:08, 6.55MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  52%|█████▏    | 431M/832M [01:05&lt;00:46, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  84%|████████▍ | 699M/830M [01:05&lt;00:12, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  85%|████████▍ | 697M/824M [01:05&lt;00:11, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  68%|██████▊   | 565M/830M [01:04&lt;00:30, 9.00MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  70%|██████▉   | 575M/824M [01:05&lt;00:28, 9.24MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 328M/835M [01:05&lt;01:42, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  84%|████████▍ | 694M/822M [01:04&lt;00:12, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  54%|█████▎    | 441M/822M [01:05&lt;00:43, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  84%|████████▍ | 695M/824M [01:05&lt;00:11, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 408M/835M [01:05&lt;01:09, 6.45MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  52%|█████▏    | 432M/832M [01:05&lt;00:46, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  84%|████████▍ | 700M/830M [01:05&lt;00:12, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  85%|████████▍ | 698M/824M [01:05&lt;00:11, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  68%|██████▊   | 566M/830M [01:04&lt;00:30, 9.17MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  70%|██████▉   | 576M/824M [01:05&lt;00:28, 9.14MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 328M/835M [01:05&lt;01:42, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  85%|████████▍ | 695M/822M [01:04&lt;00:12, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  54%|█████▎    | 441M/822M [01:05&lt;00:44, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  84%|████████▍ | 696M/824M [01:05&lt;00:11, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 409M/835M [01:05&lt;01:09, 6.44MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  52%|█████▏    | 433M/832M [01:05&lt;00:46, 9.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  84%|████████▍ | 701M/830M [01:05&lt;00:12, 11.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  85%|████████▍ | 699M/824M [01:05&lt;00:11, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  68%|██████▊   | 567M/830M [01:04&lt;00:30, 9.00MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  70%|██████▉   | 577M/824M [01:05&lt;00:28, 9.06MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 329M/835M [01:05&lt;01:43, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  85%|████████▍ | 696M/822M [01:04&lt;00:11, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  54%|█████▍    | 442M/822M [01:05&lt;00:45, 8.72MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  85%|████████▍ | 697M/824M [01:05&lt;00:11, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 409M/835M [01:05&lt;01:09, 6.42MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  52%|█████▏    | 434M/832M [01:05&lt;00:46, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  85%|████████▍ | 702M/830M [01:05&lt;00:12, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  85%|████████▌ | 700M/824M [01:05&lt;00:11, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  68%|██████▊   | 568M/830M [01:04&lt;00:30, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  70%|███████   | 577M/824M [01:05&lt;00:28, 9.14MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  39%|███▉      | 329M/835M [01:05&lt;01:41, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  85%|████████▍ | 697M/822M [01:05&lt;00:11, 10.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  54%|█████▍    | 443M/822M [01:05&lt;00:44, 8.99MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  85%|████████▍ | 698M/824M [01:05&lt;00:11, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 410M/835M [01:05&lt;01:10, 6.36MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  52%|█████▏    | 435M/832M [01:05&lt;00:45, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  85%|████████▍ | 703M/830M [01:05&lt;00:12, 10.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  85%|████████▌ | 702M/824M [01:05&lt;00:11, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  68%|██████▊   | 569M/830M [01:05&lt;00:30, 9.14MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  70%|███████   | 578M/824M [01:05&lt;00:27, 9.19MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|███▉      | 330M/835M [01:05&lt;01:42, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  85%|████████▍ | 698M/822M [01:05&lt;00:11, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  54%|█████▍    | 444M/822M [01:05&lt;00:44, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  85%|████████▍ | 699M/824M [01:05&lt;00:11, 10.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 410M/835M [01:05&lt;01:10, 6.34MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  52%|█████▏    | 435M/832M [01:05&lt;00:45, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  85%|████████▍ | 704M/830M [01:05&lt;00:11, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  85%|████████▌ | 703M/824M [01:05&lt;00:11, 11.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  69%|██████▊   | 569M/830M [01:05&lt;00:30, 9.11MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  70%|███████   | 579M/824M [01:06&lt;00:28, 8.96MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|███▉      | 330M/835M [01:06&lt;01:43, 5.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  85%|████████▌ | 699M/822M [01:05&lt;00:11, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  54%|█████▍    | 445M/822M [01:05&lt;00:44, 8.97MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  85%|████████▌ | 700M/824M [01:05&lt;00:11, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 411M/835M [01:06&lt;01:09, 6.36MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  52%|█████▏    | 436M/832M [01:05&lt;00:46, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  85%|████████▍ | 705M/830M [01:05&lt;00:11, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  85%|████████▌ | 704M/824M [01:06&lt;00:11, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  69%|██████▊   | 570M/830M [01:05&lt;00:30, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  70%|███████   | 580M/824M [01:06&lt;00:28, 8.93MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|███▉      | 331M/835M [01:06&lt;01:43, 5.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  85%|████████▌ | 700M/822M [01:05&lt;00:11, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  54%|█████▍    | 446M/822M [01:06&lt;00:44, 8.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  85%|████████▌ | 701M/824M [01:05&lt;00:11, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 412M/835M [01:06&lt;01:10, 6.31MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  53%|█████▎    | 437M/832M [01:05&lt;00:46, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  85%|████████▌ | 706M/830M [01:05&lt;00:11, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  86%|████████▌ | 705M/824M [01:06&lt;00:11, 11.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  69%|██████▉   | 571M/830M [01:05&lt;00:29, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  71%|███████   | 581M/824M [01:06&lt;00:28, 9.01MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|███▉      | 331M/835M [01:06&lt;01:42, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  85%|████████▌ | 701M/822M [01:05&lt;00:11, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  54%|█████▍    | 447M/822M [01:06&lt;00:43, 8.96MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  85%|████████▌ | 703M/824M [01:05&lt;00:11, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 412M/835M [01:06&lt;01:10, 6.34MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  53%|█████▎    | 438M/832M [01:06&lt;00:45, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  85%|████████▌ | 707M/830M [01:05&lt;00:11, 11.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  86%|████████▌ | 706M/824M [01:06&lt;00:11, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  69%|██████▉   | 572M/830M [01:05&lt;00:29, 9.07MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  71%|███████   | 582M/824M [01:06&lt;00:27, 9.13MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|███▉      | 332M/835M [01:06&lt;01:42, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  85%|████████▌ | 703M/822M [01:05&lt;00:11, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  54%|█████▍    | 448M/822M [01:06&lt;00:43, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  85%|████████▌ | 704M/824M [01:06&lt;00:11, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 413M/835M [01:06&lt;01:10, 6.33MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  53%|█████▎    | 439M/832M [01:06&lt;00:45, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  85%|████████▌ | 708M/830M [01:06&lt;00:11, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  86%|████████▌ | 707M/824M [01:06&lt;00:10, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  69%|██████▉   | 573M/830M [01:05&lt;00:29, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  71%|███████   | 583M/824M [01:06&lt;00:27, 9.11MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|███▉      | 332M/835M [01:06&lt;01:42, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  86%|████████▌ | 704M/822M [01:05&lt;00:10, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  55%|█████▍    | 448M/822M [01:06&lt;00:42, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  86%|████████▌ | 705M/824M [01:06&lt;00:11, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 413M/835M [01:06&lt;01:09, 6.36MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  53%|█████▎    | 440M/832M [01:06&lt;00:45, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  85%|████████▌ | 709M/830M [01:06&lt;00:11, 11.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  86%|████████▌ | 708M/824M [01:06&lt;00:10, 11.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  69%|██████▉   | 574M/830M [01:05&lt;00:29, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  71%|███████   | 584M/824M [01:06&lt;00:27, 9.08MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|███▉      | 333M/835M [01:06&lt;01:42, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  86%|████████▌ | 705M/822M [01:05&lt;00:11, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  55%|█████▍    | 449M/822M [01:06&lt;00:43, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  86%|████████▌ | 706M/824M [01:06&lt;00:11, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|████▉     | 414M/835M [01:06&lt;01:08, 6.42MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  53%|█████▎    | 441M/832M [01:06&lt;00:45, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  86%|████████▌ | 711M/830M [01:06&lt;00:11, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  86%|████████▌ | 709M/824M [01:06&lt;00:10, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  69%|██████▉   | 575M/830M [01:05&lt;00:29, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  71%|███████   | 585M/824M [01:06&lt;00:27, 9.04MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|███▉      | 333M/835M [01:06&lt;01:43, 5.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  86%|████████▌ | 706M/822M [01:05&lt;00:10, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  55%|█████▍    | 450M/822M [01:06&lt;00:43, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  86%|████████▌ | 707M/824M [01:06&lt;00:10, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|████▉     | 415M/835M [01:06&lt;01:08, 6.46MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  53%|█████▎    | 442M/832M [01:06&lt;00:45, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  86%|████████▌ | 712M/830M [01:06&lt;00:11, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  69%|██████▉   | 576M/830M [01:05&lt;00:29, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  71%|███████   | 585M/824M [01:06&lt;00:27, 8.96MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  86%|████████▌ | 707M/822M [01:06&lt;00:10, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|███▉      | 334M/835M [01:06&lt;01:43, 5.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  86%|████████▌ | 710M/824M [01:06&lt;00:10, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  55%|█████▍    | 451M/822M [01:06&lt;00:44, 8.66MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  86%|████████▌ | 708M/824M [01:06&lt;00:10, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|████▉     | 415M/835M [01:06&lt;01:07, 6.49MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  53%|█████▎    | 442M/832M [01:06&lt;00:45, 8.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  86%|████████▌ | 713M/830M [01:06&lt;00:10, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  69%|██████▉   | 576M/830M [01:05&lt;00:30, 8.85MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  71%|███████   | 586M/824M [01:06&lt;00:27, 8.93MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  86%|████████▌ | 708M/822M [01:06&lt;00:10, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|████      | 334M/835M [01:06&lt;01:43, 5.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  86%|████████▋ | 711M/824M [01:06&lt;00:10, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  55%|█████▍    | 452M/822M [01:06&lt;00:43, 8.90MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  86%|████████▌ | 709M/824M [01:06&lt;00:10, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|████▉     | 416M/835M [01:06&lt;01:07, 6.50MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  53%|█████▎    | 443M/832M [01:06&lt;00:44, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  86%|████████▌ | 714M/830M [01:06&lt;00:10, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  70%|██████▉   | 577M/830M [01:06&lt;00:29, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  71%|███████▏  | 587M/824M [01:07&lt;00:27, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  86%|████████▋ | 709M/822M [01:06&lt;00:10, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|████      | 335M/835M [01:06&lt;01:42, 5.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  86%|████████▋ | 712M/824M [01:06&lt;00:10, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  55%|█████▌    | 453M/822M [01:06&lt;00:43, 8.91MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  86%|████████▌ | 710M/824M [01:06&lt;00:10, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|████▉     | 417M/835M [01:06&lt;01:07, 6.53MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  53%|█████▎    | 444M/832M [01:06&lt;00:45, 8.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  86%|████████▌ | 715M/830M [01:06&lt;00:10, 11.5MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  70%|██████▉   | 578M/830M [01:06&lt;00:29, 9.01MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  71%|███████▏  | 588M/824M [01:07&lt;00:27, 8.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  86%|████████▋ | 710M/822M [01:06&lt;00:10, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|████      | 335M/835M [01:07&lt;01:43, 5.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  87%|████████▋ | 714M/824M [01:06&lt;00:10, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  55%|█████▌    | 454M/822M [01:06&lt;00:43, 8.87MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  86%|████████▋ | 711M/824M [01:06&lt;00:10, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|████▉     | 417M/835M [01:07&lt;01:07, 6.53MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  53%|█████▎    | 445M/832M [01:06&lt;00:45, 8.85MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  86%|████████▋ | 716M/830M [01:06&lt;00:10, 11.6MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  70%|██████▉   | 579M/830M [01:06&lt;00:29, 8.86MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  71%|███████▏  | 589M/824M [01:07&lt;00:27, 8.87MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  87%|████████▋ | 711M/822M [01:06&lt;00:09, 11.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|████      | 336M/835M [01:07&lt;01:43, 5.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  87%|████████▋ | 715M/824M [01:07&lt;00:09, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  55%|█████▌    | 455M/822M [01:07&lt;00:43, 8.88MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  86%|████████▋ | 712M/824M [01:06&lt;00:10, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|█████     | 418M/835M [01:07&lt;01:07, 6.53MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  54%|█████▎    | 446M/832M [01:07&lt;00:45, 8.93MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  86%|████████▋ | 717M/830M [01:06&lt;00:10, 11.6MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  70%|██████▉   | 580M/830M [01:06&lt;00:29, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  72%|███████▏  | 590M/824M [01:07&lt;00:27, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  87%|████████▋ | 712M/822M [01:06&lt;00:09, 11.7MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|████      | 336M/835M [01:07&lt;01:43, 5.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  87%|████████▋ | 716M/824M [01:07&lt;00:09, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  55%|█████▌    | 455M/822M [01:07&lt;00:43, 8.92MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  87%|████████▋ | 714M/824M [01:07&lt;00:09, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|█████     | 419M/835M [01:07&lt;01:06, 6.60MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  54%|█████▎    | 447M/832M [01:07&lt;00:45, 8.86MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  87%|████████▋ | 718M/830M [01:06&lt;00:10, 11.7MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  70%|██████▉   | 581M/830M [01:06&lt;00:29, 8.95MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  72%|███████▏  | 591M/824M [01:07&lt;00:27, 8.88MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  87%|████████▋ | 714M/822M [01:06&lt;00:09, 11.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|████      | 337M/835M [01:07&lt;01:42, 5.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  87%|████████▋ | 717M/824M [01:07&lt;00:09, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  56%|█████▌    | 456M/822M [01:07&lt;00:42, 8.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  87%|████████▋ | 715M/824M [01:07&lt;00:09, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|█████     | 419M/835M [01:07&lt;01:06, 6.61MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  54%|█████▍    | 448M/832M [01:07&lt;00:45, 8.84MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  87%|████████▋ | 720M/830M [01:07&lt;00:10, 11.5MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  70%|███████   | 582M/830M [01:06&lt;00:28, 9.14MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  72%|███████▏  | 592M/824M [01:07&lt;00:26, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  87%|████████▋ | 715M/822M [01:06&lt;00:09, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|████      | 337M/835M [01:07&lt;01:42, 5.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  87%|████████▋ | 718M/824M [01:07&lt;00:09, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  56%|█████▌    | 457M/822M [01:07&lt;00:42, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  87%|████████▋ | 716M/824M [01:07&lt;00:09, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|█████     | 420M/835M [01:07&lt;01:06, 6.56MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  54%|█████▍    | 448M/832M [01:07&lt;00:45, 8.91MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  87%|████████▋ | 721M/830M [01:07&lt;00:09, 11.6MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  70%|███████   | 583M/830M [01:06&lt;00:28, 9.07MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  72%|███████▏  | 592M/824M [01:07&lt;00:26, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  87%|████████▋ | 716M/822M [01:06&lt;00:09, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  40%|████      | 338M/835M [01:07&lt;01:41, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  87%|████████▋ | 719M/824M [01:07&lt;00:09, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  56%|█████▌    | 458M/822M [01:07&lt;00:41, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  87%|████████▋ | 717M/824M [01:07&lt;00:09, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|█████     | 420M/835M [01:07&lt;01:06, 6.52MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  54%|█████▍    | 449M/832M [01:07&lt;00:45, 8.91MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  87%|████████▋ | 722M/830M [01:07&lt;00:10, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  70%|███████   | 584M/830M [01:06&lt;00:28, 9.20MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  72%|███████▏  | 593M/824M [01:07&lt;00:26, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  87%|████████▋ | 717M/822M [01:06&lt;00:09, 11.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 338M/835M [01:07&lt;01:39, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  87%|████████▋ | 720M/824M [01:07&lt;00:09, 11.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  56%|█████▌    | 459M/822M [01:07&lt;00:41, 9.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  87%|████████▋ | 718M/824M [01:07&lt;00:10, 11.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|█████     | 421M/835M [01:07&lt;01:08, 6.34MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  54%|█████▍    | 450M/832M [01:07&lt;00:44, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  87%|████████▋ | 723M/830M [01:07&lt;00:10, 10.9MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  70%|███████   | 585M/830M [01:06&lt;00:27, 9.21MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  72%|███████▏  | 594M/824M [01:07&lt;00:26, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  87%|████████▋ | 718M/822M [01:07&lt;00:10, 10.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 339M/835M [01:07&lt;01:39, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  88%|████████▊ | 721M/824M [01:07&lt;00:10, 10.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  56%|█████▌    | 460M/822M [01:07&lt;00:41, 9.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  87%|████████▋ | 719M/824M [01:07&lt;00:10, 10.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|█████     | 422M/835M [01:07&lt;01:11, 6.08MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  54%|█████▍    | 451M/832M [01:07&lt;00:45, 8.83MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  87%|████████▋ | 724M/830M [01:07&lt;00:10, 10.6MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  71%|███████   | 585M/830M [01:06&lt;00:28, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  72%|███████▏  | 595M/824M [01:07&lt;00:26, 8.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  87%|████████▋ | 719M/822M [01:07&lt;00:10, 10.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 340M/835M [01:07&lt;01:41, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  88%|████████▊ | 722M/824M [01:07&lt;00:10, 10.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  56%|█████▌    | 461M/822M [01:07&lt;00:41, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  87%|████████▋ | 720M/824M [01:07&lt;00:10, 10.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 422M/835M [01:07&lt;01:14, 5.83MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  54%|█████▍    | 452M/832M [01:07&lt;00:45, 8.83MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  87%|████████▋ | 725M/830M [01:07&lt;00:10, 10.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  71%|███████   | 586M/830M [01:07&lt;00:28, 9.06MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  72%|███████▏  | 596M/824M [01:08&lt;00:26, 8.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  88%|████████▊ | 720M/822M [01:07&lt;00:10, 10.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 340M/835M [01:07&lt;01:40, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  88%|████████▊ | 723M/824M [01:07&lt;00:10, 10.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  56%|█████▌    | 462M/822M [01:07&lt;00:41, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  88%|████████▊ | 721M/824M [01:07&lt;00:10, 9.99MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 423M/835M [01:08&lt;01:16, 5.69MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  54%|█████▍    | 453M/832M [01:07&lt;00:44, 8.86MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  87%|████████▋ | 726M/830M [01:07&lt;00:10, 9.97MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  71%|███████   | 587M/830M [01:07&lt;00:28, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  72%|███████▏  | 597M/824M [01:08&lt;00:26, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  88%|████████▊ | 721M/822M [01:07&lt;00:10, 9.99MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 341M/835M [01:08&lt;01:41, 5.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  88%|████████▊ | 724M/824M [01:08&lt;00:10, 9.89MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  56%|█████▋    | 463M/822M [01:07&lt;00:41, 8.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  88%|████████▊ | 722M/824M [01:07&lt;00:10, 10.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 423M/835M [01:08&lt;01:15, 5.74MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  55%|█████▍    | 454M/832M [01:07&lt;00:44, 8.99MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  88%|████████▊ | 727M/830M [01:07&lt;00:10, 10.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  71%|███████   | 588M/830M [01:07&lt;00:27, 9.11MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  73%|███████▎  | 598M/824M [01:08&lt;00:26, 8.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  88%|████████▊ | 722M/822M [01:07&lt;00:09, 10.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 341M/835M [01:08&lt;01:39, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  88%|████████▊ | 726M/824M [01:08&lt;00:09, 10.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  56%|█████▋    | 463M/822M [01:08&lt;00:41, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  88%|████████▊ | 723M/824M [01:07&lt;00:09, 10.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 424M/835M [01:08&lt;01:12, 5.99MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  55%|█████▍    | 455M/832M [01:08&lt;00:43, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  88%|████████▊ | 728M/830M [01:07&lt;00:10, 10.7MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  71%|███████   | 589M/830M [01:07&lt;00:27, 9.10MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  73%|███████▎  | 599M/824M [01:08&lt;00:25, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  88%|████████▊ | 723M/822M [01:07&lt;00:09, 10.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 342M/835M [01:08&lt;01:39, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  88%|████████▊ | 727M/824M [01:08&lt;00:09, 10.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  56%|█████▋    | 464M/822M [01:08&lt;00:41, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  88%|████████▊ | 724M/824M [01:08&lt;00:09, 10.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 425M/835M [01:08&lt;01:09, 6.15MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  55%|█████▍    | 456M/832M [01:08&lt;00:43, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  88%|████████▊ | 729M/830M [01:08&lt;00:09, 10.8MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  71%|███████   | 590M/830M [01:07&lt;00:27, 9.06MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  73%|███████▎  | 599M/824M [01:08&lt;00:26, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  88%|████████▊ | 724M/822M [01:07&lt;00:09, 10.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 342M/835M [01:08&lt;01:40, 5.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  88%|████████▊ | 728M/824M [01:08&lt;00:09, 10.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  57%|█████▋    | 465M/822M [01:08&lt;00:41, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  88%|████████▊ | 725M/824M [01:08&lt;00:09, 10.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 425M/835M [01:08&lt;01:09, 6.22MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  55%|█████▍    | 456M/832M [01:08&lt;00:43, 8.96MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  88%|████████▊ | 730M/830M [01:08&lt;00:09, 11.0MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  71%|███████   | 591M/830M [01:07&lt;00:27, 8.99MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  73%|███████▎  | 600M/824M [01:08&lt;00:26, 8.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  88%|████████▊ | 725M/822M [01:07&lt;00:09, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 343M/835M [01:08&lt;01:40, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  88%|████████▊ | 729M/824M [01:08&lt;00:09, 11.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  57%|█████▋    | 466M/822M [01:08&lt;00:41, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  88%|████████▊ | 727M/824M [01:08&lt;00:09, 11.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 426M/835M [01:08&lt;01:08, 6.31MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  55%|█████▍    | 457M/832M [01:08&lt;00:43, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  88%|████████▊ | 731M/830M [01:08&lt;00:09, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  71%|███████   | 592M/830M [01:07&lt;00:27, 9.09MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  73%|███████▎  | 601M/824M [01:08&lt;00:25, 9.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  88%|████████▊ | 727M/822M [01:07&lt;00:09, 11.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 343M/835M [01:08&lt;01:39, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  89%|████████▊ | 730M/824M [01:08&lt;00:08, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  57%|█████▋    | 467M/822M [01:08&lt;00:41, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  88%|████████▊ | 728M/824M [01:08&lt;00:09, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 427M/835M [01:08&lt;01:07, 6.33MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  55%|█████▌    | 458M/832M [01:08&lt;00:43, 8.97MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  88%|████████▊ | 733M/830M [01:08&lt;00:09, 11.1MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  71%|███████▏  | 592M/830M [01:07&lt;00:27, 8.97MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  73%|███████▎  | 602M/824M [01:08&lt;00:25, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  89%|████████▊ | 728M/822M [01:07&lt;00:08, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 344M/835M [01:08&lt;01:38, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  89%|████████▉ | 731M/824M [01:08&lt;00:08, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  57%|█████▋    | 468M/822M [01:08&lt;00:40, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  88%|████████▊ | 729M/824M [01:08&lt;00:08, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 427M/835M [01:08&lt;01:05, 6.52MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  55%|█████▌    | 459M/832M [01:08&lt;00:43, 8.96MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  88%|████████▊ | 734M/830M [01:08&lt;00:09, 11.2MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  71%|███████▏  | 593M/830M [01:07&lt;00:27, 8.94MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  73%|███████▎  | 603M/824M [01:08&lt;00:25, 8.92MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  89%|████████▊ | 729M/822M [01:08&lt;00:08, 11.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 344M/835M [01:08&lt;01:41, 5.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  89%|████████▉ | 732M/824M [01:08&lt;00:08, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  57%|█████▋    | 469M/822M [01:08&lt;00:41, 8.91MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  89%|████████▊ | 730M/824M [01:08&lt;00:08, 11.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 428M/835M [01:08&lt;01:04, 6.59MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  55%|█████▌    | 460M/832M [01:08&lt;00:44, 8.73MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  88%|████████▊ | 735M/830M [01:08&lt;00:08, 11.3MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  72%|███████▏  | 594M/830M [01:08&lt;00:28, 8.82MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  73%|███████▎  | 604M/824M [01:08&lt;00:26, 8.81MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  89%|████████▉ | 730M/822M [01:08&lt;00:08, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████      | 345M/835M [01:08&lt;01:43, 5.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  89%|████████▉ | 733M/824M [01:08&lt;00:08, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  57%|█████▋    | 470M/822M [01:08&lt;00:42, 8.71MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  89%|████████▊ | 731M/824M [01:08&lt;00:08, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████▏    | 429M/835M [01:08&lt;01:04, 6.62MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  55%|█████▌    | 461M/832M [01:08&lt;00:45, 8.64MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  89%|████████▊ | 736M/830M [01:08&lt;00:08, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  72%|███████▏  | 595M/830M [01:08&lt;00:28, 8.65MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  73%|███████▎  | 605M/824M [01:09&lt;00:26, 8.58MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  89%|████████▉ | 731M/822M [01:08&lt;00:08, 11.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████▏     | 345M/835M [01:08&lt;01:44, 4.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  89%|████████▉ | 734M/824M [01:08&lt;00:08, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  57%|█████▋    | 470M/822M [01:08&lt;00:43, 8.46MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  89%|████████▉ | 732M/824M [01:08&lt;00:08, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████▏    | 429M/835M [01:09&lt;01:04, 6.59MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  55%|█████▌    | 462M/832M [01:08&lt;00:45, 8.56MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  89%|████████▉ | 737M/830M [01:08&lt;00:08, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  72%|███████▏  | 596M/830M [01:08&lt;00:28, 8.61MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  74%|███████▎  | 606M/824M [01:09&lt;00:26, 8.52MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  89%|████████▉ | 732M/822M [01:08&lt;00:08, 11.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████▏     | 345M/835M [01:09&lt;01:45, 4.88MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  89%|████████▉ | 736M/824M [01:09&lt;00:07, 11.6MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  89%|████████▉ | 733M/824M [01:08&lt;00:08, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████▏    | 430M/835M [01:09&lt;01:03, 6.67MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  56%|█████▌    | 462M/832M [01:08&lt;00:45, 8.55MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  57%|█████▋    | 471M/822M [01:09&lt;00:45, 8.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  89%|████████▉ | 738M/830M [01:08&lt;00:08, 11.4MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  72%|███████▏  | 597M/830M [01:08&lt;00:28, 8.49MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  74%|███████▎  | 606M/824M [01:09&lt;00:26, 8.50MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  89%|████████▉ | 733M/822M [01:08&lt;00:08, 11.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████▏     | 346M/835M [01:09&lt;01:47, 4.77MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  89%|████████▉ | 737M/824M [01:09&lt;00:07, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  57%|█████▋    | 472M/822M [01:09&lt;00:44, 8.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  89%|████████▉ | 734M/824M [01:08&lt;00:08, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 430M/835M [01:09&lt;01:03, 6.65MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  56%|█████▌    | 463M/832M [01:09&lt;00:46, 8.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  89%|████████▉ | 739M/830M [01:08&lt;00:08, 11.6MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  72%|███████▏  | 597M/830M [01:08&lt;00:29, 8.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  74%|███████▎  | 607M/824M [01:09&lt;00:27, 8.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  89%|████████▉ | 734M/822M [01:08&lt;00:07, 11.7MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  41%|████▏     | 346M/835M [01:09&lt;01:48, 4.71MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  90%|████████▉ | 738M/824M [01:09&lt;00:07, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  58%|█████▊    | 473M/822M [01:09&lt;00:44, 8.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  89%|████████▉ | 736M/824M [01:09&lt;00:07, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 431M/835M [01:09&lt;01:03, 6.69MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  56%|█████▌    | 464M/832M [01:09&lt;00:46, 8.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  89%|████████▉ | 740M/830M [01:09&lt;00:08, 11.7MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  72%|███████▏  | 598M/830M [01:08&lt;00:28, 8.41MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  74%|███████▍  | 608M/824M [01:09&lt;00:27, 8.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  89%|████████▉ | 736M/822M [01:08&lt;00:07, 11.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 347M/835M [01:09&lt;01:44, 4.90MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  90%|████████▉ | 739M/824M [01:09&lt;00:07, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  58%|█████▊    | 474M/822M [01:09&lt;00:42, 8.65MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  89%|████████▉ | 737M/824M [01:09&lt;00:07, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 432M/835M [01:09&lt;01:03, 6.70MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  56%|█████▌    | 465M/832M [01:09&lt;00:44, 8.58MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  89%|████████▉ | 742M/830M [01:09&lt;00:07, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  90%|████████▉ | 740M/824M [01:09&lt;00:07, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  72%|███████▏  | 599M/830M [01:08&lt;00:28, 8.54MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  74%|███████▍  | 609M/824M [01:09&lt;00:26, 8.54MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 347M/835M [01:09&lt;01:41, 5.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  90%|████████▉ | 737M/822M [01:08&lt;00:07, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  58%|█████▊    | 475M/822M [01:09&lt;00:41, 8.78MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  90%|████████▉ | 738M/824M [01:09&lt;00:07, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 432M/835M [01:09&lt;01:03, 6.62MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  56%|█████▌    | 466M/832M [01:09&lt;00:44, 8.67MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  89%|████████▉ | 743M/830M [01:09&lt;00:07, 11.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  90%|████████▉ | 741M/824M [01:09&lt;00:07, 11.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  72%|███████▏  | 600M/830M [01:08&lt;00:27, 8.70MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  74%|███████▍  | 610M/824M [01:09&lt;00:25, 8.65MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 348M/835M [01:09&lt;01:40, 5.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  90%|████████▉ | 738M/822M [01:08&lt;00:07, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  58%|█████▊    | 476M/822M [01:09&lt;00:41, 8.82MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  90%|████████▉ | 739M/824M [01:09&lt;00:07, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 433M/835M [01:09&lt;01:03, 6.62MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  56%|█████▌    | 467M/832M [01:09&lt;00:43, 8.78MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  90%|████████▉ | 744M/830M [01:09&lt;00:07, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  90%|█████████ | 742M/824M [01:09&lt;00:07, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  72%|███████▏  | 601M/830M [01:08&lt;00:27, 8.84MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  74%|███████▍  | 611M/824M [01:09&lt;00:25, 8.70MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 348M/835M [01:09&lt;01:40, 5.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  90%|████████▉ | 739M/822M [01:08&lt;00:07, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  58%|█████▊    | 476M/822M [01:09&lt;00:41, 8.82MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  90%|████████▉ | 740M/824M [01:09&lt;00:07, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 434M/835M [01:09&lt;01:03, 6.66MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  56%|█████▌    | 468M/832M [01:09&lt;00:43, 8.84MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  90%|████████▉ | 745M/830M [01:09&lt;00:07, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  90%|█████████ | 743M/824M [01:09&lt;00:07, 11.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  72%|███████▏  | 602M/830M [01:08&lt;00:26, 8.89MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  74%|███████▍  | 611M/824M [01:09&lt;00:25, 8.81MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 349M/835M [01:09&lt;01:39, 5.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  90%|█████████ | 740M/822M [01:09&lt;00:07, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  58%|█████▊    | 477M/822M [01:09&lt;00:40, 8.91MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  90%|████████▉ | 741M/824M [01:09&lt;00:07, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 434M/835M [01:09&lt;01:02, 6.69MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  56%|█████▋    | 468M/832M [01:09&lt;00:42, 8.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  90%|████████▉ | 746M/830M [01:09&lt;00:07, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  90%|█████████ | 745M/824M [01:09&lt;00:07, 11.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  73%|███████▎  | 603M/830M [01:09&lt;00:26, 8.92MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  74%|███████▍  | 612M/824M [01:10&lt;00:24, 8.94MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 349M/835M [01:09&lt;01:38, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  90%|█████████ | 741M/822M [01:09&lt;00:07, 11.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  58%|█████▊    | 478M/822M [01:09&lt;00:40, 8.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  90%|█████████ | 742M/824M [01:09&lt;00:07, 11.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 435M/835M [01:09&lt;01:02, 6.71MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  56%|█████▋    | 469M/832M [01:09&lt;00:42, 8.92MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  90%|████████▉ | 747M/830M [01:09&lt;00:07, 11.6MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  73%|███████▎  | 603M/830M [01:09&lt;00:26, 8.87MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  74%|███████▍  | 613M/824M [01:10&lt;00:24, 8.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  90%|█████████ | 742M/822M [01:09&lt;00:07, 11.7MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 350M/835M [01:10&lt;01:39, 5.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  91%|█████████ | 746M/824M [01:09&lt;00:06, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  58%|█████▊    | 479M/822M [01:09&lt;00:40, 8.96MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  90%|█████████ | 744M/824M [01:09&lt;00:07, 11.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 436M/835M [01:10&lt;01:02, 6.73MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  57%|█████▋    | 470M/832M [01:09&lt;00:42, 8.86MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  90%|█████████ | 748M/830M [01:09&lt;00:07, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  91%|█████████ | 747M/824M [01:10&lt;00:06, 11.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  73%|███████▎  | 604M/830M [01:09&lt;00:26, 8.87MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  75%|███████▍  | 614M/824M [01:10&lt;00:24, 9.05MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 350M/835M [01:10&lt;01:39, 5.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  90%|█████████ | 744M/822M [01:09&lt;00:07, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  58%|█████▊    | 480M/822M [01:10&lt;00:40, 8.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  90%|█████████ | 745M/824M [01:09&lt;00:07, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 436M/835M [01:10&lt;01:03, 6.59MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  57%|█████▋    | 471M/832M [01:10&lt;00:42, 8.91MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  90%|█████████ | 750M/830M [01:09&lt;00:07, 11.5MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  73%|███████▎  | 605M/830M [01:09&lt;00:26, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  75%|███████▍  | 615M/824M [01:10&lt;00:24, 8.93MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  91%|█████████ | 745M/822M [01:09&lt;00:06, 11.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 351M/835M [01:10&lt;01:40, 5.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  91%|█████████ | 748M/824M [01:10&lt;00:06, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  58%|█████▊    | 481M/822M [01:10&lt;00:40, 8.89MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  91%|█████████ | 746M/824M [01:10&lt;00:07, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 437M/835M [01:10&lt;01:02, 6.72MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  57%|█████▋    | 472M/832M [01:10&lt;00:42, 8.90MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  90%|█████████ | 751M/830M [01:09&lt;00:07, 11.7MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  73%|███████▎  | 606M/830M [01:09&lt;00:26, 8.91MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  75%|███████▍  | 616M/824M [01:10&lt;00:24, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  91%|█████████ | 746M/822M [01:09&lt;00:06, 11.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 351M/835M [01:10&lt;01:39, 5.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  91%|█████████ | 749M/824M [01:10&lt;00:06, 11.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  59%|█████▊    | 482M/822M [01:10&lt;00:39, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  91%|█████████ | 747M/824M [01:10&lt;00:06, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 438M/835M [01:10&lt;01:02, 6.71MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  57%|█████▋    | 473M/832M [01:10&lt;00:41, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  91%|█████████ | 752M/830M [01:10&lt;00:07, 11.6MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  73%|███████▎  | 607M/830M [01:09&lt;00:26, 8.95MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  75%|███████▍  | 617M/824M [01:10&lt;00:24, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  91%|█████████ | 747M/822M [01:09&lt;00:06, 11.7MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 352M/835M [01:10&lt;01:39, 5.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  91%|█████████ | 750M/824M [01:10&lt;00:06, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  59%|█████▊    | 482M/822M [01:10&lt;00:40, 8.89MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  91%|█████████ | 748M/824M [01:10&lt;00:06, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 438M/835M [01:10&lt;01:02, 6.62MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  57%|█████▋    | 474M/832M [01:10&lt;00:42, 8.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  91%|█████████ | 753M/830M [01:10&lt;00:06, 11.6MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  73%|███████▎  | 608M/830M [01:09&lt;00:26, 8.90MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  75%|███████▍  | 618M/824M [01:10&lt;00:24, 8.97MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  91%|█████████ | 748M/822M [01:09&lt;00:06, 11.7MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 352M/835M [01:10&lt;01:39, 5.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  91%|█████████ | 751M/824M [01:10&lt;00:06, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  59%|█████▉    | 483M/822M [01:10&lt;00:39, 8.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  91%|█████████ | 749M/824M [01:10&lt;00:06, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 439M/835M [01:10&lt;01:01, 6.71MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  57%|█████▋    | 474M/832M [01:10&lt;00:41, 8.93MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  91%|█████████ | 754M/830M [01:10&lt;00:06, 11.5MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  73%|███████▎  | 609M/830M [01:09&lt;00:25, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  75%|███████▌  | 618M/824M [01:10&lt;00:23, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  91%|█████████ | 749M/822M [01:09&lt;00:06, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 353M/835M [01:10&lt;01:37, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  91%|█████████▏| 753M/824M [01:10&lt;00:06, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  59%|█████▉    | 484M/822M [01:10&lt;00:39, 9.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  91%|█████████ | 750M/824M [01:10&lt;00:06, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 440M/835M [01:10&lt;01:03, 6.58MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  57%|█████▋    | 475M/832M [01:10&lt;00:41, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  91%|█████████ | 755M/830M [01:10&lt;00:06, 11.5MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  73%|███████▎  | 610M/830M [01:09&lt;00:25, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  75%|███████▌  | 619M/824M [01:10&lt;00:23, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  91%|█████████▏| 750M/822M [01:10&lt;00:06, 11.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 353M/835M [01:10&lt;01:38, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  91%|█████████▏| 754M/824M [01:10&lt;00:06, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  59%|█████▉    | 485M/822M [01:10&lt;00:39, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  91%|█████████ | 751M/824M [01:10&lt;00:06, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 440M/835M [01:10&lt;01:03, 6.56MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  57%|█████▋    | 476M/832M [01:10&lt;00:41, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  91%|█████████ | 756M/830M [01:10&lt;00:06, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  92%|█████████▏| 755M/824M [01:10&lt;00:06, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  74%|███████▎  | 610M/830M [01:09&lt;00:25, 8.97MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  75%|███████▌  | 620M/824M [01:10&lt;00:23, 9.02MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 354M/835M [01:10&lt;01:37, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  91%|█████████▏| 752M/822M [01:10&lt;00:06, 11.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  59%|█████▉    | 486M/822M [01:10&lt;00:39, 9.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  91%|█████████▏| 753M/824M [01:10&lt;00:06, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 441M/835M [01:10&lt;01:02, 6.60MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  57%|█████▋    | 477M/832M [01:10&lt;00:41, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  91%|█████████ | 757M/830M [01:10&lt;00:06, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  92%|█████████▏| 756M/824M [01:10&lt;00:06, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  74%|███████▎  | 611M/830M [01:10&lt;00:25, 9.07MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  75%|███████▌  | 621M/824M [01:11&lt;00:23, 9.11MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 354M/835M [01:10&lt;01:36, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  92%|█████████▏| 753M/822M [01:10&lt;00:06, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  59%|█████▉    | 487M/822M [01:10&lt;00:38, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  91%|█████████▏| 754M/824M [01:10&lt;00:06, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 441M/835M [01:10&lt;01:02, 6.61MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  57%|█████▋    | 478M/832M [01:10&lt;00:40, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  91%|█████████▏| 759M/830M [01:10&lt;00:06, 11.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  92%|█████████▏| 757M/824M [01:11&lt;00:06, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  74%|███████▎  | 612M/830M [01:10&lt;00:25, 9.05MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  76%|███████▌  | 622M/824M [01:11&lt;00:23, 9.10MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  42%|████▏     | 355M/835M [01:11&lt;01:36, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  92%|█████████▏| 754M/822M [01:10&lt;00:06, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  59%|█████▉    | 488M/822M [01:10&lt;00:38, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  92%|█████████▏| 755M/824M [01:10&lt;00:06, 11.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 442M/835M [01:11&lt;01:02, 6.56MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  58%|█████▊    | 479M/832M [01:10&lt;00:41, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  91%|█████████▏| 760M/830M [01:10&lt;00:06, 11.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  92%|█████████▏| 758M/824M [01:11&lt;00:06, 11.4MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  74%|███████▍  | 613M/830M [01:10&lt;00:25, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  76%|███████▌  | 623M/824M [01:11&lt;00:23, 9.11MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 356M/835M [01:11&lt;01:35, 5.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  92%|█████████▏| 755M/822M [01:10&lt;00:06, 11.3MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  59%|█████▉    | 489M/822M [01:11&lt;00:38, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  92%|█████████▏| 756M/824M [01:10&lt;00:06, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 443M/835M [01:11&lt;01:03, 6.49MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  58%|█████▊    | 480M/832M [01:11&lt;00:40, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  92%|█████████▏| 761M/830M [01:10&lt;00:06, 11.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  92%|█████████▏| 759M/824M [01:11&lt;00:05, 11.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  74%|███████▍  | 614M/830M [01:10&lt;00:24, 9.18MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  76%|███████▌  | 624M/824M [01:11&lt;00:22, 9.41MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 356M/835M [01:11&lt;01:35, 5.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  92%|█████████▏| 756M/822M [01:10&lt;00:06, 11.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  60%|█████▉    | 490M/822M [01:11&lt;00:37, 9.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  92%|█████████▏| 757M/824M [01:11&lt;00:06, 11.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 443M/835M [01:11&lt;01:02, 6.56MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  58%|█████▊    | 481M/832M [01:11&lt;00:40, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  92%|█████████▏| 762M/830M [01:11&lt;00:06, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  92%|█████████▏| 760M/824M [01:11&lt;00:05, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  74%|███████▍  | 615M/830M [01:10&lt;00:24, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  76%|███████▌  | 625M/824M [01:11&lt;00:22, 9.24MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 357M/835M [01:11&lt;01:36, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  92%|█████████▏| 757M/822M [01:10&lt;00:05, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  60%|█████▉    | 490M/822M [01:11&lt;00:37, 9.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  92%|█████████▏| 758M/824M [01:11&lt;00:05, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 444M/835M [01:11&lt;01:01, 6.71MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  58%|█████▊    | 482M/832M [01:11&lt;00:39, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  92%|█████████▏| 763M/830M [01:11&lt;00:06, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  92%|█████████▏| 762M/824M [01:11&lt;00:05, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  74%|███████▍  | 616M/830M [01:10&lt;00:24, 9.14MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  76%|███████▌  | 626M/824M [01:11&lt;00:22, 9.21MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 357M/835M [01:11&lt;01:36, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  92%|█████████▏| 758M/822M [01:10&lt;00:05, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  60%|█████▉    | 491M/822M [01:11&lt;00:37, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  92%|█████████▏| 759M/824M [01:11&lt;00:05, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 445M/835M [01:11&lt;01:01, 6.68MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  58%|█████▊    | 482M/832M [01:11&lt;00:39, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  92%|█████████▏| 764M/830M [01:11&lt;00:05, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  93%|█████████▎| 763M/824M [01:11&lt;00:05, 11.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  74%|███████▍  | 617M/830M [01:10&lt;00:24, 9.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  76%|███████▌  | 627M/824M [01:11&lt;00:22, 9.27MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 358M/835M [01:11&lt;01:37, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  92%|█████████▏| 759M/822M [01:10&lt;00:05, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  60%|█████▉    | 492M/822M [01:11&lt;00:37, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  92%|█████████▏| 760M/824M [01:11&lt;00:05, 11.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 445M/835M [01:11&lt;01:00, 6.77MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  58%|█████▊    | 483M/832M [01:11&lt;00:39, 9.32MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  92%|█████████▏| 765M/830M [01:11&lt;00:05, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  93%|█████████▎| 764M/824M [01:11&lt;00:05, 11.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  74%|███████▍  | 618M/830M [01:10&lt;00:24, 9.11MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  76%|███████▌  | 627M/824M [01:11&lt;00:22, 9.15MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 358M/835M [01:11&lt;01:37, 5.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  93%|█████████▎| 761M/822M [01:10&lt;00:05, 11.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  60%|█████▉    | 493M/822M [01:11&lt;00:38, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  92%|█████████▏| 762M/824M [01:11&lt;00:05, 11.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 446M/835M [01:11&lt;01:00, 6.73MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  58%|█████▊    | 484M/832M [01:11&lt;00:40, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  92%|█████████▏| 767M/830M [01:11&lt;00:05, 11.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  93%|█████████▎| 765M/824M [01:11&lt;00:05, 11.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  74%|███████▍  | 619M/830M [01:10&lt;00:24, 9.11MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  76%|███████▋  | 628M/824M [01:11&lt;00:22, 9.20MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  93%|█████████▎| 762M/822M [01:11&lt;00:05, 11.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  60%|██████    | 494M/822M [01:11&lt;00:37, 9.12MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 359M/835M [01:11&lt;01:36, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  93%|█████████▎| 763M/824M [01:11&lt;00:05, 12.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 447M/835M [01:11&lt;01:00, 6.79MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  58%|█████▊    | 485M/832M [01:11&lt;00:39, 9.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  92%|█████████▏| 768M/830M [01:11&lt;00:05, 11.9MB/s]
 
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  75%|███████▍  | 619M/830M [01:10&lt;00:23, 9.26MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  76%|███████▋  | 629M/824M [01:11&lt;00:22, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  93%|█████████▎| 763M/822M [01:11&lt;00:05, 11.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  93%|█████████▎| 766M/824M [01:11&lt;00:05, 12.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  60%|██████    | 495M/822M [01:11&lt;00:37, 9.20MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 359M/835M [01:11&lt;01:36, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  93%|█████████▎| 764M/824M [01:11&lt;00:05, 12.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▎    | 447M/835M [01:11&lt;00:59, 6.84MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  58%|█████▊    | 486M/832M [01:11&lt;00:39, 9.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  93%|█████████▎| 769M/830M [01:11&lt;00:05, 11.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  93%|█████████▎| 767M/824M [01:11&lt;00:04, 11.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  75%|███████▍  | 620M/830M [01:11&lt;00:23, 9.22MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  76%|███████▋  | 630M/824M [01:12&lt;00:22, 9.12MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  93%|█████████▎| 764M/822M [01:11&lt;00:05, 11.7MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  60%|██████    | 496M/822M [01:11&lt;00:36, 9.26MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 360M/835M [01:11&lt;01:35, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  93%|█████████▎| 765M/824M [01:11&lt;00:05, 12.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▎    | 448M/835M [01:12&lt;00:59, 6.83MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  59%|█████▊    | 487M/832M [01:11&lt;00:39, 9.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  93%|█████████▎| 770M/830M [01:11&lt;00:05, 11.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  93%|█████████▎| 769M/824M [01:12&lt;00:04, 12.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  75%|███████▍  | 621M/830M [01:11&lt;00:23, 9.22MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  77%|███████▋  | 631M/824M [01:12&lt;00:22, 9.10MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 360M/835M [01:12&lt;01:36, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  93%|█████████▎| 765M/822M [01:11&lt;00:05, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  60%|██████    | 497M/822M [01:11&lt;00:37, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  93%|█████████▎| 766M/824M [01:11&lt;00:04, 12.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▎    | 449M/835M [01:12&lt;00:59, 6.84MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  59%|█████▊    | 488M/832M [01:11&lt;00:39, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  93%|█████████▎| 771M/830M [01:11&lt;00:05, 11.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  93%|█████████▎| 770M/824M [01:12&lt;00:04, 12.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  75%|███████▍  | 622M/830M [01:11&lt;00:23, 9.20MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  77%|███████▋  | 632M/824M [01:12&lt;00:21, 9.16MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 361M/835M [01:12&lt;01:35, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  93%|█████████▎| 766M/822M [01:11&lt;00:04, 11.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  61%|██████    | 498M/822M [01:12&lt;00:36, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  93%|█████████▎| 767M/824M [01:11&lt;00:04, 12.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 449M/835M [01:12&lt;00:58, 6.92MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  59%|█████▊    | 489M/832M [01:12&lt;00:38, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  93%|█████████▎| 772M/830M [01:11&lt;00:05, 11.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  94%|█████████▎| 771M/824M [01:12&lt;00:04, 11.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  75%|███████▌  | 623M/830M [01:11&lt;00:23, 9.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  77%|███████▋  | 633M/824M [01:12&lt;00:21, 9.27MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 361M/835M [01:12&lt;01:34, 5.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  93%|█████████▎| 768M/822M [01:11&lt;00:04, 11.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  61%|██████    | 499M/822M [01:12&lt;00:36, 9.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  93%|█████████▎| 769M/824M [01:12&lt;00:04, 12.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 450M/835M [01:12&lt;00:58, 6.90MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  59%|█████▉    | 490M/832M [01:12&lt;00:38, 9.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  93%|█████████▎| 773M/830M [01:12&lt;00:04, 11.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  94%|█████████▎| 772M/824M [01:12&lt;00:04, 11.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  75%|███████▌  | 624M/830M [01:11&lt;00:23, 9.26MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  77%|███████▋  | 634M/824M [01:12&lt;00:21, 9.17MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 362M/835M [01:12&lt;01:36, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  94%|█████████▎| 769M/822M [01:11&lt;00:04, 11.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  61%|██████    | 499M/822M [01:12&lt;00:36, 9.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  93%|█████████▎| 770M/824M [01:12&lt;00:04, 12.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 451M/835M [01:12&lt;00:59, 6.83MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  59%|█████▉    | 491M/832M [01:12&lt;00:39, 9.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  93%|█████████▎| 775M/830M [01:12&lt;00:04, 11.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  94%|█████████▍| 773M/824M [01:12&lt;00:04, 11.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  75%|███████▌  | 625M/830M [01:11&lt;00:23, 9.14MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  77%|███████▋  | 635M/824M [01:12&lt;00:21, 9.16MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 362M/835M [01:12&lt;01:35, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  94%|█████████▎| 770M/822M [01:11&lt;00:04, 11.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  61%|██████    | 500M/822M [01:12&lt;00:37, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  94%|█████████▎| 771M/824M [01:12&lt;00:04, 11.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 451M/835M [01:12&lt;00:58, 6.86MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  59%|█████▉    | 491M/832M [01:12&lt;00:38, 9.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  93%|█████████▎| 776M/830M [01:12&lt;00:04, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  94%|█████████▍| 774M/824M [01:12&lt;00:04, 11.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  75%|███████▌  | 626M/830M [01:11&lt;00:23, 9.14MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  77%|███████▋  | 635M/824M [01:12&lt;00:21, 8.98MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 363M/835M [01:12&lt;01:36, 5.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  94%|█████████▍| 771M/822M [01:11&lt;00:04, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  61%|██████    | 501M/822M [01:12&lt;00:37, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  94%|█████████▎| 772M/824M [01:12&lt;00:04, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 452M/835M [01:12&lt;00:58, 6.82MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  59%|█████▉    | 492M/832M [01:12&lt;00:39, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  94%|█████████▎| 777M/830M [01:12&lt;00:04, 11.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  94%|█████████▍| 775M/824M [01:12&lt;00:04, 11.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  75%|███████▌  | 627M/830M [01:11&lt;00:23, 9.09MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  77%|███████▋  | 636M/824M [01:12&lt;00:21, 9.07MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  43%|████▎     | 363M/835M [01:12&lt;01:35, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  94%|█████████▍| 772M/822M [01:11&lt;00:04, 11.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  61%|██████    | 502M/822M [01:12&lt;00:36, 9.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  94%|█████████▍| 773M/824M [01:12&lt;00:04, 11.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 453M/835M [01:12&lt;00:59, 6.71MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  59%|█████▉    | 493M/832M [01:12&lt;00:38, 9.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  94%|█████████▎| 778M/830M [01:12&lt;00:04, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  94%|█████████▍| 777M/824M [01:12&lt;00:04, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  76%|███████▌  | 628M/830M [01:11&lt;00:23, 9.18MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  77%|███████▋  | 637M/824M [01:12&lt;00:21, 9.19MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▎     | 364M/835M [01:12&lt;01:34, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  94%|█████████▍| 773M/822M [01:12&lt;00:04, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  61%|██████    | 503M/822M [01:12&lt;00:36, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  94%|█████████▍| 774M/824M [01:12&lt;00:04, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 453M/835M [01:12&lt;00:59, 6.74MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  59%|█████▉    | 494M/832M [01:12&lt;00:38, 9.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  94%|█████████▍| 779M/830M [01:12&lt;00:04, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  94%|█████████▍| 778M/824M [01:12&lt;00:04, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  76%|███████▌  | 628M/830M [01:12&lt;00:23, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  77%|███████▋  | 638M/824M [01:12&lt;00:21, 9.16MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▎     | 364M/835M [01:12&lt;01:34, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  94%|█████████▍| 774M/822M [01:12&lt;00:04, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  61%|██████▏   | 504M/822M [01:12&lt;00:36, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  94%|█████████▍| 775M/824M [01:12&lt;00:04, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 454M/835M [01:12&lt;00:59, 6.72MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  60%|█████▉    | 495M/832M [01:12&lt;00:38, 9.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  94%|█████████▍| 780M/830M [01:12&lt;00:04, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  95%|█████████▍| 779M/824M [01:12&lt;00:04, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  76%|███████▌  | 629M/830M [01:12&lt;00:23, 9.10MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  78%|███████▊  | 639M/824M [01:13&lt;00:21, 9.15MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▎     | 365M/835M [01:12&lt;01:35, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  94%|█████████▍| 776M/822M [01:12&lt;00:04, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  61%|██████▏   | 505M/822M [01:12&lt;00:36, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  94%|█████████▍| 777M/824M [01:12&lt;00:04, 11.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 455M/835M [01:13&lt;00:59, 6.71MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  60%|█████▉    | 496M/832M [01:12&lt;00:38, 9.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  94%|█████████▍| 781M/830M [01:12&lt;00:04, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  95%|█████████▍| 780M/824M [01:13&lt;00:03, 11.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  76%|███████▌  | 630M/830M [01:12&lt;00:23, 9.07MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  78%|███████▊  | 640M/824M [01:13&lt;00:21, 9.10MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▎     | 365M/835M [01:13&lt;01:35, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  94%|█████████▍| 777M/822M [01:12&lt;00:04, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  62%|██████▏   | 506M/822M [01:12&lt;00:36, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  94%|█████████▍| 778M/824M [01:12&lt;00:04, 11.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▍    | 455M/835M [01:13&lt;00:58, 6.77MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  60%|█████▉    | 497M/832M [01:12&lt;00:39, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  94%|█████████▍| 783M/830M [01:12&lt;00:04, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  95%|█████████▍| 781M/824M [01:13&lt;00:03, 11.5MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  76%|███████▌  | 631M/830M [01:12&lt;00:23, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  78%|███████▊  | 641M/824M [01:13&lt;00:20, 9.14MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 366M/835M [01:13&lt;01:34, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  95%|█████████▍| 778M/822M [01:12&lt;00:04, 11.5MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  62%|██████▏   | 506M/822M [01:13&lt;00:36, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  95%|█████████▍| 779M/824M [01:12&lt;00:04, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▍    | 456M/835M [01:13&lt;01:00, 6.61MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  60%|█████▉    | 498M/832M [01:13&lt;00:38, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  94%|█████████▍| 784M/830M [01:12&lt;00:04, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  95%|█████████▍| 782M/824M [01:13&lt;00:03, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  76%|███████▌  | 632M/830M [01:12&lt;00:22, 9.10MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  78%|███████▊  | 642M/824M [01:13&lt;00:21, 9.04MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 366M/835M [01:13&lt;01:34, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  95%|█████████▍| 779M/822M [01:12&lt;00:03, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  62%|██████▏   | 507M/822M [01:13&lt;00:36, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  95%|█████████▍| 780M/824M [01:13&lt;00:03, 11.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▍    | 457M/835M [01:13&lt;00:58, 6.75MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  60%|█████▉    | 499M/832M [01:13&lt;00:38, 9.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  95%|█████████▍| 785M/830M [01:13&lt;00:04, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  95%|█████████▌| 783M/824M [01:13&lt;00:03, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  76%|███████▌  | 633M/830M [01:12&lt;00:22, 9.16MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  78%|███████▊  | 643M/824M [01:13&lt;00:20, 9.19MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 367M/835M [01:13&lt;01:33, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  95%|█████████▍| 780M/822M [01:12&lt;00:03, 11.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  62%|██████▏   | 508M/822M [01:13&lt;00:36, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  95%|█████████▍| 781M/824M [01:13&lt;00:03, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▍    | 457M/835M [01:13&lt;00:58, 6.75MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  60%|██████    | 500M/832M [01:13&lt;00:38, 9.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  95%|█████████▍| 786M/830M [01:13&lt;00:03, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  95%|█████████▌| 784M/824M [01:13&lt;00:03, 11.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  76%|███████▋  | 634M/830M [01:12&lt;00:22, 9.12MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  78%|███████▊  | 643M/824M [01:13&lt;00:20, 9.11MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 367M/835M [01:13&lt;01:34, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  95%|█████████▌| 781M/822M [01:12&lt;00:03, 11.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  62%|██████▏   | 509M/822M [01:13&lt;00:36, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  95%|█████████▍| 782M/824M [01:13&lt;00:03, 11.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▍    | 458M/835M [01:13&lt;00:58, 6.78MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  60%|██████    | 500M/832M [01:13&lt;00:37, 9.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  95%|█████████▍| 787M/830M [01:13&lt;00:03, 11.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  95%|█████████▌| 786M/824M [01:13&lt;00:03, 11.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  76%|███████▋  | 635M/830M [01:12&lt;00:22, 9.01MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  78%|███████▊  | 644M/824M [01:13&lt;00:20, 9.10MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 368M/835M [01:13&lt;01:35, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  95%|█████████▌| 782M/822M [01:12&lt;00:03, 11.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  62%|██████▏   | 510M/822M [01:13&lt;00:36, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  95%|█████████▌| 783M/824M [01:13&lt;00:03, 11.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▍    | 459M/835M [01:13&lt;00:57, 6.82MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  60%|██████    | 501M/832M [01:13&lt;00:37, 9.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  95%|█████████▍| 788M/830M [01:13&lt;00:03, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  96%|█████████▌| 787M/824M [01:13&lt;00:03, 11.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  77%|███████▋  | 635M/830M [01:12&lt;00:22, 9.13MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  78%|███████▊  | 645M/824M [01:13&lt;00:20, 9.19MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 368M/835M [01:13&lt;01:33, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  95%|█████████▌| 784M/822M [01:12&lt;00:03, 11.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  62%|██████▏   | 511M/822M [01:13&lt;00:35, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  95%|█████████▌| 785M/824M [01:13&lt;00:03, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▍    | 459M/835M [01:13&lt;00:58, 6.76MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  60%|██████    | 502M/832M [01:13&lt;00:37, 9.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  95%|█████████▌| 789M/830M [01:13&lt;00:03, 11.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  96%|█████████▌| 788M/824M [01:13&lt;00:03, 11.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  77%|███████▋  | 636M/830M [01:12&lt;00:22, 9.12MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  78%|███████▊  | 646M/824M [01:13&lt;00:20, 9.07MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 369M/835M [01:13&lt;01:34, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  95%|█████████▌| 785M/822M [01:13&lt;00:03, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  62%|██████▏   | 512M/822M [01:13&lt;00:35, 9.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  95%|█████████▌| 786M/824M [01:13&lt;00:03, 11.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▌    | 460M/835M [01:13&lt;00:58, 6.75MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  60%|██████    | 503M/832M [01:13&lt;00:37, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  95%|█████████▌| 791M/830M [01:13&lt;00:03, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  96%|█████████▌| 789M/824M [01:13&lt;00:03, 11.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  77%|███████▋  | 637M/830M [01:13&lt;00:22, 9.10MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  79%|███████▊  | 647M/824M [01:13&lt;00:20, 9.24MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 369M/835M [01:13&lt;01:33, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  96%|█████████▌| 786M/822M [01:13&lt;00:03, 11.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  62%|██████▏   | 513M/822M [01:13&lt;00:35, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  96%|█████████▌| 787M/824M [01:13&lt;00:03, 11.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▌    | 461M/835M [01:13&lt;00:58, 6.72MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  61%|██████    | 504M/832M [01:13&lt;00:37, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  95%|█████████▌| 792M/830M [01:13&lt;00:03, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  96%|█████████▌| 790M/824M [01:13&lt;00:02, 11.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  77%|███████▋  | 638M/830M [01:13&lt;00:22, 8.99MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  79%|███████▊  | 648M/824M [01:14&lt;00:20, 9.03MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 370M/835M [01:14&lt;01:33, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  96%|█████████▌| 787M/822M [01:13&lt;00:03, 11.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  62%|██████▏   | 514M/822M [01:13&lt;00:35, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  96%|█████████▌| 788M/824M [01:13&lt;00:03, 11.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▌    | 461M/835M [01:14&lt;00:58, 6.67MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  61%|██████    | 505M/832M [01:13&lt;00:37, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  95%|█████████▌| 793M/830M [01:13&lt;00:03, 11.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  96%|█████████▌| 791M/824M [01:14&lt;00:02, 11.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  77%|███████▋  | 639M/830M [01:13&lt;00:22, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  79%|███████▉  | 649M/824M [01:14&lt;00:20, 8.88MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 370M/835M [01:14&lt;01:33, 5.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  96%|█████████▌| 788M/822M [01:13&lt;00:03, 11.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  63%|██████▎   | 514M/822M [01:14&lt;00:35, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  96%|█████████▌| 789M/824M [01:13&lt;00:03, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▌    | 462M/835M [01:14&lt;00:58, 6.68MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  61%|██████    | 506M/832M [01:13&lt;00:37, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  96%|█████████▌| 794M/830M [01:13&lt;00:03, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  96%|█████████▌| 792M/824M [01:14&lt;00:02, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  77%|███████▋  | 640M/830M [01:13&lt;00:22, 8.86MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  79%|███████▉  | 650M/824M [01:14&lt;00:20, 9.01MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 371M/835M [01:14&lt;01:33, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  96%|█████████▌| 789M/822M [01:13&lt;00:02, 11.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  63%|██████▎   | 515M/822M [01:14&lt;00:35, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  96%|█████████▌| 790M/824M [01:13&lt;00:02, 11.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▌    | 463M/835M [01:14&lt;00:58, 6.71MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  61%|██████    | 507M/832M [01:14&lt;00:37, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  96%|█████████▌| 795M/830M [01:13&lt;00:03, 11.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  96%|█████████▋| 794M/824M [01:14&lt;00:02, 11.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  77%|███████▋  | 641M/830M [01:13&lt;00:22, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  79%|███████▉  | 651M/824M [01:14&lt;00:19, 9.14MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  44%|████▍     | 371M/835M [01:14&lt;01:32, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  96%|█████████▌| 790M/822M [01:13&lt;00:02, 11.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  63%|██████▎   | 516M/822M [01:14&lt;00:34, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  96%|█████████▌| 792M/824M [01:14&lt;00:02, 11.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▌    | 463M/835M [01:14&lt;00:57, 6.83MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  61%|██████    | 508M/832M [01:14&lt;00:36, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  96%|█████████▌| 796M/830M [01:14&lt;00:02, 12.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  96%|█████████▋| 795M/824M [01:14&lt;00:02, 11.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  77%|███████▋  | 642M/830M [01:13&lt;00:21, 9.12MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  79%|███████▉  | 652M/824M [01:14&lt;00:19, 9.22MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▍     | 372M/835M [01:14&lt;01:32, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  96%|█████████▋| 792M/822M [01:13&lt;00:02, 12.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  63%|██████▎   | 517M/822M [01:14&lt;00:34, 9.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  96%|█████████▌| 793M/824M [01:14&lt;00:02, 11.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 464M/835M [01:14&lt;00:57, 6.73MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  61%|██████    | 508M/832M [01:14&lt;00:36, 9.31MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  96%|█████████▌| 798M/830M [01:14&lt;00:02, 11.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  97%|█████████▋| 796M/824M [01:14&lt;00:02, 11.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  77%|███████▋  | 643M/830M [01:13&lt;00:21, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  79%|███████▉  | 652M/824M [01:14&lt;00:19, 9.21MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▍     | 372M/835M [01:14&lt;01:32, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  96%|█████████▋| 793M/822M [01:13&lt;00:02, 11.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  63%|██████▎   | 518M/822M [01:14&lt;00:34, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  96%|█████████▋| 794M/824M [01:14&lt;00:02, 11.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 465M/835M [01:14&lt;00:56, 6.84MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  61%|██████    | 509M/832M [01:14&lt;00:36, 9.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  96%|█████████▌| 799M/830M [01:14&lt;00:02, 12.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  97%|█████████▋| 797M/824M [01:14&lt;00:02, 12.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  77%|███████▋  | 643M/830M [01:13&lt;00:21, 9.10MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  79%|███████▉  | 653M/824M [01:14&lt;00:19, 9.11MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  97%|█████████▋| 794M/822M [01:13&lt;00:02, 11.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  63%|██████▎   | 519M/822M [01:14&lt;00:34, 9.10MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▍     | 373M/835M [01:14&lt;01:33, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  97%|█████████▋| 795M/824M [01:14&lt;00:02, 12.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 465M/835M [01:14&lt;00:56, 6.84MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  61%|██████▏   | 510M/832M [01:14&lt;00:36, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  96%|█████████▋| 800M/830M [01:14&lt;00:02, 11.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  97%|█████████▋| 798M/824M [01:14&lt;00:02, 11.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  78%|███████▊  | 644M/830M [01:13&lt;00:21, 8.97MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  79%|███████▉  | 654M/824M [01:14&lt;00:19, 8.98MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  97%|█████████▋| 795M/822M [01:14&lt;00:02, 12.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  63%|██████▎   | 520M/822M [01:14&lt;00:35, 9.02MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▍     | 373M/835M [01:14&lt;01:34, 5.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  97%|█████████▋| 796M/824M [01:14&lt;00:02, 12.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 466M/835M [01:14&lt;00:57, 6.78MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  61%|██████▏   | 511M/832M [01:14&lt;00:37, 9.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  96%|█████████▋| 801M/830M [01:14&lt;00:02, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  97%|█████████▋| 799M/824M [01:14&lt;00:02, 11.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  78%|███████▊  | 645M/830M [01:13&lt;00:21, 9.11MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  80%|███████▉  | 655M/824M [01:14&lt;00:19, 9.12MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  97%|█████████▋| 796M/822M [01:14&lt;00:02, 11.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  63%|██████▎   | 521M/822M [01:14&lt;00:34, 9.15MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▍     | 374M/835M [01:14&lt;01:33, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  97%|█████████▋| 797M/824M [01:14&lt;00:02, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 467M/835M [01:14&lt;00:58, 6.66MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  62%|██████▏   | 512M/832M [01:14&lt;00:36, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  97%|█████████▋| 802M/830M [01:14&lt;00:02, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  97%|█████████▋| 801M/824M [01:14&lt;00:02, 11.6MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  78%|███████▊  | 646M/830M [01:14&lt;00:21, 9.17MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  80%|███████▉  | 656M/824M [01:15&lt;00:19, 9.18MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  97%|█████████▋| 797M/822M [01:14&lt;00:02, 11.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  63%|██████▎   | 522M/822M [01:14&lt;00:34, 9.15MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▍     | 374M/835M [01:14&lt;01:33, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  97%|█████████▋| 798M/824M [01:14&lt;00:02, 11.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 467M/835M [01:14&lt;00:57, 6.69MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  62%|██████▏   | 513M/832M [01:14&lt;00:36, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  97%|█████████▋| 803M/830M [01:14&lt;00:02, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  97%|█████████▋| 802M/824M [01:14&lt;00:01, 11.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  78%|███████▊  | 647M/830M [01:14&lt;00:21, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  80%|███████▉  | 657M/824M [01:15&lt;00:19, 9.00MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▍     | 375M/835M [01:15&lt;01:33, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  97%|█████████▋| 798M/822M [01:14&lt;00:02, 11.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  64%|██████▎   | 522M/822M [01:14&lt;00:34, 9.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  97%|█████████▋| 800M/824M [01:14&lt;00:02, 11.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 468M/835M [01:15&lt;00:57, 6.73MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  62%|██████▏   | 514M/832M [01:14&lt;00:37, 8.97MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  97%|█████████▋| 804M/830M [01:14&lt;00:02, 11.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  97%|█████████▋| 803M/824M [01:15&lt;00:01, 11.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  78%|███████▊  | 648M/830M [01:14&lt;00:21, 9.06MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  80%|███████▉  | 658M/824M [01:15&lt;00:19, 9.04MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▍     | 375M/835M [01:15&lt;01:33, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  97%|█████████▋| 800M/822M [01:14&lt;00:02, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  64%|██████▎   | 523M/822M [01:15&lt;00:34, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  97%|█████████▋| 801M/824M [01:14&lt;00:02, 11.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 468M/835M [01:15&lt;00:57, 6.71MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  62%|██████▏   | 515M/832M [01:15&lt;00:37, 8.90MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  97%|█████████▋| 806M/830M [01:14&lt;00:02, 11.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  98%|█████████▊| 804M/824M [01:15&lt;00:01, 11.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  78%|███████▊  | 649M/830M [01:14&lt;00:21, 8.82MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  80%|███████▉  | 659M/824M [01:15&lt;00:19, 8.97MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  97%|█████████▋| 801M/822M [01:14&lt;00:01, 11.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  64%|██████▍   | 524M/822M [01:15&lt;00:34, 9.01MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▍     | 376M/835M [01:15&lt;01:34, 5.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  97%|█████████▋| 802M/824M [01:15&lt;00:01, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 469M/835M [01:15&lt;00:57, 6.68MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  62%|██████▏   | 515M/832M [01:15&lt;00:37, 8.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  97%|█████████▋| 807M/830M [01:15&lt;00:02, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  98%|█████████▊| 805M/824M [01:15&lt;00:01, 11.7MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  78%|███████▊  | 650M/830M [01:14&lt;00:21, 8.92MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  80%|████████  | 659M/824M [01:15&lt;00:18, 9.07MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▌     | 376M/835M [01:15&lt;01:33, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  98%|█████████▊| 802M/822M [01:14&lt;00:01, 11.6MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  64%|██████▍   | 525M/822M [01:15&lt;00:34, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  97%|█████████▋| 803M/824M [01:15&lt;00:01, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 470M/835M [01:15&lt;00:57, 6.71MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  62%|██████▏   | 516M/832M [01:15&lt;00:36, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  97%|█████████▋| 808M/830M [01:15&lt;00:02, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  98%|█████████▊| 806M/824M [01:15&lt;00:01, 11.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  78%|███████▊  | 651M/830M [01:14&lt;00:21, 8.96MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  80%|████████  | 660M/824M [01:15&lt;00:18, 9.02MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  98%|█████████▊| 803M/822M [01:14&lt;00:01, 11.7MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  64%|██████▍   | 526M/822M [01:15&lt;00:34, 9.01MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▌     | 377M/835M [01:15&lt;01:33, 5.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  98%|█████████▊| 804M/824M [01:15&lt;00:01, 11.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▋    | 470M/835M [01:15&lt;00:56, 6.78MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  62%|██████▏   | 517M/832M [01:15&lt;00:36, 8.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  97%|█████████▋| 809M/830M [01:15&lt;00:01, 11.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  98%|█████████▊| 807M/824M [01:15&lt;00:01, 11.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  78%|███████▊  | 651M/830M [01:14&lt;00:20, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  80%|████████  | 661M/824M [01:15&lt;00:18, 9.02MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▌     | 377M/835M [01:15&lt;01:33, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  98%|█████████▊| 804M/822M [01:14&lt;00:01, 11.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  64%|██████▍   | 527M/822M [01:15&lt;00:34, 8.91MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  98%|█████████▊| 805M/824M [01:15&lt;00:01, 11.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▋    | 471M/835M [01:15&lt;00:56, 6.80MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  62%|██████▏   | 518M/832M [01:15&lt;00:36, 9.01MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  98%|█████████▊| 810M/830M [01:15&lt;00:01, 11.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  98%|█████████▊| 809M/824M [01:15&lt;00:01, 11.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  79%|███████▊  | 652M/830M [01:14&lt;00:20, 8.92MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  80%|████████  | 662M/824M [01:15&lt;00:18, 9.14MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▌     | 378M/835M [01:15&lt;01:33, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  98%|█████████▊| 805M/822M [01:14&lt;00:01, 11.7MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  64%|██████▍   | 528M/822M [01:15&lt;00:33, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  98%|█████████▊| 807M/824M [01:15&lt;00:01, 11.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▋    | 472M/835M [01:15&lt;00:56, 6.80MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  62%|██████▏   | 519M/832M [01:15&lt;00:36, 8.91MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  98%|█████████▊| 811M/830M [01:15&lt;00:01, 11.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  98%|█████████▊| 810M/824M [01:15&lt;00:01, 12.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  79%|███████▊  | 653M/830M [01:14&lt;00:20, 8.91MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  80%|████████  | 663M/824M [01:15&lt;00:18, 9.05MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▌     | 378M/835M [01:15&lt;01:32, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  98%|█████████▊| 807M/822M [01:15&lt;00:01, 11.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  64%|██████▍   | 529M/822M [01:15&lt;00:34, 8.97MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  98%|█████████▊| 808M/824M [01:15&lt;00:01, 11.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 472M/835M [01:15&lt;00:55, 6.83MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  62%|██████▏   | 520M/832M [01:15&lt;00:36, 8.92MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  98%|█████████▊| 812M/830M [01:15&lt;00:01, 11.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  98%|█████████▊| 811M/824M [01:15&lt;00:01, 12.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  79%|███████▉  | 654M/830M [01:14&lt;00:20, 8.87MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  81%|████████  | 664M/824M [01:15&lt;00:18, 9.07MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▌     | 379M/835M [01:15&lt;01:32, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  98%|█████████▊| 808M/822M [01:15&lt;00:01, 11.8MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  64%|██████▍   | 530M/822M [01:15&lt;00:33, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  98%|█████████▊| 809M/824M [01:15&lt;00:01, 11.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 473M/835M [01:15&lt;00:55, 6.79MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  63%|██████▎   | 521M/832M [01:15&lt;00:36, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  98%|█████████▊| 814M/830M [01:15&lt;00:01, 11.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  99%|█████████▊| 812M/824M [01:15&lt;00:01, 11.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  79%|███████▉  | 655M/830M [01:15&lt;00:20, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  81%|████████  | 665M/824M [01:16&lt;00:18, 9.08MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▌     | 379M/835M [01:15&lt;01:32, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  98%|█████████▊| 809M/822M [01:15&lt;00:01, 11.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  65%|██████▍   | 530M/822M [01:15&lt;00:33, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  98%|█████████▊| 810M/824M [01:15&lt;00:01, 11.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 474M/835M [01:15&lt;00:55, 6.87MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  63%|██████▎   | 522M/832M [01:15&lt;00:36, 8.91MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  98%|█████████▊| 815M/830M [01:15&lt;00:01, 11.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  99%|█████████▊| 813M/824M [01:16&lt;00:00, 11.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  79%|███████▉  | 656M/830M [01:15&lt;00:20, 8.89MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  81%|████████  | 666M/824M [01:16&lt;00:18, 9.07MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  45%|████▌     | 380M/835M [01:16&lt;01:32, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  99%|█████████▊| 810M/822M [01:15&lt;00:01, 11.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  65%|██████▍   | 531M/822M [01:15&lt;00:33, 9.13MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  98%|█████████▊| 811M/824M [01:15&lt;00:01, 12.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 474M/835M [01:16&lt;00:54, 6.92MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  63%|██████▎   | 523M/832M [01:15&lt;00:36, 8.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  98%|█████████▊| 816M/830M [01:15&lt;00:01, 12.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  99%|█████████▉| 814M/824M [01:16&lt;00:00, 12.2MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  79%|███████▉  | 657M/830M [01:15&lt;00:20, 8.96MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  81%|████████  | 667M/824M [01:16&lt;00:18, 9.14MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 380M/835M [01:16&lt;01:31, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  99%|█████████▊| 811M/822M [01:15&lt;00:00, 12.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  65%|██████▍   | 532M/822M [01:16&lt;00:33, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  99%|█████████▊| 812M/824M [01:15&lt;00:00, 12.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 475M/835M [01:16&lt;00:54, 6.89MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  63%|██████▎   | 523M/832M [01:16&lt;00:36, 8.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  98%|█████████▊| 817M/830M [01:15&lt;00:01, 12.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  99%|█████████▉| 816M/824M [01:16&lt;00:00, 12.1MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  79%|███████▉  | 658M/830M [01:15&lt;00:20, 8.89MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  81%|████████  | 667M/824M [01:16&lt;00:17, 9.13MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 381M/835M [01:16&lt;01:32, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  99%|█████████▉| 812M/822M [01:15&lt;00:00, 12.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  65%|██████▍   | 533M/822M [01:16&lt;00:33, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  99%|█████████▉| 814M/824M [01:16&lt;00:00, 12.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 476M/835M [01:16&lt;00:54, 6.86MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  63%|██████▎   | 524M/832M [01:16&lt;00:36, 8.90MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  99%|█████████▊| 818M/830M [01:16&lt;00:01, 11.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  99%|█████████▉| 817M/824M [01:16&lt;00:00, 12.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  79%|███████▉  | 658M/830M [01:15&lt;00:19, 9.09MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  81%|████████  | 668M/824M [01:16&lt;00:17, 9.11MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 381M/835M [01:16&lt;01:31, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  99%|█████████▉| 814M/822M [01:15&lt;00:00, 12.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  65%|██████▍   | 534M/822M [01:16&lt;00:33, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  99%|█████████▉| 815M/824M [01:16&lt;00:00, 11.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 476M/835M [01:16&lt;00:54, 6.89MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  63%|██████▎   | 525M/832M [01:16&lt;00:35, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  99%|█████████▊| 819M/830M [01:16&lt;00:00, 11.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  99%|█████████▉| 818M/824M [01:16&lt;00:00, 11.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  79%|███████▉  | 659M/830M [01:15&lt;00:19, 9.20MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  81%|████████▏ | 669M/824M [01:16&lt;00:17, 9.26MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 382M/835M [01:16&lt;01:30, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  99%|█████████▉| 815M/822M [01:15&lt;00:00, 11.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  65%|██████▌   | 535M/822M [01:16&lt;00:33, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  99%|█████████▉| 816M/824M [01:16&lt;00:00, 12.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 477M/835M [01:16&lt;00:54, 6.87MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  63%|██████▎   | 526M/832M [01:16&lt;00:35, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  99%|█████████▉| 820M/830M [01:16&lt;00:00, 12.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  99%|█████████▉| 819M/824M [01:16&lt;00:00, 12.0MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|███████▉  | 660M/830M [01:15&lt;00:19, 9.22MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  81%|████████▏ | 670M/824M [01:16&lt;00:17, 9.34MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 382M/835M [01:16&lt;01:30, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  99%|█████████▉| 816M/822M [01:15&lt;00:00, 12.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  65%|██████▌   | 536M/822M [01:16&lt;00:32, 9.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  99%|█████████▉| 817M/824M [01:16&lt;00:00, 12.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 478M/835M [01:16&lt;00:54, 6.89MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  63%|██████▎   | 527M/832M [01:16&lt;00:34, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  99%|█████████▉| 822M/830M [01:16&lt;00:00, 11.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif: 100%|█████████▉| 820M/824M [01:16&lt;00:00, 11.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|███████▉  | 661M/830M [01:15&lt;00:19, 9.24MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  81%|████████▏ | 671M/824M [01:16&lt;00:17, 9.19MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 383M/835M [01:16&lt;01:30, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  99%|█████████▉| 817M/822M [01:15&lt;00:00, 11.9MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  65%|██████▌   | 537M/822M [01:16&lt;00:32, 9.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  99%|█████████▉| 818M/824M [01:16&lt;00:00, 11.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 478M/835M [01:16&lt;00:54, 6.83MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  63%|██████▎   | 528M/832M [01:16&lt;00:34, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  99%|█████████▉| 823M/830M [01:16&lt;00:00, 12.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif: 100%|█████████▉| 821M/824M [01:16&lt;00:00, 11.9MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|███████▉  | 662M/830M [01:15&lt;00:19, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  82%|████████▏ | 672M/824M [01:16&lt;00:17, 9.14MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 383M/835M [01:16&lt;01:30, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif: 100%|█████████▉| 818M/822M [01:16&lt;00:00, 12.0MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  65%|██████▌   | 538M/822M [01:16&lt;00:32, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  99%|█████████▉| 819M/824M [01:16&lt;00:00, 12.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 479M/835M [01:16&lt;00:53, 6.96MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  64%|██████▎   | 529M/832M [01:16&lt;00:35, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  99%|█████████▉| 824M/830M [01:16&lt;00:00, 12.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif: 100%|█████████▉| 823M/824M [01:16&lt;00:00, 12.3MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|███████▉  | 663M/830M [01:16&lt;00:19, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  82%|████████▏ | 673M/824M [01:16&lt;00:17, 9.27MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 384M/835M [01:16&lt;01:29, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif: 100%|█████████▉| 820M/822M [01:16&lt;00:00, 12.4MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▌   | 538M/822M [01:16&lt;00:32, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif: 100%|█████████▉| 821M/824M [01:16&lt;00:00, 12.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 480M/835M [01:16&lt;00:52, 7.14MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  64%|██████▎   | 530M/832M [01:16&lt;00:34, 9.19MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  99%|█████████▉| 825M/830M [01:16&lt;00:00, 12.2MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|███████▉  | 664M/830M [01:16&lt;00:19, 9.14MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  82%|████████▏ | 674M/824M [01:17&lt;00:17, 9.23MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 384M/835M [01:16&lt;01:29, 5.30MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif: 100%|█████████▉| 821M/822M [01:16&lt;00:00, 12.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▌   | 539M/822M [01:16&lt;00:32, 9.23MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif: 100%|█████████▉| 822M/824M [01:16&lt;00:00, 12.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 481M/835M [01:17&lt;00:52, 7.09MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  64%|██████▍   | 531M/832M [01:16&lt;00:34, 9.17MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif: 100%|█████████▉| 827M/830M [01:16&lt;00:00, 12.8MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|████████  | 665M/830M [01:16&lt;00:18, 9.24MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  82%|████████▏ | 675M/824M [01:17&lt;00:16, 9.35MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 385M/835M [01:17&lt;01:29, 5.26MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▌   | 540M/822M [01:16&lt;00:32, 9.18MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-05_meg.fif: 100%|█████████▉| 824M/824M [01:16&lt;00:00, 14.1MB/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  64%|██████▍   | 531M/832M [01:16&lt;00:34, 9.11MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 482M/835M [01:17&lt;00:44, 8.39MB/s]
 
 
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|████████  | 666M/830M [01:16&lt;00:18, 9.10MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  82%|████████▏ | 676M/824M [01:17&lt;00:16, 9.36MB/s]
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif: 100%|█████████▉| 829M/830M [01:16&lt;00:00, 16.7MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 385M/835M [01:17&lt;01:28, 5.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   0%|          | 0.00/832M [00:00&lt;?, ?B/s]
 
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▌   | 541M/822M [01:17&lt;00:31, 9.31MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 483M/835M [01:17&lt;00:34, 10.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  64%|██████▍   | 532M/832M [01:17&lt;00:33, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   0%|          | 1.51M/832M [00:00&lt;00:55, 15.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 485M/835M [01:17&lt;00:28, 12.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   0%|          | 3.19M/832M [00:00&lt;00:51, 16.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 487M/835M [01:17&lt;00:25, 14.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|          | 4.90M/832M [00:00&lt;00:50, 17.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 488M/835M [01:17&lt;00:23, 15.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|          | 6.59M/832M [00:00&lt;00:49, 17.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  59%|█████▊    | 490M/835M [01:17&lt;00:22, 16.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|████████  | 666M/830M [01:16&lt;00:18, 9.19MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  82%|████████▏ | 677M/824M [01:17&lt;00:16, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|          | 8.32M/832M [00:00&lt;00:48, 17.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  59%|█████▉    | 492M/835M [01:17&lt;00:21, 16.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 386M/835M [01:17&lt;01:29, 5.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|          | 10.0M/832M [00:00&lt;00:49, 17.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  59%|█████▉    | 493M/835M [01:17&lt;00:21, 16.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   1%|▏         | 11.7M/832M [00:00&lt;00:50, 17.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  59%|█████▉    | 495M/835M [01:17&lt;00:21, 16.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▌   | 542M/822M [01:17&lt;00:32, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 13.3M/832M [00:00&lt;00:49, 17.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  59%|█████▉    | 497M/835M [01:18&lt;00:21, 16.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 15.0M/832M [00:00&lt;00:50, 17.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|█████▉    | 498M/835M [01:18&lt;00:20, 16.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 16.6M/832M [00:01&lt;00:50, 17.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|█████▉    | 500M/835M [01:18&lt;00:20, 16.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  64%|██████▍   | 533M/832M [01:17&lt;00:34, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 18.2M/832M [00:01&lt;00:50, 17.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|██████    | 501M/835M [01:18&lt;00:20, 16.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   2%|▏         | 19.9M/832M [00:01&lt;00:49, 17.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|██████    | 503M/835M [01:18&lt;00:20, 16.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 21.5M/832M [00:01&lt;00:49, 17.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|██████    | 505M/835M [01:18&lt;00:20, 17.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 23.2M/832M [00:01&lt;00:49, 17.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  61%|██████    | 506M/835M [01:18&lt;00:20, 17.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|████████  | 667M/830M [01:16&lt;00:18, 9.13MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  82%|████████▏ | 677M/824M [01:17&lt;00:16, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 24.8M/832M [00:01&lt;00:49, 17.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  61%|██████    | 508M/835M [01:18&lt;00:20, 17.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▋     | 386M/835M [01:17&lt;01:29, 5.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 26.5M/832M [00:01&lt;00:49, 17.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  61%|██████    | 510M/835M [01:18&lt;00:19, 17.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   3%|▎         | 28.2M/832M [00:01&lt;00:48, 17.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  61%|██████    | 511M/835M [01:18&lt;00:19, 17.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▌   | 543M/822M [01:17&lt;00:31, 9.26MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▎         | 29.8M/832M [00:01&lt;00:49, 17.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  61%|██████▏   | 513M/835M [01:19&lt;00:19, 17.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▍         | 31.4M/832M [00:01&lt;00:49, 17.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 515M/835M [01:19&lt;00:19, 16.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▍         | 33.1M/832M [00:02&lt;00:49, 16.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 516M/835M [01:19&lt;00:19, 16.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  64%|██████▍   | 534M/832M [01:17&lt;00:33, 9.28MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▍         | 34.7M/832M [00:02&lt;00:49, 16.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 518M/835M [01:19&lt;00:19, 16.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   4%|▍         | 36.4M/832M [00:02&lt;00:48, 17.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 520M/835M [01:19&lt;00:19, 17.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▍         | 38.0M/832M [00:02&lt;00:48, 17.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 521M/835M [01:19&lt;00:19, 17.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▍         | 39.6M/832M [00:02&lt;00:48, 17.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  63%|██████▎   | 523M/835M [01:19&lt;00:19, 17.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|████████  | 668M/830M [01:16&lt;00:18, 9.13MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  82%|████████▏ | 678M/824M [01:17&lt;00:16, 9.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▍         | 41.3M/832M [00:02&lt;00:48, 17.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  63%|██████▎   | 524M/835M [01:19&lt;00:19, 17.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▋     | 387M/835M [01:17&lt;01:29, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▌         | 43.0M/832M [00:02&lt;00:47, 17.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  63%|██████▎   | 526M/835M [01:19&lt;00:18, 17.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   5%|▌         | 44.6M/832M [00:02&lt;00:48, 17.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  63%|██████▎   | 528M/835M [01:19&lt;00:18, 17.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▌   | 544M/822M [01:17&lt;00:31, 9.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▌         | 46.3M/832M [00:02&lt;00:48, 17.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  63%|██████▎   | 529M/835M [01:20&lt;00:18, 17.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▌         | 48.0M/832M [00:02&lt;00:47, 17.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▎   | 531M/835M [01:20&lt;00:18, 17.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▌         | 49.6M/832M [00:03&lt;00:47, 17.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▍   | 533M/835M [01:20&lt;00:18, 17.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  64%|██████▍   | 535M/832M [01:17&lt;00:34, 9.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▌         | 51.3M/832M [00:03&lt;00:47, 17.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▍   | 534M/835M [01:20&lt;00:18, 17.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   6%|▋         | 52.9M/832M [00:03&lt;00:48, 17.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▍   | 536M/835M [01:20&lt;00:18, 17.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 54.5M/832M [00:03&lt;00:48, 17.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▍   | 538M/835M [01:20&lt;00:18, 17.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 56.2M/832M [00:03&lt;00:47, 16.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  65%|██████▍   | 539M/835M [01:20&lt;00:18, 16.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  81%|████████  | 669M/830M [01:16&lt;00:18, 9.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  82%|████████▏ | 679M/824M [01:17&lt;00:16, 9.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 57.8M/832M [00:03&lt;00:48, 16.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  65%|██████▍   | 541M/835M [01:20&lt;00:18, 16.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▋     | 387M/835M [01:17&lt;01:29, 5.27MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 59.4M/832M [00:03&lt;00:47, 17.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  65%|██████▍   | 543M/835M [01:20&lt;00:18, 17.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   7%|▋         | 61.1M/832M [00:03&lt;00:47, 17.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  65%|██████▌   | 544M/835M [01:20&lt;00:17, 17.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▋   | 545M/822M [01:17&lt;00:31, 9.29MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 62.7M/832M [00:03&lt;00:47, 17.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  65%|██████▌   | 546M/835M [01:21&lt;00:17, 17.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 64.3M/832M [00:03&lt;00:47, 17.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  66%|██████▌   | 547M/835M [01:21&lt;00:17, 17.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 66.0M/832M [00:04&lt;00:47, 16.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  66%|██████▌   | 549M/835M [01:21&lt;00:17, 17.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  64%|██████▍   | 536M/832M [01:17&lt;00:33, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 67.6M/832M [00:04&lt;00:47, 17.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  66%|██████▌   | 551M/835M [01:21&lt;00:17, 17.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   8%|▊         | 69.2M/832M [00:04&lt;00:47, 17.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  66%|██████▌   | 552M/835M [01:21&lt;00:17, 17.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▊         | 70.9M/832M [00:04&lt;00:46, 17.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  66%|██████▋   | 554M/835M [01:21&lt;00:17, 17.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▊         | 72.5M/832M [00:04&lt;00:46, 17.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  67%|██████▋   | 556M/835M [01:21&lt;00:17, 17.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  81%|████████  | 670M/830M [01:16&lt;00:18, 9.20MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  83%|████████▎ | 680M/824M [01:17&lt;00:16, 9.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▉         | 74.2M/832M [00:04&lt;00:46, 17.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  67%|██████▋   | 557M/835M [01:21&lt;00:17, 17.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▋     | 388M/835M [01:17&lt;01:30, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▉         | 75.9M/832M [00:04&lt;00:46, 17.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  67%|██████▋   | 559M/835M [01:21&lt;00:16, 17.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:   9%|▉         | 77.5M/832M [00:04&lt;00:46, 17.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  67%|██████▋   | 561M/835M [01:21&lt;00:16, 17.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▋   | 546M/822M [01:17&lt;00:31, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|▉         | 79.1M/832M [00:04&lt;00:46, 17.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  67%|██████▋   | 562M/835M [01:22&lt;00:16, 17.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|▉         | 80.8M/832M [00:04&lt;00:45, 17.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  68%|██████▊   | 564M/835M [01:22&lt;00:16, 17.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|▉         | 82.4M/832M [00:05&lt;00:45, 17.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  68%|██████▊   | 566M/835M [01:22&lt;00:16, 17.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  65%|██████▍   | 537M/832M [01:17&lt;00:34, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|█         | 84.1M/832M [00:05&lt;00:45, 17.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  68%|██████▊   | 567M/835M [01:22&lt;00:16, 17.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  10%|█         | 85.7M/832M [00:05&lt;00:45, 17.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  68%|██████▊   | 569M/835M [01:22&lt;00:16, 17.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█         | 87.5M/832M [00:05&lt;00:44, 17.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  68%|██████▊   | 571M/835M [01:22&lt;00:16, 17.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█         | 89.1M/832M [00:05&lt;00:44, 17.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  69%|██████▊   | 572M/835M [01:22&lt;00:15, 17.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  81%|████████  | 671M/830M [01:16&lt;00:18, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  83%|████████▎ | 681M/824M [01:17&lt;00:16, 8.98MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█         | 90.8M/832M [00:05&lt;00:44, 17.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  69%|██████▊   | 574M/835M [01:22&lt;00:15, 17.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 389M/835M [01:17&lt;01:30, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█         | 92.5M/832M [00:05&lt;00:45, 17.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  69%|██████▉   | 576M/835M [01:22&lt;00:15, 17.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  11%|█▏        | 94.1M/832M [00:05&lt;00:45, 17.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  69%|██████▉   | 577M/835M [01:22&lt;00:15, 17.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▋   | 547M/822M [01:17&lt;00:31, 9.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 95.8M/832M [00:05&lt;00:45, 17.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  69%|██████▉   | 579M/835M [01:23&lt;00:15, 16.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 97.4M/832M [00:05&lt;00:45, 16.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  69%|██████▉   | 581M/835M [01:23&lt;00:15, 16.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 99.1M/832M [00:06&lt;00:44, 17.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  70%|██████▉   | 582M/835M [01:23&lt;00:15, 17.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  65%|██████▍   | 538M/832M [01:17&lt;00:33, 9.09MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 101M/832M [00:06&lt;00:44, 17.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  70%|██████▉   | 584M/835M [01:23&lt;00:15, 17.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  12%|█▏        | 102M/832M [00:06&lt;00:46, 16.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  70%|███████   | 586M/835M [01:23&lt;00:15, 16.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 104M/832M [00:06&lt;00:47, 15.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  70%|███████   | 587M/835M [01:23&lt;00:16, 15.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 106M/832M [00:06&lt;00:46, 16.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  70%|███████   | 589M/835M [01:23&lt;00:15, 16.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  81%|████████  | 672M/830M [01:17&lt;00:18, 9.10MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  83%|████████▎ | 682M/824M [01:18&lt;00:16, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 107M/832M [00:06&lt;00:47, 16.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  71%|███████   | 591M/835M [01:23&lt;00:13, 19.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 389M/835M [01:17&lt;01:29, 5.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 109M/832M [00:06&lt;00:47, 16.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  71%|███████   | 594M/835M [01:23&lt;00:11, 21.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 110M/832M [00:06&lt;00:48, 15.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  71%|███████▏  | 596M/835M [01:24&lt;00:10, 23.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  67%|██████▋   | 547M/822M [01:17&lt;00:31, 9.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  13%|█▎        | 112M/832M [00:06&lt;00:48, 15.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  72%|███████▏  | 599M/835M [01:24&lt;00:10, 24.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  72%|███████▏  | 602M/835M [01:24&lt;00:09, 25.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▎        | 113M/832M [00:07&lt;00:48, 15.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  72%|███████▏  | 604M/835M [01:24&lt;00:09, 25.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▍        | 115M/832M [00:07&lt;00:48, 15.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  73%|███████▎  | 607M/835M [01:24&lt;00:09, 26.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  65%|██████▍   | 539M/832M [01:17&lt;00:33, 9.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▍        | 116M/832M [00:07&lt;00:48, 15.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  73%|███████▎  | 609M/835M [01:24&lt;00:08, 26.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▍        | 118M/832M [00:07&lt;00:48, 15.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  73%|███████▎  | 612M/835M [01:24&lt;00:08, 26.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  14%|█▍        | 119M/832M [00:07&lt;00:47, 15.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  74%|███████▎  | 615M/835M [01:24&lt;00:08, 27.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▍        | 121M/832M [00:07&lt;00:47, 15.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  74%|███████▍  | 617M/835M [01:24&lt;00:08, 27.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  81%|████████  | 673M/830M [01:17&lt;00:18, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  83%|████████▎ | 683M/824M [01:18&lt;00:16, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▍        | 122M/832M [00:07&lt;00:47, 15.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  74%|███████▍  | 620M/835M [01:24&lt;00:08, 27.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 390M/835M [01:18&lt;01:29, 5.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▍        | 124M/832M [00:07&lt;00:48, 15.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  75%|███████▍  | 623M/835M [01:25&lt;00:08, 27.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▌        | 125M/832M [00:07&lt;00:47, 15.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  75%|███████▍  | 625M/835M [01:25&lt;00:08, 27.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  67%|██████▋   | 548M/822M [01:17&lt;00:31, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▌        | 127M/832M [00:07&lt;00:48, 15.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  75%|███████▌  | 628M/835M [01:25&lt;00:07, 27.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  15%|█▌        | 128M/832M [00:08&lt;00:47, 15.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  75%|███████▌  | 630M/835M [01:25&lt;00:07, 27.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▌        | 130M/832M [00:08&lt;00:47, 15.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  76%|███████▌  | 633M/835M [01:25&lt;00:07, 27.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  65%|██████▍   | 539M/832M [01:17&lt;00:33, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▌        | 131M/832M [00:08&lt;00:47, 15.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  76%|███████▌  | 636M/835M [01:25&lt;00:07, 27.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▌        | 133M/832M [00:08&lt;00:46, 15.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  76%|███████▋  | 638M/835M [01:25&lt;00:07, 27.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▌        | 134M/832M [00:08&lt;00:46, 15.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  77%|███████▋  | 641M/835M [01:25&lt;00:07, 27.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  16%|█▋        | 136M/832M [00:08&lt;00:46, 15.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  77%|███████▋  | 644M/835M [01:25&lt;00:07, 27.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  81%|████████  | 674M/830M [01:17&lt;00:18, 9.06MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  83%|████████▎ | 684M/824M [01:18&lt;00:15, 9.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 137M/832M [00:08&lt;00:46, 15.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  77%|███████▋  | 646M/835M [01:25&lt;00:07, 27.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 390M/835M [01:18&lt;01:30, 5.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 139M/832M [00:08&lt;00:46, 15.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  78%|███████▊  | 649M/835M [01:26&lt;00:07, 27.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 140M/832M [00:08&lt;00:45, 15.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  78%|███████▊  | 652M/835M [01:26&lt;00:06, 27.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  67%|██████▋   | 549M/822M [01:18&lt;00:30, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 142M/832M [00:08&lt;00:45, 15.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  78%|███████▊  | 654M/835M [01:26&lt;00:06, 27.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 143M/832M [00:09&lt;00:45, 15.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  79%|███████▊  | 657M/835M [01:26&lt;00:06, 27.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  17%|█▋        | 145M/832M [00:09&lt;00:46, 15.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  79%|███████▉  | 660M/835M [01:26&lt;00:06, 27.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  65%|██████▍   | 540M/832M [01:17&lt;00:32, 9.34MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 146M/832M [00:09&lt;00:46, 15.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  79%|███████▉  | 662M/835M [01:26&lt;00:06, 27.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 148M/832M [00:09&lt;00:45, 15.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  80%|███████▉  | 665M/835M [01:26&lt;00:06, 27.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 149M/832M [00:09&lt;00:46, 15.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  80%|███████▉  | 667M/835M [01:26&lt;00:06, 27.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 151M/832M [00:09&lt;00:46, 15.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  80%|████████  | 670M/835M [01:26&lt;00:06, 26.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  81%|████████  | 675M/830M [01:17&lt;00:17, 9.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  83%|████████▎ | 685M/824M [01:18&lt;00:15, 9.35MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 152M/832M [00:09&lt;00:46, 15.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  81%|████████  | 673M/835M [01:26&lt;00:06, 27.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 391M/835M [01:18&lt;01:30, 5.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  18%|█▊        | 154M/832M [00:09&lt;00:46, 15.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  81%|████████  | 675M/835M [01:27&lt;00:06, 27.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▊        | 155M/832M [00:09&lt;00:45, 15.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  81%|████████  | 678M/835M [01:27&lt;00:06, 27.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  67%|██████▋   | 550M/822M [01:18&lt;00:30, 9.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▉        | 157M/832M [00:09&lt;00:45, 15.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  81%|████████▏ | 681M/835M [01:27&lt;00:05, 27.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▉        | 158M/832M [00:10&lt;00:45, 15.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  82%|████████▏ | 683M/835M [01:27&lt;00:05, 27.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▉        | 160M/832M [00:10&lt;00:45, 15.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  82%|████████▏ | 686M/835M [01:27&lt;00:05, 27.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  65%|██████▌   | 541M/832M [01:18&lt;00:32, 9.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  19%|█▉        | 161M/832M [00:10&lt;00:45, 15.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  82%|████████▏ | 688M/835M [01:27&lt;00:05, 26.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|█▉        | 163M/832M [00:10&lt;00:46, 15.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  83%|████████▎ | 691M/835M [01:27&lt;00:05, 26.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|█▉        | 164M/832M [00:10&lt;00:46, 15.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  83%|████████▎ | 693M/835M [01:27&lt;00:05, 26.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|█▉        | 166M/832M [00:10&lt;00:46, 15.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  83%|████████▎ | 696M/835M [01:27&lt;00:05, 26.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  81%|████████▏ | 675M/830M [01:17&lt;00:17, 9.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  83%|████████▎ | 686M/824M [01:18&lt;00:15, 9.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|██        | 167M/832M [00:10&lt;00:45, 15.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  84%|████████▎ | 699M/835M [01:27&lt;00:05, 27.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 391M/835M [01:18&lt;01:30, 5.15MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|██        | 169M/832M [00:10&lt;00:44, 15.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  84%|████████▍ | 701M/835M [01:28&lt;00:05, 27.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  20%|██        | 170M/832M [00:10&lt;00:45, 15.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  84%|████████▍ | 704M/835M [01:28&lt;00:05, 26.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  67%|██████▋   | 551M/822M [01:18&lt;00:31, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██        | 172M/832M [00:10&lt;00:45, 15.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  85%|████████▍ | 707M/835M [01:28&lt;00:04, 27.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██        | 173M/832M [00:11&lt;00:44, 15.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  85%|████████▍ | 709M/835M [01:28&lt;00:04, 27.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██        | 175M/832M [00:11&lt;00:44, 15.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  85%|████████▌ | 712M/835M [01:28&lt;00:04, 27.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  65%|██████▌   | 542M/832M [01:18&lt;00:33, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██        | 176M/832M [00:11&lt;00:43, 15.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  86%|████████▌ | 715M/835M [01:28&lt;00:04, 28.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  21%|██▏       | 178M/832M [00:11&lt;00:42, 16.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  86%|████████▌ | 718M/835M [01:28&lt;00:04, 28.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 179M/832M [00:11&lt;00:42, 16.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  86%|████████▌ | 720M/835M [01:28&lt;00:04, 27.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 181M/832M [00:11&lt;00:43, 15.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  87%|████████▋ | 723M/835M [01:28&lt;00:04, 27.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  81%|████████▏ | 676M/830M [01:17&lt;00:17, 9.13MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  83%|████████▎ | 686M/824M [01:18&lt;00:15, 9.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 183M/832M [00:11&lt;00:43, 15.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  87%|████████▋ | 725M/835M [01:28&lt;00:04, 27.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 392M/835M [01:18&lt;01:30, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 184M/832M [00:11&lt;00:43, 15.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  87%|████████▋ | 728M/835M [01:29&lt;00:04, 27.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  22%|██▏       | 186M/832M [00:11&lt;00:38, 17.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  67%|██████▋   | 552M/822M [01:18&lt;00:30, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  23%|██▎       | 189M/832M [00:11&lt;00:33, 20.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  87%|████████▋ | 731M/835M [01:29&lt;00:04, 26.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  23%|██▎       | 191M/832M [00:12&lt;00:30, 21.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  88%|████████▊ | 733M/835M [01:29&lt;00:04, 26.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  23%|██▎       | 194M/832M [00:12&lt;00:29, 22.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  88%|████████▊ | 736M/835M [01:29&lt;00:03, 26.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  65%|██████▌   | 543M/832M [01:18&lt;00:32, 9.25MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  24%|██▎       | 196M/832M [00:12&lt;00:27, 24.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  88%|████████▊ | 738M/835M [01:29&lt;00:03, 26.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  24%|██▍       | 199M/832M [00:12&lt;00:26, 24.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  89%|████████▊ | 741M/835M [01:29&lt;00:03, 26.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  24%|██▍       | 201M/832M [00:12&lt;00:26, 25.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  89%|████████▉ | 743M/835M [01:29&lt;00:03, 26.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  24%|██▍       | 204M/832M [00:12&lt;00:25, 25.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  89%|████████▉ | 746M/835M [01:29&lt;00:03, 26.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  82%|████████▏ | 677M/830M [01:17&lt;00:17, 9.22MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  83%|████████▎ | 687M/824M [01:18&lt;00:15, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  25%|██▍       | 206M/832M [00:12&lt;00:26, 25.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  90%|████████▉ | 749M/835M [01:29&lt;00:03, 25.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 392M/835M [01:18&lt;01:28, 5.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  25%|██▌       | 209M/832M [00:12&lt;00:27, 23.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  90%|████████▉ | 751M/835M [01:30&lt;00:03, 24.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  25%|██▌       | 211M/832M [00:12&lt;00:27, 23.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  90%|█████████ | 753M/835M [01:30&lt;00:03, 24.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  67%|██████▋   | 553M/822M [01:18&lt;00:31, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  26%|██▌       | 213M/832M [00:13&lt;00:27, 23.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  90%|█████████ | 756M/835M [01:30&lt;00:03, 23.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  26%|██▌       | 215M/832M [00:13&lt;00:27, 23.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  91%|█████████ | 758M/835M [01:30&lt;00:03, 23.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  26%|██▌       | 218M/832M [00:13&lt;00:26, 23.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  91%|█████████ | 760M/835M [01:30&lt;00:03, 24.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  65%|██████▌   | 544M/832M [01:18&lt;00:32, 9.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  26%|██▋       | 220M/832M [00:13&lt;00:25, 25.0MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  91%|█████████▏| 763M/835M [01:30&lt;00:03, 25.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  27%|██▋       | 223M/832M [00:13&lt;00:24, 25.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  92%|█████████▏| 766M/835M [01:30&lt;00:02, 26.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  27%|██▋       | 226M/832M [00:13&lt;00:24, 26.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  92%|█████████▏| 768M/835M [01:30&lt;00:02, 26.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  27%|██▋       | 228M/832M [00:13&lt;00:23, 26.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  92%|█████████▏| 771M/835M [01:30&lt;00:02, 26.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  82%|████████▏ | 678M/830M [01:17&lt;00:17, 9.23MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  84%|████████▎ | 688M/824M [01:18&lt;00:15, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  28%|██▊       | 231M/832M [00:13&lt;00:23, 27.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  93%|█████████▎| 774M/835M [01:30&lt;00:02, 27.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 393M/835M [01:18&lt;01:28, 5.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  28%|██▊       | 234M/832M [00:13&lt;00:23, 27.1MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  93%|█████████▎| 776M/835M [01:31&lt;00:02, 27.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  28%|██▊       | 236M/832M [00:13&lt;00:22, 27.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  93%|█████████▎| 779M/835M [01:31&lt;00:02, 27.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  67%|██████▋   | 554M/822M [01:18&lt;00:30, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  29%|██▊       | 239M/832M [00:14&lt;00:22, 27.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  94%|█████████▎| 782M/835M [01:31&lt;00:02, 27.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  29%|██▉       | 241M/832M [00:14&lt;00:22, 27.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  94%|█████████▍| 784M/835M [01:31&lt;00:01, 27.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  29%|██▉       | 244M/832M [00:14&lt;00:22, 27.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  94%|█████████▍| 787M/835M [01:31&lt;00:01, 27.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  66%|██████▌   | 545M/832M [01:18&lt;00:32, 9.20MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  30%|██▉       | 247M/832M [00:14&lt;00:22, 27.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  95%|█████████▍| 790M/835M [01:31&lt;00:01, 27.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  30%|██▉       | 250M/832M [00:14&lt;00:21, 27.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  95%|█████████▍| 792M/835M [01:31&lt;00:01, 27.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  30%|███       | 252M/832M [00:14&lt;00:21, 27.7MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  95%|█████████▌| 795M/835M [01:31&lt;00:01, 27.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  31%|███       | 255M/832M [00:14&lt;00:21, 27.8MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  95%|█████████▌| 798M/835M [01:31&lt;00:01, 27.7MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  82%|████████▏ | 679M/830M [01:17&lt;00:17, 9.25MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  84%|████████▎ | 689M/824M [01:18&lt;00:15, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  31%|███       | 258M/832M [00:14&lt;00:21, 27.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  96%|█████████▌| 800M/835M [01:31&lt;00:01, 27.7MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 393M/835M [01:18&lt;01:28, 5.22MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  31%|███▏      | 260M/832M [00:14&lt;00:21, 27.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  96%|█████████▌| 803M/835M [01:32&lt;00:01, 27.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  32%|███▏      | 263M/832M [00:14&lt;00:21, 27.6MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  96%|█████████▋| 806M/835M [01:32&lt;00:01, 27.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  67%|██████▋   | 555M/822M [01:18&lt;00:30, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  32%|███▏      | 265M/832M [00:15&lt;00:21, 27.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  97%|█████████▋| 808M/835M [01:32&lt;00:01, 27.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  32%|███▏      | 268M/832M [00:15&lt;00:21, 27.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  97%|█████████▋| 811M/835M [01:32&lt;00:00, 27.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  33%|███▎      | 271M/832M [00:15&lt;00:21, 27.4MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  97%|█████████▋| 814M/835M [01:32&lt;00:00, 27.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  66%|██████▌   | 546M/832M [01:18&lt;00:32, 9.23MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  33%|███▎      | 273M/832M [00:15&lt;00:21, 26.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  98%|█████████▊| 816M/835M [01:32&lt;00:00, 27.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  33%|███▎      | 276M/832M [00:15&lt;00:22, 26.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  98%|█████████▊| 819M/835M [01:32&lt;00:00, 26.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  33%|███▎      | 278M/832M [00:15&lt;00:22, 26.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  98%|█████████▊| 821M/835M [01:32&lt;00:00, 26.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  34%|███▍      | 281M/832M [00:15&lt;00:21, 26.5MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  99%|█████████▊| 824M/835M [01:32&lt;00:00, 26.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  82%|████████▏ | 680M/830M [01:17&lt;00:16, 9.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  84%|████████▍ | 690M/824M [01:18&lt;00:15, 9.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  34%|███▍      | 284M/832M [00:15&lt;00:21, 26.2MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  99%|█████████▉| 826M/835M [01:32&lt;00:00, 26.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 394M/835M [01:18&lt;01:27, 5.30MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  34%|███▍      | 286M/832M [00:15&lt;00:21, 26.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  99%|█████████▉| 829M/835M [01:33&lt;00:00, 25.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  35%|███▍      | 289M/832M [00:15&lt;00:21, 26.3MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif: 100%|█████████▉| 832M/835M [01:33&lt;00:00, 26.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  68%|██████▊   | 556M/822M [01:18&lt;00:30, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  35%|███▌      | 291M/832M [00:16&lt;00:21, 26.9MB/s]
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif: 100%|█████████▉| 834M/835M [01:33&lt;00:00, 27.1MB/s]
 
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  35%|███▌      | 295M/832M [00:16&lt;00:18, 29.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  66%|██████▌   | 547M/832M [01:18&lt;00:33, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  36%|███▌      | 300M/832M [00:16&lt;00:15, 36.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  37%|███▋      | 305M/832M [00:16&lt;00:13, 40.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  37%|███▋      | 310M/832M [00:16&lt;00:12, 44.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  38%|███▊      | 315M/832M [00:16&lt;00:11, 46.7MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  82%|████████▏ | 681M/830M [01:18&lt;00:17, 9.16MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  84%|████████▍ | 691M/824M [01:19&lt;00:15, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  38%|███▊      | 320M/832M [00:16&lt;00:11, 48.7MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 394M/835M [01:18&lt;01:29, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  39%|███▉      | 325M/832M [00:16&lt;00:10, 49.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  40%|███▉      | 330M/832M [00:16&lt;00:10, 50.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  68%|██████▊   | 556M/822M [01:18&lt;00:30, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  40%|████      | 335M/832M [00:16&lt;00:09, 52.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  41%|████      | 340M/832M [00:17&lt;00:09, 53.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  42%|████▏     | 345M/832M [00:17&lt;00:09, 51.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  66%|██████▌   | 548M/832M [01:18&lt;00:33, 8.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  42%|████▏     | 350M/832M [00:17&lt;00:09, 51.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  43%|████▎     | 355M/832M [00:17&lt;00:09, 52.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  43%|████▎     | 360M/832M [00:17&lt;00:09, 51.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  44%|████▍     | 366M/832M [00:17&lt;00:09, 52.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  82%|████████▏ | 682M/830M [01:18&lt;00:17, 8.94MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  84%|████████▍ | 692M/824M [01:19&lt;00:15, 8.88MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  45%|████▍     | 371M/832M [00:17&lt;00:09, 53.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 395M/835M [01:19&lt;01:31, 5.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  45%|████▌     | 376M/832M [00:17&lt;00:09, 52.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  46%|████▌     | 381M/832M [00:17&lt;00:08, 52.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  68%|██████▊   | 557M/822M [01:18&lt;00:31, 8.85MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  46%|████▋     | 386M/832M [00:17&lt;00:08, 52.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  47%|████▋     | 391M/832M [00:18&lt;00:08, 52.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  48%|████▊     | 396M/832M [00:18&lt;00:08, 52.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  66%|██████▌   | 548M/832M [01:18&lt;00:33, 8.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  48%|████▊     | 401M/832M [00:18&lt;00:08, 52.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  49%|████▉     | 406M/832M [00:18&lt;00:08, 51.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  49%|████▉     | 411M/832M [00:18&lt;00:08, 51.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  50%|████▉     | 416M/832M [00:18&lt;00:08, 51.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  82%|████████▏ | 683M/830M [01:18&lt;00:17, 9.09MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  84%|████████▍ | 693M/824M [01:19&lt;00:15, 8.94MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  51%|█████     | 421M/832M [00:18&lt;00:08, 51.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 395M/835M [01:19&lt;01:30, 5.08MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  51%|█████     | 426M/832M [00:18&lt;00:08, 51.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  52%|█████▏    | 431M/832M [00:18&lt;00:07, 52.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  68%|██████▊   | 558M/822M [01:19&lt;00:30, 8.97MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  52%|█████▏    | 436M/832M [00:18&lt;00:07, 52.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  53%|█████▎    | 441M/832M [00:19&lt;00:07, 52.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  54%|█████▎    | 446M/832M [00:19&lt;00:07, 52.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  66%|██████▌   | 549M/832M [01:19&lt;00:33, 8.96MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  54%|█████▍    | 451M/832M [00:19&lt;00:07, 52.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  55%|█████▍    | 456M/832M [00:19&lt;00:07, 52.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  55%|█████▌    | 461M/832M [00:19&lt;00:07, 51.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  56%|█████▌    | 467M/832M [00:19&lt;00:07, 52.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  82%|████████▏ | 684M/830M [01:18&lt;00:17, 9.00MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  84%|████████▍ | 693M/824M [01:19&lt;00:15, 8.92MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  57%|█████▋    | 472M/832M [00:19&lt;00:07, 52.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 396M/835M [01:19&lt;01:30, 5.10MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  57%|█████▋    | 477M/832M [00:19&lt;00:07, 52.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  58%|█████▊    | 482M/832M [00:19&lt;00:07, 52.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  68%|██████▊   | 559M/822M [01:19&lt;00:30, 8.96MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  58%|█████▊    | 487M/832M [00:20&lt;00:07, 51.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  59%|█████▉    | 492M/832M [00:20&lt;00:06, 51.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  60%|█████▉    | 497M/832M [00:20&lt;00:06, 52.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  66%|██████▌   | 550M/832M [01:19&lt;00:33, 8.95MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  60%|██████    | 502M/832M [00:20&lt;00:06, 51.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  61%|██████    | 506M/832M [00:20&lt;00:06, 51.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  62%|██████▏   | 512M/832M [00:20&lt;00:06, 53.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  62%|██████▏   | 517M/832M [00:20&lt;00:06, 53.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  82%|████████▏ | 684M/830M [01:18&lt;00:16, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  84%|████████▍ | 694M/824M [01:19&lt;00:15, 8.99MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  63%|██████▎   | 522M/832M [00:20&lt;00:06, 53.6MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 396M/835M [01:19&lt;01:29, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  63%|██████▎   | 527M/832M [00:20&lt;00:06, 53.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  64%|██████▍   | 532M/832M [00:20&lt;00:05, 52.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  68%|██████▊   | 560M/822M [01:19&lt;00:30, 9.02MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  65%|██████▍   | 537M/832M [00:21&lt;00:05, 52.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  65%|██████▌   | 543M/832M [00:21&lt;00:05, 54.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  66%|██████▌   | 548M/832M [00:21&lt;00:05, 53.4MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  66%|██████▌   | 551M/832M [01:19&lt;00:32, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  66%|██████▋   | 553M/832M [00:21&lt;00:05, 53.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  67%|██████▋   | 558M/832M [00:21&lt;00:05, 53.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  68%|██████▊   | 564M/832M [00:21&lt;00:05, 53.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  68%|██████▊   | 569M/832M [00:21&lt;00:05, 53.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  83%|████████▎ | 685M/830M [01:18&lt;00:16, 8.96MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  84%|████████▍ | 695M/824M [01:19&lt;00:15, 8.91MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  69%|██████▉   | 574M/832M [00:21&lt;00:05, 52.7MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  47%|████▋     | 397M/835M [01:19&lt;01:28, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  70%|██████▉   | 579M/832M [00:21&lt;00:05, 52.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  70%|███████   | 584M/832M [00:21&lt;00:04, 52.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  68%|██████▊   | 561M/822M [01:19&lt;00:30, 8.93MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  71%|███████   | 589M/832M [00:22&lt;00:04, 52.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  71%|███████▏  | 594M/832M [00:22&lt;00:04, 52.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  72%|███████▏  | 599M/832M [00:22&lt;00:04, 52.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  66%|██████▋   | 552M/832M [01:19&lt;00:32, 8.97MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  73%|███████▎  | 604M/832M [00:22&lt;00:04, 52.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  73%|███████▎  | 609M/832M [00:22&lt;00:04, 54.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  74%|███████▍  | 615M/832M [00:22&lt;00:04, 53.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  74%|███████▍  | 620M/832M [00:22&lt;00:04, 53.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  83%|████████▎ | 686M/830M [01:18&lt;00:16, 9.01MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  85%|████████▍ | 696M/824M [01:19&lt;00:14, 9.03MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  75%|███████▌  | 625M/832M [00:22&lt;00:04, 53.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 397M/835M [01:19&lt;01:28, 5.17MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  76%|███████▌  | 630M/832M [00:22&lt;00:03, 53.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  76%|███████▋  | 635M/832M [00:22&lt;00:03, 52.7MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  68%|██████▊   | 562M/822M [01:19&lt;00:30, 9.00MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  77%|███████▋  | 640M/832M [00:23&lt;00:03, 52.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  78%|███████▊  | 645M/832M [00:23&lt;00:03, 52.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  78%|███████▊  | 650M/832M [00:23&lt;00:03, 52.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  66%|██████▋   | 553M/832M [01:19&lt;00:32, 9.06MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  79%|███████▊  | 655M/832M [00:23&lt;00:03, 51.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  79%|███████▉  | 661M/832M [00:23&lt;00:03, 53.6MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  80%|████████  | 666M/832M [00:23&lt;00:03, 52.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  81%|████████  | 671M/832M [00:23&lt;00:03, 52.7MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  83%|████████▎ | 687M/830M [01:18&lt;00:16, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  85%|████████▍ | 697M/824M [01:19&lt;00:14, 9.11MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  81%|████████  | 676M/832M [00:23&lt;00:03, 52.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 398M/835M [01:19&lt;01:28, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  82%|████████▏ | 681M/832M [00:23&lt;00:03, 52.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  82%|████████▏ | 686M/832M [00:23&lt;00:02, 51.7MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  68%|██████▊   | 563M/822M [01:19&lt;00:29, 9.07MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  83%|████████▎ | 691M/832M [00:24&lt;00:02, 51.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  84%|████████▎ | 696M/832M [00:24&lt;00:02, 52.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  84%|████████▍ | 701M/832M [00:24&lt;00:02, 52.9MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  67%|██████▋   | 554M/832M [01:19&lt;00:32, 8.97MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  85%|████████▍ | 706M/832M [00:24&lt;00:02, 52.1MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  85%|████████▌ | 711M/832M [00:24&lt;00:02, 52.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  86%|████████▌ | 716M/832M [00:24&lt;00:02, 52.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  87%|████████▋ | 721M/832M [00:24&lt;00:02, 51.3MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  83%|████████▎ | 688M/830M [01:18&lt;00:16, 9.09MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  85%|████████▍ | 698M/824M [01:19&lt;00:14, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  87%|████████▋ | 726M/832M [00:24&lt;00:02, 51.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 398M/835M [01:19&lt;01:28, 5.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  88%|████████▊ | 731M/832M [00:24&lt;00:02, 51.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  89%|████████▊ | 736M/832M [00:24&lt;00:01, 53.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  69%|██████▊   | 564M/822M [01:19&lt;00:29, 9.19MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  89%|████████▉ | 741M/832M [00:25&lt;00:01, 52.8MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  90%|████████▉ | 746M/832M [00:25&lt;00:01, 52.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  90%|█████████ | 751M/832M [00:25&lt;00:01, 51.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  67%|██████▋   | 555M/832M [01:19&lt;00:31, 9.16MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  91%|█████████ | 756M/832M [00:25&lt;00:01, 51.2MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  92%|█████████▏| 761M/832M [00:25&lt;00:01, 51.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  92%|█████████▏| 766M/832M [00:25&lt;00:01, 51.3MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  93%|█████████▎| 771M/832M [00:25&lt;00:01, 50.8MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  83%|████████▎ | 689M/830M [01:18&lt;00:16, 9.09MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  85%|████████▍ | 699M/824M [01:19&lt;00:14, 9.12MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  93%|█████████▎| 776M/832M [00:25&lt;00:01, 51.1MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 399M/835M [01:19&lt;01:27, 5.21MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  94%|█████████▍| 782M/832M [00:25&lt;00:00, 53.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  95%|█████████▍| 787M/832M [00:26&lt;00:00, 52.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  69%|██████▊   | 564M/822M [01:19&lt;00:29, 9.18MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  95%|█████████▌| 792M/832M [00:26&lt;00:00, 51.4MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  96%|█████████▌| 797M/832M [00:26&lt;00:00, 51.5MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  96%|█████████▋| 802M/832M [00:26&lt;00:00, 51.5MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  67%|██████▋   | 556M/832M [01:19&lt;00:32, 9.05MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  97%|█████████▋| 807M/832M [00:26&lt;00:00, 51.9MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  98%|█████████▊| 812M/832M [00:26&lt;00:00, 52.0MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  98%|█████████▊| 817M/832M [00:26&lt;00:00, 51.7MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  99%|█████████▉| 822M/832M [00:26&lt;00:00, 52.2MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  83%|████████▎ | 690M/830M [01:19&lt;00:16, 9.06MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  85%|████████▍ | 700M/824M [01:20&lt;00:14, 9.04MB/s]
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  99%|█████████▉| 827M/832M [00:26&lt;00:00, 51.0MB/s]
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 399M/835M [01:19&lt;01:28, 5.18MB/s]
+                                                                                                      ✅ Finished downloading ds000117.
 
+🧠 Please enjoy your brains.
+</pre></div>
+</div>
+<p>We will create epochs with data starting 200 ms before trigger onset
+and continuing up to 800 ms after that. The data contains visual stimuli for
+famous faces, unfamiliar faces, as well as scrambled faces.</p>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmin</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmax</span></a> <span class="o">=</span> <span class="o">-</span><span class="mf">0.2</span><span class="p">,</span> <span class="mf">0.8</span>
+<a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">events_id</span></a> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;famous/first&#39;</span><span class="p">:</span> <span class="mi">5</span><span class="p">,</span> <span class="s1">&#39;famous/immediate&#39;</span><span class="p">:</span> <span class="mi">6</span><span class="p">,</span> <span class="s1">&#39;famous/long&#39;</span><span class="p">:</span> <span class="mi">7</span><span class="p">}</span>
+</pre></div>
+</div>
+<p>Let us now load all the epochs into memory and concatenate them</p>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">mne</span>  <span class="c1"># noqa</span>
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  69%|██████▉   | 565M/822M [01:19&lt;00:29, 9.15MB/s]
+<a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
+<span class="k">for</span> <a href="https://docs.python.org/3/library/functions.html#int" title="builtins.int" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">run</span></a> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">7</span><span class="p">):</span>
+    <a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">run_fname</span></a> <span class="o">=</span> <a href="https://docs.python.org/3/library/os.path.html#os.path.join" title="os.path.join" class="sphx-glr-backref-module-os-path sphx-glr-backref-type-py-function"><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span></a><span class="p">(</span><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">target_dir</span></a><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;sub-</span><span class="si">{</span><a href="https://docs.python.org/3/library/functions.html#int" title="builtins.int" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">subject_id</span></a><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39;ses-meg&#39;</span><span class="p">,</span> <span class="s1">&#39;meg&#39;</span><span class="p">,</span>
+                             <span class="sa">f</span><span class="s1">&#39;sub-</span><span class="si">{</span><a href="https://docs.python.org/3/library/functions.html#int" title="builtins.int" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">subject_id</span></a><span class="si">}</span><span class="s1">_ses-meg_task-facerecognition&#39;</span>
+                             <span class="s1">&#39;_run-</span><span class="si">{:02d}</span><span class="s1">_meg.fif&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><a href="https://docs.python.org/3/library/functions.html#int" title="builtins.int" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">run</span></a><span class="p">))</span>
+    <a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw" title="mne.io.Raw" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.io.read_raw_fif.html#mne.io.read_raw_fif" title="mne.io.read_raw_fif" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">io</span><span class="o">.</span><span class="n">read_raw_fif</span></a><span class="p">(</span><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">run_fname</span></a><span class="p">,</span> <span class="n">preload</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw.pick_types" title="mne.io.Raw.pick_types" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-method"><span class="n">raw</span><span class="o">.</span><span class="n">pick_types</span></a><span class="p">(</span><span class="n">eeg</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">meg</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">stim</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>  <span class="c1"># less memory + computation</span>
+    <a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw.filter" title="mne.io.Raw.filter" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-method"><span class="n">raw</span><span class="o">.</span><span class="n">filter</span></a><span class="p">(</span><span class="mf">1.</span><span class="p">,</span> <span class="mf">40.</span><span class="p">,</span> <span class="n">l_trans_bandwidth</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">n_jobs</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="s1">&#39;INFO&#39;</span><span class="p">)</span>
 
+    <a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw.set_channel_types" title="mne.io.Raw.set_channel_types" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-method"><span class="n">raw</span><span class="o">.</span><span class="n">set_channel_types</span></a><span class="p">({</span><span class="s1">&#39;EEG061&#39;</span><span class="p">:</span> <span class="s1">&#39;eog&#39;</span><span class="p">,</span> <span class="s1">&#39;EEG062&#39;</span><span class="p">:</span> <span class="s1">&#39;eog&#39;</span><span class="p">,</span>
+                           <span class="s1">&#39;EEG063&#39;</span><span class="p">:</span> <span class="s1">&#39;ecg&#39;</span><span class="p">,</span> <span class="s1">&#39;EEG064&#39;</span><span class="p">:</span> <span class="s1">&#39;misc&#39;</span><span class="p">})</span>
+    <a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw.rename_channels" title="mne.io.Raw.rename_channels" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-method"><span class="n">raw</span><span class="o">.</span><span class="n">rename_channels</span></a><span class="p">({</span><span class="s1">&#39;EEG061&#39;</span><span class="p">:</span> <span class="s1">&#39;EOG061&#39;</span><span class="p">,</span> <span class="s1">&#39;EEG062&#39;</span><span class="p">:</span> <span class="s1">&#39;EOG062&#39;</span><span class="p">,</span>
+                         <span class="s1">&#39;EEG063&#39;</span><span class="p">:</span> <span class="s1">&#39;ECG063&#39;</span><span class="p">,</span> <span class="s1">&#39;EEG064&#39;</span><span class="p">:</span> <span class="s1">&#39;MISC&#39;</span><span class="p">})</span>
 
+    <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">events</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.find_events.html#mne.find_events" title="mne.find_events" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">find_events</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw" title="mne.io.Raw" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span></a><span class="p">,</span> <span class="n">stim_channel</span><span class="o">=</span><span class="s1">&#39;STI101&#39;</span><span class="p">,</span>
+                             <span class="n">consecutive</span><span class="o">=</span><span class="s1">&#39;increasing&#39;</span><span class="p">,</span>
+                             <span class="n">min_duration</span><span class="o">=</span><span class="mf">0.003</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <span class="c1"># Read epochs</span>
+    <a href="https://mne.tools/dev/generated/mne.set_eeg_reference.html#mne.set_eeg_reference" title="mne.set_eeg_reference" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">set_eeg_reference</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw" title="mne.io.Raw" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span></a><span class="p">)</span>
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  67%|██████▋   | 556M/832M [01:19&lt;00:31, 9.03MB/s]
+    <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epoch</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class"><span class="n">mne</span><span class="o">.</span><span class="n">Epochs</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw" title="mne.io.Raw" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span></a><span class="p">,</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">events</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">events_id</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmin</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmax</span></a><span class="p">,</span> <span class="n">proj</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+                       <span class="n">baseline</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                       <span class="n">preload</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">reject</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">decim</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span>
+    <a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span><span class="o">.</span><span class="n">append</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epoch</span></a><span class="p">)</span>
 
+    <span class="c1"># Same `dev_head_t` for all runs so that we can concatenate them.</span>
+    <a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne._fiff.meas_info.Info" class="sphx-glr-backref-module-mne-_fiff-meas_info sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epoch</span><span class="o">.</span><span class="n">info</span></a><span class="p">[</span><span class="s1">&#39;dev_head_t&#39;</span><span class="p">]</span> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="s1">&#39;dev_head_t&#39;</span><span class="p">]</span>
 
 
+<a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.concatenate_epochs.html#mne.concatenate_epochs" title="mne.concatenate_epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">epochs</span><span class="o">.</span><span class="n">concatenate_epochs</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">)</span>
+</pre></div>
+</div>
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Opening raw data file /home/circleci/project/autoreject/../examples/ds000117/sub-16/ses-meg/meg/sub-16_ses-meg_task-facerecognition_run-03_meg.fif...
+    Read a total of 8 projection items:
+        mag_ssp_upright.fif : PCA-mags-v1 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v2 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v3 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v4 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v5 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v1 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v2 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v3 (1 x 306)  idle
+    Range : 40700 ... 588499 =     37.000 ...   534.999 secs
+Ready.
+Reading 0 ... 547799  =      0.000 ...   497.999 secs...
+NOTE: pick_types() is a legacy function. New code should use inst.pick(...).
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v1, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v2, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v3, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v4, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v5, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v1, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v2, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v3, active : False, n_channels : 306&gt;
+Filtering raw data in 1 contiguous segment
+Setting up band-pass filter from 1 - 40 Hz
 
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  83%|████████▎ | 691M/830M [01:19&lt;00:16, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  85%|████████▌ | 701M/824M [01:20&lt;00:14, 8.95MB/s]
+FIR filter parameters
+---------------------
+Designing a one-pass, zero-phase, non-causal bandpass filter:
+- Windowed time-domain design (firwin) method
+- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
+- Lower passband edge: 1.00
+- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.75 Hz)
+- Upper passband edge: 40.00 Hz
+- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)
+- Filter length: 7261 samples (6.601 s)
 
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 400M/835M [01:20&lt;01:27, 5.23MB/s]
+/home/circleci/project/examples/plot_visualize_bad_epochs.py:57: RuntimeWarning: The unit for channel(s) EEG064 has changed from V to NA.
+  raw.set_channel_types({&#39;EEG061&#39;: &#39;eog&#39;, &#39;EEG062&#39;: &#39;eog&#39;,
+296 events found on stim channel STI101
+Event IDs: [   5    6    7   13   14   15   17   18   19  261  262  263  269  271
+  273  274  275 4096 4101 4102 4103 4109 4110 4111 4113 4114 4115]
+EEG channel type selected for re-referencing
+Applying average reference.
+Applying a custom (&#39;EEG&#39;,) reference.
+Not setting metadata
+49 matching events found
+No baseline correction applied
+0 projection items activated
+Opening raw data file /home/circleci/project/autoreject/../examples/ds000117/sub-16/ses-meg/meg/sub-16_ses-meg_task-facerecognition_run-04_meg.fif...
+    Read a total of 8 projection items:
+        mag_ssp_upright.fif : PCA-mags-v1 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v2 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v3 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v4 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v5 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v1 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v2 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v3 (1 x 306)  idle
+    Range : 36300 ... 582999 =     33.000 ...   529.999 secs
+Ready.
+Reading 0 ... 546699  =      0.000 ...   496.999 secs...
+NOTE: pick_types() is a legacy function. New code should use inst.pick(...).
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v1, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v2, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v3, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v4, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v5, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v1, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v2, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v3, active : False, n_channels : 306&gt;
+Filtering raw data in 1 contiguous segment
+Setting up band-pass filter from 1 - 40 Hz
 
+FIR filter parameters
+---------------------
+Designing a one-pass, zero-phase, non-causal bandpass filter:
+- Windowed time-domain design (firwin) method
+- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
+- Lower passband edge: 1.00
+- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.75 Hz)
+- Upper passband edge: 40.00 Hz
+- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)
+- Filter length: 7261 samples (6.601 s)
 
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  69%|██████▉   | 566M/822M [01:19&lt;00:29, 9.18MB/s]
+/home/circleci/project/examples/plot_visualize_bad_epochs.py:57: RuntimeWarning: The unit for channel(s) EEG064 has changed from V to NA.
+  raw.set_channel_types({&#39;EEG061&#39;: &#39;eog&#39;, &#39;EEG062&#39;: &#39;eog&#39;,
+296 events found on stim channel STI101
+Event IDs: [   5    6    7   13   14   15   17   18   19  256  261  262  263  269
+  271  273  274  275 4096 4101 4102 4103 4109 4110 4111 4113 4114 4115]
+EEG channel type selected for re-referencing
+Applying average reference.
+Applying a custom (&#39;EEG&#39;,) reference.
+Not setting metadata
+49 matching events found
+No baseline correction applied
+0 projection items activated
+Opening raw data file /home/circleci/project/autoreject/../examples/ds000117/sub-16/ses-meg/meg/sub-16_ses-meg_task-facerecognition_run-05_meg.fif...
+    Read a total of 8 projection items:
+        mag_ssp_upright.fif : PCA-mags-v1 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v2 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v3 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v4 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v5 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v1 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v2 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v3 (1 x 306)  idle
+    Range : 60500 ... 602799 =     55.000 ...   547.999 secs
+Ready.
+Reading 0 ... 542299  =      0.000 ...   492.999 secs...
+NOTE: pick_types() is a legacy function. New code should use inst.pick(...).
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v1, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v2, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v3, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v4, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v5, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v1, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v2, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v3, active : False, n_channels : 306&gt;
+Filtering raw data in 1 contiguous segment
+Setting up band-pass filter from 1 - 40 Hz
 
+FIR filter parameters
+---------------------
+Designing a one-pass, zero-phase, non-causal bandpass filter:
+- Windowed time-domain design (firwin) method
+- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
+- Lower passband edge: 1.00
+- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.75 Hz)
+- Upper passband edge: 40.00 Hz
+- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)
+- Filter length: 7261 samples (6.601 s)
 
+/home/circleci/project/examples/plot_visualize_bad_epochs.py:57: RuntimeWarning: The unit for channel(s) EEG064 has changed from V to NA.
+  raw.set_channel_types({&#39;EEG061&#39;: &#39;eog&#39;, &#39;EEG062&#39;: &#39;eog&#39;,
+292 events found on stim channel STI101
+Event IDs: [   5    6    7   13   14   15   17   18   19  256  261  269  271  273
+  274  275 4096 4101 4102 4103 4109 4110 4111 4113 4114 4115]
+EEG channel type selected for re-referencing
+Applying average reference.
+Applying a custom (&#39;EEG&#39;,) reference.
+Not setting metadata
+49 matching events found
+No baseline correction applied
+0 projection items activated
+Opening raw data file /home/circleci/project/autoreject/../examples/ds000117/sub-16/ses-meg/meg/sub-16_ses-meg_task-facerecognition_run-06_meg.fif...
+    Read a total of 8 projection items:
+        mag_ssp_upright.fif : PCA-mags-v1 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v2 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v3 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v4 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v5 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v1 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v2 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v3 (1 x 306)  idle
+    Range : 27500 ... 568699 =     25.000 ...   516.999 secs
+Ready.
+Reading 0 ... 541199  =      0.000 ...   491.999 secs...
+NOTE: pick_types() is a legacy function. New code should use inst.pick(...).
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v1, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v2, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v3, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v4, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v5, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v1, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v2, active : False, n_channels : 306&gt;
+Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v3, active : False, n_channels : 306&gt;
+Filtering raw data in 1 contiguous segment
+Setting up band-pass filter from 1 - 40 Hz
 
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  67%|██████▋   | 557M/832M [01:19&lt;00:31, 9.16MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  83%|████████▎ | 691M/830M [01:19&lt;00:16, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  85%|████████▌ | 701M/824M [01:20&lt;00:14, 9.02MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 400M/835M [01:20&lt;01:27, 5.21MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  69%|██████▉   | 567M/822M [01:20&lt;00:29, 9.01MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  83%|████████▎ | 692M/830M [01:19&lt;00:16, 9.03MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  67%|██████▋   | 558M/832M [01:20&lt;00:32, 8.93MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  85%|████████▌ | 702M/824M [01:20&lt;00:14, 8.98MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 401M/835M [01:20&lt;01:27, 5.20MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  69%|██████▉   | 568M/822M [01:20&lt;00:29, 8.96MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  67%|██████▋   | 559M/832M [01:20&lt;00:31, 8.94MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  83%|████████▎ | 693M/830M [01:19&lt;00:16, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  85%|████████▌ | 703M/824M [01:20&lt;00:13, 9.10MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 401M/835M [01:20&lt;01:26, 5.24MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  69%|██████▉   | 569M/822M [01:20&lt;00:29, 9.11MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  67%|██████▋   | 560M/832M [01:20&lt;00:31, 9.11MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  84%|████████▎ | 694M/830M [01:19&lt;00:15, 9.16MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  85%|████████▌ | 704M/824M [01:20&lt;00:13, 9.10MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 402M/835M [01:20&lt;01:26, 5.28MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  69%|██████▉   | 570M/822M [01:20&lt;00:28, 9.16MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  67%|██████▋   | 561M/832M [01:20&lt;00:31, 9.05MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  84%|████████▎ | 695M/830M [01:19&lt;00:15, 9.07MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  86%|████████▌ | 705M/824M [01:20&lt;00:13, 9.00MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 402M/835M [01:20&lt;01:27, 5.17MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  69%|██████▉   | 571M/822M [01:20&lt;00:29, 8.98MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  84%|████████▍ | 696M/830M [01:19&lt;00:15, 9.03MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  68%|██████▊   | 562M/832M [01:20&lt;00:31, 8.87MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  86%|████████▌ | 706M/824M [01:20&lt;00:13, 9.01MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 403M/835M [01:20&lt;01:28, 5.13MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  70%|██████▉   | 572M/822M [01:20&lt;00:28, 9.06MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  84%|████████▍ | 697M/830M [01:19&lt;00:15, 9.08MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  68%|██████▊   | 563M/832M [01:20&lt;00:31, 8.96MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  86%|████████▌ | 707M/824M [01:20&lt;00:13, 9.04MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 403M/835M [01:20&lt;01:28, 5.14MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  70%|██████▉   | 572M/822M [01:20&lt;00:28, 9.12MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  84%|████████▍ | 698M/830M [01:19&lt;00:15, 9.12MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  68%|██████▊   | 563M/832M [01:20&lt;00:31, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  86%|████████▌ | 708M/824M [01:20&lt;00:13, 9.10MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 404M/835M [01:20&lt;01:27, 5.15MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  70%|██████▉   | 573M/822M [01:20&lt;00:28, 9.05MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  84%|████████▍ | 698M/830M [01:20&lt;00:15, 9.08MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  68%|██████▊   | 564M/832M [01:20&lt;00:31, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  86%|████████▌ | 708M/824M [01:21&lt;00:13, 9.04MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 404M/835M [01:20&lt;01:27, 5.15MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  70%|██████▉   | 574M/822M [01:20&lt;00:28, 9.10MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  84%|████████▍ | 699M/830M [01:20&lt;00:15, 9.14MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  68%|██████▊   | 565M/832M [01:20&lt;00:30, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  86%|████████▌ | 709M/824M [01:21&lt;00:13, 9.13MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  48%|████▊     | 405M/835M [01:21&lt;01:28, 5.12MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  70%|██████▉   | 575M/822M [01:20&lt;00:28, 9.02MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  68%|██████▊   | 566M/832M [01:20&lt;00:31, 8.95MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  84%|████████▍ | 700M/830M [01:20&lt;00:15, 8.97MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  86%|████████▌ | 710M/824M [01:21&lt;00:13, 8.96MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▊     | 405M/835M [01:21&lt;01:27, 5.14MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  70%|███████   | 576M/822M [01:21&lt;00:28, 8.99MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  68%|██████▊   | 567M/832M [01:21&lt;00:30, 9.05MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  84%|████████▍ | 701M/830M [01:20&lt;00:15, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  86%|████████▋ | 711M/824M [01:21&lt;00:13, 9.00MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▊     | 406M/835M [01:21&lt;01:26, 5.21MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  70%|███████   | 577M/822M [01:21&lt;00:28, 9.06MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  68%|██████▊   | 568M/832M [01:21&lt;00:30, 9.00MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  85%|████████▍ | 702M/830M [01:20&lt;00:14, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  86%|████████▋ | 712M/824M [01:21&lt;00:13, 8.86MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▊     | 406M/835M [01:21&lt;01:26, 5.18MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  70%|███████   | 578M/822M [01:21&lt;00:28, 9.03MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  68%|██████▊   | 569M/832M [01:21&lt;00:30, 8.92MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  85%|████████▍ | 703M/830M [01:20&lt;00:14, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  87%|████████▋ | 713M/824M [01:21&lt;00:13, 8.88MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▊     | 407M/835M [01:21&lt;01:27, 5.13MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  70%|███████   | 579M/822M [01:21&lt;00:28, 8.95MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  68%|██████▊   | 570M/832M [01:21&lt;00:30, 8.99MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  85%|████████▍ | 704M/830M [01:20&lt;00:14, 9.16MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  87%|████████▋ | 714M/824M [01:21&lt;00:12, 8.95MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▊     | 407M/835M [01:21&lt;01:26, 5.20MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  70%|███████   | 579M/822M [01:21&lt;00:27, 9.10MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  69%|██████▊   | 570M/832M [01:21&lt;00:30, 9.08MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  85%|████████▍ | 705M/830M [01:20&lt;00:14, 9.21MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  87%|████████▋ | 715M/824M [01:21&lt;00:12, 9.11MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 408M/835M [01:21&lt;01:26, 5.20MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  71%|███████   | 580M/822M [01:21&lt;00:27, 9.05MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  69%|██████▊   | 571M/832M [01:21&lt;00:30, 9.11MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  85%|████████▍ | 706M/830M [01:20&lt;00:14, 9.12MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  87%|████████▋ | 716M/824M [01:21&lt;00:12, 8.89MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 408M/835M [01:21&lt;01:27, 5.11MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  71%|███████   | 581M/822M [01:21&lt;00:28, 8.95MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  69%|██████▉   | 572M/832M [01:21&lt;00:30, 8.91MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  85%|████████▌ | 706M/830M [01:21&lt;00:14, 8.96MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  87%|████████▋ | 716M/824M [01:22&lt;00:12, 8.95MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 409M/835M [01:21&lt;01:28, 5.06MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  71%|███████   | 582M/822M [01:21&lt;00:27, 9.00MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  69%|██████▉   | 573M/832M [01:21&lt;00:30, 8.94MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  85%|████████▌ | 707M/830M [01:21&lt;00:14, 9.05MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  87%|████████▋ | 717M/824M [01:22&lt;00:12, 8.89MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 409M/835M [01:21&lt;01:26, 5.14MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  71%|███████   | 583M/822M [01:21&lt;00:28, 8.94MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  69%|██████▉   | 574M/832M [01:21&lt;00:30, 8.95MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  85%|████████▌ | 708M/830M [01:21&lt;00:14, 8.93MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  87%|████████▋ | 718M/824M [01:22&lt;00:12, 9.01MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 410M/835M [01:22&lt;01:26, 5.16MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  71%|███████   | 584M/822M [01:22&lt;00:27, 9.17MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  69%|██████▉   | 575M/832M [01:21&lt;00:29, 9.03MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  85%|████████▌ | 709M/830M [01:21&lt;00:14, 8.97MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  87%|████████▋ | 719M/824M [01:22&lt;00:12, 9.01MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 410M/835M [01:22&lt;01:26, 5.16MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  71%|███████   | 585M/822M [01:22&lt;00:27, 8.97MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  69%|██████▉   | 576M/832M [01:22&lt;00:29, 9.04MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  86%|████████▌ | 710M/830M [01:21&lt;00:13, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  87%|████████▋ | 720M/824M [01:22&lt;00:12, 9.04MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 411M/835M [01:22&lt;01:26, 5.16MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  71%|███████▏  | 586M/822M [01:22&lt;00:27, 9.11MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  69%|██████▉   | 577M/832M [01:22&lt;00:29, 9.05MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  86%|████████▌ | 711M/830M [01:21&lt;00:13, 9.07MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  88%|████████▊ | 721M/824M [01:22&lt;00:11, 9.01MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 411M/835M [01:22&lt;01:27, 5.09MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  71%|███████▏  | 587M/822M [01:22&lt;00:27, 8.92MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  69%|██████▉   | 578M/832M [01:22&lt;00:29, 9.01MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  86%|████████▌ | 712M/830M [01:21&lt;00:13, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  88%|████████▊ | 722M/824M [01:22&lt;00:11, 8.99MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 412M/835M [01:22&lt;01:26, 5.12MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  71%|███████▏  | 587M/822M [01:22&lt;00:27, 8.96MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  70%|██████▉   | 578M/832M [01:22&lt;00:29, 8.96MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  86%|████████▌ | 713M/830M [01:21&lt;00:13, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  88%|████████▊ | 722M/824M [01:22&lt;00:11, 8.96MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 412M/835M [01:22&lt;01:26, 5.13MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  72%|███████▏  | 588M/822M [01:22&lt;00:27, 8.96MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  70%|██████▉   | 579M/832M [01:22&lt;00:29, 9.03MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  86%|████████▌ | 714M/830M [01:21&lt;00:13, 9.16MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  88%|████████▊ | 723M/824M [01:22&lt;00:11, 9.01MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 413M/835M [01:22&lt;01:25, 5.20MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  72%|███████▏  | 589M/822M [01:22&lt;00:27, 9.02MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  70%|██████▉   | 580M/832M [01:22&lt;00:29, 9.00MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  86%|████████▌ | 714M/830M [01:21&lt;00:13, 8.94MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  88%|████████▊ | 724M/824M [01:22&lt;00:11, 8.98MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  49%|████▉     | 413M/835M [01:22&lt;01:25, 5.18MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  72%|███████▏  | 590M/822M [01:22&lt;00:27, 8.97MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  70%|██████▉   | 581M/832M [01:22&lt;00:29, 9.01MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  86%|████████▌ | 715M/830M [01:22&lt;00:13, 8.97MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  88%|████████▊ | 725M/824M [01:23&lt;00:11, 8.99MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|████▉     | 414M/835M [01:22&lt;01:25, 5.16MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  72%|███████▏  | 591M/822M [01:22&lt;00:26, 9.08MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  70%|██████▉   | 582M/832M [01:22&lt;00:28, 9.05MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  86%|████████▋ | 716M/830M [01:22&lt;00:13, 8.99MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  88%|████████▊ | 726M/824M [01:23&lt;00:11, 8.98MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|████▉     | 414M/835M [01:23&lt;01:24, 5.22MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  72%|███████▏  | 592M/822M [01:22&lt;00:26, 9.04MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  70%|███████   | 583M/832M [01:22&lt;00:29, 9.01MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  86%|████████▋ | 717M/830M [01:22&lt;00:13, 9.01MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  88%|████████▊ | 727M/824M [01:23&lt;00:11, 8.97MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|████▉     | 415M/835M [01:23&lt;01:25, 5.14MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  72%|███████▏  | 593M/822M [01:23&lt;00:26, 9.01MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  70%|███████   | 584M/832M [01:23&lt;00:28, 8.99MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  86%|████████▋ | 718M/830M [01:22&lt;00:13, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  88%|████████▊ | 728M/824M [01:23&lt;00:11, 9.07MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|████▉     | 415M/835M [01:23&lt;01:24, 5.21MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  72%|███████▏  | 594M/822M [01:23&lt;00:26, 9.01MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  70%|███████   | 584M/832M [01:23&lt;00:28, 9.03MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  87%|████████▋ | 719M/830M [01:22&lt;00:12, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  88%|████████▊ | 729M/824M [01:23&lt;00:11, 9.00MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|████▉     | 416M/835M [01:23&lt;01:25, 5.14MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  72%|███████▏  | 594M/822M [01:23&lt;00:26, 9.00MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  70%|███████   | 585M/832M [01:23&lt;00:28, 8.98MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  87%|████████▋ | 720M/830M [01:22&lt;00:12, 8.96MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  89%|████████▊ | 729M/824M [01:23&lt;00:10, 9.04MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|████▉     | 416M/835M [01:23&lt;01:24, 5.20MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  72%|███████▏  | 595M/822M [01:23&lt;00:26, 9.12MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  70%|███████   | 586M/832M [01:23&lt;00:28, 9.06MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  87%|████████▋ | 721M/830M [01:22&lt;00:12, 9.07MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  89%|████████▊ | 730M/824M [01:23&lt;00:10, 9.16MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|████▉     | 417M/835M [01:23&lt;01:23, 5.23MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  73%|███████▎  | 596M/822M [01:23&lt;00:25, 9.11MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  71%|███████   | 587M/832M [01:23&lt;00:28, 9.08MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  87%|████████▋ | 721M/830M [01:22&lt;00:12, 9.10MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  89%|████████▉ | 731M/824M [01:23&lt;00:10, 9.15MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|████▉     | 417M/835M [01:23&lt;01:24, 5.19MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  73%|███████▎  | 597M/822M [01:23&lt;00:26, 9.04MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  71%|███████   | 588M/832M [01:23&lt;00:28, 8.93MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  87%|████████▋ | 722M/830M [01:22&lt;00:12, 8.96MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  89%|████████▉ | 732M/824M [01:23&lt;00:10, 9.03MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|█████     | 418M/835M [01:23&lt;01:25, 5.10MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  73%|███████▎  | 598M/822M [01:23&lt;00:26, 8.91MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  71%|███████   | 589M/832M [01:23&lt;00:28, 8.85MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  87%|████████▋ | 723M/830M [01:22&lt;00:12, 8.84MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  89%|████████▉ | 733M/824M [01:23&lt;00:10, 8.85MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|█████     | 418M/835M [01:23&lt;01:28, 4.97MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  73%|███████▎  | 599M/822M [01:23&lt;00:26, 8.78MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  71%|███████   | 590M/832M [01:23&lt;00:29, 8.70MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  87%|████████▋ | 724M/830M [01:23&lt;00:12, 8.80MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  89%|████████▉ | 734M/824M [01:24&lt;00:10, 8.79MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|█████     | 419M/835M [01:23&lt;01:28, 4.93MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  73%|███████▎  | 600M/822M [01:23&lt;00:26, 8.72MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  71%|███████   | 591M/832M [01:23&lt;00:29, 8.71MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  87%|████████▋ | 725M/830M [01:23&lt;00:12, 8.71MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  89%|████████▉ | 735M/824M [01:24&lt;00:10, 8.74MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|█████     | 419M/835M [01:24&lt;01:26, 5.06MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  73%|███████▎  | 601M/822M [01:23&lt;00:26, 8.89MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  71%|███████   | 591M/832M [01:23&lt;00:28, 8.82MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  87%|████████▋ | 726M/830M [01:23&lt;00:12, 8.97MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  89%|████████▉ | 736M/824M [01:24&lt;00:10, 8.88MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|█████     | 420M/835M [01:24&lt;01:25, 5.08MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  73%|███████▎  | 601M/822M [01:24&lt;00:26, 8.87MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  71%|███████   | 592M/832M [01:24&lt;00:28, 8.85MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  88%|████████▊ | 727M/830M [01:23&lt;00:12, 8.88MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  89%|████████▉ | 736M/824M [01:24&lt;00:10, 8.88MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|█████     | 420M/835M [01:24&lt;01:26, 5.05MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  73%|███████▎  | 602M/822M [01:24&lt;00:25, 8.92MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  71%|███████▏  | 593M/832M [01:24&lt;00:27, 8.98MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  88%|████████▊ | 728M/830M [01:23&lt;00:12, 8.97MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  90%|████████▉ | 737M/824M [01:24&lt;00:10, 9.00MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|█████     | 421M/835M [01:24&lt;01:24, 5.15MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  73%|███████▎  | 603M/822M [01:24&lt;00:25, 8.97MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  71%|███████▏  | 594M/832M [01:24&lt;00:27, 9.03MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  88%|████████▊ | 728M/830M [01:23&lt;00:11, 8.95MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  90%|████████▉ | 738M/824M [01:24&lt;00:09, 9.09MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|█████     | 421M/835M [01:24&lt;01:23, 5.20MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  73%|███████▎  | 604M/822M [01:24&lt;00:25, 9.02MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  72%|███████▏  | 595M/832M [01:24&lt;00:27, 9.01MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  88%|████████▊ | 729M/830M [01:23&lt;00:11, 8.92MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  90%|████████▉ | 739M/824M [01:24&lt;00:09, 9.08MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  50%|█████     | 422M/835M [01:24&lt;01:23, 5.20MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  74%|███████▎  | 605M/822M [01:24&lt;00:25, 9.07MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  72%|███████▏  | 596M/832M [01:24&lt;00:27, 9.04MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  88%|████████▊ | 730M/830M [01:23&lt;00:11, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  90%|████████▉ | 740M/824M [01:24&lt;00:09, 9.16MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 422M/835M [01:24&lt;01:22, 5.25MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  74%|███████▎  | 606M/822M [01:24&lt;00:24, 9.23MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  72%|███████▏  | 597M/832M [01:24&lt;00:26, 9.25MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  88%|████████▊ | 731M/830M [01:23&lt;00:11, 9.07MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  90%|████████▉ | 741M/824M [01:24&lt;00:09, 9.20MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 423M/835M [01:24&lt;01:22, 5.24MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  74%|███████▍  | 607M/822M [01:24&lt;00:24, 9.30MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  72%|███████▏  | 598M/832M [01:24&lt;00:26, 9.26MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  88%|████████▊ | 732M/830M [01:23&lt;00:11, 9.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  90%|█████████ | 742M/824M [01:24&lt;00:09, 9.30MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 423M/835M [01:24&lt;01:22, 5.24MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  74%|███████▍  | 608M/822M [01:24&lt;00:24, 9.26MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  72%|███████▏  | 599M/832M [01:24&lt;00:26, 9.14MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  88%|████████▊ | 733M/830M [01:24&lt;00:11, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  90%|█████████ | 743M/824M [01:25&lt;00:09, 9.19MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 424M/835M [01:24&lt;01:23, 5.20MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  74%|███████▍  | 609M/822M [01:24&lt;00:23, 9.36MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  72%|███████▏  | 599M/832M [01:24&lt;00:26, 9.18MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  88%|████████▊ | 734M/830M [01:24&lt;00:10, 9.22MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  90%|█████████ | 744M/824M [01:25&lt;00:09, 9.19MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 424M/835M [01:25&lt;01:23, 5.15MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  74%|███████▍  | 610M/822M [01:24&lt;00:23, 9.32MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  72%|███████▏  | 600M/832M [01:24&lt;00:27, 8.97MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  88%|████████▊ | 735M/830M [01:24&lt;00:11, 9.07MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  90%|█████████ | 745M/824M [01:25&lt;00:09, 8.99MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 425M/835M [01:25&lt;01:24, 5.10MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  74%|███████▍  | 610M/822M [01:25&lt;00:23, 9.25MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  72%|███████▏  | 601M/832M [01:25&lt;00:26, 9.12MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  89%|████████▊ | 736M/830M [01:24&lt;00:10, 9.12MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  90%|█████████ | 745M/824M [01:25&lt;00:09, 9.04MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 425M/835M [01:25&lt;01:23, 5.13MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  74%|███████▍  | 611M/822M [01:25&lt;00:23, 9.31MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  72%|███████▏  | 602M/832M [01:25&lt;00:26, 9.11MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  89%|████████▊ | 737M/830M [01:24&lt;00:10, 9.28MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  91%|█████████ | 746M/824M [01:25&lt;00:08, 9.12MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 426M/835M [01:25&lt;01:23, 5.15MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  74%|███████▍  | 612M/822M [01:25&lt;00:23, 9.19MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  72%|███████▏  | 603M/832M [01:25&lt;00:26, 9.13MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  89%|████████▉ | 737M/830M [01:24&lt;00:10, 9.10MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  91%|█████████ | 747M/824M [01:25&lt;00:08, 9.10MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 426M/835M [01:25&lt;01:23, 5.13MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  75%|███████▍  | 613M/822M [01:25&lt;00:23, 9.13MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  73%|███████▎  | 604M/832M [01:25&lt;00:26, 8.92MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  89%|████████▉ | 738M/830M [01:24&lt;00:10, 9.00MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  91%|█████████ | 748M/824M [01:25&lt;00:08, 9.01MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 427M/835M [01:25&lt;01:23, 5.11MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  75%|███████▍  | 614M/822M [01:25&lt;00:24, 9.06MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  73%|███████▎  | 605M/832M [01:25&lt;00:26, 8.89MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  89%|████████▉ | 739M/830M [01:24&lt;00:10, 8.96MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  91%|█████████ | 749M/824M [01:25&lt;00:08, 9.01MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 427M/835M [01:25&lt;01:23, 5.11MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  75%|███████▍  | 615M/822M [01:25&lt;00:23, 9.19MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  73%|███████▎  | 606M/832M [01:25&lt;00:26, 8.99MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  89%|████████▉ | 740M/830M [01:24&lt;00:10, 9.06MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  91%|█████████ | 750M/824M [01:25&lt;00:08, 9.16MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████     | 428M/835M [01:25&lt;01:21, 5.23MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  75%|███████▍  | 616M/822M [01:25&lt;00:23, 9.19MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  73%|███████▎  | 607M/832M [01:25&lt;00:26, 9.06MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  89%|████████▉ | 741M/830M [01:25&lt;00:10, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  91%|█████████ | 751M/824M [01:25&lt;00:08, 9.07MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████▏    | 428M/835M [01:25&lt;01:22, 5.20MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  75%|███████▌  | 617M/822M [01:25&lt;00:23, 9.16MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  73%|███████▎  | 607M/832M [01:25&lt;00:26, 9.01MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  89%|████████▉ | 742M/830M [01:25&lt;00:10, 9.01MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  91%|█████████ | 752M/824M [01:26&lt;00:08, 8.97MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████▏    | 429M/835M [01:26&lt;01:22, 5.16MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  75%|███████▌  | 618M/822M [01:25&lt;00:23, 9.14MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  73%|███████▎  | 608M/832M [01:25&lt;00:25, 9.05MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  89%|████████▉ | 743M/830M [01:25&lt;00:10, 8.86MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  91%|█████████▏| 752M/824M [01:26&lt;00:08, 8.91MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████▏    | 429M/835M [01:26&lt;01:22, 5.13MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  75%|███████▌  | 618M/822M [01:26&lt;00:23, 9.04MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  73%|███████▎  | 609M/832M [01:25&lt;00:25, 9.06MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  90%|████████▉ | 744M/830M [01:25&lt;00:10, 9.00MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  91%|█████████▏| 753M/824M [01:26&lt;00:08, 9.02MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  51%|█████▏    | 430M/835M [01:26&lt;01:23, 5.11MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  75%|███████▌  | 619M/822M [01:26&lt;00:23, 9.04MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  73%|███████▎  | 610M/832M [01:26&lt;00:25, 8.96MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  90%|████████▉ | 744M/830M [01:25&lt;00:10, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  92%|█████████▏| 754M/824M [01:26&lt;00:08, 9.02MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 430M/835M [01:26&lt;01:23, 5.09MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  75%|███████▌  | 620M/822M [01:26&lt;00:23, 9.03MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  73%|███████▎  | 611M/832M [01:26&lt;00:26, 8.91MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  90%|████████▉ | 745M/830M [01:25&lt;00:09, 8.93MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  92%|█████████▏| 755M/824M [01:26&lt;00:07, 9.02MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 431M/835M [01:26&lt;01:22, 5.11MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  76%|███████▌  | 621M/822M [01:26&lt;00:23, 9.09MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  74%|███████▎  | 612M/832M [01:26&lt;00:25, 8.90MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  90%|████████▉ | 746M/830M [01:25&lt;00:09, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  92%|█████████▏| 756M/824M [01:26&lt;00:07, 8.95MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 431M/835M [01:26&lt;01:22, 5.13MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  76%|███████▌  | 622M/822M [01:26&lt;00:23, 9.06MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  74%|███████▎  | 613M/832M [01:26&lt;00:25, 8.91MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  90%|████████▉ | 747M/830M [01:25&lt;00:09, 9.07MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  92%|█████████▏| 757M/824M [01:26&lt;00:07, 9.01MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 432M/835M [01:26&lt;01:22, 5.13MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  76%|███████▌  | 623M/822M [01:26&lt;00:22, 9.12MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  74%|███████▎  | 614M/832M [01:26&lt;00:25, 8.97MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  90%|█████████ | 748M/830M [01:25&lt;00:09, 9.11MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  92%|█████████▏| 758M/824M [01:26&lt;00:07, 9.03MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 432M/835M [01:26&lt;01:22, 5.11MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  76%|███████▌  | 624M/822M [01:26&lt;00:23, 9.00MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  74%|███████▍  | 614M/832M [01:26&lt;00:25, 9.05MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  90%|█████████ | 749M/830M [01:25&lt;00:09, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  92%|█████████▏| 759M/824M [01:26&lt;00:07, 9.14MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 433M/835M [01:26&lt;01:22, 5.13MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  76%|███████▌  | 625M/822M [01:26&lt;00:22, 9.09MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  74%|███████▍  | 615M/832M [01:26&lt;00:25, 9.00MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  90%|█████████ | 750M/830M [01:26&lt;00:09, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  92%|█████████▏| 759M/824M [01:27&lt;00:07, 9.10MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 433M/835M [01:26&lt;01:21, 5.15MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  76%|███████▌  | 626M/822M [01:26&lt;00:22, 9.10MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  74%|███████▍  | 616M/832M [01:26&lt;00:25, 9.05MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  90%|█████████ | 751M/830M [01:26&lt;00:09, 9.06MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  92%|█████████▏| 760M/824M [01:27&lt;00:07, 9.16MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 434M/835M [01:27&lt;01:21, 5.19MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  76%|███████▌  | 626M/822M [01:26&lt;00:22, 9.19MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  74%|███████▍  | 617M/832M [01:26&lt;00:24, 9.03MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  90%|█████████ | 751M/830M [01:26&lt;00:09, 9.05MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  92%|█████████▏| 761M/824M [01:27&lt;00:07, 9.11MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 434M/835M [01:27&lt;01:21, 5.18MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  76%|███████▋  | 627M/822M [01:27&lt;00:22, 9.26MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  74%|███████▍  | 618M/832M [01:27&lt;00:24, 9.08MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  91%|█████████ | 752M/830M [01:26&lt;00:09, 9.01MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  93%|█████████▎| 762M/824M [01:27&lt;00:07, 9.16MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 435M/835M [01:27&lt;01:21, 5.16MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  76%|███████▋  | 628M/822M [01:27&lt;00:22, 9.17MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  74%|███████▍  | 619M/832M [01:27&lt;00:24, 9.12MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  91%|█████████ | 753M/830M [01:26&lt;00:08, 9.09MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  93%|█████████▎| 763M/824M [01:27&lt;00:06, 9.24MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 435M/835M [01:27&lt;01:20, 5.22MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  77%|███████▋  | 629M/822M [01:27&lt;00:21, 9.26MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  74%|███████▍  | 620M/832M [01:27&lt;00:24, 9.18MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  91%|█████████ | 754M/830M [01:26&lt;00:08, 9.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  93%|█████████▎| 764M/824M [01:27&lt;00:06, 9.25MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 436M/835M [01:27&lt;01:20, 5.22MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  77%|███████▋  | 630M/822M [01:27&lt;00:21, 9.17MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  75%|███████▍  | 621M/832M [01:27&lt;00:24, 9.05MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  91%|█████████ | 755M/830M [01:26&lt;00:08, 9.17MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  93%|█████████▎| 765M/824M [01:27&lt;00:06, 9.30MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 436M/835M [01:27&lt;01:21, 5.16MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  77%|███████▋  | 631M/822M [01:27&lt;00:22, 9.10MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  75%|███████▍  | 622M/832M [01:27&lt;00:24, 9.11MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  91%|█████████ | 756M/830M [01:26&lt;00:08, 9.07MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  93%|█████████▎| 766M/824M [01:27&lt;00:06, 9.07MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 437M/835M [01:27&lt;01:21, 5.14MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  77%|███████▋  | 632M/822M [01:27&lt;00:22, 9.06MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  75%|███████▍  | 622M/832M [01:27&lt;00:24, 8.97MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  91%|█████████ | 757M/830M [01:26&lt;00:08, 9.01MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  93%|█████████▎| 767M/824M [01:27&lt;00:06, 8.90MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 437M/835M [01:27&lt;01:21, 5.13MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  77%|███████▋  | 633M/822M [01:27&lt;00:21, 9.04MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  75%|███████▍  | 623M/832M [01:27&lt;00:24, 9.03MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  91%|█████████ | 758M/830M [01:26&lt;00:08, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  93%|█████████▎| 767M/824M [01:27&lt;00:06, 9.01MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 438M/835M [01:27&lt;01:21, 5.13MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  77%|███████▋  | 634M/822M [01:27&lt;00:21, 9.06MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  75%|███████▌  | 624M/832M [01:27&lt;00:24, 9.04MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  91%|█████████▏| 758M/830M [01:27&lt;00:08, 9.06MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  93%|█████████▎| 768M/824M [01:28&lt;00:06, 9.03MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  52%|█████▏    | 438M/835M [01:27&lt;01:20, 5.15MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  77%|███████▋  | 634M/822M [01:27&lt;00:21, 9.01MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  75%|███████▌  | 625M/832M [01:27&lt;00:24, 8.92MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  91%|█████████▏| 759M/830M [01:27&lt;00:08, 9.05MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  93%|█████████▎| 769M/824M [01:28&lt;00:06, 9.10MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 439M/835M [01:28&lt;01:20, 5.16MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  77%|███████▋  | 635M/822M [01:27&lt;00:21, 9.14MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  75%|███████▌  | 626M/832M [01:27&lt;00:23, 9.14MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  92%|█████████▏| 760M/830M [01:27&lt;00:07, 9.18MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  93%|█████████▎| 770M/824M [01:28&lt;00:06, 9.09MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 439M/835M [01:28&lt;01:21, 5.12MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  77%|███████▋  | 636M/822M [01:28&lt;00:21, 8.92MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  75%|███████▌  | 627M/832M [01:28&lt;00:24, 8.95MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  92%|█████████▏| 761M/830M [01:27&lt;00:08, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  94%|█████████▎| 771M/824M [01:28&lt;00:06, 8.83MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 440M/835M [01:28&lt;01:22, 5.01MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  77%|███████▋  | 637M/822M [01:28&lt;00:22, 8.78MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  75%|███████▌  | 628M/832M [01:28&lt;00:24, 8.84MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  92%|█████████▏| 762M/830M [01:27&lt;00:08, 8.85MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  94%|█████████▎| 772M/824M [01:28&lt;00:06, 8.72MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 440M/835M [01:28&lt;01:24, 4.88MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  78%|███████▊  | 638M/822M [01:28&lt;00:22, 8.49MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  76%|███████▌  | 629M/832M [01:28&lt;00:24, 8.60MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  92%|█████████▏| 763M/830M [01:27&lt;00:08, 8.58MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  94%|█████████▍| 773M/824M [01:28&lt;00:06, 8.49MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 441M/835M [01:28&lt;01:25, 4.84MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  78%|███████▊  | 639M/822M [01:28&lt;00:22, 8.41MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  76%|███████▌  | 629M/832M [01:28&lt;00:24, 8.58MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  92%|█████████▏| 764M/830M [01:27&lt;00:08, 8.42MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  94%|█████████▍| 774M/824M [01:28&lt;00:06, 8.47MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 441M/835M [01:28&lt;01:26, 4.79MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  78%|███████▊  | 640M/822M [01:28&lt;00:23, 8.19MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  76%|███████▌  | 630M/832M [01:28&lt;00:24, 8.54MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  92%|█████████▏| 765M/830M [01:27&lt;00:08, 8.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  94%|█████████▍| 774M/824M [01:28&lt;00:06, 8.25MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 442M/835M [01:28&lt;01:27, 4.73MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  78%|███████▊  | 640M/822M [01:28&lt;00:23, 8.16MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  76%|███████▌  | 631M/832M [01:28&lt;00:25, 8.21MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  92%|█████████▏| 765M/830M [01:27&lt;00:08, 8.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  94%|█████████▍| 775M/824M [01:28&lt;00:06, 8.18MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 442M/835M [01:28&lt;01:27, 4.72MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  78%|███████▊  | 641M/822M [01:28&lt;00:22, 8.29MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  76%|███████▌  | 632M/832M [01:28&lt;00:25, 8.09MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  92%|█████████▏| 766M/830M [01:28&lt;00:07, 8.49MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  94%|█████████▍| 776M/824M [01:28&lt;00:05, 8.42MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 443M/835M [01:28&lt;01:25, 4.81MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  78%|███████▊  | 642M/822M [01:28&lt;00:22, 8.32MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  76%|███████▌  | 633M/832M [01:28&lt;00:25, 8.13MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  92%|█████████▏| 767M/830M [01:28&lt;00:07, 8.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  94%|█████████▍| 777M/824M [01:29&lt;00:05, 8.21MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 443M/835M [01:28&lt;01:27, 4.72MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  78%|███████▊  | 643M/822M [01:28&lt;00:22, 8.26MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  76%|███████▌  | 633M/832M [01:28&lt;00:25, 8.18MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  92%|█████████▏| 768M/830M [01:28&lt;00:07, 8.42MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  94%|█████████▍| 778M/824M [01:29&lt;00:05, 8.14MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 444M/835M [01:29&lt;01:26, 4.73MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  78%|███████▊  | 644M/822M [01:29&lt;00:22, 8.14MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  76%|███████▌  | 634M/832M [01:28&lt;00:25, 8.10MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  93%|█████████▎| 769M/830M [01:28&lt;00:07, 8.22MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  94%|█████████▍| 778M/824M [01:29&lt;00:05, 8.11MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 444M/835M [01:29&lt;01:27, 4.68MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  78%|███████▊  | 644M/822M [01:29&lt;00:22, 8.20MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  76%|███████▋  | 635M/832M [01:29&lt;00:24, 8.30MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  93%|█████████▎| 770M/830M [01:28&lt;00:07, 8.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  95%|█████████▍| 779M/824M [01:29&lt;00:05, 8.41MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 445M/835M [01:29&lt;01:25, 4.82MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  78%|███████▊  | 645M/822M [01:29&lt;00:22, 8.37MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  76%|███████▋  | 636M/832M [01:29&lt;00:24, 8.44MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  93%|█████████▎| 770M/830M [01:28&lt;00:07, 8.61MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  95%|█████████▍| 780M/824M [01:29&lt;00:05, 8.52MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 445M/835M [01:29&lt;01:23, 4.92MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  79%|███████▊  | 646M/822M [01:29&lt;00:21, 8.60MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  77%|███████▋  | 637M/832M [01:29&lt;00:23, 8.68MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  93%|█████████▎| 771M/830M [01:28&lt;00:07, 8.65MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  95%|█████████▍| 781M/824M [01:29&lt;00:05, 8.72MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 446M/835M [01:29&lt;01:20, 5.05MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  79%|███████▊  | 647M/822M [01:29&lt;00:20, 8.80MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  77%|███████▋  | 638M/832M [01:29&lt;00:22, 8.88MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  93%|█████████▎| 772M/830M [01:28&lt;00:06, 8.79MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  95%|█████████▍| 782M/824M [01:29&lt;00:04, 8.80MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 446M/835M [01:29&lt;01:20, 5.09MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  79%|███████▉  | 648M/822M [01:29&lt;00:20, 8.85MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  77%|███████▋  | 639M/832M [01:29&lt;00:22, 8.89MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  93%|█████████▎| 773M/830M [01:28&lt;00:06, 8.80MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  95%|█████████▌| 783M/824M [01:29&lt;00:04, 8.79MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  53%|█████▎    | 447M/835M [01:29&lt;01:19, 5.12MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  79%|███████▉  | 649M/822M [01:29&lt;00:20, 8.74MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  77%|███████▋  | 639M/832M [01:29&lt;00:22, 8.92MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  93%|█████████▎| 774M/830M [01:28&lt;00:06, 8.75MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  95%|█████████▌| 784M/824M [01:29&lt;00:04, 8.84MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▎    | 447M/835M [01:29&lt;01:19, 5.10MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  79%|███████▉  | 650M/822M [01:29&lt;00:20, 8.75MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  77%|███████▋  | 640M/832M [01:29&lt;00:22, 8.82MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  93%|█████████▎| 775M/830M [01:29&lt;00:06, 8.79MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  95%|█████████▌| 784M/824M [01:30&lt;00:04, 8.79MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▎    | 448M/835M [01:29&lt;01:19, 5.12MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  79%|███████▉  | 650M/822M [01:29&lt;00:20, 8.88MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  77%|███████▋  | 641M/832M [01:29&lt;00:21, 9.11MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  93%|█████████▎| 776M/830M [01:29&lt;00:06, 8.90MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  95%|█████████▌| 785M/824M [01:30&lt;00:04, 8.90MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▎    | 448M/835M [01:30&lt;01:18, 5.15MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  79%|███████▉  | 651M/822M [01:29&lt;00:19, 9.03MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  77%|███████▋  | 642M/832M [01:29&lt;00:22, 8.98MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  94%|█████████▎| 776M/830M [01:29&lt;00:06, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  95%|█████████▌| 786M/824M [01:30&lt;00:04, 8.96MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▎    | 449M/835M [01:30&lt;01:19, 5.13MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  79%|███████▉  | 652M/822M [01:30&lt;00:19, 8.97MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  77%|███████▋  | 643M/832M [01:30&lt;00:21, 9.13MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  94%|█████████▎| 777M/830M [01:29&lt;00:06, 9.06MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  96%|█████████▌| 787M/824M [01:30&lt;00:04, 8.88MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 449M/835M [01:30&lt;01:18, 5.15MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  79%|███████▉  | 653M/822M [01:30&lt;00:19, 9.00MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  77%|███████▋  | 644M/832M [01:30&lt;00:21, 9.03MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  94%|█████████▎| 778M/830M [01:29&lt;00:06, 9.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  96%|█████████▌| 788M/824M [01:30&lt;00:04, 8.92MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 450M/835M [01:30&lt;01:18, 5.17MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  80%|███████▉  | 654M/822M [01:30&lt;00:19, 9.00MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  77%|███████▋  | 645M/832M [01:30&lt;00:21, 9.07MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  94%|█████████▍| 779M/830M [01:29&lt;00:05, 9.01MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  96%|█████████▌| 789M/824M [01:30&lt;00:04, 8.92MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 450M/835M [01:30&lt;01:17, 5.22MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  80%|███████▉  | 655M/822M [01:30&lt;00:19, 9.04MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  78%|███████▊  | 646M/832M [01:30&lt;00:21, 9.07MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  94%|█████████▍| 780M/830M [01:29&lt;00:05, 8.95MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  96%|█████████▌| 790M/824M [01:30&lt;00:04, 8.90MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 451M/835M [01:30&lt;01:18, 5.12MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  80%|███████▉  | 656M/822M [01:30&lt;00:19, 9.02MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  78%|███████▊  | 646M/832M [01:30&lt;00:21, 9.04MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  94%|█████████▍| 781M/830M [01:29&lt;00:05, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  96%|█████████▌| 791M/824M [01:30&lt;00:03, 9.01MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 451M/835M [01:30&lt;01:17, 5.20MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  80%|███████▉  | 657M/822M [01:30&lt;00:19, 9.01MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  78%|███████▊  | 647M/832M [01:30&lt;00:21, 9.06MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  94%|█████████▍| 782M/830M [01:29&lt;00:05, 9.00MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  96%|█████████▌| 791M/824M [01:30&lt;00:03, 9.15MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 452M/835M [01:30&lt;01:17, 5.19MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  80%|███████▉  | 658M/822M [01:30&lt;00:19, 9.02MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  78%|███████▊  | 648M/832M [01:30&lt;00:21, 9.00MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  94%|█████████▍| 783M/830M [01:29&lt;00:05, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  96%|█████████▌| 792M/824M [01:30&lt;00:03, 9.10MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 452M/835M [01:30&lt;01:17, 5.19MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  80%|████████  | 658M/822M [01:30&lt;00:19, 8.88MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  78%|███████▊  | 649M/832M [01:30&lt;00:21, 8.94MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  94%|█████████▍| 784M/830M [01:30&lt;00:05, 8.92MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  96%|█████████▋| 793M/824M [01:31&lt;00:03, 9.09MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 453M/835M [01:30&lt;01:18, 5.13MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  80%|████████  | 659M/822M [01:30&lt;00:19, 8.96MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  78%|███████▊  | 650M/832M [01:30&lt;00:21, 8.95MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  94%|█████████▍| 784M/830M [01:30&lt;00:05, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  96%|█████████▋| 794M/824M [01:31&lt;00:03, 9.04MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 453M/835M [01:31&lt;01:17, 5.14MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  80%|████████  | 660M/822M [01:30&lt;00:18, 9.12MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  78%|███████▊  | 651M/832M [01:30&lt;00:20, 9.15MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  95%|█████████▍| 785M/830M [01:30&lt;00:05, 9.01MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  97%|█████████▋| 795M/824M [01:31&lt;00:03, 9.21MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 454M/835M [01:31&lt;01:17, 5.19MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  80%|████████  | 661M/822M [01:31&lt;00:18, 9.17MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  78%|███████▊  | 652M/832M [01:31&lt;00:20, 9.04MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  95%|█████████▍| 786M/830M [01:30&lt;00:05, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  97%|█████████▋| 796M/824M [01:31&lt;00:03, 9.10MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 454M/835M [01:31&lt;01:17, 5.15MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  81%|████████  | 662M/822M [01:31&lt;00:18, 9.01MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  78%|███████▊  | 653M/832M [01:31&lt;00:20, 9.19MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  95%|█████████▍| 787M/830M [01:30&lt;00:05, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  97%|█████████▋| 797M/824M [01:31&lt;00:03, 9.15MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 455M/835M [01:31&lt;01:15, 5.26MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  81%|████████  | 663M/822M [01:31&lt;00:18, 9.18MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  95%|█████████▍| 788M/830M [01:30&lt;00:04, 9.11MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  79%|███████▊  | 654M/832M [01:31&lt;00:20, 8.97MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  97%|█████████▋| 798M/824M [01:31&lt;00:03, 8.97MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  54%|█████▍    | 455M/835M [01:31&lt;01:17, 5.15MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  81%|████████  | 664M/822M [01:31&lt;00:18, 9.03MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  95%|█████████▍| 789M/830M [01:30&lt;00:04, 9.10MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  79%|███████▊  | 654M/832M [01:31&lt;00:20, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  97%|█████████▋| 799M/824M [01:31&lt;00:02, 8.99MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▍    | 456M/835M [01:31&lt;01:17, 5.16MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  81%|████████  | 665M/822M [01:31&lt;00:18, 9.02MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  95%|█████████▌| 790M/830M [01:30&lt;00:04, 9.10MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  79%|███████▉  | 655M/832M [01:31&lt;00:20, 9.05MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  97%|█████████▋| 799M/824M [01:31&lt;00:02, 9.07MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▍    | 456M/835M [01:31&lt;01:17, 5.14MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  81%|████████  | 666M/822M [01:31&lt;00:18, 9.04MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  95%|█████████▌| 791M/830M [01:30&lt;00:04, 9.05MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  79%|███████▉  | 656M/832M [01:31&lt;00:20, 8.92MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  97%|█████████▋| 800M/824M [01:31&lt;00:02, 8.99MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▍    | 457M/835M [01:31&lt;01:17, 5.14MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  81%|████████  | 666M/822M [01:31&lt;00:18, 8.93MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  95%|█████████▌| 791M/830M [01:30&lt;00:04, 9.08MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  79%|███████▉  | 657M/832M [01:31&lt;00:20, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  97%|█████████▋| 801M/824M [01:31&lt;00:02, 8.99MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▍    | 457M/835M [01:31&lt;01:16, 5.16MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  81%|████████  | 667M/822M [01:31&lt;00:17, 9.09MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  95%|█████████▌| 792M/830M [01:31&lt;00:04, 9.06MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  79%|███████▉  | 658M/832M [01:31&lt;00:20, 9.04MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  97%|█████████▋| 802M/824M [01:32&lt;00:02, 8.97MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▍    | 458M/835M [01:31&lt;01:16, 5.16MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  81%|████████▏ | 668M/822M [01:31&lt;00:18, 8.91MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  96%|█████████▌| 793M/830M [01:31&lt;00:04, 8.96MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  79%|███████▉  | 659M/832M [01:31&lt;00:20, 8.98MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  97%|█████████▋| 803M/824M [01:32&lt;00:02, 9.00MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▍    | 458M/835M [01:32&lt;01:16, 5.15MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  81%|████████▏ | 669M/822M [01:31&lt;00:17, 9.11MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  96%|█████████▌| 794M/830M [01:31&lt;00:04, 9.14MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  79%|███████▉  | 660M/832M [01:31&lt;00:19, 9.13MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  98%|█████████▊| 804M/824M [01:32&lt;00:02, 9.18MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▍    | 459M/835M [01:32&lt;01:16, 5.19MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  82%|████████▏ | 670M/822M [01:32&lt;00:17, 9.06MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  96%|█████████▌| 795M/830M [01:31&lt;00:04, 9.12MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  79%|███████▉  | 661M/832M [01:32&lt;00:19, 9.09MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  98%|█████████▊| 805M/824M [01:32&lt;00:02, 9.14MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▍    | 459M/835M [01:32&lt;01:15, 5.24MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  82%|████████▏ | 671M/822M [01:32&lt;00:17, 9.09MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  96%|█████████▌| 796M/830M [01:31&lt;00:03, 9.12MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  80%|███████▉  | 662M/832M [01:32&lt;00:19, 9.11MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  98%|█████████▊| 806M/824M [01:32&lt;00:02, 9.12MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▌    | 460M/835M [01:32&lt;01:13, 5.32MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  82%|████████▏ | 672M/822M [01:32&lt;00:17, 9.15MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  96%|█████████▌| 797M/830M [01:31&lt;00:03, 9.04MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  80%|███████▉  | 662M/832M [01:32&lt;00:19, 9.09MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  98%|█████████▊| 806M/824M [01:32&lt;00:01, 9.16MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▌    | 460M/835M [01:32&lt;01:15, 5.18MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  82%|████████▏ | 673M/822M [01:32&lt;00:17, 8.89MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  96%|█████████▌| 798M/830M [01:31&lt;00:03, 8.89MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  80%|███████▉  | 663M/832M [01:32&lt;00:19, 8.93MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  98%|█████████▊| 807M/824M [01:32&lt;00:01, 8.86MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▌    | 461M/835M [01:32&lt;01:17, 5.10MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  82%|████████▏ | 673M/822M [01:32&lt;00:17, 8.91MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  96%|█████████▌| 798M/830M [01:31&lt;00:03, 8.88MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  80%|███████▉  | 664M/832M [01:32&lt;00:19, 8.91MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  98%|█████████▊| 808M/824M [01:32&lt;00:01, 9.03MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▌    | 461M/835M [01:32&lt;01:16, 5.13MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  82%|████████▏ | 674M/822M [01:32&lt;00:17, 8.92MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  96%|█████████▋| 799M/830M [01:31&lt;00:03, 8.93MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  80%|███████▉  | 665M/832M [01:32&lt;00:19, 8.87MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  98%|█████████▊| 809M/824M [01:32&lt;00:01, 8.94MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▌    | 462M/835M [01:32&lt;01:15, 5.21MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  82%|████████▏ | 675M/822M [01:32&lt;00:17, 9.05MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  96%|█████████▋| 800M/830M [01:32&lt;00:03, 9.03MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  80%|████████  | 666M/832M [01:32&lt;00:19, 8.99MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  98%|█████████▊| 810M/824M [01:32&lt;00:01, 9.06MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▌    | 462M/835M [01:32&lt;01:14, 5.28MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  82%|████████▏ | 676M/822M [01:32&lt;00:16, 9.02MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  96%|█████████▋| 801M/830M [01:32&lt;00:03, 9.11MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  80%|████████  | 667M/832M [01:32&lt;00:19, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  98%|█████████▊| 811M/824M [01:33&lt;00:01, 9.06MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▌    | 463M/835M [01:32&lt;01:14, 5.22MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  82%|████████▏ | 677M/822M [01:32&lt;00:17, 8.93MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  97%|█████████▋| 802M/830M [01:32&lt;00:03, 8.91MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  80%|████████  | 668M/832M [01:32&lt;00:19, 8.84MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  99%|█████████▊| 812M/824M [01:33&lt;00:01, 8.86MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  55%|█████▌    | 463M/835M [01:33&lt;01:16, 5.12MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  82%|████████▏ | 678M/822M [01:33&lt;00:17, 8.85MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  97%|█████████▋| 803M/830M [01:32&lt;00:03, 8.96MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  80%|████████  | 669M/832M [01:32&lt;00:19, 8.96MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  99%|█████████▊| 813M/824M [01:33&lt;00:01, 8.94MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 464M/835M [01:33&lt;01:15, 5.14MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  83%|████████▎ | 679M/822M [01:33&lt;00:16, 9.06MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  97%|█████████▋| 804M/830M [01:32&lt;00:03, 9.02MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  80%|████████  | 669M/832M [01:33&lt;00:19, 8.92MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  99%|█████████▉| 814M/824M [01:33&lt;00:01, 9.03MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 464M/835M [01:33&lt;01:16, 5.09MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  83%|████████▎ | 680M/822M [01:33&lt;00:16, 9.01MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  97%|█████████▋| 805M/830M [01:32&lt;00:02, 9.06MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  81%|████████  | 670M/832M [01:33&lt;00:18, 8.99MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  99%|█████████▉| 814M/824M [01:33&lt;00:01, 9.00MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 465M/835M [01:33&lt;01:16, 5.11MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  83%|████████▎ | 681M/822M [01:33&lt;00:16, 9.01MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  97%|█████████▋| 806M/830M [01:32&lt;00:02, 9.01MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  81%|████████  | 671M/832M [01:33&lt;00:18, 8.88MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  99%|█████████▉| 815M/824M [01:33&lt;00:00, 8.86MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 465M/835M [01:33&lt;01:16, 5.09MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  83%|████████▎ | 681M/822M [01:33&lt;00:16, 8.87MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  97%|█████████▋| 806M/830M [01:32&lt;00:02, 9.05MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  81%|████████  | 672M/832M [01:33&lt;00:18, 8.91MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  99%|█████████▉| 816M/824M [01:33&lt;00:00, 9.01MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 466M/835M [01:33&lt;01:14, 5.17MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  83%|████████▎ | 682M/822M [01:33&lt;00:16, 9.02MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  97%|█████████▋| 807M/830M [01:32&lt;00:02, 9.08MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  81%|████████  | 673M/832M [01:33&lt;00:18, 9.01MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  99%|█████████▉| 817M/824M [01:33&lt;00:00, 9.01MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 466M/835M [01:33&lt;01:15, 5.12MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  83%|████████▎ | 683M/822M [01:33&lt;00:16, 8.97MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  97%|█████████▋| 808M/830M [01:32&lt;00:02, 9.13MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  81%|████████  | 674M/832M [01:33&lt;00:18, 9.08MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  99%|█████████▉| 818M/824M [01:33&lt;00:00, 8.99MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 467M/835M [01:33&lt;01:15, 5.14MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  83%|████████▎ | 684M/822M [01:33&lt;00:15, 9.08MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  97%|█████████▋| 809M/830M [01:33&lt;00:02, 9.06MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  81%|████████  | 675M/832M [01:33&lt;00:18, 9.03MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  99%|█████████▉| 819M/824M [01:34&lt;00:00, 9.15MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 467M/835M [01:33&lt;01:14, 5.16MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  83%|████████▎ | 685M/822M [01:33&lt;00:15, 9.00MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  98%|█████████▊| 810M/830M [01:33&lt;00:02, 9.08MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  81%|████████  | 676M/832M [01:33&lt;00:17, 9.16MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif: 100%|█████████▉| 820M/824M [01:34&lt;00:00, 9.12MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 468M/835M [01:34&lt;01:14, 5.18MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  83%|████████▎ | 686M/822M [01:33&lt;00:15, 9.12MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  98%|█████████▊| 811M/830M [01:33&lt;00:02, 9.15MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  81%|████████▏ | 677M/832M [01:33&lt;00:17, 9.24MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif: 100%|█████████▉| 821M/824M [01:34&lt;00:00, 9.26MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 468M/835M [01:34&lt;01:12, 5.29MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  84%|████████▎ | 687M/822M [01:34&lt;00:15, 9.18MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  98%|█████████▊| 812M/830M [01:33&lt;00:02, 9.22MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  81%|████████▏ | 677M/832M [01:34&lt;00:17, 9.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif: 100%|█████████▉| 822M/824M [01:34&lt;00:00, 9.33MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 469M/835M [01:34&lt;01:12, 5.31MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  84%|████████▎ | 688M/822M [01:34&lt;00:15, 9.09MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  98%|█████████▊| 813M/830M [01:33&lt;00:02, 9.17MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  82%|████████▏ | 678M/832M [01:34&lt;00:17, 9.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif: 100%|█████████▉| 822M/824M [01:34&lt;00:00, 9.20MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▌    | 469M/835M [01:34&lt;01:13, 5.25MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  84%|████████▍ | 689M/822M [01:34&lt;00:15, 9.23MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  98%|█████████▊| 813M/830M [01:33&lt;00:01, 9.15MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  82%|████████▏ | 679M/832M [01:34&lt;00:17, 9.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-01_meg.fif: 100%|█████████▉| 823M/824M [01:34&lt;00:00, 9.33MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▋    | 470M/835M [01:34&lt;01:11, 5.33MB/s]
-
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  98%|█████████▊| 814M/830M [01:33&lt;00:01, 9.04MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  84%|████████▍ | 689M/822M [01:34&lt;00:15, 9.06MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  82%|████████▏ | 680M/832M [01:34&lt;00:17, 9.31MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▋    | 470M/835M [01:34&lt;01:15, 5.08MB/s]
-sub-16_ses-meg_task-facerecognition_events.tsv:   0%|          | 0.00/8.75k [00:00&lt;?, ?B/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  84%|████████▍ | 690M/822M [01:34&lt;00:15, 8.80MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  98%|█████████▊| 815M/830M [01:33&lt;00:01, 8.71MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  82%|████████▏ | 681M/832M [01:34&lt;00:17, 8.84MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▋    | 471M/835M [01:34&lt;01:16, 4.98MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  84%|████████▍ | 691M/822M [01:34&lt;00:15, 9.05MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  98%|█████████▊| 816M/830M [01:33&lt;00:01, 9.05MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  82%|████████▏ | 682M/832M [01:34&lt;00:17, 9.16MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  56%|█████▋    | 472M/835M [01:34&lt;01:09, 5.47MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  84%|████████▍ | 692M/822M [01:34&lt;00:14, 9.66MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  98%|█████████▊| 817M/830M [01:33&lt;00:01, 9.70MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   0%|          | 0.00/824M [00:00&lt;?, ?B/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  82%|████████▏ | 683M/832M [01:34&lt;00:16, 9.72MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 472M/835M [01:34&lt;01:09, 5.47MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   0%|          | 525k/824M [00:00&lt;02:41, 5.36MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  84%|████████▍ | 693M/822M [01:34&lt;00:14, 9.49MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  99%|█████████▊| 818M/830M [01:34&lt;00:01, 9.35MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  82%|████████▏ | 684M/832M [01:34&lt;00:16, 9.37MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 473M/835M [01:34&lt;01:11, 5.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   0%|          | 1.03M/824M [00:00&lt;02:44, 5.24MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  84%|████████▍ | 694M/822M [01:34&lt;00:14, 9.26MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  99%|█████████▊| 819M/830M [01:34&lt;00:01, 9.31MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  82%|████████▏ | 685M/832M [01:34&lt;00:16, 9.29MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 473M/835M [01:35&lt;01:10, 5.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   0%|          | 1.54M/824M [00:00&lt;02:43, 5.26MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  85%|████████▍ | 695M/822M [01:34&lt;00:14, 9.27MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  99%|█████████▉| 820M/830M [01:34&lt;00:01, 9.24MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  82%|████████▏ | 686M/832M [01:34&lt;00:16, 9.47MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 474M/835M [01:35&lt;01:10, 5.40MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   0%|          | 2.08M/824M [00:00&lt;02:38, 5.42MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  85%|████████▍ | 696M/822M [01:35&lt;00:14, 9.30MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  99%|█████████▉| 821M/830M [01:34&lt;00:01, 9.20MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  83%|████████▎ | 687M/832M [01:35&lt;00:16, 9.35MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 474M/835M [01:35&lt;01:12, 5.25MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   0%|          | 2.96M/824M [00:00&lt;02:07, 6.75MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  85%|████████▍ | 697M/822M [01:35&lt;00:14, 9.19MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  99%|█████████▉| 822M/830M [01:34&lt;00:00, 9.14MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  83%|████████▎ | 688M/832M [01:35&lt;00:16, 9.23MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 475M/835M [01:35&lt;01:11, 5.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   0%|          | 3.82M/824M [00:00&lt;01:55, 7.44MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  85%|████████▍ | 698M/822M [01:35&lt;00:14, 9.11MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  99%|█████████▉| 823M/830M [01:34&lt;00:00, 9.06MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  83%|████████▎ | 689M/832M [01:35&lt;00:16, 9.19MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 475M/835M [01:35&lt;01:12, 5.18MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|          | 4.69M/824M [00:00&lt;01:47, 7.95MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  85%|████████▍ | 699M/822M [01:35&lt;00:14, 9.05MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  99%|█████████▉| 824M/830M [01:34&lt;00:00, 9.13MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  83%|████████▎ | 690M/832M [01:35&lt;00:16, 9.17MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 476M/835M [01:35&lt;01:12, 5.24MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|          | 5.57M/824M [00:00&lt;01:42, 8.33MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  85%|████████▌ | 700M/822M [01:35&lt;00:14, 9.06MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  99%|█████████▉| 824M/830M [01:34&lt;00:00, 9.12MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  83%|████████▎ | 690M/832M [01:35&lt;00:16, 9.19MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 476M/835M [01:35&lt;01:11, 5.24MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|          | 6.43M/824M [00:00&lt;01:40, 8.52MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  85%|████████▌ | 700M/822M [01:35&lt;00:14, 8.99MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  99%|█████████▉| 825M/830M [01:34&lt;00:00, 9.10MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  83%|████████▎ | 691M/832M [01:35&lt;00:16, 9.09MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 477M/835M [01:35&lt;01:11, 5.23MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|          | 7.30M/824M [00:01&lt;01:39, 8.65MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  85%|████████▌ | 701M/822M [01:35&lt;00:13, 9.08MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif: 100%|█████████▉| 826M/830M [01:34&lt;00:00, 9.07MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  83%|████████▎ | 692M/832M [01:35&lt;00:16, 9.08MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 477M/835M [01:35&lt;01:11, 5.26MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|          | 8.24M/824M [00:01&lt;01:35, 8.97MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  85%|████████▌ | 702M/822M [01:35&lt;00:13, 9.12MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif: 100%|█████████▉| 827M/830M [01:35&lt;00:00, 9.20MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  83%|████████▎ | 693M/832M [01:35&lt;00:15, 9.16MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 478M/835M [01:35&lt;01:12, 5.21MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|          | 9.10M/824M [00:01&lt;01:35, 8.92MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  86%|████████▌ | 703M/822M [01:35&lt;00:13, 9.11MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif: 100%|█████████▉| 828M/830M [01:35&lt;00:00, 9.21MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  83%|████████▎ | 694M/832M [01:35&lt;00:15, 9.18MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|          | 10.0M/824M [00:01&lt;01:32, 9.18MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 478M/835M [01:36&lt;01:10, 5.29MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  86%|████████▌ | 704M/822M [01:35&lt;00:13, 9.31MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif: 100%|█████████▉| 829M/830M [01:35&lt;00:00, 9.24MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  84%|████████▎ | 695M/832M [01:35&lt;00:15, 9.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|▏         | 10.9M/824M [00:01&lt;01:31, 9.27MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 479M/835M [01:36&lt;01:09, 5.36MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  86%|████████▌ | 705M/822M [01:36&lt;00:13, 9.30MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_meg.fif: 100%|█████████▉| 830M/830M [01:35&lt;00:00, 9.36MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  84%|████████▎ | 696M/832M [01:36&lt;00:15, 9.36MB/s]
-
-
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 479M/835M [01:36&lt;01:10, 5.27MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   1%|▏         | 11.8M/824M [00:01&lt;01:33, 9.06MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  86%|████████▌ | 706M/822M [01:36&lt;00:13, 9.23MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  84%|████████▎ | 697M/832M [01:36&lt;00:15, 8.96MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   2%|▏         | 12.8M/824M [00:01&lt;01:31, 9.27MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  57%|█████▋    | 480M/835M [01:36&lt;01:10, 5.27MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-04_events.tsv:   0%|          | 0.00/6.23k [00:00&lt;?, ?B/s]
-
-
-
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  86%|████████▌ | 707M/822M [01:36&lt;00:13, 9.18MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  84%|████████▍ | 698M/832M [01:36&lt;00:15, 9.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   2%|▏         | 13.8M/824M [00:01&lt;01:28, 9.61MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 480M/835M [01:36&lt;01:08, 5.43MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  86%|████████▌ | 708M/822M [01:36&lt;00:12, 9.60MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  84%|████████▍ | 699M/832M [01:36&lt;00:14, 9.91MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   2%|▏         | 14.8M/824M [00:01&lt;01:24, 10.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 481M/835M [01:36&lt;01:05, 5.66MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  86%|████████▌ | 709M/822M [01:36&lt;00:11, 10.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  84%|████████▍ | 700M/832M [01:36&lt;00:13, 10.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   2%|▏         | 16.0M/824M [00:01&lt;01:20, 10.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 482M/835M [01:36&lt;01:03, 5.86MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  86%|████████▋ | 710M/822M [01:36&lt;00:11, 10.4MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  84%|████████▍ | 701M/832M [01:36&lt;00:13, 10.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 482M/835M [01:36&lt;01:01, 6.02MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   2%|▏         | 17.0M/824M [00:02&lt;01:19, 10.6MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  86%|████████▋ | 711M/822M [01:36&lt;00:10, 10.7MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  84%|████████▍ | 702M/832M [01:36&lt;00:12, 10.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 483M/835M [01:36&lt;01:00, 6.15MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   2%|▏         | 18.1M/824M [00:02&lt;01:17, 10.9MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  87%|████████▋ | 712M/822M [01:36&lt;00:10, 10.9MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  85%|████████▍ | 703M/832M [01:36&lt;00:12, 10.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 484M/835M [01:37&lt;00:59, 6.17MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   2%|▏         | 19.2M/824M [00:02&lt;01:16, 11.1MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  87%|████████▋ | 713M/822M [01:36&lt;00:10, 10.9MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  85%|████████▍ | 704M/832M [01:36&lt;00:12, 11.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 484M/835M [01:37&lt;00:58, 6.25MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   2%|▏         | 20.3M/824M [00:02&lt;01:16, 11.1MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  87%|████████▋ | 714M/822M [01:37&lt;00:10, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  85%|████████▍ | 705M/832M [01:37&lt;00:12, 11.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 485M/835M [01:37&lt;00:58, 6.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   3%|▎         | 21.4M/824M [00:02&lt;01:15, 11.2MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  87%|████████▋ | 715M/822M [01:37&lt;00:10, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  85%|████████▍ | 706M/832M [01:37&lt;00:11, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 485M/835M [01:37&lt;00:58, 6.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   3%|▎         | 22.5M/824M [00:02&lt;01:14, 11.2MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  87%|████████▋ | 716M/822M [01:37&lt;00:09, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  85%|████████▌ | 707M/832M [01:37&lt;00:11, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 486M/835M [01:37&lt;00:58, 6.26MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   3%|▎         | 23.6M/824M [00:02&lt;01:14, 11.2MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  87%|████████▋ | 717M/822M [01:37&lt;00:09, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  85%|████████▌ | 708M/832M [01:37&lt;00:11, 11.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 487M/835M [01:37&lt;00:57, 6.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   3%|▎         | 24.7M/824M [00:02&lt;01:14, 11.3MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  87%|████████▋ | 719M/822M [01:37&lt;00:09, 11.3MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  85%|████████▌ | 710M/832M [01:37&lt;00:11, 11.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 487M/835M [01:37&lt;00:58, 6.25MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   3%|▎         | 25.8M/824M [00:02&lt;01:15, 11.1MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  88%|████████▊ | 720M/822M [01:37&lt;00:09, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  85%|████████▌ | 711M/832M [01:37&lt;00:11, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 488M/835M [01:37&lt;00:57, 6.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   3%|▎         | 26.9M/824M [00:02&lt;01:14, 11.2MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  88%|████████▊ | 721M/822M [01:37&lt;00:09, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  86%|████████▌ | 712M/832M [01:37&lt;00:11, 11.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  58%|█████▊    | 488M/835M [01:37&lt;00:57, 6.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   3%|▎         | 28.0M/824M [00:03&lt;01:14, 11.2MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  88%|████████▊ | 722M/822M [01:37&lt;00:09, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  86%|████████▌ | 713M/832M [01:37&lt;00:11, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  59%|█████▊    | 489M/835M [01:37&lt;00:56, 6.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   4%|▎         | 29.0M/824M [00:03&lt;01:15, 11.0MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  88%|████████▊ | 723M/822M [01:37&lt;00:09, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  86%|████████▌ | 714M/832M [01:37&lt;00:11, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  59%|█████▊    | 490M/835M [01:38&lt;00:57, 6.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   4%|▎         | 30.1M/824M [00:03&lt;01:14, 11.1MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  88%|████████▊ | 724M/822M [01:37&lt;00:09, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  86%|████████▌ | 715M/832M [01:37&lt;00:10, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  59%|█████▊    | 490M/835M [01:38&lt;00:56, 6.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   4%|▍         | 31.2M/824M [00:03&lt;01:14, 11.1MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  88%|████████▊ | 725M/822M [01:38&lt;00:09, 11.0MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  86%|████████▌ | 716M/832M [01:38&lt;00:10, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  59%|█████▉    | 491M/835M [01:38&lt;00:57, 6.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   4%|▍         | 32.3M/824M [00:03&lt;01:15, 11.0MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  88%|████████▊ | 726M/822M [01:38&lt;00:09, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  86%|████████▌ | 717M/832M [01:38&lt;00:10, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  59%|█████▉    | 492M/835M [01:38&lt;00:57, 6.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   4%|▍         | 33.3M/824M [00:03&lt;01:14, 11.1MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  88%|████████▊ | 727M/822M [01:38&lt;00:08, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  86%|████████▋ | 718M/832M [01:38&lt;00:10, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  59%|█████▉    | 492M/835M [01:38&lt;00:56, 6.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   4%|▍         | 34.5M/824M [00:03&lt;01:13, 11.3MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  89%|████████▊ | 728M/822M [01:38&lt;00:08, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  86%|████████▋ | 719M/832M [01:38&lt;00:10, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  59%|█████▉    | 493M/835M [01:38&lt;00:56, 6.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   4%|▍         | 35.6M/824M [00:03&lt;01:12, 11.3MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  89%|████████▊ | 729M/822M [01:38&lt;00:08, 11.4MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  87%|████████▋ | 720M/832M [01:38&lt;00:10, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  59%|█████▉    | 493M/835M [01:38&lt;00:56, 6.37MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   4%|▍         | 36.7M/824M [00:03&lt;01:13, 11.3MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  89%|████████▉ | 731M/822M [01:38&lt;00:08, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  87%|████████▋ | 722M/832M [01:38&lt;00:10, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  59%|█████▉    | 494M/835M [01:38&lt;00:56, 6.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   5%|▍         | 37.8M/824M [00:03&lt;01:13, 11.2MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  89%|████████▉ | 732M/822M [01:38&lt;00:08, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  87%|████████▋ | 723M/832M [01:38&lt;00:10, 11.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   5%|▍         | 38.8M/824M [00:04&lt;01:13, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  59%|█████▉    | 495M/835M [01:38&lt;00:57, 6.24MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  89%|████████▉ | 733M/822M [01:38&lt;00:08, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  87%|████████▋ | 724M/832M [01:38&lt;00:10, 11.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   5%|▍         | 40.0M/824M [00:04&lt;01:12, 11.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  59%|█████▉    | 495M/835M [01:38&lt;00:56, 6.29MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  89%|████████▉ | 734M/822M [01:38&lt;00:08, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  87%|████████▋ | 725M/832M [01:38&lt;00:10, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  59%|█████▉    | 496M/835M [01:39&lt;00:56, 6.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   5%|▍         | 41.1M/824M [00:04&lt;01:13, 11.2MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  89%|████████▉ | 735M/822M [01:38&lt;00:08, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  87%|████████▋ | 726M/832M [01:38&lt;00:10, 11.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  59%|█████▉    | 496M/835M [01:39&lt;00:56, 6.26MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   5%|▌         | 42.1M/824M [00:04&lt;01:13, 11.1MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  90%|████████▉ | 736M/822M [01:39&lt;00:08, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  87%|████████▋ | 727M/832M [01:39&lt;00:09, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|█████▉    | 497M/835M [01:39&lt;00:56, 6.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   5%|▌         | 43.2M/824M [00:04&lt;01:13, 11.1MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  90%|████████▉ | 737M/822M [01:39&lt;00:08, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  88%|████████▊ | 728M/832M [01:39&lt;00:09, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|█████▉    | 498M/835M [01:39&lt;00:56, 6.29MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   5%|▌         | 44.3M/824M [00:04&lt;01:13, 11.2MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  90%|████████▉ | 738M/822M [01:39&lt;00:07, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  88%|████████▊ | 729M/832M [01:39&lt;00:09, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|█████▉    | 498M/835M [01:39&lt;00:55, 6.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   6%|▌         | 45.4M/824M [00:04&lt;01:12, 11.3MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  90%|████████▉ | 739M/822M [01:39&lt;00:07, 11.3MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  88%|████████▊ | 730M/832M [01:39&lt;00:09, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|█████▉    | 499M/835M [01:39&lt;00:55, 6.36MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   6%|▌         | 46.5M/824M [00:04&lt;01:12, 11.2MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  90%|█████████ | 740M/822M [01:39&lt;00:07, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  88%|████████▊ | 731M/832M [01:39&lt;00:09, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|█████▉    | 500M/835M [01:39&lt;00:55, 6.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   6%|▌         | 47.6M/824M [00:04&lt;01:12, 11.2MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  90%|█████████ | 741M/822M [01:39&lt;00:07, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  88%|████████▊ | 732M/832M [01:39&lt;00:09, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|█████▉    | 500M/835M [01:39&lt;00:55, 6.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   6%|▌         | 48.7M/824M [00:04&lt;01:12, 11.2MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  90%|█████████ | 742M/822M [01:39&lt;00:07, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  88%|████████▊ | 734M/832M [01:39&lt;00:09, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|█████▉    | 501M/835M [01:39&lt;00:55, 6.32MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   6%|▌         | 49.8M/824M [00:05&lt;01:12, 11.2MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  90%|█████████ | 744M/822M [01:39&lt;00:07, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  88%|████████▊ | 735M/832M [01:39&lt;00:09, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|██████    | 501M/835M [01:39&lt;00:55, 6.33MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   6%|▌         | 50.9M/824M [00:05&lt;01:12, 11.2MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  91%|█████████ | 745M/822M [01:39&lt;00:07, 11.3MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  88%|████████▊ | 736M/832M [01:39&lt;00:08, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|██████    | 502M/835M [01:40&lt;00:55, 6.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   6%|▋         | 52.0M/824M [00:05&lt;01:11, 11.3MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  91%|█████████ | 746M/822M [01:39&lt;00:07, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  89%|████████▊ | 737M/832M [01:39&lt;00:08, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|██████    | 503M/835M [01:40&lt;00:54, 6.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   6%|▋         | 53.1M/824M [00:05&lt;01:10, 11.4MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  91%|█████████ | 747M/822M [01:40&lt;00:07, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  89%|████████▊ | 738M/832M [01:40&lt;00:08, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|██████    | 503M/835M [01:40&lt;00:54, 6.38MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   7%|▋         | 54.2M/824M [00:05&lt;01:10, 11.4MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  91%|█████████ | 748M/822M [01:40&lt;00:06, 11.3MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  89%|████████▉ | 739M/832M [01:40&lt;00:08, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|██████    | 504M/835M [01:40&lt;00:54, 6.35MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   7%|▋         | 55.3M/824M [00:05&lt;01:12, 11.2MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  91%|█████████ | 749M/822M [01:40&lt;00:06, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  89%|████████▉ | 740M/832M [01:40&lt;00:08, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|██████    | 504M/835M [01:40&lt;00:53, 6.47MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   7%|▋         | 56.4M/824M [00:05&lt;01:10, 11.4MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  91%|█████████ | 750M/822M [01:40&lt;00:06, 11.3MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  89%|████████▉ | 741M/832M [01:40&lt;00:08, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  60%|██████    | 505M/835M [01:40&lt;00:53, 6.46MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  91%|█████████▏| 751M/822M [01:40&lt;00:06, 11.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   7%|▋         | 57.5M/824M [00:05&lt;01:12, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  89%|████████▉ | 742M/832M [01:40&lt;00:08, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  61%|██████    | 506M/835M [01:40&lt;00:54, 6.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   7%|▋         | 58.6M/824M [00:05&lt;01:12, 11.1MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  92%|█████████▏| 752M/822M [01:40&lt;00:06, 10.9MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  89%|████████▉ | 743M/832M [01:40&lt;00:08, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  61%|██████    | 506M/835M [01:40&lt;00:54, 6.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   7%|▋         | 59.7M/824M [00:06&lt;01:12, 11.0MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  92%|█████████▏| 753M/822M [01:40&lt;00:06, 10.9MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  89%|████████▉ | 744M/832M [01:40&lt;00:08, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  61%|██████    | 507M/835M [01:40&lt;00:54, 6.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   7%|▋         | 60.8M/824M [00:06&lt;01:11, 11.1MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  92%|█████████▏| 754M/822M [01:40&lt;00:06, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  90%|████████▉ | 746M/832M [01:40&lt;00:08, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  61%|██████    | 508M/835M [01:40&lt;00:54, 6.28MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   8%|▊         | 61.8M/824M [00:06&lt;01:12, 11.1MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  92%|█████████▏| 755M/822M [01:40&lt;00:06, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  90%|████████▉ | 747M/832M [01:40&lt;00:08, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  61%|██████    | 508M/835M [01:41&lt;00:54, 6.30MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   8%|▊         | 62.9M/824M [00:06&lt;01:11, 11.1MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  92%|█████████▏| 756M/822M [01:40&lt;00:06, 11.0MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  90%|████████▉ | 748M/832M [01:40&lt;00:07, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  61%|██████    | 509M/835M [01:41&lt;00:54, 6.24MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   8%|▊         | 64.0M/824M [00:06&lt;01:12, 11.0MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  92%|█████████▏| 758M/822M [01:41&lt;00:06, 11.0MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  90%|█████████ | 749M/832M [01:41&lt;00:07, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  61%|██████    | 509M/835M [01:41&lt;00:53, 6.34MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   8%|▊         | 65.1M/824M [00:06&lt;01:10, 11.3MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  92%|█████████▏| 759M/822M [01:41&lt;00:05, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  90%|█████████ | 750M/832M [01:41&lt;00:07, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  61%|██████    | 510M/835M [01:41&lt;00:53, 6.40MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   8%|▊         | 66.2M/824M [00:06&lt;01:11, 11.1MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  92%|█████████▏| 760M/822M [01:41&lt;00:05, 11.0MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  90%|█████████ | 751M/832M [01:41&lt;00:07, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  61%|██████    | 511M/835M [01:41&lt;00:53, 6.31MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   8%|▊         | 67.3M/824M [00:06&lt;01:10, 11.2MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  93%|█████████▎| 761M/822M [01:41&lt;00:05, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  90%|█████████ | 752M/832M [01:41&lt;00:07, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  61%|██████    | 511M/835M [01:41&lt;00:53, 6.40MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  93%|█████████▎| 762M/822M [01:41&lt;00:05, 11.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   8%|▊         | 68.4M/824M [00:06&lt;01:10, 11.3MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  91%|█████████ | 753M/832M [01:41&lt;00:07, 11.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  61%|██████▏   | 512M/835M [01:41&lt;00:53, 6.34MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  93%|█████████▎| 763M/822M [01:41&lt;00:05, 11.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   8%|▊         | 69.5M/824M [00:06&lt;01:10, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  91%|█████████ | 754M/832M [01:41&lt;00:07, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  61%|██████▏   | 513M/835M [01:41&lt;00:52, 6.41MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  93%|█████████▎| 764M/822M [01:41&lt;00:05, 11.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   9%|▊         | 70.6M/824M [00:07&lt;01:09, 11.4MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  91%|█████████ | 755M/832M [01:41&lt;00:07, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  61%|██████▏   | 513M/835M [01:41&lt;00:52, 6.47MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  93%|█████████▎| 765M/822M [01:41&lt;00:05, 11.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   9%|▊         | 71.7M/824M [00:07&lt;01:09, 11.3MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  91%|█████████ | 756M/832M [01:41&lt;00:07, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 514M/835M [01:42&lt;00:51, 6.49MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  93%|█████████▎| 766M/822M [01:41&lt;00:05, 11.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   9%|▉         | 72.9M/824M [00:07&lt;01:08, 11.5MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  91%|█████████ | 758M/832M [01:41&lt;00:06, 11.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 514M/835M [01:42&lt;00:52, 6.45MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  93%|█████████▎| 767M/822M [01:42&lt;00:05, 11.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   9%|▉         | 74.0M/824M [00:07&lt;01:09, 11.3MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  91%|█████████ | 759M/832M [01:42&lt;00:06, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 515M/835M [01:42&lt;00:52, 6.36MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  93%|█████████▎| 769M/822M [01:42&lt;00:05, 11.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   9%|▉         | 75.1M/824M [00:07&lt;01:10, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  91%|█████████▏| 760M/832M [01:42&lt;00:06, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 516M/835M [01:42&lt;00:53, 6.32MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  94%|█████████▎| 770M/822M [01:42&lt;00:04, 11.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   9%|▉         | 76.2M/824M [00:07&lt;01:10, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  91%|█████████▏| 761M/832M [01:42&lt;00:06, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 516M/835M [01:42&lt;00:52, 6.41MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  94%|█████████▍| 771M/822M [01:42&lt;00:04, 11.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:   9%|▉         | 77.2M/824M [00:07&lt;01:10, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  92%|█████████▏| 762M/832M [01:42&lt;00:06, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 517M/835M [01:42&lt;00:52, 6.35MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  94%|█████████▍| 772M/822M [01:42&lt;00:04, 11.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  10%|▉         | 78.4M/824M [00:07&lt;01:08, 11.3MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  92%|█████████▏| 763M/832M [01:42&lt;00:06, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 518M/835M [01:42&lt;00:51, 6.41MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  94%|█████████▍| 773M/822M [01:42&lt;00:04, 11.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  10%|▉         | 79.5M/824M [00:07&lt;01:09, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  92%|█████████▏| 764M/832M [01:42&lt;00:06, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 518M/835M [01:42&lt;00:52, 6.39MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  94%|█████████▍| 774M/822M [01:42&lt;00:04, 11.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  10%|▉         | 80.6M/824M [00:07&lt;01:08, 11.4MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  92%|█████████▏| 765M/832M [01:42&lt;00:06, 11.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 519M/835M [01:42&lt;00:51, 6.48MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  94%|█████████▍| 775M/822M [01:42&lt;00:04, 11.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  10%|▉         | 81.7M/824M [00:08&lt;01:09, 11.3MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  92%|█████████▏| 766M/832M [01:42&lt;00:06, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 519M/835M [01:42&lt;00:50, 6.57MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  94%|█████████▍| 776M/822M [01:42&lt;00:04, 11.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  10%|█         | 82.8M/824M [00:08&lt;01:07, 11.5MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  92%|█████████▏| 768M/832M [01:42&lt;00:05, 11.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 520M/835M [01:43&lt;00:50, 6.53MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  95%|█████████▍| 777M/822M [01:42&lt;00:04, 11.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  10%|█         | 83.9M/824M [00:08&lt;01:08, 11.3MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  92%|█████████▏| 769M/832M [01:42&lt;00:05, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 521M/835M [01:43&lt;00:51, 6.47MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  95%|█████████▍| 778M/822M [01:43&lt;00:04, 11.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  10%|█         | 85.1M/824M [00:08&lt;01:08, 11.3MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  93%|█████████▎| 770M/832M [01:43&lt;00:05, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 521M/835M [01:43&lt;00:51, 6.43MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  95%|█████████▍| 780M/822M [01:43&lt;00:03, 11.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  10%|█         | 86.1M/824M [00:08&lt;01:08, 11.4MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  93%|█████████▎| 771M/832M [01:43&lt;00:05, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  62%|██████▏   | 522M/835M [01:43&lt;00:51, 6.37MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  95%|█████████▍| 781M/822M [01:43&lt;00:03, 11.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  11%|█         | 87.2M/824M [00:08&lt;01:09, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  93%|█████████▎| 772M/832M [01:43&lt;00:05, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  63%|██████▎   | 523M/835M [01:43&lt;00:51, 6.36MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  95%|█████████▌| 782M/822M [01:43&lt;00:03, 11.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  11%|█         | 88.3M/824M [00:08&lt;01:08, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  93%|█████████▎| 773M/832M [01:43&lt;00:05, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  63%|██████▎   | 523M/835M [01:43&lt;00:51, 6.35MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  95%|█████████▌| 783M/822M [01:43&lt;00:03, 11.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  11%|█         | 89.4M/824M [00:08&lt;01:10, 11.0MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  93%|█████████▎| 774M/832M [01:43&lt;00:05, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  63%|██████▎   | 524M/835M [01:43&lt;00:51, 6.37MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  95%|█████████▌| 784M/822M [01:43&lt;00:03, 11.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  11%|█         | 90.5M/824M [00:08&lt;01:09, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  93%|█████████▎| 775M/832M [01:43&lt;00:05, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  63%|██████▎   | 524M/835M [01:43&lt;00:51, 6.37MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  95%|█████████▌| 785M/822M [01:43&lt;00:03, 11.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  11%|█         | 91.6M/824M [00:09&lt;01:09, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  93%|█████████▎| 776M/832M [01:43&lt;00:05, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  63%|██████▎   | 525M/835M [01:43&lt;00:51, 6.37MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  96%|█████████▌| 786M/822M [01:43&lt;00:03, 11.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  11%|█▏        | 92.7M/824M [00:09&lt;01:08, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  93%|█████████▎| 777M/832M [01:43&lt;00:05, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  63%|██████▎   | 526M/835M [01:43&lt;00:51, 6.36MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  96%|█████████▌| 787M/822M [01:43&lt;00:03, 11.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  11%|█▏        | 93.8M/824M [00:09&lt;01:08, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  94%|█████████▎| 778M/832M [01:43&lt;00:05, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  63%|██████▎   | 526M/835M [01:44&lt;00:50, 6.37MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  96%|█████████▌| 788M/822M [01:43&lt;00:03, 11.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  12%|█▏        | 94.8M/824M [00:09&lt;01:08, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  94%|█████████▎| 779M/832M [01:43&lt;00:04, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  63%|██████▎   | 527M/835M [01:44&lt;00:50, 6.38MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  96%|█████████▌| 789M/822M [01:44&lt;00:03, 11.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  12%|█▏        | 95.9M/824M [00:09&lt;01:08, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  94%|█████████▍| 781M/832M [01:44&lt;00:04, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  63%|██████▎   | 527M/835M [01:44&lt;00:50, 6.38MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  96%|█████████▌| 790M/822M [01:44&lt;00:03, 11.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  12%|█▏        | 97.0M/824M [00:09&lt;01:07, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  94%|█████████▍| 782M/832M [01:44&lt;00:04, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  63%|██████▎   | 528M/835M [01:44&lt;00:50, 6.33MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  96%|█████████▋| 791M/822M [01:44&lt;00:02, 11.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  12%|█▏        | 98.1M/824M [00:09&lt;01:08, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  94%|█████████▍| 783M/832M [01:44&lt;00:04, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  63%|██████▎   | 529M/835M [01:44&lt;00:50, 6.33MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  96%|█████████▋| 793M/822M [01:44&lt;00:02, 11.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  12%|█▏        | 99.2M/824M [00:09&lt;01:08, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  94%|█████████▍| 784M/832M [01:44&lt;00:04, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  63%|██████▎   | 529M/835M [01:44&lt;00:51, 6.26MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  97%|█████████▋| 794M/822M [01:44&lt;00:02, 11.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  12%|█▏        | 100M/824M [00:09&lt;01:08, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  94%|█████████▍| 785M/832M [01:44&lt;00:04, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  63%|██████▎   | 530M/835M [01:44&lt;00:51, 6.26MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  97%|█████████▋| 795M/822M [01:44&lt;00:02, 11.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  12%|█▏        | 101M/824M [00:09&lt;01:08, 11.0MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  94%|█████████▍| 786M/832M [01:44&lt;00:04, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▎   | 531M/835M [01:44&lt;00:51, 6.26MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  97%|█████████▋| 796M/822M [01:44&lt;00:02, 11.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  12%|█▏        | 102M/824M [00:10&lt;01:08, 11.0MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  95%|█████████▍| 787M/832M [01:44&lt;00:04, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▎   | 531M/835M [01:44&lt;00:50, 6.31MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  97%|█████████▋| 797M/822M [01:44&lt;00:02, 11.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  13%|█▎        | 104M/824M [00:10&lt;01:07, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  95%|█████████▍| 788M/832M [01:44&lt;00:04, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▎   | 532M/835M [01:44&lt;00:49, 6.39MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  97%|█████████▋| 798M/822M [01:44&lt;00:02, 11.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  13%|█▎        | 105M/824M [00:10&lt;01:06, 11.3MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  95%|█████████▍| 789M/832M [01:44&lt;00:03, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▎   | 532M/835M [01:45&lt;00:49, 6.45MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  97%|█████████▋| 799M/822M [01:44&lt;00:02, 11.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  13%|█▎        | 106M/824M [00:10&lt;01:07, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  95%|█████████▍| 790M/832M [01:44&lt;00:03, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▍   | 533M/835M [01:45&lt;00:48, 6.50MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  97%|█████████▋| 800M/822M [01:45&lt;00:02, 11.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  13%|█▎        | 107M/824M [00:10&lt;01:06, 11.4MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  95%|█████████▌| 791M/832M [01:45&lt;00:03, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▍   | 534M/835M [01:45&lt;00:49, 6.44MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  97%|█████████▋| 801M/822M [01:45&lt;00:01, 11.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  13%|█▎        | 108M/824M [00:10&lt;01:07, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  95%|█████████▌| 793M/832M [01:45&lt;00:03, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▍   | 534M/835M [01:45&lt;00:49, 6.39MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  98%|█████████▊| 802M/822M [01:45&lt;00:01, 11.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  13%|█▎        | 109M/824M [00:10&lt;01:06, 11.3MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  95%|█████████▌| 794M/832M [01:45&lt;00:03, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▍   | 535M/835M [01:45&lt;00:48, 6.45MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  98%|█████████▊| 803M/822M [01:45&lt;00:01, 11.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  13%|█▎        | 110M/824M [00:10&lt;01:06, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  96%|█████████▌| 795M/832M [01:45&lt;00:03, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▍   | 536M/835M [01:45&lt;00:49, 6.39MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  98%|█████████▊| 805M/822M [01:45&lt;00:01, 11.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  14%|█▎        | 111M/824M [00:10&lt;01:07, 11.1MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  96%|█████████▌| 796M/832M [01:45&lt;00:03, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▍   | 536M/835M [01:45&lt;00:48, 6.50MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  98%|█████████▊| 806M/822M [01:45&lt;00:01, 11.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  14%|█▎        | 112M/824M [00:10&lt;01:06, 11.3MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  96%|█████████▌| 797M/832M [01:45&lt;00:03, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▍   | 537M/835M [01:45&lt;00:48, 6.40MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  98%|█████████▊| 807M/822M [01:45&lt;00:01, 11.4MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  96%|█████████▌| 798M/832M [01:45&lt;00:03, 11.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  14%|█▍        | 113M/824M [00:11&lt;01:06, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▍   | 537M/835M [01:45&lt;00:49, 6.36MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  98%|█████████▊| 808M/822M [01:45&lt;00:01, 11.4MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  96%|█████████▌| 799M/832M [01:45&lt;00:03, 11.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  14%|█▍        | 115M/824M [00:11&lt;01:06, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▍   | 538M/835M [01:45&lt;00:48, 6.45MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  98%|█████████▊| 809M/822M [01:45&lt;00:01, 11.5MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  96%|█████████▌| 800M/832M [01:45&lt;00:02, 11.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  14%|█▍        | 116M/824M [00:11&lt;01:06, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  64%|██████▍   | 539M/835M [01:46&lt;00:48, 6.40MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  99%|█████████▊| 810M/822M [01:45&lt;00:01, 11.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  14%|█▍        | 117M/824M [00:11&lt;01:06, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  96%|█████████▋| 801M/832M [01:45&lt;00:02, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  65%|██████▍   | 539M/835M [01:46&lt;00:48, 6.38MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  99%|█████████▊| 811M/822M [01:46&lt;00:01, 11.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  14%|█▍        | 118M/824M [00:11&lt;01:05, 11.3MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  96%|█████████▋| 802M/832M [01:46&lt;00:02, 11.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  65%|██████▍   | 540M/835M [01:46&lt;00:48, 6.34MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  99%|█████████▉| 812M/822M [01:46&lt;00:00, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  97%|█████████▋| 804M/832M [01:46&lt;00:02, 11.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  14%|█▍        | 119M/824M [00:11&lt;01:07, 11.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  65%|██████▍   | 541M/835M [01:46&lt;00:50, 6.14MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  99%|█████████▉| 813M/822M [01:46&lt;00:00, 11.0MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  97%|█████████▋| 805M/832M [01:46&lt;00:02, 11.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  15%|█▍        | 120M/824M [00:11&lt;01:07, 10.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  65%|██████▍   | 541M/835M [01:46&lt;00:49, 6.22MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  99%|█████████▉| 814M/822M [01:46&lt;00:00, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  97%|█████████▋| 806M/832M [01:46&lt;00:02, 11.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  15%|█▍        | 121M/824M [00:11&lt;01:06, 11.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  65%|██████▍   | 542M/835M [01:46&lt;00:49, 6.21MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  99%|█████████▉| 816M/822M [01:46&lt;00:00, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  97%|█████████▋| 807M/832M [01:46&lt;00:02, 11.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  15%|█▍        | 122M/824M [00:11&lt;01:07, 10.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  65%|██████▍   | 542M/835M [01:46&lt;00:48, 6.31MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  99%|█████████▉| 817M/822M [01:46&lt;00:00, 11.2MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  97%|█████████▋| 808M/832M [01:46&lt;00:02, 11.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  15%|█▍        | 123M/824M [00:11&lt;01:06, 11.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  65%|██████▌   | 543M/835M [01:46&lt;00:47, 6.39MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  99%|█████████▉| 818M/822M [01:46&lt;00:00, 11.3MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  97%|█████████▋| 809M/832M [01:46&lt;00:02, 11.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  15%|█▌        | 124M/824M [00:12&lt;01:05, 11.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  65%|██████▌   | 544M/835M [01:46&lt;00:46, 6.55MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif: 100%|█████████▉| 819M/822M [01:46&lt;00:00, 11.5MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  97%|█████████▋| 810M/832M [01:46&lt;00:01, 11.6MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  15%|█▌        | 126M/824M [00:12&lt;01:03, 11.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  65%|██████▌   | 544M/835M [01:47&lt;00:46, 6.55MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif: 100%|█████████▉| 820M/822M [01:46&lt;00:00, 11.5MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  98%|█████████▊| 811M/832M [01:46&lt;00:01, 11.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  15%|█▌        | 127M/824M [00:12&lt;01:03, 11.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  65%|██████▌   | 545M/835M [01:47&lt;00:46, 6.61MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-06_meg.fif: 100%|█████████▉| 821M/822M [01:47&lt;00:00, 11.6MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  98%|█████████▊| 812M/832M [01:47&lt;00:01, 11.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  16%|█▌        | 128M/824M [00:12&lt;01:03, 11.5MB/s]
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  65%|██████▌   | 546M/835M [01:47&lt;00:45, 6.75MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  98%|█████████▊| 814M/832M [01:47&lt;00:01, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  16%|█▌        | 129M/824M [00:12&lt;00:59, 12.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  65%|██████▌   | 546M/835M [01:47&lt;00:41, 7.32MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  98%|█████████▊| 815M/832M [01:47&lt;00:01, 12.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  16%|█▌        | 131M/824M [00:12&lt;00:55, 13.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  66%|██████▌   | 547M/835M [01:47&lt;00:39, 7.62MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  98%|█████████▊| 817M/832M [01:47&lt;00:01, 13.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  16%|█▌        | 132M/824M [00:12&lt;00:53, 13.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  66%|██████▌   | 548M/835M [01:47&lt;00:38, 7.88MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  98%|█████████▊| 818M/832M [01:47&lt;00:01, 13.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  16%|█▌        | 133M/824M [00:12&lt;00:52, 13.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  66%|██████▌   | 549M/835M [01:47&lt;00:37, 8.07MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  98%|█████████▊| 819M/832M [01:47&lt;00:00, 14.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  16%|█▋        | 135M/824M [00:12&lt;00:50, 14.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  66%|██████▌   | 550M/835M [01:47&lt;00:37, 8.03MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  99%|█████████▊| 821M/832M [01:47&lt;00:00, 14.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  17%|█▋        | 136M/824M [00:12&lt;00:50, 14.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  66%|██████▌   | 550M/835M [01:47&lt;00:37, 8.05MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  99%|█████████▉| 822M/832M [01:47&lt;00:00, 14.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  17%|█▋        | 138M/824M [00:13&lt;00:49, 14.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  66%|██████▌   | 551M/835M [01:47&lt;00:35, 8.29MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  99%|█████████▉| 824M/832M [01:47&lt;00:00, 14.8MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  17%|█▋        | 139M/824M [00:13&lt;00:49, 14.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  66%|██████▌   | 552M/835M [01:48&lt;00:35, 8.35MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  99%|█████████▉| 825M/832M [01:47&lt;00:00, 14.8MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  17%|█▋        | 140M/824M [00:13&lt;00:49, 14.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  66%|██████▌   | 553M/835M [01:48&lt;00:35, 8.39MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  99%|█████████▉| 827M/832M [01:48&lt;00:00, 14.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  17%|█▋        | 142M/824M [00:13&lt;00:49, 14.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  66%|██████▋   | 554M/835M [01:48&lt;00:34, 8.47MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif: 100%|█████████▉| 828M/832M [01:48&lt;00:00, 15.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  17%|█▋        | 143M/824M [00:13&lt;00:47, 15.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  66%|██████▋   | 555M/835M [01:48&lt;00:34, 8.53MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif: 100%|█████████▉| 830M/832M [01:48&lt;00:00, 15.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  18%|█▊        | 145M/824M [00:13&lt;00:47, 15.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  66%|██████▋   | 555M/835M [01:48&lt;00:33, 8.67MB/s]
-
-
-
-sub-16_ses-meg_task-facerecognition_run-03_meg.fif: 100%|█████████▉| 831M/832M [01:48&lt;00:00, 15.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  18%|█▊        | 146M/824M [00:13&lt;00:46, 15.2MB/s]
-
-
-
-
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  67%|██████▋   | 556M/835M [01:48&lt;00:33, 8.72MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  18%|█▊        | 148M/824M [00:13&lt;00:43, 16.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  67%|██████▋   | 557M/835M [01:48&lt;00:29, 9.80MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  18%|█▊        | 150M/824M [00:13&lt;00:39, 17.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  67%|██████▋   | 559M/835M [01:48&lt;00:27, 10.6MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  18%|█▊        | 152M/824M [00:14&lt;00:36, 19.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  67%|██████▋   | 560M/835M [01:48&lt;00:26, 11.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  19%|█▊        | 154M/824M [00:14&lt;00:35, 19.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  67%|██████▋   | 561M/835M [01:48&lt;00:25, 11.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  19%|█▉        | 156M/824M [00:14&lt;00:34, 20.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  67%|██████▋   | 562M/835M [01:49&lt;00:25, 11.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  19%|█▉        | 158M/824M [00:14&lt;00:34, 20.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  67%|██████▋   | 563M/835M [01:49&lt;00:25, 11.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  19%|█▉        | 160M/824M [00:14&lt;00:35, 19.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  68%|██████▊   | 564M/835M [01:49&lt;00:25, 11.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  20%|█▉        | 163M/824M [00:14&lt;00:33, 20.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  68%|██████▊   | 565M/835M [01:49&lt;00:24, 11.8MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  20%|██        | 165M/824M [00:14&lt;00:32, 21.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  68%|██████▊   | 567M/835M [01:49&lt;00:23, 11.8MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  20%|██        | 167M/824M [00:14&lt;00:32, 21.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  68%|██████▊   | 568M/835M [01:49&lt;00:23, 11.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  21%|██        | 169M/824M [00:14&lt;00:31, 21.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  68%|██████▊   | 569M/835M [01:49&lt;00:23, 12.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  21%|██        | 171M/824M [00:14&lt;00:31, 21.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  68%|██████▊   | 570M/835M [01:49&lt;00:22, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  21%|██        | 173M/824M [00:15&lt;00:31, 21.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  68%|██████▊   | 571M/835M [01:49&lt;00:22, 12.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  21%|██▏       | 175M/824M [00:15&lt;00:31, 21.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  69%|██████▊   | 572M/835M [01:49&lt;00:22, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  22%|██▏       | 177M/824M [00:15&lt;00:30, 21.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  69%|██████▊   | 574M/835M [01:50&lt;00:22, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  22%|██▏       | 179M/824M [00:15&lt;00:30, 21.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  69%|██████▉   | 575M/835M [01:50&lt;00:22, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  22%|██▏       | 182M/824M [00:15&lt;00:30, 21.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  69%|██████▉   | 576M/835M [01:50&lt;00:22, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  22%|██▏       | 184M/824M [00:15&lt;00:30, 21.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  69%|██████▉   | 577M/835M [01:50&lt;00:22, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  23%|██▎       | 186M/824M [00:15&lt;00:31, 21.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  69%|██████▉   | 578M/835M [01:50&lt;00:22, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  23%|██▎       | 188M/824M [00:15&lt;00:30, 21.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  69%|██████▉   | 579M/835M [01:50&lt;00:22, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  23%|██▎       | 190M/824M [00:15&lt;00:30, 21.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  70%|██████▉   | 581M/835M [01:50&lt;00:21, 12.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  23%|██▎       | 192M/824M [00:15&lt;00:30, 21.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  70%|██████▉   | 582M/835M [01:50&lt;00:21, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  24%|██▎       | 194M/824M [00:16&lt;00:30, 21.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  70%|██████▉   | 583M/835M [01:50&lt;00:21, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  24%|██▍       | 196M/824M [00:16&lt;00:30, 21.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  70%|██████▉   | 584M/835M [01:50&lt;00:21, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  24%|██▍       | 198M/824M [00:16&lt;00:30, 21.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  70%|███████   | 585M/835M [01:51&lt;00:21, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  24%|██▍       | 200M/824M [00:16&lt;00:29, 21.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  70%|███████   | 587M/835M [01:51&lt;00:21, 12.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  25%|██▍       | 203M/824M [00:16&lt;00:29, 22.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  70%|███████   | 588M/835M [01:51&lt;00:21, 12.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  25%|██▍       | 205M/824M [00:16&lt;00:29, 21.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  71%|███████   | 589M/835M [01:51&lt;00:21, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  25%|██▌       | 207M/824M [00:16&lt;00:29, 21.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  71%|███████   | 590M/835M [01:51&lt;00:21, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  25%|██▌       | 209M/824M [00:16&lt;00:29, 21.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  71%|███████   | 591M/835M [01:51&lt;00:20, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  26%|██▌       | 211M/824M [00:16&lt;00:29, 22.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  71%|███████   | 593M/835M [01:51&lt;00:20, 12.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  26%|██▌       | 213M/824M [00:16&lt;00:28, 22.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  71%|███████   | 594M/835M [01:51&lt;00:20, 12.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  26%|██▌       | 215M/824M [00:17&lt;00:28, 22.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  71%|███████   | 595M/835M [01:51&lt;00:20, 12.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  26%|██▋       | 218M/824M [00:17&lt;00:28, 22.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  71%|███████▏  | 596M/835M [01:51&lt;00:20, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  27%|██▋       | 220M/824M [00:17&lt;00:28, 21.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  72%|███████▏  | 597M/835M [01:52&lt;00:20, 12.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  27%|██▋       | 222M/824M [00:17&lt;00:28, 22.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  72%|███████▏  | 598M/835M [01:52&lt;00:20, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  27%|██▋       | 224M/824M [00:17&lt;00:28, 22.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  72%|███████▏  | 600M/835M [01:52&lt;00:20, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  27%|██▋       | 226M/824M [00:17&lt;00:28, 22.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  72%|███████▏  | 601M/835M [01:52&lt;00:20, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  28%|██▊       | 228M/824M [00:17&lt;00:28, 21.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  72%|███████▏  | 602M/835M [01:52&lt;00:20, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  28%|██▊       | 230M/824M [00:17&lt;00:28, 21.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  72%|███████▏  | 603M/835M [01:52&lt;00:20, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  28%|██▊       | 232M/824M [00:17&lt;00:28, 21.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  72%|███████▏  | 604M/835M [01:52&lt;00:20, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  28%|██▊       | 234M/824M [00:17&lt;00:28, 21.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  72%|███████▏  | 606M/835M [01:52&lt;00:19, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  29%|██▊       | 237M/824M [00:18&lt;00:28, 21.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  73%|███████▎  | 607M/835M [01:52&lt;00:19, 12.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  29%|██▉       | 239M/824M [00:18&lt;00:28, 21.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  73%|███████▎  | 608M/835M [01:52&lt;00:19, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  29%|██▉       | 241M/824M [00:18&lt;00:28, 21.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  73%|███████▎  | 609M/835M [01:53&lt;00:19, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  29%|██▉       | 243M/824M [00:18&lt;00:28, 21.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  73%|███████▎  | 610M/835M [01:53&lt;00:19, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  30%|██▉       | 245M/824M [00:18&lt;00:28, 21.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  73%|███████▎  | 611M/835M [01:53&lt;00:19, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  30%|██▉       | 247M/824M [00:18&lt;00:28, 21.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  73%|███████▎  | 613M/835M [01:53&lt;00:19, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  30%|███       | 249M/824M [00:18&lt;00:27, 21.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  73%|███████▎  | 614M/835M [01:53&lt;00:19, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  31%|███       | 251M/824M [00:18&lt;00:27, 21.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  74%|███████▎  | 615M/835M [01:53&lt;00:19, 12.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  31%|███       | 253M/824M [00:18&lt;00:27, 21.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  74%|███████▎  | 616M/835M [01:53&lt;00:19, 12.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  31%|███       | 255M/824M [00:18&lt;00:27, 21.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  74%|███████▍  | 617M/835M [01:53&lt;00:18, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  31%|███▏      | 258M/824M [00:19&lt;00:27, 21.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  74%|███████▍  | 618M/835M [01:53&lt;00:18, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  32%|███▏      | 260M/824M [00:19&lt;00:26, 22.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  74%|███████▍  | 620M/835M [01:54&lt;00:18, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  32%|███▏      | 262M/824M [00:19&lt;00:26, 22.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  74%|███████▍  | 621M/835M [01:54&lt;00:18, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  32%|███▏      | 264M/824M [00:19&lt;00:26, 22.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  74%|███████▍  | 622M/835M [01:54&lt;00:18, 12.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  32%|███▏      | 266M/824M [00:19&lt;00:25, 22.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  75%|███████▍  | 623M/835M [01:54&lt;00:17, 12.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  33%|███▎      | 268M/824M [00:19&lt;00:26, 22.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  75%|███████▍  | 624M/835M [01:54&lt;00:18, 11.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  33%|███▎      | 270M/824M [00:19&lt;00:27, 21.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  75%|███████▍  | 626M/835M [01:54&lt;00:19, 11.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  33%|███▎      | 273M/824M [00:19&lt;00:28, 20.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  75%|███████▌  | 627M/835M [01:54&lt;00:19, 11.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  33%|███▎      | 274M/824M [00:19&lt;00:28, 20.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  75%|███████▌  | 628M/835M [01:54&lt;00:19, 11.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  34%|███▎      | 276M/824M [00:20&lt;00:28, 19.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  75%|███████▌  | 629M/835M [01:54&lt;00:19, 11.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  34%|███▍      | 278M/824M [00:20&lt;00:28, 19.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  75%|███████▌  | 630M/835M [01:54&lt;00:19, 11.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  34%|███▍      | 280M/824M [00:20&lt;00:28, 19.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  76%|███████▌  | 631M/835M [01:55&lt;00:19, 11.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  34%|███▍      | 282M/824M [00:20&lt;00:28, 19.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  76%|███████▌  | 632M/835M [01:55&lt;00:19, 11.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  35%|███▍      | 284M/824M [00:20&lt;00:27, 20.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  76%|███████▌  | 633M/835M [01:55&lt;00:18, 11.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  35%|███▍      | 286M/824M [00:20&lt;00:26, 21.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  76%|███████▌  | 634M/835M [01:55&lt;00:17, 12.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  35%|███▌      | 289M/824M [00:20&lt;00:26, 21.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  76%|███████▌  | 636M/835M [01:55&lt;00:17, 11.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  35%|███▌      | 291M/824M [00:20&lt;00:25, 21.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  76%|███████▌  | 637M/835M [01:55&lt;00:17, 12.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  36%|███▌      | 293M/824M [00:20&lt;00:25, 21.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  76%|███████▋  | 638M/835M [01:55&lt;00:17, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  36%|███▌      | 295M/824M [00:20&lt;00:25, 21.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  77%|███████▋  | 639M/835M [01:55&lt;00:17, 12.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  36%|███▌      | 297M/824M [00:21&lt;00:25, 22.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  77%|███████▋  | 640M/835M [01:55&lt;00:16, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  36%|███▋      | 299M/824M [00:21&lt;00:25, 22.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  77%|███████▋  | 642M/835M [01:55&lt;00:16, 12.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  37%|███▋      | 301M/824M [00:21&lt;00:24, 22.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  77%|███████▋  | 643M/835M [01:56&lt;00:16, 12.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  37%|███▋      | 304M/824M [00:21&lt;00:24, 22.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  77%|███████▋  | 644M/835M [01:56&lt;00:16, 12.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  37%|███▋      | 306M/824M [00:21&lt;00:24, 22.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  77%|███████▋  | 645M/835M [01:56&lt;00:16, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  37%|███▋      | 308M/824M [00:21&lt;00:24, 22.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  77%|███████▋  | 646M/835M [01:56&lt;00:16, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  38%|███▊      | 310M/824M [00:21&lt;00:24, 22.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  78%|███████▊  | 648M/835M [01:56&lt;00:16, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  38%|███▊      | 312M/824M [00:21&lt;00:24, 21.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  78%|███████▊  | 649M/835M [01:56&lt;00:16, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  38%|███▊      | 314M/824M [00:21&lt;00:24, 21.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  78%|███████▊  | 650M/835M [01:56&lt;00:16, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  38%|███▊      | 316M/824M [00:21&lt;00:24, 22.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  78%|███████▊  | 651M/835M [01:56&lt;00:15, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  39%|███▊      | 318M/824M [00:22&lt;00:24, 21.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  78%|███████▊  | 652M/835M [01:56&lt;00:15, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  39%|███▉      | 321M/824M [00:22&lt;00:24, 21.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  78%|███████▊  | 653M/835M [01:56&lt;00:15, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  39%|███▉      | 323M/824M [00:22&lt;00:23, 21.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  78%|███████▊  | 655M/835M [01:57&lt;00:15, 12.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  39%|███▉      | 325M/824M [00:22&lt;00:23, 22.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  79%|███████▊  | 656M/835M [01:57&lt;00:15, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  40%|███▉      | 327M/824M [00:22&lt;00:23, 21.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  79%|███████▊  | 657M/835M [01:57&lt;00:15, 12.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  40%|███▉      | 329M/824M [00:22&lt;00:23, 21.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  79%|███████▉  | 658M/835M [01:57&lt;00:15, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  40%|████      | 331M/824M [00:22&lt;00:23, 21.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  79%|███████▉  | 659M/835M [01:57&lt;00:15, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  40%|████      | 333M/824M [00:22&lt;00:23, 21.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  79%|███████▉  | 661M/835M [01:57&lt;00:14, 12.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  41%|████      | 335M/824M [00:22&lt;00:23, 22.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  79%|███████▉  | 662M/835M [01:57&lt;00:14, 12.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  41%|████      | 337M/824M [00:22&lt;00:23, 21.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  79%|███████▉  | 663M/835M [01:57&lt;00:14, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  41%|████      | 339M/824M [00:23&lt;00:23, 21.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  80%|███████▉  | 664M/835M [01:57&lt;00:14, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  41%|████▏     | 342M/824M [00:23&lt;00:23, 21.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  80%|███████▉  | 665M/835M [01:58&lt;00:14, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  42%|████▏     | 344M/824M [00:23&lt;00:22, 21.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  80%|███████▉  | 666M/835M [01:58&lt;00:14, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  42%|████▏     | 346M/824M [00:23&lt;00:22, 22.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  80%|███████▉  | 668M/835M [01:58&lt;00:14, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  42%|████▏     | 348M/824M [00:23&lt;00:22, 21.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  80%|████████  | 669M/835M [01:58&lt;00:14, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  43%|████▎     | 350M/824M [00:23&lt;00:22, 22.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  80%|████████  | 670M/835M [01:58&lt;00:14, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  43%|████▎     | 352M/824M [00:23&lt;00:22, 21.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  80%|████████  | 671M/835M [01:58&lt;00:14, 12.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  43%|████▎     | 354M/824M [00:23&lt;00:22, 21.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  80%|████████  | 672M/835M [01:58&lt;00:14, 11.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  43%|████▎     | 356M/824M [00:23&lt;00:22, 21.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  81%|████████  | 673M/835M [01:58&lt;00:14, 11.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  44%|████▎     | 358M/824M [00:23&lt;00:22, 21.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  81%|████████  | 675M/835M [01:58&lt;00:14, 11.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  44%|████▍     | 361M/824M [00:24&lt;00:22, 21.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  81%|████████  | 676M/835M [01:58&lt;00:13, 12.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  44%|████▍     | 363M/824M [00:24&lt;00:22, 21.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  81%|████████  | 677M/835M [01:59&lt;00:13, 12.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  44%|████▍     | 365M/824M [00:24&lt;00:21, 22.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  81%|████████  | 678M/835M [01:59&lt;00:13, 12.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  45%|████▍     | 367M/824M [00:24&lt;00:21, 22.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  81%|████████▏ | 679M/835M [01:59&lt;00:13, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  45%|████▍     | 369M/824M [00:24&lt;00:21, 21.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  81%|████████▏ | 681M/835M [01:59&lt;00:13, 12.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  45%|████▌     | 371M/824M [00:24&lt;00:21, 22.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  82%|████████▏ | 682M/835M [01:59&lt;00:13, 12.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  45%|████▌     | 373M/824M [00:24&lt;00:21, 21.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  82%|████████▏ | 683M/835M [01:59&lt;00:13, 12.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  46%|████▌     | 376M/824M [00:24&lt;00:21, 21.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  82%|████████▏ | 684M/835M [01:59&lt;00:12, 12.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  46%|████▌     | 378M/824M [00:24&lt;00:21, 21.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  82%|████████▏ | 686M/835M [01:59&lt;00:10, 15.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  46%|████▌     | 380M/824M [00:25&lt;00:21, 21.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  82%|████████▏ | 688M/835M [01:59&lt;00:09, 16.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  46%|████▋     | 382M/824M [00:25&lt;00:21, 21.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  83%|████████▎ | 690M/835M [01:59&lt;00:08, 18.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  47%|████▋     | 384M/824M [00:25&lt;00:21, 21.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  83%|████████▎ | 692M/835M [02:00&lt;00:07, 19.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  47%|████▋     | 386M/824M [00:25&lt;00:21, 21.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  83%|████████▎ | 694M/835M [02:00&lt;00:07, 19.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  47%|████▋     | 388M/824M [00:25&lt;00:21, 20.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  83%|████████▎ | 696M/835M [02:00&lt;00:07, 19.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  47%|████▋     | 390M/824M [00:25&lt;00:21, 20.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  84%|████████▎ | 698M/835M [02:00&lt;00:07, 19.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  48%|████▊     | 392M/824M [00:25&lt;00:21, 20.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  84%|████████▍ | 700M/835M [02:00&lt;00:07, 20.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  48%|████▊     | 394M/824M [00:25&lt;00:21, 20.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  84%|████████▍ | 702M/835M [02:00&lt;00:07, 19.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  48%|████▊     | 396M/824M [00:25&lt;00:21, 20.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  84%|████████▍ | 704M/835M [02:00&lt;00:06, 20.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  48%|████▊     | 398M/824M [00:25&lt;00:21, 21.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  85%|████████▍ | 706M/835M [02:00&lt;00:06, 20.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  49%|████▊     | 400M/824M [00:26&lt;00:20, 21.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  85%|████████▍ | 708M/835M [02:00&lt;00:06, 20.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  49%|████▉     | 402M/824M [00:26&lt;00:20, 21.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  85%|████████▌ | 710M/835M [02:00&lt;00:06, 20.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  49%|████▉     | 404M/824M [00:26&lt;00:20, 21.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  85%|████████▌ | 712M/835M [02:01&lt;00:06, 20.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  49%|████▉     | 406M/824M [00:26&lt;00:20, 20.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  86%|████████▌ | 714M/835M [02:01&lt;00:06, 20.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  50%|████▉     | 408M/824M [00:26&lt;00:20, 20.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  86%|████████▌ | 716M/835M [02:01&lt;00:05, 20.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  50%|████▉     | 410M/824M [00:26&lt;00:20, 20.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  86%|████████▌ | 718M/835M [02:01&lt;00:05, 21.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  50%|█████     | 412M/824M [00:26&lt;00:20, 21.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  86%|████████▋ | 720M/835M [02:01&lt;00:05, 21.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  50%|█████     | 415M/824M [00:26&lt;00:20, 21.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  86%|████████▋ | 723M/835M [02:01&lt;00:05, 21.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  51%|█████     | 417M/824M [00:26&lt;00:20, 21.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  87%|████████▋ | 725M/835M [02:01&lt;00:05, 20.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  51%|█████     | 419M/824M [00:26&lt;00:20, 21.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  87%|████████▋ | 727M/835M [02:01&lt;00:05, 21.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  51%|█████     | 421M/824M [00:27&lt;00:19, 21.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  87%|████████▋ | 729M/835M [02:01&lt;00:05, 21.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  51%|█████▏    | 423M/824M [00:27&lt;00:19, 21.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  87%|████████▋ | 731M/835M [02:01&lt;00:05, 20.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  52%|█████▏    | 425M/824M [00:27&lt;00:20, 20.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  88%|████████▊ | 733M/835M [02:02&lt;00:05, 20.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  52%|█████▏    | 427M/824M [00:27&lt;00:20, 20.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  88%|████████▊ | 735M/835M [02:02&lt;00:05, 20.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  52%|█████▏    | 429M/824M [00:27&lt;00:20, 20.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  88%|████████▊ | 737M/835M [02:02&lt;00:05, 20.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  52%|█████▏    | 431M/824M [00:27&lt;00:20, 20.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  88%|████████▊ | 739M/835M [02:02&lt;00:04, 20.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  53%|█████▎    | 433M/824M [00:27&lt;00:20, 20.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  89%|████████▊ | 741M/835M [02:02&lt;00:04, 20.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  53%|█████▎    | 435M/824M [00:27&lt;00:19, 20.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  89%|████████▉ | 743M/835M [02:02&lt;00:04, 20.6MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  53%|█████▎    | 437M/824M [00:27&lt;00:19, 20.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  89%|████████▉ | 745M/835M [02:02&lt;00:04, 20.6MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  53%|█████▎    | 439M/824M [00:27&lt;00:19, 21.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  89%|████████▉ | 747M/835M [02:02&lt;00:04, 21.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  54%|█████▎    | 441M/824M [00:28&lt;00:18, 21.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  90%|████████▉ | 749M/835M [02:02&lt;00:04, 21.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  54%|█████▍    | 443M/824M [00:28&lt;00:18, 21.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  90%|████████▉ | 751M/835M [02:02&lt;00:04, 21.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  54%|█████▍    | 445M/824M [00:28&lt;00:18, 21.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  90%|█████████ | 753M/835M [02:03&lt;00:04, 21.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  54%|█████▍    | 447M/824M [00:28&lt;00:18, 21.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  90%|█████████ | 755M/835M [02:03&lt;00:03, 21.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  55%|█████▍    | 449M/824M [00:28&lt;00:18, 21.1MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  91%|█████████ | 757M/835M [02:03&lt;00:03, 21.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  55%|█████▍    | 451M/824M [00:28&lt;00:18, 21.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  91%|█████████ | 759M/835M [02:03&lt;00:03, 21.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  55%|█████▌    | 453M/824M [00:28&lt;00:18, 21.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  91%|█████████ | 761M/835M [02:03&lt;00:03, 21.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  55%|█████▌    | 455M/824M [00:28&lt;00:18, 21.2MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  91%|█████████▏| 763M/835M [02:03&lt;00:03, 21.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  56%|█████▌    | 457M/824M [00:28&lt;00:18, 21.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  92%|█████████▏| 765M/835M [02:03&lt;00:03, 20.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  56%|█████▌    | 459M/824M [00:28&lt;00:18, 20.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  92%|█████████▏| 767M/835M [02:03&lt;00:03, 21.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  56%|█████▌    | 461M/824M [00:29&lt;00:18, 20.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  92%|█████████▏| 769M/835M [02:03&lt;00:03, 20.8MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  56%|█████▌    | 463M/824M [00:29&lt;00:18, 21.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  92%|█████████▏| 771M/835M [02:04&lt;00:03, 20.8MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  56%|█████▋    | 465M/824M [00:29&lt;00:18, 20.9MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  93%|█████████▎| 773M/835M [02:04&lt;00:03, 20.8MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  57%|█████▋    | 467M/824M [00:29&lt;00:17, 20.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  93%|█████████▎| 775M/835M [02:04&lt;00:03, 20.6MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  57%|█████▋    | 469M/824M [00:29&lt;00:18, 20.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  93%|█████████▎| 777M/835M [02:04&lt;00:02, 20.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  57%|█████▋    | 471M/824M [00:29&lt;00:18, 20.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  93%|█████████▎| 779M/835M [02:04&lt;00:02, 20.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  57%|█████▋    | 473M/824M [00:29&lt;00:18, 20.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  94%|█████████▎| 781M/835M [02:04&lt;00:02, 20.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  58%|█████▊    | 475M/824M [00:29&lt;00:17, 20.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  94%|█████████▍| 783M/835M [02:04&lt;00:02, 20.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  58%|█████▊    | 477M/824M [00:29&lt;00:17, 20.3MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  94%|█████████▍| 785M/835M [02:04&lt;00:02, 20.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  58%|█████▊    | 479M/824M [00:30&lt;00:17, 20.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  94%|█████████▍| 787M/835M [02:04&lt;00:02, 20.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  58%|█████▊    | 481M/824M [00:30&lt;00:17, 20.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  94%|█████████▍| 789M/835M [02:04&lt;00:02, 20.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  59%|█████▊    | 483M/824M [00:30&lt;00:17, 20.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  95%|█████████▍| 791M/835M [02:05&lt;00:02, 20.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  59%|█████▉    | 485M/824M [00:30&lt;00:17, 20.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  95%|█████████▍| 793M/835M [02:05&lt;00:02, 20.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  59%|█████▉    | 487M/824M [00:30&lt;00:17, 20.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  95%|█████████▌| 795M/835M [02:05&lt;00:02, 20.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  59%|█████▉    | 489M/824M [00:30&lt;00:17, 20.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  95%|█████████▌| 797M/835M [02:05&lt;00:01, 20.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  60%|█████▉    | 491M/824M [00:30&lt;00:17, 20.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  96%|█████████▌| 799M/835M [02:05&lt;00:01, 20.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  60%|█████▉    | 493M/824M [00:30&lt;00:16, 20.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  96%|█████████▌| 801M/835M [02:05&lt;00:01, 20.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  60%|██████    | 495M/824M [00:30&lt;00:16, 20.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  96%|█████████▌| 803M/835M [02:05&lt;00:01, 20.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  60%|██████    | 497M/824M [00:30&lt;00:16, 20.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  96%|█████████▋| 805M/835M [02:05&lt;00:01, 20.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  61%|██████    | 499M/824M [00:31&lt;00:16, 20.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  97%|█████████▋| 807M/835M [02:05&lt;00:01, 20.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  61%|██████    | 501M/824M [00:31&lt;00:16, 20.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  97%|█████████▋| 809M/835M [02:05&lt;00:01, 20.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  61%|██████    | 503M/824M [00:31&lt;00:16, 20.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  97%|█████████▋| 811M/835M [02:06&lt;00:01, 20.6MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  61%|██████▏   | 505M/824M [00:31&lt;00:16, 20.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  97%|█████████▋| 813M/835M [02:06&lt;00:01, 20.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  62%|██████▏   | 507M/824M [00:31&lt;00:16, 20.5MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  98%|█████████▊| 815M/835M [02:06&lt;00:01, 20.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  62%|██████▏   | 509M/824M [00:31&lt;00:16, 20.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  98%|█████████▊| 817M/835M [02:06&lt;00:00, 20.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  62%|██████▏   | 511M/824M [00:31&lt;00:15, 20.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  98%|█████████▊| 819M/835M [02:06&lt;00:00, 20.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  62%|██████▏   | 513M/824M [00:31&lt;00:15, 20.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  98%|█████████▊| 821M/835M [02:06&lt;00:00, 20.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  63%|██████▎   | 515M/824M [00:31&lt;00:15, 20.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  98%|█████████▊| 823M/835M [02:06&lt;00:00, 20.8MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  63%|██████▎   | 517M/824M [00:31&lt;00:15, 20.8MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  99%|█████████▊| 825M/835M [02:06&lt;00:00, 20.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  63%|██████▎   | 519M/824M [00:32&lt;00:15, 20.7MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  99%|█████████▉| 827M/835M [02:06&lt;00:00, 20.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  63%|██████▎   | 521M/824M [00:32&lt;00:15, 21.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  99%|█████████▉| 829M/835M [02:06&lt;00:00, 20.8MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  63%|██████▎   | 523M/824M [00:32&lt;00:15, 21.0MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  99%|█████████▉| 831M/835M [02:07&lt;00:00, 20.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  64%|██████▍   | 525M/824M [00:32&lt;00:14, 21.4MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif: 100%|█████████▉| 833M/835M [02:07&lt;00:00, 21.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  64%|██████▍   | 527M/824M [00:32&lt;00:14, 21.6MB/s]
-
-sub-16_ses-meg_task-facerecognition_run-02_meg.fif: 100%|█████████▉| 835M/835M [02:07&lt;00:00, 21.6MB/s]
-
-
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  64%|██████▍   | 530M/824M [00:32&lt;00:13, 23.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  65%|██████▍   | 534M/824M [00:32&lt;00:10, 28.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  65%|██████▌   | 538M/824M [00:32&lt;00:09, 31.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  66%|██████▌   | 541M/824M [00:32&lt;00:08, 34.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  66%|██████▌   | 545M/824M [00:32&lt;00:08, 36.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  67%|██████▋   | 549M/824M [00:33&lt;00:07, 37.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  67%|██████▋   | 553M/824M [00:33&lt;00:07, 38.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  68%|██████▊   | 557M/824M [00:33&lt;00:07, 39.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  68%|██████▊   | 561M/824M [00:33&lt;00:06, 39.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  69%|██████▊   | 565M/824M [00:33&lt;00:06, 40.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  69%|██████▉   | 569M/824M [00:33&lt;00:06, 40.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  70%|██████▉   | 573M/824M [00:33&lt;00:06, 42.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  70%|███████   | 577M/824M [00:33&lt;00:06, 42.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  71%|███████   | 582M/824M [00:33&lt;00:05, 43.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  71%|███████   | 586M/824M [00:33&lt;00:05, 44.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  72%|███████▏  | 590M/824M [00:34&lt;00:05, 43.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  72%|███████▏  | 594M/824M [00:34&lt;00:05, 43.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  73%|███████▎  | 599M/824M [00:34&lt;00:05, 42.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  73%|███████▎  | 603M/824M [00:34&lt;00:05, 42.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  74%|███████▎  | 607M/824M [00:34&lt;00:05, 42.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  74%|███████▍  | 611M/824M [00:34&lt;00:05, 43.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  75%|███████▍  | 615M/824M [00:34&lt;00:04, 44.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  75%|███████▌  | 620M/824M [00:34&lt;00:04, 44.6MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  76%|███████▌  | 624M/824M [00:34&lt;00:04, 44.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  76%|███████▋  | 628M/824M [00:34&lt;00:04, 42.6MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  77%|███████▋  | 632M/824M [00:35&lt;00:04, 42.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  77%|███████▋  | 636M/824M [00:35&lt;00:04, 41.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  78%|███████▊  | 640M/824M [00:35&lt;00:04, 41.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  78%|███████▊  | 644M/824M [00:35&lt;00:04, 41.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  79%|███████▊  | 648M/824M [00:35&lt;00:04, 41.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  79%|███████▉  | 652M/824M [00:35&lt;00:04, 40.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  80%|███████▉  | 656M/824M [00:35&lt;00:04, 40.6MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  80%|████████  | 660M/824M [00:35&lt;00:04, 40.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  81%|████████  | 664M/824M [00:35&lt;00:04, 40.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  81%|████████  | 668M/824M [00:35&lt;00:03, 40.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  82%|████████▏ | 672M/824M [00:36&lt;00:03, 40.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  82%|████████▏ | 676M/824M [00:36&lt;00:03, 40.8MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  83%|████████▎ | 680M/824M [00:36&lt;00:03, 40.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  83%|████████▎ | 684M/824M [00:36&lt;00:03, 40.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  84%|████████▎ | 688M/824M [00:36&lt;00:03, 42.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  84%|████████▍ | 692M/824M [00:36&lt;00:03, 43.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  85%|████████▍ | 697M/824M [00:36&lt;00:03, 42.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  85%|████████▌ | 701M/824M [00:36&lt;00:03, 42.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  86%|████████▌ | 705M/824M [00:36&lt;00:02, 41.7MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  86%|████████▌ | 709M/824M [00:37&lt;00:02, 41.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  87%|████████▋ | 713M/824M [00:37&lt;00:02, 43.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  87%|████████▋ | 717M/824M [00:37&lt;00:02, 42.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  88%|████████▊ | 721M/824M [00:37&lt;00:02, 42.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  88%|████████▊ | 725M/824M [00:37&lt;00:02, 41.6MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  89%|████████▊ | 729M/824M [00:37&lt;00:02, 41.5MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  89%|████████▉ | 733M/824M [00:37&lt;00:02, 41.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  89%|████████▉ | 737M/824M [00:37&lt;00:02, 41.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  90%|████████▉ | 741M/824M [00:37&lt;00:02, 41.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  90%|█████████ | 745M/824M [00:37&lt;00:02, 41.0MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  91%|█████████ | 749M/824M [00:38&lt;00:01, 41.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  91%|█████████▏| 753M/824M [00:38&lt;00:01, 40.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  92%|█████████▏| 757M/824M [00:38&lt;00:01, 40.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  92%|█████████▏| 761M/824M [00:38&lt;00:01, 40.8MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  93%|█████████▎| 765M/824M [00:38&lt;00:01, 40.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  93%|█████████▎| 769M/824M [00:38&lt;00:01, 40.6MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  94%|█████████▍| 772M/824M [00:38&lt;00:01, 40.6MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  94%|█████████▍| 776M/824M [00:38&lt;00:01, 40.6MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  95%|█████████▍| 780M/824M [00:38&lt;00:01, 40.3MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  95%|█████████▌| 784M/824M [00:38&lt;00:01, 40.1MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  96%|█████████▌| 788M/824M [00:39&lt;00:00, 40.2MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  96%|█████████▌| 792M/824M [00:39&lt;00:00, 40.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  97%|█████████▋| 796M/824M [00:39&lt;00:00, 40.4MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  97%|█████████▋| 800M/824M [00:39&lt;00:00, 40.6MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  98%|█████████▊| 804M/824M [00:39&lt;00:00, 40.6MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  98%|█████████▊| 807M/824M [00:39&lt;00:00, 40.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  99%|█████████▊| 811M/824M [00:39&lt;00:00, 40.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  99%|█████████▉| 815M/824M [00:39&lt;00:00, 40.9MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif:  99%|█████████▉| 819M/824M [00:39&lt;00:00, 40.6MB/s]
-sub-16_ses-meg_task-facerecognition_run-05_meg.fif: 100%|█████████▉| 824M/824M [00:39&lt;00:00, 42.3MB/s]
-
-✅ Finished downloading ds000117.
-
-🧠 Please enjoy your brains.
-</pre></div>
-</div>
-<p>We will create epochs with data starting 200 ms before trigger onset
-and continuing up to 800 ms after that. The data contains visual stimuli for
-famous faces, unfamiliar faces, as well as scrambled faces.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmin</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmax</span></a> <span class="o">=</span> <span class="o">-</span><span class="mf">0.2</span><span class="p">,</span> <span class="mf">0.8</span>
-<a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">events_id</span></a> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;famous/first&#39;</span><span class="p">:</span> <span class="mi">5</span><span class="p">,</span> <span class="s1">&#39;famous/immediate&#39;</span><span class="p">:</span> <span class="mi">6</span><span class="p">,</span> <span class="s1">&#39;famous/long&#39;</span><span class="p">:</span> <span class="mi">7</span><span class="p">}</span>
-</pre></div>
-</div>
-<p>Let us now load all the epochs into memory and concatenate them</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">mne</span>  <span class="c1"># noqa</span>
-
-<a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
-<span class="k">for</span> <a href="https://docs.python.org/3/library/functions.html#int" title="builtins.int" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">run</span></a> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">7</span><span class="p">):</span>
-    <a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">run_fname</span></a> <span class="o">=</span> <a href="https://docs.python.org/3/library/os.path.html#os.path.join" title="os.path.join" class="sphx-glr-backref-module-os-path sphx-glr-backref-type-py-function"><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span></a><span class="p">(</span><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">target_dir</span></a><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;sub-</span><span class="si">{</span><a href="https://docs.python.org/3/library/functions.html#int" title="builtins.int" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">subject_id</span></a><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39;ses-meg&#39;</span><span class="p">,</span> <span class="s1">&#39;meg&#39;</span><span class="p">,</span>
-                             <span class="sa">f</span><span class="s1">&#39;sub-</span><span class="si">{</span><a href="https://docs.python.org/3/library/functions.html#int" title="builtins.int" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">subject_id</span></a><span class="si">}</span><span class="s1">_ses-meg_task-facerecognition&#39;</span>
-                             <span class="s1">&#39;_run-</span><span class="si">{:02d}</span><span class="s1">_meg.fif&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><a href="https://docs.python.org/3/library/functions.html#int" title="builtins.int" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">run</span></a><span class="p">))</span>
-    <a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw" title="mne.io.Raw" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.io.read_raw_fif.html#mne.io.read_raw_fif" title="mne.io.read_raw_fif" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">io</span><span class="o">.</span><span class="n">read_raw_fif</span></a><span class="p">(</span><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">run_fname</span></a><span class="p">,</span> <span class="n">preload</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
-    <a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw.pick_types" title="mne.io.Raw.pick_types" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-method"><span class="n">raw</span><span class="o">.</span><span class="n">pick_types</span></a><span class="p">(</span><span class="n">eeg</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">meg</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">stim</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>  <span class="c1"># less memory + computation</span>
-    <a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw.filter" title="mne.io.Raw.filter" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-method"><span class="n">raw</span><span class="o">.</span><span class="n">filter</span></a><span class="p">(</span><span class="mf">1.</span><span class="p">,</span> <span class="mf">40.</span><span class="p">,</span> <span class="n">l_trans_bandwidth</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">n_jobs</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="s1">&#39;INFO&#39;</span><span class="p">)</span>
-
-    <a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw.set_channel_types" title="mne.io.Raw.set_channel_types" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-method"><span class="n">raw</span><span class="o">.</span><span class="n">set_channel_types</span></a><span class="p">({</span><span class="s1">&#39;EEG061&#39;</span><span class="p">:</span> <span class="s1">&#39;eog&#39;</span><span class="p">,</span> <span class="s1">&#39;EEG062&#39;</span><span class="p">:</span> <span class="s1">&#39;eog&#39;</span><span class="p">,</span>
-                           <span class="s1">&#39;EEG063&#39;</span><span class="p">:</span> <span class="s1">&#39;ecg&#39;</span><span class="p">,</span> <span class="s1">&#39;EEG064&#39;</span><span class="p">:</span> <span class="s1">&#39;misc&#39;</span><span class="p">})</span>
-    <a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw.rename_channels" title="mne.io.Raw.rename_channels" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-method"><span class="n">raw</span><span class="o">.</span><span class="n">rename_channels</span></a><span class="p">({</span><span class="s1">&#39;EEG061&#39;</span><span class="p">:</span> <span class="s1">&#39;EOG061&#39;</span><span class="p">,</span> <span class="s1">&#39;EEG062&#39;</span><span class="p">:</span> <span class="s1">&#39;EOG062&#39;</span><span class="p">,</span>
-                         <span class="s1">&#39;EEG063&#39;</span><span class="p">:</span> <span class="s1">&#39;ECG063&#39;</span><span class="p">,</span> <span class="s1">&#39;EEG064&#39;</span><span class="p">:</span> <span class="s1">&#39;MISC&#39;</span><span class="p">})</span>
-
-    <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">events</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.find_events.html#mne.find_events" title="mne.find_events" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">find_events</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw" title="mne.io.Raw" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span></a><span class="p">,</span> <span class="n">stim_channel</span><span class="o">=</span><span class="s1">&#39;STI101&#39;</span><span class="p">,</span>
-                             <span class="n">consecutive</span><span class="o">=</span><span class="s1">&#39;increasing&#39;</span><span class="p">,</span>
-                             <span class="n">min_duration</span><span class="o">=</span><span class="mf">0.003</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
-    <span class="c1"># Read epochs</span>
-    <a href="https://mne.tools/dev/generated/mne.set_eeg_reference.html#mne.set_eeg_reference" title="mne.set_eeg_reference" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">io</span><span class="o">.</span><span class="n">set_eeg_reference</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw" title="mne.io.Raw" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span></a><span class="p">)</span>
-
-    <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epoch</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class"><span class="n">mne</span><span class="o">.</span><span class="n">Epochs</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.io.Raw.html#mne.io.Raw" title="mne.io.Raw" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">raw</span></a><span class="p">,</span> <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">events</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">events_id</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmin</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#float" title="builtins.float" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">tmax</span></a><span class="p">,</span> <span class="n">proj</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
-                       <span class="n">baseline</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-                       <span class="n">preload</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">reject</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">decim</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span>
-    <a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span><span class="o">.</span><span class="n">append</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="mne.Epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epoch</span></a><span class="p">)</span>
-
-    <span class="c1"># Same `dev_head_t` for all runs so that we can concatenate them.</span>
-    <a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne.Info" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epoch</span><span class="o">.</span><span class="n">info</span></a><span class="p">[</span><span class="s1">&#39;dev_head_t&#39;</span><span class="p">]</span> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">info</span><span class="p">[</span><span class="s1">&#39;dev_head_t&#39;</span><span class="p">]</span>
-
-
-<a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.concatenate_epochs.html#mne.concatenate_epochs" title="mne.concatenate_epochs" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">epochs</span><span class="o">.</span><span class="n">concatenate_epochs</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">)</span>
-</pre></div>
-</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Opening raw data file /home/circleci/project/autoreject/../examples/ds000117/sub-16/ses-meg/meg/sub-16_ses-meg_task-facerecognition_run-03_meg.fif...
-    Read a total of 8 projection items:
-        mag_ssp_upright.fif : PCA-mags-v1 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v2 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v3 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v4 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v5 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v1 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v2 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v3 (1 x 306)  idle
-    Range : 40700 ... 588499 =     37.000 ...   534.999 secs
-Ready.
-Reading 0 ... 547799  =      0.000 ...   497.999 secs...
-NOTE: pick_types() is a legacy function. New code should use inst.pick(...).
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v1, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v2, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v3, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v4, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v5, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v1, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v2, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v3, active : False, n_channels : 306&gt;
-Filtering raw data in 1 contiguous segment
-Setting up band-pass filter from 1 - 40 Hz
-
-FIR filter parameters
----------------------
-Designing a one-pass, zero-phase, non-causal bandpass filter:
-- Windowed time-domain design (firwin) method
-- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
-- Lower passband edge: 1.00
-- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.75 Hz)
-- Upper passband edge: 40.00 Hz
-- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)
-- Filter length: 7261 samples (6.601 s)
-
-/home/circleci/project/examples/plot_visualize_bad_epochs.py:57: RuntimeWarning: The unit for channel(s) EEG064 has changed from V to NA.
-  raw.set_channel_types({&#39;EEG061&#39;: &#39;eog&#39;, &#39;EEG062&#39;: &#39;eog&#39;,
-296 events found
-Event IDs: [   5    6    7   13   14   15   17   18   19  261  262  263  269  271
-  273  274  275 4096 4101 4102 4103 4109 4110 4111 4113 4114 4115]
-EEG channel type selected for re-referencing
-Applying average reference.
-Applying a custom (&#39;EEG&#39;,) reference.
-Not setting metadata
-49 matching events found
-No baseline correction applied
-0 projection items activated
-Opening raw data file /home/circleci/project/autoreject/../examples/ds000117/sub-16/ses-meg/meg/sub-16_ses-meg_task-facerecognition_run-04_meg.fif...
-    Read a total of 8 projection items:
-        mag_ssp_upright.fif : PCA-mags-v1 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v2 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v3 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v4 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v5 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v1 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v2 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v3 (1 x 306)  idle
-    Range : 36300 ... 582999 =     33.000 ...   529.999 secs
-Ready.
-Reading 0 ... 546699  =      0.000 ...   496.999 secs...
-NOTE: pick_types() is a legacy function. New code should use inst.pick(...).
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v1, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v2, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v3, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v4, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v5, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v1, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v2, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v3, active : False, n_channels : 306&gt;
-Filtering raw data in 1 contiguous segment
-Setting up band-pass filter from 1 - 40 Hz
-
-FIR filter parameters
----------------------
-Designing a one-pass, zero-phase, non-causal bandpass filter:
-- Windowed time-domain design (firwin) method
-- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
-- Lower passband edge: 1.00
-- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.75 Hz)
-- Upper passband edge: 40.00 Hz
-- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)
-- Filter length: 7261 samples (6.601 s)
-
-/home/circleci/project/examples/plot_visualize_bad_epochs.py:57: RuntimeWarning: The unit for channel(s) EEG064 has changed from V to NA.
-  raw.set_channel_types({&#39;EEG061&#39;: &#39;eog&#39;, &#39;EEG062&#39;: &#39;eog&#39;,
-296 events found
-Event IDs: [   5    6    7   13   14   15   17   18   19  256  261  262  263  269
-  271  273  274  275 4096 4101 4102 4103 4109 4110 4111 4113 4114 4115]
-EEG channel type selected for re-referencing
-Applying average reference.
-Applying a custom (&#39;EEG&#39;,) reference.
-Not setting metadata
-49 matching events found
-No baseline correction applied
-0 projection items activated
-Opening raw data file /home/circleci/project/autoreject/../examples/ds000117/sub-16/ses-meg/meg/sub-16_ses-meg_task-facerecognition_run-05_meg.fif...
-    Read a total of 8 projection items:
-        mag_ssp_upright.fif : PCA-mags-v1 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v2 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v3 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v4 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v5 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v1 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v2 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v3 (1 x 306)  idle
-    Range : 60500 ... 602799 =     55.000 ...   547.999 secs
-Ready.
-Reading 0 ... 542299  =      0.000 ...   492.999 secs...
-NOTE: pick_types() is a legacy function. New code should use inst.pick(...).
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v1, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v2, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v3, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v4, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v5, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v1, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v2, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v3, active : False, n_channels : 306&gt;
-Filtering raw data in 1 contiguous segment
-Setting up band-pass filter from 1 - 40 Hz
-
-FIR filter parameters
----------------------
-Designing a one-pass, zero-phase, non-causal bandpass filter:
-- Windowed time-domain design (firwin) method
-- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
-- Lower passband edge: 1.00
-- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.75 Hz)
-- Upper passband edge: 40.00 Hz
-- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)
-- Filter length: 7261 samples (6.601 s)
-
-/home/circleci/project/examples/plot_visualize_bad_epochs.py:57: RuntimeWarning: The unit for channel(s) EEG064 has changed from V to NA.
-  raw.set_channel_types({&#39;EEG061&#39;: &#39;eog&#39;, &#39;EEG062&#39;: &#39;eog&#39;,
-292 events found
-Event IDs: [   5    6    7   13   14   15   17   18   19  256  261  269  271  273
-  274  275 4096 4101 4102 4103 4109 4110 4111 4113 4114 4115]
-EEG channel type selected for re-referencing
-Applying average reference.
-Applying a custom (&#39;EEG&#39;,) reference.
-Not setting metadata
-49 matching events found
-No baseline correction applied
-0 projection items activated
-Opening raw data file /home/circleci/project/autoreject/../examples/ds000117/sub-16/ses-meg/meg/sub-16_ses-meg_task-facerecognition_run-06_meg.fif...
-    Read a total of 8 projection items:
-        mag_ssp_upright.fif : PCA-mags-v1 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v2 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v3 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v4 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v5 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v1 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v2 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v3 (1 x 306)  idle
-    Range : 27500 ... 568699 =     25.000 ...   516.999 secs
-Ready.
-Reading 0 ... 541199  =      0.000 ...   491.999 secs...
-NOTE: pick_types() is a legacy function. New code should use inst.pick(...).
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v1, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v2, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v3, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v4, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | mag_ssp_upright.fif : PCA-mags-v5, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v1, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v2, active : False, n_channels : 306&gt;
-Removing projector &lt;Projection | grad_ssp_upright.fif : PCA-grad-v3, active : False, n_channels : 306&gt;
-Filtering raw data in 1 contiguous segment
-Setting up band-pass filter from 1 - 40 Hz
-
-FIR filter parameters
----------------------
-Designing a one-pass, zero-phase, non-causal bandpass filter:
-- Windowed time-domain design (firwin) method
-- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
-- Lower passband edge: 1.00
-- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.75 Hz)
-- Upper passband edge: 40.00 Hz
-- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)
-- Filter length: 7261 samples (6.601 s)
-
-/home/circleci/project/examples/plot_visualize_bad_epochs.py:57: RuntimeWarning: The unit for channel(s) EEG064 has changed from V to NA.
-  raw.set_channel_types({&#39;EEG061&#39;: &#39;eog&#39;, &#39;EEG062&#39;: &#39;eog&#39;,
-295 events found
-Event IDs: [   5    6    7   13   14   15   17   18   19  256  261  262  263  269
-  270  271  273  274  275 4096 4101 4102 4103 4109 4110 4111 4113 4114
- 4115]
-EEG channel type selected for re-referencing
-Applying average reference.
-Applying a custom (&#39;EEG&#39;,) reference.
-Not setting metadata
-50 matching events found
-No baseline correction applied
-0 projection items activated
-Using data from preloaded Raw for 49 events and 1101 original time points (prior to decimation) ...
-0 bad epochs dropped
-Using data from preloaded Raw for 49 events and 1101 original time points (prior to decimation) ...
-0 bad epochs dropped
-Using data from preloaded Raw for 49 events and 1101 original time points (prior to decimation) ...
-0 bad epochs dropped
-Using data from preloaded Raw for 50 events and 1101 original time points (prior to decimation) ...
-0 bad epochs dropped
-Using data from preloaded Raw for 49 events and 1101 original time points (prior to decimation) ...
-Using data from preloaded Raw for 49 events and 1101 original time points (prior to decimation) ...
-Using data from preloaded Raw for 49 events and 1101 original time points (prior to decimation) ...
-Using data from preloaded Raw for 50 events and 1101 original time points (prior to decimation) ...
-Not setting metadata
-197 matching events found
-No baseline correction applied
-</pre></div>
-</div>
-<p>Now, we apply autoreject</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">autoreject</span> <span class="kn">import</span> <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class"><span class="n">AutoReject</span></a><span class="p">,</span> <span class="n">compute_thresholds</span>  <span class="c1"># noqa</span>
-
-<a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">this_epoch</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">[</span><span class="s1">&#39;famous&#39;</span><span class="p">]</span>
-<a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">exclude</span></a> <span class="o">=</span> <span class="p">[]</span>  <span class="c1"># XXX</span>
-<a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.pick_types.html#mne.pick_types" title="mne.pick_types" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">pick_types</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne.Info" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span><span class="o">.</span><span class="n">info</span></a><span class="p">,</span> <span class="n">meg</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">eeg</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">stim</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
-                       <span class="n">eog</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">exclude</span></a><span class="o">=</span><a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">exclude</span></a><span class="p">)</span>
-</pre></div>
-</div>
-<p>Note that <a class="reference internal" href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject"><code class="xref py py-class docutils literal notranslate"><span class="pre">autoreject.AutoReject</span></code></a> by design supports multiple
-channels. If no picks are passed separate solutions will be computed for each
-channel type and internally combines. This then readily supports cleaning
-unseen epochs from the different channel types used during fit.
-Here we only use a subset of channels to save time.</p>
-<p>Also note that once the parameters are learned, any data can be repaired
-that contains channels that were used during fit. This also means that time
-may be saved by fitting <a class="reference internal" href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject"><code class="xref py py-class docutils literal notranslate"><span class="pre">autoreject.AutoReject</span></code></a> on a
-representative subsample of the data.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ar</span></a> <span class="o">=</span> <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class"><span class="n">AutoReject</span></a><span class="p">(</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a><span class="o">=</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">,</span> <span class="n">n_jobs</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
-
-<a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs_ar</span></a><span class="p">,</span> <a href="../generated/autoreject.RejectLog.html#autoreject.RejectLog" title="autoreject.RejectLog" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject_log</span></a> <span class="o">=</span> <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject.fit_transform" title="autoreject.AutoReject.fit_transform" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-method"><span class="n">ar</span><span class="o">.</span><span class="n">fit_transform</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">this_epoch</span></a><span class="p">,</span> <span class="n">return_log</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
-</pre></div>
-</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Running autoreject on ch_type=eeg
-
-  0%|          | Creating augmented epochs : 0/70 [00:00&lt;?,       ?it/s]
-  1%|▏         | Creating augmented epochs : 1/70 [00:00&lt;00:01,   44.57it/s]
-  3%|▎         | Creating augmented epochs : 2/70 [00:00&lt;00:01,   38.94it/s]
-  4%|▍         | Creating augmented epochs : 3/70 [00:00&lt;00:01,   37.07it/s]
-  6%|▌         | Creating augmented epochs : 4/70 [00:00&lt;00:01,   35.16it/s]
-  7%|▋         | Creating augmented epochs : 5/70 [00:00&lt;00:01,   33.90it/s]
-  9%|▊         | Creating augmented epochs : 6/70 [00:00&lt;00:01,   33.04it/s]
- 10%|█         | Creating augmented epochs : 7/70 [00:00&lt;00:01,   32.69it/s]
- 11%|█▏        | Creating augmented epochs : 8/70 [00:00&lt;00:01,   32.52it/s]
- 13%|█▎        | Creating augmented epochs : 9/70 [00:00&lt;00:01,   32.24it/s]
- 14%|█▍        | Creating augmented epochs : 10/70 [00:00&lt;00:01,   32.12it/s]
- 16%|█▌        | Creating augmented epochs : 11/70 [00:00&lt;00:01,   31.76it/s]
- 17%|█▋        | Creating augmented epochs : 12/70 [00:00&lt;00:01,   31.56it/s]
- 19%|█▊        | Creating augmented epochs : 13/70 [00:00&lt;00:01,   31.41it/s]
- 20%|██        | Creating augmented epochs : 14/70 [00:00&lt;00:01,   31.31it/s]
- 21%|██▏       | Creating augmented epochs : 15/70 [00:00&lt;00:01,   31.33it/s]
- 23%|██▎       | Creating augmented epochs : 16/70 [00:00&lt;00:01,   31.30it/s]
- 24%|██▍       | Creating augmented epochs : 17/70 [00:00&lt;00:01,   31.03it/s]
- 26%|██▌       | Creating augmented epochs : 18/70 [00:00&lt;00:01,   28.62it/s]
- 27%|██▋       | Creating augmented epochs : 19/70 [00:00&lt;00:01,   26.82it/s]
- 29%|██▊       | Creating augmented epochs : 20/70 [00:00&lt;00:01,   26.51it/s]
- 30%|███       | Creating augmented epochs : 21/70 [00:00&lt;00:01,   26.74it/s]
- 31%|███▏      | Creating augmented epochs : 22/70 [00:00&lt;00:01,   26.22it/s]
- 33%|███▎      | Creating augmented epochs : 23/70 [00:00&lt;00:01,   24.81it/s]
- 34%|███▍      | Creating augmented epochs : 24/70 [00:00&lt;00:01,   25.02it/s]
- 36%|███▌      | Creating augmented epochs : 25/70 [00:00&lt;00:01,   25.41it/s]
- 37%|███▋      | Creating augmented epochs : 26/70 [00:00&lt;00:01,   24.44it/s]
- 39%|███▊      | Creating augmented epochs : 27/70 [00:01&lt;00:01,   24.90it/s]
- 40%|████      | Creating augmented epochs : 28/70 [00:01&lt;00:01,   25.02it/s]
- 41%|████▏     | Creating augmented epochs : 29/70 [00:01&lt;00:01,   23.94it/s]
- 43%|████▎     | Creating augmented epochs : 30/70 [00:01&lt;00:01,   23.18it/s]
- 44%|████▍     | Creating augmented epochs : 31/70 [00:01&lt;00:01,   22.40it/s]
- 46%|████▌     | Creating augmented epochs : 32/70 [00:01&lt;00:01,   21.71it/s]
- 47%|████▋     | Creating augmented epochs : 33/70 [00:01&lt;00:01,   21.98it/s]
- 49%|████▊     | Creating augmented epochs : 34/70 [00:01&lt;00:01,   22.39it/s]
- 50%|█████     | Creating augmented epochs : 35/70 [00:01&lt;00:01,   21.79it/s]
- 51%|█████▏    | Creating augmented epochs : 36/70 [00:01&lt;00:01,   22.12it/s]
- 53%|█████▎    | Creating augmented epochs : 37/70 [00:01&lt;00:01,   22.12it/s]
- 54%|█████▍    | Creating augmented epochs : 38/70 [00:01&lt;00:01,   21.54it/s]
- 56%|█████▌    | Creating augmented epochs : 39/70 [00:01&lt;00:01,   20.88it/s]
- 57%|█████▋    | Creating augmented epochs : 40/70 [00:01&lt;00:01,   21.18it/s]
- 59%|█████▊    | Creating augmented epochs : 41/70 [00:01&lt;00:01,   21.62it/s]
- 60%|██████    | Creating augmented epochs : 42/70 [00:01&lt;00:01,   21.14it/s]
- 61%|██████▏   | Creating augmented epochs : 43/70 [00:01&lt;00:01,   21.48it/s]
- 63%|██████▎   | Creating augmented epochs : 44/70 [00:01&lt;00:01,   21.42it/s]
- 64%|██████▍   | Creating augmented epochs : 45/70 [00:01&lt;00:01,   20.87it/s]
- 66%|██████▌   | Creating augmented epochs : 46/70 [00:01&lt;00:01,   21.13it/s]
- 67%|██████▋   | Creating augmented epochs : 47/70 [00:02&lt;00:01,   21.45it/s]
- 69%|██████▊   | Creating augmented epochs : 48/70 [00:02&lt;00:01,   21.18it/s]
- 70%|███████   | Creating augmented epochs : 49/70 [00:02&lt;00:00,   21.61it/s]
- 71%|███████▏  | Creating augmented epochs : 50/70 [00:02&lt;00:00,   21.99it/s]
- 73%|███████▎  | Creating augmented epochs : 51/70 [00:02&lt;00:00,   21.52it/s]
- 74%|███████▍  | Creating augmented epochs : 52/70 [00:02&lt;00:00,   21.21it/s]
- 76%|███████▌  | Creating augmented epochs : 53/70 [00:02&lt;00:00,   21.56it/s]
- 77%|███████▋  | Creating augmented epochs : 54/70 [00:02&lt;00:00,   21.54it/s]
- 79%|███████▊  | Creating augmented epochs : 55/70 [00:02&lt;00:00,   21.50it/s]
- 80%|████████  | Creating augmented epochs : 56/70 [00:02&lt;00:00,   21.81it/s]
- 81%|████████▏ | Creating augmented epochs : 57/70 [00:02&lt;00:00,   21.34it/s]
- 83%|████████▎ | Creating augmented epochs : 58/70 [00:02&lt;00:00,   21.74it/s]
- 84%|████████▍ | Creating augmented epochs : 59/70 [00:02&lt;00:00,   21.95it/s]
- 86%|████████▌ | Creating augmented epochs : 60/70 [00:02&lt;00:00,   21.66it/s]
- 87%|████████▋ | Creating augmented epochs : 61/70 [00:02&lt;00:00,   21.99it/s]
- 89%|████████▊ | Creating augmented epochs : 62/70 [00:02&lt;00:00,   21.77it/s]
- 90%|█████████ | Creating augmented epochs : 63/70 [00:02&lt;00:00,   21.27it/s]
- 91%|█████████▏| Creating augmented epochs : 64/70 [00:02&lt;00:00,   20.76it/s]
- 93%|█████████▎| Creating augmented epochs : 65/70 [00:02&lt;00:00,   21.17it/s]
- 94%|█████████▍| Creating augmented epochs : 66/70 [00:02&lt;00:00,   21.34it/s]
- 96%|█████████▌| Creating augmented epochs : 67/70 [00:02&lt;00:00,   21.14it/s]
- 97%|█████████▋| Creating augmented epochs : 68/70 [00:03&lt;00:00,   21.49it/s]
- 99%|█████████▊| Creating augmented epochs : 69/70 [00:03&lt;00:00,   21.33it/s]
-100%|██████████| Creating augmented epochs : 70/70 [00:03&lt;00:00,   20.87it/s]
-100%|██████████| Creating augmented epochs : 70/70 [00:03&lt;00:00,   22.39it/s]
-
-  0%|          | Computing thresholds ... : 0/70 [00:00&lt;?,       ?it/s]
-  1%|▏         | Computing thresholds ... : 1/70 [00:01&lt;01:13,    1.07s/it]
-  3%|▎         | Computing thresholds ... : 2/70 [00:01&lt;01:01,    1.10it/s]
-  4%|▍         | Computing thresholds ... : 3/70 [00:02&lt;00:59,    1.13it/s]
-  6%|▌         | Computing thresholds ... : 4/70 [00:03&lt;00:56,    1.18it/s]
-  7%|▋         | Computing thresholds ... : 5/70 [00:04&lt;00:55,    1.17it/s]
-  9%|▊         | Computing thresholds ... : 6/70 [00:05&lt;00:53,    1.19it/s]
- 10%|█         | Computing thresholds ... : 7/70 [00:05&lt;00:52,    1.19it/s]
- 11%|█▏        | Computing thresholds ... : 8/70 [00:06&lt;00:51,    1.20it/s]
- 13%|█▎        | Computing thresholds ... : 9/70 [00:07&lt;00:50,    1.21it/s]
- 14%|█▍        | Computing thresholds ... : 10/70 [00:08&lt;00:49,    1.21it/s]
- 16%|█▌        | Computing thresholds ... : 11/70 [00:09&lt;00:49,    1.20it/s]
- 17%|█▋        | Computing thresholds ... : 12/70 [00:10&lt;00:48,    1.20it/s]
- 19%|█▊        | Computing thresholds ... : 13/70 [00:10&lt;00:47,    1.21it/s]
- 20%|██        | Computing thresholds ... : 14/70 [00:11&lt;00:45,    1.22it/s]
- 21%|██▏       | Computing thresholds ... : 15/70 [00:12&lt;00:45,    1.22it/s]
- 23%|██▎       | Computing thresholds ... : 16/70 [00:13&lt;00:44,    1.22it/s]
- 24%|██▍       | Computing thresholds ... : 17/70 [00:13&lt;00:43,    1.23it/s]
- 26%|██▌       | Computing thresholds ... : 18/70 [00:14&lt;00:41,    1.24it/s]
- 27%|██▋       | Computing thresholds ... : 19/70 [00:15&lt;00:41,    1.22it/s]
- 29%|██▊       | Computing thresholds ... : 20/70 [00:16&lt;00:42,    1.18it/s]
- 30%|███       | Computing thresholds ... : 21/70 [00:17&lt;00:41,    1.17it/s]
- 31%|███▏      | Computing thresholds ... : 22/70 [00:18&lt;00:41,    1.17it/s]
- 33%|███▎      | Computing thresholds ... : 23/70 [00:19&lt;00:40,    1.17it/s]
- 34%|███▍      | Computing thresholds ... : 24/70 [00:20&lt;00:39,    1.18it/s]
- 36%|███▌      | Computing thresholds ... : 25/70 [00:21&lt;00:38,    1.18it/s]
- 37%|███▋      | Computing thresholds ... : 26/70 [00:21&lt;00:36,    1.19it/s]
- 39%|███▊      | Computing thresholds ... : 27/70 [00:22&lt;00:35,    1.20it/s]
- 40%|████      | Computing thresholds ... : 28/70 [00:23&lt;00:35,    1.20it/s]
- 41%|████▏     | Computing thresholds ... : 29/70 [00:24&lt;00:34,    1.20it/s]
- 43%|████▎     | Computing thresholds ... : 30/70 [00:24&lt;00:33,    1.21it/s]
- 44%|████▍     | Computing thresholds ... : 31/70 [00:25&lt;00:32,    1.21it/s]
- 46%|████▌     | Computing thresholds ... : 32/70 [00:26&lt;00:31,    1.21it/s]
- 47%|████▋     | Computing thresholds ... : 33/70 [00:27&lt;00:30,    1.21it/s]
- 49%|████▊     | Computing thresholds ... : 34/70 [00:28&lt;00:29,    1.20it/s]
- 50%|█████     | Computing thresholds ... : 35/70 [00:29&lt;00:29,    1.20it/s]
- 51%|█████▏    | Computing thresholds ... : 36/70 [00:30&lt;00:28,    1.20it/s]
- 53%|█████▎    | Computing thresholds ... : 37/70 [00:30&lt;00:27,    1.20it/s]
- 54%|█████▍    | Computing thresholds ... : 38/70 [00:31&lt;00:26,    1.20it/s]
- 56%|█████▌    | Computing thresholds ... : 39/70 [00:32&lt;00:25,    1.21it/s]
- 57%|█████▋    | Computing thresholds ... : 40/70 [00:33&lt;00:24,    1.20it/s]
- 59%|█████▊    | Computing thresholds ... : 41/70 [00:34&lt;00:24,    1.20it/s]
- 60%|██████    | Computing thresholds ... : 42/70 [00:35&lt;00:23,    1.20it/s]
- 61%|██████▏   | Computing thresholds ... : 43/70 [00:35&lt;00:22,    1.20it/s]
- 63%|██████▎   | Computing thresholds ... : 44/70 [00:36&lt;00:21,    1.20it/s]
- 64%|██████▍   | Computing thresholds ... : 45/70 [00:37&lt;00:20,    1.20it/s]
- 66%|██████▌   | Computing thresholds ... : 46/70 [00:38&lt;00:19,    1.20it/s]
- 67%|██████▋   | Computing thresholds ... : 47/70 [00:39&lt;00:19,    1.20it/s]
- 69%|██████▊   | Computing thresholds ... : 48/70 [00:39&lt;00:18,    1.21it/s]
- 70%|███████   | Computing thresholds ... : 49/70 [00:40&lt;00:17,    1.21it/s]
- 71%|███████▏  | Computing thresholds ... : 50/70 [00:41&lt;00:16,    1.21it/s]
- 73%|███████▎  | Computing thresholds ... : 51/70 [00:42&lt;00:15,    1.20it/s]
- 74%|███████▍  | Computing thresholds ... : 52/70 [00:43&lt;00:15,    1.20it/s]
- 76%|███████▌  | Computing thresholds ... : 53/70 [00:44&lt;00:14,    1.20it/s]
- 77%|███████▋  | Computing thresholds ... : 54/70 [00:44&lt;00:13,    1.20it/s]
- 79%|███████▊  | Computing thresholds ... : 55/70 [00:45&lt;00:12,    1.21it/s]
- 80%|████████  | Computing thresholds ... : 56/70 [00:46&lt;00:11,    1.20it/s]
- 81%|████████▏ | Computing thresholds ... : 57/70 [00:47&lt;00:10,    1.20it/s]
- 83%|████████▎ | Computing thresholds ... : 58/70 [00:48&lt;00:09,    1.20it/s]
- 84%|████████▍ | Computing thresholds ... : 59/70 [00:49&lt;00:09,    1.21it/s]
- 86%|████████▌ | Computing thresholds ... : 60/70 [00:49&lt;00:08,    1.20it/s]
- 87%|████████▋ | Computing thresholds ... : 61/70 [00:50&lt;00:07,    1.20it/s]
- 89%|████████▊ | Computing thresholds ... : 62/70 [00:51&lt;00:06,    1.20it/s]
- 90%|█████████ | Computing thresholds ... : 63/70 [00:52&lt;00:05,    1.19it/s]
- 91%|█████████▏| Computing thresholds ... : 64/70 [00:53&lt;00:05,    1.19it/s]
- 93%|█████████▎| Computing thresholds ... : 65/70 [00:54&lt;00:04,    1.19it/s]
- 94%|█████████▍| Computing thresholds ... : 66/70 [00:55&lt;00:03,    1.19it/s]
- 96%|█████████▌| Computing thresholds ... : 67/70 [00:56&lt;00:02,    1.19it/s]
- 97%|█████████▋| Computing thresholds ... : 68/70 [00:56&lt;00:01,    1.19it/s]
- 99%|█████████▊| Computing thresholds ... : 69/70 [00:57&lt;00:00,    1.19it/s]
-100%|██████████| Computing thresholds ... : 70/70 [00:58&lt;00:00,    1.19it/s]
-100%|██████████| Computing thresholds ... : 70/70 [00:58&lt;00:00,    1.20it/s]
-
-
-
-  0%|          | Repairing epochs : 0/197 [00:00&lt;?,       ?it/s]
-
-
-  3%|▎         | Repairing epochs : 5/197 [00:00&lt;00:00,  265.93it/s]
-
-
-  5%|▌         | Repairing epochs : 10/197 [00:00&lt;00:00,  268.20it/s]
-
-
-  8%|▊         | Repairing epochs : 15/197 [00:00&lt;00:00,  269.42it/s]
-
-
- 10%|█         | Repairing epochs : 20/197 [00:00&lt;00:00,  270.32it/s]
-
-
- 13%|█▎        | Repairing epochs : 25/197 [00:00&lt;00:00,  270.67it/s]
-
-
- 15%|█▌        | Repairing epochs : 30/197 [00:00&lt;00:00,  271.05it/s]
-
-
- 18%|█▊        | Repairing epochs : 35/197 [00:00&lt;00:00,  271.57it/s]
-
-
- 20%|██        | Repairing epochs : 40/197 [00:00&lt;00:00,  271.72it/s]
-
-
- 23%|██▎       | Repairing epochs : 45/197 [00:00&lt;00:00,  271.98it/s]
-
-
- 25%|██▌       | Repairing epochs : 50/197 [00:00&lt;00:00,  272.25it/s]
-
-
- 28%|██▊       | Repairing epochs : 55/197 [00:00&lt;00:00,  272.35it/s]
-
-
- 30%|███       | Repairing epochs : 60/197 [00:00&lt;00:00,  272.37it/s]
-
-
- 33%|███▎      | Repairing epochs : 65/197 [00:00&lt;00:00,  272.42it/s]
-
-
- 36%|███▌      | Repairing epochs : 70/197 [00:00&lt;00:00,  272.28it/s]
-
-
- 38%|███▊      | Repairing epochs : 75/197 [00:00&lt;00:00,  272.41it/s]
-
-
- 41%|████      | Repairing epochs : 80/197 [00:00&lt;00:00,  272.54it/s]
-
-
- 43%|████▎     | Repairing epochs : 85/197 [00:00&lt;00:00,  272.58it/s]
-
-
- 46%|████▌     | Repairing epochs : 90/197 [00:00&lt;00:00,  272.52it/s]
-
-
- 48%|████▊     | Repairing epochs : 95/197 [00:00&lt;00:00,  272.56it/s]
-
-
- 51%|█████     | Repairing epochs : 100/197 [00:00&lt;00:00,  272.61it/s]
-
-
- 53%|█████▎    | Repairing epochs : 105/197 [00:00&lt;00:00,  272.71it/s]
-
-
- 56%|█████▌    | Repairing epochs : 110/197 [00:00&lt;00:00,  272.85it/s]
-
-
- 58%|█████▊    | Repairing epochs : 115/197 [00:00&lt;00:00,  272.81it/s]
-
-
- 61%|██████    | Repairing epochs : 120/197 [00:00&lt;00:00,  272.88it/s]
-
-
- 63%|██████▎   | Repairing epochs : 125/197 [00:00&lt;00:00,  272.97it/s]
-
-
- 66%|██████▌   | Repairing epochs : 130/197 [00:00&lt;00:00,  273.04it/s]
-
-
- 69%|██████▊   | Repairing epochs : 135/197 [00:00&lt;00:00,  273.14it/s]
-
-
- 71%|███████   | Repairing epochs : 140/197 [00:00&lt;00:00,  273.13it/s]
-
-
- 74%|███████▎  | Repairing epochs : 145/197 [00:00&lt;00:00,  273.13it/s]
-
-
- 76%|███████▌  | Repairing epochs : 150/197 [00:00&lt;00:00,  273.18it/s]
-
-
- 79%|███████▊  | Repairing epochs : 155/197 [00:00&lt;00:00,  273.24it/s]
-
-
- 81%|████████  | Repairing epochs : 160/197 [00:00&lt;00:00,  273.22it/s]
-
-
- 84%|████████▍ | Repairing epochs : 165/197 [00:00&lt;00:00,  273.31it/s]
-
-
- 86%|████████▋ | Repairing epochs : 170/197 [00:00&lt;00:00,  273.32it/s]
-
-
- 89%|████████▉ | Repairing epochs : 175/197 [00:00&lt;00:00,  273.35it/s]
-
-
- 91%|█████████▏| Repairing epochs : 180/197 [00:00&lt;00:00,  273.43it/s]
-
-
- 94%|█████████▍| Repairing epochs : 185/197 [00:00&lt;00:00,  273.50it/s]
-
-
- 96%|█████████▋| Repairing epochs : 190/197 [00:00&lt;00:00,  273.52it/s]
-
-
- 99%|█████████▉| Repairing epochs : 195/197 [00:00&lt;00:00,  273.39it/s]
-100%|██████████| Repairing epochs : 197/197 [00:00&lt;00:00,  272.94it/s]
-
-
-  0%|          | n_interp : 0/3 [00:00&lt;?,       ?it/s]
-
-
-  0%|          | Repairing epochs : 0/197 [00:00&lt;?,       ?it/s]
-
-
-  1%|          | Repairing epochs : 2/197 [00:00&lt;00:03,   64.17it/s]
-
-
-  2%|▏         | Repairing epochs : 3/197 [00:00&lt;00:03,   56.86it/s]
-
-
-  2%|▏         | Repairing epochs : 4/197 [00:00&lt;00:03,   53.84it/s]
-
-
-  3%|▎         | Repairing epochs : 5/197 [00:00&lt;00:03,   52.79it/s]
-
-
-  3%|▎         | Repairing epochs : 6/197 [00:00&lt;00:03,   52.22it/s]
-
-
-  4%|▎         | Repairing epochs : 7/197 [00:00&lt;00:03,   51.94it/s]
-
-
-  4%|▍         | Repairing epochs : 8/197 [00:00&lt;00:03,   51.71it/s]
-
-
-  5%|▍         | Repairing epochs : 9/197 [00:00&lt;00:03,   51.42it/s]
-
-
-  5%|▌         | Repairing epochs : 10/197 [00:00&lt;00:03,   51.02it/s]
-
-
-  6%|▌         | Repairing epochs : 11/197 [00:00&lt;00:03,   50.84it/s]
-
-
-  6%|▌         | Repairing epochs : 12/197 [00:00&lt;00:03,   50.58it/s]
-
-
-  7%|▋         | Repairing epochs : 13/197 [00:00&lt;00:03,   50.54it/s]
-
-
-  7%|▋         | Repairing epochs : 14/197 [00:00&lt;00:03,   50.39it/s]
-
-
-  8%|▊         | Repairing epochs : 15/197 [00:00&lt;00:03,   50.33it/s]
-
-
-  8%|▊         | Repairing epochs : 16/197 [00:00&lt;00:03,   48.90it/s]
-
-
-  9%|▊         | Repairing epochs : 17/197 [00:00&lt;00:04,   44.31it/s]
-
-
-  9%|▉         | Repairing epochs : 18/197 [00:00&lt;00:04,   40.76it/s]
-
-
- 10%|▉         | Repairing epochs : 19/197 [00:00&lt;00:04,   38.16it/s]
-
-
- 10%|█         | Repairing epochs : 20/197 [00:00&lt;00:04,   35.89it/s]
-
-
- 11%|█         | Repairing epochs : 21/197 [00:00&lt;00:05,   33.94it/s]
-
-
- 11%|█         | Repairing epochs : 22/197 [00:00&lt;00:05,   32.52it/s]
-
-
- 12%|█▏        | Repairing epochs : 23/197 [00:00&lt;00:05,   33.31it/s]
-
-
- 12%|█▏        | Repairing epochs : 24/197 [00:00&lt;00:05,   34.11it/s]
-
-
- 13%|█▎        | Repairing epochs : 25/197 [00:00&lt;00:04,   34.87it/s]
-
-
- 13%|█▎        | Repairing epochs : 26/197 [00:00&lt;00:04,   35.58it/s]
-
-
- 14%|█▎        | Repairing epochs : 27/197 [00:00&lt;00:04,   35.13it/s]
-
-
- 14%|█▍        | Repairing epochs : 28/197 [00:00&lt;00:04,   33.82it/s]
-
-
- 15%|█▍        | Repairing epochs : 29/197 [00:00&lt;00:05,   32.62it/s]
-
-
- 15%|█▌        | Repairing epochs : 30/197 [00:00&lt;00:05,   31.58it/s]
-
-
- 16%|█▌        | Repairing epochs : 31/197 [00:00&lt;00:05,   30.69it/s]
-
-
- 16%|█▌        | Repairing epochs : 32/197 [00:00&lt;00:05,   29.93it/s]
-
-
- 17%|█▋        | Repairing epochs : 33/197 [00:00&lt;00:05,   29.43it/s]
-
-
- 17%|█▋        | Repairing epochs : 34/197 [00:01&lt;00:05,   30.17it/s]
-
-
- 18%|█▊        | Repairing epochs : 35/197 [00:01&lt;00:05,   30.90it/s]
-
-
- 18%|█▊        | Repairing epochs : 36/197 [00:01&lt;00:05,   31.62it/s]
-
-
- 19%|█▉        | Repairing epochs : 37/197 [00:01&lt;00:04,   32.33it/s]
-
-
- 19%|█▉        | Repairing epochs : 38/197 [00:01&lt;00:04,   32.05it/s]
-
-
- 20%|█▉        | Repairing epochs : 39/197 [00:01&lt;00:05,   31.19it/s]
-
-
- 20%|██        | Repairing epochs : 40/197 [00:01&lt;00:05,   30.47it/s]
-
-
- 21%|██        | Repairing epochs : 41/197 [00:01&lt;00:05,   30.39it/s]
-
-
- 21%|██▏       | Repairing epochs : 42/197 [00:01&lt;00:04,   31.08it/s]
-
-
- 22%|██▏       | Repairing epochs : 43/197 [00:01&lt;00:04,   31.68it/s]
-
-
- 22%|██▏       | Repairing epochs : 44/197 [00:01&lt;00:04,   32.26it/s]
-
-
- 23%|██▎       | Repairing epochs : 45/197 [00:01&lt;00:04,   32.88it/s]
-
-
- 24%|██▍       | Repairing epochs : 47/197 [00:01&lt;00:04,   32.88it/s]
-
-
- 24%|██▍       | Repairing epochs : 48/197 [00:01&lt;00:04,   32.02it/s]
-
-
- 25%|██▍       | Repairing epochs : 49/197 [00:01&lt;00:04,   31.47it/s]
-
-
- 25%|██▌       | Repairing epochs : 50/197 [00:01&lt;00:04,   31.97it/s]
-
-
- 26%|██▋       | Repairing epochs : 52/197 [00:01&lt;00:04,   33.83it/s]
-
-
- 27%|██▋       | Repairing epochs : 53/197 [00:01&lt;00:04,   34.33it/s]
-
-
- 27%|██▋       | Repairing epochs : 54/197 [00:01&lt;00:04,   34.28it/s]
-
-
- 28%|██▊       | Repairing epochs : 55/197 [00:01&lt;00:04,   33.25it/s]
-
-
- 28%|██▊       | Repairing epochs : 56/197 [00:01&lt;00:04,   32.26it/s]
-
-
- 29%|██▉       | Repairing epochs : 57/197 [00:01&lt;00:04,   31.82it/s]
-
-
- 29%|██▉       | Repairing epochs : 58/197 [00:01&lt;00:04,   32.29it/s]
-
-
- 30%|██▉       | Repairing epochs : 59/197 [00:01&lt;00:04,   32.86it/s]
-
-
- 31%|███       | Repairing epochs : 61/197 [00:01&lt;00:03,   34.57it/s]
-
-
- 32%|███▏      | Repairing epochs : 63/197 [00:01&lt;00:03,   35.14it/s]
-
-
- 32%|███▏      | Repairing epochs : 64/197 [00:01&lt;00:03,   34.13it/s]
-
-
- 33%|███▎      | Repairing epochs : 65/197 [00:01&lt;00:03,   33.09it/s]
-
-
- 34%|███▎      | Repairing epochs : 66/197 [00:01&lt;00:03,   33.22it/s]
-
-
- 34%|███▍      | Repairing epochs : 67/197 [00:01&lt;00:03,   33.71it/s]
-
-
- 35%|███▍      | Repairing epochs : 68/197 [00:01&lt;00:03,   34.10it/s]
-
-
- 35%|███▌      | Repairing epochs : 69/197 [00:02&lt;00:03,   34.57it/s]
-
-
- 36%|███▌      | Repairing epochs : 71/197 [00:02&lt;00:03,   36.94it/s]
-
-
- 37%|███▋      | Repairing epochs : 72/197 [00:02&lt;00:03,   35.89it/s]
-
-
- 37%|███▋      | Repairing epochs : 73/197 [00:02&lt;00:03,   34.88it/s]
-
-
- 38%|███▊      | Repairing epochs : 74/197 [00:02&lt;00:03,   33.62it/s]
-
-
- 38%|███▊      | Repairing epochs : 75/197 [00:02&lt;00:03,   34.02it/s]
-
-
- 39%|███▊      | Repairing epochs : 76/197 [00:02&lt;00:03,   34.46it/s]
-
-
- 39%|███▉      | Repairing epochs : 77/197 [00:02&lt;00:03,   34.96it/s]
-
-
- 40%|███▉      | Repairing epochs : 78/197 [00:02&lt;00:03,   35.41it/s]
-
-
- 40%|████      | Repairing epochs : 79/197 [00:02&lt;00:03,   35.09it/s]
-
-
- 41%|████      | Repairing epochs : 80/197 [00:02&lt;00:03,   34.03it/s]
-
-
- 41%|████      | Repairing epochs : 81/197 [00:02&lt;00:03,   33.07it/s]
-
-
- 42%|████▏     | Repairing epochs : 82/197 [00:02&lt;00:03,   32.83it/s]
-
-
- 42%|████▏     | Repairing epochs : 83/197 [00:02&lt;00:03,   33.26it/s]
-
-
- 43%|████▎     | Repairing epochs : 84/197 [00:02&lt;00:03,   33.74it/s]
-
-
- 43%|████▎     | Repairing epochs : 85/197 [00:02&lt;00:03,   34.25it/s]
-
-
- 44%|████▎     | Repairing epochs : 86/197 [00:02&lt;00:03,   34.57it/s]
-
-
- 44%|████▍     | Repairing epochs : 87/197 [00:02&lt;00:03,   33.68it/s]
-
-
- 45%|████▍     | Repairing epochs : 88/197 [00:02&lt;00:03,   32.61it/s]
-
-
- 46%|████▌     | Repairing epochs : 90/197 [00:02&lt;00:03,   33.88it/s]
-
-
- 46%|████▌     | Repairing epochs : 91/197 [00:02&lt;00:03,   32.97it/s]
-
-
- 47%|████▋     | Repairing epochs : 92/197 [00:02&lt;00:03,   32.17it/s]
-
-
- 47%|████▋     | Repairing epochs : 93/197 [00:02&lt;00:03,   31.33it/s]
-
-
- 48%|████▊     | Repairing epochs : 94/197 [00:02&lt;00:03,   31.53it/s]
-
-
- 48%|████▊     | Repairing epochs : 95/197 [00:02&lt;00:03,   32.03it/s]
-
-
- 49%|████▊     | Repairing epochs : 96/197 [00:02&lt;00:03,   32.51it/s]
-
-
- 49%|████▉     | Repairing epochs : 97/197 [00:02&lt;00:03,   32.99it/s]
-
-
- 50%|████▉     | Repairing epochs : 98/197 [00:02&lt;00:03,   32.86it/s]
-
-
- 50%|█████     | Repairing epochs : 99/197 [00:02&lt;00:03,   32.08it/s]
-
-
- 51%|█████     | Repairing epochs : 100/197 [00:02&lt;00:03,   31.17it/s]
-
-
- 51%|█████▏    | Repairing epochs : 101/197 [00:03&lt;00:03,   31.01it/s]
-
-
- 52%|█████▏    | Repairing epochs : 102/197 [00:03&lt;00:03,   31.53it/s]
-
-
- 53%|█████▎    | Repairing epochs : 104/197 [00:03&lt;00:02,   33.17it/s]
-
-
- 53%|█████▎    | Repairing epochs : 105/197 [00:03&lt;00:02,   33.65it/s]
-
-
- 54%|█████▍    | Repairing epochs : 106/197 [00:03&lt;00:02,   33.43it/s]
-
-
- 54%|█████▍    | Repairing epochs : 107/197 [00:03&lt;00:02,   34.06it/s]
-
-
- 55%|█████▍    | Repairing epochs : 108/197 [00:03&lt;00:02,   32.98it/s]
-
-
- 55%|█████▌    | Repairing epochs : 109/197 [00:03&lt;00:02,   32.01it/s]
-
-
- 56%|█████▌    | Repairing epochs : 110/197 [00:03&lt;00:02,   32.48it/s]
-
-
- 56%|█████▋    | Repairing epochs : 111/197 [00:03&lt;00:02,   32.89it/s]
-
-
- 57%|█████▋    | Repairing epochs : 112/197 [00:03&lt;00:02,   33.29it/s]
-
-
- 57%|█████▋    | Repairing epochs : 113/197 [00:03&lt;00:02,   33.73it/s]
-
-
- 58%|█████▊    | Repairing epochs : 114/197 [00:03&lt;00:02,   33.35it/s]
-
-
- 58%|█████▊    | Repairing epochs : 115/197 [00:03&lt;00:02,   32.30it/s]
-
-
- 59%|█████▉    | Repairing epochs : 116/197 [00:03&lt;00:02,   31.40it/s]
-
-
- 60%|█████▉    | Repairing epochs : 118/197 [00:03&lt;00:02,   32.66it/s]
-
-
- 60%|██████    | Repairing epochs : 119/197 [00:03&lt;00:02,   33.17it/s]
-
-
- 61%|██████    | Repairing epochs : 120/197 [00:03&lt;00:02,   33.61it/s]
-
-
- 61%|██████▏   | Repairing epochs : 121/197 [00:03&lt;00:02,   33.97it/s]
-
-
- 62%|██████▏   | Repairing epochs : 122/197 [00:03&lt;00:02,   33.21it/s]
-
-
- 62%|██████▏   | Repairing epochs : 123/197 [00:03&lt;00:02,   32.27it/s]
-
-
- 63%|██████▎   | Repairing epochs : 124/197 [00:03&lt;00:02,   31.42it/s]
-
-
- 63%|██████▎   | Repairing epochs : 125/197 [00:03&lt;00:02,   31.64it/s]
-
-
- 64%|██████▍   | Repairing epochs : 127/197 [00:03&lt;00:02,   33.90it/s]
-
-
- 65%|██████▍   | Repairing epochs : 128/197 [00:03&lt;00:02,   34.40it/s]
-
-
- 65%|██████▌   | Repairing epochs : 129/197 [00:03&lt;00:01,   34.83it/s]
-
-
- 66%|██████▌   | Repairing epochs : 130/197 [00:03&lt;00:01,   34.93it/s]
-
-
- 66%|██████▋   | Repairing epochs : 131/197 [00:03&lt;00:01,   33.82it/s]
-
-
- 67%|██████▋   | Repairing epochs : 132/197 [00:03&lt;00:01,   32.88it/s]
-
-
- 68%|██████▊   | Repairing epochs : 133/197 [00:03&lt;00:01,   32.35it/s]
-
-
- 68%|██████▊   | Repairing epochs : 134/197 [00:03&lt;00:01,   32.85it/s]
-
-
- 69%|██████▊   | Repairing epochs : 135/197 [00:04&lt;00:01,   33.37it/s]
-
-
- 69%|██████▉   | Repairing epochs : 136/197 [00:04&lt;00:01,   33.84it/s]
-
-
- 70%|██████▉   | Repairing epochs : 137/197 [00:04&lt;00:01,   34.29it/s]
-
-
- 70%|███████   | Repairing epochs : 138/197 [00:04&lt;00:01,   33.60it/s]
-
-
- 71%|███████   | Repairing epochs : 139/197 [00:04&lt;00:01,   32.67it/s]
-
-
- 71%|███████   | Repairing epochs : 140/197 [00:04&lt;00:01,   31.89it/s]
-
-
- 72%|███████▏  | Repairing epochs : 141/197 [00:04&lt;00:01,   32.11it/s]
-
-
- 72%|███████▏  | Repairing epochs : 142/197 [00:04&lt;00:01,   32.61it/s]
-
-
- 73%|███████▎  | Repairing epochs : 143/197 [00:04&lt;00:01,   33.14it/s]
-
-
- 73%|███████▎  | Repairing epochs : 144/197 [00:04&lt;00:01,   33.68it/s]
-
-
- 74%|███████▎  | Repairing epochs : 145/197 [00:04&lt;00:01,   33.80it/s]
-
-
- 74%|███████▍  | Repairing epochs : 146/197 [00:04&lt;00:01,   32.83it/s]
-
-
- 75%|███████▌  | Repairing epochs : 148/197 [00:04&lt;00:01,   32.53it/s]
-
-
- 76%|███████▌  | Repairing epochs : 149/197 [00:04&lt;00:01,   32.57it/s]
-
-
- 76%|███████▌  | Repairing epochs : 150/197 [00:04&lt;00:01,   33.00it/s]
-
-
- 77%|███████▋  | Repairing epochs : 152/197 [00:04&lt;00:01,   34.63it/s]
-
-
- 78%|███████▊  | Repairing epochs : 154/197 [00:04&lt;00:01,   35.92it/s]
-
-
- 79%|███████▊  | Repairing epochs : 155/197 [00:04&lt;00:01,   34.77it/s]
-
-
- 79%|███████▉  | Repairing epochs : 156/197 [00:04&lt;00:01,   35.43it/s]
-
-
- 80%|███████▉  | Repairing epochs : 157/197 [00:04&lt;00:01,   34.36it/s]
-
-
- 80%|████████  | Repairing epochs : 158/197 [00:04&lt;00:01,   34.03it/s]
-
-
- 81%|████████  | Repairing epochs : 159/197 [00:04&lt;00:01,   34.43it/s]
-
-
- 81%|████████  | Repairing epochs : 160/197 [00:04&lt;00:01,   34.76it/s]
-
-
- 82%|████████▏ | Repairing epochs : 161/197 [00:04&lt;00:01,   35.11it/s]
-
-
- 83%|████████▎ | Repairing epochs : 163/197 [00:04&lt;00:00,   37.29it/s]
-
-
- 84%|████████▍ | Repairing epochs : 165/197 [00:04&lt;00:00,   36.56it/s]
-
-
- 84%|████████▍ | Repairing epochs : 166/197 [00:04&lt;00:00,   35.41it/s]
-
-
- 85%|████████▍ | Repairing epochs : 167/197 [00:04&lt;00:00,   35.05it/s]
-
-
- 85%|████████▌ | Repairing epochs : 168/197 [00:04&lt;00:00,   35.47it/s]
-
-
- 86%|████████▌ | Repairing epochs : 169/197 [00:04&lt;00:00,   35.88it/s]
-
-
- 86%|████████▋ | Repairing epochs : 170/197 [00:04&lt;00:00,   36.24it/s]
-
-
- 87%|████████▋ | Repairing epochs : 171/197 [00:05&lt;00:00,   36.36it/s]
-
-
- 87%|████████▋ | Repairing epochs : 172/197 [00:05&lt;00:00,   35.09it/s]
-
-
- 88%|████████▊ | Repairing epochs : 173/197 [00:05&lt;00:00,   33.97it/s]
-
-
- 88%|████████▊ | Repairing epochs : 174/197 [00:05&lt;00:00,   33.28it/s]
-
-
- 89%|████████▉ | Repairing epochs : 175/197 [00:05&lt;00:00,   33.67it/s]
+FIR filter parameters
+---------------------
+Designing a one-pass, zero-phase, non-causal bandpass filter:
+- Windowed time-domain design (firwin) method
+- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
+- Lower passband edge: 1.00
+- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.75 Hz)
+- Upper passband edge: 40.00 Hz
+- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)
+- Filter length: 7261 samples (6.601 s)
 
+/home/circleci/project/examples/plot_visualize_bad_epochs.py:57: RuntimeWarning: The unit for channel(s) EEG064 has changed from V to NA.
+  raw.set_channel_types({&#39;EEG061&#39;: &#39;eog&#39;, &#39;EEG062&#39;: &#39;eog&#39;,
+295 events found on stim channel STI101
+Event IDs: [   5    6    7   13   14   15   17   18   19  256  261  262  263  269
+  270  271  273  274  275 4096 4101 4102 4103 4109 4110 4111 4113 4114
+ 4115]
+EEG channel type selected for re-referencing
+Applying average reference.
+Applying a custom (&#39;EEG&#39;,) reference.
+Not setting metadata
+50 matching events found
+No baseline correction applied
+0 projection items activated
+Using data from preloaded Raw for 49 events and 1101 original time points (prior to decimation) ...
+0 bad epochs dropped
+Using data from preloaded Raw for 49 events and 1101 original time points (prior to decimation) ...
+0 bad epochs dropped
+Using data from preloaded Raw for 49 events and 1101 original time points (prior to decimation) ...
+0 bad epochs dropped
+Using data from preloaded Raw for 50 events and 1101 original time points (prior to decimation) ...
+0 bad epochs dropped
+Using data from preloaded Raw for 49 events and 1101 original time points (prior to decimation) ...
+Using data from preloaded Raw for 49 events and 1101 original time points (prior to decimation) ...
+Using data from preloaded Raw for 49 events and 1101 original time points (prior to decimation) ...
+Using data from preloaded Raw for 50 events and 1101 original time points (prior to decimation) ...
+Not setting metadata
+197 matching events found
+No baseline correction applied
+</pre></div>
+</div>
+<p>Now, we apply autoreject</p>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">autoreject</span> <span class="kn">import</span> <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class"><span class="n">AutoReject</span></a><span class="p">,</span> <span class="n">compute_thresholds</span>  <span class="c1"># noqa</span>
 
- 89%|████████▉ | Repairing epochs : 176/197 [00:05&lt;00:00,   34.08it/s]
+<a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">this_epoch</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span></a><span class="p">[</span><span class="s1">&#39;famous&#39;</span><span class="p">]</span>
+<a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">exclude</span></a> <span class="o">=</span> <span class="p">[]</span>  <span class="c1"># XXX</span>
+<a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a> <span class="o">=</span> <a href="https://mne.tools/dev/generated/mne.pick_types.html#mne.pick_types" title="mne.pick_types" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-function"><span class="n">mne</span><span class="o">.</span><span class="n">pick_types</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.Info.html#mne.Info" title="mne._fiff.meas_info.Info" class="sphx-glr-backref-module-mne-_fiff-meas_info sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs</span><span class="o">.</span><span class="n">info</span></a><span class="p">,</span> <span class="n">meg</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">eeg</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">stim</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+                       <span class="n">eog</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">exclude</span></a><span class="o">=</span><a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">exclude</span></a><span class="p">)</span>
+</pre></div>
+</div>
+<p>Note that <a class="reference internal" href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject"><code class="xref py py-class docutils literal notranslate"><span class="pre">autoreject.AutoReject</span></code></a> by design supports multiple
+channels. If no picks are passed separate solutions will be computed for each
+channel type and internally combines. This then readily supports cleaning
+unseen epochs from the different channel types used during fit.
+Here we only use a subset of channels to save time.</p>
+<p>Also note that once the parameters are learned, any data can be repaired
+that contains channels that were used during fit. This also means that time
+may be saved by fitting <a class="reference internal" href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject"><code class="xref py py-class docutils literal notranslate"><span class="pre">autoreject.AutoReject</span></code></a> on a
+representative subsample of the data.</p>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ar</span></a> <span class="o">=</span> <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject" title="autoreject.AutoReject" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class"><span class="n">AutoReject</span></a><span class="p">(</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a><span class="o">=</span><a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">picks</span></a><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">,</span> <span class="n">n_jobs</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 
+<a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">epochs_ar</span></a><span class="p">,</span> <a href="../generated/autoreject.RejectLog.html#autoreject.RejectLog" title="autoreject.RejectLog" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">reject_log</span></a> <span class="o">=</span> <a href="../generated/autoreject.AutoReject.html#autoreject.AutoReject.fit_transform" title="autoreject.AutoReject.fit_transform" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-method"><span class="n">ar</span><span class="o">.</span><span class="n">fit_transform</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">this_epoch</span></a><span class="p">,</span> <span class="n">return_log</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Running autoreject on ch_type=eeg
 
- 90%|████████▉ | Repairing epochs : 177/197 [00:05&lt;00:00,   34.54it/s]
+  0%|          | Creating augmented epochs : 0/70 [00:00&lt;?,       ?it/s]
+  1%|▏         | Creating augmented epochs : 1/70 [00:00&lt;00:01,   49.22it/s]
+  3%|▎         | Creating augmented epochs : 2/70 [00:00&lt;00:01,   49.44it/s]
+  4%|▍         | Creating augmented epochs : 3/70 [00:00&lt;00:01,   48.60it/s]
+  6%|▌         | Creating augmented epochs : 4/70 [00:00&lt;00:01,   48.45it/s]
+  7%|▋         | Creating augmented epochs : 5/70 [00:00&lt;00:01,   47.98it/s]
+  9%|▊         | Creating augmented epochs : 6/70 [00:00&lt;00:01,   47.72it/s]
+ 10%|█         | Creating augmented epochs : 7/70 [00:00&lt;00:01,   47.71it/s]
+ 11%|█▏        | Creating augmented epochs : 8/70 [00:00&lt;00:01,   47.80it/s]
+ 13%|█▎        | Creating augmented epochs : 9/70 [00:00&lt;00:01,   47.67it/s]
+ 14%|█▍        | Creating augmented epochs : 10/70 [00:00&lt;00:01,   44.05it/s]
+ 16%|█▌        | Creating augmented epochs : 11/70 [00:00&lt;00:01,   40.34it/s]
+ 17%|█▋        | Creating augmented epochs : 12/70 [00:00&lt;00:01,   37.76it/s]
+ 19%|█▊        | Creating augmented epochs : 13/70 [00:00&lt;00:01,   35.85it/s]
+ 20%|██        | Creating augmented epochs : 14/70 [00:00&lt;00:01,   34.21it/s]
+ 21%|██▏       | Creating augmented epochs : 15/70 [00:00&lt;00:01,   33.15it/s]
+ 23%|██▎       | Creating augmented epochs : 16/70 [00:00&lt;00:01,   32.35it/s]
+ 24%|██▍       | Creating augmented epochs : 17/70 [00:00&lt;00:01,   31.61it/s]
+ 26%|██▌       | Creating augmented epochs : 18/70 [00:00&lt;00:01,   31.02it/s]
+ 27%|██▋       | Creating augmented epochs : 19/70 [00:00&lt;00:01,   30.45it/s]
+ 29%|██▊       | Creating augmented epochs : 20/70 [00:00&lt;00:01,   29.88it/s]
+ 30%|███       | Creating augmented epochs : 21/70 [00:00&lt;00:01,   29.34it/s]
+ 31%|███▏      | Creating augmented epochs : 22/70 [00:00&lt;00:01,   29.01it/s]
+ 33%|███▎      | Creating augmented epochs : 23/70 [00:00&lt;00:01,   28.66it/s]
+ 34%|███▍      | Creating augmented epochs : 24/70 [00:00&lt;00:01,   28.42it/s]
+ 36%|███▌      | Creating augmented epochs : 25/70 [00:00&lt;00:01,   28.05it/s]
+ 37%|███▋      | Creating augmented epochs : 26/70 [00:00&lt;00:01,   27.79it/s]
+ 39%|███▊      | Creating augmented epochs : 27/70 [00:00&lt;00:01,   27.99it/s]
+ 40%|████      | Creating augmented epochs : 28/70 [00:00&lt;00:01,   28.75it/s]
+ 41%|████▏     | Creating augmented epochs : 29/70 [00:00&lt;00:01,   28.86it/s]
+ 43%|████▎     | Creating augmented epochs : 30/70 [00:00&lt;00:01,   28.60it/s]
+ 44%|████▍     | Creating augmented epochs : 31/70 [00:01&lt;00:01,   28.41it/s]
+ 46%|████▌     | Creating augmented epochs : 32/70 [00:01&lt;00:01,   28.22it/s]
+ 47%|████▋     | Creating augmented epochs : 33/70 [00:01&lt;00:01,   28.05it/s]
+ 49%|████▊     | Creating augmented epochs : 34/70 [00:01&lt;00:01,   27.81it/s]
+ 50%|█████     | Creating augmented epochs : 35/70 [00:01&lt;00:01,   28.30it/s]
+ 51%|█████▏    | Creating augmented epochs : 36/70 [00:01&lt;00:01,   28.98it/s]
+ 53%|█████▎    | Creating augmented epochs : 37/70 [00:01&lt;00:01,   29.67it/s]
+ 54%|█████▍    | Creating augmented epochs : 38/70 [00:01&lt;00:01,   30.31it/s]
+ 56%|█████▌    | Creating augmented epochs : 39/70 [00:01&lt;00:01,   30.25it/s]
+ 57%|█████▋    | Creating augmented epochs : 40/70 [00:01&lt;00:01,   29.85it/s]
+ 59%|█████▊    | Creating augmented epochs : 41/70 [00:01&lt;00:00,   29.54it/s]
+ 60%|██████    | Creating augmented epochs : 42/70 [00:01&lt;00:00,   29.28it/s]
+ 61%|██████▏   | Creating augmented epochs : 43/70 [00:01&lt;00:00,   28.99it/s]
+ 63%|██████▎   | Creating augmented epochs : 44/70 [00:01&lt;00:00,   28.70it/s]
+ 64%|██████▍   | Creating augmented epochs : 45/70 [00:01&lt;00:00,   28.50it/s]
+ 66%|██████▌   | Creating augmented epochs : 46/70 [00:01&lt;00:00,   28.23it/s]
+ 67%|██████▋   | Creating augmented epochs : 47/70 [00:01&lt;00:00,   28.00it/s]
+ 69%|██████▊   | Creating augmented epochs : 48/70 [00:01&lt;00:00,   27.83it/s]
+ 70%|███████   | Creating augmented epochs : 49/70 [00:01&lt;00:00,   27.69it/s]
+ 71%|███████▏  | Creating augmented epochs : 50/70 [00:01&lt;00:00,   27.56it/s]
+ 73%|███████▎  | Creating augmented epochs : 51/70 [00:01&lt;00:00,   28.21it/s]
+ 74%|███████▍  | Creating augmented epochs : 52/70 [00:01&lt;00:00,   28.73it/s]
+ 76%|███████▌  | Creating augmented epochs : 53/70 [00:01&lt;00:00,   28.54it/s]
+ 77%|███████▋  | Creating augmented epochs : 54/70 [00:01&lt;00:00,   28.29it/s]
+ 79%|███████▊  | Creating augmented epochs : 55/70 [00:01&lt;00:00,   28.38it/s]
+ 80%|████████  | Creating augmented epochs : 56/70 [00:01&lt;00:00,   28.99it/s]
+ 81%|████████▏ | Creating augmented epochs : 57/70 [00:01&lt;00:00,   29.57it/s]
+ 83%|████████▎ | Creating augmented epochs : 58/70 [00:01&lt;00:00,   30.13it/s]
+ 84%|████████▍ | Creating augmented epochs : 59/70 [00:01&lt;00:00,   30.34it/s]
+ 86%|████████▌ | Creating augmented epochs : 60/70 [00:01&lt;00:00,   30.61it/s]
+ 87%|████████▋ | Creating augmented epochs : 61/70 [00:02&lt;00:00,   31.18it/s]
+ 89%|████████▊ | Creating augmented epochs : 62/70 [00:02&lt;00:00,   31.76it/s]
+ 90%|█████████ | Creating augmented epochs : 63/70 [00:02&lt;00:00,   32.30it/s]
+ 91%|█████████▏| Creating augmented epochs : 64/70 [00:02&lt;00:00,   32.20it/s]
+ 93%|█████████▎| Creating augmented epochs : 65/70 [00:02&lt;00:00,   31.73it/s]
+ 94%|█████████▍| Creating augmented epochs : 66/70 [00:02&lt;00:00,   31.26it/s]
+ 96%|█████████▌| Creating augmented epochs : 67/70 [00:02&lt;00:00,   30.84it/s]
+ 97%|█████████▋| Creating augmented epochs : 68/70 [00:02&lt;00:00,   30.80it/s]
+ 99%|█████████▊| Creating augmented epochs : 69/70 [00:02&lt;00:00,   31.35it/s]
+100%|██████████| Creating augmented epochs : 70/70 [00:02&lt;00:00,   31.46it/s]
+100%|██████████| Creating augmented epochs : 70/70 [00:02&lt;00:00,   30.53it/s]
 
+  0%|          | Computing thresholds ... : 0/70 [00:00&lt;?,       ?it/s]
+  1%|▏         | Computing thresholds ... : 1/70 [00:00&lt;00:49,    1.40it/s]
+  3%|▎         | Computing thresholds ... : 2/70 [00:01&lt;00:43,    1.56it/s]
+  4%|▍         | Computing thresholds ... : 3/70 [00:01&lt;00:42,    1.59it/s]
+  6%|▌         | Computing thresholds ... : 4/70 [00:02&lt;00:40,    1.63it/s]
+  7%|▋         | Computing thresholds ... : 5/70 [00:03&lt;00:38,    1.67it/s]
+  9%|▊         | Computing thresholds ... : 6/70 [00:03&lt;00:37,    1.69it/s]
+ 10%|█         | Computing thresholds ... : 7/70 [00:04&lt;00:37,    1.68it/s]
+ 11%|█▏        | Computing thresholds ... : 8/70 [00:04&lt;00:36,    1.69it/s]
+ 13%|█▎        | Computing thresholds ... : 9/70 [00:05&lt;00:35,    1.70it/s]
+ 14%|█▍        | Computing thresholds ... : 10/70 [00:05&lt;00:35,    1.70it/s]
+ 16%|█▌        | Computing thresholds ... : 11/70 [00:06&lt;00:34,    1.69it/s]
+ 17%|█▋        | Computing thresholds ... : 12/70 [00:07&lt;00:34,    1.69it/s]
+ 19%|█▊        | Computing thresholds ... : 13/70 [00:07&lt;00:33,    1.70it/s]
+ 20%|██        | Computing thresholds ... : 14/70 [00:08&lt;00:32,    1.71it/s]
+ 21%|██▏       | Computing thresholds ... : 15/70 [00:08&lt;00:32,    1.70it/s]
+ 23%|██▎       | Computing thresholds ... : 16/70 [00:09&lt;00:31,    1.71it/s]
+ 24%|██▍       | Computing thresholds ... : 17/70 [00:09&lt;00:30,    1.72it/s]
+ 26%|██▌       | Computing thresholds ... : 18/70 [00:10&lt;00:30,    1.73it/s]
+ 27%|██▋       | Computing thresholds ... : 19/70 [00:11&lt;00:29,    1.73it/s]
+ 29%|██▊       | Computing thresholds ... : 20/70 [00:11&lt;00:29,    1.71it/s]
+ 30%|███       | Computing thresholds ... : 21/70 [00:12&lt;00:28,    1.71it/s]
+ 31%|███▏      | Computing thresholds ... : 22/70 [00:12&lt;00:28,    1.71it/s]
+ 33%|███▎      | Computing thresholds ... : 23/70 [00:13&lt;00:27,    1.70it/s]
+ 34%|███▍      | Computing thresholds ... : 24/70 [00:14&lt;00:26,    1.70it/s]
+ 36%|███▌      | Computing thresholds ... : 25/70 [00:14&lt;00:26,    1.70it/s]
+ 37%|███▋      | Computing thresholds ... : 26/70 [00:15&lt;00:25,    1.71it/s]
+ 39%|███▊      | Computing thresholds ... : 27/70 [00:15&lt;00:25,    1.71it/s]
+ 40%|████      | Computing thresholds ... : 28/70 [00:16&lt;00:24,    1.71it/s]
+ 41%|████▏     | Computing thresholds ... : 29/70 [00:17&lt;00:23,    1.71it/s]
+ 43%|████▎     | Computing thresholds ... : 30/70 [00:17&lt;00:23,    1.71it/s]
+ 44%|████▍     | Computing thresholds ... : 31/70 [00:18&lt;00:22,    1.71it/s]
+ 46%|████▌     | Computing thresholds ... : 32/70 [00:18&lt;00:22,    1.70it/s]
+ 47%|████▋     | Computing thresholds ... : 33/70 [00:19&lt;00:21,    1.70it/s]
+ 49%|████▊     | Computing thresholds ... : 34/70 [00:19&lt;00:21,    1.70it/s]
+ 50%|█████     | Computing thresholds ... : 35/70 [00:20&lt;00:20,    1.69it/s]
+ 51%|█████▏    | Computing thresholds ... : 36/70 [00:21&lt;00:20,    1.68it/s]
+ 53%|█████▎    | Computing thresholds ... : 37/70 [00:21&lt;00:19,    1.68it/s]
+ 54%|█████▍    | Computing thresholds ... : 38/70 [00:22&lt;00:18,    1.69it/s]
+ 56%|█████▌    | Computing thresholds ... : 39/70 [00:22&lt;00:18,    1.70it/s]
+ 57%|█████▋    | Computing thresholds ... : 40/70 [00:23&lt;00:17,    1.70it/s]
+ 59%|█████▊    | Computing thresholds ... : 41/70 [00:24&lt;00:17,    1.69it/s]
+ 60%|██████    | Computing thresholds ... : 42/70 [00:24&lt;00:16,    1.68it/s]
+ 61%|██████▏   | Computing thresholds ... : 43/70 [00:25&lt;00:16,    1.68it/s]
+ 63%|██████▎   | Computing thresholds ... : 44/70 [00:26&lt;00:15,    1.68it/s]
+ 64%|██████▍   | Computing thresholds ... : 45/70 [00:26&lt;00:14,    1.67it/s]
+ 66%|██████▌   | Computing thresholds ... : 46/70 [00:27&lt;00:14,    1.67it/s]
+ 67%|██████▋   | Computing thresholds ... : 47/70 [00:27&lt;00:13,    1.68it/s]
+ 69%|██████▊   | Computing thresholds ... : 48/70 [00:28&lt;00:13,    1.66it/s]
+ 70%|███████   | Computing thresholds ... : 49/70 [00:29&lt;00:12,    1.66it/s]
+ 71%|███████▏  | Computing thresholds ... : 50/70 [00:29&lt;00:12,    1.64it/s]
+ 73%|███████▎  | Computing thresholds ... : 51/70 [00:30&lt;00:11,    1.64it/s]
+ 74%|███████▍  | Computing thresholds ... : 52/70 [00:31&lt;00:10,    1.64it/s]
+ 76%|███████▌  | Computing thresholds ... : 53/70 [00:31&lt;00:10,    1.64it/s]
+ 77%|███████▋  | Computing thresholds ... : 54/70 [00:32&lt;00:09,    1.64it/s]
+ 79%|███████▊  | Computing thresholds ... : 55/70 [00:32&lt;00:09,    1.64it/s]
+ 80%|████████  | Computing thresholds ... : 56/70 [00:33&lt;00:08,    1.64it/s]
+ 81%|████████▏ | Computing thresholds ... : 57/70 [00:34&lt;00:07,    1.64it/s]
+ 83%|████████▎ | Computing thresholds ... : 58/70 [00:34&lt;00:07,    1.64it/s]
+ 84%|████████▍ | Computing thresholds ... : 59/70 [00:35&lt;00:06,    1.64it/s]
+ 86%|████████▌ | Computing thresholds ... : 60/70 [00:36&lt;00:06,    1.64it/s]
+ 87%|████████▋ | Computing thresholds ... : 61/70 [00:36&lt;00:05,    1.63it/s]
+ 89%|████████▊ | Computing thresholds ... : 62/70 [00:37&lt;00:04,    1.63it/s]
+ 90%|█████████ | Computing thresholds ... : 63/70 [00:37&lt;00:04,    1.63it/s]
+ 91%|█████████▏| Computing thresholds ... : 64/70 [00:38&lt;00:03,    1.63it/s]
+ 93%|█████████▎| Computing thresholds ... : 65/70 [00:39&lt;00:03,    1.62it/s]
+ 94%|█████████▍| Computing thresholds ... : 66/70 [00:39&lt;00:02,    1.62it/s]
+ 96%|█████████▌| Computing thresholds ... : 67/70 [00:40&lt;00:01,    1.63it/s]
+ 97%|█████████▋| Computing thresholds ... : 68/70 [00:40&lt;00:01,    1.63it/s]
+ 99%|█████████▊| Computing thresholds ... : 69/70 [00:41&lt;00:00,    1.63it/s]
+100%|██████████| Computing thresholds ... : 70/70 [00:42&lt;00:00,    1.63it/s]
+100%|██████████| Computing thresholds ... : 70/70 [00:42&lt;00:00,    1.66it/s]
 
- 90%|█████████ | Repairing epochs : 178/197 [00:05&lt;00:00,   34.80it/s]
 
 
- 91%|█████████ | Repairing epochs : 179/197 [00:05&lt;00:00,   33.77it/s]
+  0%|          | Repairing epochs : 0/197 [00:00&lt;?,       ?it/s]
 
 
- 91%|█████████▏| Repairing epochs : 180/197 [00:05&lt;00:00,   32.84it/s]
+  3%|▎         | Repairing epochs : 6/197 [00:00&lt;00:00,  331.27it/s]
 
 
- 92%|█████████▏| Repairing epochs : 181/197 [00:05&lt;00:00,   32.09it/s]
+  6%|▌         | Repairing epochs : 11/197 [00:00&lt;00:00,  310.01it/s]
 
 
- 93%|█████████▎| Repairing epochs : 183/197 [00:05&lt;00:00,   33.73it/s]
+  9%|▊         | Repairing epochs : 17/197 [00:00&lt;00:00,  319.86it/s]
 
 
- 93%|█████████▎| Repairing epochs : 184/197 [00:05&lt;00:00,   34.12it/s]
+ 12%|█▏        | Repairing epochs : 23/197 [00:00&lt;00:00,  325.18it/s]
 
 
- 94%|█████████▍| Repairing epochs : 185/197 [00:05&lt;00:00,   34.50it/s]
+ 15%|█▍        | Repairing epochs : 29/197 [00:00&lt;00:00,  329.08it/s]
 
 
- 94%|█████████▍| Repairing epochs : 186/197 [00:05&lt;00:00,   34.65it/s]
+ 17%|█▋        | Repairing epochs : 34/197 [00:00&lt;00:00,  321.35it/s]
 
 
- 95%|█████████▍| Repairing epochs : 187/197 [00:05&lt;00:00,   33.75it/s]
+ 20%|██        | Repairing epochs : 40/197 [00:00&lt;00:00,  323.30it/s]
 
 
- 95%|█████████▌| Repairing epochs : 188/197 [00:05&lt;00:00,   32.86it/s]
+ 23%|██▎       | Repairing epochs : 46/197 [00:00&lt;00:00,  324.31it/s]
 
 
- 96%|█████████▋| Repairing epochs : 190/197 [00:05&lt;00:00,   32.62it/s]
+ 26%|██▋       | Repairing epochs : 52/197 [00:00&lt;00:00,  325.07it/s]
 
 
- 97%|█████████▋| Repairing epochs : 191/197 [00:05&lt;00:00,   31.88it/s]
+ 29%|██▉       | Repairing epochs : 58/197 [00:00&lt;00:00,  326.97it/s]
 
 
- 97%|█████████▋| Repairing epochs : 192/197 [00:05&lt;00:00,   31.02it/s]
+ 32%|███▏      | Repairing epochs : 63/197 [00:00&lt;00:00,  321.52it/s]
 
 
- 98%|█████████▊| Repairing epochs : 193/197 [00:05&lt;00:00,   30.92it/s]
+ 35%|███▌      | Repairing epochs : 69/197 [00:00&lt;00:00,  322.19it/s]
 
 
- 98%|█████████▊| Repairing epochs : 194/197 [00:05&lt;00:00,   31.37it/s]
+ 38%|███▊      | Repairing epochs : 75/197 [00:00&lt;00:00,  323.39it/s]
 
 
- 99%|█████████▉| Repairing epochs : 195/197 [00:05&lt;00:00,   31.81it/s]
+ 41%|████      | Repairing epochs : 81/197 [00:00&lt;00:00,  325.18it/s]
 
 
- 99%|█████████▉| Repairing epochs : 196/197 [00:05&lt;00:00,   32.32it/s]
+ 44%|████▍     | Repairing epochs : 87/197 [00:00&lt;00:00,  326.22it/s]
 
 
-100%|██████████| Repairing epochs : 197/197 [00:05&lt;00:00,   32.76it/s]
-100%|██████████| Repairing epochs : 197/197 [00:05&lt;00:00,   33.61it/s]
+ 47%|████▋     | Repairing epochs : 92/197 [00:00&lt;00:00,  321.49it/s]
 
 
+ 50%|████▉     | Repairing epochs : 98/197 [00:00&lt;00:00,  321.61it/s]
 
 
-  0%|          | Fold : 0/10 [00:00&lt;?,       ?it/s]
+ 53%|█████▎    | Repairing epochs : 104/197 [00:00&lt;00:00,  322.72it/s]
 
 
+ 56%|█████▌    | Repairing epochs : 110/197 [00:00&lt;00:00,  323.84it/s]
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:03,    2.73it/s]
 
+ 59%|█████▉    | Repairing epochs : 116/197 [00:00&lt;00:00,  320.66it/s]
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:02,    2.93it/s]
+ 62%|██████▏   | Repairing epochs : 122/197 [00:00&lt;00:00,  321.36it/s]
 
 
+ 65%|██████▍   | Repairing epochs : 128/197 [00:00&lt;00:00,  322.60it/s]
 
- 30%|███       | Fold : 3/10 [00:01&lt;00:02,    3.00it/s]
 
+ 68%|██████▊   | Repairing epochs : 134/197 [00:00&lt;00:00,  323.83it/s]
 
 
- 40%|████      | Fold : 4/10 [00:01&lt;00:01,    3.06it/s]
+ 71%|███████   | Repairing epochs : 140/197 [00:00&lt;00:00,  324.15it/s]
 
 
+ 74%|███████▎  | Repairing epochs : 145/197 [00:00&lt;00:00,  321.15it/s]
 
- 50%|█████     | Fold : 5/10 [00:01&lt;00:01,    3.09it/s]
 
+ 77%|███████▋  | Repairing epochs : 151/197 [00:00&lt;00:00,  321.34it/s]
 
 
- 60%|██████    | Fold : 6/10 [00:01&lt;00:01,    3.11it/s]
+ 80%|███████▉  | Repairing epochs : 157/197 [00:00&lt;00:00,  322.08it/s]
 
 
+ 83%|████████▎ | Repairing epochs : 163/197 [00:00&lt;00:00,  323.21it/s]
 
- 70%|███████   | Fold : 7/10 [00:02&lt;00:00,    3.10it/s]
 
+ 86%|████████▌ | Repairing epochs : 169/197 [00:00&lt;00:00,  324.02it/s]
 
 
- 80%|████████  | Fold : 8/10 [00:02&lt;00:00,    3.11it/s]
+ 88%|████████▊ | Repairing epochs : 174/197 [00:00&lt;00:00,  320.68it/s]
 
 
+ 91%|█████████▏| Repairing epochs : 180/197 [00:00&lt;00:00,  321.01it/s]
 
- 90%|█████████ | Fold : 9/10 [00:02&lt;00:00,    3.12it/s]
 
+ 94%|█████████▍| Repairing epochs : 186/197 [00:00&lt;00:00,  321.69it/s]
 
 
-100%|██████████| Fold : 10/10 [00:03&lt;00:00,    3.13it/s]
-100%|██████████| Fold : 10/10 [00:03&lt;00:00,    3.11it/s]
+ 97%|█████████▋| Repairing epochs : 192/197 [00:00&lt;00:00,  322.13it/s]
+100%|██████████| Repairing epochs : 197/197 [00:00&lt;00:00,  322.73it/s]
 
 
- 33%|███▎      | n_interp : 1/3 [00:09&lt;00:18,    9.39s/it]
+  0%|          | n_interp : 0/3 [00:00&lt;?,       ?it/s]
 
 
   0%|          | Repairing epochs : 0/197 [00:00&lt;?,       ?it/s]
 
 
-  1%|          | Repairing epochs : 2/197 [00:00&lt;00:03,   59.86it/s]
-
-
-  2%|▏         | Repairing epochs : 3/197 [00:00&lt;00:03,   53.41it/s]
-
-
-  2%|▏         | Repairing epochs : 4/197 [00:00&lt;00:04,   47.69it/s]
-
-
-  3%|▎         | Repairing epochs : 5/197 [00:00&lt;00:05,   37.76it/s]
-
-
-  3%|▎         | Repairing epochs : 6/197 [00:00&lt;00:05,   32.41it/s]
-
-
-  4%|▎         | Repairing epochs : 7/197 [00:00&lt;00:05,   33.80it/s]
-
-
-  4%|▍         | Repairing epochs : 8/197 [00:00&lt;00:05,   34.94it/s]
-
-
-  5%|▍         | Repairing epochs : 9/197 [00:00&lt;00:05,   35.66it/s]
-
-
-  5%|▌         | Repairing epochs : 10/197 [00:00&lt;00:05,   36.68it/s]
-
-
-  6%|▌         | Repairing epochs : 11/197 [00:00&lt;00:04,   37.68it/s]
-
-
-  6%|▌         | Repairing epochs : 12/197 [00:00&lt;00:04,   38.43it/s]
-
-
-  7%|▋         | Repairing epochs : 13/197 [00:00&lt;00:04,   39.07it/s]
-
-
-  7%|▋         | Repairing epochs : 14/197 [00:00&lt;00:04,   39.46it/s]
-
-
-  8%|▊         | Repairing epochs : 15/197 [00:00&lt;00:04,   39.85it/s]
-
-
-  8%|▊         | Repairing epochs : 16/197 [00:00&lt;00:04,   40.13it/s]
-
-
-  9%|▊         | Repairing epochs : 17/197 [00:00&lt;00:04,   40.42it/s]
-
-
-  9%|▉         | Repairing epochs : 18/197 [00:00&lt;00:04,   40.43it/s]
+  1%|          | Repairing epochs : 2/197 [00:00&lt;00:02,   89.52it/s]
 
 
- 10%|▉         | Repairing epochs : 19/197 [00:00&lt;00:04,   40.68it/s]
+  2%|▏         | Repairing epochs : 4/197 [00:00&lt;00:02,   75.72it/s]
 
 
- 10%|█         | Repairing epochs : 20/197 [00:00&lt;00:04,   40.84it/s]
+  3%|▎         | Repairing epochs : 6/197 [00:00&lt;00:02,   72.05it/s]
 
 
- 11%|█         | Repairing epochs : 21/197 [00:00&lt;00:04,   40.94it/s]
+  4%|▍         | Repairing epochs : 8/197 [00:00&lt;00:02,   71.83it/s]
 
 
- 11%|█         | Repairing epochs : 22/197 [00:00&lt;00:04,   41.06it/s]
+  5%|▌         | Repairing epochs : 10/197 [00:00&lt;00:02,   71.18it/s]
 
 
- 12%|█▏        | Repairing epochs : 23/197 [00:00&lt;00:04,   41.31it/s]
+  6%|▌         | Repairing epochs : 12/197 [00:00&lt;00:02,   71.09it/s]
 
 
- 12%|█▏        | Repairing epochs : 24/197 [00:00&lt;00:04,   41.40it/s]
+  7%|▋         | Repairing epochs : 14/197 [00:00&lt;00:02,   65.69it/s]
 
 
- 13%|█▎        | Repairing epochs : 25/197 [00:00&lt;00:04,   41.56it/s]
+  8%|▊         | Repairing epochs : 15/197 [00:00&lt;00:02,   61.74it/s]
 
 
- 13%|█▎        | Repairing epochs : 26/197 [00:00&lt;00:04,   41.65it/s]
+  8%|▊         | Repairing epochs : 16/197 [00:00&lt;00:03,   58.61it/s]
 
 
- 14%|█▎        | Repairing epochs : 27/197 [00:00&lt;00:04,   41.67it/s]
+  9%|▊         | Repairing epochs : 17/197 [00:00&lt;00:03,   55.80it/s]
 
 
- 14%|█▍        | Repairing epochs : 28/197 [00:00&lt;00:04,   41.78it/s]
+  9%|▉         | Repairing epochs : 18/197 [00:00&lt;00:03,   53.67it/s]
 
 
- 15%|█▍        | Repairing epochs : 29/197 [00:00&lt;00:04,   41.96it/s]
+ 10%|▉         | Repairing epochs : 19/197 [00:00&lt;00:03,   53.19it/s]
 
 
- 15%|█▌        | Repairing epochs : 30/197 [00:00&lt;00:03,   42.22it/s]
+ 11%|█         | Repairing epochs : 21/197 [00:00&lt;00:03,   54.92it/s]
 
 
- 16%|█▌        | Repairing epochs : 31/197 [00:00&lt;00:03,   42.40it/s]
+ 12%|█▏        | Repairing epochs : 23/197 [00:00&lt;00:03,   56.58it/s]
 
 
- 16%|█▌        | Repairing epochs : 32/197 [00:00&lt;00:03,   42.47it/s]
+ 13%|█▎        | Repairing epochs : 25/197 [00:00&lt;00:03,   56.54it/s]
 
 
- 17%|█▋        | Repairing epochs : 33/197 [00:00&lt;00:03,   42.72it/s]
+ 13%|█▎        | Repairing epochs : 26/197 [00:00&lt;00:03,   54.79it/s]
 
 
- 17%|█▋        | Repairing epochs : 34/197 [00:00&lt;00:03,   42.95it/s]
+ 14%|█▎        | Repairing epochs : 27/197 [00:00&lt;00:03,   53.02it/s]
 
 
- 18%|█▊        | Repairing epochs : 35/197 [00:00&lt;00:03,   42.91it/s]
+ 14%|█▍        | Repairing epochs : 28/197 [00:00&lt;00:03,   51.74it/s]
 
 
- 18%|█▊        | Repairing epochs : 36/197 [00:00&lt;00:03,   42.86it/s]
+ 15%|█▍        | Repairing epochs : 29/197 [00:00&lt;00:03,   50.42it/s]
 
 
- 19%|█▉        | Repairing epochs : 37/197 [00:00&lt;00:03,   43.03it/s]
+ 15%|█▌        | Repairing epochs : 30/197 [00:00&lt;00:03,   49.17it/s]
 
 
- 19%|█▉        | Repairing epochs : 38/197 [00:00&lt;00:03,   42.99it/s]
+ 16%|█▌        | Repairing epochs : 31/197 [00:00&lt;00:03,   47.04it/s]
 
 
- 20%|█▉        | Repairing epochs : 39/197 [00:00&lt;00:03,   43.00it/s]
+ 16%|█▌        | Repairing epochs : 32/197 [00:00&lt;00:03,   46.19it/s]
 
 
- 20%|██        | Repairing epochs : 40/197 [00:00&lt;00:03,   43.11it/s]
+ 17%|█▋        | Repairing epochs : 33/197 [00:00&lt;00:03,   45.41it/s]
 
 
- 21%|██        | Repairing epochs : 41/197 [00:00&lt;00:03,   43.13it/s]
+ 17%|█▋        | Repairing epochs : 34/197 [00:00&lt;00:03,   44.75it/s]
 
 
- 21%|██▏       | Repairing epochs : 42/197 [00:00&lt;00:03,   43.22it/s]
+ 18%|█▊        | Repairing epochs : 35/197 [00:00&lt;00:03,   44.95it/s]
 
 
- 22%|██▏       | Repairing epochs : 43/197 [00:01&lt;00:03,   43.20it/s]
+ 19%|█▉        | Repairing epochs : 37/197 [00:00&lt;00:03,   46.71it/s]
 
 
- 22%|██▏       | Repairing epochs : 44/197 [00:01&lt;00:03,   43.21it/s]
+ 19%|█▉        | Repairing epochs : 38/197 [00:00&lt;00:03,   46.33it/s]
 
 
- 23%|██▎       | Repairing epochs : 45/197 [00:01&lt;00:03,   43.12it/s]
+ 20%|█▉        | Repairing epochs : 39/197 [00:00&lt;00:03,   45.63it/s]
 
 
- 24%|██▍       | Repairing epochs : 47/197 [00:01&lt;00:03,   44.69it/s]
+ 20%|██        | Repairing epochs : 40/197 [00:00&lt;00:03,   44.90it/s]
 
 
- 24%|██▍       | Repairing epochs : 48/197 [00:01&lt;00:03,   44.57it/s]
+ 21%|██        | Repairing epochs : 41/197 [00:00&lt;00:03,   44.33it/s]
 
 
- 25%|██▍       | Repairing epochs : 49/197 [00:01&lt;00:03,   44.56it/s]
+ 21%|██▏       | Repairing epochs : 42/197 [00:00&lt;00:03,   43.78it/s]
 
 
- 25%|██▌       | Repairing epochs : 50/197 [00:01&lt;00:03,   44.38it/s]
+ 22%|██▏       | Repairing epochs : 43/197 [00:00&lt;00:03,   43.10it/s]
 
 
- 26%|██▋       | Repairing epochs : 52/197 [00:01&lt;00:03,   45.66it/s]
+ 22%|██▏       | Repairing epochs : 44/197 [00:00&lt;00:03,   42.51it/s]
 
 
- 27%|██▋       | Repairing epochs : 53/197 [00:01&lt;00:03,   45.13it/s]
+ 23%|██▎       | Repairing epochs : 45/197 [00:00&lt;00:03,   42.06it/s]
 
 
- 27%|██▋       | Repairing epochs : 54/197 [00:01&lt;00:03,   42.93it/s]
+ 24%|██▍       | Repairing epochs : 47/197 [00:01&lt;00:03,   42.76it/s]
 
 
- 28%|██▊       | Repairing epochs : 55/197 [00:01&lt;00:03,   40.85it/s]
+ 24%|██▍       | Repairing epochs : 48/197 [00:01&lt;00:03,   42.29it/s]
 
 
- 28%|██▊       | Repairing epochs : 56/197 [00:01&lt;00:03,   40.53it/s]
+ 25%|██▍       | Repairing epochs : 49/197 [00:01&lt;00:03,   41.88it/s]
 
 
- 29%|██▉       | Repairing epochs : 57/197 [00:01&lt;00:03,   40.61it/s]
+ 25%|██▌       | Repairing epochs : 50/197 [00:01&lt;00:03,   41.39it/s]
 
 
- 29%|██▉       | Repairing epochs : 58/197 [00:01&lt;00:03,   40.75it/s]
+ 26%|██▋       | Repairing epochs : 52/197 [00:01&lt;00:03,   42.12it/s]
 
 
- 30%|██▉       | Repairing epochs : 59/197 [00:01&lt;00:03,   40.79it/s]
+ 27%|██▋       | Repairing epochs : 53/197 [00:01&lt;00:03,   41.72it/s]
 
 
- 31%|███       | Repairing epochs : 61/197 [00:01&lt;00:03,   42.21it/s]
+ 27%|██▋       | Repairing epochs : 54/197 [00:01&lt;00:03,   41.24it/s]
 
 
- 32%|███▏      | Repairing epochs : 63/197 [00:01&lt;00:03,   43.48it/s]
+ 28%|██▊       | Repairing epochs : 55/197 [00:01&lt;00:03,   40.87it/s]
 
 
- 32%|███▏      | Repairing epochs : 64/197 [00:01&lt;00:03,   43.68it/s]
+ 28%|██▊       | Repairing epochs : 56/197 [00:01&lt;00:03,   40.56it/s]
 
 
- 33%|███▎      | Repairing epochs : 65/197 [00:01&lt;00:03,   43.91it/s]
+ 29%|██▉       | Repairing epochs : 57/197 [00:01&lt;00:03,   39.72it/s]
 
 
- 34%|███▎      | Repairing epochs : 66/197 [00:01&lt;00:02,   44.15it/s]
+ 29%|██▉       | Repairing epochs : 58/197 [00:01&lt;00:03,   39.41it/s]
 
 
- 34%|███▍      | Repairing epochs : 67/197 [00:01&lt;00:02,   44.42it/s]
+ 30%|██▉       | Repairing epochs : 59/197 [00:01&lt;00:03,   39.14it/s]
 
 
- 35%|███▍      | Repairing epochs : 68/197 [00:01&lt;00:02,   44.60it/s]
+ 31%|███       | Repairing epochs : 61/197 [00:01&lt;00:03,   39.87it/s]
 
 
- 35%|███▌      | Repairing epochs : 69/197 [00:01&lt;00:02,   44.70it/s]
+ 32%|███▏      | Repairing epochs : 63/197 [00:01&lt;00:03,   40.55it/s]
 
 
- 36%|███▌      | Repairing epochs : 71/197 [00:01&lt;00:02,   47.30it/s]
+ 32%|███▏      | Repairing epochs : 64/197 [00:01&lt;00:03,   40.26it/s]
 
 
- 37%|███▋      | Repairing epochs : 72/197 [00:01&lt;00:02,   47.25it/s]
+ 33%|███▎      | Repairing epochs : 65/197 [00:01&lt;00:03,   39.92it/s]
 
 
- 37%|███▋      | Repairing epochs : 73/197 [00:01&lt;00:02,   47.01it/s]
+ 34%|███▎      | Repairing epochs : 66/197 [00:01&lt;00:03,   39.64it/s]
 
 
- 38%|███▊      | Repairing epochs : 74/197 [00:01&lt;00:02,   46.82it/s]
+ 34%|███▍      | Repairing epochs : 67/197 [00:01&lt;00:03,   39.43it/s]
 
 
- 38%|███▊      | Repairing epochs : 75/197 [00:01&lt;00:02,   46.66it/s]
+ 35%|███▍      | Repairing epochs : 68/197 [00:01&lt;00:03,   39.07it/s]
 
 
- 39%|███▊      | Repairing epochs : 76/197 [00:01&lt;00:02,   46.12it/s]
+ 35%|███▌      | Repairing epochs : 69/197 [00:01&lt;00:03,   38.92it/s]
 
 
- 39%|███▉      | Repairing epochs : 77/197 [00:01&lt;00:02,   44.30it/s]
+ 36%|███▌      | Repairing epochs : 71/197 [00:01&lt;00:03,   40.83it/s]
 
 
- 40%|███▉      | Repairing epochs : 78/197 [00:01&lt;00:02,   44.49it/s]
+ 37%|███▋      | Repairing epochs : 72/197 [00:01&lt;00:03,   40.47it/s]
 
 
- 40%|████      | Repairing epochs : 79/197 [00:01&lt;00:02,   44.69it/s]
+ 37%|███▋      | Repairing epochs : 73/197 [00:01&lt;00:03,   40.25it/s]
 
 
- 41%|████      | Repairing epochs : 80/197 [00:01&lt;00:02,   44.99it/s]
+ 38%|███▊      | Repairing epochs : 74/197 [00:01&lt;00:03,   39.87it/s]
 
 
- 41%|████      | Repairing epochs : 81/197 [00:01&lt;00:02,   44.87it/s]
+ 38%|███▊      | Repairing epochs : 75/197 [00:01&lt;00:03,   39.57it/s]
 
 
- 42%|████▏     | Repairing epochs : 82/197 [00:01&lt;00:02,   44.65it/s]
+ 39%|███▊      | Repairing epochs : 76/197 [00:01&lt;00:03,   39.22it/s]
 
 
- 42%|████▏     | Repairing epochs : 83/197 [00:01&lt;00:02,   44.59it/s]
+ 40%|███▉      | Repairing epochs : 78/197 [00:01&lt;00:02,   40.79it/s]
 
 
- 43%|████▎     | Repairing epochs : 84/197 [00:01&lt;00:02,   44.81it/s]
+ 40%|████      | Repairing epochs : 79/197 [00:01&lt;00:02,   41.38it/s]
 
 
- 43%|████▎     | Repairing epochs : 85/197 [00:01&lt;00:02,   45.02it/s]
+ 41%|████      | Repairing epochs : 80/197 [00:01&lt;00:02,   41.07it/s]
 
 
- 44%|████▎     | Repairing epochs : 86/197 [00:01&lt;00:02,   45.25it/s]
+ 41%|████      | Repairing epochs : 81/197 [00:01&lt;00:02,   40.71it/s]
 
 
- 44%|████▍     | Repairing epochs : 87/197 [00:01&lt;00:02,   45.33it/s]
+ 42%|████▏     | Repairing epochs : 82/197 [00:01&lt;00:02,   40.46it/s]
 
 
- 45%|████▍     | Repairing epochs : 88/197 [00:02&lt;00:02,   45.58it/s]
+ 42%|████▏     | Repairing epochs : 83/197 [00:01&lt;00:02,   39.50it/s]
 
 
- 46%|████▌     | Repairing epochs : 90/197 [00:02&lt;00:02,   48.37it/s]
+ 43%|████▎     | Repairing epochs : 84/197 [00:01&lt;00:02,   39.20it/s]
 
 
- 46%|████▌     | Repairing epochs : 91/197 [00:02&lt;00:02,   48.18it/s]
+ 43%|████▎     | Repairing epochs : 85/197 [00:02&lt;00:02,   38.93it/s]
 
 
- 47%|████▋     | Repairing epochs : 92/197 [00:02&lt;00:02,   48.08it/s]
+ 44%|████▎     | Repairing epochs : 86/197 [00:02&lt;00:02,   38.72it/s]
 
 
- 47%|████▋     | Repairing epochs : 93/197 [00:02&lt;00:02,   47.82it/s]
+ 44%|████▍     | Repairing epochs : 87/197 [00:02&lt;00:02,   38.53it/s]
 
 
- 48%|████▊     | Repairing epochs : 94/197 [00:02&lt;00:02,   47.77it/s]
+ 45%|████▍     | Repairing epochs : 88/197 [00:02&lt;00:02,   38.23it/s]
 
 
- 48%|████▊     | Repairing epochs : 95/197 [00:02&lt;00:02,   47.46it/s]
+ 46%|████▌     | Repairing epochs : 90/197 [00:02&lt;00:02,   40.13it/s]
 
 
- 49%|████▊     | Repairing epochs : 96/197 [00:02&lt;00:02,   47.28it/s]
+ 46%|████▌     | Repairing epochs : 91/197 [00:02&lt;00:02,   39.93it/s]
 
 
- 49%|████▉     | Repairing epochs : 97/197 [00:02&lt;00:02,   47.12it/s]
+ 47%|████▋     | Repairing epochs : 92/197 [00:02&lt;00:02,   39.64it/s]
 
 
- 50%|████▉     | Repairing epochs : 98/197 [00:02&lt;00:02,   47.03it/s]
+ 47%|████▋     | Repairing epochs : 93/197 [00:02&lt;00:02,   39.35it/s]
 
 
- 50%|█████     | Repairing epochs : 99/197 [00:02&lt;00:02,   46.90it/s]
+ 48%|████▊     | Repairing epochs : 94/197 [00:02&lt;00:02,   39.05it/s]
 
 
- 51%|█████     | Repairing epochs : 100/197 [00:02&lt;00:02,   46.62it/s]
+ 48%|████▊     | Repairing epochs : 95/197 [00:02&lt;00:02,   39.19it/s]
 
 
- 51%|█████▏    | Repairing epochs : 101/197 [00:02&lt;00:02,   46.73it/s]
+ 49%|████▉     | Repairing epochs : 97/197 [00:02&lt;00:02,   40.70it/s]
 
 
- 52%|█████▏    | Repairing epochs : 102/197 [00:02&lt;00:02,   46.86it/s]
+ 50%|████▉     | Repairing epochs : 98/197 [00:02&lt;00:02,   40.60it/s]
 
 
- 53%|█████▎    | Repairing epochs : 104/197 [00:02&lt;00:01,   48.26it/s]
+ 50%|█████     | Repairing epochs : 99/197 [00:02&lt;00:02,   40.36it/s]
 
 
- 53%|█████▎    | Repairing epochs : 105/197 [00:02&lt;00:01,   46.27it/s]
+ 51%|█████     | Repairing epochs : 100/197 [00:02&lt;00:02,   39.96it/s]
 
 
- 54%|█████▍    | Repairing epochs : 106/197 [00:02&lt;00:01,   46.06it/s]
+ 51%|█████▏    | Repairing epochs : 101/197 [00:02&lt;00:02,   39.73it/s]
 
 
- 55%|█████▍    | Repairing epochs : 108/197 [00:02&lt;00:01,   47.27it/s]
-
-
- 55%|█████▌    | Repairing epochs : 109/197 [00:02&lt;00:01,   47.13it/s]
-
-
- 56%|█████▌    | Repairing epochs : 110/197 [00:02&lt;00:01,   46.72it/s]
-
-
- 56%|█████▋    | Repairing epochs : 111/197 [00:02&lt;00:01,   46.48it/s]
-
-
- 57%|█████▋    | Repairing epochs : 112/197 [00:02&lt;00:01,   45.83it/s]
-
-
- 57%|█████▋    | Repairing epochs : 113/197 [00:02&lt;00:01,   44.08it/s]
-
-
- 58%|█████▊    | Repairing epochs : 114/197 [00:02&lt;00:01,   44.26it/s]
-
-
- 58%|█████▊    | Repairing epochs : 115/197 [00:02&lt;00:01,   44.38it/s]
+ 52%|█████▏    | Repairing epochs : 102/197 [00:02&lt;00:02,   39.43it/s]
 
 
- 59%|█████▉    | Repairing epochs : 116/197 [00:02&lt;00:01,   44.45it/s]
+ 53%|█████▎    | Repairing epochs : 104/197 [00:02&lt;00:02,   40.07it/s]
 
 
- 60%|█████▉    | Repairing epochs : 118/197 [00:02&lt;00:01,   45.95it/s]
+ 53%|█████▎    | Repairing epochs : 105/197 [00:02&lt;00:02,   39.74it/s]
 
 
- 60%|██████    | Repairing epochs : 119/197 [00:02&lt;00:01,   46.10it/s]
+ 54%|█████▍    | Repairing epochs : 106/197 [00:02&lt;00:02,   39.39it/s]
 
 
- 61%|██████    | Repairing epochs : 120/197 [00:02&lt;00:01,   43.97it/s]
+ 55%|█████▍    | Repairing epochs : 108/197 [00:02&lt;00:02,   39.96it/s]
 
 
- 61%|██████▏   | Repairing epochs : 121/197 [00:02&lt;00:01,   42.30it/s]
+ 55%|█████▌    | Repairing epochs : 109/197 [00:02&lt;00:02,   40.08it/s]
 
 
- 62%|██████▏   | Repairing epochs : 122/197 [00:02&lt;00:01,   42.43it/s]
+ 56%|█████▋    | Repairing epochs : 111/197 [00:02&lt;00:02,   41.42it/s]
 
 
- 62%|██████▏   | Repairing epochs : 123/197 [00:02&lt;00:01,   42.48it/s]
+ 57%|█████▋    | Repairing epochs : 113/197 [00:02&lt;00:01,   42.60it/s]
 
 
- 63%|██████▎   | Repairing epochs : 124/197 [00:02&lt;00:01,   42.56it/s]
+ 58%|█████▊    | Repairing epochs : 114/197 [00:02&lt;00:01,   42.90it/s]
 
 
- 63%|██████▎   | Repairing epochs : 125/197 [00:02&lt;00:01,   42.59it/s]
+ 58%|█████▊    | Repairing epochs : 115/197 [00:02&lt;00:01,   42.38it/s]
 
 
- 64%|██████▍   | Repairing epochs : 127/197 [00:02&lt;00:01,   45.13it/s]
+ 59%|█████▉    | Repairing epochs : 116/197 [00:02&lt;00:01,   41.95it/s]
 
 
- 65%|██████▍   | Repairing epochs : 128/197 [00:02&lt;00:01,   45.08it/s]
+ 60%|█████▉    | Repairing epochs : 118/197 [00:02&lt;00:01,   42.43it/s]
 
 
- 65%|██████▌   | Repairing epochs : 129/197 [00:02&lt;00:01,   44.96it/s]
+ 60%|██████    | Repairing epochs : 119/197 [00:02&lt;00:01,   42.10it/s]
 
 
- 66%|██████▌   | Repairing epochs : 130/197 [00:02&lt;00:01,   44.89it/s]
+ 61%|██████    | Repairing epochs : 120/197 [00:02&lt;00:01,   42.24it/s]
 
 
- 66%|██████▋   | Repairing epochs : 131/197 [00:02&lt;00:01,   44.84it/s]
+ 62%|██████▏   | Repairing epochs : 122/197 [00:02&lt;00:01,   43.48it/s]
 
 
- 67%|██████▋   | Repairing epochs : 132/197 [00:02&lt;00:01,   44.52it/s]
+ 63%|██████▎   | Repairing epochs : 124/197 [00:02&lt;00:01,   44.72it/s]
 
 
- 68%|██████▊   | Repairing epochs : 133/197 [00:03&lt;00:01,   42.51it/s]
+ 64%|██████▍   | Repairing epochs : 126/197 [00:02&lt;00:01,   46.56it/s]
 
 
- 68%|██████▊   | Repairing epochs : 134/197 [00:03&lt;00:01,   42.83it/s]
+ 65%|██████▍   | Repairing epochs : 128/197 [00:02&lt;00:01,   46.51it/s]
 
 
- 69%|██████▊   | Repairing epochs : 135/197 [00:03&lt;00:01,   43.09it/s]
+ 65%|██████▌   | Repairing epochs : 129/197 [00:02&lt;00:01,   45.86it/s]
 
 
- 69%|██████▉   | Repairing epochs : 136/197 [00:03&lt;00:01,   43.20it/s]
+ 66%|██████▌   | Repairing epochs : 130/197 [00:03&lt;00:01,   45.37it/s]
 
 
- 70%|██████▉   | Repairing epochs : 137/197 [00:03&lt;00:01,   43.30it/s]
+ 66%|██████▋   | Repairing epochs : 131/197 [00:03&lt;00:01,   44.85it/s]
 
 
- 70%|███████   | Repairing epochs : 138/197 [00:03&lt;00:01,   43.27it/s]
+ 67%|██████▋   | Repairing epochs : 132/197 [00:03&lt;00:01,   44.38it/s]
 
 
- 71%|███████   | Repairing epochs : 139/197 [00:03&lt;00:01,   43.30it/s]
+ 68%|██████▊   | Repairing epochs : 133/197 [00:03&lt;00:01,   43.98it/s]
 
 
- 71%|███████   | Repairing epochs : 140/197 [00:03&lt;00:01,   43.35it/s]
+ 68%|██████▊   | Repairing epochs : 134/197 [00:03&lt;00:01,   42.91it/s]
 
 
- 72%|███████▏  | Repairing epochs : 141/197 [00:03&lt;00:01,   43.41it/s]
+ 69%|██████▊   | Repairing epochs : 135/197 [00:03&lt;00:01,   42.57it/s]
 
 
- 72%|███████▏  | Repairing epochs : 142/197 [00:03&lt;00:01,   43.66it/s]
+ 69%|██████▉   | Repairing epochs : 136/197 [00:03&lt;00:01,   42.19it/s]
 
 
- 73%|███████▎  | Repairing epochs : 143/197 [00:03&lt;00:01,   43.91it/s]
+ 70%|██████▉   | Repairing epochs : 137/197 [00:03&lt;00:01,   41.77it/s]
 
 
- 73%|███████▎  | Repairing epochs : 144/197 [00:03&lt;00:01,   44.14it/s]
+ 70%|███████   | Repairing epochs : 138/197 [00:03&lt;00:01,   41.49it/s]
 
 
- 74%|███████▎  | Repairing epochs : 145/197 [00:03&lt;00:01,   44.39it/s]
+ 71%|███████   | Repairing epochs : 139/197 [00:03&lt;00:01,   41.17it/s]
 
 
- 74%|███████▍  | Repairing epochs : 146/197 [00:03&lt;00:01,   43.69it/s]
+ 71%|███████   | Repairing epochs : 140/197 [00:03&lt;00:01,   40.85it/s]
 
 
- 75%|███████▌  | Repairing epochs : 148/197 [00:03&lt;00:01,   45.12it/s]
+ 72%|███████▏  | Repairing epochs : 141/197 [00:03&lt;00:01,   40.52it/s]
 
 
- 76%|███████▌  | Repairing epochs : 149/197 [00:03&lt;00:01,   44.96it/s]
+ 72%|███████▏  | Repairing epochs : 142/197 [00:03&lt;00:01,   40.20it/s]
 
 
- 76%|███████▌  | Repairing epochs : 150/197 [00:03&lt;00:01,   44.93it/s]
+ 73%|███████▎  | Repairing epochs : 143/197 [00:03&lt;00:01,   39.97it/s]
 
 
- 77%|███████▋  | Repairing epochs : 152/197 [00:03&lt;00:00,   46.49it/s]
+ 73%|███████▎  | Repairing epochs : 144/197 [00:03&lt;00:01,   39.77it/s]
 
 
- 78%|███████▊  | Repairing epochs : 154/197 [00:03&lt;00:00,   46.18it/s]
+ 74%|███████▎  | Repairing epochs : 145/197 [00:03&lt;00:01,   39.55it/s]
 
 
- 79%|███████▊  | Repairing epochs : 155/197 [00:03&lt;00:00,   45.62it/s]
+ 74%|███████▍  | Repairing epochs : 146/197 [00:03&lt;00:01,   39.30it/s]
 
 
- 80%|███████▉  | Repairing epochs : 157/197 [00:03&lt;00:00,   46.73it/s]
+ 75%|███████▌  | Repairing epochs : 148/197 [00:03&lt;00:01,   39.90it/s]
 
 
- 80%|████████  | Repairing epochs : 158/197 [00:03&lt;00:00,   46.56it/s]
+ 76%|███████▌  | Repairing epochs : 149/197 [00:03&lt;00:01,   39.48it/s]
 
 
- 81%|████████  | Repairing epochs : 159/197 [00:03&lt;00:00,   46.48it/s]
+ 76%|███████▌  | Repairing epochs : 150/197 [00:03&lt;00:01,   39.17it/s]
 
 
- 81%|████████  | Repairing epochs : 160/197 [00:03&lt;00:00,   46.41it/s]
+ 77%|███████▋  | Repairing epochs : 152/197 [00:03&lt;00:01,   39.82it/s]
 
 
- 82%|████████▏ | Repairing epochs : 161/197 [00:03&lt;00:00,   46.15it/s]
+ 78%|███████▊  | Repairing epochs : 154/197 [00:03&lt;00:01,   40.77it/s]
 
 
- 83%|████████▎ | Repairing epochs : 163/197 [00:03&lt;00:00,   48.55it/s]
+ 79%|███████▉  | Repairing epochs : 156/197 [00:03&lt;00:00,   42.62it/s]
 
 
- 84%|████████▍ | Repairing epochs : 165/197 [00:03&lt;00:00,   49.65it/s]
+ 80%|████████  | Repairing epochs : 158/197 [00:03&lt;00:00,   43.90it/s]
 
 
- 84%|████████▍ | Repairing epochs : 166/197 [00:03&lt;00:00,   49.37it/s]
+ 81%|████████  | Repairing epochs : 160/197 [00:03&lt;00:00,   44.22it/s]
 
 
- 85%|████████▍ | Repairing epochs : 167/197 [00:03&lt;00:00,   49.14it/s]
+ 82%|████████▏ | Repairing epochs : 161/197 [00:03&lt;00:00,   43.66it/s]
 
 
- 85%|████████▌ | Repairing epochs : 168/197 [00:03&lt;00:00,   48.95it/s]
+ 83%|████████▎ | Repairing epochs : 163/197 [00:03&lt;00:00,   45.52it/s]
 
 
- 86%|████████▌ | Repairing epochs : 169/197 [00:03&lt;00:00,   48.74it/s]
+ 84%|████████▍ | Repairing epochs : 165/197 [00:03&lt;00:00,   45.39it/s]
 
 
- 86%|████████▋ | Repairing epochs : 170/197 [00:03&lt;00:00,   48.63it/s]
+ 84%|████████▍ | Repairing epochs : 166/197 [00:03&lt;00:00,   44.86it/s]
 
 
- 87%|████████▋ | Repairing epochs : 171/197 [00:03&lt;00:00,   48.45it/s]
+ 85%|████████▍ | Repairing epochs : 167/197 [00:03&lt;00:00,   45.05it/s]
 
 
- 87%|████████▋ | Repairing epochs : 172/197 [00:03&lt;00:00,   47.81it/s]
+ 86%|████████▌ | Repairing epochs : 169/197 [00:03&lt;00:00,   46.21it/s]
 
 
- 88%|████████▊ | Repairing epochs : 173/197 [00:03&lt;00:00,   45.72it/s]
+ 87%|████████▋ | Repairing epochs : 171/197 [00:03&lt;00:00,   47.20it/s]
 
 
- 88%|████████▊ | Repairing epochs : 174/197 [00:03&lt;00:00,   45.13it/s]
+ 88%|████████▊ | Repairing epochs : 173/197 [00:03&lt;00:00,   46.95it/s]
 
 
- 89%|████████▉ | Repairing epochs : 175/197 [00:03&lt;00:00,   45.30it/s]
+ 88%|████████▊ | Repairing epochs : 174/197 [00:04&lt;00:00,   46.33it/s]
 
 
- 89%|████████▉ | Repairing epochs : 176/197 [00:03&lt;00:00,   45.47it/s]
+ 89%|████████▉ | Repairing epochs : 175/197 [00:04&lt;00:00,   45.61it/s]
 
 
- 90%|████████▉ | Repairing epochs : 177/197 [00:03&lt;00:00,   45.41it/s]
+ 89%|████████▉ | Repairing epochs : 176/197 [00:04&lt;00:00,   45.05it/s]
 
 
- 90%|█████████ | Repairing epochs : 178/197 [00:03&lt;00:00,   45.43it/s]
+ 90%|████████▉ | Repairing epochs : 177/197 [00:04&lt;00:00,   44.56it/s]
 
 
- 91%|█████████ | Repairing epochs : 179/197 [00:04&lt;00:00,   45.50it/s]
+ 90%|█████████ | Repairing epochs : 178/197 [00:04&lt;00:00,   43.92it/s]
 
 
- 91%|█████████▏| Repairing epochs : 180/197 [00:04&lt;00:00,   45.63it/s]
+ 91%|█████████ | Repairing epochs : 179/197 [00:04&lt;00:00,   43.47it/s]
 
 
- 92%|█████████▏| Repairing epochs : 181/197 [00:04&lt;00:00,   45.79it/s]
+ 91%|█████████▏| Repairing epochs : 180/197 [00:04&lt;00:00,   43.05it/s]
 
 
- 93%|█████████▎| Repairing epochs : 183/197 [00:04&lt;00:00,   45.90it/s]
+ 92%|█████████▏| Repairing epochs : 181/197 [00:04&lt;00:00,   42.73it/s]
 
 
- 93%|█████████▎| Repairing epochs : 184/197 [00:04&lt;00:00,   43.88it/s]
+ 93%|█████████▎| Repairing epochs : 183/197 [00:04&lt;00:00,   43.29it/s]
 
 
- 94%|█████████▍| Repairing epochs : 185/197 [00:04&lt;00:00,   41.84it/s]
+ 93%|█████████▎| Repairing epochs : 184/197 [00:04&lt;00:00,   42.79it/s]
 
 
- 94%|█████████▍| Repairing epochs : 186/197 [00:04&lt;00:00,   41.62it/s]
+ 94%|█████████▍| Repairing epochs : 185/197 [00:04&lt;00:00,   42.36it/s]
 
 
- 95%|█████████▍| Repairing epochs : 187/197 [00:04&lt;00:00,   41.63it/s]
+ 94%|█████████▍| Repairing epochs : 186/197 [00:04&lt;00:00,   41.29it/s]
 
 
- 95%|█████████▌| Repairing epochs : 188/197 [00:04&lt;00:00,   41.67it/s]
+ 95%|█████████▍| Repairing epochs : 187/197 [00:04&lt;00:00,   41.04it/s]
 
 
- 96%|█████████▋| Repairing epochs : 190/197 [00:04&lt;00:00,   42.96it/s]
+ 95%|█████████▌| Repairing epochs : 188/197 [00:04&lt;00:00,   40.71it/s]
 
 
- 97%|█████████▋| Repairing epochs : 191/197 [00:04&lt;00:00,   43.06it/s]
+ 96%|█████████▋| Repairing epochs : 190/197 [00:04&lt;00:00,   41.27it/s]
 
 
- 97%|█████████▋| Repairing epochs : 192/197 [00:04&lt;00:00,   43.30it/s]
+ 97%|█████████▋| Repairing epochs : 191/197 [00:04&lt;00:00,   40.98it/s]
 
 
- 98%|█████████▊| Repairing epochs : 193/197 [00:04&lt;00:00,   43.46it/s]
+ 97%|█████████▋| Repairing epochs : 192/197 [00:04&lt;00:00,   40.63it/s]
 
 
- 98%|█████████▊| Repairing epochs : 194/197 [00:04&lt;00:00,   43.57it/s]
+ 98%|█████████▊| Repairing epochs : 193/197 [00:04&lt;00:00,   40.37it/s]
 
 
- 99%|█████████▉| Repairing epochs : 195/197 [00:04&lt;00:00,   43.44it/s]
+ 99%|█████████▉| Repairing epochs : 195/197 [00:04&lt;00:00,   41.56it/s]
 
 
- 99%|█████████▉| Repairing epochs : 196/197 [00:04&lt;00:00,   43.39it/s]
+ 99%|█████████▉| Repairing epochs : 196/197 [00:04&lt;00:00,   41.75it/s]
 
 
-100%|██████████| Repairing epochs : 197/197 [00:04&lt;00:00,   43.36it/s]
-100%|██████████| Repairing epochs : 197/197 [00:04&lt;00:00,   44.27it/s]
+100%|██████████| Repairing epochs : 197/197 [00:04&lt;00:00,   41.36it/s]
+100%|██████████| Repairing epochs : 197/197 [00:04&lt;00:00,   42.52it/s]
 
 
 
@@ -18140,1196 +13535,1153 @@
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:03,    2.88it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:02,    3.04it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:02,    3.04it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:02,    3.25it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:02,    3.06it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:02,    3.34it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:01&lt;00:01,    3.08it/s]
+ 40%|████      | Fold : 4/10 [00:01&lt;00:01,    3.38it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:01&lt;00:01,    3.10it/s]
+ 50%|█████     | Fold : 5/10 [00:01&lt;00:01,    3.41it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:01&lt;00:01,    3.11it/s]
+ 60%|██████    | Fold : 6/10 [00:01&lt;00:01,    3.43it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:02&lt;00:00,    3.11it/s]
+ 70%|███████   | Fold : 7/10 [00:02&lt;00:00,    3.44it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:02&lt;00:00,    3.12it/s]
+ 80%|████████  | Fold : 8/10 [00:02&lt;00:00,    3.45it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:02&lt;00:00,    3.13it/s]
+ 90%|█████████ | Fold : 9/10 [00:02&lt;00:00,    3.47it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:03&lt;00:00,    3.13it/s]
-100%|██████████| Fold : 10/10 [00:03&lt;00:00,    3.12it/s]
+100%|██████████| Fold : 10/10 [00:02&lt;00:00,    3.48it/s]
+100%|██████████| Fold : 10/10 [00:02&lt;00:00,    3.46it/s]
 
 
- 67%|██████▋   | n_interp : 2/3 [00:17&lt;00:08,    8.62s/it]
+ 33%|███▎      | n_interp : 1/3 [00:07&lt;00:15,    7.78s/it]
 
 
   0%|          | Repairing epochs : 0/197 [00:00&lt;?,       ?it/s]
 
 
-  1%|          | Repairing epochs : 2/197 [00:00&lt;00:02,   87.72it/s]
-
-
-  2%|▏         | Repairing epochs : 3/197 [00:00&lt;00:02,   66.74it/s]
-
-
-  2%|▏         | Repairing epochs : 4/197 [00:00&lt;00:03,   54.53it/s]
-
-
-  3%|▎         | Repairing epochs : 5/197 [00:00&lt;00:04,   41.71it/s]
-
-
-  3%|▎         | Repairing epochs : 6/197 [00:00&lt;00:05,   35.12it/s]
-
-
-  4%|▎         | Repairing epochs : 7/197 [00:00&lt;00:05,   36.75it/s]
-
-
-  4%|▍         | Repairing epochs : 8/197 [00:00&lt;00:05,   37.52it/s]
-
-
-  5%|▍         | Repairing epochs : 9/197 [00:00&lt;00:04,   37.95it/s]
-
-
-  5%|▌         | Repairing epochs : 10/197 [00:00&lt;00:04,   38.73it/s]
+  1%|          | Repairing epochs : 2/197 [00:00&lt;00:02,   87.24it/s]
 
 
-  6%|▌         | Repairing epochs : 11/197 [00:00&lt;00:04,   38.44it/s]
+  2%|▏         | Repairing epochs : 4/197 [00:00&lt;00:02,   71.99it/s]
 
 
-  6%|▌         | Repairing epochs : 12/197 [00:00&lt;00:04,   39.07it/s]
+  3%|▎         | Repairing epochs : 5/197 [00:00&lt;00:03,   63.78it/s]
 
 
-  7%|▋         | Repairing epochs : 13/197 [00:00&lt;00:04,   39.64it/s]
+  4%|▎         | Repairing epochs : 7/197 [00:00&lt;00:02,   65.04it/s]
 
 
-  7%|▋         | Repairing epochs : 14/197 [00:00&lt;00:04,   40.01it/s]
+  5%|▍         | Repairing epochs : 9/197 [00:00&lt;00:02,   64.16it/s]
 
 
-  8%|▊         | Repairing epochs : 15/197 [00:00&lt;00:04,   40.64it/s]
+  6%|▌         | Repairing epochs : 11/197 [00:00&lt;00:02,   65.65it/s]
 
 
-  8%|▊         | Repairing epochs : 16/197 [00:00&lt;00:04,   41.07it/s]
+  7%|▋         | Repairing epochs : 13/197 [00:00&lt;00:02,   66.58it/s]
 
 
-  9%|▊         | Repairing epochs : 17/197 [00:00&lt;00:04,   41.20it/s]
+  8%|▊         | Repairing epochs : 15/197 [00:00&lt;00:02,   67.27it/s]
 
 
-  9%|▉         | Repairing epochs : 18/197 [00:00&lt;00:04,   41.62it/s]
+  9%|▊         | Repairing epochs : 17/197 [00:00&lt;00:02,   67.89it/s]
 
 
- 10%|▉         | Repairing epochs : 19/197 [00:00&lt;00:04,   41.79it/s]
+ 10%|▉         | Repairing epochs : 19/197 [00:00&lt;00:02,   67.97it/s]
 
 
- 10%|█         | Repairing epochs : 20/197 [00:00&lt;00:04,   41.80it/s]
+ 11%|█         | Repairing epochs : 21/197 [00:00&lt;00:02,   68.16it/s]
 
 
- 11%|█         | Repairing epochs : 21/197 [00:00&lt;00:04,   42.05it/s]
+ 12%|█▏        | Repairing epochs : 23/197 [00:00&lt;00:02,   68.45it/s]
 
 
- 11%|█         | Repairing epochs : 22/197 [00:00&lt;00:04,   42.34it/s]
+ 13%|█▎        | Repairing epochs : 25/197 [00:00&lt;00:02,   68.48it/s]
 
 
- 12%|█▏        | Repairing epochs : 23/197 [00:00&lt;00:04,   42.15it/s]
+ 14%|█▎        | Repairing epochs : 27/197 [00:00&lt;00:02,   68.61it/s]
 
 
- 12%|█▏        | Repairing epochs : 24/197 [00:00&lt;00:04,   42.26it/s]
+ 15%|█▍        | Repairing epochs : 29/197 [00:00&lt;00:02,   68.80it/s]
 
 
- 13%|█▎        | Repairing epochs : 25/197 [00:00&lt;00:04,   42.43it/s]
+ 15%|█▌        | Repairing epochs : 30/197 [00:00&lt;00:02,   68.01it/s]
 
 
- 13%|█▎        | Repairing epochs : 26/197 [00:00&lt;00:04,   42.52it/s]
+ 16%|█▌        | Repairing epochs : 32/197 [00:00&lt;00:02,   68.09it/s]
 
 
- 14%|█▎        | Repairing epochs : 27/197 [00:00&lt;00:03,   42.64it/s]
+ 17%|█▋        | Repairing epochs : 34/197 [00:00&lt;00:02,   68.46it/s]
 
 
- 14%|█▍        | Repairing epochs : 28/197 [00:00&lt;00:03,   42.70it/s]
+ 18%|█▊        | Repairing epochs : 36/197 [00:00&lt;00:02,   68.34it/s]
 
 
- 15%|█▍        | Repairing epochs : 29/197 [00:00&lt;00:03,   42.77it/s]
+ 19%|█▉        | Repairing epochs : 38/197 [00:00&lt;00:02,   68.44it/s]
 
 
- 15%|█▌        | Repairing epochs : 30/197 [00:00&lt;00:03,   42.88it/s]
+ 20%|██        | Repairing epochs : 40/197 [00:00&lt;00:02,   68.61it/s]
 
 
- 16%|█▌        | Repairing epochs : 31/197 [00:00&lt;00:03,   42.96it/s]
+ 21%|██▏       | Repairing epochs : 42/197 [00:00&lt;00:02,   68.82it/s]
 
 
- 16%|█▌        | Repairing epochs : 32/197 [00:00&lt;00:03,   43.04it/s]
+ 22%|██▏       | Repairing epochs : 44/197 [00:00&lt;00:02,   68.92it/s]
 
 
- 17%|█▋        | Repairing epochs : 33/197 [00:00&lt;00:03,   43.11it/s]
+ 23%|██▎       | Repairing epochs : 46/197 [00:00&lt;00:02,   70.45it/s]
 
 
- 17%|█▋        | Repairing epochs : 34/197 [00:00&lt;00:03,   43.12it/s]
+ 24%|██▍       | Repairing epochs : 48/197 [00:00&lt;00:02,   70.62it/s]
 
 
- 18%|█▊        | Repairing epochs : 35/197 [00:00&lt;00:03,   43.10it/s]
+ 25%|██▌       | Repairing epochs : 50/197 [00:00&lt;00:02,   70.65it/s]
 
 
- 18%|█▊        | Repairing epochs : 36/197 [00:00&lt;00:03,   42.94it/s]
+ 26%|██▋       | Repairing epochs : 52/197 [00:00&lt;00:02,   72.10it/s]
 
 
- 19%|█▉        | Repairing epochs : 37/197 [00:00&lt;00:03,   42.87it/s]
+ 27%|██▋       | Repairing epochs : 53/197 [00:00&lt;00:02,   71.27it/s]
 
 
- 19%|█▉        | Repairing epochs : 38/197 [00:00&lt;00:03,   42.80it/s]
+ 27%|██▋       | Repairing epochs : 54/197 [00:00&lt;00:02,   68.81it/s]
 
 
- 20%|█▉        | Repairing epochs : 39/197 [00:00&lt;00:03,   42.74it/s]
+ 28%|██▊       | Repairing epochs : 56/197 [00:00&lt;00:02,   68.10it/s]
 
 
- 20%|██        | Repairing epochs : 40/197 [00:00&lt;00:03,   42.81it/s]
+ 29%|██▉       | Repairing epochs : 58/197 [00:00&lt;00:02,   68.20it/s]
 
 
- 21%|██        | Repairing epochs : 41/197 [00:00&lt;00:03,   42.94it/s]
+ 30%|███       | Repairing epochs : 60/197 [00:00&lt;00:01,   69.62it/s]
 
 
- 21%|██▏       | Repairing epochs : 42/197 [00:00&lt;00:03,   42.95it/s]
+ 31%|███▏      | Repairing epochs : 62/197 [00:00&lt;00:01,   71.09it/s]
 
 
- 22%|██▏       | Repairing epochs : 43/197 [00:01&lt;00:03,   42.64it/s]
+ 32%|███▏      | Repairing epochs : 64/197 [00:00&lt;00:01,   70.91it/s]
 
 
- 22%|██▏       | Repairing epochs : 44/197 [00:01&lt;00:03,   42.68it/s]
+ 34%|███▎      | Repairing epochs : 66/197 [00:00&lt;00:01,   70.86it/s]
 
 
- 23%|██▎       | Repairing epochs : 45/197 [00:01&lt;00:03,   42.68it/s]
+ 35%|███▍      | Repairing epochs : 68/197 [00:00&lt;00:01,   69.82it/s]
 
 
- 24%|██▍       | Repairing epochs : 47/197 [00:01&lt;00:03,   44.31it/s]
+ 35%|███▌      | Repairing epochs : 69/197 [00:00&lt;00:01,   68.91it/s]
 
 
- 24%|██▍       | Repairing epochs : 48/197 [00:01&lt;00:03,   44.38it/s]
+ 37%|███▋      | Repairing epochs : 72/197 [00:01&lt;00:01,   71.72it/s]
 
 
- 25%|██▍       | Repairing epochs : 49/197 [00:01&lt;00:03,   44.20it/s]
+ 38%|███▊      | Repairing epochs : 74/197 [00:01&lt;00:01,   71.62it/s]
 
 
- 25%|██▌       | Repairing epochs : 50/197 [00:01&lt;00:03,   44.19it/s]
+ 39%|███▊      | Repairing epochs : 76/197 [00:01&lt;00:01,   71.51it/s]
 
 
- 26%|██▋       | Repairing epochs : 52/197 [00:01&lt;00:03,   45.57it/s]
+ 40%|███▉      | Repairing epochs : 78/197 [00:01&lt;00:01,   71.36it/s]
 
 
- 27%|██▋       | Repairing epochs : 53/197 [00:01&lt;00:03,   45.42it/s]
+ 41%|████      | Repairing epochs : 80/197 [00:01&lt;00:01,   71.06it/s]
 
 
- 27%|██▋       | Repairing epochs : 54/197 [00:01&lt;00:03,   45.51it/s]
+ 42%|████▏     | Repairing epochs : 82/197 [00:01&lt;00:01,   70.23it/s]
 
 
- 28%|██▊       | Repairing epochs : 55/197 [00:01&lt;00:03,   45.67it/s]
+ 43%|████▎     | Repairing epochs : 84/197 [00:01&lt;00:01,   70.11it/s]
 
 
- 28%|██▊       | Repairing epochs : 56/197 [00:01&lt;00:03,   45.90it/s]
+ 44%|████▎     | Repairing epochs : 86/197 [00:01&lt;00:01,   70.04it/s]
 
 
- 29%|██▉       | Repairing epochs : 57/197 [00:01&lt;00:03,   45.98it/s]
+ 45%|████▍     | Repairing epochs : 88/197 [00:01&lt;00:01,   69.91it/s]
 
 
- 29%|██▉       | Repairing epochs : 58/197 [00:01&lt;00:03,   44.82it/s]
+ 46%|████▌     | Repairing epochs : 91/197 [00:01&lt;00:01,   72.29it/s]
 
 
- 30%|██▉       | Repairing epochs : 59/197 [00:01&lt;00:03,   44.64it/s]
+ 47%|████▋     | Repairing epochs : 93/197 [00:01&lt;00:01,   72.23it/s]
 
 
- 31%|███       | Repairing epochs : 61/197 [00:01&lt;00:02,   45.94it/s]
+ 48%|████▊     | Repairing epochs : 95/197 [00:01&lt;00:01,   72.10it/s]
 
 
- 32%|███▏      | Repairing epochs : 63/197 [00:01&lt;00:02,   46.65it/s]
+ 49%|████▉     | Repairing epochs : 97/197 [00:01&lt;00:01,   72.10it/s]
 
 
- 32%|███▏      | Repairing epochs : 64/197 [00:01&lt;00:02,   44.39it/s]
+ 50%|█████     | Repairing epochs : 99/197 [00:01&lt;00:01,   72.18it/s]
 
 
- 33%|███▎      | Repairing epochs : 65/197 [00:01&lt;00:02,   44.03it/s]
+ 51%|█████▏    | Repairing epochs : 101/197 [00:01&lt;00:01,   72.05it/s]
 
 
- 34%|███▎      | Repairing epochs : 66/197 [00:01&lt;00:02,   44.17it/s]
+ 52%|█████▏    | Repairing epochs : 103/197 [00:01&lt;00:01,   73.13it/s]
 
 
- 34%|███▍      | Repairing epochs : 67/197 [00:01&lt;00:02,   44.21it/s]
+ 53%|█████▎    | Repairing epochs : 105/197 [00:01&lt;00:01,   72.83it/s]
 
 
- 35%|███▍      | Repairing epochs : 68/197 [00:01&lt;00:02,   44.16it/s]
+ 54%|█████▍    | Repairing epochs : 107/197 [00:01&lt;00:01,   73.28it/s]
 
 
- 35%|███▌      | Repairing epochs : 69/197 [00:01&lt;00:02,   44.29it/s]
+ 55%|█████▌    | Repairing epochs : 109/197 [00:01&lt;00:01,   73.13it/s]
 
 
- 36%|███▌      | Repairing epochs : 71/197 [00:01&lt;00:02,   46.81it/s]
+ 56%|█████▋    | Repairing epochs : 111/197 [00:01&lt;00:01,   72.75it/s]
 
 
- 37%|███▋      | Repairing epochs : 72/197 [00:01&lt;00:02,   46.71it/s]
+ 57%|█████▋    | Repairing epochs : 113/197 [00:01&lt;00:01,   72.50it/s]
 
 
- 37%|███▋      | Repairing epochs : 73/197 [00:01&lt;00:02,   46.55it/s]
+ 58%|█████▊    | Repairing epochs : 115/197 [00:01&lt;00:01,   72.19it/s]
 
 
- 38%|███▊      | Repairing epochs : 74/197 [00:01&lt;00:02,   46.33it/s]
+ 59%|█████▉    | Repairing epochs : 117/197 [00:01&lt;00:01,   73.02it/s]
 
 
- 38%|███▊      | Repairing epochs : 75/197 [00:01&lt;00:02,   46.13it/s]
+ 60%|█████▉    | Repairing epochs : 118/197 [00:01&lt;00:01,   70.86it/s]
 
 
- 39%|███▊      | Repairing epochs : 76/197 [00:01&lt;00:02,   45.54it/s]
+ 60%|██████    | Repairing epochs : 119/197 [00:01&lt;00:01,   69.04it/s]
 
 
- 39%|███▉      | Repairing epochs : 77/197 [00:01&lt;00:02,   43.07it/s]
+ 61%|██████    | Repairing epochs : 120/197 [00:01&lt;00:01,   67.14it/s]
 
 
- 40%|███▉      | Repairing epochs : 78/197 [00:01&lt;00:02,   41.10it/s]
+ 61%|██████▏   | Repairing epochs : 121/197 [00:01&lt;00:01,   65.50it/s]
 
 
- 40%|████      | Repairing epochs : 79/197 [00:01&lt;00:02,   41.24it/s]
+ 62%|██████▏   | Repairing epochs : 122/197 [00:01&lt;00:01,   65.33it/s]
 
 
- 41%|████      | Repairing epochs : 80/197 [00:01&lt;00:02,   41.37it/s]
+ 63%|██████▎   | Repairing epochs : 124/197 [00:01&lt;00:01,   65.58it/s]
 
 
- 41%|████      | Repairing epochs : 81/197 [00:01&lt;00:02,   41.21it/s]
+ 64%|██████▍   | Repairing epochs : 126/197 [00:01&lt;00:01,   66.81it/s]
 
 
- 42%|████▏     | Repairing epochs : 82/197 [00:01&lt;00:02,   41.27it/s]
+ 65%|██████▍   | Repairing epochs : 128/197 [00:01&lt;00:01,   68.16it/s]
 
 
- 42%|████▏     | Repairing epochs : 83/197 [00:01&lt;00:02,   41.32it/s]
+ 66%|██████▌   | Repairing epochs : 130/197 [00:01&lt;00:00,   68.27it/s]
 
 
- 43%|████▎     | Repairing epochs : 84/197 [00:01&lt;00:02,   41.61it/s]
+ 67%|██████▋   | Repairing epochs : 132/197 [00:01&lt;00:00,   67.88it/s]
 
 
- 43%|████▎     | Repairing epochs : 85/197 [00:01&lt;00:02,   41.89it/s]
+ 68%|██████▊   | Repairing epochs : 133/197 [00:01&lt;00:00,   65.05it/s]
 
 
- 44%|████▎     | Repairing epochs : 86/197 [00:01&lt;00:02,   42.18it/s]
+ 69%|██████▊   | Repairing epochs : 135/197 [00:01&lt;00:00,   65.28it/s]
 
 
- 44%|████▍     | Repairing epochs : 87/197 [00:02&lt;00:02,   41.44it/s]
+ 70%|██████▉   | Repairing epochs : 137/197 [00:01&lt;00:00,   65.40it/s]
 
 
- 45%|████▍     | Repairing epochs : 88/197 [00:02&lt;00:02,   41.04it/s]
+ 71%|███████   | Repairing epochs : 139/197 [00:02&lt;00:00,   65.73it/s]
 
 
- 46%|████▌     | Repairing epochs : 90/197 [00:02&lt;00:02,   43.54it/s]
+ 72%|███████▏  | Repairing epochs : 141/197 [00:02&lt;00:00,   66.04it/s]
 
 
- 46%|████▌     | Repairing epochs : 91/197 [00:02&lt;00:02,   43.53it/s]
+ 73%|███████▎  | Repairing epochs : 143/197 [00:02&lt;00:00,   66.24it/s]
 
 
- 47%|████▋     | Repairing epochs : 92/197 [00:02&lt;00:02,   43.61it/s]
+ 74%|███████▎  | Repairing epochs : 145/197 [00:02&lt;00:00,   66.40it/s]
 
 
- 47%|████▋     | Repairing epochs : 93/197 [00:02&lt;00:02,   43.36it/s]
+ 75%|███████▍  | Repairing epochs : 147/197 [00:02&lt;00:00,   67.58it/s]
 
 
- 48%|████▊     | Repairing epochs : 94/197 [00:02&lt;00:02,   43.42it/s]
+ 75%|███████▌  | Repairing epochs : 148/197 [00:02&lt;00:00,   66.62it/s]
 
 
- 48%|████▊     | Repairing epochs : 95/197 [00:02&lt;00:02,   43.44it/s]
+ 76%|███████▌  | Repairing epochs : 149/197 [00:02&lt;00:00,   66.13it/s]
 
 
- 49%|████▊     | Repairing epochs : 96/197 [00:02&lt;00:02,   43.44it/s]
+ 76%|███████▌  | Repairing epochs : 150/197 [00:02&lt;00:00,   64.21it/s]
 
 
- 49%|████▉     | Repairing epochs : 97/197 [00:02&lt;00:02,   43.54it/s]
+ 77%|███████▋  | Repairing epochs : 152/197 [00:02&lt;00:00,   63.34it/s]
 
 
- 50%|████▉     | Repairing epochs : 98/197 [00:02&lt;00:02,   43.57it/s]
+ 78%|███████▊  | Repairing epochs : 154/197 [00:02&lt;00:00,   63.75it/s]
 
 
- 50%|█████     | Repairing epochs : 99/197 [00:02&lt;00:02,   43.55it/s]
+ 79%|███████▉  | Repairing epochs : 156/197 [00:02&lt;00:00,   65.16it/s]
 
 
- 51%|█████     | Repairing epochs : 100/197 [00:02&lt;00:02,   43.05it/s]
+ 80%|████████  | Repairing epochs : 158/197 [00:02&lt;00:00,   65.38it/s]
 
 
- 51%|█████▏    | Repairing epochs : 101/197 [00:02&lt;00:02,   41.13it/s]
+ 81%|████████  | Repairing epochs : 159/197 [00:02&lt;00:00,   65.01it/s]
 
 
- 52%|█████▏    | Repairing epochs : 102/197 [00:02&lt;00:02,   39.43it/s]
-
-
- 53%|█████▎    | Repairing epochs : 104/197 [00:02&lt;00:02,   40.31it/s]
-
-
- 53%|█████▎    | Repairing epochs : 105/197 [00:02&lt;00:02,   40.40it/s]
-
-
- 54%|█████▍    | Repairing epochs : 106/197 [00:02&lt;00:02,   40.39it/s]
-
+ 82%|████████▏ | Repairing epochs : 161/197 [00:02&lt;00:00,   65.20it/s]
 
- 55%|█████▍    | Repairing epochs : 108/197 [00:02&lt;00:02,   41.78it/s]
 
+ 83%|████████▎ | Repairing epochs : 164/197 [00:02&lt;00:00,   68.76it/s]
 
- 55%|█████▌    | Repairing epochs : 109/197 [00:02&lt;00:02,   41.83it/s]
 
+ 84%|████████▍ | Repairing epochs : 166/197 [00:02&lt;00:00,   68.91it/s]
 
- 56%|█████▌    | Repairing epochs : 110/197 [00:02&lt;00:02,   41.77it/s]
 
+ 85%|████████▌ | Repairing epochs : 168/197 [00:02&lt;00:00,   69.01it/s]
 
- 56%|█████▋    | Repairing epochs : 111/197 [00:02&lt;00:02,   41.82it/s]
 
+ 86%|████████▋ | Repairing epochs : 170/197 [00:02&lt;00:00,   69.16it/s]
 
- 57%|█████▋    | Repairing epochs : 112/197 [00:02&lt;00:02,   41.41it/s]
 
+ 87%|████████▋ | Repairing epochs : 172/197 [00:02&lt;00:00,   68.61it/s]
 
- 57%|█████▋    | Repairing epochs : 113/197 [00:02&lt;00:02,   39.40it/s]
 
+ 88%|████████▊ | Repairing epochs : 174/197 [00:02&lt;00:00,   68.61it/s]
 
- 58%|█████▊    | Repairing epochs : 114/197 [00:02&lt;00:02,   39.04it/s]
 
+ 89%|████████▉ | Repairing epochs : 176/197 [00:02&lt;00:00,   68.65it/s]
 
- 58%|█████▊    | Repairing epochs : 115/197 [00:02&lt;00:02,   39.17it/s]
 
+ 90%|█████████ | Repairing epochs : 178/197 [00:02&lt;00:00,   68.70it/s]
 
- 59%|█████▉    | Repairing epochs : 116/197 [00:02&lt;00:02,   37.58it/s]
 
+ 91%|█████████▏| Repairing epochs : 180/197 [00:02&lt;00:00,   68.65it/s]
 
- 59%|█████▉    | Repairing epochs : 117/197 [00:02&lt;00:02,   38.26it/s]
 
+ 92%|█████████▏| Repairing epochs : 181/197 [00:02&lt;00:00,   67.57it/s]
 
- 60%|█████▉    | Repairing epochs : 118/197 [00:02&lt;00:02,   38.10it/s]
 
+ 93%|█████████▎| Repairing epochs : 183/197 [00:02&lt;00:00,   66.31it/s]
 
- 60%|██████    | Repairing epochs : 119/197 [00:02&lt;00:02,   38.35it/s]
 
+ 94%|█████████▍| Repairing epochs : 185/197 [00:02&lt;00:00,   65.98it/s]
 
- 61%|██████    | Repairing epochs : 120/197 [00:02&lt;00:02,   36.84it/s]
 
+ 95%|█████████▍| Repairing epochs : 187/197 [00:02&lt;00:00,   65.67it/s]
 
- 61%|██████▏   | Repairing epochs : 121/197 [00:02&lt;00:02,   36.04it/s]
 
+ 95%|█████████▌| Repairing epochs : 188/197 [00:02&lt;00:00,   64.29it/s]
 
- 62%|██████▏   | Repairing epochs : 122/197 [00:02&lt;00:02,   36.37it/s]
 
+ 96%|█████████▋| Repairing epochs : 190/197 [00:02&lt;00:00,   65.06it/s]
 
- 62%|██████▏   | Repairing epochs : 123/197 [00:02&lt;00:02,   36.60it/s]
 
+ 97%|█████████▋| Repairing epochs : 192/197 [00:02&lt;00:00,   65.20it/s]
 
- 63%|██████▎   | Repairing epochs : 124/197 [00:03&lt;00:01,   36.81it/s]
 
+ 98%|█████████▊| Repairing epochs : 194/197 [00:02&lt;00:00,   65.00it/s]
 
- 63%|██████▎   | Repairing epochs : 125/197 [00:03&lt;00:01,   37.08it/s]
 
+ 99%|█████████▉| Repairing epochs : 195/197 [00:02&lt;00:00,   63.63it/s]
 
- 64%|██████▍   | Repairing epochs : 127/197 [00:03&lt;00:01,   39.48it/s]
 
+100%|██████████| Repairing epochs : 197/197 [00:02&lt;00:00,   63.85it/s]
+100%|██████████| Repairing epochs : 197/197 [00:02&lt;00:00,   67.57it/s]
 
- 65%|██████▍   | Repairing epochs : 128/197 [00:03&lt;00:01,   39.64it/s]
 
 
- 65%|██████▌   | Repairing epochs : 129/197 [00:03&lt;00:01,   39.71it/s]
 
-
- 66%|██████▌   | Repairing epochs : 130/197 [00:03&lt;00:01,   39.92it/s]
-
-
- 66%|██████▋   | Repairing epochs : 131/197 [00:03&lt;00:01,   40.00it/s]
+  0%|          | Fold : 0/10 [00:00&lt;?,       ?it/s]
 
 
- 67%|██████▋   | Repairing epochs : 132/197 [00:03&lt;00:01,   40.14it/s]
 
+ 10%|█         | Fold : 1/10 [00:00&lt;00:02,    3.38it/s]
 
- 68%|██████▊   | Repairing epochs : 133/197 [00:03&lt;00:01,   40.49it/s]
 
 
- 68%|██████▊   | Repairing epochs : 134/197 [00:03&lt;00:01,   40.82it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:02,    3.41it/s]
 
 
- 69%|██████▊   | Repairing epochs : 135/197 [00:03&lt;00:01,   41.10it/s]
 
+ 30%|███       | Fold : 3/10 [00:00&lt;00:02,    3.44it/s]
 
- 69%|██████▉   | Repairing epochs : 136/197 [00:03&lt;00:01,   39.68it/s]
 
 
- 70%|██████▉   | Repairing epochs : 137/197 [00:03&lt;00:01,   39.88it/s]
+ 40%|████      | Fold : 4/10 [00:01&lt;00:01,    3.46it/s]
 
 
- 70%|███████   | Repairing epochs : 138/197 [00:03&lt;00:01,   40.02it/s]
 
+ 50%|█████     | Fold : 5/10 [00:01&lt;00:01,    3.47it/s]
 
- 71%|███████   | Repairing epochs : 139/197 [00:03&lt;00:01,   40.13it/s]
 
 
- 71%|███████   | Repairing epochs : 140/197 [00:03&lt;00:01,   40.28it/s]
+ 60%|██████    | Fold : 6/10 [00:01&lt;00:01,    3.48it/s]
 
 
- 72%|███████▏  | Repairing epochs : 141/197 [00:03&lt;00:01,   40.35it/s]
 
+ 70%|███████   | Fold : 7/10 [00:02&lt;00:00,    3.48it/s]
 
- 72%|███████▏  | Repairing epochs : 142/197 [00:03&lt;00:01,   40.73it/s]
 
 
- 73%|███████▎  | Repairing epochs : 143/197 [00:03&lt;00:01,   41.01it/s]
+ 80%|████████  | Fold : 8/10 [00:02&lt;00:00,    3.50it/s]
 
 
- 73%|███████▎  | Repairing epochs : 144/197 [00:03&lt;00:01,   41.34it/s]
 
+ 90%|█████████ | Fold : 9/10 [00:02&lt;00:00,    3.50it/s]
 
- 74%|███████▎  | Repairing epochs : 145/197 [00:03&lt;00:01,   41.45it/s]
 
 
- 74%|███████▍  | Repairing epochs : 146/197 [00:03&lt;00:01,   40.59it/s]
+100%|██████████| Fold : 10/10 [00:02&lt;00:00,    3.51it/s]
+100%|██████████| Fold : 10/10 [00:02&lt;00:00,    3.50it/s]
 
 
- 75%|███████▌  | Repairing epochs : 148/197 [00:03&lt;00:01,   41.73it/s]
+ 67%|██████▋   | n_interp : 2/3 [00:13&lt;00:06,    6.86s/it]
 
 
- 76%|███████▌  | Repairing epochs : 149/197 [00:03&lt;00:01,   41.39it/s]
+  0%|          | Repairing epochs : 0/197 [00:00&lt;?,       ?it/s]
 
 
- 76%|███████▌  | Repairing epochs : 150/197 [00:03&lt;00:01,   39.38it/s]
+  1%|          | Repairing epochs : 2/197 [00:00&lt;00:01,  111.96it/s]
 
 
- 77%|███████▋  | Repairing epochs : 151/197 [00:03&lt;00:01,   39.62it/s]
+  2%|▏         | Repairing epochs : 4/197 [00:00&lt;00:02,   86.31it/s]
 
 
- 77%|███████▋  | Repairing epochs : 152/197 [00:03&lt;00:01,   39.09it/s]
+  3%|▎         | Repairing epochs : 6/197 [00:00&lt;00:02,   79.08it/s]
 
 
- 78%|███████▊  | Repairing epochs : 154/197 [00:03&lt;00:01,   40.41it/s]
+  4%|▍         | Repairing epochs : 8/197 [00:00&lt;00:02,   76.23it/s]
 
 
- 79%|███████▊  | Repairing epochs : 155/197 [00:03&lt;00:01,   40.55it/s]
+  5%|▌         | Repairing epochs : 10/197 [00:00&lt;00:02,   74.49it/s]
 
 
- 80%|███████▉  | Repairing epochs : 157/197 [00:03&lt;00:00,   41.95it/s]
+  6%|▌         | Repairing epochs : 11/197 [00:00&lt;00:02,   72.49it/s]
 
 
- 80%|████████  | Repairing epochs : 158/197 [00:03&lt;00:00,   41.98it/s]
+  7%|▋         | Repairing epochs : 13/197 [00:00&lt;00:02,   70.84it/s]
 
 
- 81%|████████  | Repairing epochs : 159/197 [00:03&lt;00:00,   42.04it/s]
+  8%|▊         | Repairing epochs : 15/197 [00:00&lt;00:02,   71.32it/s]
 
 
- 81%|████████  | Repairing epochs : 160/197 [00:03&lt;00:00,   42.02it/s]
+  9%|▊         | Repairing epochs : 17/197 [00:00&lt;00:02,   71.21it/s]
 
 
- 82%|████████▏ | Repairing epochs : 161/197 [00:03&lt;00:00,   41.82it/s]
+ 10%|▉         | Repairing epochs : 19/197 [00:00&lt;00:02,   71.32it/s]
 
 
- 83%|████████▎ | Repairing epochs : 163/197 [00:03&lt;00:00,   44.19it/s]
+ 11%|█         | Repairing epochs : 21/197 [00:00&lt;00:02,   71.34it/s]
 
 
- 84%|████████▍ | Repairing epochs : 165/197 [00:03&lt;00:00,   45.39it/s]
+ 12%|█▏        | Repairing epochs : 23/197 [00:00&lt;00:02,   71.38it/s]
 
 
- 84%|████████▍ | Repairing epochs : 166/197 [00:03&lt;00:00,   45.34it/s]
+ 13%|█▎        | Repairing epochs : 25/197 [00:00&lt;00:02,   71.61it/s]
 
 
- 85%|████████▍ | Repairing epochs : 167/197 [00:03&lt;00:00,   45.11it/s]
+ 14%|█▎        | Repairing epochs : 27/197 [00:00&lt;00:02,   71.78it/s]
 
 
- 85%|████████▌ | Repairing epochs : 168/197 [00:03&lt;00:00,   45.05it/s]
+ 15%|█▍        | Repairing epochs : 29/197 [00:00&lt;00:02,   71.83it/s]
 
 
- 86%|████████▌ | Repairing epochs : 169/197 [00:03&lt;00:00,   44.98it/s]
+ 16%|█▌        | Repairing epochs : 31/197 [00:00&lt;00:02,   71.96it/s]
 
 
- 86%|████████▋ | Repairing epochs : 170/197 [00:04&lt;00:00,   44.83it/s]
+ 17%|█▋        | Repairing epochs : 33/197 [00:00&lt;00:02,   72.20it/s]
 
 
- 87%|████████▋ | Repairing epochs : 171/197 [00:04&lt;00:00,   44.70it/s]
+ 18%|█▊        | Repairing epochs : 35/197 [00:00&lt;00:02,   72.08it/s]
 
 
- 87%|████████▋ | Repairing epochs : 172/197 [00:04&lt;00:00,   44.56it/s]
+ 19%|█▉        | Repairing epochs : 37/197 [00:00&lt;00:02,   71.75it/s]
 
 
- 88%|████████▊ | Repairing epochs : 173/197 [00:04&lt;00:00,   44.77it/s]
+ 20%|█▉        | Repairing epochs : 39/197 [00:00&lt;00:02,   70.86it/s]
 
 
- 88%|████████▊ | Repairing epochs : 174/197 [00:04&lt;00:00,   44.91it/s]
+ 21%|██        | Repairing epochs : 41/197 [00:00&lt;00:02,   71.12it/s]
 
 
- 89%|████████▉ | Repairing epochs : 175/197 [00:04&lt;00:00,   44.96it/s]
+ 22%|██▏       | Repairing epochs : 43/197 [00:00&lt;00:02,   70.90it/s]
 
 
- 89%|████████▉ | Repairing epochs : 176/197 [00:04&lt;00:00,   44.92it/s]
+ 23%|██▎       | Repairing epochs : 45/197 [00:00&lt;00:02,   70.89it/s]
 
 
- 90%|████████▉ | Repairing epochs : 177/197 [00:04&lt;00:00,   43.45it/s]
+ 24%|██▍       | Repairing epochs : 47/197 [00:00&lt;00:02,   72.49it/s]
 
 
- 90%|█████████ | Repairing epochs : 178/197 [00:04&lt;00:00,   41.39it/s]
+ 25%|██▍       | Repairing epochs : 49/197 [00:00&lt;00:02,   72.37it/s]
 
 
- 91%|█████████ | Repairing epochs : 179/197 [00:04&lt;00:00,   39.61it/s]
+ 26%|██▌       | Repairing epochs : 51/197 [00:00&lt;00:01,   73.71it/s]
 
 
- 91%|█████████▏| Repairing epochs : 180/197 [00:04&lt;00:00,   39.33it/s]
+ 27%|██▋       | Repairing epochs : 53/197 [00:00&lt;00:01,   73.59it/s]
 
 
- 92%|█████████▏| Repairing epochs : 181/197 [00:04&lt;00:00,   38.25it/s]
+ 28%|██▊       | Repairing epochs : 55/197 [00:00&lt;00:01,   73.29it/s]
 
 
- 92%|█████████▏| Repairing epochs : 182/197 [00:04&lt;00:00,   38.53it/s]
+ 29%|██▉       | Repairing epochs : 57/197 [00:00&lt;00:01,   73.35it/s]
 
 
- 93%|█████████▎| Repairing epochs : 183/197 [00:04&lt;00:00,   37.25it/s]
+ 30%|██▉       | Repairing epochs : 59/197 [00:00&lt;00:01,   72.84it/s]
 
 
- 93%|█████████▎| Repairing epochs : 184/197 [00:04&lt;00:00,   36.00it/s]
+ 31%|███       | Repairing epochs : 61/197 [00:00&lt;00:01,   74.18it/s]
 
 
- 94%|█████████▍| Repairing epochs : 185/197 [00:04&lt;00:00,   35.30it/s]
+ 32%|███▏      | Repairing epochs : 63/197 [00:00&lt;00:01,   75.36it/s]
 
 
- 94%|█████████▍| Repairing epochs : 186/197 [00:04&lt;00:00,   34.99it/s]
+ 33%|███▎      | Repairing epochs : 65/197 [00:00&lt;00:01,   74.51it/s]
 
 
- 95%|█████████▍| Repairing epochs : 187/197 [00:04&lt;00:00,   35.36it/s]
+ 34%|███▍      | Repairing epochs : 67/197 [00:00&lt;00:01,   74.22it/s]
 
 
- 95%|█████████▌| Repairing epochs : 188/197 [00:04&lt;00:00,   35.56it/s]
+ 35%|███▌      | Repairing epochs : 69/197 [00:00&lt;00:01,   74.12it/s]
 
 
- 96%|█████████▋| Repairing epochs : 190/197 [00:04&lt;00:00,   36.78it/s]
+ 37%|███▋      | Repairing epochs : 72/197 [00:00&lt;00:01,   76.70it/s]
 
 
- 97%|█████████▋| Repairing epochs : 191/197 [00:04&lt;00:00,   36.08it/s]
+ 38%|███▊      | Repairing epochs : 74/197 [00:00&lt;00:01,   76.41it/s]
 
 
- 97%|█████████▋| Repairing epochs : 192/197 [00:04&lt;00:00,   34.66it/s]
+ 39%|███▊      | Repairing epochs : 76/197 [00:01&lt;00:01,   75.97it/s]
 
 
- 98%|█████████▊| Repairing epochs : 193/197 [00:04&lt;00:00,   34.64it/s]
+ 40%|███▉      | Repairing epochs : 78/197 [00:01&lt;00:01,   75.47it/s]
 
 
- 98%|█████████▊| Repairing epochs : 194/197 [00:04&lt;00:00,   34.90it/s]
+ 41%|████      | Repairing epochs : 80/197 [00:01&lt;00:01,   75.28it/s]
 
 
- 99%|█████████▉| Repairing epochs : 195/197 [00:04&lt;00:00,   35.24it/s]
+ 41%|████      | Repairing epochs : 81/197 [00:01&lt;00:01,   73.00it/s]
 
 
- 99%|█████████▉| Repairing epochs : 196/197 [00:04&lt;00:00,   35.54it/s]
+ 42%|████▏     | Repairing epochs : 82/197 [00:01&lt;00:01,   72.16it/s]
 
 
-100%|██████████| Repairing epochs : 197/197 [00:04&lt;00:00,   35.88it/s]
-100%|██████████| Repairing epochs : 197/197 [00:04&lt;00:00,   40.68it/s]
+ 42%|████▏     | Repairing epochs : 83/197 [00:01&lt;00:01,   71.50it/s]
 
 
+ 43%|████▎     | Repairing epochs : 84/197 [00:01&lt;00:01,   69.39it/s]
 
 
-  0%|          | Fold : 0/10 [00:00&lt;?,       ?it/s]
+ 43%|████▎     | Repairing epochs : 85/197 [00:01&lt;00:01,   67.45it/s]
 
 
+ 44%|████▎     | Repairing epochs : 86/197 [00:01&lt;00:01,   65.57it/s]
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:02,    4.25it/s]
 
+ 45%|████▍     | Repairing epochs : 88/197 [00:01&lt;00:01,   65.92it/s]
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:01,    4.59it/s]
+ 46%|████▌     | Repairing epochs : 91/197 [00:01&lt;00:01,   68.17it/s]
 
 
+ 47%|████▋     | Repairing epochs : 93/197 [00:01&lt;00:01,   68.28it/s]
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:01,    4.69it/s]
 
+ 48%|████▊     | Repairing epochs : 95/197 [00:01&lt;00:01,   68.50it/s]
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:01,    4.78it/s]
+ 49%|████▉     | Repairing epochs : 97/197 [00:01&lt;00:01,   68.66it/s]
 
 
+ 50%|█████     | Repairing epochs : 99/197 [00:01&lt;00:01,   68.82it/s]
 
- 50%|█████     | Fold : 5/10 [00:01&lt;00:01,    4.84it/s]
 
+ 51%|█████     | Repairing epochs : 100/197 [00:01&lt;00:01,   68.19it/s]
 
 
- 60%|██████    | Fold : 6/10 [00:01&lt;00:00,    4.89it/s]
+ 51%|█████▏    | Repairing epochs : 101/197 [00:01&lt;00:01,   66.34it/s]
 
 
+ 52%|█████▏    | Repairing epochs : 102/197 [00:01&lt;00:01,   64.62it/s]
 
- 70%|███████   | Fold : 7/10 [00:01&lt;00:00,    4.92it/s]
 
+ 53%|█████▎    | Repairing epochs : 104/197 [00:01&lt;00:01,   63.88it/s]
 
 
- 80%|████████  | Fold : 8/10 [00:01&lt;00:00,    4.93it/s]
+ 54%|█████▍    | Repairing epochs : 106/197 [00:01&lt;00:01,   64.13it/s]
 
 
+ 55%|█████▍    | Repairing epochs : 108/197 [00:01&lt;00:01,   65.60it/s]
 
- 90%|█████████ | Fold : 9/10 [00:01&lt;00:00,    4.94it/s]
 
+ 56%|█████▌    | Repairing epochs : 110/197 [00:01&lt;00:01,   65.68it/s]
 
 
-100%|██████████| Fold : 10/10 [00:02&lt;00:00,    4.96it/s]
-100%|██████████| Fold : 10/10 [00:02&lt;00:00,    4.93it/s]
+ 57%|█████▋    | Repairing epochs : 112/197 [00:01&lt;00:01,   65.83it/s]
 
 
-100%|██████████| n_interp : 3/3 [00:24&lt;00:00,    8.04s/it]
-100%|██████████| n_interp : 3/3 [00:24&lt;00:00,    8.08s/it]
+ 58%|█████▊    | Repairing epochs : 114/197 [00:01&lt;00:01,   65.74it/s]
 
 
+ 59%|█████▉    | Repairing epochs : 116/197 [00:01&lt;00:01,   65.30it/s]
 
 
-Estimated consensus=1.00 and n_interpolate=32
+ 60%|█████▉    | Repairing epochs : 118/197 [00:01&lt;00:01,   66.49it/s]
 
 
+ 60%|██████    | Repairing epochs : 119/197 [00:01&lt;00:01,   65.28it/s]
 
-  0%|          | Repairing epochs : 0/197 [00:00&lt;?,       ?it/s]
 
+ 61%|██████    | Repairing epochs : 120/197 [00:01&lt;00:01,   63.54it/s]
 
-  1%|          | Repairing epochs : 2/197 [00:00&lt;00:02,   83.42it/s]
 
+ 61%|██████▏   | Repairing epochs : 121/197 [00:01&lt;00:01,   62.10it/s]
 
-  2%|▏         | Repairing epochs : 3/197 [00:00&lt;00:03,   64.35it/s]
 
+ 62%|██████▏   | Repairing epochs : 122/197 [00:01&lt;00:01,   61.72it/s]
 
-  2%|▏         | Repairing epochs : 4/197 [00:00&lt;00:03,   53.65it/s]
 
+ 63%|██████▎   | Repairing epochs : 124/197 [00:01&lt;00:01,   62.13it/s]
 
-  3%|▎         | Repairing epochs : 5/197 [00:00&lt;00:04,   45.29it/s]
 
+ 64%|██████▍   | Repairing epochs : 126/197 [00:01&lt;00:01,   63.65it/s]
 
-  3%|▎         | Repairing epochs : 6/197 [00:00&lt;00:04,   45.46it/s]
 
+ 65%|██████▍   | Repairing epochs : 128/197 [00:01&lt;00:01,   65.14it/s]
 
-  4%|▎         | Repairing epochs : 7/197 [00:00&lt;00:04,   46.16it/s]
 
+ 66%|██████▌   | Repairing epochs : 130/197 [00:01&lt;00:01,   65.50it/s]
 
-  4%|▍         | Repairing epochs : 8/197 [00:00&lt;00:04,   46.54it/s]
 
+ 67%|██████▋   | Repairing epochs : 132/197 [00:01&lt;00:00,   65.32it/s]
 
-  5%|▍         | Repairing epochs : 9/197 [00:00&lt;00:04,   46.02it/s]
 
+ 68%|██████▊   | Repairing epochs : 133/197 [00:01&lt;00:01,   63.91it/s]
 
-  5%|▌         | Repairing epochs : 10/197 [00:00&lt;00:04,   45.72it/s]
 
+ 68%|██████▊   | Repairing epochs : 134/197 [00:01&lt;00:01,   62.30it/s]
 
-  6%|▌         | Repairing epochs : 11/197 [00:00&lt;00:04,   44.98it/s]
 
+ 69%|██████▊   | Repairing epochs : 135/197 [00:02&lt;00:01,   60.86it/s]
 
-  6%|▌         | Repairing epochs : 12/197 [00:00&lt;00:04,   44.85it/s]
 
+ 70%|██████▉   | Repairing epochs : 137/197 [00:02&lt;00:00,   61.46it/s]
 
-  7%|▋         | Repairing epochs : 13/197 [00:00&lt;00:04,   44.81it/s]
 
+ 71%|███████   | Repairing epochs : 139/197 [00:02&lt;00:00,   62.01it/s]
 
-  7%|▋         | Repairing epochs : 14/197 [00:00&lt;00:04,   44.63it/s]
 
+ 72%|███████▏  | Repairing epochs : 141/197 [00:02&lt;00:00,   62.00it/s]
 
-  8%|▊         | Repairing epochs : 15/197 [00:00&lt;00:04,   44.86it/s]
 
+ 72%|███████▏  | Repairing epochs : 142/197 [00:02&lt;00:00,   60.50it/s]
 
-  8%|▊         | Repairing epochs : 16/197 [00:00&lt;00:04,   44.80it/s]
 
+ 73%|███████▎  | Repairing epochs : 143/197 [00:02&lt;00:00,   58.65it/s]
 
-  9%|▊         | Repairing epochs : 17/197 [00:00&lt;00:04,   44.67it/s]
 
+ 73%|███████▎  | Repairing epochs : 144/197 [00:02&lt;00:00,   57.70it/s]
 
-  9%|▉         | Repairing epochs : 18/197 [00:00&lt;00:03,   44.81it/s]
 
+ 74%|███████▍  | Repairing epochs : 146/197 [00:02&lt;00:00,   58.38it/s]
 
- 10%|▉         | Repairing epochs : 19/197 [00:00&lt;00:03,   44.76it/s]
 
+ 75%|███████▌  | Repairing epochs : 148/197 [00:02&lt;00:00,   59.82it/s]
 
- 10%|█         | Repairing epochs : 20/197 [00:00&lt;00:03,   44.60it/s]
 
+ 76%|███████▌  | Repairing epochs : 149/197 [00:02&lt;00:00,   59.54it/s]
 
- 11%|█         | Repairing epochs : 21/197 [00:00&lt;00:03,   44.71it/s]
 
+ 76%|███████▌  | Repairing epochs : 150/197 [00:02&lt;00:00,   58.32it/s]
 
- 11%|█         | Repairing epochs : 22/197 [00:00&lt;00:03,   44.91it/s]
 
+ 77%|███████▋  | Repairing epochs : 152/197 [00:02&lt;00:00,   59.95it/s]
 
- 12%|█▏        | Repairing epochs : 23/197 [00:00&lt;00:03,   44.58it/s]
 
+ 78%|███████▊  | Repairing epochs : 154/197 [00:02&lt;00:00,   61.39it/s]
 
- 12%|█▏        | Repairing epochs : 24/197 [00:00&lt;00:03,   44.50it/s]
 
+ 79%|███████▊  | Repairing epochs : 155/197 [00:02&lt;00:00,   60.65it/s]
 
- 13%|█▎        | Repairing epochs : 25/197 [00:00&lt;00:03,   44.45it/s]
 
+ 80%|███████▉  | Repairing epochs : 157/197 [00:02&lt;00:00,   62.30it/s]
 
- 13%|█▎        | Repairing epochs : 26/197 [00:00&lt;00:03,   44.42it/s]
 
+ 81%|████████  | Repairing epochs : 159/197 [00:02&lt;00:00,   62.73it/s]
 
- 14%|█▎        | Repairing epochs : 27/197 [00:00&lt;00:03,   44.37it/s]
 
+ 82%|████████▏ | Repairing epochs : 161/197 [00:02&lt;00:00,   63.04it/s]
 
- 14%|█▍        | Repairing epochs : 28/197 [00:00&lt;00:03,   44.34it/s]
 
+ 83%|████████▎ | Repairing epochs : 164/197 [00:02&lt;00:00,   66.87it/s]
 
- 15%|█▍        | Repairing epochs : 29/197 [00:00&lt;00:03,   44.25it/s]
 
+ 84%|████████▍ | Repairing epochs : 166/197 [00:02&lt;00:00,   67.25it/s]
 
- 15%|█▌        | Repairing epochs : 30/197 [00:00&lt;00:03,   44.32it/s]
 
+ 85%|████████▌ | Repairing epochs : 168/197 [00:02&lt;00:00,   66.84it/s]
 
- 16%|█▌        | Repairing epochs : 31/197 [00:00&lt;00:03,   44.27it/s]
 
+ 86%|████████▋ | Repairing epochs : 170/197 [00:02&lt;00:00,   67.05it/s]
 
- 16%|█▌        | Repairing epochs : 32/197 [00:00&lt;00:03,   44.14it/s]
 
+ 87%|████████▋ | Repairing epochs : 172/197 [00:02&lt;00:00,   66.53it/s]
 
- 17%|█▋        | Repairing epochs : 33/197 [00:00&lt;00:03,   44.16it/s]
 
+ 88%|████████▊ | Repairing epochs : 173/197 [00:02&lt;00:00,   65.01it/s]
 
- 17%|█▋        | Repairing epochs : 34/197 [00:00&lt;00:03,   44.12it/s]
 
+ 88%|████████▊ | Repairing epochs : 174/197 [00:02&lt;00:00,   63.37it/s]
 
- 18%|█▊        | Repairing epochs : 35/197 [00:00&lt;00:03,   43.94it/s]
 
+ 89%|████████▉ | Repairing epochs : 175/197 [00:02&lt;00:00,   62.03it/s]
 
- 18%|█▊        | Repairing epochs : 36/197 [00:00&lt;00:03,   43.67it/s]
 
+ 90%|████████▉ | Repairing epochs : 177/197 [00:02&lt;00:00,   62.38it/s]
 
- 19%|█▉        | Repairing epochs : 37/197 [00:00&lt;00:03,   43.53it/s]
 
+ 91%|█████████ | Repairing epochs : 179/197 [00:02&lt;00:00,   62.65it/s]
 
- 19%|█▉        | Repairing epochs : 38/197 [00:00&lt;00:03,   43.38it/s]
 
+ 91%|█████████▏| Repairing epochs : 180/197 [00:02&lt;00:00,   61.78it/s]
 
- 20%|█▉        | Repairing epochs : 39/197 [00:00&lt;00:03,   43.26it/s]
 
+ 92%|█████████▏| Repairing epochs : 181/197 [00:02&lt;00:00,   60.70it/s]
 
- 20%|██        | Repairing epochs : 40/197 [00:00&lt;00:03,   43.30it/s]
 
+ 93%|█████████▎| Repairing epochs : 183/197 [00:02&lt;00:00,   59.76it/s]
 
- 21%|██        | Repairing epochs : 41/197 [00:00&lt;00:03,   43.39it/s]
 
+ 93%|█████████▎| Repairing epochs : 184/197 [00:02&lt;00:00,   58.53it/s]
 
- 21%|██▏       | Repairing epochs : 42/197 [00:00&lt;00:03,   43.45it/s]
 
+ 94%|█████████▍| Repairing epochs : 185/197 [00:02&lt;00:00,   57.57it/s]
 
- 22%|██▏       | Repairing epochs : 43/197 [00:00&lt;00:03,   43.15it/s]
 
+ 94%|█████████▍| Repairing epochs : 186/197 [00:02&lt;00:00,   56.22it/s]
 
- 22%|██▏       | Repairing epochs : 44/197 [00:01&lt;00:03,   43.17it/s]
 
+ 95%|█████████▌| Repairing epochs : 188/197 [00:02&lt;00:00,   56.89it/s]
 
- 23%|██▎       | Repairing epochs : 45/197 [00:01&lt;00:03,   43.16it/s]
 
+ 96%|█████████▋| Repairing epochs : 190/197 [00:02&lt;00:00,   58.49it/s]
 
- 24%|██▍       | Repairing epochs : 47/197 [00:01&lt;00:03,   44.80it/s]
 
+ 97%|█████████▋| Repairing epochs : 192/197 [00:02&lt;00:00,   59.17it/s]
 
- 24%|██▍       | Repairing epochs : 48/197 [00:01&lt;00:03,   44.87it/s]
 
+ 98%|█████████▊| Repairing epochs : 194/197 [00:02&lt;00:00,   59.27it/s]
 
- 25%|██▍       | Repairing epochs : 49/197 [00:01&lt;00:03,   44.69it/s]
 
+ 99%|█████████▉| Repairing epochs : 196/197 [00:03&lt;00:00,   59.82it/s]
+100%|██████████| Repairing epochs : 197/197 [00:03&lt;00:00,   64.92it/s]
 
- 25%|██▌       | Repairing epochs : 50/197 [00:01&lt;00:03,   44.67it/s]
 
 
- 26%|██▋       | Repairing epochs : 52/197 [00:01&lt;00:03,   46.03it/s]
 
+  0%|          | Fold : 0/10 [00:00&lt;?,       ?it/s]
 
- 27%|██▋       | Repairing epochs : 53/197 [00:01&lt;00:03,   45.51it/s]
 
 
- 27%|██▋       | Repairing epochs : 54/197 [00:01&lt;00:03,   42.89it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:01,    5.40it/s]
 
 
- 28%|██▊       | Repairing epochs : 55/197 [00:01&lt;00:03,   40.76it/s]
 
+ 20%|██        | Fold : 2/10 [00:00&lt;00:01,    5.54it/s]
 
- 28%|██▊       | Repairing epochs : 56/197 [00:01&lt;00:03,   40.77it/s]
 
 
- 29%|██▉       | Repairing epochs : 57/197 [00:01&lt;00:03,   40.94it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:01,    5.60it/s]
 
 
- 29%|██▉       | Repairing epochs : 58/197 [00:01&lt;00:03,   41.14it/s]
 
+ 40%|████      | Fold : 4/10 [00:00&lt;00:01,    5.63it/s]
 
- 30%|██▉       | Repairing epochs : 59/197 [00:01&lt;00:03,   41.09it/s]
 
 
- 31%|███       | Repairing epochs : 61/197 [00:01&lt;00:03,   42.34it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,    5.63it/s]
 
 
- 32%|███▏      | Repairing epochs : 63/197 [00:01&lt;00:03,   43.18it/s]
 
+ 60%|██████    | Fold : 6/10 [00:01&lt;00:00,    5.65it/s]
 
- 32%|███▏      | Repairing epochs : 64/197 [00:01&lt;00:03,   41.36it/s]
 
 
- 33%|███▎      | Repairing epochs : 65/197 [00:01&lt;00:03,   39.97it/s]
+ 70%|███████   | Fold : 7/10 [00:01&lt;00:00,    5.66it/s]
 
 
- 34%|███▎      | Repairing epochs : 66/197 [00:01&lt;00:03,   40.19it/s]
 
+ 80%|████████  | Fold : 8/10 [00:01&lt;00:00,    5.67it/s]
 
- 34%|███▍      | Repairing epochs : 67/197 [00:01&lt;00:03,   40.32it/s]
 
 
- 35%|███▍      | Repairing epochs : 68/197 [00:01&lt;00:03,   40.50it/s]
+ 90%|█████████ | Fold : 9/10 [00:01&lt;00:00,    5.69it/s]
 
 
- 35%|███▌      | Repairing epochs : 69/197 [00:01&lt;00:03,   40.70it/s]
 
+100%|██████████| Fold : 10/10 [00:01&lt;00:00,    5.71it/s]
+100%|██████████| Fold : 10/10 [00:01&lt;00:00,    5.69it/s]
 
- 36%|███▌      | Repairing epochs : 71/197 [00:01&lt;00:02,   43.09it/s]
 
+100%|██████████| n_interp : 3/3 [00:18&lt;00:00,    6.16s/it]
+100%|██████████| n_interp : 3/3 [00:18&lt;00:00,    6.21s/it]
 
- 37%|███▋      | Repairing epochs : 72/197 [00:01&lt;00:02,   43.13it/s]
 
 
- 37%|███▋      | Repairing epochs : 73/197 [00:01&lt;00:02,   43.10it/s]
 
+Estimated consensus=1.00 and n_interpolate=32
 
- 38%|███▊      | Repairing epochs : 74/197 [00:01&lt;00:02,   43.03it/s]
 
 
- 38%|███▊      | Repairing epochs : 75/197 [00:01&lt;00:02,   42.93it/s]
+  0%|          | Repairing epochs : 0/197 [00:00&lt;?,       ?it/s]
 
 
- 39%|███▊      | Repairing epochs : 76/197 [00:01&lt;00:02,   42.80it/s]
+  1%|          | Repairing epochs : 2/197 [00:00&lt;00:01,  111.51it/s]
 
 
- 39%|███▉      | Repairing epochs : 77/197 [00:01&lt;00:02,   42.85it/s]
+  2%|▏         | Repairing epochs : 4/197 [00:00&lt;00:02,   85.82it/s]
 
 
- 40%|███▉      | Repairing epochs : 78/197 [00:01&lt;00:02,   42.66it/s]
+  3%|▎         | Repairing epochs : 6/197 [00:00&lt;00:02,   78.69it/s]
 
 
- 40%|████      | Repairing epochs : 79/197 [00:01&lt;00:02,   42.89it/s]
+  4%|▍         | Repairing epochs : 8/197 [00:00&lt;00:02,   76.08it/s]
 
 
- 41%|████      | Repairing epochs : 80/197 [00:01&lt;00:02,   43.05it/s]
+  5%|▌         | Repairing epochs : 10/197 [00:00&lt;00:02,   74.17it/s]
 
 
- 41%|████      | Repairing epochs : 81/197 [00:01&lt;00:02,   42.10it/s]
+  6%|▌         | Repairing epochs : 12/197 [00:00&lt;00:02,   73.46it/s]
 
 
- 42%|████▏     | Repairing epochs : 82/197 [00:01&lt;00:02,   42.25it/s]
+  7%|▋         | Repairing epochs : 13/197 [00:00&lt;00:02,   71.65it/s]
 
 
- 42%|████▏     | Repairing epochs : 83/197 [00:01&lt;00:02,   41.91it/s]
+  8%|▊         | Repairing epochs : 15/197 [00:00&lt;00:02,   71.79it/s]
 
 
- 43%|████▎     | Repairing epochs : 84/197 [00:01&lt;00:02,   42.19it/s]
+  9%|▊         | Repairing epochs : 17/197 [00:00&lt;00:02,   71.81it/s]
 
 
- 43%|████▎     | Repairing epochs : 85/197 [00:01&lt;00:02,   42.33it/s]
+ 10%|▉         | Repairing epochs : 19/197 [00:00&lt;00:02,   72.02it/s]
 
 
- 44%|████▎     | Repairing epochs : 86/197 [00:02&lt;00:02,   40.46it/s]
+ 11%|█         | Repairing epochs : 21/197 [00:00&lt;00:02,   71.83it/s]
 
 
- 44%|████▍     | Repairing epochs : 87/197 [00:02&lt;00:02,   40.04it/s]
+ 12%|█▏        | Repairing epochs : 23/197 [00:00&lt;00:02,   71.78it/s]
 
 
- 45%|████▍     | Repairing epochs : 88/197 [00:02&lt;00:02,   40.24it/s]
+ 13%|█▎        | Repairing epochs : 25/197 [00:00&lt;00:02,   72.05it/s]
 
 
- 46%|████▌     | Repairing epochs : 90/197 [00:02&lt;00:02,   42.73it/s]
+ 14%|█▎        | Repairing epochs : 27/197 [00:00&lt;00:02,   72.24it/s]
 
 
- 46%|████▌     | Repairing epochs : 91/197 [00:02&lt;00:02,   42.81it/s]
+ 15%|█▍        | Repairing epochs : 29/197 [00:00&lt;00:02,   72.36it/s]
 
 
- 47%|████▋     | Repairing epochs : 92/197 [00:02&lt;00:02,   42.85it/s]
+ 16%|█▌        | Repairing epochs : 31/197 [00:00&lt;00:02,   72.57it/s]
 
 
- 47%|████▋     | Repairing epochs : 93/197 [00:02&lt;00:02,   42.60it/s]
+ 17%|█▋        | Repairing epochs : 33/197 [00:00&lt;00:02,   72.60it/s]
 
 
- 48%|████▊     | Repairing epochs : 94/197 [00:02&lt;00:02,   42.68it/s]
+ 18%|█▊        | Repairing epochs : 35/197 [00:00&lt;00:02,   72.51it/s]
 
 
- 48%|████▊     | Repairing epochs : 95/197 [00:02&lt;00:02,   42.67it/s]
+ 19%|█▉        | Repairing epochs : 37/197 [00:00&lt;00:02,   72.21it/s]
 
 
- 49%|████▊     | Repairing epochs : 96/197 [00:02&lt;00:02,   42.69it/s]
+ 19%|█▉        | Repairing epochs : 38/197 [00:00&lt;00:02,   71.07it/s]
 
 
- 49%|████▉     | Repairing epochs : 97/197 [00:02&lt;00:02,   42.79it/s]
+ 20%|██        | Repairing epochs : 40/197 [00:00&lt;00:02,   71.07it/s]
 
 
- 50%|████▉     | Repairing epochs : 98/197 [00:02&lt;00:02,   42.83it/s]
+ 21%|██▏       | Repairing epochs : 42/197 [00:00&lt;00:02,   71.22it/s]
 
 
- 50%|█████     | Repairing epochs : 99/197 [00:02&lt;00:02,   42.83it/s]
+ 22%|██▏       | Repairing epochs : 44/197 [00:00&lt;00:02,   70.93it/s]
 
 
- 51%|█████     | Repairing epochs : 100/197 [00:02&lt;00:02,   42.37it/s]
+ 23%|██▎       | Repairing epochs : 46/197 [00:00&lt;00:02,   72.46it/s]
 
 
- 51%|█████▏    | Repairing epochs : 101/197 [00:02&lt;00:02,   40.53it/s]
+ 24%|██▍       | Repairing epochs : 48/197 [00:00&lt;00:02,   72.50it/s]
 
 
- 52%|█████▏    | Repairing epochs : 102/197 [00:02&lt;00:02,   40.80it/s]
+ 25%|██▌       | Repairing epochs : 50/197 [00:00&lt;00:02,   72.29it/s]
 
 
- 53%|█████▎    | Repairing epochs : 104/197 [00:02&lt;00:02,   42.28it/s]
+ 26%|██▋       | Repairing epochs : 52/197 [00:00&lt;00:01,   73.78it/s]
 
 
- 53%|█████▎    | Repairing epochs : 105/197 [00:02&lt;00:02,   42.29it/s]
+ 27%|██▋       | Repairing epochs : 54/197 [00:00&lt;00:01,   73.43it/s]
 
 
- 54%|█████▍    | Repairing epochs : 106/197 [00:02&lt;00:02,   42.17it/s]
+ 28%|██▊       | Repairing epochs : 56/197 [00:00&lt;00:01,   73.27it/s]
 
 
- 55%|█████▍    | Repairing epochs : 108/197 [00:02&lt;00:02,   43.47it/s]
+ 29%|██▉       | Repairing epochs : 58/197 [00:00&lt;00:01,   73.31it/s]
 
 
- 55%|█████▌    | Repairing epochs : 109/197 [00:02&lt;00:02,   43.38it/s]
+ 30%|███       | Repairing epochs : 60/197 [00:00&lt;00:01,   74.37it/s]
 
 
- 56%|█████▌    | Repairing epochs : 110/197 [00:02&lt;00:02,   43.17it/s]
+ 31%|███▏      | Repairing epochs : 62/197 [00:00&lt;00:01,   75.56it/s]
 
 
- 56%|█████▋    | Repairing epochs : 111/197 [00:02&lt;00:01,   43.09it/s]
+ 32%|███▏      | Repairing epochs : 64/197 [00:00&lt;00:01,   74.59it/s]
 
 
- 57%|█████▋    | Repairing epochs : 112/197 [00:02&lt;00:01,   43.00it/s]
+ 34%|███▎      | Repairing epochs : 66/197 [00:00&lt;00:01,   74.16it/s]
 
 
- 57%|█████▋    | Repairing epochs : 113/197 [00:02&lt;00:01,   42.96it/s]
+ 35%|███▍      | Repairing epochs : 68/197 [00:00&lt;00:01,   73.83it/s]
 
 
- 58%|█████▊    | Repairing epochs : 114/197 [00:02&lt;00:01,   42.95it/s]
+ 36%|███▌      | Repairing epochs : 70/197 [00:00&lt;00:01,   75.09it/s]
 
 
- 58%|█████▊    | Repairing epochs : 115/197 [00:02&lt;00:01,   43.04it/s]
+ 37%|███▋      | Repairing epochs : 72/197 [00:00&lt;00:01,   76.31it/s]
 
 
- 59%|█████▉    | Repairing epochs : 116/197 [00:02&lt;00:01,   41.97it/s]
+ 38%|███▊      | Repairing epochs : 74/197 [00:00&lt;00:01,   76.00it/s]
 
 
- 59%|█████▉    | Repairing epochs : 117/197 [00:02&lt;00:01,   42.46it/s]
+ 39%|███▊      | Repairing epochs : 76/197 [00:01&lt;00:01,   75.53it/s]
 
 
- 60%|█████▉    | Repairing epochs : 118/197 [00:02&lt;00:01,   40.16it/s]
+ 40%|███▉      | Repairing epochs : 78/197 [00:01&lt;00:01,   74.58it/s]
 
 
- 60%|██████    | Repairing epochs : 119/197 [00:02&lt;00:02,   38.74it/s]
+ 41%|████      | Repairing epochs : 80/197 [00:01&lt;00:01,   74.29it/s]
 
 
- 61%|██████    | Repairing epochs : 120/197 [00:02&lt;00:02,   37.13it/s]
+ 41%|████      | Repairing epochs : 81/197 [00:01&lt;00:01,   71.95it/s]
 
 
- 61%|██████▏   | Repairing epochs : 121/197 [00:02&lt;00:02,   37.05it/s]
+ 42%|████▏     | Repairing epochs : 83/197 [00:01&lt;00:01,   72.00it/s]
 
 
- 62%|██████▏   | Repairing epochs : 122/197 [00:02&lt;00:02,   37.35it/s]
+ 43%|████▎     | Repairing epochs : 85/197 [00:01&lt;00:01,   71.92it/s]
 
 
- 62%|██████▏   | Repairing epochs : 123/197 [00:02&lt;00:01,   37.58it/s]
+ 44%|████▍     | Repairing epochs : 87/197 [00:01&lt;00:01,   71.81it/s]
 
 
- 63%|██████▎   | Repairing epochs : 124/197 [00:02&lt;00:01,   37.78it/s]
+ 45%|████▍     | Repairing epochs : 88/197 [00:01&lt;00:01,   69.98it/s]
 
 
- 63%|██████▎   | Repairing epochs : 125/197 [00:02&lt;00:01,   38.06it/s]
+ 46%|████▌     | Repairing epochs : 90/197 [00:01&lt;00:01,   71.44it/s]
 
 
- 64%|██████▍   | Repairing epochs : 127/197 [00:03&lt;00:01,   40.46it/s]
+ 47%|████▋     | Repairing epochs : 92/197 [00:01&lt;00:01,   71.42it/s]
 
 
- 65%|██████▍   | Repairing epochs : 128/197 [00:03&lt;00:01,   40.59it/s]
+ 48%|████▊     | Repairing epochs : 94/197 [00:01&lt;00:01,   71.29it/s]
 
 
- 65%|██████▌   | Repairing epochs : 129/197 [00:03&lt;00:01,   40.63it/s]
+ 49%|████▊     | Repairing epochs : 96/197 [00:01&lt;00:01,   71.34it/s]
 
 
- 66%|██████▌   | Repairing epochs : 130/197 [00:03&lt;00:01,   40.86it/s]
+ 50%|████▉     | Repairing epochs : 98/197 [00:01&lt;00:01,   71.43it/s]
 
 
- 66%|██████▋   | Repairing epochs : 131/197 [00:03&lt;00:01,   40.97it/s]
+ 51%|█████     | Repairing epochs : 100/197 [00:01&lt;00:01,   70.76it/s]
 
 
- 67%|██████▋   | Repairing epochs : 132/197 [00:03&lt;00:01,   41.10it/s]
+ 51%|█████▏    | Repairing epochs : 101/197 [00:01&lt;00:01,   68.88it/s]
 
 
- 68%|██████▊   | Repairing epochs : 133/197 [00:03&lt;00:01,   41.43it/s]
+ 52%|█████▏    | Repairing epochs : 102/197 [00:01&lt;00:01,   67.04it/s]
 
 
- 68%|██████▊   | Repairing epochs : 134/197 [00:03&lt;00:01,   41.74it/s]
+ 53%|█████▎    | Repairing epochs : 104/197 [00:01&lt;00:01,   68.17it/s]
 
 
- 69%|██████▊   | Repairing epochs : 135/197 [00:03&lt;00:01,   42.06it/s]
+ 54%|█████▍    | Repairing epochs : 106/197 [00:01&lt;00:01,   68.13it/s]
 
 
- 69%|██████▉   | Repairing epochs : 136/197 [00:03&lt;00:01,   42.34it/s]
+ 55%|█████▍    | Repairing epochs : 108/197 [00:01&lt;00:01,   69.45it/s]
 
 
- 70%|██████▉   | Repairing epochs : 137/197 [00:03&lt;00:01,   42.65it/s]
+ 56%|█████▌    | Repairing epochs : 110/197 [00:01&lt;00:01,   69.41it/s]
 
 
- 70%|███████   | Repairing epochs : 138/197 [00:03&lt;00:01,   42.79it/s]
+ 57%|█████▋    | Repairing epochs : 112/197 [00:01&lt;00:01,   69.43it/s]
 
 
- 71%|███████   | Repairing epochs : 139/197 [00:03&lt;00:01,   42.81it/s]
+ 58%|█████▊    | Repairing epochs : 114/197 [00:01&lt;00:01,   69.13it/s]
 
 
- 71%|███████   | Repairing epochs : 140/197 [00:03&lt;00:01,   42.86it/s]
+ 58%|█████▊    | Repairing epochs : 115/197 [00:01&lt;00:01,   68.44it/s]
 
 
- 72%|███████▏  | Repairing epochs : 141/197 [00:03&lt;00:01,   42.84it/s]
+ 59%|█████▉    | Repairing epochs : 117/197 [00:01&lt;00:01,   69.56it/s]
 
 
- 72%|███████▏  | Repairing epochs : 142/197 [00:03&lt;00:01,   42.87it/s]
+ 60%|██████    | Repairing epochs : 119/197 [00:01&lt;00:01,   69.41it/s]
 
 
- 73%|███████▎  | Repairing epochs : 143/197 [00:03&lt;00:01,   43.11it/s]
+ 61%|██████    | Repairing epochs : 120/197 [00:01&lt;00:01,   67.25it/s]
 
 
- 73%|███████▎  | Repairing epochs : 144/197 [00:03&lt;00:01,   43.40it/s]
+ 61%|██████▏   | Repairing epochs : 121/197 [00:01&lt;00:01,   65.72it/s]
 
 
- 74%|███████▎  | Repairing epochs : 145/197 [00:03&lt;00:01,   43.62it/s]
+ 62%|██████▏   | Repairing epochs : 122/197 [00:01&lt;00:01,   65.22it/s]
 
 
- 74%|███████▍  | Repairing epochs : 146/197 [00:03&lt;00:01,   43.50it/s]
+ 63%|██████▎   | Repairing epochs : 124/197 [00:01&lt;00:01,   65.50it/s]
 
 
- 75%|███████▌  | Repairing epochs : 148/197 [00:03&lt;00:01,   44.73it/s]
+ 64%|██████▍   | Repairing epochs : 126/197 [00:01&lt;00:01,   66.91it/s]
 
 
- 76%|███████▌  | Repairing epochs : 149/197 [00:03&lt;00:01,   44.23it/s]
+ 65%|██████▍   | Repairing epochs : 128/197 [00:01&lt;00:01,   68.31it/s]
 
 
- 76%|███████▌  | Repairing epochs : 150/197 [00:03&lt;00:01,   42.42it/s]
+ 66%|██████▌   | Repairing epochs : 130/197 [00:01&lt;00:00,   68.59it/s]
 
 
- 77%|███████▋  | Repairing epochs : 152/197 [00:03&lt;00:01,   44.08it/s]
+ 67%|██████▋   | Repairing epochs : 132/197 [00:01&lt;00:00,   68.70it/s]
 
 
- 78%|███████▊  | Repairing epochs : 154/197 [00:03&lt;00:00,   45.04it/s]
+ 68%|██████▊   | Repairing epochs : 134/197 [00:01&lt;00:00,   68.92it/s]
 
 
- 79%|███████▊  | Repairing epochs : 155/197 [00:03&lt;00:00,   45.01it/s]
+ 69%|██████▉   | Repairing epochs : 136/197 [00:01&lt;00:00,   69.00it/s]
 
 
- 80%|███████▉  | Repairing epochs : 157/197 [00:03&lt;00:00,   46.18it/s]
+ 70%|██████▉   | Repairing epochs : 137/197 [00:01&lt;00:00,   68.59it/s]
 
 
- 80%|████████  | Repairing epochs : 158/197 [00:03&lt;00:00,   45.98it/s]
+ 70%|███████   | Repairing epochs : 138/197 [00:01&lt;00:00,   67.58it/s]
 
 
- 81%|████████  | Repairing epochs : 159/197 [00:03&lt;00:00,   45.86it/s]
+ 71%|███████   | Repairing epochs : 140/197 [00:01&lt;00:00,   67.80it/s]
 
 
- 81%|████████  | Repairing epochs : 160/197 [00:03&lt;00:00,   45.48it/s]
+ 72%|███████▏  | Repairing epochs : 141/197 [00:02&lt;00:00,   66.76it/s]
 
 
- 82%|████████▏ | Repairing epochs : 161/197 [00:03&lt;00:00,   44.74it/s]
+ 72%|███████▏  | Repairing epochs : 142/197 [00:02&lt;00:00,   65.16it/s]
 
 
- 83%|████████▎ | Repairing epochs : 163/197 [00:03&lt;00:00,   47.10it/s]
+ 73%|███████▎  | Repairing epochs : 143/197 [00:02&lt;00:00,   62.98it/s]
 
 
- 84%|████████▍ | Repairing epochs : 165/197 [00:03&lt;00:00,   48.16it/s]
+ 74%|███████▎  | Repairing epochs : 145/197 [00:02&lt;00:00,   63.36it/s]
 
 
- 84%|████████▍ | Repairing epochs : 166/197 [00:03&lt;00:00,   47.99it/s]
+ 75%|███████▍  | Repairing epochs : 147/197 [00:02&lt;00:00,   64.77it/s]
 
 
- 85%|████████▍ | Repairing epochs : 167/197 [00:03&lt;00:00,   47.62it/s]
+ 76%|███████▌  | Repairing epochs : 149/197 [00:02&lt;00:00,   64.97it/s]
 
 
- 85%|████████▌ | Repairing epochs : 168/197 [00:03&lt;00:00,   47.44it/s]
+ 77%|███████▋  | Repairing epochs : 151/197 [00:02&lt;00:00,   66.34it/s]
 
 
- 86%|████████▌ | Repairing epochs : 169/197 [00:03&lt;00:00,   47.36it/s]
+ 78%|███████▊  | Repairing epochs : 153/197 [00:02&lt;00:00,   67.73it/s]
 
 
- 86%|████████▋ | Repairing epochs : 170/197 [00:03&lt;00:00,   46.97it/s]
+ 79%|███████▊  | Repairing epochs : 155/197 [00:02&lt;00:00,   67.78it/s]
 
 
- 87%|████████▋ | Repairing epochs : 171/197 [00:03&lt;00:00,   46.71it/s]
+ 80%|███████▉  | Repairing epochs : 157/197 [00:02&lt;00:00,   69.07it/s]
 
 
- 87%|████████▋ | Repairing epochs : 172/197 [00:03&lt;00:00,   46.09it/s]
+ 81%|████████  | Repairing epochs : 159/197 [00:02&lt;00:00,   69.15it/s]
 
 
- 88%|████████▊ | Repairing epochs : 173/197 [00:04&lt;00:00,   44.58it/s]
+ 82%|████████▏ | Repairing epochs : 161/197 [00:02&lt;00:00,   68.60it/s]
 
 
- 88%|████████▊ | Repairing epochs : 174/197 [00:04&lt;00:00,   44.65it/s]
+ 83%|████████▎ | Repairing epochs : 164/197 [00:02&lt;00:00,   72.29it/s]
 
 
- 89%|████████▉ | Repairing epochs : 175/197 [00:04&lt;00:00,   44.79it/s]
+ 84%|████████▍ | Repairing epochs : 166/197 [00:02&lt;00:00,   72.37it/s]
 
 
- 89%|████████▉ | Repairing epochs : 176/197 [00:04&lt;00:00,   43.83it/s]
+ 85%|████████▍ | Repairing epochs : 167/197 [00:02&lt;00:00,   71.56it/s]
 
 
- 90%|████████▉ | Repairing epochs : 177/197 [00:04&lt;00:00,   43.55it/s]
+ 86%|████████▌ | Repairing epochs : 169/197 [00:02&lt;00:00,   71.52it/s]
 
 
- 90%|█████████ | Repairing epochs : 178/197 [00:04&lt;00:00,   41.50it/s]
+ 87%|████████▋ | Repairing epochs : 171/197 [00:02&lt;00:00,   71.27it/s]
 
 
- 91%|█████████ | Repairing epochs : 179/197 [00:04&lt;00:00,   39.73it/s]
+ 87%|████████▋ | Repairing epochs : 172/197 [00:02&lt;00:00,   70.57it/s]
 
 
- 91%|█████████▏| Repairing epochs : 180/197 [00:04&lt;00:00,   39.90it/s]
+ 88%|████████▊ | Repairing epochs : 173/197 [00:02&lt;00:00,   68.73it/s]
 
 
- 92%|█████████▏| Repairing epochs : 181/197 [00:04&lt;00:00,   40.22it/s]
+ 88%|████████▊ | Repairing epochs : 174/197 [00:02&lt;00:00,   66.63it/s]
 
 
- 93%|█████████▎| Repairing epochs : 183/197 [00:04&lt;00:00,   41.88it/s]
+ 89%|████████▉ | Repairing epochs : 175/197 [00:02&lt;00:00,   64.73it/s]
 
 
- 93%|█████████▎| Repairing epochs : 184/197 [00:04&lt;00:00,   41.73it/s]
+ 89%|████████▉ | Repairing epochs : 176/197 [00:02&lt;00:00,   64.66it/s]
 
 
- 94%|█████████▍| Repairing epochs : 185/197 [00:04&lt;00:00,   40.39it/s]
+ 90%|█████████ | Repairing epochs : 178/197 [00:02&lt;00:00,   64.88it/s]
 
 
- 94%|█████████▍| Repairing epochs : 186/197 [00:04&lt;00:00,   39.15it/s]
+ 91%|█████████▏| Repairing epochs : 180/197 [00:02&lt;00:00,   65.12it/s]
 
 
- 95%|█████████▍| Repairing epochs : 187/197 [00:04&lt;00:00,   39.30it/s]
+ 92%|█████████▏| Repairing epochs : 182/197 [00:02&lt;00:00,   66.51it/s]
 
 
- 95%|█████████▌| Repairing epochs : 188/197 [00:04&lt;00:00,   39.11it/s]
+ 93%|█████████▎| Repairing epochs : 184/197 [00:02&lt;00:00,   66.82it/s]
 
 
- 96%|█████████▋| Repairing epochs : 190/197 [00:04&lt;00:00,   40.18it/s]
+ 94%|█████████▍| Repairing epochs : 186/197 [00:02&lt;00:00,   65.79it/s]
 
 
- 97%|█████████▋| Repairing epochs : 191/197 [00:04&lt;00:00,   39.10it/s]
+ 95%|█████████▍| Repairing epochs : 187/197 [00:02&lt;00:00,   64.10it/s]
 
 
- 97%|█████████▋| Repairing epochs : 192/197 [00:04&lt;00:00,   39.05it/s]
+ 95%|█████████▌| Repairing epochs : 188/197 [00:02&lt;00:00,   63.28it/s]
 
 
- 98%|█████████▊| Repairing epochs : 193/197 [00:04&lt;00:00,   39.37it/s]
+ 96%|█████████▋| Repairing epochs : 190/197 [00:02&lt;00:00,   64.80it/s]
 
 
- 98%|█████████▊| Repairing epochs : 194/197 [00:04&lt;00:00,   39.59it/s]
+ 97%|█████████▋| Repairing epochs : 192/197 [00:02&lt;00:00,   65.29it/s]
 
 
- 99%|█████████▉| Repairing epochs : 195/197 [00:04&lt;00:00,   39.68it/s]
+ 98%|█████████▊| Repairing epochs : 193/197 [00:02&lt;00:00,   64.87it/s]
 
 
- 99%|█████████▉| Repairing epochs : 196/197 [00:04&lt;00:00,   39.73it/s]
+ 99%|█████████▉| Repairing epochs : 195/197 [00:02&lt;00:00,   65.02it/s]
 
 
-100%|██████████| Repairing epochs : 197/197 [00:04&lt;00:00,   39.84it/s]
-100%|██████████| Repairing epochs : 197/197 [00:04&lt;00:00,   42.29it/s]
+100%|██████████| Repairing epochs : 197/197 [00:02&lt;00:00,   65.31it/s]
+100%|██████████| Repairing epochs : 197/197 [00:02&lt;00:00,   68.74it/s]
 No bad epochs were found for your data. Returning a copy of the data you wanted to clean. Interpolation may have been done.
 </pre></div>
 </div>
 <p>We can visualize the cross validation curve over two variables</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>  <span class="c1"># noqa</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>  <span class="c1"># noqa</span>
 <span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>  <span class="c1"># noqa</span>
 <span class="kn">import</span> <span class="nn">matplotlib.patches</span> <span class="k">as</span> <span class="nn">patches</span>  <span class="c1"># noqa</span>
 <span class="kn">from</span> <span class="nn">autoreject</span> <span class="kn">import</span> <span class="n">set_matplotlib_defaults</span>  <span class="c1"># noqa</span>
@@ -19358,7 +14710,7 @@
 <img src="../_images/sphx_glr_plot_visualize_bad_epochs_001.png" srcset="../_images/sphx_glr_plot_visualize_bad_epochs_001.png" alt="Mean cross validation error (x 1e6)" class = "sphx-glr-single-img"/><p>… and visualize the bad epochs and sensors. Bad sensors which have been
 interpolated are in blue. Bad sensors which are not interpolated are in red.
 Bad trials are also in red.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">scalings</span></a> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">eeg</span><span class="o">=</span><span class="mf">40e-6</span><span class="p">)</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">scalings</span></a> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">eeg</span><span class="o">=</span><span class="mf">40e-6</span><span class="p">)</span>
 <a href="../generated/autoreject.RejectLog.html#autoreject.RejectLog.plot_epochs" title="autoreject.RejectLog.plot_epochs" class="sphx-glr-backref-module-autoreject sphx-glr-backref-type-py-method"><span class="n">reject_log</span><span class="o">.</span><span class="n">plot_epochs</span></a><span class="p">(</span><a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray" title="mne.EpochsArray" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">this_epoch</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">scalings</span></a><span class="o">=</span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">scalings</span></a><span class="p">)</span>
 </pre></div>
 </div>
@@ -19366,17 +14718,14 @@
 </pre></div>
 </div>
 <p>… and the epochs after cleaning with autoreject</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray.plot" title="mne.EpochsArray.plot" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-method"><span class="n">epochs_ar</span><span class="o">.</span><span class="n">plot</span></a><span class="p">(</span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">scalings</span></a><span class="o">=</span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">scalings</span></a><span class="p">)</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray.plot" title="mne.EpochsArray.plot" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-method"><span class="n">epochs_ar</span><span class="o">.</span><span class="n">plot</span></a><span class="p">(</span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">scalings</span></a><span class="o">=</span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">scalings</span></a><span class="p">)</span>
 </pre></div>
 </div>
-<img src="../_images/sphx_glr_plot_visualize_bad_epochs_003.png" srcset="../_images/sphx_glr_plot_visualize_bad_epochs_003.png" alt="plot visualize bad epochs" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>/home/circleci/project/examples/plot_visualize_bad_epochs.py:144: FutureWarning: The current default events=None is deprecated and will change to events=True in MNE 1.6. Set events=False to suppress this warning.
-  epochs_ar.plot(scalings=scalings)
-
-&lt;MNEBrowseFigure size 800x800 with 4 Axes&gt;
+<img src="../_images/sphx_glr_plot_visualize_bad_epochs_003.png" srcset="../_images/sphx_glr_plot_visualize_bad_epochs_003.png" alt="plot visualize bad epochs" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;MNEBrowseFigure size 800x800 with 4 Axes&gt;
 </pre></div>
 </div>
 <p>The epochs dropped by autoreject are also stored in epochs.drop_log</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray.plot_drop_log" title="mne.EpochsArray.plot_drop_log" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-method"><span class="n">epochs_ar</span><span class="o">.</span><span class="n">plot_drop_log</span></a><span class="p">()</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray.plot_drop_log" title="mne.EpochsArray.plot_drop_log" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-method"><span class="n">epochs_ar</span><span class="o">.</span><span class="n">plot_drop_log</span></a><span class="p">()</span>
 </pre></div>
 </div>
 <img src="../_images/sphx_glr_plot_visualize_bad_epochs_004.png" srcset="../_images/sphx_glr_plot_visualize_bad_epochs_004.png" alt="0 of 197 epochs removed (0.0%)" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;Figure size 640x480 with 1 Axes&gt;
@@ -19386,7 +14735,7 @@
 the <code class="docutils literal notranslate"><span class="pre">spatial_colors</span></code> argument from MNE as it allows us to see that
 the eyeblinks have not yet been cleaned but the bad channels have been
 repaired.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ylim</span></a> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">eeg</span><span class="o">=</span><span class="p">(</span><span class="o">-</span><span class="mi">15</span><span class="p">,</span> <span class="mi">15</span><span class="p">))</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ylim</span></a> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">eeg</span><span class="o">=</span><span class="p">(</span><span class="o">-</span><span class="mi">15</span><span class="p">,</span> <span class="mi">15</span><span class="p">))</span>
 <a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray.average" title="mne.EpochsArray.average" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-method"><span class="n">epochs</span><span class="o">.</span><span class="n">average</span></a><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ylim</span></a><span class="o">=</span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ylim</span></a><span class="p">,</span> <span class="n">spatial_colors</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 <a href="https://mne.tools/dev/generated/mne.EpochsArray.html#mne.EpochsArray.average" title="mne.EpochsArray.average" class="sphx-glr-backref-module-mne sphx-glr-backref-type-py-method"><span class="n">epochs_ar</span><span class="o">.</span><span class="n">average</span></a><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ylim</span></a><span class="o">=</span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">ylim</span></a><span class="p">,</span> <span class="n">spatial_colors</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 </pre></div>
@@ -19395,20 +14744,17 @@
 <li><img src="../_images/sphx_glr_plot_visualize_bad_epochs_005.png" srcset="../_images/sphx_glr_plot_visualize_bad_epochs_005.png" alt="EEG (70 channels)" class = "sphx-glr-multi-img"/></li>
 <li><img src="../_images/sphx_glr_plot_visualize_bad_epochs_006.png" srcset="../_images/sphx_glr_plot_visualize_bad_epochs_006.png" alt="EEG (70 channels)" class = "sphx-glr-multi-img"/></li>
 </ul>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).
-NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).
-
-&lt;Figure size 640x300 with 2 Axes&gt;
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;Figure size 640x300 with 2 Axes&gt;
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (4 minutes 21.923 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (3 minutes 22.036 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-visualize-bad-epochs-py">
-<div class="sphx-glr-download sphx-glr-download-python docutils container">
-<p><a class="reference download internal" download="" href="../_downloads/343ec55e666b7130c35f6a4de928c39a/plot_visualize_bad_epochs.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_visualize_bad_epochs.py</span></code></a></p>
-</div>
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/9d3e69826a86abb695c16aa2b83fb4a2/plot_visualize_bad_epochs.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">plot_visualize_bad_epochs.ipynb</span></code></a></p>
 </div>
+<div class="sphx-glr-download sphx-glr-download-python docutils container">
+<p><a class="reference download internal" download="" href="../_downloads/343ec55e666b7130c35f6a4de928c39a/plot_visualize_bad_epochs.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_visualize_bad_epochs.py</span></code></a></p>
+</div>
 </div>
 <p class="sphx-glr-signature"><a class="reference external" href="https://sphinx-gallery.github.io">Gallery generated by Sphinx-Gallery</a></p>
 </section>
@@ -19421,7 +14767,7 @@
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="plot_autoreject_workflow.html"
@@ -19459,8 +14805,8 @@
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -19468,15 +14814,17 @@
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -19489,8 +14837,9 @@
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/auto_examples/sg_execution_times.html b/dev/auto_examples/sg_execution_times.html
index 19ccd7f..4f5ec14 100644
--- a/dev/auto_examples/sg_execution_times.html
+++ b/dev/auto_examples/sg_execution_times.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'auto_examples/sg_execution_times';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -123,6 +123,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -142,7 +143,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -195,6 +197,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -208,6 +211,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -264,6 +268,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -293,7 +298,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -346,6 +352,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -451,39 +458,58 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-auto-examples-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>09:56.201</strong> total execution time for <strong>auto_examples</strong> files:</p>
-<table class="table">
+<p><strong>07:35.521</strong> total execution time for 7 files <strong>from auto_examples</strong>:</p>
+<div class="docutils container">
+<style scoped>
+<link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
+<link href="https://cdn.datatables.net/1.13.6/css/dataTables.bootstrap5.min.css" rel="stylesheet" />
+</style>
+<script src="https://code.jquery.com/jquery-3.7.0.js"></script>
+<script src="https://cdn.datatables.net/1.13.6/js/jquery.dataTables.min.js"></script>
+<script src="https://cdn.datatables.net/1.13.6/js/dataTables.bootstrap5.min.js"></script>
+<script type="text/javascript" class="init">
+$(document).ready( function () {
+    $('table.sg-datatable').DataTable({order: [[1, 'desc']]});
+} );
+</script><table class="table table-striped sg-datatable">
+<thead>
+<tr class="row-odd"><th class="head"><p>Example</p></th>
+<th class="head"><p>Time</p></th>
+<th class="head"><p>Mem (MB)</p></th>
+</tr>
+</thead>
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_visualize_bad_epochs.html#sphx-glr-auto-examples-plot-visualize-bad-epochs-py"><span class="std std-ref">Visualize bad sensors per trial</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_visualize_bad_epochs.py</span></code>)</p></td>
-<td><p>04:21.923</p></td>
-<td><p>0.0 MB</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_visualize_bad_epochs.html#sphx-glr-auto-examples-plot-visualize-bad-epochs-py"><span class="std std-ref">Visualize bad sensors per trial</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_visualize_bad_epochs.py</span></code>)</p></td>
+<td><p>03:22.036</p></td>
+<td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="plot_auto_repair.html#sphx-glr-auto-examples-plot-auto-repair-py"><span class="std std-ref">Automatically repair epochs</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_auto_repair.py</span></code>)</p></td>
-<td><p>02:06.742</p></td>
-<td><p>0.0 MB</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_autoreject_workflow.html#sphx-glr-auto-examples-plot-autoreject-workflow-py"><span class="std std-ref">Preprocessing workflow with autoreject and ICA</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_autoreject_workflow.py</span></code>)</p></td>
-<td><p>01:31.902</p></td>
-<td><p>0.0 MB</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_auto_repair.html#sphx-glr-auto-examples-plot-auto-repair-py"><span class="std std-ref">Automatically repair epochs</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_auto_repair.py</span></code>)</p></td>
+<td><p>01:37.671</p></td>
+<td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_ransac.html#sphx-glr-auto-examples-plot-ransac-py"><span class="std std-ref">Detect bad sensors using RANSAC</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_ransac.py</span></code>)</p></td>
-<td><p>01:28.868</p></td>
-<td><p>0.0 MB</p></td>
+<td><p>01:11.332</p></td>
+<td><p>0.0</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_autoreject_workflow.html#sphx-glr-auto-examples-plot-autoreject-workflow-py"><span class="std std-ref">Preprocessing workflow with autoreject and ICA</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_autoreject_workflow.py</span></code>)</p></td>
+<td><p>01:06.071</p></td>
+<td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_channel_thresholds.html#sphx-glr-auto-examples-plot-channel-thresholds-py"><span class="std std-ref">Plot channel-level thresholds</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_channel_thresholds.py</span></code>)</p></td>
-<td><p>00:19.492</p></td>
-<td><p>0.0 MB</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_channel_thresholds.html#sphx-glr-auto-examples-plot-channel-thresholds-py"><span class="std std-ref">Plot channel-level thresholds</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_channel_thresholds.py</span></code>)</p></td>
+<td><p>00:12.586</p></td>
+<td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="plot_estimate_global_reject.html#sphx-glr-auto-examples-plot-estimate-global-reject-py"><span class="std std-ref">Find global rejection threshold</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_estimate_global_reject.py</span></code>)</p></td>
-<td><p>00:04.749</p></td>
-<td><p>0.0 MB</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_estimate_global_reject.html#sphx-glr-auto-examples-plot-estimate-global-reject-py"><span class="std std-ref">Find global rejection threshold</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_estimate_global_reject.py</span></code>)</p></td>
+<td><p>00:03.605</p></td>
+<td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_global_reject.html#sphx-glr-auto-examples-plot-global-reject-py"><span class="std std-ref">Plotting the cross-validation curve</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_global_reject.py</span></code>)</p></td>
-<td><p>00:02.526</p></td>
-<td><p>0.0 MB</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_global_reject.html#sphx-glr-auto-examples-plot-global-reject-py"><span class="std std-ref">Plotting the cross-validation curve</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_global_reject.py</span></code>)</p></td>
+<td><p>00:02.220</p></td>
+<td><p>0.0</p></td>
 </tr>
 </tbody>
 </table>
+</div>
 </section>
 
 
@@ -494,7 +520,7 @@
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
 </div>
                 </footer>
@@ -514,8 +540,8 @@
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -523,15 +549,17 @@
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -544,8 +572,9 @@
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/explanation.html b/dev/explanation.html
index 2efcd2d..0739bc9 100644
--- a/dev/explanation.html
+++ b/dev/explanation.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="./" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="_static/documentation_options.js?v=2c228a7f"></script>
     <script src="_static/doctools.js?v=888ff710"></script>
@@ -49,7 +49,7 @@
     <script async="async" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'explanation';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -126,6 +126,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="index.html">
@@ -145,7 +146,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -198,6 +200,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -211,6 +214,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -267,6 +271,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -300,7 +305,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -353,6 +359,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -526,7 +533,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="auto_examples/plot_visualize_bad_epochs.html"
@@ -556,6 +563,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
   <div class="sidebar-secondary-item">
+
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> On this page
   </div>
@@ -579,8 +587,8 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -588,15 +596,17 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -609,8 +619,9 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/faq.html b/dev/faq.html
index 169de3c..79be507 100644
--- a/dev/faq.html
+++ b/dev/faq.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="./" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="_static/documentation_options.js?v=2c228a7f"></script>
     <script src="_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'faq';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -125,6 +125,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="index.html">
@@ -144,7 +145,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -197,6 +199,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -210,6 +213,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -266,6 +270,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -299,7 +304,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -352,6 +358,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -499,7 +506,7 @@ <h2>Is it possible to get only bad sensor annotations and not interpolate?<a cla
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="explanation.html"
@@ -529,6 +536,7 @@ <h2>Is it possible to get only bad sensor annotations and not interpolate?<a cla
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
   <div class="sidebar-secondary-item">
+
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> On this page
   </div>
@@ -554,8 +562,8 @@ <h2>Is it possible to get only bad sensor annotations and not interpolate?<a cla
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -563,15 +571,17 @@ <h2>Is it possible to get only bad sensor annotations and not interpolate?<a cla
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -584,8 +594,9 @@ <h2>Is it possible to get only bad sensor annotations and not interpolate?<a cla
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/generated/autoreject.AutoReject.html b/dev/generated/autoreject.AutoReject.html
index 82b8de2..01c0244 100644
--- a/dev/generated/autoreject.AutoReject.html
+++ b/dev/generated/autoreject.AutoReject.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -49,7 +49,7 @@
     <script async="async" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'generated/autoreject.AutoReject';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -126,6 +126,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -145,7 +146,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -198,6 +200,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -211,6 +214,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -267,6 +271,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -300,7 +305,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -353,6 +359,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -408,7 +415,8 @@
   </div>
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
-        <div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
@@ -559,7 +567,7 @@ <h1>autoreject.AutoReject<a class="headerlink" href="#autoreject-autoreject" tit
 <dl class="field-list">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl>
-<dt><strong>epochs</strong><span class="classifier">instance of <a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.6)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The epochs object to be fit.</p>
+<dt><strong>epochs</strong><span class="classifier">instance of <a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.7)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The epochs object to be fit.</p>
 </dd>
 </dl>
 </dd>
@@ -579,7 +587,7 @@ <h1>autoreject.AutoReject<a class="headerlink" href="#autoreject-autoreject" tit
 <dl class="field-list">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl>
-<dt><strong>epochs</strong><span class="classifier">instance of <a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.6)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The epochs object which must be cleaned.</p>
+<dt><strong>epochs</strong><span class="classifier">instance of <a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.7)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The epochs object which must be cleaned.</p>
 </dd>
 <dt><strong>return_log</strong><span class="classifier"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bltin-boolean-values" title="(in Python v3.12)"><span class="xref std std-ref">bool</span></a></span></dt><dd><p>If true the rejection log is also returned.</p>
 </dd>
@@ -587,7 +595,7 @@ <h1>autoreject.AutoReject<a class="headerlink" href="#autoreject-autoreject" tit
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><dl>
-<dt><strong>epochs_clean</strong><span class="classifier">instance of <a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.6)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The cleaned epochs.</p>
+<dt><strong>epochs_clean</strong><span class="classifier">instance of <a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.7)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The cleaned epochs.</p>
 </dd>
 <dt><strong>reject_log</strong><span class="classifier">instance of <a class="reference internal" href="autoreject.RejectLog.html#autoreject.RejectLog" title="autoreject.RejectLog"><code class="xref py py-obj docutils literal notranslate"><span class="pre">autoreject.RejectLog</span></code></a></span></dt><dd><p>The rejection log. Returned only of return_log is True.</p>
 </dd>
@@ -608,7 +616,7 @@ <h1>autoreject.AutoReject<a class="headerlink" href="#autoreject-autoreject" tit
 <dl class="field-list">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl>
-<dt><strong>epochs</strong><span class="classifier">instance of <a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.6)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The epoched data for which the reject log is computed.</p>
+<dt><strong>epochs</strong><span class="classifier">instance of <a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.7)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The epoched data for which the reject log is computed.</p>
 </dd>
 <dt><strong>picks</strong><span class="classifier"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">str</span></code></a> | <a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">list</span></code></a> | <a class="reference external" href="https://docs.python.org/3/library/functions.html#slice" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">slice</span></code></a> | <a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">None</span></code></a></span></dt><dd><p>Channels to include. Slices and lists of integers will be
 interpreted as channel indices. In lists, channel <em>type</em> strings
@@ -655,7 +663,7 @@ <h1>autoreject.AutoReject<a class="headerlink" href="#autoreject-autoreject" tit
 <dl class="field-list">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl>
-<dt><strong>epochs</strong><span class="classifier">instance of <a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.6)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The epochs object which must be cleaned.</p>
+<dt><strong>epochs</strong><span class="classifier">instance of <a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.7)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The epochs object which must be cleaned.</p>
 </dd>
 <dt><strong>return_log</strong><span class="classifier"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bltin-boolean-values" title="(in Python v3.12)"><span class="xref std std-ref">bool</span></a></span></dt><dd><p>If true the rejection log is also returned.</p>
 </dd>
@@ -666,7 +674,7 @@ <h1>autoreject.AutoReject<a class="headerlink" href="#autoreject-autoreject" tit
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><dl>
-<dt><strong>epochs_clean</strong><span class="classifier">instance of <a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.6)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The cleaned epochs</p>
+<dt><strong>epochs_clean</strong><span class="classifier">instance of <a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.7)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The cleaned epochs</p>
 </dd>
 <dt><strong>reject_log</strong><span class="classifier">instance of <a class="reference internal" href="autoreject.RejectLog.html#autoreject.RejectLog" title="autoreject.RejectLog"><code class="xref py py-obj docutils literal notranslate"><span class="pre">autoreject.RejectLog</span></code></a></span></dt><dd><p>The rejection log. Returned only if return_log is True.</p>
 </dd>
@@ -699,7 +707,7 @@ <h1>autoreject.AutoReject<a class="headerlink" href="#autoreject-autoreject" tit
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="../api.html"
@@ -729,6 +737,7 @@ <h1>autoreject.AutoReject<a class="headerlink" href="#autoreject-autoreject" tit
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
   <div class="sidebar-secondary-item">
+
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> On this page
   </div>
@@ -759,8 +768,8 @@ <h1>autoreject.AutoReject<a class="headerlink" href="#autoreject-autoreject" tit
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -768,15 +777,17 @@ <h1>autoreject.AutoReject<a class="headerlink" href="#autoreject-autoreject" tit
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -789,8 +800,9 @@ <h1>autoreject.AutoReject<a class="headerlink" href="#autoreject-autoreject" tit
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/generated/autoreject.Ransac.html b/dev/generated/autoreject.Ransac.html
index e68fc72..0d99178 100644
--- a/dev/generated/autoreject.Ransac.html
+++ b/dev/generated/autoreject.Ransac.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'generated/autoreject.Ransac';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -125,6 +125,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -144,7 +145,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -197,6 +199,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -210,6 +213,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -266,6 +270,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -299,7 +304,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -352,6 +358,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -407,7 +414,8 @@
   </div>
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
-        <div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
@@ -546,7 +554,7 @@ <h1>autoreject.Ransac<a class="headerlink" href="#autoreject-ransac" title="Link
 <dl class="field-list">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl>
-<dt><strong>epochs</strong><span class="classifier"><a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.6)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>An Epochs object with data to perform RANSAC on</p>
+<dt><strong>epochs</strong><span class="classifier"><a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.7)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>An Epochs object with data to perform RANSAC on</p>
 </dd>
 </dl>
 </dd>
@@ -578,7 +586,7 @@ <h1>autoreject.Ransac<a class="headerlink" href="#autoreject-ransac" title="Link
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="autoreject.RejectLog.html"
@@ -608,6 +616,7 @@ <h1>autoreject.Ransac<a class="headerlink" href="#autoreject-ransac" title="Link
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
   <div class="sidebar-secondary-item">
+
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> On this page
   </div>
@@ -634,8 +643,8 @@ <h1>autoreject.Ransac<a class="headerlink" href="#autoreject-ransac" title="Link
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -643,15 +652,17 @@ <h1>autoreject.Ransac<a class="headerlink" href="#autoreject-ransac" title="Link
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -664,8 +675,9 @@ <h1>autoreject.Ransac<a class="headerlink" href="#autoreject-ransac" title="Link
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/generated/autoreject.RejectLog.html b/dev/generated/autoreject.RejectLog.html
index 1c409f2..b6ca87b 100644
--- a/dev/generated/autoreject.RejectLog.html
+++ b/dev/generated/autoreject.RejectLog.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'generated/autoreject.RejectLog';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -125,6 +125,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -144,7 +145,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -197,6 +199,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -210,6 +213,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -266,6 +270,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -299,7 +304,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -352,6 +358,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -407,7 +414,8 @@
   </div>
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
-        <div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
@@ -523,14 +531,14 @@ <h1>autoreject.RejectLog<a class="headerlink" href="#autoreject-rejectlog" title
 </dd>
 <dt><strong>show</strong><span class="classifier"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bltin-boolean-values" title="(in Python v3.12)"><span class="xref std std-ref">bool</span></a></span></dt><dd><p>If True (default), display the figure immediately.</p>
 </dd>
-<dt><strong>ax</strong><span class="classifier"><a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes" title="(in Matplotlib v3.8.1)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">matplotlib.axes.Axes</span></code></a> | <a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">None</span></code></a></span></dt><dd><p>The axes to plot to. In <code class="docutils literal notranslate"><span class="pre">None</span></code> (default), create a new
+<dt><strong>ax</strong><span class="classifier"><a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes" title="(in Matplotlib v3.8.2)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">matplotlib.axes.Axes</span></code></a> | <a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">None</span></code></a></span></dt><dd><p>The axes to plot to. In <code class="docutils literal notranslate"><span class="pre">None</span></code> (default), create a new
 figure and axes.</p>
 </dd>
 </dl>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><dl>
-<dt><strong>figure</strong><span class="classifier"><a class="reference external" href="https://matplotlib.org/stable/api/figure_api.html#matplotlib.figure.Figure" title="(in Matplotlib v3.8.1)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">matplotlib.figure.Figure</span></code></a></span></dt><dd><p>The figure object containing the plot.</p>
+<dt><strong>figure</strong><span class="classifier"><a class="reference external" href="https://matplotlib.org/stable/api/figure_api.html#matplotlib.figure.Figure" title="(in Matplotlib v3.8.2)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">matplotlib.figure.Figure</span></code></a></span></dt><dd><p>The figure object containing the plot.</p>
 </dd>
 </dl>
 </dd>
@@ -544,7 +552,7 @@ <h1>autoreject.RejectLog<a class="headerlink" href="#autoreject-rejectlog" title
 <dl class="field-list">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl>
-<dt><strong>epochs</strong><span class="classifier">instance of <a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.6)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The epochs.</p>
+<dt><strong>epochs</strong><span class="classifier">instance of <a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.7)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The epochs.</p>
 </dd>
 <dt><strong>scalings</strong><span class="classifier"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">dict</span></code></a> | <a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">None</span></code></a></span></dt><dd><p>Scaling factors for the traces. If None, defaults to:</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nb">dict</span><span class="p">(</span><span class="n">mag</span><span class="o">=</span><span class="mf">1e-12</span><span class="p">,</span> <span class="n">grad</span><span class="o">=</span><span class="mf">4e-11</span><span class="p">,</span> <span class="n">eeg</span><span class="o">=</span><span class="mf">20e-6</span><span class="p">,</span> <span class="n">eog</span><span class="o">=</span><span class="mf">150e-6</span><span class="p">,</span> <span class="n">ecg</span><span class="o">=</span><span class="mf">5e-4</span><span class="p">,</span>
@@ -559,7 +567,7 @@ <h1>autoreject.RejectLog<a class="headerlink" href="#autoreject-rejectlog" title
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><dl>
-<dt><strong>fig</strong><span class="classifier"><a class="reference external" href="https://matplotlib.org/stable/api/figure_api.html#matplotlib.figure.Figure" title="(in Matplotlib v3.8.1)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">matplotlib.figure.Figure</span></code></a></span></dt><dd><p>Epochs traces.</p>
+<dt><strong>fig</strong><span class="classifier"><a class="reference external" href="https://matplotlib.org/stable/api/figure_api.html#matplotlib.figure.Figure" title="(in Matplotlib v3.8.2)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">matplotlib.figure.Figure</span></code></a></span></dt><dd><p>Epochs traces.</p>
 </dd>
 </dl>
 </dd>
@@ -603,7 +611,7 @@ <h1>autoreject.RejectLog<a class="headerlink" href="#autoreject-rejectlog" title
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="autoreject.AutoReject.html"
@@ -633,6 +641,7 @@ <h1>autoreject.RejectLog<a class="headerlink" href="#autoreject-rejectlog" title
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
   <div class="sidebar-secondary-item">
+
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> On this page
   </div>
@@ -661,8 +670,8 @@ <h1>autoreject.RejectLog<a class="headerlink" href="#autoreject-rejectlog" title
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -670,15 +679,17 @@ <h1>autoreject.RejectLog<a class="headerlink" href="#autoreject-rejectlog" title
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -691,8 +702,9 @@ <h1>autoreject.RejectLog<a class="headerlink" href="#autoreject-rejectlog" title
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/generated/autoreject.compute_thresholds.html b/dev/generated/autoreject.compute_thresholds.html
index 3c72590..261f03f 100644
--- a/dev/generated/autoreject.compute_thresholds.html
+++ b/dev/generated/autoreject.compute_thresholds.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'generated/autoreject.compute_thresholds';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -125,6 +125,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -144,7 +145,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -197,6 +199,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -210,6 +213,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -266,6 +270,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -299,7 +304,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -352,6 +358,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -407,7 +414,8 @@
   </div>
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
-        <div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="nav bd-sidenav">
@@ -490,7 +498,7 @@ <h1>autoreject.compute_thresholds<a class="headerlink" href="#autoreject-compute
 <dl class="field-list">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl>
-<dt><strong>epochs</strong><span class="classifier">instance of <a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.6)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The epochs objects whose thresholds must be computed.</p>
+<dt><strong>epochs</strong><span class="classifier">instance of <a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.7)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The epochs objects whose thresholds must be computed.</p>
 </dd>
 <dt><strong>method</strong><span class="classifier"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">str</span></code></a></span></dt><dd><p>‘bayesian_optimization’ or ‘random_search’</p>
 </dd>
@@ -550,7 +558,7 @@ <h1>autoreject.compute_thresholds<a class="headerlink" href="#autoreject-compute
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="autoreject.Ransac.html"
@@ -580,6 +588,7 @@ <h1>autoreject.compute_thresholds<a class="headerlink" href="#autoreject-compute
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
   <div class="sidebar-secondary-item">
+
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> On this page
   </div>
@@ -603,8 +612,8 @@ <h1>autoreject.compute_thresholds<a class="headerlink" href="#autoreject-compute
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -612,15 +621,17 @@ <h1>autoreject.compute_thresholds<a class="headerlink" href="#autoreject-compute
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -633,8 +644,9 @@ <h1>autoreject.compute_thresholds<a class="headerlink" href="#autoreject-compute
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/generated/autoreject.get_rejection_threshold.html b/dev/generated/autoreject.get_rejection_threshold.html
index 2d29c65..4d92189 100644
--- a/dev/generated/autoreject.get_rejection_threshold.html
+++ b/dev/generated/autoreject.get_rejection_threshold.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'generated/autoreject.get_rejection_threshold';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -125,6 +125,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -144,7 +145,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -197,6 +199,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -210,6 +213,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -266,6 +270,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -299,7 +304,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -352,6 +358,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -407,7 +414,8 @@
   </div>
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
-        <div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="nav bd-sidenav">
@@ -490,7 +498,7 @@ <h1>autoreject.get_rejection_threshold<a class="headerlink" href="#autoreject-ge
 <dl class="field-list">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl>
-<dt><strong>epochs</strong><span class="classifier"><a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.6)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The epochs from which to estimate the epochs dictionary</p>
+<dt><strong>epochs</strong><span class="classifier"><a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.7)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The epochs from which to estimate the epochs dictionary</p>
 </dd>
 <dt><strong>decim</strong><span class="classifier"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">int</span></code></a></span></dt><dd><p>The decimation factor: Increment for selecting every nth time slice.</p>
 </dd>
@@ -540,7 +548,7 @@ <h1>autoreject.get_rejection_threshold<a class="headerlink" href="#autoreject-ge
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="autoreject.compute_thresholds.html"
@@ -570,6 +578,7 @@ <h1>autoreject.get_rejection_threshold<a class="headerlink" href="#autoreject-ge
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
   <div class="sidebar-secondary-item">
+
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> On this page
   </div>
@@ -593,8 +602,8 @@ <h1>autoreject.get_rejection_threshold<a class="headerlink" href="#autoreject-ge
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -602,15 +611,17 @@ <h1>autoreject.get_rejection_threshold<a class="headerlink" href="#autoreject-ge
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -623,8 +634,9 @@ <h1>autoreject.get_rejection_threshold<a class="headerlink" href="#autoreject-ge
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/generated/autoreject.read_auto_reject.html b/dev/generated/autoreject.read_auto_reject.html
index 0315d84..eb57ee2 100644
--- a/dev/generated/autoreject.read_auto_reject.html
+++ b/dev/generated/autoreject.read_auto_reject.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'generated/autoreject.read_auto_reject';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -125,6 +125,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -144,7 +145,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -197,6 +199,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -210,6 +213,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -266,6 +270,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -299,7 +304,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -352,6 +358,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -407,7 +414,8 @@
   </div>
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
-        <div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="nav bd-sidenav">
@@ -512,7 +520,7 @@ <h1>autoreject.read_auto_reject<a class="headerlink" href="#autoreject-read-auto
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="autoreject.get_rejection_threshold.html"
@@ -542,6 +550,7 @@ <h1>autoreject.read_auto_reject<a class="headerlink" href="#autoreject-read-auto
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
   <div class="sidebar-secondary-item">
+
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> On this page
   </div>
@@ -564,8 +573,8 @@ <h1>autoreject.read_auto_reject<a class="headerlink" href="#autoreject-read-auto
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -573,15 +582,17 @@ <h1>autoreject.read_auto_reject<a class="headerlink" href="#autoreject-read-auto
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -594,8 +605,9 @@ <h1>autoreject.read_auto_reject<a class="headerlink" href="#autoreject-read-auto
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/generated/autoreject.read_reject_log.html b/dev/generated/autoreject.read_reject_log.html
index 74ca81e..56ed243 100644
--- a/dev/generated/autoreject.read_reject_log.html
+++ b/dev/generated/autoreject.read_reject_log.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'generated/autoreject.read_reject_log';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -125,6 +125,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -144,7 +145,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -197,6 +199,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -210,6 +213,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -266,6 +270,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -299,7 +304,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -352,6 +358,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -407,7 +414,8 @@
   </div>
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
-        <div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="nav bd-sidenav">
@@ -512,7 +520,7 @@ <h1>autoreject.read_reject_log<a class="headerlink" href="#autoreject-read-rejec
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="autoreject.read_auto_reject.html"
@@ -542,6 +550,7 @@ <h1>autoreject.read_reject_log<a class="headerlink" href="#autoreject-read-rejec
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
   <div class="sidebar-secondary-item">
+
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> On this page
   </div>
@@ -564,8 +573,8 @@ <h1>autoreject.read_reject_log<a class="headerlink" href="#autoreject-read-rejec
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -573,15 +582,17 @@ <h1>autoreject.read_reject_log<a class="headerlink" href="#autoreject-read-rejec
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -594,8 +605,9 @@ <h1>autoreject.read_reject_log<a class="headerlink" href="#autoreject-read-rejec
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/generated/autoreject.utils.set_matplotlib_defaults.html b/dev/generated/autoreject.utils.set_matplotlib_defaults.html
index 42c58a4..1fe37a9 100644
--- a/dev/generated/autoreject.utils.set_matplotlib_defaults.html
+++ b/dev/generated/autoreject.utils.set_matplotlib_defaults.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'generated/autoreject.utils.set_matplotlib_defaults';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -125,6 +125,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -144,7 +145,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -197,6 +199,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -210,6 +213,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -266,6 +270,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -299,7 +304,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -352,6 +358,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -407,7 +414,8 @@
   </div>
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
-        <div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="nav bd-sidenav">
@@ -490,7 +498,7 @@ <h1>autoreject.utils.set_matplotlib_defaults<a class="headerlink" href="#autorej
 <dl class="field-list">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl>
-<dt><strong>plt</strong><span class="classifier">instance of <a class="reference external" href="https://matplotlib.org/stable/api/pyplot_summary.html#module-matplotlib.pyplot" title="(in Matplotlib v3.8.1)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">matplotlib.pyplot</span></code></a></span></dt><dd><p>The plt instance.</p>
+<dt><strong>plt</strong><span class="classifier">instance of <a class="reference external" href="https://matplotlib.org/stable/api/pyplot_summary.html#module-matplotlib.pyplot" title="(in Matplotlib v3.8.2)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">matplotlib.pyplot</span></code></a></span></dt><dd><p>The plt instance.</p>
 </dd>
 </dl>
 </dd>
@@ -507,7 +515,7 @@ <h1>autoreject.utils.set_matplotlib_defaults<a class="headerlink" href="#autorej
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="autoreject.validation_curve.html"
@@ -537,6 +545,7 @@ <h1>autoreject.utils.set_matplotlib_defaults<a class="headerlink" href="#autorej
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
   <div class="sidebar-secondary-item">
+
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> On this page
   </div>
@@ -559,8 +568,8 @@ <h1>autoreject.utils.set_matplotlib_defaults<a class="headerlink" href="#autorej
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -568,15 +577,17 @@ <h1>autoreject.utils.set_matplotlib_defaults<a class="headerlink" href="#autorej
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -589,8 +600,9 @@ <h1>autoreject.utils.set_matplotlib_defaults<a class="headerlink" href="#autorej
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/generated/autoreject.validation_curve.html b/dev/generated/autoreject.validation_curve.html
index 4489535..b3c6b0b 100644
--- a/dev/generated/autoreject.validation_curve.html
+++ b/dev/generated/autoreject.validation_curve.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="../" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="../_static/documentation_options.js?v=2c228a7f"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="../_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'generated/autoreject.validation_curve';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -125,6 +125,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -144,7 +145,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -197,6 +199,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -210,6 +213,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -266,6 +270,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -299,7 +304,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -352,6 +358,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -407,7 +414,8 @@
   </div>
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
-        <div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="nav bd-sidenav">
@@ -490,7 +498,7 @@ <h1>autoreject.validation_curve<a class="headerlink" href="#autoreject-validatio
 <dl class="field-list">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl>
-<dt><strong>epochs</strong><span class="classifier">instance of <a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.6)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The epochs.</p>
+<dt><strong>epochs</strong><span class="classifier">instance of <a class="reference external" href="https://mne.tools/dev/generated/mne.Epochs.html#mne.Epochs" title="(in MNE v1.7)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mne.Epochs</span></code></a></span></dt><dd><p>The epochs.</p>
 </dd>
 <dt><strong>y</strong><span class="classifier"><a class="reference external" href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0.dev0)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">array</span></code></a> | <a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">None</span></code></a></span></dt><dd><p>The labels.</p>
 </dd>
@@ -541,7 +549,7 @@ <h1>autoreject.validation_curve<a class="headerlink" href="#autoreject-validatio
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="autoreject.read_reject_log.html"
@@ -571,6 +579,7 @@ <h1>autoreject.validation_curve<a class="headerlink" href="#autoreject-validatio
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
   <div class="sidebar-secondary-item">
+
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> On this page
   </div>
@@ -594,8 +603,8 @@ <h1>autoreject.validation_curve<a class="headerlink" href="#autoreject-validatio
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -603,15 +612,17 @@ <h1>autoreject.validation_curve<a class="headerlink" href="#autoreject-validatio
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -624,8 +635,9 @@ <h1>autoreject.validation_curve<a class="headerlink" href="#autoreject-validatio
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/genindex.html b/dev/genindex.html
index ac053f0..8f22a79 100644
--- a/dev/genindex.html
+++ b/dev/genindex.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="./" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -17,12 +17,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -36,9 +36,9 @@
     <link rel="stylesheet" type="text/css" href="_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="_static/documentation_options.js?v=2c228a7f"></script>
     <script src="_static/doctools.js?v=888ff710"></script>
@@ -47,7 +47,7 @@
     <script src="_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'genindex';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -122,6 +122,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="index.html">
@@ -141,7 +142,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -194,6 +196,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -207,6 +210,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -263,6 +267,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -292,7 +297,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -345,6 +351,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -582,7 +589,7 @@ <h2 id="V">V</h2>
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
 </div>
                 </footer>
@@ -602,8 +609,8 @@ <h2 id="V">V</h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -611,15 +618,17 @@ <h2 id="V">V</h2>
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -632,8 +641,9 @@ <h2 id="V">V</h2>
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/index.html b/dev/index.html
index 892c027..ecbb8c4 100644
--- a/dev/index.html
+++ b/dev/index.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="./" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="_static/documentation_options.js?v=2c228a7f"></script>
     <script src="_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'index';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -124,6 +124,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="#">
@@ -143,7 +144,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -196,6 +198,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -209,6 +212,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -265,6 +269,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -298,7 +303,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -351,6 +357,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -436,7 +443,7 @@ <h1>autoreject<a class="headerlink" href="#autoreject" title="Link to this headi
 <section id="installation">
 <h2>Installation<a class="headerlink" href="#installation" title="Link to this heading">#</a></h2>
 <p>We recommend the <a class="reference external" href="https://www.anaconda.com/">Anaconda Python distribution</a>
-and a <strong>Python version &gt;= 3.8</strong>.
+and a <strong>Python version &gt;= 3.9</strong>.
 To obtain the stable release of <code class="docutils literal notranslate"><span class="pre">autoreject</span></code>, you can use <code class="docutils literal notranslate"><span class="pre">pip</span></code>:</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">pip</span> <span class="n">install</span> <span class="o">-</span><span class="n">U</span> <span class="n">autoreject</span>
 </pre></div>
@@ -519,7 +526,7 @@ <h1>Cite<a class="headerlink" href="#cite" title="Link to this heading">#</a></h
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="right-next"
        href="auto_examples/index.html"
@@ -540,6 +547,7 @@ <h1>Cite<a class="headerlink" href="#cite" title="Link to this heading">#</a></h
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
   <div class="sidebar-secondary-item">
+
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> On this page
   </div>
@@ -569,8 +577,8 @@ <h1>Cite<a class="headerlink" href="#cite" title="Link to this heading">#</a></h
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -578,15 +586,17 @@ <h1>Cite<a class="headerlink" href="#cite" title="Link to this heading">#</a></h
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -599,8 +609,9 @@ <h1>Cite<a class="headerlink" href="#cite" title="Link to this heading">#</a></h
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/objects.inv b/dev/objects.inv
index dbe06de1a5a65c6df0c61cd96a02b1206f5af4ee..05a7d19202da27fb0149e8c1e8a31b468811fdc1 100644
GIT binary patch
delta 1563
zcmV+$2ITqv42%tsgn!L$<2De!>nR9i54#6?Ejybgdntl!TLfr}APcldfstri4J~;^
zDUN&UYxMQ{Bqc@tSt5ty);Zat=9~G36o=nPtSa+@|H0#u><*u|c~S{Z=7jCi*{0lz
z3o}CB5gM@0bat!$K6a>BFeyn$);!|{D|zzKYHA!hJ<V3B;eWu(O`e>^T~rn<ldHVg
zp40J~mysEbM7}<!XUSgpIsKh4{YT}9#oom>W`GCWB13NKpP$XV!(3WR*w1Vyatx&t
zyhVJM#~XP*r?}?=_U75W6!~1(-MAuIR*T};Tb&$*iSzBQDtT0H3NAOfNa_h+Raso7
zdFGm=Datxq{eK=;zItO!1P9a_rZ5lscz036zL;*#W6zu=k-m=l>h5Dc#@H!qqvP_2
z^4mkKZmTjC@{}W}2F#?I>@6$xt`q4~l<*a+M2UJ5KnGTiFHEEftCuyd3bQ4BQO20w
z@q88%Stg$ad*VVb`F_Jn8D)HLY|><LL$uNR#XP*G^M5NEh94Aa;X_>#ZKP2*8nw8r
zQT}KPV$2LO4C(wkgY-t66Jw^3i#ZJ!bg|UPr3V*Y5pASV3p!WvYNkss(@<x)G)y&e
zNy96Ry!7EhqKynHoYVPDjq=93CdNtwmzrp}FhJkLd?LoG0e+&3YXkJn%z_vz15`^9
z)>HGzmwzD9Ht(yf;DR&BlMjK~MKvhNV-0CH6}f%5Ctvco+VZTdAJ5LRbKh;icQ$KX
zCipAc?gW<~(=6eyM{%aNP23-vG4c}=f)|I8qx$%4O3;p_h1=)YvPnw~sO_A_%KL#d
zKFo3KiqsUQeO^4TM7~Ev93f2P2NkTyV=iTyt$#`9ZJ(AK(t`-g5^{fcYa<hHSe9`y
zJkVe+Q$RySE1Kpe75qglXK!MQ%w?IXS>w@K<WEerM+O|-4l)dWR4Y!*IO)#9o`j9V
zDWNS9b<U-p`EtWaT;x*HzVwp1^xC4D1K1O;=#O3Ug_oM&6HAEXnam4Gs(QsAZ-4!I
zdw*w(@si3)QTdZc3e{>uIHC<=;{Vp(Iij%R1u2V^iBWvHR{wci87Y!(IS_biYa-s&
zipk7lJsh-<QMqtzc~w3po1VY!1j~%i0inTgTP?bQ38o7?M%4j(+=_i0#!#2dGg|O(
zm8xf|PB8h*6QZu9M#v7*g=j&_H30Jn=zk##jMgUBTLGX9y%7cil1zpJSeN^qA1QcZ
zyAvQaxi^+W#uLyaI7P2}DL^`(`0WCe1oyJAYIXt`1Q>~q3p<kZ#C<<FU4eTk`1L!%
zS_dfU?qy`v`UEi0aeL|1RhxFy;P3U{V4|=F7JY<3^-30py8~@+7{o88$uh1%C4b~7
z@1PdC(06Hnmv$ac6iEZ#o`fC_<wl(gM|nxkig<GjG-C$y)!ctzYaYM{CH`oXyUnYT
zCq;BLUC~6W?hdHg9ctSP?VBp!^~}=Nn0Av*jWJceAsOtWI9^dCRqKP`qda;(H1!i7
z5hxprK1L+tP}N{At=R4{bt<3^hkuwmv^9b~pvu7vS{yYv+N_L<=+p909w*a3k@bWu
zrVW4yH&P$LbkG!l6pfwc=4%}wUe<;H!P41CfSfxNRVZpuIs;$x;mE*ITphd}#nwew
zu4!jZjdP$ZKe70^;45D6OqH0(`qp}K82jIfcifKs4{O}Of7cF~<+sax1b=0RZicD5
zUVtM~XrO~C2c%+=--whTF%IVizII0>r|`7H_bCDyx`aI<&B1F2IIBlnm2oH0_;qt`
zIz0?UTPFgOwSPar&{n`!!ZhELunb2%3xeSILj;yz^Iz28p-}Yn502RA;}?oj>m69^
zuI)z9^*3X13W(1sh_q@iRDXG)y%*ZCK+U_gZG*YnKhhxR_CRW4xff&7`*o=#`92eQ
zyLH~EXJ~^Ung@!f_9nf8kE*3<KvI6Ah5#aL?+lQ9-?$Bcc)R-nB=@sQe~9USCHOz3
zK18Y4{75cuDDNSjE}cJM?bGgFwT{x~-IvVaTbJX{o8)(O`OjZ}OBA9;z8@i6pG50R
Ns;!RE{{lGXl$KN%0o?!q

delta 1549
zcmV+o2J-og4gL&}gn!F!<2DrC>njLk7BdTaEIE@Vvnhg1TLfr}AOo~ZfstrS4J~Oz
zDUQ49Z}j*2B_&0@#m9B)tZY;FoO>>5Qs+vfuJV%pL8A&4$Itsbt{FvZM2d8kRC{)z
zM({g?J<^A+ZpGKf9u+adIr7ntX0#*~jX!Eb6`_%7wM~@<T7M;Zd=|Q}DoMt-dAUC)
z@s3uZ8Vy;#J0~+IFZ7&z=PUnF5Ru5a*ecAz09#}mP4n@yns>XFF4E4kDp(GYbOKvQ
zi#$sB`AA{^3p<-*_hR7xLQiALq**NtQ?DhNq>1u<QCBpql9KWyXK^#(+d7M?G|x<v
zv_xrVYuMw0YkvraWH3OrX-f4+pYJXV*cZ#qIc26K4(0D~INe>!=NP?Y88kiqK)eG)
zOIued<EPw$8o-K+$=;Jn?mCt}g)!ZdnpL2Gf|Wq4@rAH7Ce5-&b*Z+bE6W@+5U*E0
z;#K^aktfRJk{=RM@i3zY6_dun4U$3cgSCH+*H_s0KYs{R;6hy@86;6R5*1uFD0j91
zsW64~eZ2loA)Oi5NQDVxu*QCXgN;OP960|9$smae@LJ?+ly00#eOci~DV4|#_OB%J
z(uMPp3{oh6jn_8~%9-yPsVE8DNTGh9fUb%8gj7@u{DgyR1$50!fK-$Mily+Isrlq8
z5XqSLb$?b;MhU0!2T$yx1{CL!gmjw<-9Fr-FL_k&X;w9V&pxuJ?>FE(U9>zV=quS5
zjPj3Z7Sq>Bp5<kg_lI^2{X`g}<#9&T+&<eQs32)+=A1{iWr+c?ozqCLA5qJpZpWrf
z?ZI@&%jYf24}gp_gv$INl9hQxIZv}4>e&uym4BcCgh&>n`@376m?$AxM%nm=X4kR=
zv{Iy_X)j_%U&L|_A-c?zSE-ma8tz#BL|AvruxHnUl!70{iX%0S`g`FZLZ{)B)S8U4
z=1R_dl~5FwIp=sddQo%q>awaEup?bL+;-6yT1kCRBu1QOJTEz_n-zb&{q^hZoi4{q
z%71Gi<xd(4ROb!t8Fdhq|F`bSL_$GJRFx@Vv;2G~zSF2yRwUh1OX6j$%6Qi}CN+=E
zu-8Fm$Aw|bi{oRl>FI01NTxVPf=0vLY0(cXFn!`Vs!2HDw&dG5hxpn4M@#yx7U!8b
zCkTJ0F%rMHMDQNcr|3X}+5&SJ=&=fj*MCOZOP<9UIx~z6Bw7r6c3<u$pE!7=yW#;o
zxigo+#v^NpcZy$kO0fBS<c{+|7Tl>q>)DYdz=K$HSlXGTN9OC^=?>f}!R_A>G};4M
zcc&t)*GHBBnRl>G{b|#UD*V0t>Mb1BC}POqiC#%VSR8S8K_PxoO_rjzIw8aHZh!Sc
z7xF3|uHv5YM3Xeq?I`HsSS8}VFsX}EQbx%XsKylLtGfO`cGTlV@+xda8BWR!7bdef
zf@WpxNiQTf7TnE@;4T>VlY~_;7Th-b>XJBL37}N%0=gv6)>TSBacOPUXnZZ87=s(O
z*3y~e0n?OX_0Klt22Tu7Z*kMs3V%8rRyf?QjL7Kn;I=wWmVct^g;<Dvw+U`7IzZ{j
z%v&X@IH}EL`E9ziMjoKj*Z^2H_b4n-SfOMEuBO3IfuVaa=r;5ZCc%7%`*5ttmz_p0
z?1@CrCEe1JX5xqmwNINDH&OS~>|WcHe|*M``1>|SEx+EL10);#u3ft6!GATNgcdqF
z<t(LWY%`!Fn~Ap9Wqn)@C{EyUj~`03RA@5ffHFsq3+z=r>P{JR5iPG-bK9XoB<eZ{
zyIB2me~4@W>?}<C9tf&%)@uL+&R-xv^|jww^Zp1VPkz9J&0bo8Bz5eT#qQf>fLwPI
zWiJ8n8U#>Q!-5419$0X%0)I5`+IGvXUH@_gAa?*_mCL*si=M47CC(2S%e$@fMm<B9
z1kgNSxU@Iv6<ks^O#@K!8#M$r!TQbssP~QA0Gn=eKLFHzR_kw5`d<b9PpfZ}G<bfX
zmN&HbHk~G)kG=kt;P_F|^gSW^UHts#ufI7GBj3*urgw|YPb{OR=mviQ7b{L_-@Evg

diff --git a/dev/py-modindex.html b/dev/py-modindex.html
index 91d0468..fa40eae 100644
--- a/dev/py-modindex.html
+++ b/dev/py-modindex.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="./" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -17,12 +17,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -36,9 +36,9 @@
     <link rel="stylesheet" type="text/css" href="_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="_static/documentation_options.js?v=2c228a7f"></script>
     <script src="_static/doctools.js?v=888ff710"></script>
@@ -47,7 +47,7 @@
     <script src="_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'py-modindex';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -125,6 +125,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="index.html">
@@ -144,7 +145,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -197,6 +199,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -210,6 +213,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -266,6 +270,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -295,7 +300,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -348,6 +354,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -457,7 +464,7 @@ <h1>Python Module Index</h1>
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
 </div>
                 </footer>
@@ -477,8 +484,8 @@ <h1>Python Module Index</h1>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -486,15 +493,17 @@ <h1>Python Module Index</h1>
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -507,8 +516,9 @@ <h1>Python Module Index</h1>
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/search.html b/dev/search.html
index fed5989..db027ef 100644
--- a/dev/search.html
+++ b/dev/search.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="./" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -16,12 +16,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -35,9 +35,9 @@
     <link rel="stylesheet" type="text/css" href="_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="_static/documentation_options.js?v=2c228a7f"></script>
     <script src="_static/doctools.js?v=888ff710"></script>
@@ -46,7 +46,7 @@
     <script src="_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'search';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -124,6 +124,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="index.html">
@@ -143,7 +144,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -196,6 +198,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -209,6 +212,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -265,6 +269,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -294,7 +299,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -347,6 +353,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -461,7 +468,7 @@ <h1>Search</h1>
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
 </div>
                 </footer>
@@ -481,8 +488,8 @@ <h1>Search</h1>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -490,15 +497,17 @@ <h1>Search</h1>
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -511,8 +520,9 @@ <h1>Search</h1>
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>
diff --git a/dev/searchindex.js b/dev/searchindex.js
index 8910f17..c78b7a7 100644
--- a/dev/searchindex.js
+++ b/dev/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["api", "auto_examples/index", "auto_examples/plot_auto_repair", "auto_examples/plot_autoreject_workflow", "auto_examples/plot_channel_thresholds", "auto_examples/plot_estimate_global_reject", "auto_examples/plot_global_reject", "auto_examples/plot_ransac", "auto_examples/plot_visualize_bad_epochs", "auto_examples/sg_execution_times", "explanation", "faq", "generated/autoreject.AutoReject", "generated/autoreject.Ransac", "generated/autoreject.RejectLog", "generated/autoreject.compute_thresholds", "generated/autoreject.get_rejection_threshold", "generated/autoreject.read_auto_reject", "generated/autoreject.read_reject_log", "generated/autoreject.utils.set_matplotlib_defaults", "generated/autoreject.validation_curve", "index", "whats_new"], "filenames": ["api.rst", "auto_examples/index.rst", "auto_examples/plot_auto_repair.rst", "auto_examples/plot_autoreject_workflow.rst", "auto_examples/plot_channel_thresholds.rst", "auto_examples/plot_estimate_global_reject.rst", "auto_examples/plot_global_reject.rst", "auto_examples/plot_ransac.rst", "auto_examples/plot_visualize_bad_epochs.rst", "auto_examples/sg_execution_times.rst", "explanation.rst", "faq.rst", "generated/autoreject.AutoReject.rst", "generated/autoreject.Ransac.rst", "generated/autoreject.RejectLog.rst", "generated/autoreject.compute_thresholds.rst", "generated/autoreject.get_rejection_threshold.rst", "generated/autoreject.read_auto_reject.rst", "generated/autoreject.read_reject_log.rst", "generated/autoreject.utils.set_matplotlib_defaults.rst", "generated/autoreject.validation_curve.rst", "index.rst", "whats_new.rst"], "titles": ["API Documentation", "Examples Gallery", "Automatically repair epochs", "Preprocessing workflow with <code class=\"docutils literal notranslate\"><span class=\"pre\">autoreject</span></code> and ICA", "Plot channel-level thresholds", "Find global rejection threshold", "Plotting the cross-validation curve", "Detect bad sensors using RANSAC", "Visualize bad sensors per trial", "Computation times", "Explanation", "Frequently asked questions", "autoreject.AutoReject", "autoreject.Ransac", "autoreject.RejectLog", "autoreject.compute_thresholds", "autoreject.get_rejection_threshold", "autoreject.read_auto_reject", "autoreject.read_reject_log", "autoreject.utils.set_matplotlib_defaults", "autoreject.validation_curve", "autoreject", "What\u2019s new?"], "terms": {"autom": [0, 7, 10, 13, 21], "repair": [0, 1, 3, 7, 8, 9, 12, 13, 15, 21], "m": [0, 7, 8, 21], "eeg": [0, 2, 3, 4, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 21], "class": [0, 2, 12, 13, 14], "function": [0, 1, 2, 3, 5, 7, 8, 22], "autoreject": [0, 1, 2, 4, 5, 6, 7, 8, 9, 22], "thi": [1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 21, 22], "section": [1, 3, 10, 11], "document": [1, 10, 11, 14], "i": [1, 2, 3, 5, 6, 7, 8, 10, 12, 13, 14, 15, 17, 18, 20, 21], "learn": [1, 2, 8, 21], "orient": [1, 14, 22], "show": [1, 2, 4, 6, 7, 8, 14], "off": [1, 2, 3, 4, 6, 7, 13], "some": [1, 2, 3, 7, 10], "basic": [1, 3], "find": [1, 4, 6, 9, 10, 12, 13, 16, 22], "global": [1, 6, 9, 16, 20], "reject": [1, 2, 3, 4, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16, 18, 21, 22], "threshold": [1, 2, 3, 6, 8, 9, 10, 12, 15, 16, 20, 22], "plot": [1, 2, 3, 5, 7, 8, 9, 14, 15, 16, 20, 22], "channel": [1, 2, 3, 6, 7, 8, 9, 12, 13, 14, 15, 16, 22], "level": [1, 2, 3, 9, 12, 15], "automat": [1, 7, 9, 12, 13, 15, 21], "epoch": [1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 20, 21, 22], "cross": [1, 2, 7, 8, 9, 11, 12, 16, 20], "valid": [1, 2, 8, 9, 11, 12, 16, 20], "curv": [1, 8, 9, 16, 20], "detect": [1, 3, 5, 9, 13, 21], "bad": [1, 2, 3, 4, 5, 6, 9, 12, 13, 14, 15, 16, 21, 22], "sensor": [1, 2, 3, 4, 9, 10, 12, 13, 14, 15, 16, 21], "us": [1, 2, 3, 4, 5, 6, 8, 9, 21, 22], "ransac": [1, 9, 21, 22], "preprocess": [1, 7, 9, 11, 12, 13, 14], "workflow": [1, 9, 11, 12, 14], "ica": [1, 9, 12, 14], "visual": [1, 2, 3, 5, 6, 7, 9, 12, 14], "per": [1, 9, 12, 13, 14], "trial": [1, 2, 3, 4, 7, 9, 10, 12, 14, 21], "download": [1, 2, 3, 4, 5, 6, 7, 8], "all": [1, 2, 6, 8, 10, 12, 13, 14, 15, 16, 21], "python": [1, 2, 3, 4, 5, 6, 7, 8, 21, 22], "sourc": [1, 2, 3, 4, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20], "code": [1, 2, 3, 4, 5, 6, 7, 8, 21], "auto_examples_python": 1, "zip": 1, "jupyt": [1, 2, 3, 4, 5, 6, 7, 8], "notebook": [1, 2, 3, 4, 5, 6, 7, 8], "auto_examples_jupyt": 1, "gener": [1, 2, 3, 4, 5, 6, 7, 8, 11, 12, 13, 15, 16], "sphinx": [1, 2, 3, 4, 5, 6, 7, 8, 22], "go": [2, 3, 4, 5, 6, 7, 8], "end": [2, 3, 4, 5, 6, 7, 8, 12, 14], "full": [2, 3, 4, 5, 6, 7, 8, 21], "exampl": [2, 3, 4, 5, 6, 7, 8, 21], "demonstr": [2, 3, 4, 5, 6, 7, 8], "how": [2, 3, 4, 5, 6, 7, 8], "author": [2, 3, 4, 5, 6, 7, 8], "mainak": [2, 3, 4, 5, 6, 7, 8, 10, 13, 21, 22], "ja": [2, 3, 4, 5, 6, 7, 8, 10, 13, 21, 22], "telecom": [2, 4, 5, 6, 7, 8], "paristech": [2, 4, 5, 6, 7, 8], "fr": [2, 4, 5, 6, 7, 8], "deni": [2, 8, 10, 13, 21], "A": [2, 5, 7, 8], "engemann": [2, 7, 8, 10, 13, 21], "gmail": [2, 8], "com": [2, 3, 8, 21], "licens": [2, 3, 4, 5, 6, 7, 8], "bsd": [2, 3, 4, 5, 6, 7, 8], "3": [2, 3, 4, 5, 6, 7, 8, 14, 21], "claus": [2, 3, 4, 5, 6, 7, 8], "let": [2, 4, 5, 6, 7, 8], "u": [2, 4, 5, 6, 7, 8, 21], "first": [2, 3, 4, 8], "defin": [2, 4, 6], "paramet": [2, 3, 4, 5, 8, 12, 13, 14, 15, 16, 17, 18, 19, 20, 22], "n_interpol": [2, 3, 8, 12], "ar": [2, 3, 4, 7, 8, 11, 12, 13, 14, 15, 17, 21, 22], "rho": [2, 8, 12], "valu": [2, 4, 6, 10, 12, 14, 15, 20], "we": [2, 3, 4, 5, 6, 7, 8, 10, 15, 21], "would": [2, 3, 6, 11], "like": [2, 6, 11], "try": [2, 6, 12], "consensus_perc": [2, 11], "kappa": [2, 8, 12], "see": [2, 3, 8, 10, 11, 13, 14, 21], "paper": 2, "more": [2, 3, 6, 10, 11, 13, 14, 21, 22], "inform": [2, 5], "than": [2, 3, 7, 11, 13, 14], "n": [2, 7], "total": [2, 3, 4, 5, 6, 7, 8, 9, 12], "drop": [2, 3, 5, 6, 7, 8, 14], "For": [2, 3, 7, 10, 15, 21], "rest": [2, 3], "worst": 2, "determin": [2, 4, 6, 20], "interpol": [2, 3, 7, 8, 12, 13, 14, 22], "The": [2, 3, 4, 5, 7, 8, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "exact": 2, "preselect": 2, "from": [2, 3, 4, 5, 6, 7, 8, 11, 12, 13, 16, 21], "data": [2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 21, 22], "If": [2, 3, 4, 8, 11, 12, 13, 14, 15, 16, 20, 21], "number": [2, 3, 4, 8, 12, 13, 15, 16, 20, 22], "particular": [2, 6], "less": [2, 7, 8], "import": [2, 3, 4, 5, 6, 7, 8, 21], "numpi": [2, 4, 6, 8, 21, 22], "np": [2, 4, 6, 8, 12, 13, 15, 16], "arrai": [2, 4, 12, 14, 20], "1": [2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 20, 21], "4": [2, 3, 4, 5, 6, 7, 8, 12, 13, 14, 21], "32": [2, 3, 4, 7, 8, 12], "linspac": [2, 6, 12], "0": [2, 3, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 21], "11": [2, 3, 4, 7, 8, 12, 14], "purpos": [2, 7], "shall": [2, 7], "mne": [2, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15, 16, 20, 21, 22], "sampl": [2, 3, 4, 5, 6, 7, 8, 13], "dataset": [2, 3, 4, 5, 6, 7, 8], "therefor": [2, 7], "make": [2, 3, 7, 10, 22], "relat": [2, 7], "noqa": [2, 4, 5, 6, 7, 8], "util": [2, 4, 7], "check_random_st": 2, "now": [2, 3, 4, 5, 6, 7, 8, 10, 22], "can": [2, 3, 4, 5, 6, 7, 8, 10, 12, 13, 15, 21], "requir": [2, 21, 22], "compute_threshold": [2, 4, 8, 22], "callabl": 2, "which": [2, 3, 4, 5, 6, 7, 8, 12, 16], "must": [2, 3, 12, 14, 15], "provid": [2, 11, 12, 13, 15], "comput": [2, 3, 4, 5, 6, 7, 8, 12, 15, 16, 20, 21], "set_matplotlib_default": [2, 4, 6, 7, 8], "read": [2, 3, 4, 5, 6, 7, 8, 11, 17, 18, 21], "raw": [2, 3, 4, 5, 6, 7, 8], "fif": [2, 4, 5, 6, 7, 8], "file": [2, 3, 4, 5, 6, 7, 8, 9, 12, 14], "42": [2, 3, 4, 5, 6, 7, 8], "data_path": [2, 4, 5, 6, 7], "meg_path": [2, 4, 5, 6, 7], "meg": [2, 4, 5, 6, 7, 8, 10, 12, 13, 15, 21, 22], "raw_fnam": [2, 3, 4, 5, 6, 7], "sample_audvis_filt": [2, 4, 5, 6, 7], "40_raw": [2, 4, 5, 6, 7], "io": [2, 3, 4, 5, 6, 7, 8, 22], "read_raw_fif": [2, 4, 5, 6, 7, 8], "preload": [2, 3, 4, 5, 6, 7, 8], "true": [2, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15, 16, 20], "open": [2, 4, 5, 6, 7, 8], "home": [2, 3, 4, 5, 6, 7, 8], "circleci": [2, 3, 4, 5, 6, 7, 8], "mne_data": [2, 4, 5, 6, 7], "project": [2, 3, 4, 5, 6, 7, 8], "item": [2, 3, 4, 5, 6, 7, 8], "pca": [2, 3, 4, 5, 6, 7, 8], "v1": [2, 4, 5, 6, 7, 8], "x": [2, 4, 5, 6, 7, 8, 10, 14], "102": [2, 3, 4, 5, 6, 7, 8], "idl": [2, 4, 5, 6, 7, 8], "v2": [2, 4, 5, 6, 7, 8], "v3": [2, 4, 5, 6, 7, 8], "averag": [2, 3, 4, 5, 6, 7, 8, 11], "refer": [2, 4, 5, 6, 8, 13], "60": [2, 3, 4, 5, 6, 7, 8], "rang": [2, 3, 4, 5, 6, 7, 8], "6450": [2, 4, 5, 6, 7], "48149": [2, 4, 5, 6, 7], "956": [2, 4, 5, 6, 7, 8], "320": [2, 4, 5, 6, 7], "665": [2, 4, 5, 6, 7], "sec": [2, 3, 4, 5, 6, 7, 8], "readi": [2, 4, 5, 6, 7, 8], "41699": [2, 4, 5, 6, 7], "000": [2, 3, 4, 5, 6, 7, 8], "277": [2, 4, 5, 6, 7], "709": [2, 4, 5, 6, 7], "event": [2, 3, 4, 5, 6, 7, 8], "event_fnam": [2, 4, 5, 6, 7], "ev": [2, 4, 5, 6, 7], "event_id": [2, 4, 5, 6, 7], "auditori": [2, 4, 7], "left": [2, 4, 5, 6, 7, 11], "right": [2, 4, 6, 7], "2": [2, 3, 4, 5, 6, 7, 8, 13, 14, 21], "tmin": [2, 4, 5, 6, 7, 8], "tmax": [2, 4, 5, 6, 7, 8], "5": [2, 3, 4, 5, 6, 7, 8, 14, 16], "read_ev": [2, 4, 5, 6, 7], "And": [2, 7], "pick": [2, 3, 4, 5, 6, 7, 8, 12, 13, 15, 22], "current": [2, 3, 7, 8, 10], "onli": [2, 3, 5, 7, 8, 12, 20, 22], "one": [2, 3, 7, 8], "type": [2, 3, 7, 8, 12, 15, 16, 22], "time": [2, 3, 4, 5, 6, 7, 8, 10, 13, 16], "info": [2, 3, 4, 5, 6, 7, 8, 12, 13, 15, 22], "pick_typ": [2, 4, 5, 6, 7, 8], "grad": [2, 4, 5, 7, 8, 14, 16], "fals": [2, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15, 16, 20, 22], "stim": [2, 4, 5, 6, 7, 8, 14], "eog": [2, 4, 5, 6, 7, 8, 14, 16], "includ": [2, 3, 5, 6, 7, 8, 12, 13, 15], "exclud": [2, 3, 4, 5, 6, 7, 8, 16], "creat": [2, 3, 7, 8, 14], "param": [2, 7, 12], "set": [2, 3, 7, 8, 10, 12, 13, 15, 19, 20], "none": [2, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15, 16, 20], "becaus": [2, 3, 7], "do": [2, 3, 7, 8, 10, 21], "want": [2, 3, 4, 7, 8, 10, 11, 21], "when": [2, 3, 7, 16, 21, 22], "instanti": [2, 7], "del_proj": [2, 7], "remov": [2, 3, 4, 7, 8, 12], "proj": [2, 7, 8], "don": [2, 3, 7, 22], "t": [2, 3, 7, 8, 22], "while": [2, 3, 7, 10], "baselin": [2, 3, 4, 5, 6, 7, 8], "verbos": [2, 3, 4, 5, 6, 7, 8, 12, 13, 15, 16], "detrend": [2, 3, 5, 6, 7], "intern": [2, 8, 12, 21], "doe": [2, 22], "optim": [2, 3, 6], "note": [2, 3, 5, 7, 8, 11, 12, 13, 15, 16], "design": [2, 3, 8, 12], "support": [2, 8, 12, 22], "multipl": [2, 8, 12], "pass": [2, 5, 8, 11, 12, 22], "separ": [2, 8, 12], "solut": [2, 8, 12], "each": [2, 7, 8, 10, 12, 14, 15], "combin": [2, 3, 8, 10, 12], "readili": [2, 8, 12], "clean": [2, 3, 5, 8, 10, 12, 21], "unseen": [2, 8, 12], "differ": [2, 3, 4, 8, 10, 11, 12, 22], "dure": [2, 3, 8, 12, 22], "fit": [2, 3, 7, 8, 11, 12, 13, 14], "here": [2, 3, 8], "subset": [2, 8, 13, 22], "save": [2, 3, 8, 10, 12, 14, 17, 18, 22], "thresh_method": [2, 12], "random_search": [2, 4, 12, 15], "random_st": [2, 3, 4, 6, 8, 12, 13, 15, 16], "transform": [2, 3, 11, 12, 22], "done": [2, 3, 7, 8], "compat": [2, 7, 22], "portion": 2, "need": [2, 11], "epochs_clean": [2, 7, 12, 21], "evoked_clean": [2, 7], "evok": [2, 3, 7, 8], "run": [2, 3, 4, 5, 6, 7, 8, 11, 15, 22], "ch_type": [2, 3, 8, 16, 22], "augment": [2, 3, 4, 8, 15, 22], "204": 2, "00": [2, 3, 4, 7, 8, 9], "": [2, 3, 4, 5, 6, 7, 8, 11], "19": [2, 3, 4, 7, 8, 9], "10": [2, 3, 4, 5, 7, 8, 12, 21], "23it": [2, 3, 8], "24": [2, 3, 4, 7, 8, 21], "8": [2, 3, 4, 6, 7, 8, 21], "17it": [2, 3, 7, 8], "26": [2, 3, 4, 7, 8], "7": [2, 3, 4, 7, 8], "65it": [2, 3, 4, 7, 8], "27": [2, 3, 4, 7, 8], "32it": [2, 3, 7, 8], "29": [2, 3, 4, 7, 8], "6": [2, 3, 4, 5, 6, 7, 8, 11, 14, 21], "84it": [2, 3, 4, 7, 8], "31": [2, 3, 4, 7, 8, 9], "35it": [2, 3, 8], "01": [2, 3, 4, 7, 8, 9], "05it": [2, 3, 8], "33": [2, 3, 4, 7, 8], "9": [2, 3, 4, 6, 7, 8, 13], "83it": [2, 3, 4, 7, 8], "94it": [2, 3, 8], "89it": [2, 3, 8], "12": [2, 3, 4, 5, 7, 8, 14], "02": [2, 3, 4, 7, 8, 9], "76it": [2, 3, 4, 7, 8], "13": [2, 3, 4, 7, 8], "74it": [2, 3, 4, 7, 8], "14": [2, 3, 4, 7, 8], "80it": [2, 3, 4, 7, 8], "15": [2, 3, 4, 7, 8, 20], "73it": [2, 3, 4, 8], "16": [2, 3, 4, 7, 8], "17": [2, 3, 4, 5, 7, 8], "82it": [2, 3, 4, 7, 8], "18": [2, 3, 4, 7, 8], "03": [2, 3, 4, 7, 8], "79it": [2, 3, 4, 7, 8], "20": [2, 3, 4, 7, 8, 21], "72it": [2, 3, 4, 7, 8], "21": [2, 3, 4, 7, 8, 9], "22": [2, 3, 4, 7, 8], "69it": [2, 3, 4, 7, 8], "23": [2, 3, 4, 7, 8], "04": [2, 3, 4, 7, 8, 9], "25": [2, 3, 4, 7, 8, 13, 14], "66it": [2, 3, 7, 8], "59it": [2, 3, 4, 7, 8], "53it": [2, 3, 8], "28": [2, 3, 4, 7, 8, 9], "48it": [2, 3, 8], "05": [2, 3, 4, 5, 7, 8], "44it": [2, 3, 8], "30": [2, 3, 4, 6, 7, 8], "39it": [2, 3, 8], "36it": [2, 3, 8], "38it": [2, 3, 7, 8], "45it": [2, 3, 8], "34": [2, 3, 4, 7, 8], "06": [2, 3, 4, 7, 8, 9], "35": [2, 3, 4, 7, 8], "41it": [2, 3, 4, 7, 8], "36": [2, 3, 4, 7, 8], "46it": [2, 3, 7, 8], "37": [2, 3, 4, 7, 8], "52it": [2, 3, 8], "38": [2, 3, 4, 7, 8], "51it": [2, 3, 4, 8], "39": [2, 3, 4, 7, 8], "40": [2, 3, 4, 5, 6, 7, 8], "07": [2, 3, 4, 7, 8], "58it": [2, 3, 8], "41": [2, 3, 4, 7, 8], "54it": [2, 3, 7, 8], "43": [2, 3, 4, 7, 8], "44": [2, 3, 4, 7, 8], "63it": [2, 3, 7, 8], "45": [2, 3, 4, 7, 8], "67it": [2, 3, 4, 7, 8], "46": [2, 3, 4, 7, 8], "08": [2, 3, 4, 7, 8], "47": [2, 3, 4, 7, 8], "71it": [2, 3, 4, 7, 8], "48": [2, 3, 4, 7, 8], "49": [2, 3, 4, 7, 8], "77it": [2, 3, 4, 7, 8], "50": [2, 3, 4, 7, 8, 13], "75it": [2, 3, 4, 7, 8], "51": [2, 3, 4, 7, 8], "52": [2, 3, 4, 7, 8], "09": [2, 3, 4, 7, 8, 9], "64it": [2, 3, 8], "53": [2, 3, 4, 7, 8], "54": [2, 3, 4, 7, 8], "60it": [2, 3, 4, 7, 8], "55": [2, 3, 4, 7, 8], "56": [2, 3, 4, 7, 8, 9], "57": [2, 3, 4, 7, 8], "62it": [2, 3, 4, 8], "58": [2, 3, 4, 7, 8], "59": [2, 3, 4, 7, 8], "61": [2, 3, 4, 7, 8], "62": [2, 3, 4, 7, 8], "63": [2, 3, 4, 7, 8], "64": [2, 3, 4, 7, 8], "70it": [2, 3, 4, 8], "65": [2, 3, 4, 7, 8], "66": [2, 3, 4, 7, 8], "67": [2, 3, 4, 7, 8], "68": [2, 3, 4, 7, 8], "69": [2, 3, 4, 7, 8], "70": [2, 3, 4, 7, 8], "71": [2, 3, 4, 7, 8], "72": [2, 3, 4, 7, 8], "73": [2, 3, 4, 6, 8], "74": [2, 3, 4, 7, 8], "75": [2, 3, 4, 5, 7, 8, 13], "76": [2, 3, 4, 7, 8], "77": [2, 3, 4, 8], "78": [2, 3, 4, 7, 8], "86it": [2, 3, 7, 8], "79": [2, 3, 4, 7, 8], "90it": [2, 3, 8], "80": [2, 3, 4, 7, 8], "87it": [2, 3, 7, 8], "81": [2, 3, 4, 7, 8], "82": [2, 3, 4, 7, 8], "83": [2, 3, 4, 7, 8], "84": [2, 3, 4, 7, 8], "85": [2, 3, 4, 7, 8], "85it": [2, 3, 4, 7, 8], "86": [2, 3, 4, 7, 8], "87": [2, 3, 4, 8], "88": [2, 3, 4, 7, 8], "78it": [2, 3, 4, 7, 8], "89": [2, 3, 4, 7, 8], "90": [2, 3, 4, 7, 8], "91": [2, 3, 4, 7, 8], "92": [2, 3, 4, 7, 8], "93": [2, 3, 4, 7, 8], "94": [2, 3, 4, 7, 8], "95": [2, 3, 4, 8], "96": [2, 3, 4, 7, 8], "97": [2, 3, 4, 7, 8], "98": [2, 3, 4, 7, 8], "99": [2, 3, 4, 7, 8], "100": [2, 3, 4, 7, 8], "101": [2, 3, 4, 8], "103": [2, 3, 4], "104": [2, 4, 8], "105": [2, 3, 4, 8], "106": [2, 4, 6, 8], "107": [2, 3, 4, 8], "68it": [2, 3, 4, 7, 8], "108": [2, 3, 4, 8], "109": [2, 3, 4, 8], "110": [2, 3, 4, 8], "111": [2, 3, 4, 8], "112": [2, 3, 4, 8], "113": [2, 4, 8], "114": [2, 3, 4, 8], "115": [2, 3, 4, 7, 8, 22], "116": [2, 3, 4, 8], "117": [2, 3, 4, 8], "118": [2, 3, 4, 8], "119": [2, 3, 4, 8], "120": [2, 3, 4, 8, 22], "121": [2, 3, 4, 8], "122": [2, 3, 4, 8, 22], "123": [2, 3, 4, 8], "124": [2, 3, 4, 8], "125": [2, 3, 4, 8], "81it": [2, 3, 4, 7, 8], "126": [2, 3, 4], "127": [2, 3, 4, 8], "128": [2, 4, 8], "129": [2, 3, 4, 8, 22], "130": [2, 3, 4, 8, 22], "131": [2, 3, 4, 8], "132": [2, 3, 4, 8], "133": [2, 3, 4, 8], "134": [2, 4, 8], "91it": [2, 3, 8], "135": [2, 4, 8], "95it": [2, 3, 8], "136": [2, 3, 4, 8], "99it": [2, 3, 7, 8], "137": [2, 4, 8], "02it": [2, 3, 8], "138": [2, 3, 4, 8, 22], "139": [2, 3, 4, 8], "06it": [2, 3, 4, 7, 8], "140": [2, 3, 4, 8, 22], "03it": [2, 3, 8], "141": [2, 3, 4, 8], "142": [2, 4, 8], "143": [2, 4, 8], "144": [2, 3, 4, 8], "145": [2, 3, 4, 8], "146": [2, 3, 4, 8], "147": [2, 3, 4], "148": [2, 3, 4, 8], "149": [2, 3, 4, 8], "150": [2, 3, 4, 8], "151": [2, 3, 4, 8], "92it": [2, 3, 7, 8], "152": [2, 4, 8, 22], "88it": [2, 3, 7, 8], "153": [2, 4], "154": [2, 4, 8], "96it": [2, 3, 8], "155": [2, 4, 8], "156": [2, 4, 8], "157": [2, 3, 4, 8], "158": [2, 4, 8], "159": [2, 3, 4, 7, 8, 10, 21], "160": [2, 4, 8], "161": [2, 3, 4, 8], "162": [2, 4], "163": [2, 3, 4, 8], "164": [2, 3, 4], "165": [2, 4, 8], "166": [2, 4, 8], "167": [2, 3, 4, 8], "168": [2, 4, 8], "169": [2, 4, 8], "170": [2, 4, 7, 8], "171": [2, 4, 8], "172": [2, 4, 8], "173": [2, 4, 8], "174": [2, 4, 8], "175": [2, 4, 8], "176": [2, 4, 8], "177": [2, 4, 8, 22], "178": [2, 4, 8], "179": [2, 3, 4, 8], "180": [2, 4, 8], "181": [2, 4, 8], "182": [2, 4, 8], "183": [2, 4, 8], "184": [2, 3, 4, 8], "185": [2, 4, 8], "186": [2, 3, 4, 8], "187": [2, 4, 8], "188": [2, 4, 8], "189": [2, 4], "190": [2, 4, 8], "191": [2, 4, 8], "192": [2, 4, 8], "193": [2, 4, 8, 22], "194": [2, 4, 8], "195": [2, 4, 8], "196": [2, 4, 8], "197": [2, 4, 8], "198": [2, 4], "199": [2, 3, 4], "200": [2, 3, 4, 6, 7, 8], "201": [2, 4, 9], "202": [2, 4], "203": [2, 4, 22], "31it": [2, 3, 8], "10it": [2, 3, 8], "15it": [2, 3, 7, 8], "18it": [2, 3, 8], "22it": [2, 3, 8], "25it": [2, 3, 8], "27it": [2, 3, 7, 8], "28it": [2, 3, 8], "29it": [2, 3, 8], "30it": [2, 3, 8], "33it": [2, 3, 4, 8], "34it": [2, 3, 8], "11it": [2, 3, 7, 8], "13it": [2, 3, 8], "14it": [2, 3, 8], "08it": [2, 3, 8], "37it": [2, 3, 8], "43it": [2, 3, 7, 8], "50it": [2, 3, 7, 8], "47it": [2, 3, 4, 8], "n_interp": [2, 3, 8], "40it": [2, 3, 8], "56it": [2, 3, 7, 8], "01it": [2, 3, 8], "09it": [2, 3, 8], "24it": [2, 3, 8], "61it": [2, 3, 7, 8], "98it": [2, 3, 8], "04it": [2, 3, 8], "07it": [2, 3, 8], "12it": [2, 3, 7, 8], "19it": [2, 3, 8], "26it": [2, 3, 8], "42it": [2, 3, 4, 8], "49it": [2, 3, 8], "fold": [2, 3, 8, 10], "97it": [2, 3, 7, 8], "93it": [2, 3, 7, 8], "57it": [2, 3, 7, 8], "20it": [2, 3, 8], "55it": [2, 3, 4, 8], "21it": [2, 3, 4, 7, 8], "estim": [2, 3, 5, 6, 8, 12, 16, 22], "consensu": [2, 3, 8, 12, 13], "No": [2, 3, 8, 11], "were": [2, 3, 8, 11], "found": [2, 3, 8], "your": [2, 3, 5, 8, 10, 21], "return": [2, 3, 8, 12, 13, 14, 15, 16, 17, 18, 20, 22], "copi": [2, 3, 8, 21], "you": [2, 3, 4, 5, 8, 11, 21], "mai": [2, 3, 8, 11], "have": [2, 3, 4, 8, 10, 13, 16, 21], "been": [2, 3, 8], "pick_channel": [2, 3, 5, 7, 8], "legaci": [2, 3, 5, 7, 8], "new": [2, 3, 5, 7, 8, 14], "should": [2, 3, 5, 7, 8, 10, 21], "inst": [2, 3, 5, 7, 8], "manual": [2, 3, 6, 7], "mark": [2, 3, 4, 7, 12, 14, 16], "just": [2, 7], "2443": [2, 7], "result": [2, 3, 5, 7, 22], "matplotlib": [2, 3, 4, 6, 7, 8, 14, 19, 21], "pyplot": [2, 3, 4, 6, 7, 8, 19], "plt": [2, 3, 4, 6, 7, 8, 14, 19], "fig": [2, 7, 14], "ax": [2, 3, 5, 7, 8, 14, 22], "subplot": [2, 7], "figsiz": [2, 4, 6, 7], "tick_param": [2, 4, 6, 7], "axi": [2, 4, 6, 7, 8, 14], "both": [2, 4, 6, 7, 10], "bottom": [2, 4, 6, 7, 8], "top": [2, 4, 6, 7], "y": [2, 4, 6, 7, 14, 20], "ylim": [2, 7, 8], "dict": [2, 3, 7, 8, 12, 14, 15, 16], "set_titl": [2, 7], "befor": [2, 3, 7, 8], "after": [2, 3, 7, 8], "tight_layout": [2, 4, 6, 7], "plot_auto_repair": [2, 9], "py": [2, 3, 4, 5, 6, 7, 8, 9, 21], "userwarn": [2, 4, 7], "figur": [2, 3, 4, 5, 6, 7, 8, 14, 22], "so": [2, 3, 7, 8, 22], "might": [2, 5, 7], "incorrect": [2, 7], "To": [2, 7, 21], "thing": [2, 7], "up": [2, 3, 5, 7, 8], "also": [2, 3, 6, 7, 8, 12, 15, 21, 22], "heatmap": [2, 7], "get_reject_log": [2, 3, 11, 12], "size": [2, 3, 5, 8], "1200x600": [2, 3], "script": [2, 3, 4, 5, 6, 7, 8, 21], "minut": [2, 3, 4, 5, 6, 7, 8], "742": [2, 9], "second": [2, 3, 4, 5, 6, 7, 8], "ipynb": [2, 3, 4, 5, 6, 7, 8], "galleri": [2, 3, 4, 5, 6, 7, 8], "discuss": [3, 11], "decis": 3, "about": 3, "step": [3, 13], "tldr": 3, "recommend": [3, 21], "local": 3, "suppli": 3, "artifact": [3, 5, 7, 10, 11, 13, 21], "free": 3, "algorithm": [3, 13, 22], "robust": [3, 13], "final": [3, 4, 5, 8], "again": 3, "alex": [3, 22], "rockhil": [3, 22], "aprockhil": 3, "mailbox": 3, "org": [3, 21], "mja": 3, "mgh": 3, "harvard": 3, "edu": 3, "apoorva": 3, "karek": 3, "apoorvak": 3, "uoregon": 3, "sphinx_gallery_thumbnail_numb": [3, 8], "state": 3, "parkinson": 3, "patient": 3, "openneuro": [3, 8, 21], "instal": [3, 8], "command": 3, "pip": [3, 8, 21], "o": [3, 6, 8], "ds002778": 3, "id": [3, 8], "subject_id": [3, 8], "pd14": 3, "target_dir": [3, 8], "path": [3, 8], "join": [3, 7, 8], "dirnam": [3, 8], "__file__": [3, 8], "makedir": [3, 8], "exist_ok": [3, 8], "f": [3, 7, 8], "sub": [3, 8], "se": [3, 8], "hello": [3, 8], "2023": [3, 8], "great": [3, 8], "pleas": [3, 4, 8, 11, 21], "report": [3, 8], "problem": [3, 8], "bug": [3, 8], "http": [3, 8, 21], "github": [3, 8, 21], "hoechenberg": [3, 8], "issu": [3, 8, 21], "prepar": [3, 7, 8], "travers": [3, 8], "directori": [3, 8], "entiti": [3, 8], "retriev": [3, 8], "concurr": [3, 8], "particip": [3, 8], "json": [3, 8], "24k": [3, 8], "b": [3, 8], "tsv": [3, 8], "62k": 3, "readm": [3, 8], "00b": 3, "pd14_se": 3, "off_task": 3, "rest_ev": 3, "dataset_descript": [3, 8], "chang": [3, 8, 22], "rest_eeg": 3, "471": 3, "rest_beh": 3, "rest_channel": 3, "22k": [3, 8], "off_scan": 3, "bdf": 3, "5m": [3, 8], "26m": 3, "7mb": [3, 8], "88m": 3, "9mb": [3, 8], "59m": 3, "0mb": [3, 8], "3m": [3, 8], "1m": [3, 8], "1mb": [3, 8], "9m": [3, 8], "4mb": [3, 8], "finish": [3, 8], "enjoi": [3, 8], "brain": [3, 8], "load": [3, 4, 8, 22], "sinc": 3, "regularli": 3, "space": 3, "In": [3, 6, 12, 13, 14, 15, 21], "eyeblink": [3, 8], "contamin": 3, "overal": 3, "typic": 3, "read_raw_bdf": 3, "dig_montag": 3, "make_standard_montag": 3, "biosemi32": 3, "drop_channel": 3, "ch": 3, "ch_name": [3, 7, 14], "set_montag": 3, "standard": [3, 7, 13], "montag": 3, "make_fixed_length_epoch": 3, "durat": 3, "plot_joint": 3, "extract": [3, 4], "edf": 3, "structur": 3, "149503": 3, "291": 3, "998": 3, "Not": [3, 8], "metadata": [3, 8], "match": [3, 8], "correct": [3, 8, 22], "appli": [3, 8, 10], "activ": [3, 8], "1536": 3, "origin": [3, 6, 7, 8, 10, 13], "point": [3, 6, 8], "projector": [3, 8], "specifi": [3, 16, 22], "consid": [3, 4, 12], "method": [3, 4, 7, 8, 13, 15, 22], "self": [3, 12, 13], "add_proj": 3, "800x420": 3, "ll": 3, "naiv": 3, "our": [3, 4, 10], "As": 3, "mani": 3, "caus": [3, 5], "lot": 3, "being": 3, "lost": 3, "look": 3, "fairli": 3, "alreadi": [3, 12, 14], "few": 3, "start": [3, 8, 21], "wa": [3, 11, 22], "check": [3, 8, 21, 22], "low": [3, 5], "n_job": [3, 6, 7, 8, 12, 13, 15, 20, 22], "epochs_ar": [3, 8], "reject_log": [3, 8, 11, 12, 18, 22], "return_log": [3, 8, 12], "00it": [3, 8], "229": 3, "227": [3, 22], "226": 3, "234": 3, "16it": [3, 8], "bad_epoch": [3, 14], "scale": [3, 4, 6, 7, 8, 13, 14], "100e": 3, "plot_autoreject_workflow": [3, 9], "futurewarn": [3, 8], "default": [3, 8, 12, 13, 14, 15, 16, 19, 20, 22], "deprec": [3, 8], "suppress": [3, 8, 12, 13, 15, 16], "warn": [3, 4, 8], "2d": 3, "backend": 3, "mnebrowsefigur": [3, 8], "800x800": [3, 8], "log": [3, 12, 14, 18, 22], "horizont": [3, 14], "veri": 3, "valuabl": 3, "experi": 3, "limit": 3, "take": [3, 5, 10, 11], "reduc": 3, "slow": 3, "drift": 3, "could": 3, "care": 3, "spread": 3, "sharp": 3, "frequenc": [3, 5, 8], "transient": 3, "distort": 3, "phase": [3, 8], "signal": [3, 4, 10], "most": 3, "respons": 3, "potenti": [3, 4, 11], "analys": 3, "interest": 3, "seri": 3, "base": [3, 5, 12, 13, 14], "analysi": [3, 7, 13], "fourier": 3, "avoid": 3, "instead": 3, "l_freq": 3, "h_freq": 3, "contigu": [3, 8], "segment": [3, 8], "hz": [3, 5, 8], "fir": [3, 8], "zero": [3, 8], "non": [3, 8], "causal": [3, 8], "window": [3, 8], "domain": [3, 8], "firwin": [3, 8], "ham": [3, 8], "0194": [3, 8], "passband": [3, 8], "rippl": [3, 8], "db": [3, 8], "stopband": [3, 8], "attenu": [3, 8], "lower": [3, 8, 13], "edg": [3, 8], "transit": [3, 8], "bandwidth": [3, 8], "cutoff": [3, 8], "length": [3, 7, 8, 13], "1691": 3, "303": 3, "parallel": [3, 7, 13, 15, 20], "task": [3, 7], "elaps": [3, 7], "220": 3, "221": 3, "222": 3, "253": 3, "262": [3, 8], "inflat": 3, "peak": [3, 6, 12], "amplitud": 3, "an": [3, 7, 13, 14, 21, 22], "upward": 3, "align": 3, "independ": 3, "compon": [3, 7], "depend": [3, 21], "front": 3, "head": [3, 7], "skip": 3, "previou": 3, "howev": [3, 5, 10], "increas": [3, 8], "amount": [3, 5], "usabl": 3, "spatial": 3, "downscal": 3, "affect": [3, 22], "work": [3, 7, 21, 22], "best": [3, 6, 8, 10], "henc": 3, "benefit": 3, "select": [3, 4, 8, 11, 16], "took": 3, "fastica": 3, "iter": [3, 7, 20], "113664": 3, "avail": [3, 15], "exclus": 3, "mdash": 3, "below": [3, 21], "effect": 3, "made": 3, "blink": 3, "saccad": 3, "plot_compon": 3, "plot_overlai": 3, "instanc": [3, 12, 13, 14, 15, 17, 18, 19, 20], "out": [3, 21], "back": 3, "especi": 3, "heavi": 3, "lift": 3, "There": 3, "isn": 3, "huge": 3, "view": 3, "had": 3, "still": [3, 11], "stereotyp": 3, "weren": 3, "abl": 3, "pop": 3, "exponenti": 3, "rc": 3, "decai": 3, "muscl": 3, "jaw": 3, "clench": 3, "gross": 3, "movement": 3, "impact": 3, "These": [3, 4], "what": [3, 11], "follow": [3, 10, 21], "help": 3, "228": 3, "251": 3, "292": [3, 7, 8, 22], "263": [3, 8], "213": 3, "267": [3, 22], "215": 3, "268": [3, 8, 22], "212": [3, 22], "271": [3, 8], "216": 3, "even": 3, "statist": 3, "burst": 3, "why": 3, "next": [3, 6], "compar": [3, 10], "against": [3, 6], "evoked_bad": 3, "1e6": [3, 6, 8], "r": [3, 4, 6, 8], "zorder": 3, "gca": [3, 8], "640x480": [3, 8], "last": 3, "option": [3, 21, 22], "inspect": 3, "retain": [3, 10], "list": [3, 4, 7, 8, 11, 12, 13, 14, 15, 16, 21, 22], "qualiti": [3, 19], "assur": 3, "metric": 3, "modifi": 3, "print": [3, 5, 7], "len": [3, 7, 8, 12], "274": [3, 8], "forget": 3, "long": [3, 8], "possibl": [3, 10], "lead": [3, 12], "longer": 3, "fine": [3, 21], "grain": 3, "control": 3, "over": [3, 4, 8, 10], "construct": 3, "shorter": 3, "annot": 3, "emphas": 3, "subsitut": 3, "irrespect": 3, "highli": 3, "user": [3, 16, 21, 22], "further": [3, 22], "902": [3, 9], "wise": 4, "trigger": [4, 8], "search": 4, "candid": [4, 6, 10], "get": [4, 5, 6, 7, 12, 21], "dictionari": [4, 5, 6, 16, 21], "thresh": [4, 15, 20], "ignor": 4, "them": [4, 7, 8, 13], "histogram": 4, "verifi": 4, "inde": [4, 11], "unit": [4, 6, 8], "ft": 4, "cm": 4, "1e13": 4, "hist": 4, "color": [4, 6], "g": [4, 12, 13, 15, 16], "alpha": 4, "xlabel": [4, 6, 8], "ylabel": [4, 6, 8], "xlim": [4, 6], "950": 4, "492": [4, 8, 9], "plot_channel_threshold": [4, 9], "get_rejection_threshold": [5, 6, 21, 22], "decim": [5, 8, 16], "everi": [5, 14, 16], "nth": [5, 16], "slice": [5, 12, 13, 15, 16], "speed": 5, "rate": 5, "high": 5, "peaki": 5, "fast": 5, "timecours": 5, "almost": 5, "alwai": 5, "benefici": 5, "decreas": 5, "accuraci": 5, "242": 5, "runtimewarn": [5, 8], "measur": [5, 11], "indic": [5, 12, 13, 15], "07687377929688": 5, "alias": 5, "mag": [5, 8, 14, 16], "284586001851895e": 5, "0357642173052411e": 5, "844322373549318e": 5, "559782003227096e": 5, "drop_bad": 5, "001": 5, "002": 5, "003": [5, 8], "006": 5, "007": 5, "014": 5, "015": 5, "061": 5, "025": 5, "008": 5, "004": 5, "1331": 5, "016": 5, "024": 5, "640x500": 5, "749": [5, 9], "plot_estimate_global_reject": [5, 9], "case": [6, 11], "mu": [6, 10], "v": [6, 8, 10], "param_rang": [6, 20, 22], "40e": [6, 8], "200e": 6, "validation_curv": [6, 22], "root": 6, "mean": [6, 8, 10], "squar": [6, 14], "rmse": 6, "under": 6, "hood": 6, "_globalautoreject": 6, "e": [6, 10, 12, 13, 15, 16], "_": 6, "test_scor": [6, 20], "cv": [6, 12, 16, 20], "return_param_rang": [6, 20], "best_thresh": 6, "argmin": [6, 8], "effici": [6, 12], "bayesian": 6, "reject2": 6, "human_thresh": 6, "80e": 6, "human": 6, "e24a33": 6, "348abd": 6, "988ed5": 6, "k": [6, 7, 10], "markerfacecolor": 6, "w": 6, "markeredgewidth": 6, "linewidth": [6, 8], "markeredgecolor": 6, "markers": 6, "label": [6, 14, 20], "score": [6, 11, 20], "axvlin": 6, "auto": [6, 14], "linestyl": 6, "bay": 6, "opt": 6, "legend": 6, "loc": 6, "upper": [6, 8], "526": [6, 9], "plot_global_reject": [6, 9], "prep": [7, 13, 21], "pipelin": [7, 13, 21], "implement": [7, 13, 21, 22], "extens": 7, "well": [7, 8], "bigd": [7, 13], "shamlo": [7, 13], "mullen": 7, "koth": 7, "c": [7, 8, 21], "su": 7, "robbin": 7, "2015": [7, 13], "larg": [7, 13], "frontier": [7, 13], "neuroinformat": [7, 13], "d": 7, "bekhti": [7, 10, 13, 21], "raimondo": [7, 10, 13, 21], "gramfort": [7, 10, 13, 21, 22], "2017": [7, 10, 21], "neuroimag": [7, 10, 21], "417": [7, 10, 21], "429": [7, 10, 21], "familiar": 7, "fit_transform": [7, 8, 12, 21], "interpolate_bad": 7, "3min": 7, "radiu": 7, "mm": 7, "dot": [7, 22], "product": [7, 22], "map": [7, 10], "matrix": 7, "truncat": 7, "omit": 7, "0001": 7, "4e": [7, 14], "bad_chs_": [7, 13], "0722": 7, "0813": 7, "0812": 7, "0822": 7, "0912": 7, "0942": 7, "0943": 7, "1013": 7, "1023": 7, "1022": 7, "1032": 7, "1422": 7, "1633": 7, "Then": [7, 10], "plot_ransac": [7, 9], "ii": 7, "imshow": [7, 14], "bad_log": 7, "cmap": [7, 8], "red": [7, 8], "nearest": 7, "grid": 7, "set_xlabel": 7, "set_ylabel": 7, "setp": 7, "xtick": [7, 8], "xticklabel": 7, "get_yticklabel": 7, "rotat": 7, "get_xticklabel": 7, "rect": [7, 8], "868": [7, 9], "openfmri": 8, "host": 8, "ds000117": 8, "format": [8, 11, 12], "subject": 8, "490": 8, "374": 8, "704": 8, "1056": 8, "1066": 8, "333": 8, "79k": 8, "92k": 8, "07k": 8, "16_se": 8, "meg_scan": 8, "475": 8, "meg_task": 8, "facerecognition_run": 8, "01_event": 8, "19k": 8, "03_event": 8, "02_event": 8, "06k": 8, "01_meg": 8, "824m": 8, "facerecognition_channel": 8, "0k": 8, "831k": 8, "51mb": 8, "06_event": 8, "02_meg": 8, "835m": 8, "62m": 8, "90mb": 8, "meg_headshap": 8, "po": 8, "815k": 8, "61mb": 8, "06_meg": 8, "822m": 8, "03_meg": 8, "832m": 8, "05_event": 8, "15k": 8, "521k": 8, "24mb": 8, "39m": 8, "84mb": 8, "53m": 8, "67mb": 8, "513k": 8, "11mb": 8, "06m": 8, "77mb": 8, "02m": 8, "76mb": 8, "00m": 8, "89mb": 8, "17m": 8, "facerecognition_meg": 8, "67k": 8, "95mb": 8, "57m": 8, "18mb": 8, "48m": 8, "80mb": 8, "meg_coordsystem": 8, "81k": 8, "74m": 8, "55mb": 8, "94m": 8, "32mb": 8, "07m": 8, "12mb": 8, "98m": 8, "93mb": 8, "29m": 8, "53mb": 8, "97m": 8, "08mb": 8, "63m": 8, "38mb": 8, "56mb": 8, "02mb": 8, "16m": 8, "30m": 8, "30mb": 8, "04_meg": 8, "830m": 8, "27m": 8, "6mb": 8, "93m": 8, "10mb": 8, "87m": 8, "98mb": 8, "24m": 8, "19mb": 8, "533k": 8, "45mb": 8, "28m": 8, "96mb": 8, "45m": 8, "79mb": 8, "84m": 8, "94mb": 8, "05m": 8, "47mb": 8, "11m": 8, "78mb": 8, "69mb": 8, "58m": 8, "48mb": 8, "42m": 8, "67m": 8, "72mb": 8, "56m": 8, "71mb": 8, "13m": 8, "57mb": 8, "99m": 8, "82mb": 8, "2m": 8, "92mb": 8, "22m": 8, "66mb": 8, "03mb": 8, "55m": 8, "62mb": 8, "77m": 8, "66m": 8, "50mb": 8, "91m": 8, "10m": 8, "44mb": 8, "43mb": 8, "19m": 8, "82m": 8, "22mb": 8, "0m": 8, "83m": 8, "72m": 8, "36mb": 8, "68m": 8, "46mb": 8, "42mb": 8, "35mb": 8, "34m": 8, "69m": 8, "86m": 8, "27mb": 8, "44m": 8, "75m": 8, "31mb": 8, "8m": 8, "25mb": 8, "37m": 8, "28mb": 8, "07mb": 8, "26mb": 8, "7m": 8, "23mb": 8, "89m": 8, "05mb": 8, "78m": 8, "6m": 8, "34mb": 8, "4m": 8, "33mb": 8, "37mb": 8, "39mb": 8, "59mb": 8, "41mb": 8, "73mb": 8, "40mb": 8, "49mb": 8, "29mb": 8, "54mb": 8, "58mb": 8, "60mb": 8, "20mb": 8, "17mb": 8, "06mb": 8, "16mb": 8, "04mb": 8, "21mb": 8, "70mb": 8, "52mb": 8, "01mb": 8, "97mb": 8, "100m": 8, "15mb": 8, "101m": 8, "102m": 8, "103m": 8, "104m": 8, "105m": 8, "106m": 8, "63mb": 8, "107m": 8, "108m": 8, "109m": 8, "110m": 8, "111m": 8, "112m": 8, "113m": 8, "114m": 8, "115m": 8, "116m": 8, "117m": 8, "118m": 8, "119m": 8, "120m": 8, "121m": 8, "122m": 8, "123m": 8, "124m": 8, "125m": 8, "126m": 8, "127m": 8, "128m": 8, "129m": 8, "130m": 8, "131m": 8, "132m": 8, "133m": 8, "134m": 8, "135m": 8, "136m": 8, "137m": 8, "138m": 8, "139m": 8, "140m": 8, "141m": 8, "142m": 8, "143m": 8, "144m": 8, "145m": 8, "146m": 8, "147m": 8, "148m": 8, "149m": 8, "150m": 8, "151m": 8, "152m": 8, "153m": 8, "154m": 8, "155m": 8, "156m": 8, "157m": 8, "158m": 8, "159m": 8, "160m": 8, "161m": 8, "162m": 8, "163m": 8, "164m": 8, "165m": 8, "166m": 8, "167m": 8, "168m": 8, "169m": 8, "170m": 8, "171m": 8, "172m": 8, "173m": 8, "174m": 8, "175m": 8, "176m": 8, "177m": 8, "14mb": 8, "178m": 8, "13mb": 8, "179m": 8, "180m": 8, "181m": 8, "182m": 8, "183m": 8, "184m": 8, "185m": 8, "186m": 8, "187m": 8, "188m": 8, "189m": 8, "190m": 8, "191m": 8, "192m": 8, "193m": 8, "194m": 8, "195m": 8, "196m": 8, "197m": 8, "198m": 8, "199m": 8, "200m": 8, "201m": 8, "202m": 8, "203m": 8, "204m": 8, "205m": 8, "206m": 8, "207m": 8, "208m": 8, "209m": 8, "210m": 8, "211m": 8, "212m": 8, "213m": 8, "214m": 8, "215m": 8, "216m": 8, "217m": 8, "218m": 8, "219m": 8, "220m": 8, "221m": 8, "222m": 8, "223m": 8, "224m": 8, "225m": 8, "226m": 8, "227m": 8, "228m": 8, "229m": 8, "230m": 8, "231m": 8, "232m": 8, "233m": 8, "234m": 8, "235m": 8, "236m": 8, "237m": 8, "238m": 8, "239m": 8, "240m": 8, "241m": 8, "242m": 8, "243m": 8, "244m": 8, "245m": 8, "246m": 8, "247m": 8, "248m": 8, "249m": 8, "250m": 8, "251m": 8, "252m": 8, "253m": 8, "254m": 8, "255m": 8, "256m": 8, "257m": 8, "258m": 8, "259m": 8, "260m": 8, "261m": 8, "262m": 8, "263m": 8, "264m": 8, "265m": 8, "266m": 8, "267m": 8, "09mb": 8, "268m": 8, "88mb": 8, "269m": 8, "270m": 8, "271m": 8, "272m": 8, "273m": 8, "274m": 8, "275m": 8, "276m": 8, "277m": 8, "278m": 8, "279m": 8, "280m": 8, "281m": 8, "282m": 8, "283m": 8, "284m": 8, "285m": 8, "286m": 8, "287m": 8, "288m": 8, "289m": 8, "290m": 8, "291m": 8, "292m": 8, "293m": 8, "294m": 8, "295m": 8, "296m": 8, "297m": 8, "298m": 8, "299m": 8, "300m": 8, "301m": 8, "302m": 8, "00mb": 8, "303m": 8, "85mb": 8, "304m": 8, "91mb": 8, "305m": 8, "306m": 8, "65mb": 8, "307m": 8, "74mb": 8, "87mb": 8, "308m": 8, "309m": 8, "64mb": 8, "310m": 8, "311m": 8, "312m": 8, "313m": 8, "314m": 8, "315m": 8, "68mb": 8, "316m": 8, "317m": 8, "318m": 8, "319m": 8, "320m": 8, "321m": 8, "322m": 8, "323m": 8, "324m": 8, "325m": 8, "326m": 8, "327m": 8, "328m": 8, "329m": 8, "330m": 8, "331m": 8, "332m": 8, "86mb": 8, "333m": 8, "334m": 8, "335m": 8, "336m": 8, "337m": 8, "338m": 8, "339m": 8, "83mb": 8, "340m": 8, "341m": 8, "342m": 8, "75mb": 8, "343m": 8, "99mb": 8, "344m": 8, "345m": 8, "81mb": 8, "346m": 8, "347m": 8, "348m": 8, "349m": 8, "350m": 8, "351m": 8, "352m": 8, "353m": 8, "354m": 8, "355m": 8, "356m": 8, "357m": 8, "358m": 8, "359m": 8, "360m": 8, "361m": 8, "362m": 8, "363m": 8, "364m": 8, "365m": 8, "366m": 8, "367m": 8, "368m": 8, "369m": 8, "370m": 8, "371m": 8, "372m": 8, "373m": 8, "374m": 8, "375m": 8, "376m": 8, "377m": 8, "378m": 8, "379m": 8, "380m": 8, "381m": 8, "382m": 8, "383m": 8, "384m": 8, "385m": 8, "386m": 8, "387m": 8, "388m": 8, "389m": 8, "390m": 8, "391m": 8, "392m": 8, "393m": 8, "394m": 8, "395m": 8, "396m": 8, "397m": 8, "398m": 8, "399m": 8, "400m": 8, "401m": 8, "402m": 8, "403m": 8, "404m": 8, "405m": 8, "406m": 8, "407m": 8, "408m": 8, "409m": 8, "410m": 8, "411m": 8, "412m": 8, "413m": 8, "414m": 8, "415m": 8, "416m": 8, "417m": 8, "418m": 8, "419m": 8, "420m": 8, "421m": 8, "422m": 8, "423m": 8, "424m": 8, "425m": 8, "426m": 8, "427m": 8, "428m": 8, "429m": 8, "430m": 8, "431m": 8, "432m": 8, "433m": 8, "434m": 8, "435m": 8, "436m": 8, "437m": 8, "438m": 8, "439m": 8, "440m": 8, "441m": 8, "442m": 8, "443m": 8, "444m": 8, "445m": 8, "446m": 8, "447m": 8, "448m": 8, "449m": 8, "450m": 8, "451m": 8, "452m": 8, "453m": 8, "454m": 8, "455m": 8, "456m": 8, "457m": 8, "458m": 8, "459m": 8, "460m": 8, "461m": 8, "462m": 8, "463m": 8, "464m": 8, "465m": 8, "466m": 8, "467m": 8, "468m": 8, "469m": 8, "470m": 8, "471m": 8, "472m": 8, "473m": 8, "474m": 8, "475m": 8, "476m": 8, "477m": 8, "478m": 8, "479m": 8, "480m": 8, "481m": 8, "482m": 8, "483m": 8, "484m": 8, "485m": 8, "486m": 8, "487m": 8, "488m": 8, "489m": 8, "490m": 8, "491m": 8, "492m": 8, "493m": 8, "494m": 8, "495m": 8, "496m": 8, "497m": 8, "498m": 8, "499m": 8, "500m": 8, "501m": 8, "502m": 8, "503m": 8, "504m": 8, "505m": 8, "506m": 8, "507m": 8, "508m": 8, "509m": 8, "510m": 8, "511m": 8, "512m": 8, "513m": 8, "514m": 8, "515m": 8, "516m": 8, "517m": 8, "518m": 8, "519m": 8, "520m": 8, "521m": 8, "522m": 8, "523m": 8, "524m": 8, "525m": 8, "526m": 8, "527m": 8, "528m": 8, "529m": 8, "530m": 8, "531m": 8, "532m": 8, "533m": 8, "534m": 8, "535m": 8, "536m": 8, "537m": 8, "538m": 8, "539m": 8, "540m": 8, "541m": 8, "542m": 8, "543m": 8, "544m": 8, "545m": 8, "546m": 8, "547m": 8, "548m": 8, "549m": 8, "550m": 8, "551m": 8, "552m": 8, "553m": 8, "554m": 8, "555m": 8, "556m": 8, "557m": 8, "558m": 8, "559m": 8, "560m": 8, "561m": 8, "562m": 8, "563m": 8, "564m": 8, "565m": 8, "566m": 8, "567m": 8, "568m": 8, "569m": 8, "570m": 8, "571m": 8, "572m": 8, "573m": 8, "574m": 8, "575m": 8, "576m": 8, "577m": 8, "578m": 8, "579m": 8, "580m": 8, "581m": 8, "582m": 8, "583m": 8, "584m": 8, "585m": 8, "586m": 8, "587m": 8, "588m": 8, "589m": 8, "590m": 8, "591m": 8, "592m": 8, "593m": 8, "594m": 8, "595m": 8, "596m": 8, "597m": 8, "598m": 8, "599m": 8, "600m": 8, "601m": 8, "602m": 8, "603m": 8, "604m": 8, "605m": 8, "606m": 8, "607m": 8, "608m": 8, "609m": 8, "610m": 8, "611m": 8, "612m": 8, "613m": 8, "614m": 8, "615m": 8, "616m": 8, "617m": 8, "618m": 8, "619m": 8, "620m": 8, "621m": 8, "622m": 8, "623m": 8, "624m": 8, "625m": 8, "626m": 8, "627m": 8, "628m": 8, "629m": 8, "630m": 8, "631m": 8, "632m": 8, "633m": 8, "634m": 8, "635m": 8, "636m": 8, "637m": 8, "638m": 8, "639m": 8, "640m": 8, "641m": 8, "642m": 8, "643m": 8, "644m": 8, "645m": 8, "646m": 8, "647m": 8, "648m": 8, "649m": 8, "650m": 8, "651m": 8, "652m": 8, "653m": 8, "654m": 8, "655m": 8, "656m": 8, "657m": 8, "658m": 8, "659m": 8, "660m": 8, "661m": 8, "662m": 8, "663m": 8, "664m": 8, "665m": 8, "666m": 8, "667m": 8, "668m": 8, "669m": 8, "670m": 8, "671m": 8, "672m": 8, "673m": 8, "674m": 8, "675m": 8, "676m": 8, "677m": 8, "678m": 8, "679m": 8, "680m": 8, "681m": 8, "682m": 8, "683m": 8, "684m": 8, "685m": 8, "686m": 8, "687m": 8, "688m": 8, "689m": 8, "690m": 8, "691m": 8, "692m": 8, "693m": 8, "694m": 8, "695m": 8, "696m": 8, "697m": 8, "698m": 8, "699m": 8, "700m": 8, "701m": 8, "702m": 8, "703m": 8, "704m": 8, "705m": 8, "706m": 8, "707m": 8, "708m": 8, "709m": 8, "710m": 8, "711m": 8, "712m": 8, "713m": 8, "714m": 8, "715m": 8, "716m": 8, "717m": 8, "718m": 8, "719m": 8, "720m": 8, "721m": 8, "722m": 8, "723m": 8, "724m": 8, "725m": 8, "726m": 8, "727m": 8, "728m": 8, "729m": 8, "730m": 8, "731m": 8, "732m": 8, "733m": 8, "734m": 8, "735m": 8, "736m": 8, "737m": 8, "738m": 8, "739m": 8, "740m": 8, "741m": 8, "742m": 8, "743m": 8, "744m": 8, "745m": 8, "746m": 8, "747m": 8, "748m": 8, "749m": 8, "750m": 8, "751m": 8, "752m": 8, "753m": 8, "754m": 8, "755m": 8, "756m": 8, "757m": 8, "758m": 8, "759m": 8, "760m": 8, "761m": 8, "762m": 8, "763m": 8, "764m": 8, "765m": 8, "766m": 8, "767m": 8, "768m": 8, "769m": 8, "770m": 8, "771m": 8, "772m": 8, "773m": 8, "774m": 8, "775m": 8, "776m": 8, "777m": 8, "778m": 8, "779m": 8, "780m": 8, "781m": 8, "782m": 8, "783m": 8, "784m": 8, "785m": 8, "786m": 8, "787m": 8, "788m": 8, "789m": 8, "790m": 8, "791m": 8, "792m": 8, "793m": 8, "794m": 8, "795m": 8, "796m": 8, "797m": 8, "798m": 8, "799m": 8, "800m": 8, "801m": 8, "802m": 8, "803m": 8, "804m": 8, "805m": 8, "806m": 8, "807m": 8, "808m": 8, "809m": 8, "810m": 8, "811m": 8, "812m": 8, "813m": 8, "814m": 8, "815m": 8, "816m": 8, "817m": 8, "818m": 8, "819m": 8, "820m": 8, "821m": 8, "823m": 8, "facerecognition_ev": 8, "75k": 8, "05_meg": 8, "525k": 8, "03m": 8, "54m": 8, "08m": 8, "96m": 8, "43m": 8, "825m": 8, "826m": 8, "827m": 8, "828m": 8, "829m": 8, "04_event": 8, "23k": 8, "2mb": 8, "5mb": 8, "3mb": 8, "8mb": 8, "831m": 8, "833m": 8, "onset": 8, "continu": 8, "800": 8, "contain": [8, 14], "stimuli": 8, "famou": 8, "face": 8, "unfamiliar": 8, "scrambl": 8, "events_id": 8, "immedi": [8, 14, 22], "memori": 8, "concaten": 8, "run_fnam": 8, "_se": 8, "facerecognit": 8, "_run": 8, "02d": 8, "_meg": 8, "filter": 8, "l_trans_bandwidth": 8, "set_channel_typ": 8, "eeg061": 8, "eeg062": 8, "eeg063": 8, "ecg": [8, 14], "eeg064": 8, "misc": [8, 14], "rename_channel": 8, "eog061": 8, "eog062": 8, "ecg063": 8, "find_ev": 8, "stim_channel": 8, "sti101": 8, "consecut": 8, "min_dur": 8, "set_eeg_refer": 8, "append": 8, "same": [8, 21], "dev_head_t": 8, "concatenate_epoch": 8, "mag_ssp_upright": 8, "306": 8, "v4": 8, "v5": 8, "grad_ssp_upright": 8, "40700": 8, "588499": 8, "534": 8, "999": 8, "547799": 8, "497": 8, "n_channel": [8, 14], "band": 8, "bandpass": 8, "7261": 8, "601": 8, "plot_visualize_bad_epoch": [8, 9], "ha": 8, "na": 8, "296": 8, "261": 8, "269": 8, "273": 8, "275": 8, "4096": 8, "4101": 8, "4102": 8, "4103": 8, "4109": 8, "4110": 8, "4111": 8, "4113": 8, "4114": 8, "4115": 8, "re": 8, "referenc": 8, "custom": 8, "36300": 8, "582999": 8, "529": 8, "546699": 8, "496": 8, "256": 8, "60500": 8, "602799": 8, "547": 8, "542299": 8, "27500": 8, "568699": 8, "516": 8, "541199": 8, "491": 8, "295": 8, "270": [8, 22], "1101": 8, "prior": 8, "this_epoch": 8, "xxx": 8, "onc": [8, 10], "ani": [8, 11, 21], "repres": 8, "subsampl": 8, "265": 8, "272": 8, "two": 8, "variabl": 8, "patch": 8, "style": [8, 19], "loss": 8, "loss_": [8, 12], "store": 8, "matshow": 8, "get_cmap": 8, "viridi": 8, "1f": 8, "ytick": 8, "draw": 8, "rectangl": 8, "locat": [8, 15, 22], "idx": 8, "jdx": 8, "unravel_index": 8, "shape": [8, 12, 14], "edgecolor": 8, "facecolor": 8, "add_patch": 8, "xaxi": 8, "set_ticks_posit": 8, "percentag": [8, 12], "max": [8, 20], "titl": [8, 14], "error": [8, 10, 12, 21, 22], "colorbar": 8, "blue": 8, "plot_epoch": [8, 14], "drop_log": 8, "plot_drop_log": 8, "saniti": 8, "spatial_color": 8, "argument": [8, 22], "allow": [8, 22], "yet": [8, 22], "640x300": 8, "923": [8, 9], "execut": 9, "auto_exampl": 9, "mb": 9, "exist": [10, 12, 14, 22], "illumin": 10, "primari": 10, "understand": 10, "public": [10, 19], "guid": 10, "content": 10, "graspabl": 10, "given": [10, 12, 13, 14, 15], "meeg": 10, "dimens": 10, "timepoint": 10, "tau": 10, "noisi": 10, "phi": 10, "tau_i": 10, "split": 10, "equal": [10, 14], "part": 10, "along": 10, "test": [10, 20, 22], "remain": 10, "correspond": [10, 14], "train": [10, 20], "crossvalid": 10, "consist": [10, 22], "calcul": 10, "good": [10, 11, 14], "median": 10, "e_k": 10, "frobeniu": 10, "norm": 10, "form": 10, "bar": 10, "associ": 10, "its": 10, "specif": 10, "lowest": 10, "yousra": [10, 13, 21], "federico": [10, 13, 21], "alexandr": [10, 13, 21], "answer": 11, "It": [11, 14], "expect": 11, "noth": [11, 22], "magic": 11, "simpli": [11, 21], "weight": 11, "neighbor": 11, "bia": 11, "far": 11, "harm": 11, "pose": 11, "singl": 11, "element": 11, "loop": 11, "ye": 11, "thresh_func": 12, "bayesian_optim": [12, 15], "object": [12, 13, 14, 15, 16, 17, 20, 21, 22], "agre": 12, "fraction": [12, 13], "q": 12, "int": [12, 13, 14, 15, 16, 20], "sklearn": [12, 16, 20], "model_select": [12, 16, 20], "str": [12, 13, 14, 15, 16, 17, 18, 20], "integ": [12, 13, 14, 15], "interpret": [12, 13, 15], "string": [12, 13, 15], "those": [12, 15], "name": [12, 13, 14, 15, 20], "meg0111": [12, 13, 15], "meg2623": [12, 13, 15], "across": [12, 22], "explicitli": [12, 13, 15], "job": [12, 13, 15, 22], "random": [12, 13, 15, 16, 22], "randomst": [12, 13, 15, 16], "seed": [12, 13, 15, 16, 22], "pseudo": [12, 13, 15, 16], "bool": [12, 13, 14, 15, 16, 20], "progress": [12, 13, 15, 16], "messag": [12, 13, 15, 16, 21], "output": [12, 13, 15, 16], "attribut": 12, "local_reject_": 12, "_autoreject": 12, "threshes_": 12, "kei": [12, 16], "consensus_": 12, "n_interpolate_": 12, "picks_": 12, "array_lik": [12, 14], "n_data_channel": 12, "By": [12, 15], "rejectlog": [12, 18, 22], "present": 12, "bad_epochs_idx": 12, "reflect": 12, "union": 12, "fname": [12, 14, 17, 18], "overwrit": [12, 14], "hdf5": 12, "filenam": [12, 14, 17, 18], "h5": 12, "n_resampl": 13, "min_channel": 13, "min_corr": 13, "unbroken_tim": 13, "435656": 13, "resampl": 13, "float": 13, "reconstruct": 13, "cut": 13, "correl": 13, "abnorm": 13, "wrt": 13, "neighbour": 13, "poor": 13, "predict": 13, "window_s": 13, "nima": 13, "et": 13, "al": 13, "arxiv": 13, "preprint": 13, "1612": 13, "08194": 13, "2016": [13, 21], "perform": 13, "denot": 13, "repeat": 13, "abov": 13, "add": [13, 22], "updat": [13, 22], "access": 13, "n_epoch": 14, "boolean": 14, "entri": 14, "encod": 14, "row": 14, "vertic": 14, "show_nam": [14, 22], "aspect": 14, "imag": 14, "fewer": 14, "otherwis": 14, "pixel": 14, "fix": [14, 22], "ratio": 14, "adjust": [14, 22], "detail": [14, 21], "displai": [14, 22], "factor": [14, 16], "trace": 14, "1e": 14, "20e": 14, "150e": 14, "5e": 14, "emg": 14, "ref_meg": 14, "resp": 14, "chpi": 14, "whiten": 14, "1e2": 14, "npz": 14, "whose": 15, "whether": 15, "wai": [15, 21], "increment": 16, "hbo": 16, "hbr": 16, "ecog": [16, 22], "seeg": [16, 22], "where": [17, 18], "ggplot": 19, "param_nam": 20, "vari": 20, "evalu": 20, "between": 20, "min": 20, "strategi": 20, "train_scor": 20, "build": 20, "librari": 21, "magneto": 21, "electroencephalographi": 21, "anaconda": 21, "distribut": 21, "version": [21, 22], "obtain": 21, "stabl": 21, "releas": [21, 22], "Or": 21, "conda": 21, "forg": 21, "latest": 21, "develop": 21, "api": 21, "repo": 21, "zipbal": 21, "master": 21, "admin": 21, "privileg": 21, "flag": 21, "everyth": 21, "give": 21, "scipi": 21, "scikit": 21, "joblib": 21, "2021": 21, "fetch": 21, "easiest": 21, "three": 21, "line": 21, "pyprep": 21, "rsc": 21, "tracker": 21, "6th": 21, "workshop": 21, "pattern": 21, "recognit": 21, "prni": 21, "eric": 22, "larson": 22, "324": 22, "aros": 22, "unsort": 22, "paul": 22, "bogdan": 22, "312": 22, "stefan": 22, "appelhoff": 22, "302": 22, "293": 22, "without": 22, "nikolai": 22, "chapochnikov": 22, "282": 22, "accept": 22, "281": 22, "refactor": 22, "produc": 22, "simul": 22, "ad": 22, "simon": 22, "kern": 22, "280": 22, "enabl": 22, "read_reject_log": 22, "flexibl": 22, "supress": 22, "modif": 22, "marcin": 22, "koculak": 22, "209": 22, "fnir": 22, "robert": 22, "luke": 22, "addit": 22, "mathieu": 22, "scheltienn": 22, "225": 22, "progressbar": 22, "patrick": 22, "stetz": 22, "301": 22, "reset": 22, "within": 22, "usag": 22, "privat": 22, "fail": 22, "newer": 22, "adina": 22, "wagner": 22, "introduc": 22, "read_auto_reject": 22, "faster": 22, "precomput": 22, "who": 22, "got": 22, "assert": 22, "hang": 22, "posit": 22, "nan": 22, "legrand": 22, "nico": 22, "pickl": 22, "hubert": 22, "banvil": 22, "initi": 22}, "objects": {"": [[0, 0, 0, "-", "autoreject"]], "autoreject": [[12, 1, 1, "", "AutoReject"], [13, 1, 1, "", "Ransac"], [14, 1, 1, "", "RejectLog"], [15, 3, 1, "", "compute_thresholds"], [16, 3, 1, "", "get_rejection_threshold"], [17, 3, 1, "", "read_auto_reject"], [18, 3, 1, "", "read_reject_log"], [0, 0, 0, "-", "utils"], [20, 3, 1, "", "validation_curve"]], "autoreject.AutoReject": [[12, 2, 1, "", "fit"], [12, 2, 1, "", "fit_transform"], [12, 2, 1, "", "get_reject_log"], [12, 2, 1, "", "save"], [12, 2, 1, "", "transform"]], "autoreject.Ransac": [[13, 2, 1, "", "fit"]], "autoreject.RejectLog": [[14, 2, 1, "", "plot"], [14, 2, 1, "", "plot_epochs"], [14, 2, 1, "", "save"]], "autoreject.utils": [[19, 3, 1, "", "set_matplotlib_defaults"]]}, "objtypes": {"0": "py:module", "1": "py:class", "2": "py:method", "3": "py:function"}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "class", "Python class"], "2": ["py", "method", "Python method"], "3": ["py", "function", "Python function"]}, "titleterms": {"api": [0, 22], "document": 0, "epoch": [0, 2], "reject": [0, 5], "util": [0, 19], "exampl": [1, 12, 13, 14, 15, 16, 20], "galleri": 1, "automat": 2, "repair": 2, "preprocess": 3, "workflow": 3, "autoreject": [3, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "ica": [3, 11], "tabl": 3, "content": 3, "without": 3, "ani": 3, "other": 3, "high": 3, "pass": 3, "filter": 3, "highpass": 3, "plot": [4, 6], "channel": [4, 11], "level": 4, "threshold": [4, 5], "find": 5, "global": [5, 10], "cross": 6, "valid": 6, "curv": 6, "detect": 7, "bad": [7, 8, 11], "sensor": [7, 8, 11], "us": [7, 12, 13, 14, 15, 16, 20], "ransac": [7, 13], "refer": [7, 10], "visual": 8, "per": 8, "trial": 8, "comput": 9, "time": 9, "explan": 10, "intuit": 10, "how": [10, 11], "algorithm": 10, "work": 10, "frequent": 11, "ask": 11, "question": 11, "should": 11, "i": 11, "appli": 11, "first": 11, "danger": 11, "do": 11, "sourc": 11, "estim": 11, "interpol": 11, "manual": 11, "set": 11, "n_interpol": 11, "consensu": 11, "paramet": 11, "possibl": 11, "get": 11, "onli": 11, "annot": 11, "rejectlog": 14, "compute_threshold": 15, "get_rejection_threshold": 16, "read_auto_reject": 17, "read_reject_log": 18, "set_matplotlib_default": 19, "validation_curv": 20, "instal": 21, "quickstart": 21, "bug": [21, 22], "report": 21, "cite": 21, "what": 22, "": 22, "new": 22, "0": 22, "5": 22, "unreleas": 22, "changelog": 22, "4": 22, "3": 22, "2023": 22, "11": 22, "14": 22, "2": 22, "05": 22, "28": 22, "1": 22, "01": 22, "12": 22, "2022": 22, "10": 22, "09": 22, "03": 22, "16": 22, "04": 22, "2020": 22, "23": 22, "2019": 22, "07": 22, "06": 22, "24": 22, "2018": 22}, "envversion": {"sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx.ext.viewcode": 1, "sphinx": 60}, "alltitles": {"API Documentation": [[0, "api-documentation"]], "Epochs rejection": [[0, "module-autoreject"]], "Utilities": [[0, "module-autoreject.utils"]], "Examples Gallery": [[1, "examples-gallery"]], "Automatically repair epochs": [[2, "automatically-repair-epochs"]], "Preprocessing workflow with autoreject and ICA": [[3, "preprocessing-workflow-with-autoreject-and-ica"]], "Table of Contents": [[3, "table-of-contents"]], "Autoreject without any other preprocessing": [[3, "autoreject-without-any-other-preprocessing"]], "Autoreject with high-pass filter": [[3, "autoreject-with-high-pass-filter"]], "ICA": [[3, "ica"]], "Autoreject with highpass filter and ICA": [[3, "autoreject-with-highpass-filter-and-ica"]], "Plot channel-level thresholds": [[4, "plot-channel-level-thresholds"]], "Find global rejection threshold": [[5, "find-global-rejection-threshold"]], "Plotting the cross-validation curve": [[6, "plotting-the-cross-validation-curve"]], "Detect bad sensors using RANSAC": [[7, "detect-bad-sensors-using-ransac"]], "References": [[7, "references"], [10, "references"]], "Visualize bad sensors per trial": [[8, "visualize-bad-sensors-per-trial"]], "Computation times": [[9, "computation-times"]], "Explanation": [[10, "explanation"]], "Intuition on how the - autoreject global - algorithm works": [[10, "intuition-on-how-the-autoreject-global-algorithm-works"]], "Frequently asked questions": [[11, "frequently-asked-questions"]], "Should I apply ICA first or autoreject first?": [[11, "should-i-apply-ica-first-or-autoreject-first"]], "Is it dangerous to do source estimation with interpolated channels?": [[11, "is-it-dangerous-to-do-source-estimation-with-interpolated-channels"]], "How do I manually set the n_interpolate and consensus parameter?": [[11, "how-do-i-manually-set-the-n-interpolate-and-consensus-parameter"]], "Is it possible to get only bad sensor annotations and not interpolate?": [[11, "is-it-possible-to-get-only-bad-sensor-annotations-and-not-interpolate"]], "autoreject.AutoReject": [[12, "autoreject-autoreject"]], "Examples using autoreject.AutoReject": [[12, "examples-using-autoreject-autoreject"]], "autoreject.Ransac": [[13, "autoreject-ransac"]], "Examples using autoreject.Ransac": [[13, "examples-using-autoreject-ransac"]], "autoreject.RejectLog": [[14, "autoreject-rejectlog"]], "Examples using autoreject.RejectLog": [[14, "examples-using-autoreject-rejectlog"]], "autoreject.compute_thresholds": [[15, "autoreject-compute-thresholds"]], "Examples using autoreject.compute_thresholds": [[15, "examples-using-autoreject-compute-thresholds"]], "autoreject.get_rejection_threshold": [[16, "autoreject-get-rejection-threshold"]], "Examples using autoreject.get_rejection_threshold": [[16, "examples-using-autoreject-get-rejection-threshold"]], "autoreject.read_auto_reject": [[17, "autoreject-read-auto-reject"]], "autoreject.read_reject_log": [[18, "autoreject-read-reject-log"]], "autoreject.utils.set_matplotlib_defaults": [[19, "autoreject-utils-set-matplotlib-defaults"]], "autoreject.validation_curve": [[20, "autoreject-validation-curve"]], "Examples using autoreject.validation_curve": [[20, "examples-using-autoreject-validation-curve"]], "autoreject": [[21, "autoreject"]], "Installation": [[21, "installation"]], "Quickstart": [[21, "quickstart"]], "Bug reports": [[21, "bug-reports"]], "Cite": [[21, "cite"]], "What\u2019s new?": [[22, "what-s-new"]], "0.5 (unreleased)": [[22, "unreleased"]], "Changelog": [[22, "changelog"], [22, "id10"], [22, "id13"], [22, "id18"], [22, "id26"], [22, "id31"]], "Bug": [[22, "bug"], [22, "id4"], [22, "id7"], [22, "id19"], [22, "id27"]], "0.4.3 (2023-11-14)": [[22, "id2"]], "0.4.2 (2023-05-28)": [[22, "id5"]], "0.4.1 (2023-01-12)": [[22, "id8"]], "0.4 (2022-10-09)": [[22, "id11"]], "0.3.1 (2022-03-16)": [[22, "id14"]], "0.3 (2022-01-04)": [[22, "id16"]], "API": [[22, "api"], [22, "id28"]], "0.2.2 (2020-12-23)": [[22, "id20"]], "0.2.1 (2019-11-07)": [[22, "id22"]], "0.2 (2019-06-24)": [[22, "id24"]], "0.1 (2018-06-11)": [[22, "id29"]]}, "indexentries": {"autoreject": [[0, "module-autoreject"]], "autoreject.utils": [[0, "module-autoreject.utils"]], "module": [[0, "module-autoreject"], [0, "module-autoreject.utils"]], "autoreject (class in autoreject)": [[12, "autoreject.AutoReject"]], "fit() (autoreject.autoreject method)": [[12, "autoreject.AutoReject.fit"]], "fit_transform() (autoreject.autoreject method)": [[12, "autoreject.AutoReject.fit_transform"]], "get_reject_log() (autoreject.autoreject method)": [[12, "autoreject.AutoReject.get_reject_log"]], "save() (autoreject.autoreject method)": [[12, "autoreject.AutoReject.save"]], "transform() (autoreject.autoreject method)": [[12, "autoreject.AutoReject.transform"]], "ransac (class in autoreject)": [[13, "autoreject.Ransac"]], "fit() (autoreject.ransac method)": [[13, "autoreject.Ransac.fit"]], "rejectlog (class in autoreject)": [[14, "autoreject.RejectLog"]], "plot() (autoreject.rejectlog method)": [[14, "autoreject.RejectLog.plot"]], "plot_epochs() (autoreject.rejectlog method)": [[14, "autoreject.RejectLog.plot_epochs"]], "save() (autoreject.rejectlog method)": [[14, "autoreject.RejectLog.save"]], "compute_thresholds() (in module autoreject)": [[15, "autoreject.compute_thresholds"]], "get_rejection_threshold() (in module autoreject)": [[16, "autoreject.get_rejection_threshold"]], "read_auto_reject() (in module autoreject)": [[17, "autoreject.read_auto_reject"]], "read_reject_log() (in module autoreject)": [[18, "autoreject.read_reject_log"]], "set_matplotlib_defaults() (in module autoreject.utils)": [[19, "autoreject.utils.set_matplotlib_defaults"]], "validation_curve() (in module autoreject)": [[20, "autoreject.validation_curve"]]}})
\ No newline at end of file
+Search.setIndex({"docnames": ["api", "auto_examples/index", "auto_examples/plot_auto_repair", "auto_examples/plot_autoreject_workflow", "auto_examples/plot_channel_thresholds", "auto_examples/plot_estimate_global_reject", "auto_examples/plot_global_reject", "auto_examples/plot_ransac", "auto_examples/plot_visualize_bad_epochs", "auto_examples/sg_execution_times", "explanation", "faq", "generated/autoreject.AutoReject", "generated/autoreject.Ransac", "generated/autoreject.RejectLog", "generated/autoreject.compute_thresholds", "generated/autoreject.get_rejection_threshold", "generated/autoreject.read_auto_reject", "generated/autoreject.read_reject_log", "generated/autoreject.utils.set_matplotlib_defaults", "generated/autoreject.validation_curve", "index", "sg_execution_times", "whats_new"], "filenames": ["api.rst", "auto_examples/index.rst", "auto_examples/plot_auto_repair.rst", "auto_examples/plot_autoreject_workflow.rst", "auto_examples/plot_channel_thresholds.rst", "auto_examples/plot_estimate_global_reject.rst", "auto_examples/plot_global_reject.rst", "auto_examples/plot_ransac.rst", "auto_examples/plot_visualize_bad_epochs.rst", "auto_examples/sg_execution_times.rst", "explanation.rst", "faq.rst", "generated/autoreject.AutoReject.rst", "generated/autoreject.Ransac.rst", "generated/autoreject.RejectLog.rst", "generated/autoreject.compute_thresholds.rst", "generated/autoreject.get_rejection_threshold.rst", "generated/autoreject.read_auto_reject.rst", "generated/autoreject.read_reject_log.rst", "generated/autoreject.utils.set_matplotlib_defaults.rst", "generated/autoreject.validation_curve.rst", "index.rst", "sg_execution_times.rst", "whats_new.rst"], "titles": ["API Documentation", "Examples Gallery", "Automatically repair epochs", "Preprocessing workflow with <code class=\"docutils literal notranslate\"><span class=\"pre\">autoreject</span></code> and ICA", "Plot channel-level thresholds", "Find global rejection threshold", "Plotting the cross-validation curve", "Detect bad sensors using RANSAC", "Visualize bad sensors per trial", "Computation times", "Explanation", "Frequently asked questions", "autoreject.AutoReject", "autoreject.Ransac", "autoreject.RejectLog", "autoreject.compute_thresholds", "autoreject.get_rejection_threshold", "autoreject.read_auto_reject", "autoreject.read_reject_log", "autoreject.utils.set_matplotlib_defaults", "autoreject.validation_curve", "autoreject", "Computation times", "What\u2019s new?"], "terms": {"autom": [0, 7, 10, 13, 21], "repair": [0, 1, 3, 7, 8, 9, 12, 13, 15, 21, 22], "m": [0, 7, 8, 21], "eeg": [0, 2, 3, 4, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 21], "class": [0, 2, 12, 13, 14], "function": [0, 1, 2, 7, 8, 23], "autoreject": [0, 1, 2, 4, 5, 6, 7, 8, 9, 22, 23], "thi": [1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 21, 23], "section": [1, 3, 10, 11], "document": [1, 10, 11, 14], "i": [1, 2, 3, 5, 6, 7, 8, 10, 12, 13, 14, 15, 17, 18, 20, 21], "learn": [1, 2, 8, 21], "orient": [1, 14, 23], "show": [1, 2, 4, 6, 7, 8, 14], "off": [1, 2, 3, 4, 6, 7, 13], "some": [1, 2, 3, 7, 10], "basic": [1, 3], "find": [1, 4, 6, 9, 10, 12, 13, 16, 22, 23], "global": [1, 6, 9, 16, 20, 22], "reject": [1, 2, 3, 4, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16, 18, 21, 22, 23], "threshold": [1, 2, 3, 6, 8, 9, 10, 12, 15, 16, 20, 22, 23], "plot": [1, 2, 3, 5, 7, 8, 9, 14, 15, 16, 20, 22, 23], "channel": [1, 2, 3, 6, 7, 8, 9, 12, 13, 14, 15, 16, 22, 23], "level": [1, 2, 3, 9, 12, 15, 22], "automat": [1, 7, 9, 12, 13, 15, 21, 22], "epoch": [1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 20, 21, 22, 23], "cross": [1, 2, 7, 8, 9, 11, 12, 16, 20, 22], "valid": [1, 2, 8, 9, 11, 12, 16, 20, 22], "curv": [1, 8, 9, 16, 20, 22], "detect": [1, 3, 5, 9, 13, 21, 22], "bad": [1, 2, 3, 4, 5, 6, 9, 12, 13, 14, 15, 16, 21, 22, 23], "sensor": [1, 2, 3, 4, 9, 10, 12, 13, 14, 15, 16, 21, 22], "us": [1, 2, 3, 4, 5, 6, 8, 9, 21, 22, 23], "ransac": [1, 9, 21, 22, 23], "preprocess": [1, 7, 9, 11, 12, 13, 14, 22], "workflow": [1, 9, 11, 12, 14, 22], "ica": [1, 9, 12, 14, 22], "visual": [1, 2, 3, 5, 6, 7, 9, 12, 14, 22], "per": [1, 9, 12, 13, 14, 22], "trial": [1, 2, 3, 4, 7, 9, 10, 12, 14, 21, 22], "download": [1, 2, 3, 4, 5, 6, 7, 8], "all": [1, 2, 6, 8, 10, 12, 13, 14, 15, 16, 21, 22], "python": [1, 2, 3, 4, 5, 6, 7, 8, 21, 23], "sourc": [1, 2, 3, 4, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20], "code": [1, 2, 3, 4, 5, 6, 7, 8, 21], "auto_examples_python": 1, "zip": 1, "jupyt": [1, 2, 3, 4, 5, 6, 7, 8], "notebook": [1, 2, 3, 4, 5, 6, 7, 8], "auto_examples_jupyt": 1, "gener": [1, 2, 3, 4, 5, 6, 7, 8, 11, 12, 13, 15, 16], "sphinx": [1, 2, 3, 4, 5, 6, 7, 8, 23], "go": [2, 3, 4, 5, 6, 7, 8], "end": [2, 3, 4, 5, 6, 7, 8, 12, 14], "full": [2, 3, 4, 5, 6, 7, 8, 21], "exampl": [2, 3, 4, 5, 6, 7, 8, 9, 21, 22], "demonstr": [2, 3, 4, 5, 6, 7, 8], "how": [2, 3, 4, 5, 6, 7, 8], "author": [2, 3, 4, 5, 6, 7, 8], "mainak": [2, 3, 4, 5, 6, 7, 8, 10, 13, 21, 23], "ja": [2, 3, 4, 5, 6, 7, 8, 10, 13, 21, 23], "telecom": [2, 4, 5, 6, 7, 8], "paristech": [2, 4, 5, 6, 7, 8], "fr": [2, 4, 5, 6, 7, 8], "deni": [2, 8, 10, 13, 21], "A": [2, 5, 7, 8], "engemann": [2, 7, 8, 10, 13, 21], "gmail": [2, 8], "com": [2, 3, 8, 21], "licens": [2, 3, 4, 5, 6, 7, 8], "bsd": [2, 3, 4, 5, 6, 7, 8], "3": [2, 3, 4, 5, 6, 7, 8, 14, 21], "claus": [2, 3, 4, 5, 6, 7, 8], "let": [2, 4, 5, 6, 7, 8], "u": [2, 4, 5, 6, 7, 8, 21], "first": [2, 3, 4, 8], "defin": [2, 4, 6], "paramet": [2, 3, 4, 5, 8, 12, 13, 14, 15, 16, 17, 18, 19, 20, 23], "n_interpol": [2, 3, 8, 12], "ar": [2, 3, 4, 7, 8, 11, 12, 13, 14, 15, 17, 21, 23], "rho": [2, 8, 12], "valu": [2, 4, 6, 10, 12, 14, 15, 20], "we": [2, 3, 4, 5, 6, 7, 8, 10, 15, 21], "would": [2, 3, 6, 11], "like": [2, 6, 11], "try": [2, 6, 12], "consensus_perc": [2, 11], "kappa": [2, 8, 12], "see": [2, 3, 8, 10, 11, 13, 14, 21], "paper": 2, "more": [2, 3, 6, 10, 11, 13, 14, 21, 23], "inform": [2, 5], "than": [2, 3, 7, 11, 13, 14], "n": [2, 7], "total": [2, 3, 4, 5, 6, 7, 8, 9, 12, 22], "drop": [2, 3, 5, 6, 7, 8, 14], "For": [2, 3, 7, 10, 15, 21], "rest": [2, 3], "worst": 2, "determin": [2, 4, 6, 20], "interpol": [2, 3, 7, 8, 12, 13, 14, 23], "The": [2, 3, 4, 5, 7, 8, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "exact": 2, "preselect": 2, "from": [2, 3, 4, 5, 6, 7, 8, 9, 11, 12, 13, 16, 21, 22], "data": [2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 21, 23], "If": [2, 3, 4, 8, 11, 12, 13, 14, 15, 16, 20, 21], "number": [2, 3, 4, 8, 12, 13, 15, 16, 20, 23], "particular": [2, 6], "less": [2, 7, 8], "import": [2, 3, 4, 5, 6, 7, 8, 21], "numpi": [2, 4, 6, 8, 21, 23], "np": [2, 4, 6, 8, 12, 13, 15, 16], "arrai": [2, 4, 12, 14, 20], "1": [2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 20, 21], "4": [2, 3, 4, 5, 6, 7, 8, 12, 13, 14, 21], "32": [2, 3, 4, 7, 8, 12], "linspac": [2, 6, 12], "0": [2, 3, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 21, 22], "11": [2, 3, 4, 7, 8, 9, 12, 14, 22], "purpos": [2, 7], "shall": [2, 7], "mne": [2, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15, 16, 20, 21, 23], "sampl": [2, 3, 4, 5, 6, 7, 8, 13], "dataset": [2, 3, 4, 5, 6, 7, 8], "therefor": [2, 7], "make": [2, 3, 7, 10, 23], "relat": [2, 7], "noqa": [2, 4, 5, 6, 7, 8], "util": [2, 4, 7], "check_random_st": 2, "now": [2, 3, 4, 5, 6, 7, 8, 10, 23], "can": [2, 3, 4, 5, 6, 7, 8, 10, 12, 13, 15, 21], "requir": [2, 21, 23], "compute_threshold": [2, 4, 8, 23], "callabl": 2, "which": [2, 3, 4, 5, 6, 7, 8, 12, 16], "must": [2, 3, 12, 14, 15], "provid": [2, 11, 12, 13, 15], "comput": [2, 3, 4, 5, 6, 7, 8, 12, 15, 16, 20, 21], "set_matplotlib_default": [2, 4, 6, 7, 8], "read": [2, 3, 4, 5, 6, 7, 8, 11, 17, 18, 21], "raw": [2, 3, 4, 5, 6, 7, 8], "fif": [2, 4, 5, 6, 7, 8], "file": [2, 3, 4, 5, 6, 7, 8, 9, 12, 14, 22], "42": [2, 3, 4, 5, 6, 7, 8], "data_path": [2, 4, 5, 6, 7], "meg_path": [2, 4, 5, 6, 7], "meg": [2, 4, 5, 6, 7, 8, 10, 12, 13, 15, 21, 23], "raw_fnam": [2, 3, 4, 5, 6, 7], "sample_audvis_filt": [2, 4, 5, 6, 7], "40_raw": [2, 4, 5, 6, 7], "io": [2, 3, 4, 5, 6, 7, 8, 23], "read_raw_fif": [2, 4, 5, 6, 7, 8], "preload": [2, 3, 4, 5, 6, 7, 8], "true": [2, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15, 16, 20], "open": [2, 4, 5, 6, 7, 8], "home": [2, 3, 4, 5, 6, 7, 8], "circleci": [2, 3, 4, 5, 6, 7, 8], "mne_data": [2, 4, 5, 6, 7], "project": [2, 3, 4, 5, 6, 7, 8], "item": [2, 3, 4, 5, 6, 7, 8], "pca": [2, 3, 4, 5, 6, 7, 8], "v1": [2, 4, 5, 6, 7, 8], "x": [2, 4, 5, 6, 7, 8, 10, 14], "102": [2, 3, 4, 5, 6, 7, 8], "idl": [2, 4, 5, 6, 7, 8], "v2": [2, 4, 5, 6, 7, 8], "v3": [2, 4, 5, 6, 7, 8], "averag": [2, 3, 4, 5, 6, 7, 8, 11], "refer": [2, 4, 5, 6, 8, 13], "60": [2, 3, 4, 5, 6, 7, 8], "rang": [2, 3, 4, 5, 6, 7, 8], "6450": [2, 4, 5, 6, 7], "48149": [2, 4, 5, 6, 7], "956": [2, 4, 5, 6, 7, 8], "320": [2, 4, 5, 6, 7, 8], "665": [2, 4, 5, 6, 7], "sec": [2, 3, 4, 5, 6, 7, 8], "readi": [2, 4, 5, 6, 7, 8], "41699": [2, 4, 5, 6, 7], "000": [2, 3, 4, 5, 6, 7, 8], "277": [2, 4, 5, 6, 7], "709": [2, 4, 5, 6, 7, 8], "event": [2, 3, 4, 5, 6, 7, 8], "event_fnam": [2, 4, 5, 6, 7], "ev": [2, 4, 5, 6, 7], "event_id": [2, 4, 5, 6, 7], "auditori": [2, 4, 7], "left": [2, 4, 5, 6, 7, 11], "right": [2, 4, 6, 7], "2": [2, 3, 4, 5, 6, 7, 8, 13, 14, 21], "tmin": [2, 4, 5, 6, 7, 8], "tmax": [2, 4, 5, 6, 7, 8], "5": [2, 3, 4, 5, 6, 7, 8, 14, 16], "read_ev": [2, 4, 5, 6, 7], "And": [2, 7], "pick": [2, 4, 5, 6, 7, 8, 12, 13, 15, 23], "current": [2, 7, 10], "onli": [2, 3, 5, 7, 8, 12, 20, 23], "one": [2, 3, 7, 8], "type": [2, 3, 7, 8, 12, 15, 16, 23], "time": [2, 3, 4, 5, 6, 7, 8, 10, 13, 16], "info": [2, 3, 4, 5, 6, 7, 8, 12, 13, 15, 23], "pick_typ": [2, 4, 5, 6, 7, 8], "grad": [2, 4, 5, 7, 8, 14, 16], "fals": [2, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15, 16, 20, 23], "stim": [2, 4, 5, 6, 7, 8, 14], "eog": [2, 4, 5, 6, 7, 8, 14, 16], "includ": [2, 3, 5, 6, 7, 8, 12, 13, 15], "exclud": [2, 3, 4, 5, 6, 7, 8, 16], "creat": [2, 3, 7, 8, 14], "param": [2, 7, 12], "set": [2, 3, 7, 8, 10, 12, 13, 15, 19, 20], "none": [2, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15, 16, 20], "becaus": [2, 3, 7], "do": [2, 3, 7, 8, 10, 21], "want": [2, 3, 4, 7, 8, 10, 11, 21], "when": [2, 3, 7, 16, 21, 23], "instanti": [2, 7], "del_proj": [2, 7], "remov": [2, 3, 4, 7, 8, 12], "proj": [2, 7, 8], "don": [2, 3, 7, 23], "t": [2, 3, 7, 8, 23], "while": [2, 3, 7, 10], "baselin": [2, 3, 4, 5, 6, 7, 8], "verbos": [2, 3, 4, 5, 6, 7, 8, 12, 13, 15, 16], "detrend": [2, 3, 5, 6, 7], "intern": [2, 8, 12, 21], "doe": [2, 23], "optim": [2, 3, 6], "note": [2, 3, 5, 7, 8, 11, 12, 13, 15, 16], "design": [2, 3, 8, 12], "support": [2, 8, 12, 23], "multipl": [2, 8, 12], "pass": [2, 5, 8, 11, 12, 23], "separ": [2, 8, 12], "solut": [2, 8, 12], "each": [2, 7, 8, 10, 12, 14, 15], "combin": [2, 3, 8, 10, 12], "readili": [2, 8, 12], "clean": [2, 3, 5, 8, 10, 12, 21], "unseen": [2, 8, 12], "differ": [2, 3, 4, 8, 10, 11, 12, 23], "dure": [2, 3, 8, 12, 23], "fit": [2, 3, 7, 8, 11, 12, 13, 14], "here": [2, 3, 8], "subset": [2, 8, 13, 23], "save": [2, 3, 8, 10, 12, 14, 17, 18, 23], "thresh_method": [2, 12], "random_search": [2, 4, 12, 15], "random_st": [2, 3, 4, 6, 8, 12, 13, 15, 16], "transform": [2, 3, 11, 12, 23], "done": [2, 3, 7, 8], "compat": [2, 7, 23], "portion": 2, "need": [2, 11], "epochs_clean": [2, 7, 12, 21], "evoked_clean": [2, 7], "evok": [2, 3, 7, 8], "run": [2, 3, 4, 5, 6, 7, 8, 11, 15, 23], "ch_type": [2, 3, 8, 16, 23], "augment": [2, 3, 4, 8, 15, 23], "204": 2, "00": [2, 3, 4, 7, 8, 9, 22], "": [2, 3, 4, 5, 6, 7, 8, 11], "16": [2, 3, 4, 7, 8], "12": [2, 3, 4, 5, 7, 8, 9, 14, 22], "18it": [2, 3, 7, 8], "19": [2, 3, 4, 7, 8], "10": [2, 3, 4, 5, 7, 8, 12, 21], "12it": [2, 3, 7, 8], "24": [2, 3, 4, 7, 8, 21], "8": [2, 3, 4, 6, 7, 8], "37it": [2, 3, 4, 7, 8], "26": [2, 3, 4, 7, 8], "7": [2, 3, 4, 7, 8, 9, 22], "52it": [2, 3, 7, 8], "27": [2, 3, 4, 7, 8], "21it": [2, 3, 8], "6": [2, 3, 4, 5, 6, 7, 8, 11, 14, 21], "28": [2, 3, 4, 7, 8], "00it": [2, 3, 8], "01": [2, 3, 4, 7, 8, 9, 22], "86it": [2, 3, 4, 8], "89it": [2, 3, 4, 8], "9": [2, 3, 4, 6, 7, 8, 13, 21], "10it": [2, 3, 7, 8], "24it": [2, 3, 8], "39it": [2, 3, 8], "25": [2, 3, 4, 7, 8, 13, 14], "44it": [2, 3, 4, 8], "13": [2, 3, 4, 7, 8], "40it": [2, 3, 8], "14": [2, 3, 4, 7, 8], "15": [2, 3, 4, 7, 8, 20], "62it": [2, 3, 8], "02": [2, 3, 4, 7, 8, 9, 22], "69it": [2, 3, 4, 7, 8], "17": [2, 3, 4, 5, 7, 8], "77it": [2, 3, 4, 7, 8], "18": [2, 3, 4, 7, 8], "23": [2, 3, 4, 7, 8], "85it": [2, 3, 4, 8], "84it": [2, 3, 4, 7, 8], "20": [2, 3, 4, 7, 8, 21], "87it": [2, 3, 4, 8], "21": [2, 3, 4, 7, 8], "82it": [2, 3, 4, 8], "22": [2, 3, 4, 7, 8, 9, 22], "74it": [2, 3, 4, 7, 8], "80it": [2, 3, 4, 7, 8], "03": [2, 3, 4, 7, 8, 9, 22], "65it": [2, 3, 4, 7, 8], "53it": [2, 3, 4, 8], "57it": [2, 3, 7, 8], "60it": [2, 3, 4, 7, 8], "56it": [2, 3, 8], "29": [2, 3, 4, 7, 8], "45it": [2, 3, 7, 8], "30": [2, 3, 4, 6, 7, 8], "49it": [2, 3, 4, 8], "31": [2, 3, 4, 7, 8], "04": [2, 3, 4, 7, 8], "51it": [2, 3, 8], "58it": [2, 3, 4, 7, 8], "33": [2, 3, 4, 7, 8], "34": [2, 3, 4, 7, 8], "35": [2, 3, 4, 7, 8, 9, 22], "64it": [2, 3, 8], "36": [2, 3, 4, 7, 8], "37": [2, 3, 4, 7, 8, 9, 22], "42it": [2, 3, 4, 7, 8], "38": [2, 3, 4, 7, 8], "05": [2, 3, 4, 5, 7, 8], "34it": [2, 3, 8], "39": [2, 3, 4, 7, 8], "38it": [2, 3, 4, 8], "40": [2, 3, 4, 5, 6, 7, 8], "33it": [2, 3, 4, 8], "41": [2, 3, 4, 7, 8], "26it": [2, 3, 7, 8], "19it": [2, 3, 8], "43": [2, 3, 4, 7, 8], "13it": [2, 3, 8], "44": [2, 3, 4, 7, 8], "14it": [2, 3, 4, 8], "45": [2, 3, 4, 7, 8], "06": [2, 3, 4, 7, 8, 9, 22], "22it": [2, 3, 8], "46": [2, 3, 4, 7, 8], "28it": [2, 3, 8], "47": [2, 3, 4, 7, 8], "36it": [2, 3, 8], "48": [2, 3, 4, 7, 8], "49": [2, 3, 4, 7, 8], "50": [2, 3, 4, 7, 8, 13], "51": [2, 3, 4, 7, 8], "52": [2, 3, 4, 7, 8], "53": [2, 3, 4, 7, 8], "07": [2, 3, 4, 7, 8, 9, 22], "59it": [2, 3, 4, 8], "54": [2, 3, 4, 7, 8], "55": [2, 3, 4, 7, 8], "70it": [2, 3, 4, 8], "56": [2, 3, 4, 7, 8], "72it": [2, 3, 4, 7, 8], "57": [2, 3, 4, 7, 8], "68it": [2, 3, 4, 7, 8], "58": [2, 3, 4, 7, 8], "59": [2, 3, 4, 7, 8], "61": [2, 3, 4, 7, 8], "08": [2, 3, 4, 7, 8], "73it": [2, 3, 4, 7, 8], "62": [2, 3, 4, 7, 8], "79it": [2, 3, 4, 7, 8], "63": [2, 3, 4, 7, 8], "64": [2, 3, 4, 7, 8], "65": [2, 3, 4, 7, 8], "91it": [2, 3, 8], "66": [2, 3, 4, 7, 8], "90it": [2, 3, 4, 8], "67": [2, 3, 4, 7, 8], "68": [2, 3, 4, 7, 8], "69": [2, 3, 4, 7, 8], "09": [2, 3, 4, 7, 8], "70": [2, 3, 4, 7, 8], "71": [2, 3, 4, 7, 8], "41it": [2, 3, 7, 8], "72": [2, 3, 4, 7, 8], "73": [2, 3, 4, 6, 8], "50it": [2, 3, 4, 7, 8], "74": [2, 3, 4, 7, 8], "55it": [2, 3, 4, 7, 8], "75": [2, 3, 4, 5, 7, 8, 13], "76": [2, 3, 4, 7, 8], "77": [2, 3, 4, 8], "78": [2, 3, 4, 7, 8], "79": [2, 3, 4, 7, 8], "80": [2, 3, 4, 7, 8], "81": [2, 3, 4, 7, 8], "43it": [2, 3, 7, 8], "82": [2, 3, 4, 7, 8], "83": [2, 3, 4, 7, 8], "46it": [2, 3, 7, 8], "84": [2, 3, 4, 7, 8], "85": [2, 3, 4, 7, 8], "31it": [2, 3, 7, 8], "86": [2, 3, 4, 7, 8], "87": [2, 3, 4, 8], "32it": [2, 3, 7, 8], "88": [2, 3, 4, 7, 8], "89": [2, 3, 4, 7, 8], "23it": [2, 3, 8], "90": [2, 3, 4, 7, 8], "91": [2, 3, 4, 7, 8], "25it": [2, 3, 4, 8], "92": [2, 3, 4, 7, 8], "93": [2, 3, 4, 7, 8], "94": [2, 3, 4, 7, 8], "95": [2, 3, 4, 8], "96": [2, 3, 4, 7, 8], "97": [2, 3, 4, 7, 8], "98": [2, 3, 4, 7, 8], "30it": [2, 3, 8], "99": [2, 3, 4, 7, 8], "29it": [2, 3, 8], "100": [2, 3, 4, 7, 8], "101": [2, 4, 8], "103": [2, 4, 8], "104": [2, 3, 4, 8], "105": [2, 3, 4, 8], "106": [2, 3, 4, 6, 8], "107": [2, 3, 4, 8], "108": [2, 3, 4, 8], "109": [2, 3, 4, 8], "110": [2, 3, 4, 8], "111": [2, 3, 4, 8], "112": [2, 3, 4, 8], "113": [2, 3, 4, 8], "114": [2, 3, 4, 8], "17it": [2, 3, 8], "115": [2, 3, 4, 7, 8, 23], "116": [2, 3, 4, 8], "117": [2, 3, 4, 8], "118": [2, 3, 4, 8], "119": [2, 3, 4, 8], "47it": [2, 3, 4, 8], "120": [2, 3, 4, 8, 23], "121": [2, 3, 4, 8], "122": [2, 3, 4, 8, 23], "123": [2, 3, 4], "124": [2, 3, 4, 8], "125": [2, 4], "126": [2, 3, 4, 8], "27it": [2, 3, 7, 8], "127": [2, 3, 4], "128": [2, 3, 4, 8], "129": [2, 3, 4, 8, 23], "130": [2, 3, 4, 8, 23], "131": [2, 4, 8], "132": [2, 3, 4, 8], "133": [2, 3, 4, 8], "48it": [2, 3, 4, 8], "134": [2, 3, 4, 8], "54it": [2, 3, 8], "135": [2, 3, 4, 8], "136": [2, 3, 4, 8], "137": [2, 3, 4, 8], "138": [2, 4, 8, 23], "139": [2, 4, 8], "140": [2, 3, 4, 8, 23], "141": [2, 3, 4, 8], "66it": [2, 3, 4, 7, 8], "142": [2, 3, 4, 8], "143": [2, 3, 4, 8], "144": [2, 3, 4, 8], "145": [2, 3, 4, 8], "83it": [2, 3, 4, 8], "146": [2, 4, 8], "147": [2, 4, 8], "148": [2, 3, 4, 8], "63it": [2, 3, 4, 7, 8], "149": [2, 3, 4, 8], "150": [2, 3, 4, 8], "151": [2, 3, 4, 8], "152": [2, 3, 4, 8, 23], "153": [2, 3, 4, 8], "154": [2, 3, 4, 8], "155": [2, 3, 4, 8], "71it": [2, 3, 7, 8], "156": [2, 3, 4, 8], "157": [2, 3, 4, 8], "158": [2, 3, 4, 8], "159": [2, 4, 7, 8, 10, 21], "160": [2, 4, 8], "161": [2, 4, 8], "162": [2, 4], "163": [2, 3, 4, 8], "164": [2, 3, 4, 8], "165": [2, 4, 8], "166": [2, 4, 8], "167": [2, 3, 4, 8], "168": [2, 3, 4, 8], "169": [2, 4, 8], "170": [2, 3, 4, 7, 8], "171": [2, 4, 8], "172": [2, 3, 4, 8], "173": [2, 4, 8], "174": [2, 3, 4, 8], "175": [2, 4, 8], "176": [2, 3, 4, 8], "177": [2, 3, 4, 8, 23], "61it": [2, 3, 4, 7, 8], "178": [2, 3, 4, 8], "179": [2, 3, 4, 8], "180": [2, 4, 8], "181": [2, 3, 4, 8], "182": [2, 4, 8], "183": [2, 3, 4, 8], "184": [2, 4, 8], "185": [2, 3, 4, 8], "186": [2, 4, 8], "187": [2, 3, 4, 8], "188": [2, 3, 4, 8], "189": [2, 3, 4], "190": [2, 4, 8], "191": [2, 4, 8], "192": [2, 3, 4, 8], "193": [2, 4, 8, 23], "78it": [2, 3, 4, 7, 8], "194": [2, 4, 8], "195": [2, 4, 8], "196": [2, 4, 8], "197": [2, 4, 8], "198": [2, 4], "199": [2, 3, 4], "200": [2, 4, 6, 7, 8], "76it": [2, 3, 4, 7, 8], "201": [2, 4], "67it": [2, 3, 4, 7, 8], "202": [2, 3, 4], "203": [2, 3, 4, 23], "11it": [2, 3, 7, 8], "88it": [2, 3, 4, 8], "92it": [2, 3, 8], "93it": [2, 3, 7, 8], "75it": [2, 3, 4, 7, 8], "99it": [2, 3, 8], "97it": [2, 3, 7, 8], "09it": [2, 3, 8], "16it": [2, 3, 8], "06it": [2, 3, 7, 8], "98it": [2, 3, 7, 8], "95it": [2, 3, 8], "n_interp": [2, 3, 8], "05it": [2, 3, 8], "07it": [2, 3, 8], "01it": [2, 3, 4, 7, 8], "fold": [2, 3, 8, 10], "35it": [2, 3, 8], "estim": [2, 3, 5, 6, 8, 12, 16, 23], "consensu": [2, 3, 8, 12, 13], "03it": [2, 3, 7, 8], "08it": [2, 3, 8], "15it": [2, 3, 8], "04it": [2, 3, 8], "96it": [2, 3, 8], "02it": [2, 3, 8], "No": [2, 3, 8, 11], "were": [2, 3, 8, 11], "found": [2, 3, 8], "your": [2, 3, 5, 8, 10, 21], "return": [2, 3, 8, 12, 13, 14, 15, 16, 17, 18, 20, 23], "copi": [2, 3, 8, 21], "you": [2, 3, 4, 5, 8, 11, 21], "mai": [2, 3, 8, 11], "have": [2, 3, 4, 8, 10, 13, 16, 21], "been": [2, 3, 8], "manual": [2, 3, 6, 7], "mark": [2, 3, 4, 7, 12, 14, 16], "just": [2, 7], "2443": [2, 7], "result": [2, 3, 5, 7, 23], "matplotlib": [2, 3, 4, 6, 7, 8, 14, 19, 21], "pyplot": [2, 3, 4, 6, 7, 8, 19], "plt": [2, 3, 4, 6, 7, 8, 14, 19], "fig": [2, 7, 14], "ax": [2, 3, 5, 7, 8, 14, 23], "subplot": [2, 7], "figsiz": [2, 4, 6, 7], "tick_param": [2, 4, 6, 7], "axi": [2, 4, 6, 7, 8, 14], "both": [2, 4, 6, 7, 10], "bottom": [2, 4, 6, 7, 8], "top": [2, 4, 6, 7], "y": [2, 4, 6, 7, 14, 20], "ylim": [2, 7, 8], "dict": [2, 3, 7, 8, 12, 14, 15, 16], "set_titl": [2, 7], "befor": [2, 3, 7, 8], "after": [2, 3, 7, 8], "tight_layout": [2, 4, 6, 7], "legaci": [2, 7, 8], "new": [2, 7, 8, 14], "should": [2, 7, 8, 10, 21], "inst": [2, 7, 8], "plot_auto_repair": [2, 9, 22], "py": [2, 3, 4, 5, 6, 7, 8, 9, 21, 22], "userwarn": [2, 4, 7], "figur": [2, 3, 4, 5, 6, 7, 8, 14, 23], "so": [2, 3, 7, 8, 23], "might": [2, 5, 7], "incorrect": [2, 7], "To": [2, 7, 21], "thing": [2, 7], "up": [2, 3, 5, 7, 8], "also": [2, 3, 6, 7, 8, 12, 15, 21, 23], "heatmap": [2, 7], "get_reject_log": [2, 3, 11, 12], "size": [2, 3, 5, 8], "1200x600": [2, 3], "script": [2, 3, 4, 5, 6, 7, 8, 21], "minut": [2, 3, 4, 5, 6, 7, 8], "671": [2, 9, 22], "second": [2, 3, 4, 5, 6, 7, 8], "ipynb": [2, 3, 4, 5, 6, 7, 8], "galleri": [2, 3, 4, 5, 6, 7, 8, 22], "discuss": [3, 11], "decis": 3, "about": 3, "step": [3, 13], "tldr": 3, "recommend": [3, 21], "local": 3, "suppli": 3, "artifact": [3, 5, 7, 10, 11, 13, 21], "free": 3, "algorithm": [3, 13, 23], "robust": [3, 13], "final": [3, 4, 5, 8], "again": 3, "alex": [3, 23], "rockhil": [3, 23], "aprockhil": 3, "mailbox": 3, "org": [3, 21], "mja": 3, "mgh": 3, "harvard": 3, "edu": 3, "apoorva": 3, "karek": 3, "apoorvak": 3, "uoregon": 3, "sphinx_gallery_thumbnail_numb": [3, 8], "state": 3, "parkinson": 3, "patient": 3, "openneuro": [3, 8, 21], "instal": [3, 8], "command": 3, "pip": [3, 8, 21], "o": [3, 6, 8], "ds002778": 3, "id": [3, 8], "subject_id": [3, 8], "pd14": 3, "target_dir": [3, 8], "path": [3, 8], "join": [3, 7, 8], "dirnam": [3, 8], "__file__": [3, 8], "makedir": [3, 8], "exist_ok": [3, 8], "f": [3, 7, 8], "sub": [3, 8], "se": [3, 8], "hello": [3, 8], "2023": [3, 8], "great": [3, 8], "pleas": [3, 4, 8, 11, 21], "report": [3, 8], "problem": [3, 8], "bug": [3, 8], "http": [3, 8, 21], "github": [3, 8, 21], "hoechenberg": [3, 8], "issu": [3, 8, 21], "prepar": [3, 7, 8], "travers": [3, 8], "directori": [3, 8], "entiti": [3, 8], "retriev": [3, 8], "concurr": [3, 8], "particip": [3, 8], "json": [3, 8], "24k": [3, 8], "b": [3, 8], "tsv": [3, 8], "62k": 3, "dataset_descript": [3, 8], "00b": 3, "readm": [3, 8], "chang": [3, 8, 23], "pd14_se": 3, "off_task": 3, "rest_ev": 3, "rest_eeg": 3, "471": 3, "rest_beh": 3, "off_scan": 3, "rest_channel": 3, "22k": [3, 8], "bdf": 3, "5m": [3, 8], "57m": 3, "3mb": [3, 8], "19m": [3, 8], "6mb": [3, 8], "8m": [3, 8], "4m": [3, 8], "9mb": [3, 8], "finish": [3, 8], "enjoi": [3, 8], "brain": [3, 8], "load": [3, 4, 8, 23], "sinc": 3, "regularli": 3, "space": 3, "In": [3, 6, 12, 13, 14, 15, 21], "eyeblink": [3, 8], "contamin": 3, "overal": 3, "typic": 3, "read_raw_bdf": 3, "dig_montag": 3, "make_standard_montag": 3, "biosemi32": 3, "drop_channel": 3, "ch": 3, "ch_name": [3, 7, 14], "set_montag": 3, "standard": [3, 7, 13], "montag": 3, "make_fixed_length_epoch": 3, "durat": 3, "plot_joint": 3, "extract": [3, 4], "edf": 3, "structur": 3, "149503": 3, "291": 3, "998": 3, "Not": [3, 8], "metadata": [3, 8], "match": [3, 8], "correct": [3, 8, 23], "appli": [3, 8, 10], "activ": [3, 8], "1536": 3, "origin": [3, 6, 7, 8, 10, 13], "point": [3, 6, 8], "projector": [3, 8], "specifi": [3, 16, 23], "consid": [3, 4, 12], "method": [3, 4, 7, 8, 13, 15, 23], "self": [3, 12, 13], "add_proj": 3, "800x420": 3, "ll": 3, "naiv": 3, "our": [3, 4, 10], "As": 3, "mani": 3, "caus": [3, 5], "lot": 3, "being": 3, "lost": 3, "look": 3, "fairli": 3, "alreadi": [3, 12, 14], "few": 3, "start": [3, 8, 21], "wa": [3, 11, 23], "check": [3, 8, 21, 23], "low": [3, 5], "n_job": [3, 6, 7, 8, 12, 13, 15, 20, 23], "epochs_ar": [3, 8], "reject_log": [3, 8, 11, 12, 18, 23], "return_log": [3, 8, 12], "94it": 3, "20it": [3, 4, 7, 8], "351": 3, "353": 3, "354": 3, "349": 3, "235": 3, "207": 3, "282": [3, 23], "228": 3, "208": 3, "283": 3, "225": [3, 23], "206": 3, "279": 3, "224": 3, "bad_epoch": [3, 14], "scale": [3, 4, 6, 7, 8, 13, 14], "100e": 3, "2d": 3, "backend": 3, "mnebrowsefigur": [3, 8], "800x800": [3, 8], "log": [3, 12, 14, 18, 23], "horizont": [3, 14], "veri": 3, "valuabl": 3, "experi": 3, "limit": 3, "take": [3, 5, 10, 11], "reduc": 3, "slow": 3, "drift": 3, "could": 3, "care": 3, "spread": 3, "sharp": 3, "frequenc": [3, 5, 8], "transient": 3, "distort": 3, "phase": [3, 8], "signal": [3, 4, 10], "most": 3, "respons": 3, "potenti": [3, 4, 11], "analys": 3, "interest": 3, "seri": 3, "base": [3, 5, 12, 13, 14], "analysi": [3, 7, 13], "fourier": 3, "avoid": 3, "instead": 3, "l_freq": 3, "h_freq": 3, "contigu": [3, 8], "segment": [3, 8], "hz": [3, 5, 8], "fir": [3, 8], "zero": [3, 8], "non": [3, 8], "causal": [3, 8], "window": [3, 8], "domain": [3, 8], "firwin": [3, 8], "ham": [3, 8], "0194": [3, 8], "passband": [3, 8], "rippl": [3, 8], "db": [3, 8], "stopband": [3, 8], "attenu": [3, 8], "lower": [3, 8, 13], "edg": [3, 8], "transit": [3, 8], "bandwidth": [3, 8], "cutoff": [3, 8], "length": [3, 7, 8, 13], "1691": 3, "303": 3, "parallel": [3, 7, 13, 15, 20], "task": [3, 7], "elaps": [3, 7], "350": 3, "348": 3, "347": 3, "81it": [3, 4, 8], "inflat": 3, "peak": [3, 6, 12], "amplitud": 3, "an": [3, 7, 13, 14, 21, 23], "upward": 3, "align": 3, "independ": 3, "compon": [3, 7], "depend": [3, 21], "front": 3, "head": [3, 7], "skip": 3, "previou": 3, "howev": [3, 5, 10], "increas": [3, 8], "amount": [3, 5], "usabl": 3, "spatial": 3, "downscal": 3, "affect": [3, 23], "work": [3, 7, 21, 23], "best": [3, 6, 8, 10], "henc": 3, "benefit": 3, "select": [3, 4, 8, 11, 16], "took": 3, "fastica": 3, "parallelfun": 3, "logcoshfun_arg": 3, "nonemax_it": 3, "1000": 3, "iter": [3, 7, 20], "113664": 3, "avail": [3, 15], "exclus": 3, "mdash": 3, "below": [3, 21], "effect": 3, "made": 3, "blink": 3, "saccad": 3, "plot_compon": 3, "plot_overlai": 3, "instanc": [3, 12, 13, 14, 15, 17, 18, 19, 20], "out": [3, 21], "back": 3, "especi": 3, "heavi": 3, "lift": 3, "There": 3, "isn": 3, "huge": 3, "view": 3, "had": 3, "still": [3, 11], "stereotyp": 3, "weren": 3, "abl": 3, "pop": 3, "exponenti": 3, "rc": 3, "decai": 3, "muscl": 3, "jaw": 3, "clench": 3, "gross": 3, "movement": 3, "impact": 3, "These": [3, 4], "what": [3, 11], "follow": [3, 10, 21], "help": 3, "357": 3, "359": 3, "360": 3, "257": 3, "234": 3, "219": 3, "285": 3, "242": [3, 5], "221": 3, "289": 3, "222": 3, "290": 3, "238": 3, "214": 3, "284": 3, "239": 3, "217": 3, "even": 3, "statist": 3, "burst": 3, "why": 3, "next": [3, 6], "compar": [3, 10], "against": [3, 6], "evoked_bad": 3, "1e6": [3, 6, 8], "r": [3, 4, 6, 8], "zorder": 3, "gca": [3, 8], "640x480": [3, 8], "last": 3, "option": [3, 21, 23], "inspect": 3, "retain": [3, 10], "list": [3, 4, 7, 8, 11, 12, 13, 14, 15, 16, 21, 23], "qualiti": [3, 19], "assur": 3, "metric": 3, "modifi": 3, "print": [3, 5, 7], "len": [3, 7, 8, 12], "281": [3, 23], "236": 3, "216": 3, "forget": 3, "long": [3, 8], "possibl": [3, 10], "lead": [3, 12], "longer": 3, "fine": [3, 21], "grain": 3, "control": 3, "over": [3, 4, 8, 10], "construct": 3, "shorter": 3, "annot": 3, "emphas": 3, "subsitut": 3, "irrespect": 3, "highli": 3, "user": [3, 16, 21, 23], "further": [3, 23], "071": [3, 9, 22], "plot_autoreject_workflow": [3, 9, 22], "wise": 4, "trigger": [4, 8], "search": 4, "candid": [4, 6, 10], "get": [4, 5, 6, 7, 12, 21], "dictionari": [4, 5, 6, 16, 21], "thresh": [4, 15, 20], "ignor": 4, "them": [4, 7, 8, 13], "warn": 4, "histogram": 4, "verifi": 4, "inde": [4, 11], "unit": [4, 6, 8], "ft": 4, "cm": 4, "1e13": 4, "hist": 4, "color": [4, 6], "g": [4, 12, 13, 15, 16], "alpha": 4, "xlabel": [4, 6, 8], "ylabel": [4, 6, 8], "xlim": [4, 6], "950": 4, "586": [4, 9, 22], "plot_channel_threshold": [4, 9, 22], "get_rejection_threshold": [5, 6, 21, 23], "decim": [5, 8, 16], "everi": [5, 14, 16], "nth": [5, 16], "slice": [5, 12, 13, 15, 16], "speed": 5, "rate": 5, "high": 5, "peaki": 5, "fast": 5, "timecours": 5, "almost": 5, "alwai": 5, "benefici": 5, "decreas": 5, "accuraci": 5, "runtimewarn": [5, 8], "measur": [5, 11], "indic": [5, 12, 13, 15], "07687377929688": 5, "alias": 5, "mag": [5, 8, 14, 16], "284586001851895e": 5, "0357642173052411e": 5, "844322373549318e": 5, "559782003227096e": 5, "drop_bad": 5, "001": 5, "002": 5, "003": [5, 8], "006": 5, "007": 5, "014": 5, "015": 5, "061": 5, "025": 5, "008": 5, "004": 5, "1331": 5, "016": 5, "024": 5, "640x500": 5, "605": [5, 9, 22], "plot_estimate_global_reject": [5, 9, 22], "case": [6, 11], "mu": [6, 10], "v": [6, 8, 10], "param_rang": [6, 20, 23], "40e": [6, 8], "200e": 6, "validation_curv": [6, 23], "root": 6, "mean": [6, 8, 10], "squar": [6, 14], "rmse": 6, "under": 6, "hood": 6, "_globalautoreject": 6, "e": [6, 10, 12, 13, 15, 16], "_": 6, "test_scor": [6, 20], "cv": [6, 12, 16, 20], "return_param_rang": [6, 20], "best_thresh": 6, "argmin": [6, 8], "effici": [6, 12], "bayesian": 6, "reject2": 6, "human_thresh": 6, "80e": 6, "human": 6, "e24a33": 6, "348abd": 6, "988ed5": 6, "k": [6, 7, 10], "markerfacecolor": 6, "w": 6, "markeredgewidth": 6, "linewidth": [6, 8], "markeredgecolor": 6, "markers": 6, "label": [6, 14, 20], "score": [6, 11, 20], "axvlin": 6, "auto": [6, 14], "linestyl": 6, "bay": 6, "opt": 6, "legend": 6, "loc": 6, "upper": [6, 8], "220": [6, 9, 22], "plot_global_reject": [6, 9, 22], "prep": [7, 13, 21], "pipelin": [7, 13, 21], "implement": [7, 13, 21, 23], "extens": 7, "well": [7, 8], "bigd": [7, 13], "shamlo": [7, 13], "mullen": 7, "koth": 7, "c": [7, 8, 21], "su": 7, "robbin": 7, "2015": [7, 13], "larg": [7, 13], "frontier": [7, 13], "neuroinformat": [7, 13], "d": 7, "bekhti": [7, 10, 13, 21], "raimondo": [7, 10, 13, 21], "gramfort": [7, 10, 13, 21, 23], "2017": [7, 10, 21], "neuroimag": [7, 10, 21], "417": [7, 10, 21], "429": [7, 10, 21], "familiar": 7, "fit_transform": [7, 8, 12, 21], "interpolate_bad": 7, "1min": 7, "spline": 7, "radiu": 7, "mm": 7, "dot": [7, 23], "product": [7, 23], "292": [7, 8, 23], "map": [7, 10], "matrix": 7, "truncat": 7, "omit": 7, "0001": 7, "4e": [7, 14], "bad_chs_": [7, 13], "0722": 7, "0813": 7, "0812": 7, "0822": 7, "0912": 7, "0942": 7, "0943": 7, "1013": 7, "1023": 7, "1022": 7, "1032": 7, "1422": 7, "1633": 7, "Then": [7, 10], "plot_ransac": [7, 9, 22], "ii": 7, "imshow": [7, 14], "bad_log": 7, "cmap": [7, 8], "red": [7, 8], "nearest": 7, "grid": 7, "set_xlabel": 7, "set_ylabel": 7, "setp": 7, "xtick": [7, 8], "xticklabel": 7, "get_yticklabel": 7, "rotat": 7, "get_xticklabel": 7, "rect": [7, 8], "332": [7, 9, 22], "openfmri": 8, "host": 8, "ds000117": 8, "format": [8, 11, 12], "subject": 8, "490": 8, "355": 8, "1066": 8, "16_se": 8, "meg_scan": 8, "475": 8, "333": 8, "07k": 8, "79k": 8, "92k": 8, "meg_task": 8, "facerecognition_run": 8, "01_event": 8, "19k": 8, "02_event": 8, "06k": 8, "03_event": 8, "06_event": 8, "facerecognition_channel": 8, "0k": 8, "meg_coordsystem": 8, "81k": 8, "facerecognition_ev": 8, "75k": 8, "02_meg": 8, "835m": 8, "04_event": 8, "23k": 8, "01_meg": 8, "824m": 8, "18m": 8, "33m": 8, "75m": 8, "8mb": 8, "meg_headshap": 8, "po": 8, "94m": 8, "05_meg": 8, "04_meg": 8, "830m": 8, "17m": 8, "5mb": 8, "01m": 8, "05_event": 8, "15k": 8, "626k": 8, "89mb": 8, "43m": 8, "7mb": 8, "facerecognition_meg": 8, "67k": 8, "26m": 8, "38mb": 8, "03m": 8, "11mb": 8, "48m": 8, "58mb": 8, "60m": 8, "75mb": 8, "27m": 8, "24mb": 8, "98mb": 8, "52m": 8, "61m": 8, "67mb": 8, "06_meg": 8, "822m": 8, "80m": 8, "82m": 8, "40mb": 8, "29mb": 8, "739k": 8, "54mb": 8, "02m": 8, "59m": 8, "81mb": 8, "67m": 8, "47m": 8, "52mb": 8, "45m": 8, "17mb": 8, "16m": 8, "46m": 8, "68mb": 8, "08mb": 8, "15m": 8, "09mb": 8, "29m": 8, "31m": 8, "93mb": 8, "23m": 8, "36mb": 8, "78mb": 8, "35m": 8, "18mb": 8, "1m": 8, "64mb": 8, "31mb": 8, "0m": 8, "63m": 8, "44mb": 8, "65m": 8, "22mb": 8, "68m": 8, "0mb": 8, "6m": 8, "37m": 8, "2mb": 8, "21mb": 8, "3m": 8, "08m": 8, "2m": 8, "14mb": 8, "19mb": 8, "78m": 8, "13m": 8, "1mb": 8, "9m": 8, "7m": 8, "16mb": 8, "07mb": 8, "66mb": 8, "25mb": 8, "03mb": 8, "69mb": 8, "59mb": 8, "86mb": 8, "74mb": 8, "56mb": 8, "63mb": 8, "4mb": 8, "61mb": 8, "60mb": 8, "62mb": 8, "65mb": 8, "51mb": 8, "53mb": 8, "50mb": 8, "57mb": 8, "47mb": 8, "48mb": 8, "46mb": 8, "73mb": 8, "70mb": 8, "87mb": 8, "79mb": 8, "82mb": 8, "71mb": 8, "49mb": 8, "55mb": 8, "100m": 8, "101m": 8, "102m": 8, "104m": 8, "105m": 8, "103m": 8, "106m": 8, "107m": 8, "108m": 8, "109m": 8, "110m": 8, "111m": 8, "112m": 8, "114m": 8, "115m": 8, "116m": 8, "117m": 8, "113m": 8, "118m": 8, "119m": 8, "120m": 8, "45mb": 8, "121m": 8, "122m": 8, "42mb": 8, "124m": 8, "125m": 8, "123m": 8, "126m": 8, "127m": 8, "128m": 8, "129m": 8, "130m": 8, "30mb": 8, "131m": 8, "132m": 8, "43mb": 8, "133m": 8, "39mb": 8, "134m": 8, "135m": 8, "137m": 8, "138m": 8, "139m": 8, "140m": 8, "136m": 8, "141m": 8, "142m": 8, "143m": 8, "144m": 8, "145m": 8, "146m": 8, "148m": 8, "147m": 8, "149m": 8, "150m": 8, "151m": 8, "152m": 8, "37mb": 8, "153m": 8, "154m": 8, "155m": 8, "156m": 8, "158m": 8, "157m": 8, "159m": 8, "160m": 8, "161m": 8, "162m": 8, "163m": 8, "164m": 8, "165m": 8, "166m": 8, "168m": 8, "167m": 8, "169m": 8, "170m": 8, "171m": 8, "172m": 8, "28mb": 8, "173m": 8, "174m": 8, "175m": 8, "176m": 8, "178m": 8, "179m": 8, "180m": 8, "181m": 8, "177m": 8, "182m": 8, "183m": 8, "184m": 8, "185m": 8, "186m": 8, "187m": 8, "188m": 8, "190m": 8, "191m": 8, "189m": 8, "192m": 8, "35mb": 8, "193m": 8, "194m": 8, "20mb": 8, "195m": 8, "92mb": 8, "196m": 8, "83mb": 8, "197m": 8, "96mb": 8, "91mb": 8, "198m": 8, "85mb": 8, "199m": 8, "200m": 8, "80mb": 8, "201m": 8, "202m": 8, "203m": 8, "204m": 8, "205m": 8, "206m": 8, "208m": 8, "207m": 8, "209m": 8, "210m": 8, "211m": 8, "212m": 8, "213m": 8, "214m": 8, "215m": 8, "216m": 8, "217m": 8, "219m": 8, "218m": 8, "220m": 8, "221m": 8, "222m": 8, "223m": 8, "224m": 8, "225m": 8, "226m": 8, "227m": 8, "228m": 8, "230m": 8, "229m": 8, "231m": 8, "232m": 8, "233m": 8, "234m": 8, "235m": 8, "236m": 8, "237m": 8, "238m": 8, "239m": 8, "241m": 8, "242m": 8, "240m": 8, "243m": 8, "244m": 8, "245m": 8, "246m": 8, "247m": 8, "248m": 8, "249m": 8, "250m": 8, "251m": 8, "253m": 8, "254m": 8, "252m": 8, "255m": 8, "256m": 8, "257m": 8, "258m": 8, "259m": 8, "260m": 8, "261m": 8, "262m": 8, "263m": 8, "264m": 8, "266m": 8, "267m": 8, "265m": 8, "268m": 8, "269m": 8, "270m": 8, "271m": 8, "272m": 8, "72mb": 8, "273m": 8, "274m": 8, "275m": 8, "277m": 8, "276m": 8, "278m": 8, "279m": 8, "280m": 8, "281m": 8, "282m": 8, "283m": 8, "284m": 8, "285m": 8, "286m": 8, "288m": 8, "287m": 8, "289m": 8, "290m": 8, "291m": 8, "292m": 8, "293m": 8, "294m": 8, "295m": 8, "296m": 8, "297m": 8, "299m": 8, "298m": 8, "300m": 8, "301m": 8, "302m": 8, "303m": 8, "304m": 8, "305m": 8, "306m": 8, "307m": 8, "309m": 8, "308m": 8, "310m": 8, "311m": 8, "312m": 8, "313m": 8, "314m": 8, "315m": 8, "316m": 8, "317m": 8, "319m": 8, "318m": 8, "320m": 8, "321m": 8, "322m": 8, "323m": 8, "324m": 8, "325m": 8, "326m": 8, "327m": 8, "328m": 8, "330m": 8, "329m": 8, "331m": 8, "332m": 8, "333m": 8, "334m": 8, "335m": 8, "336m": 8, "337m": 8, "338m": 8, "339m": 8, "341m": 8, "340m": 8, "342m": 8, "343m": 8, "26mb": 8, "344m": 8, "345m": 8, "346m": 8, "347m": 8, "41mb": 8, "348m": 8, "349m": 8, "350m": 8, "351m": 8, "353m": 8, "352m": 8, "354m": 8, "355m": 8, "356m": 8, "357m": 8, "358m": 8, "359m": 8, "360m": 8, "361m": 8, "362m": 8, "364m": 8, "363m": 8, "365m": 8, "366m": 8, "367m": 8, "368m": 8, "369m": 8, "94mb": 8, "370m": 8, "99mb": 8, "371m": 8, "372m": 8, "373m": 8, "374m": 8, "375m": 8, "376m": 8, "27mb": 8, "377m": 8, "378m": 8, "379m": 8, "381m": 8, "380m": 8, "382m": 8, "383m": 8, "384m": 8, "385m": 8, "386m": 8, "387m": 8, "388m": 8, "389m": 8, "390m": 8, "391m": 8, "392m": 8, "394m": 8, "393m": 8, "395m": 8, "396m": 8, "397m": 8, "398m": 8, "399m": 8, "32mb": 8, "400m": 8, "33mb": 8, "401m": 8, "402m": 8, "404m": 8, "403m": 8, "405m": 8, "406m": 8, "407m": 8, "408m": 8, "409m": 8, "410m": 8, "411m": 8, "412m": 8, "414m": 8, "415m": 8, "413m": 8, "416m": 8, "417m": 8, "418m": 8, "419m": 8, "420m": 8, "421m": 8, "422m": 8, "423m": 8, "424m": 8, "425m": 8, "427m": 8, "428m": 8, "429m": 8, "430m": 8, "426m": 8, "431m": 8, "432m": 8, "433m": 8, "434m": 8, "435m": 8, "436m": 8, "437m": 8, "439m": 8, "438m": 8, "440m": 8, "441m": 8, "442m": 8, "443m": 8, "444m": 8, "445m": 8, "446m": 8, "447m": 8, "448m": 8, "449m": 8, "450m": 8, "452m": 8, "453m": 8, "454m": 8, "455m": 8, "451m": 8, "456m": 8, "457m": 8, "458m": 8, "459m": 8, "460m": 8, "461m": 8, "462m": 8, "464m": 8, "463m": 8, "465m": 8, "466m": 8, "467m": 8, "468m": 8, "469m": 8, "470m": 8, "471m": 8, "472m": 8, "473m": 8, "475m": 8, "474m": 8, "476m": 8, "477m": 8, "478m": 8, "479m": 8, "480m": 8, "481m": 8, "482m": 8, "483m": 8, "484m": 8, "486m": 8, "485m": 8, "487m": 8, "488m": 8, "489m": 8, "490m": 8, "491m": 8, "492m": 8, "493m": 8, "494m": 8, "495m": 8, "497m": 8, "496m": 8, "498m": 8, "499m": 8, "500m": 8, "501m": 8, "502m": 8, "503m": 8, "504m": 8, "505m": 8, "506m": 8, "507m": 8, "509m": 8, "510m": 8, "508m": 8, "511m": 8, "512m": 8, "513m": 8, "514m": 8, "515m": 8, "516m": 8, "517m": 8, "519m": 8, "520m": 8, "518m": 8, "521m": 8, "522m": 8, "523m": 8, "524m": 8, "525m": 8, "526m": 8, "527m": 8, "528m": 8, "529m": 8, "531m": 8, "532m": 8, "530m": 8, "533m": 8, "534m": 8, "535m": 8, "536m": 8, "537m": 8, "538m": 8, "539m": 8, "540m": 8, "541m": 8, "542m": 8, "544m": 8, "545m": 8, "543m": 8, "546m": 8, "547m": 8, "548m": 8, "549m": 8, "550m": 8, "551m": 8, "90mb": 8, "552m": 8, "95mb": 8, "553m": 8, "84mb": 8, "554m": 8, "555m": 8, "556m": 8, "557m": 8, "559m": 8, "560m": 8, "558m": 8, "561m": 8, "562m": 8, "563m": 8, "564m": 8, "565m": 8, "566m": 8, "567m": 8, "568m": 8, "569m": 8, "570m": 8, "572m": 8, "573m": 8, "571m": 8, "574m": 8, "575m": 8, "576m": 8, "577m": 8, "578m": 8, "579m": 8, "580m": 8, "581m": 8, "583m": 8, "584m": 8, "582m": 8, "585m": 8, "586m": 8, "587m": 8, "588m": 8, "589m": 8, "590m": 8, "591m": 8, "592m": 8, "593m": 8, "594m": 8, "596m": 8, "597m": 8, "595m": 8, "598m": 8, "599m": 8, "600m": 8, "601m": 8, "602m": 8, "603m": 8, "604m": 8, "606m": 8, "607m": 8, "605m": 8, "608m": 8, "609m": 8, "610m": 8, "611m": 8, "612m": 8, "613m": 8, "614m": 8, "616m": 8, "617m": 8, "615m": 8, "618m": 8, "619m": 8, "620m": 8, "621m": 8, "622m": 8, "623m": 8, "625m": 8, "626m": 8, "624m": 8, "627m": 8, "628m": 8, "629m": 8, "630m": 8, "631m": 8, "632m": 8, "633m": 8, "634m": 8, "636m": 8, "637m": 8, "635m": 8, "638m": 8, "639m": 8, "640m": 8, "641m": 8, "642m": 8, "643m": 8, "644m": 8, "646m": 8, "647m": 8, "645m": 8, "648m": 8, "649m": 8, "650m": 8, "651m": 8, "652m": 8, "653m": 8, "654m": 8, "656m": 8, "657m": 8, "655m": 8, "658m": 8, "659m": 8, "660m": 8, "661m": 8, "662m": 8, "663m": 8, "665m": 8, "666m": 8, "664m": 8, "667m": 8, "668m": 8, "669m": 8, "670m": 8, "671m": 8, "672m": 8, "673m": 8, "675m": 8, "676m": 8, "674m": 8, "677m": 8, "678m": 8, "679m": 8, "680m": 8, "681m": 8, "682m": 8, "683m": 8, "685m": 8, "686m": 8, "684m": 8, "687m": 8, "688m": 8, "689m": 8, "690m": 8, "691m": 8, "692m": 8, "693m": 8, "694m": 8, "695m": 8, "697m": 8, "698m": 8, "696m": 8, "699m": 8, "700m": 8, "701m": 8, "702m": 8, "703m": 8, "34mb": 8, "704m": 8, "705m": 8, "706m": 8, "707m": 8, "708m": 8, "709m": 8, "711m": 8, "712m": 8, "710m": 8, "713m": 8, "714m": 8, "715m": 8, "716m": 8, "717m": 8, "718m": 8, "720m": 8, "721m": 8, "719m": 8, "722m": 8, "723m": 8, "724m": 8, "725m": 8, "726m": 8, "97mb": 8, "727m": 8, "728m": 8, "15mb": 8, "729m": 8, "730m": 8, "731m": 8, "733m": 8, "734m": 8, "732m": 8, "735m": 8, "736m": 8, "737m": 8, "738m": 8, "739m": 8, "740m": 8, "742m": 8, "743m": 8, "741m": 8, "744m": 8, "745m": 8, "746m": 8, "747m": 8, "748m": 8, "750m": 8, "751m": 8, "749m": 8, "752m": 8, "753m": 8, "754m": 8, "755m": 8, "756m": 8, "757m": 8, "759m": 8, "760m": 8, "758m": 8, "761m": 8, "762m": 8, "763m": 8, "764m": 8, "77mb": 8, "765m": 8, "767m": 8, "768m": 8, "766m": 8, "769m": 8, "770m": 8, "771m": 8, "772m": 8, "773m": 8, "775m": 8, "776m": 8, "774m": 8, "777m": 8, "778m": 8, "779m": 8, "780m": 8, "781m": 8, "783m": 8, "784m": 8, "782m": 8, "785m": 8, "786m": 8, "787m": 8, "788m": 8, "76mb": 8, "789m": 8, "791m": 8, "792m": 8, "790m": 8, "793m": 8, "794m": 8, "795m": 8, "796m": 8, "798m": 8, "799m": 8, "797m": 8, "800m": 8, "801m": 8, "802m": 8, "803m": 8, "804m": 8, "806m": 8, "807m": 8, "805m": 8, "808m": 8, "809m": 8, "810m": 8, "811m": 8, "812m": 8, "814m": 8, "815m": 8, "813m": 8, "816m": 8, "817m": 8, "818m": 8, "819m": 8, "820m": 8, "823m": 8, "821m": 8, "825m": 8, "827m": 8, "829m": 8, "03_meg": 8, "832m": 8, "51m": 8, "90m": 8, "32m": 8, "826m": 8, "834m": 8, "onset": 8, "continu": 8, "800": 8, "contain": [8, 14], "stimuli": 8, "famou": 8, "face": 8, "unfamiliar": 8, "scrambl": 8, "events_id": 8, "immedi": [8, 14, 23], "memori": 8, "concaten": 8, "run_fnam": 8, "_se": 8, "facerecognit": 8, "_run": 8, "02d": 8, "_meg": 8, "filter": 8, "l_trans_bandwidth": 8, "set_channel_typ": 8, "eeg061": 8, "eeg062": 8, "eeg063": 8, "ecg": [8, 14], "eeg064": 8, "misc": [8, 14], "rename_channel": 8, "eog061": 8, "eog062": 8, "ecg063": 8, "find_ev": 8, "stim_channel": 8, "sti101": 8, "consecut": 8, "min_dur": 8, "set_eeg_refer": 8, "append": 8, "same": [8, 21], "dev_head_t": 8, "concatenate_epoch": 8, "mag_ssp_upright": 8, "306": 8, "v4": 8, "v5": 8, "grad_ssp_upright": 8, "40700": 8, "588499": 8, "534": 8, "999": 8, "547799": 8, "497": 8, "n_channel": [8, 14], "band": 8, "bandpass": 8, "7261": 8, "601": 8, "plot_visualize_bad_epoch": [8, 9, 22], "ha": 8, "na": 8, "296": 8, "261": 8, "262": 8, "263": 8, "269": 8, "271": 8, "273": 8, "274": 8, "275": 8, "4096": 8, "4101": 8, "4102": 8, "4103": 8, "4109": 8, "4110": 8, "4111": 8, "4113": 8, "4114": 8, "4115": 8, "re": 8, "referenc": 8, "custom": 8, "36300": 8, "582999": 8, "529": 8, "546699": 8, "496": 8, "256": 8, "60500": 8, "602799": 8, "547": 8, "542299": 8, "492": 8, "27500": 8, "568699": 8, "516": 8, "541199": 8, "491": 8, "295": 8, "270": [8, 23], "1101": 8, "prior": 8, "this_epoch": 8, "xxx": 8, "onc": [8, 10], "ani": [8, 11, 21], "repres": 8, "subsampl": 8, "331": 8, "310": 8, "319": 8, "325": 8, "329": 8, "321": 8, "323": 8, "324": [8, 23], "326": 8, "322": 8, "two": 8, "variabl": 8, "patch": 8, "style": [8, 19], "default": [8, 12, 13, 14, 15, 16, 19, 20, 23], "loss": 8, "loss_": [8, 12], "store": 8, "matshow": 8, "get_cmap": 8, "viridi": 8, "1f": 8, "ytick": 8, "draw": 8, "rectangl": 8, "locat": [8, 15, 23], "idx": 8, "jdx": 8, "unravel_index": 8, "shape": [8, 12, 14], "edgecolor": 8, "facecolor": 8, "add_patch": 8, "xaxi": 8, "set_ticks_posit": 8, "percentag": [8, 12], "max": [8, 20], "titl": [8, 14], "error": [8, 10, 12, 21, 23], "colorbar": 8, "blue": 8, "plot_epoch": [8, 14], "drop_log": 8, "plot_drop_log": 8, "saniti": 8, "spatial_color": 8, "argument": [8, 23], "allow": [8, 23], "yet": [8, 23], "640x300": 8, "036": [8, 9, 22], "521": [9, 22], "execut": [9, 22], "auto_exampl": 9, "mem": [9, 22], "mb": [9, 22], "exist": [10, 12, 14, 23], "illumin": 10, "primari": 10, "understand": 10, "public": [10, 19], "guid": 10, "content": 10, "graspabl": 10, "given": [10, 12, 13, 14, 15], "meeg": 10, "dimens": 10, "timepoint": 10, "tau": 10, "noisi": 10, "phi": 10, "tau_i": 10, "split": 10, "equal": [10, 14], "part": 10, "along": 10, "test": [10, 20, 23], "remain": 10, "correspond": [10, 14], "train": [10, 20], "crossvalid": 10, "consist": [10, 23], "calcul": 10, "good": [10, 11, 14], "median": 10, "e_k": 10, "frobeniu": 10, "norm": 10, "form": 10, "bar": 10, "associ": 10, "its": 10, "specif": 10, "lowest": 10, "yousra": [10, 13, 21], "federico": [10, 13, 21], "alexandr": [10, 13, 21], "answer": 11, "It": [11, 14], "expect": 11, "noth": [11, 23], "magic": 11, "simpli": [11, 21], "weight": 11, "neighbor": 11, "bia": 11, "far": 11, "harm": 11, "pose": 11, "singl": 11, "element": 11, "loop": 11, "ye": 11, "thresh_func": 12, "bayesian_optim": [12, 15], "object": [12, 13, 14, 15, 16, 17, 20, 21, 23], "agre": 12, "fraction": [12, 13], "q": 12, "int": [12, 13, 14, 15, 16, 20], "sklearn": [12, 16, 20], "model_select": [12, 16, 20], "str": [12, 13, 14, 15, 16, 17, 18, 20], "integ": [12, 13, 14, 15], "interpret": [12, 13, 15], "string": [12, 13, 15], "those": [12, 15], "name": [12, 13, 14, 15, 20], "meg0111": [12, 13, 15], "meg2623": [12, 13, 15], "across": [12, 23], "explicitli": [12, 13, 15], "job": [12, 13, 15, 23], "random": [12, 13, 15, 16, 23], "randomst": [12, 13, 15, 16], "seed": [12, 13, 15, 16, 23], "pseudo": [12, 13, 15, 16], "bool": [12, 13, 14, 15, 16, 20], "progress": [12, 13, 15, 16], "messag": [12, 13, 15, 16, 21], "suppress": [12, 13, 15, 16], "output": [12, 13, 15, 16], "attribut": 12, "local_reject_": 12, "_autoreject": 12, "threshes_": 12, "kei": [12, 16], "consensus_": 12, "n_interpolate_": 12, "picks_": 12, "array_lik": [12, 14], "n_data_channel": 12, "By": [12, 15], "rejectlog": [12, 18, 23], "present": 12, "bad_epochs_idx": 12, "reflect": 12, "union": 12, "fname": [12, 14, 17, 18], "overwrit": [12, 14], "hdf5": 12, "filenam": [12, 14, 17, 18], "h5": 12, "n_resampl": 13, "min_channel": 13, "min_corr": 13, "unbroken_tim": 13, "435656": 13, "resampl": 13, "float": 13, "reconstruct": 13, "cut": 13, "correl": 13, "abnorm": 13, "wrt": 13, "neighbour": 13, "poor": 13, "predict": 13, "window_s": 13, "nima": 13, "et": 13, "al": 13, "arxiv": 13, "preprint": 13, "1612": 13, "08194": 13, "2016": [13, 21], "perform": 13, "denot": 13, "repeat": 13, "abov": 13, "add": [13, 23], "updat": [13, 23], "access": 13, "n_epoch": 14, "boolean": 14, "entri": 14, "encod": 14, "row": 14, "vertic": 14, "show_nam": [14, 23], "aspect": 14, "imag": 14, "fewer": 14, "otherwis": 14, "pixel": 14, "fix": [14, 23], "ratio": 14, "adjust": [14, 23], "detail": [14, 21], "displai": [14, 23], "factor": [14, 16], "trace": 14, "1e": 14, "20e": 14, "150e": 14, "5e": 14, "emg": 14, "ref_meg": 14, "resp": 14, "chpi": 14, "whiten": 14, "1e2": 14, "npz": 14, "whose": 15, "whether": 15, "wai": [15, 21], "increment": 16, "hbo": 16, "hbr": 16, "ecog": [16, 23], "seeg": [16, 23], "where": [17, 18], "ggplot": 19, "param_nam": 20, "vari": 20, "evalu": 20, "between": 20, "min": 20, "strategi": 20, "train_scor": 20, "build": 20, "librari": 21, "magneto": 21, "electroencephalographi": 21, "anaconda": 21, "distribut": 21, "version": [21, 23], "obtain": 21, "stabl": 21, "releas": [21, 23], "Or": 21, "conda": 21, "forg": 21, "latest": 21, "develop": 21, "api": 21, "repo": 21, "zipbal": 21, "master": 21, "admin": 21, "privileg": 21, "flag": 21, "everyth": 21, "give": 21, "scipi": 21, "scikit": 21, "joblib": 21, "2021": 21, "fetch": 21, "easiest": 21, "three": 21, "line": 21, "pyprep": 21, "rsc": 21, "tracker": 21, "6th": 21, "workshop": 21, "pattern": 21, "recognit": 21, "prni": 21, "eric": 23, "larson": 23, "aros": 23, "unsort": 23, "paul": 23, "bogdan": 23, "312": 23, "stefan": 23, "appelhoff": 23, "302": 23, "293": 23, "without": 23, "nikolai": 23, "chapochnikov": 23, "accept": 23, "refactor": 23, "produc": 23, "simul": 23, "ad": 23, "simon": 23, "kern": 23, "280": 23, "267": 23, "268": 23, "enabl": 23, "read_reject_log": 23, "flexibl": 23, "supress": 23, "modif": 23, "marcin": 23, "koculak": 23, "209": 23, "fnir": 23, "robert": 23, "luke": 23, "addit": 23, "mathieu": 23, "scheltienn": 23, "progressbar": 23, "patrick": 23, "stetz": 23, "227": 23, "301": 23, "reset": 23, "within": 23, "usag": 23, "privat": 23, "fail": 23, "newer": 23, "adina": 23, "wagner": 23, "212": 23, "introduc": 23, "read_auto_reject": 23, "faster": 23, "precomput": 23, "who": 23, "got": 23, "assert": 23, "hang": 23, "posit": 23, "nan": 23, "legrand": 23, "nico": 23, "pickl": 23, "hubert": 23, "banvil": 23, "initi": 23}, "objects": {"": [[0, 0, 0, "-", "autoreject"]], "autoreject": [[12, 1, 1, "", "AutoReject"], [13, 1, 1, "", "Ransac"], [14, 1, 1, "", "RejectLog"], [15, 3, 1, "", "compute_thresholds"], [16, 3, 1, "", "get_rejection_threshold"], [17, 3, 1, "", "read_auto_reject"], [18, 3, 1, "", "read_reject_log"], [0, 0, 0, "-", "utils"], [20, 3, 1, "", "validation_curve"]], "autoreject.AutoReject": [[12, 2, 1, "", "fit"], [12, 2, 1, "", "fit_transform"], [12, 2, 1, "", "get_reject_log"], [12, 2, 1, "", "save"], [12, 2, 1, "", "transform"]], "autoreject.Ransac": [[13, 2, 1, "", "fit"]], "autoreject.RejectLog": [[14, 2, 1, "", "plot"], [14, 2, 1, "", "plot_epochs"], [14, 2, 1, "", "save"]], "autoreject.utils": [[19, 3, 1, "", "set_matplotlib_defaults"]]}, "objtypes": {"0": "py:module", "1": "py:class", "2": "py:method", "3": "py:function"}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "class", "Python class"], "2": ["py", "method", "Python method"], "3": ["py", "function", "Python function"]}, "titleterms": {"api": [0, 23], "document": 0, "epoch": [0, 2], "reject": [0, 5], "util": [0, 19], "exampl": [1, 12, 13, 14, 15, 16, 20], "galleri": 1, "automat": 2, "repair": 2, "preprocess": 3, "workflow": 3, "autoreject": [3, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "ica": [3, 11], "tabl": 3, "content": 3, "without": 3, "ani": 3, "other": 3, "high": 3, "pass": 3, "filter": 3, "highpass": 3, "plot": [4, 6], "channel": [4, 11], "level": 4, "threshold": [4, 5], "find": 5, "global": [5, 10], "cross": 6, "valid": 6, "curv": 6, "detect": 7, "bad": [7, 8, 11], "sensor": [7, 8, 11], "us": [7, 12, 13, 14, 15, 16, 20], "ransac": [7, 13], "refer": [7, 10], "visual": 8, "per": 8, "trial": 8, "comput": [9, 22], "time": [9, 22], "explan": 10, "intuit": 10, "how": [10, 11], "algorithm": 10, "work": 10, "frequent": 11, "ask": 11, "question": 11, "should": 11, "i": 11, "appli": 11, "first": 11, "danger": 11, "do": 11, "sourc": 11, "estim": 11, "interpol": 11, "manual": 11, "set": 11, "n_interpol": 11, "consensu": 11, "paramet": 11, "possibl": 11, "get": 11, "onli": 11, "annot": 11, "rejectlog": 14, "compute_threshold": 15, "get_rejection_threshold": 16, "read_auto_reject": 17, "read_reject_log": 18, "set_matplotlib_default": 19, "validation_curv": 20, "instal": 21, "quickstart": 21, "bug": [21, 23], "report": 21, "cite": 21, "what": 23, "": 23, "new": 23, "0": 23, "5": 23, "unreleas": 23, "changelog": 23, "4": 23, "3": 23, "2023": 23, "11": 23, "14": 23, "2": 23, "05": 23, "28": 23, "1": 23, "01": 23, "12": 23, "2022": 23, "10": 23, "09": 23, "03": 23, "16": 23, "04": 23, "2020": 23, "23": 23, "2019": 23, "07": 23, "06": 23, "24": 23, "2018": 23}, "envversion": {"sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx.ext.viewcode": 1, "sphinx": 60}, "alltitles": {"API Documentation": [[0, "api-documentation"]], "Epochs rejection": [[0, "module-autoreject"]], "Utilities": [[0, "module-autoreject.utils"]], "Examples Gallery": [[1, "examples-gallery"]], "Automatically repair epochs": [[2, "automatically-repair-epochs"]], "Preprocessing workflow with autoreject and ICA": [[3, "preprocessing-workflow-with-autoreject-and-ica"]], "Table of Contents": [[3, "table-of-contents"]], "Autoreject without any other preprocessing": [[3, "autoreject-without-any-other-preprocessing"]], "Autoreject with high-pass filter": [[3, "autoreject-with-high-pass-filter"]], "ICA": [[3, "ica"]], "Autoreject with highpass filter and ICA": [[3, "autoreject-with-highpass-filter-and-ica"]], "Plot channel-level thresholds": [[4, "plot-channel-level-thresholds"]], "Find global rejection threshold": [[5, "find-global-rejection-threshold"]], "Plotting the cross-validation curve": [[6, "plotting-the-cross-validation-curve"]], "Detect bad sensors using RANSAC": [[7, "detect-bad-sensors-using-ransac"]], "References": [[7, "references"], [10, "references"]], "Visualize bad sensors per trial": [[8, "visualize-bad-sensors-per-trial"]], "Computation times": [[9, "computation-times"], [22, "computation-times"]], "Explanation": [[10, "explanation"]], "Intuition on how the - autoreject global - algorithm works": [[10, "intuition-on-how-the-autoreject-global-algorithm-works"]], "Frequently asked questions": [[11, "frequently-asked-questions"]], "Should I apply ICA first or autoreject first?": [[11, "should-i-apply-ica-first-or-autoreject-first"]], "Is it dangerous to do source estimation with interpolated channels?": [[11, "is-it-dangerous-to-do-source-estimation-with-interpolated-channels"]], "How do I manually set the n_interpolate and consensus parameter?": [[11, "how-do-i-manually-set-the-n-interpolate-and-consensus-parameter"]], "Is it possible to get only bad sensor annotations and not interpolate?": [[11, "is-it-possible-to-get-only-bad-sensor-annotations-and-not-interpolate"]], "autoreject.AutoReject": [[12, "autoreject-autoreject"]], "Examples using autoreject.AutoReject": [[12, "examples-using-autoreject-autoreject"]], "autoreject.Ransac": [[13, "autoreject-ransac"]], "Examples using autoreject.Ransac": [[13, "examples-using-autoreject-ransac"]], "autoreject.RejectLog": [[14, "autoreject-rejectlog"]], "Examples using autoreject.RejectLog": [[14, "examples-using-autoreject-rejectlog"]], "autoreject.compute_thresholds": [[15, "autoreject-compute-thresholds"]], "Examples using autoreject.compute_thresholds": [[15, "examples-using-autoreject-compute-thresholds"]], "autoreject.get_rejection_threshold": [[16, "autoreject-get-rejection-threshold"]], "Examples using autoreject.get_rejection_threshold": [[16, "examples-using-autoreject-get-rejection-threshold"]], "autoreject.read_auto_reject": [[17, "autoreject-read-auto-reject"]], "autoreject.read_reject_log": [[18, "autoreject-read-reject-log"]], "autoreject.utils.set_matplotlib_defaults": [[19, "autoreject-utils-set-matplotlib-defaults"]], "autoreject.validation_curve": [[20, "autoreject-validation-curve"]], "Examples using autoreject.validation_curve": [[20, "examples-using-autoreject-validation-curve"]], "autoreject": [[21, "autoreject"]], "Installation": [[21, "installation"]], "Quickstart": [[21, "quickstart"]], "Bug reports": [[21, "bug-reports"]], "Cite": [[21, "cite"]], "What\u2019s new?": [[23, "what-s-new"]], "0.5 (unreleased)": [[23, "unreleased"]], "Changelog": [[23, "changelog"], [23, "id10"], [23, "id13"], [23, "id18"], [23, "id26"], [23, "id31"]], "Bug": [[23, "bug"], [23, "id4"], [23, "id7"], [23, "id19"], [23, "id27"]], "0.4.3 (2023-11-14)": [[23, "id2"]], "0.4.2 (2023-05-28)": [[23, "id5"]], "0.4.1 (2023-01-12)": [[23, "id8"]], "0.4 (2022-10-09)": [[23, "id11"]], "0.3.1 (2022-03-16)": [[23, "id14"]], "0.3 (2022-01-04)": [[23, "id16"]], "API": [[23, "api"], [23, "id28"]], "0.2.2 (2020-12-23)": [[23, "id20"]], "0.2.1 (2019-11-07)": [[23, "id22"]], "0.2 (2019-06-24)": [[23, "id24"]], "0.1 (2018-06-11)": [[23, "id29"]]}, "indexentries": {"autoreject": [[0, "module-autoreject"]], "autoreject.utils": [[0, "module-autoreject.utils"]], "module": [[0, "module-autoreject"], [0, "module-autoreject.utils"]], "autoreject (class in autoreject)": [[12, "autoreject.AutoReject"]], "fit() (autoreject.autoreject method)": [[12, "autoreject.AutoReject.fit"]], "fit_transform() (autoreject.autoreject method)": [[12, "autoreject.AutoReject.fit_transform"]], "get_reject_log() (autoreject.autoreject method)": [[12, "autoreject.AutoReject.get_reject_log"]], "save() (autoreject.autoreject method)": [[12, "autoreject.AutoReject.save"]], "transform() (autoreject.autoreject method)": [[12, "autoreject.AutoReject.transform"]], "ransac (class in autoreject)": [[13, "autoreject.Ransac"]], "fit() (autoreject.ransac method)": [[13, "autoreject.Ransac.fit"]], "rejectlog (class in autoreject)": [[14, "autoreject.RejectLog"]], "plot() (autoreject.rejectlog method)": [[14, "autoreject.RejectLog.plot"]], "plot_epochs() (autoreject.rejectlog method)": [[14, "autoreject.RejectLog.plot_epochs"]], "save() (autoreject.rejectlog method)": [[14, "autoreject.RejectLog.save"]], "compute_thresholds() (in module autoreject)": [[15, "autoreject.compute_thresholds"]], "get_rejection_threshold() (in module autoreject)": [[16, "autoreject.get_rejection_threshold"]], "read_auto_reject() (in module autoreject)": [[17, "autoreject.read_auto_reject"]], "read_reject_log() (in module autoreject)": [[18, "autoreject.read_reject_log"]], "set_matplotlib_defaults() (in module autoreject.utils)": [[19, "autoreject.utils.set_matplotlib_defaults"]], "validation_curve() (in module autoreject)": [[20, "autoreject.validation_curve"]]}})
\ No newline at end of file
diff --git a/dev/sg_execution_times.html b/dev/sg_execution_times.html
new file mode 100644
index 0000000..73d9ce0
--- /dev/null
+++ b/dev/sg_execution_times.html
@@ -0,0 +1,586 @@
+
+<!DOCTYPE html>
+
+
+<html lang="en" data-content_root="./" data-theme="auto">
+
+  <head>
+    <meta charset="utf-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+    <title>Computation times &#8212; autoreject 0.5.0.dev3 documentation</title>
+  
+  
+  
+  <script data-cfasync="false">
+    document.documentElement.dataset.mode = localStorage.getItem("mode") || "auto";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
+  </script>
+  
+  <!-- Loaded before other Sphinx assets -->
+  <link href="_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+
+  
+  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
+
+    <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=a746c00c" />
+    <link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="_static/sg_gallery.css?v=61a4c737" />
+    <link rel="stylesheet" type="text/css" href="_static/sg_gallery-binder.css?v=f4aeca0c" />
+    <link rel="stylesheet" type="text/css" href="_static/sg_gallery-dataframe.css?v=2082cf3c" />
+    <link rel="stylesheet" type="text/css" href="_static/sg_gallery-rendered-html.css?v=1277b6f3" />
+    <link rel="stylesheet" type="text/css" href="_static/style.css?v=ea06ca08" />
+  
+  <!-- Pre-loaded scripts that we'll load fully later -->
+  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
+
+    <script src="_static/documentation_options.js?v=2c228a7f"></script>
+    <script src="_static/doctools.js?v=888ff710"></script>
+    <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="_static/clipboard.min.js?v=a7894cd8"></script>
+    <script src="_static/copybutton.js?v=fd10adb8"></script>
+    <script>DOCUMENTATION_OPTIONS.pagename = 'sg_execution_times';</script>
+    <script>
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
+        DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
+        DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
+        DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
+        </script>
+    <link rel="index" title="Index" href="genindex.html" />
+    <link rel="search" title="Search" href="search.html" />
+    <link rel="canonical" href="https://autoreject.github.io/stable/index.html" />
+    <script type="text/javascript" src="_static/copybutton.js"></script>
+    <script type="text/javascript" src="_static/scrollfix.js"></script>
+
+  <meta name="viewport" content="width=device-width, initial-scale=1"/>
+  <meta name="docsearch:language" content="en"/>
+
+  </head>
+  
+  
+  <body data-bs-spy="scroll" data-bs-target=".bd-toc-nav" data-offset="180" data-bs-root-margin="0px 0px -60%" data-default-mode="auto">
+
+  
+  
+  <a class="skip-link" href="#main-content">Skip to main content</a>
+  
+  <div id="pst-scroll-pixel-helper"></div>
+
+  
+  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
+    <i class="fa-solid fa-arrow-up"></i>
+    Back to top
+  </button>
+
+  
+  <input type="checkbox"
+          class="sidebar-toggle"
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
+  
+  <input type="checkbox"
+          class="sidebar-toggle"
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
+  
+  <div class="search-button__wrapper">
+    <div class="search-button__overlay"></div>
+    <div class="search-button__search-container">
+<form class="bd-search d-flex align-items-center"
+      action="search.html"
+      method="get">
+  <i class="fa-solid fa-magnifying-glass"></i>
+  <input type="search"
+         class="form-control"
+         name="q"
+         id="search-input"
+         placeholder="Search the docs ..."
+         aria-label="Search the docs ..."
+         autocomplete="off"
+         autocorrect="off"
+         autocapitalize="off"
+         spellcheck="false"/>
+  <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
+</form></div>
+  </div>
+  
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+<div class="bd-header__inner bd-page-width">
+  <label class="sidebar-toggle primary-toggle" for="__primary">
+    <span class="fa-solid fa-bars"></span>
+  </label>
+  
+  
+  <div class="col-lg-3 navbar-header-items__start">
+    
+      <div class="navbar-item">
+
+  
+
+<a class="navbar-brand logo" href="index.html">
+  
+  
+  
+  
+  
+  
+    <p class="title logo__title">autoreject 0.5.0.dev3 documentation</p>
+  
+</a></div>
+    
+  </div>
+  
+  <div class="col-lg-9 navbar-header-items">
+    
+    <div class="me-auto navbar-header-items__center">
+      
+        <div class="navbar-item">
+<nav class="navbar-nav">
+  <p class="sidebar-header-items__title"
+     role="heading"
+     aria-level="1"
+     aria-label="Site Navigation">
+    Site Navigation
+  </p>
+  <ul class="bd-navbar-elements navbar-nav">
+    
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="auto_examples/index.html">
+                        Examples
+                      </a>
+                    </li>
+                
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="explanation.html">
+                        Explanation
+                      </a>
+                    </li>
+                
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="faq.html">
+                        FAQ
+                      </a>
+                    </li>
+                
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="api.html">
+                        API
+                      </a>
+                    </li>
+                
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="whats_new.html">
+                        What's new
+                      </a>
+                    </li>
+                
+  </ul>
+</nav></div>
+      
+    </div>
+    
+    
+    <div class="navbar-header-items__end">
+      
+        <div class="navbar-item navbar-persistent--container">
+          
+
+ <script>
+ document.write(`
+   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
+    <span class="search-button__default-text">Search</span>
+    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
+   </button>
+ `);
+ </script>
+        </div>
+      
+      
+        <div class="navbar-item">
+
+<script>
+document.write(`
+  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
+    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
+    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  </button>
+`);
+</script></div>
+      
+        <div class="navbar-item">
+<script>
+document.write(`
+  <div class="version-switcher__container dropdown">
+    <button id="pst-version-switcher-button-2"
+      type="button"
+      class="version-switcher__button btn btn-sm navbar-btn dropdown-toggle"
+      data-bs-toggle="dropdown"
+      aria-haspopup="listbox"
+      aria-controls="pst-version-switcher-list-2"
+      aria-label="Version switcher list"
+    >
+      Choose version  <!-- this text may get changed later by javascript -->
+      <span class="caret"></span>
+    </button>
+    <div id="pst-version-switcher-list-2"
+      class="version-switcher__menu dropdown-menu list-group-flush py-0"
+      role="listbox" aria-labelledby="pst-version-switcher-button-2">
+      <!-- dropdown will be populated by javascript on page load -->
+    </div>
+  </div>
+`);
+</script></div>
+      
+        <div class="navbar-item"><ul class="navbar-icon-links navbar-nav"
+    aria-label="Quick Links">
+        <li class="nav-item">
+          
+          
+          
+          
+          
+          
+          
+          
+          <a href="https://github.com/autoreject/autoreject" title="GitHub" class="nav-link" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><span><i class="fab fa-github-square fa-lg" aria-hidden="true"></i></span>
+            <span class="sr-only">GitHub</span></a>
+        </li>
+</ul></div>
+      
+    </div>
+    
+  </div>
+  
+  
+    <div class="navbar-persistent--mobile">
+
+ <script>
+ document.write(`
+   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
+    <span class="search-button__default-text">Search</span>
+    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
+   </button>
+ `);
+ </script>
+    </div>
+  
+
+  
+</div>
+
+    </nav>
+  
+  <div class="bd-container">
+    <div class="bd-container__inner bd-page-width">
+      
+      <div class="bd-sidebar-primary bd-sidebar hide-on-wide">
+        
+
+  
+  <div class="sidebar-header-items sidebar-primary__section">
+    
+    
+      <div class="sidebar-header-items__center">
+        
+          <div class="navbar-item">
+<nav class="navbar-nav">
+  <p class="sidebar-header-items__title"
+     role="heading"
+     aria-level="1"
+     aria-label="Site Navigation">
+    Site Navigation
+  </p>
+  <ul class="bd-navbar-elements navbar-nav">
+    
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="auto_examples/index.html">
+                        Examples
+                      </a>
+                    </li>
+                
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="explanation.html">
+                        Explanation
+                      </a>
+                    </li>
+                
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="faq.html">
+                        FAQ
+                      </a>
+                    </li>
+                
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="api.html">
+                        API
+                      </a>
+                    </li>
+                
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="whats_new.html">
+                        What's new
+                      </a>
+                    </li>
+                
+  </ul>
+</nav></div>
+        
+      </div>
+    
+    
+    
+      <div class="sidebar-header-items__end">
+        
+          <div class="navbar-item">
+
+<script>
+document.write(`
+  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
+    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
+    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  </button>
+`);
+</script></div>
+        
+          <div class="navbar-item">
+<script>
+document.write(`
+  <div class="version-switcher__container dropdown">
+    <button id="pst-version-switcher-button-3"
+      type="button"
+      class="version-switcher__button btn btn-sm navbar-btn dropdown-toggle"
+      data-bs-toggle="dropdown"
+      aria-haspopup="listbox"
+      aria-controls="pst-version-switcher-list-3"
+      aria-label="Version switcher list"
+    >
+      Choose version  <!-- this text may get changed later by javascript -->
+      <span class="caret"></span>
+    </button>
+    <div id="pst-version-switcher-list-3"
+      class="version-switcher__menu dropdown-menu list-group-flush py-0"
+      role="listbox" aria-labelledby="pst-version-switcher-button-3">
+      <!-- dropdown will be populated by javascript on page load -->
+    </div>
+  </div>
+`);
+</script></div>
+        
+          <div class="navbar-item"><ul class="navbar-icon-links navbar-nav"
+    aria-label="Quick Links">
+        <li class="nav-item">
+          
+          
+          
+          
+          
+          
+          
+          
+          <a href="https://github.com/autoreject/autoreject" title="GitHub" class="nav-link" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><span><i class="fab fa-github-square fa-lg" aria-hidden="true"></i></span>
+            <span class="sr-only">GitHub</span></a>
+        </li>
+</ul></div>
+        
+      </div>
+    
+  </div>
+  
+  
+  <div class="sidebar-primary-items__end sidebar-primary__section">
+  </div>
+  
+  <div id="rtd-footer-container"></div>
+
+
+      </div>
+      
+      <main id="main-content" class="bd-main">
+        
+        
+          <div class="bd-content">
+            <div class="bd-article-container">
+              
+              <div class="bd-header-article">
+<div class="header-article-items header-article__inner">
+  
+    <div class="header-article-items__start">
+      
+        <div class="header-article-item">
+
+
+
+<nav aria-label="Breadcrumb">
+  <ul class="bd-breadcrumbs">
+    
+    <li class="breadcrumb-item breadcrumb-home">
+      <a href="index.html" class="nav-link" aria-label="Home">
+        <i class="fa-solid fa-home"></i>
+      </a>
+    </li>
+    <li class="breadcrumb-item active" aria-current="page">Computation times</li>
+  </ul>
+</nav>
+</div>
+      
+    </div>
+  
+  
+</div>
+</div>
+              
+              
+              
+                
+<div id="searchbox"></div>
+                <article class="bd-article" role="main">
+                  
+  <section id="computation-times">
+<span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
+<p><strong>07:35.521</strong> total execution time for 7 files <strong>from all galleries</strong>:</p>
+<div class="docutils container">
+<style scoped>
+<link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
+<link href="https://cdn.datatables.net/1.13.6/css/dataTables.bootstrap5.min.css" rel="stylesheet" />
+</style>
+<script src="https://code.jquery.com/jquery-3.7.0.js"></script>
+<script src="https://cdn.datatables.net/1.13.6/js/jquery.dataTables.min.js"></script>
+<script src="https://cdn.datatables.net/1.13.6/js/dataTables.bootstrap5.min.js"></script>
+<script type="text/javascript" class="init">
+$(document).ready( function () {
+    $('table.sg-datatable').DataTable({order: [[1, 'desc']]});
+} );
+</script><table class="table table-striped sg-datatable">
+<thead>
+<tr class="row-odd"><th class="head"><p>Example</p></th>
+<th class="head"><p>Time</p></th>
+<th class="head"><p>Mem (MB)</p></th>
+</tr>
+</thead>
+<tbody>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/plot_visualize_bad_epochs.html#sphx-glr-auto-examples-plot-visualize-bad-epochs-py"><span class="std std-ref">Visualize bad sensors per trial</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/plot_visualize_bad_epochs.py</span></code>)</p></td>
+<td><p>03:22.036</p></td>
+<td><p>0.0</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/plot_auto_repair.html#sphx-glr-auto-examples-plot-auto-repair-py"><span class="std std-ref">Automatically repair epochs</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/plot_auto_repair.py</span></code>)</p></td>
+<td><p>01:37.671</p></td>
+<td><p>0.0</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/plot_ransac.html#sphx-glr-auto-examples-plot-ransac-py"><span class="std std-ref">Detect bad sensors using RANSAC</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/plot_ransac.py</span></code>)</p></td>
+<td><p>01:11.332</p></td>
+<td><p>0.0</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/plot_autoreject_workflow.html#sphx-glr-auto-examples-plot-autoreject-workflow-py"><span class="std std-ref">Preprocessing workflow with autoreject and ICA</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/plot_autoreject_workflow.py</span></code>)</p></td>
+<td><p>01:06.071</p></td>
+<td><p>0.0</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/plot_channel_thresholds.html#sphx-glr-auto-examples-plot-channel-thresholds-py"><span class="std std-ref">Plot channel-level thresholds</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/plot_channel_thresholds.py</span></code>)</p></td>
+<td><p>00:12.586</p></td>
+<td><p>0.0</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/plot_estimate_global_reject.html#sphx-glr-auto-examples-plot-estimate-global-reject-py"><span class="std std-ref">Find global rejection threshold</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/plot_estimate_global_reject.py</span></code>)</p></td>
+<td><p>00:03.605</p></td>
+<td><p>0.0</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/plot_global_reject.html#sphx-glr-auto-examples-plot-global-reject-py"><span class="std std-ref">Plotting the cross-validation curve</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/plot_global_reject.py</span></code>)</p></td>
+<td><p>00:02.220</p></td>
+<td><p>0.0</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</section>
+
+
+                </article>
+              
+              
+              
+              
+              
+                <footer class="prev-next-footer">
+                  
+<div class="prev-next-area">
+</div>
+                </footer>
+              
+            </div>
+            
+            
+              
+            
+          </div>
+          <footer class="bd-footer-content">
+            
+          </footer>
+        
+      </main>
+    </div>
+  </div>
+  
+  <!-- Scripts loaded after <body> so the DOM is not blocked -->
+  <script src="_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
+
+  <footer class="bd-footer">
+<div class="bd-footer__inner bd-page-width">
+  
+    <div class="footer-items__start">
+      
+        <div class="footer-item">
+
+  <p class="copyright">
+    
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
+      <br/>
+    
+  </p>
+</div>
+      
+        <div class="footer-item">
+
+  <p class="sphinx-version">
+    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
+    <br/>
+  </p>
+</div>
+      
+    </div>
+  
+  
+  
+    <div class="footer-items__end">
+      
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
+</p></div>
+      
+    </div>
+  
+</div>
+
+  </footer>
+  </body>
+</html>
\ No newline at end of file
diff --git a/dev/whats_new.html b/dev/whats_new.html
index c67aaae..a2d78d5 100644
--- a/dev/whats_new.html
+++ b/dev/whats_new.html
@@ -2,7 +2,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" data-theme="auto">
+<html lang="en" data-content_root="./" data-theme="auto">
 
   <head>
     <meta charset="utf-8" />
@@ -18,12 +18,12 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
   
-  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -37,9 +37,9 @@
     <link rel="stylesheet" type="text/css" href="_static/style.css?v=ea06ca08" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script src="_static/documentation_options.js?v=2c228a7f"></script>
     <script src="_static/doctools.js?v=888ff710"></script>
@@ -48,7 +48,7 @@
     <script src="_static/copybutton.js?v=fd10adb8"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'whats_new';</script>
     <script>
-        DOCUMENTATION_OPTIONS.theme_version = '0.14.3';
+        DOCUMENTATION_OPTIONS.theme_version = '0.14.4';
         DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://raw.githubusercontent.com/autoreject/autoreject/master/doc/_static/versions.json';
         DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'dev';
         DOCUMENTATION_OPTIONS.show_version_warning_banner = false;
@@ -124,6 +124,7 @@
   <div class="col-lg-3 navbar-header-items__start">
     
       <div class="navbar-item">
+
   
 
 <a class="navbar-brand logo" href="index.html">
@@ -143,7 +144,8 @@
     
     <div class="me-auto navbar-header-items__center">
       
-        <div class="navbar-item"><nav class="navbar-nav">
+        <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -196,6 +198,7 @@
       
         <div class="navbar-item navbar-persistent--container">
           
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -209,6 +212,7 @@
       
       
         <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -265,6 +269,7 @@
   
   
     <div class="navbar-persistent--mobile">
+
  <script>
  document.write(`
    <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -298,7 +303,8 @@
     
       <div class="sidebar-header-items__center">
         
-          <div class="navbar-item"><nav class="navbar-nav">
+          <div class="navbar-item">
+<nav class="navbar-nav">
   <p class="sidebar-header-items__title"
      role="heading"
      aria-level="1"
@@ -351,6 +357,7 @@
       <div class="sidebar-header-items__end">
         
           <div class="navbar-item">
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -604,7 +611,7 @@ <h3>Changelog<a class="headerlink" href="#id31" title="Link to this heading">#</
               
               
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+                  
 <div class="prev-next-area">
     <a class="left-prev"
        href="generated/autoreject.utils.set_matplotlib_defaults.html"
@@ -625,6 +632,7 @@ <h3>Changelog<a class="headerlink" href="#id31" title="Link to this heading">#</
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
   <div class="sidebar-secondary-item">
+
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> On this page
   </div>
@@ -686,8 +694,8 @@ <h3>Changelog<a class="headerlink" href="#id31" title="Link to this heading">#</
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
 <div class="bd-footer__inner bd-page-width">
@@ -695,15 +703,17 @@ <h3>Changelog<a class="headerlink" href="#id31" title="Link to this heading">#</
     <div class="footer-items__start">
       
         <div class="footer-item">
+
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-14.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-11-27.
       <br/>
     
   </p>
 </div>
       
         <div class="footer-item">
+
   <p class="sphinx-version">
     Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
     <br/>
@@ -716,8 +726,9 @@ <h3>Changelog<a class="headerlink" href="#id31" title="Link to this heading">#</
   
     <div class="footer-items__end">
       
-        <div class="footer-item"><p class="theme-version">
-  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.3.
+        <div class="footer-item">
+<p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.14.4.
 </p></div>
       
     </div>